{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Data Viz in Julia: Makie\n", "\n", "I've tried `Gadfly` and enjoyed the grammar of graphics style of plotting, but I've heard lots of love for `Makie` as another library worth checking out. I'll use the `CairoMakie` backend for now, but it looks like the really fun stuff comes with the other backends like GLMakie in terms of interactivity and even making little interact apps." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Motivation\n", "\n", "* See the [`BeautifulMakie` site](https://lazarusa.github.io/BeautifulMakie/) for some great examples\n", "* You can do Latex in your plots with the `LaTeXStrings` package" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Makie\n", "\n", "## First impressions\n", "\n", "* The key concepts to think about are:\n", " * Layouts and Figures\n", " * Layoutables\n", " * Plotting Functions\n", "* The [Figure](https://makie.juliaplots.org/stable/documentation/figure/index.html#figures) object: Plots are created by initializing a Figure object (either explicitly or implicitly with a plotting function call like `lines`)\n", " * Example: `f = Figure(resolution = (600, 400))`\n", " * Like the size of the canvas, and you can specify how `Layoutables` like axes will go \n", "* Layouts\n", " * Makie supports some complex layouts - with your Figure object you can add subplots by adding axes\n", "* [`Layoutables`](https://makie.juliaplots.org/stable/documentation/layoutables/)\n", " * Axes and Legends are examples of `Layoutables` - what they call stuff that you can add to the Layout. \n", "* [Plotting Functions](https://makie.juliaplots.org/stable/examples/layoutables/)\n", " * i.e. `lines`, `scatter`, `series`, etc. \n", " * Calling a plotting function without referencing a figure will implicitly create a Figure\n", " * What makes `Makie` so verbose is the fact that there are so many possible attributes that you can modify and set to customize the heck out of your chart. \n", " * See [plotting functions](https://makie.juliaplots.org/stable/examples/plotting_functions/) documentation for full list of attributes\n", "* Observables\n", " * Special workflow for interactive visualizations\n", " * An `Observable` is an object that a `Listener` (usually a function) will react to whenever the `Observable` changes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Overall, the workflow feels like `matplotlib` or base `plotly` in that you're creating a canvas with your `Figure` and then adding components with `Plotting Functions` or stuff like `Axes` and `Legend`s to that `Figure` incrementally. Each component has a bunch of attributes that you can fiddle around with and tweak to get the customized visualization that you want. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "using CairoMakie, ColorSchemes\n", "using DataFramesMeta\n", "using AlgebraOfGraphics, PalmerPenguins\n", "\n", "ENV[\"COLUMNS\"] = 1000;" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "FigureAxisPlot()" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x = range(0, 10, length=100)\n", "y = sin.(x)\n", "lines(x, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `lines` call can be unpacked into a `figure`, `axis`, and `plotobject` separately (aka a `FigureAxisPlot`). Use `attributes` to see what kinds of atributes you can set on any of these:" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Attributes with 18 entries:\n", " color => RGBA{Float32}(0.0,0.447059,0.698039,1.0)\n", " colormap => viridis\n", " cycle => [:color]\n", " depth_shift => 0.0\n", " diffuse => Float32[0.4, 0.4, 0.4]\n", " fxaa => false\n", " inspectable => true\n", " linestyle => nothing\n", " linewidth => 1.5\n", " model => Float32[1.0 0.0 0.0 0.0; 0.0 1.0 0.0 0.0; 0.0 0.0 1.0 0.0; 0.0 0.0 0.0 1.0]\n", " nan_color => RGBA{Float32}(0.0,0.0,0.0,0.0)\n", " overdraw => false\n", " shininess => 32.0\n", " specular => Float32[0.2, 0.2, 0.2]\n", " ssao => false\n", " transformation => Automatic()\n", " transparency => false\n", " visible => true" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f, ax, pltobject = lines(x, y)\n", "pltobject.attributes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Mutating plot functions (i.e. `scatter!`) allow you to add to an existing figure:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "Figure()" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x = range(0, 10, length=100)\n", "y1 = sin.(x)\n", "y2 = cos.(x)\n", "\n", "scatter(x, y1, color = :red, markersize = 5, figure=(; resolution=(600, 400)))\n", "scatter!(x, y2, color = :blue, markersize = 10)\n", "current_figure()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In fact, you can specify pretty much anything within the plot creation function:\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "Figure()" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lines(1:10, (1:10).^2; color=:black, linewidth=2, linestyle=:dash,\n", " figure=(; figure_padding=5, resolution=(600, 400), font=\"Arial\",\n", " backgroundcolor=:grey90, fontsize=16),\n", " axis=(; xlabel=L\"x\", ylabel=L\"x^{2}\", title=\"Chart Title\",\n", " xgridstyle=:dash, ygridstyle=:dash))\n", "current_figure()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`Makie` can take a matrix object as well, and there's a `series` plotting function that can do multiple lines at once:\n" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "Figure()" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "num_lines = 12\n", "dat2 = cumsum(randn(num_lines, 101), dims = 2)\n", "labels=[\"label $i\" for i in 1:num_lines]\n", "\n", "# See available_gradients() for a list of available colors you can use\n", "# Makie will error if you don't have enough colors here\n", "fig, ax, sp = series(dat2, labels=labels, color=:tableau_20, figure=(; resolution=(640,400)))\n", "axislegend(ax)\n", "current_figure()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Aside: Color Maps with `ColorSchemes`\n", "\n", "One gripe with Makie: you need to specify each color in your `lines` call, just like in matplotlib. So how do you 'cycle' through a bunch of colors for each of your lines? \n", "\n", "1. `ColorSchemes.colorschemes[:viridis]`: Returns a dictionary of colortypes in the :viridis scheme\n", "2. `cgrad(colors, [values]; )`: Construct a Colorgradient from `colors` and `values`\n", "3. `cmap = cgrad(colorschemes[:virids], 20)`: Creates an array of 20 colors selected from the :viridis color scheme" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "Scene (600px, 400px):\n", " 18 Plots:\n", " ├ Combined{Makie.poly, Tuple{Vector{Vector{Point{2, Float32}}}}}\n", " ├ LineSegments{Tuple{Vector{Point{2, Float32}}}}\n", " ├ LineSegments{Tuple{Vector{Point{2, Float32}}}}\n", " ├ LineSegments{Tuple{Vector{Point{2, Float32}}}}\n", " ├ LineSegments{Tuple{Vector{Point{2, Float32}}}}\n", " ├ LineSegments{Tuple{Vector{Point{2, Float32}}}}\n", " ├ LineSegments{Tuple{Vector{Point{2, Float32}}}}\n", " ├ MakieCore.Text{Tuple{LaTeXStrings.LaTeXString}}\n", " ├ Lines{Tuple{Vector{Point{2, Float32}}}}\n", " ├ MakieCore.Text{Tuple{Vector{Tuple{AbstractString, Point{2, Float32}}}}}\n", " ├ LineSegments{Tuple{Vector{Point{2, Float32}}}}\n", " ├ LineSegments{Tuple{Vector{Point{2, Float32}}}}\n", " ├ MakieCore.Text{Tuple{LaTeXStrings.LaTeXString}}\n", " ├ Lines{Tuple{Vector{Point{2, Float32}}}}\n", " ├ MakieCore.Text{Tuple{Vector{Tuple{AbstractString, Point{2, Float32}}}}}\n", " ├ Lines{Tuple{Vector{Point{2, Float32}}}}\n", " ├ Lines{Tuple{Vector{Point{2, Float32}}}}\n", " └ MakieCore.Text{Tuple{String}}\n", " 2 Child Scenes:\n", " ├ Scene (290px, 290px)\n", " └ Scene (600px, 400px)" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "num_lines = 12\n", "cbarPal = :viridis\n", "cmap = cgrad(colorschemes[cbarPal], num_lines, categorical = false)\n", "\n", "xs = 0:100\n", "\n", "fig = Figure(resolution = (600, 400), font = \"CMU Serif\")\n", "ax = Axis(fig[1, 1], aspect = 1, xlabel = L\"x\", ylabel = L\"x^{p}\", \n", " xlabelsize = 20, ylabelsize = 20)\n", "[lines!(xs, dat2[i, :], color=cmap[i], label=\"Row $i\") for i in 1:num_lines]\n", "\n", "Legend(fig[1, 2], ax, nbanks = 2)\n", "display(fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Julia for Data Science has a great article here on makie colors: https://juliadatascience.io/makie_colors\n", "\n", "> Here, we could define a global Theme with a new cycle for colors, however that is not the recommend way to do it. It’s better to define a new theme and use as shown before. Let’s define a new one with a cycle for :color, :linestyle, :marker and a new colormap default. And add these new attributes to our previous publication_theme." ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "image/png": 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u5BbigtVYwrFzx6nBqt7wA4G4sDPLXdU4L4BIDTomkAjGl9So7VTn5w/Hha96pqsay18Tj0UqXX38kneGsJc6swgnZKtgdXR8wWNLXLBcFKtqDPmeKDSoFBJ/0f1t1I6m+TvKcAEJIuLuQTXM46x3/ksroHoQOTfMrG3nOVMc2MaXLwYCAIA7QggEAiGdMzeI7SAO3c3v8K3HbbgeEujQKdagIoRAIBAyKZUo/niWRTV9y7D0RM7KKyxq7BZSwPSqf1puF8Vf7QpoGq0PtIt2Bo5zLQ5bExbIaSZEws8dVeraWH3TCbPklseEH+aRLQfU958gDI/zQl+oGwcSBZKQR3a4QGer3VBjHMrqLstVNd59SMzy3tHDqsa0j97Hhaq/vXEhaFCBqtc+gHB2BRUcVWOvn+qc5nOI396C8z+peuVD3iPWQ6l7UCLt7Rt7++F+sWDJv5dpXsH12hVOPvuvP1j6yQT9Ta1fRQi03+ddvnz5999/T0xMlMvl0dHRW7du9fLyInVlugJ3hBAIBEICUiW2M7V0ZXwhKhLQOA18n34qYxYUFZM+L4qh5ZJyAADFWJ/ny5cv9/X1zc7Ovnr1anx8/Pjx49t6RfWBO0IIBALRlbQaydqEokKx3Ds3PkUmBilP371GDsCWI/+u+2EOuVPvTNzJr+Wv6blGWiuVFEkau0yMiBvrahGtMni+feWkSZNCQ0OZTGZkZOTs2bMXL15cWFjo4ODQ2N2GByrC+kCv0c7AGGGtRyWRERQcJlz73E//q7rg1vIhuJBWboUL8l1dVb30cURw/f+t6aVqnPA1kZ70ZAKRdWjy2T3qKX8YRQgK9df24d7EoZFsxUBVowUixwWfLbdx4c28PqpejzuEEXXh0EWqxrU/EpWbKm8SAf6s/moTXHk24SPqaEZ8FuDKaWdnOEYMBsCZ7Kp9aWWWDOr6bs7BQ3RIY6YVA10GVsmqaBTaoqmLMExtvqyXa1TXpKM6xBF+9913Ktna2hpBEDbbuNLeQkUIgUAgWlIqUaxPKkqsEMfYceYF2nHoBjJOYhimUmz+lv6qdk1th9RByowZ+fKW68H4DJmPj6DBrps3b/bv3x8vV248QEUIgUAg2vCgWPBHcokCw+YG2o5wNtCTXaaUnc48XSAsmN91vmFmxLkSKym7Lmz+OgAAAFUC9JvwBk5DMzMzT506df/+fVKXRgJQEdYH2kU7A8P6vx7GJiyZ/2wlkscWP1AHofeRE9k4I/8+hQvZX4xS9V5f1xcXpn7+TNXIH0LUXp78S10Jp4vqipU0JuFBWrxdPYttIFGbaVpKhKpxPlZXQOAc8U3/EaYuX6CI+QwX1g5QO6wmLyfSpRYBovT8wEGpql5Hc+JXWlhAZHmmV9HViUohrUeqxPanl53JrvLlMReG2DsZKlI+oTThQMqBSmnlENchKIZSkKY2oORWqJ892qxfaEvzMNxOkICG/EJnz5795ZdfqkqaGw9QETZFcXHxD8t/xBAUAABQUJRfSqVRbewscecsBFB3rtvB4XCaHgQCgXQk0mok6xKL80WycW7mX/la00gspNQkKRUpG59vdOG6zAmb48UzrvCDlrB58+aqqqotW7a09UIaACrCpsjNza2NqOU6E6pOFueMUORIOGEqr0yvKC0tbYkiTExMLCgoGDZsmGZjbW3tsWPHpk+fTvqyIRCIPlD5xVgwqOsjnUMsSa6j1DRdLLtMD57e06EnFWmjOhKY9ir//Pnz+/btu3HjhomJye7du7t06dKnT5/mbzMUUBHWR9NrFEEQVfpYuUih5MQopSKlLJbKoAAAKJpVexpHIBAcPnx4w4YN9dq5XG6XLl1OnDgxadIk8pYPaRlhfGBHBKHf3098Qdk54KGqP/E/N0LKJaLj3dareydvqbN52qpPTVJQ4iuRO5uI0AfTElS9VPsQXJCtDFM1YnLiybLX57mqkWJHeMDfveiBCx/d2aZe+Zb++M8qjUJLdhaEZ3xqJeGM9/Kop6o3GxAWrZHRdUZXCxmAtJJKmXJjUlFcmai3HWdeoC2XbghtJFFImDTivw8BSIxjTMvvJblCvQ7hE7dv3162bNm1a9fs7OwAAH/99deSJUvIWRVJGGkAphGS95LJ8etnFjys4GXdH0DLnKg2bdpUb9t3/vz54OBgAEBMTMzly5clkkZDfyAQiDHwoFgw/X52UqV4hr/NL2EOhtGCKRUpc+/MzarOMsBc+iMzM3PkyJGvXr1ycnLCvVhjY2Nramrael1vARVhU9y/+AQX5CIFyu0BEAShUCWUrkoZUSvg3oVHTY+AYdjr1699fN4KLfLx8Vm/fj0uDxs27OrVq2QvHAKBkAOeL2ZFfKE9i76zp9t7bubN30MSHmYekXaRPBPjiDTQNum2l5eXUCgUiUQoimJ1TJkype0+SQNA0+hbFOS+mZqiLnlDDe+poPSUAKQk+aF1JGGSMgsZnpHAteraDfVCzwDs7CXCqKUA2JnhEfUGfPHiRT0tCADw8/Pz8/PD5ZiYmF9++WXMmDF6+TyQxjgdDM4TcU4/Cfm4IE9X14pTAMK2k7Y4ChfSgamqd+SwDEJ6rK5QLwLELkG6nyjSZPLYWT3jZw/wnyhQB+ZTTOqs6y4i9ZUfEGUK+ownkpeCsxq/Vz6EO2vRKTdVm3/PUlzwekiYRoPmJ6l6A+tyn4J1FwjBTv1ZIE3AF8jWJBRmCwznF6NAFefenIuyj3I0dWTRWF8FfaX1UOR6jQKsNaZRHU4T2wSoCN+CYcp2ljzAECqGUAAAWAlabC5HKEoGhwNUCRooVIAoabJ4pRj1ErFN6DQAABPUltG5ANRXhLdv3w4JCVG9zc7Ovnv37vPnz//44w+8xd7ePjk5GZeLiopOnTqFoqhSqWSxWNeuXfvzzz9tbGwABAIxLG/5xXQznF+MSCG6lnONhtAcPR0NM2NL6dAV6qEifAtrS7u9Y9V79mfPnv0Wv7Ks0NIscqHmZeYhfWsT15ixS2eN2uHh4dHEgIWFhd26dVO9PXHixKxZs1asWKFShAAAmYzwXDh27NicOXOysrLGjx+flJRkb29vbm44OwwEAsGplCl/TyqOLRP2suPMC7Q1M8iJII4Zw2xNrzU8hnGYQzsNUBHWp16uUYVYqeREgbc9rxAKVYIFc2TXmx2tqqpKM6vezJkzT58+Xc8QSqPRZDIZg8GYP38+AODu3bsTJkxAEATaS/XH/SzbtCdEkaMvV18mWrunqS6QDpiGC9ZUwno5Mipbfftld1wYYeutaswyJyLcTXoQhspLh4NUvcO5RAZRt/+Oq9dxvs6EUMNQtSGfEGWY8mTE1E6l/1PfMica/2lvp2FNHU7kPnVIJB6gRXt8VZ32p4kZxV8QCUipkyIYawCkQR6WCDYnl0iU6Ax/G8OcCCaXJ3uZezGphHcoWVqQfK9RZYt9StpbPULoLNMMJbk8rn//d9vNQkeVFTUfQcjj8cRiddJ3U1PTPXv2TJs2TbMRRVEGQ/0cPH/+/KBBgwAADx8+BBAIxFAQfjEvCu2Y9D+jXQ2gBQVywe6k3Wvj1l7hX9H3XLqCIa17tSvgjrApamtry/ly5cP/EIAhFGJbiGEAQwEGkMpMVKlsJpTQ3t6+uFidcy8nJ0cgELi4uBw9enTq1Kl4I41GAwBkZmZ+9dVX58+ff/z4sZeXV25ubmxsbM+ePfX12SAQiAbZAtmaxCJ+rXSsofxinhY9PfTqkEghes/rvZEeI/U9HaQJoCKsj6ZdtF+/fhn9+lVWVlZWVma8So69dYFCpfUYPMbN09vKyorH+7HZ0fr373/27NkJEwiTlIWFRY8ePU6cOPHxx0ReypKSEn9/fwCAo6Njjx49Tp069ffffx8+fNjCwmL27Nl6+HwQAABQIoi8zmSUspAwNgqBOlo5elxd8JZPJSE8UjuI9v7qJS7UMNQh86C4zgY+mXD7lB/WKFNeTmT3TBqlPoS2oBP2Uuev0lWNO8WWuOC0krDZbrdSV7Cb6U9YQc2/UmcTBQFEo90MwrwWu1Gd5tTeWoELRW+IFXJLGdYAQoD7xfyVVsahUX6LcIq0NlCFoHxhvgXT4sfAH93N3PUxPvQabTlQETaPhYWFhYWFp6fnkJGjW3tveHi4KmQQAMDlcnfs2KF5wZ07d0aNGgUAYLFYq1evxhuHDBmi25IhEEiLqJIpf39Z/LSUNL+Yw2cP3y9stLqCtdJ61axVuDzGc8xYz7FNJ842Ilpl8ISKEKIJgiDe3t5ZWVmenp4NXnD58uXt27cbeFUQCAQAEFcm2viySKQg0y9GpBSJ3EWN9ZbyS1Vym6UMhbwDVIT1Ib1C/YIFC3799ddNmza923Xz5s2hQ4eyWAZN3QsBAMQ4lfUOIsyJVI9aovWHG+or7nQhhKS6aHSqOjZKdo9oZExR2ycv7CCskZGXHXBhzIW9qt5/Rs3AhR6IOmOD87UjhLR1gKpxLL3uWXnNHf/5zYKb6oXV1vlVlaiD4mWLiXSptaWEAbbbOHVermfhRFA2rS68i4Z1rkewZhlbHBmK/ZVW9l92lRuHsTbS2Z3DaOxecikQFChQBY1iiAcv2V6jrfEFRcmZ02C0k115e8bMzOzTTz+9du1avXaBQPD69ev333+/TVYFgXQelm7fU1pernqbLZB9+zj3v+yqsW7m26NdDaYFAQC+Fr4G0IK52VnXT2yNPbfl+r+bM16/JGdQjALQFr+wdqZZ4I7QEISFhb3byOFwZs6cafjFQCCdityCwjim4/5r9xd8MBYD4FJe9a7UUjaVsjLCsZu1oVPN6VsLoih6/tAau8qLETYKwAVABviX//2/W/3GTF1BpxuoenB7BCrC+sAK9Z0BipMQBNW5g3bLxX/m9P1UdYGq/JZLP8JQ+eqOnarXL4LYXtxbonY0dQNEFZFUARFgandXHVD/8SfxhETTMBttJ0JUa55YqdpsvIjSTidvEdH6E4PVuxnkOOGBjD36SdWI3pyIC0wO4SAqeWmh6nXmEkGrdj3LiKYgdZ7SDs9f1x+iriH3+MkTCksOFSqelgp72nLmBdryGB3QPnzhn9+7Y/+Z2KhtmO6WqAt64+xf2IQZa3UaukM7y7SzDSwEAoG0nNyCwidSBgBA7h74xZFLCRWiGf42S7s6dEgtWFKUb1l81oReXwlRKYiP7HZaSnyDd7UUPLNMC18wswwEAoEYCX9df4i6+uMyZmK6wp/znpu5Xh/ShcJCfQ7fFAn3zwbYNVxy2cUCy46H5d4aBZpG60O61yjEGHGvAELCInroOyI89LOBr9UXmEvrriQqiHbRtPbUOZrGuKkr1IMxdd+4c4jQ+9W/qdOF/Lx/Dy5kfjJW1ZiCEUbUfs5qr/qlWcSDe/XsW7hQekid0RRLXEBIq3upGtMziOyUCQhRSWrKUrWj6f7fBuPCjFKi8hRS+86uoSOSW1D4UMpQfVJTv9BrD56GTdZXCt9KaeWhlEMPCx/a2dg1f7UeQGTVTfRisiqdRu/Q1SfgjhACgXRAMACW/ncLqdsO4typVJZVVOhjulpZ7aIHi5LKk0KsQpq/Wj9gjKayHyMM3b7fQ69RCAQCaUdUy5S/3k5KRdn1nv1yj6CD1+//8D75m0Iugzvee3yYdViJa0l8WqOncbZetqRPjYMKi1wl99IKxL6ODcQlF9cC+6g+Ok2AtcYFpr3tCDujIuTz+bdv327rVegEn893d3dv61VAIMbI83LRhqTijLhnlhENPPpvl8s/r6iwtrTUfSIUQzUTpA1xHQIAsPW1DfINavwmfYEwLR1teElFYV5oKvWdjOFJiqhJETCDf6N0OkXYMfSHu7t7x/ggbYaCCqREWNVca2dc6HatVtUfsJAoLojdJHr7ZfZW9d4xJUpR3j+nLsvcW5V6xpoIV1gYqHHo+BeR2tvrU3XOFy+LupNIurqMyeonxEnesx3E8zTixxeq3spuH+CCXKJ+BAeveEoIxXXGsWx1wjBPJRHXQbGtK/5VVxyxgyFDscMZ5d53a8oAACAASURBVCf4ldaSaktrmwavkXuG7L9y96cPx+k4V5W0auPzjWM8xnS3767jUDqAAUDoPITK4A7dM3aA/OzexQHYHfu6vXC5AHsh6zZy2mpdp0KpQNliV1u0nTnldkZFCFUIBNLxyBHK1iYUZdVKhzvzRnLZz5PKgCKzwSstXUhwZjFjmFkxrUyoJroPpR2K4heiJ2s5g3dQWOpSInQ6fcKs9S+fP3qafB1IqwCdaxUaM6nnQBLmg6bRzgOGYXl5eSSXL4FAIHrmekHN1pQSFpWyItyxu40pAMDb1UkfE6VWpAIE+Fv4UxDK/K7z9TFFC6GY2iEmPExWC1j1a2oFhUcHhUeTnGu0QwMVIaQzUnPeXXI4Ape3CfJwwdVVoL4igTCsIWzCaDm+ukTd6014or9lAKIQKWNe7AzEha4p6qTbKQFf4oIFSx3pJZIQf4BeU96ox/n0Of5TcJf4QpazKUDV6dq/LtCiX46q8fqSvrjgSSHqHnieO6rqjfyPsO6CEWmEEKCOx2jvVMuUm14WPy4VRlixfwi2szTR4zMNxdADKQcsmZb+kf7NX60PMBTUnUpSOI7coXsMNzXuDtryi9sVUBFCIJD2yoty0Yak4lq5coa/zTg9R8oDACgI5bvw7yxMLJq/lGwwpVSa+j959i3usL3AIMUr6oNnlmn5xe0KqAjfAkEQaBeFQIwfOYr9nVF+gl/pYsr4LcLRk6uvs7pqaTUGMHMTwvnIjm34YHlMxr8mfr4dFZYw3AZiCjHC4LbkNvgoazlQEUI6I2azYs3GnsDlUVPqMlZr+lIqiC+/6XeIwC+KhhlUeYM4f3KkSlSNwseENdWeTThnyidMUPV26U4kvP7vqTrh9Zjw3DrpmXr0rf3wnz0DCGPs/RT1w9eplHBtxY75qRoHzawLXMurK6dwXV3wRCog/sxFf0TiAm2SO4MM/4m2IkcoW5dYlFkjHe7Mm+FvY0LVy/4DA9i9/HtHXx/tYtllbthcfUzREpTVfOH9ZVRLX27vlTTb0LZaRsdOug0VIQQCaU9cL6jZllJqQkWWhztG2eirjlKpuHR/8v6X5S99LXwn+UzS0ywtgcrz4A7ZRbMJBkibHryhlNaYRvW7VJFIdPfu3YKCAhaLFRUV5enpqeOAUBG+BfQahUCMlmqZ8o/k4kclwnAr9o969otJr0rPqs6a4j9liOsQAzteYkqpLOuSic9YVYygdhvBjuo1+uzZs6FDh5bXVVqmUChff/315s2bGQztCyxDRQjpjIj2RcqOEbFObHPCIkobrvbD9Dn0IS6kTz2NC/NOqU2R35gQ7pdKDRNQQQ6xO/GZVuecWajer1TFEhUHe5urc13eeu6ACwMFbPXiEGJhtDqH1f6/X1d17v2JSBH+VVS6qvHRzmBciB5MfAT0pqOq16k/YWKV8olwe0o7C3cGQMMvZqqv9SR3C30/3ns69Ay2Cua27DSOXOQ5t0SP11B57jTbBgp6txlGE0f4zTffuLi47N2718fHp6qq6vr16xs3bjQ3N1+9WvukAVARQiAQo0aBYccyK/7JqnBhM1ZGOHrpxy9Gjspflr/satNV1dImWhAAwHAfQuG60KwD22T2RjEa02hiYmJ8fLyPjw/+tnfv3sHBwfPmzdNFEbazaA99A71GIRCjIlcom/s490hmxQAH7vZoVz1pQQDAxTcXN7/YXCwq1tP4TYCKy2RZl9TvEQopWtDFxYVMuyjuLNPyl97w8vKysrLSbBk+fHhJCWH2UCgUWowJd4SQzgi7VzGbQZgWS3YSNk/bZPVf1/ZSIjvXtX1EVZ3VIEPVu7Oa+DZaYKJ+LjvKiMShPpZ1rqSv1Qk/zQ+dJKRH6uh49xXE/qPomyGqRrtgoqrchTjiO1nuC3X8+8w+r3ChOE6dNjp6HLHa52eI3KclQH1eMjSSyBhQkcvEBXYljQfaAZp+MT304xejSpw9zH2Yj4WPgaMjMKVMmvKP5OUhAADdqRdiAiuhNs+BAwe2bNkyd+5cy7rM6fn5+Sp/mS+//PLvv/9u7ZhQEUIgEKND5RfT1Yr9Y7CdlX78Yt7UvNkev31e13kuXBcTqkmAZUDz95CHspovuDkPFRQyXPuzIuYYuxY0moD6/v37C4XClStXUijEejAMwzCMRqMBAJRKJVSEugK9RiGQNie+QrQhqbhapr1fzLOXz+6n3m+s1xQxnTZhGgDAhmVjw7ZBAarLaptAJpMVFhZYWVlzOA2UzKVynaiWfqY9l9LswvUxO8leo0YTRxgeHt6vX78G/0kBAP/8848WY0JFCOmUoAAoib9VSzci/j39strTcuius4R0x+fdu0M/Jx6yN4dOUzVmUOsKooqIAk8gpFx9z8ZBhMBSV1xaz3HHhdWMNFUj8kEKLgQ+JSw/o+K3q8e50AX/yclSPwgSzhDjhJ89jAvjPluq6u1fQ5x7SaSEtyhdbqTOAZp+MSt6aO8X84r/Ko4b11ivWQ6x9+LQOQsjF2o3RdMU5GU/O/cHveKFg2ltlsREwPJz7fFpaNQAoJQBap3VmkLn9F2nj9k7NsuWLevTpw+V2rDrc1RUlBZjQkUIgUCMgjyhbE1iUUaNdKAj99sAWyZVX9paiSmbv0gH3mSkpJ/+rrd9JeAAAOiuAAXgVfbTpXey7oXRHnNHHKSYGj5Pm84Yk2n03cajR49+9NFHAICYmBgtxoSK8C2g1ygE0iZcL6jZnlLKoCK/dnWMttVXvhgcmVLW/EU68OK/Nf3tK+s1upnLE/NuVviEGiwmg+RHGYa0Qr3p0zRaUVGxffv2rKwsGo3GYDDodLpSqbx+/TquCLUDKkJIp6TIFLwmaggUviJsjHtY6gp2G+zrrJpUwmMTy1A/wTKHTcGFARPVJs0BQwmT5o2viOrnYZbVql6rfwiv0bvDv1Q1DgXELGxPjTSnV4gZnf3qykJt76XqLDhIeMc59i1VNbpJCDNR0YdE3tTTwY9VvWceE9lN37u6k2hykgHwHjAOBAp0W3LJ7aJavfrFaMKisZq/SFsSYu8Hs1+rksJoEmIveSpy9WiP20FjYsqUKVevXvX19WWxWM+fPw8NDZXJZNpZRFVARQiBQNqMhArx+qSiKqlyipflFC+rDpAOrCw3OZzT+McQ5htwLaSCtmZHqE/T6M2bNy9dujR48GAAAIfDefbs2cGDB7lcnXbaRnpm3lZgGJabm9v8dRAIpJWcunqjpqZW9VaJYYczyhfE5bGolC09XD7x7ghaEADQTGpsAybOzs3NxTDycp1hCFGbtyUvfZpGzczM+vYlKlHb2toWFxdPnDhx4UKdnJ7gjhDSKZFSgJD45VfWWbE2bDis6n807lNciD5DxCQhp7upes8+IwqUp15R11RacpooBF+IEG6BdhVqE5zVJqLuUZ9ZCarGU38SdZFYIRpHSlXE7Qop8dCkj41VdTo8syakIZmqxhdXCZfUKyzC0XRtzBVV73uzCR/Xh0Om4oLtl6HefwFDgmHYmayy7Orb8yeNBgAUieVrE4teVUn05BdDpgJoJQ6eYcX3MDteI5qA46zvBZzZtsU5IChyIPH7lvzkcdKtmx8s/Fnf8xqMkJCQzz//fO7cuVFRUQEBATt37nRwcCgrK9NlTKgIIRCI3jl++WahY5eqvNdTa2qfCjB9+8W0YcmFgNBup24G2YHkd7ueF3G7fTlFr7Of3fWn9cl/i1jn4jDMzs8v+cnj9N9WeNZUH8fAB4t004VGE0f4/fffb9iw4fTp01FRUZ9//vmkSZMAANOmTWv2xiaAivAtoNcoBEI6GIZdyi6jeLhKPUOnHr5Q4x0RZsn+MdjOmkny80cgF+TU5hg4QQwAAJVUyNLPMIO/wH1kekxc+uDYnF4OJZrXpFcweVFzLa1s9LqSwD79nl25FFhZwd+wJn3YKNb1K77C2nSuWXD/AboOraSoqlW36GK9MXz48OHDh+PyxIkTHz58WF5ebmqq0zcqqAghnZGy19zaO8QjyWMs4b/wZPZQ1QXq0vMZdV+MxqoDtEceIhw7vxuqtnOCaCKlZ9GvI3Eh6AN1etJXh71woUuo2oYzfvpzXBBfV8fy/5XjigvfLLyBC3dHqB1NVd+0Y4ZlqxptABEPsHboE6Kpgqnqrf6RSGTa8wdiOtBNnQTVABy9dL3Q3p8CAECQbDE6x4k5JdBJH3u2gykHUypSNvfZbG9p75Le6DdaFkKy16ii8Kk4cT/dsSfVyh8A4Ojizpp24MGpP0BpHAepEaFM1DzAe8Dn/sHdmh1KR7wCAsCqdc8WLwysLJec/pdJoaSxOb5LlgX26KHvqQ0GiqK3bt1KSUkRiUQqG/g///yTlJSk9ZhQEUIgED2CYdjlnAqKhzv+1iIosiz5ORKkF7vLB74fSJQSBpUxqOegQT0HNX8DSTA8htJsQigc9bcZC0vrUdNWAQBqa2s5HI4hTbWe/v4JIWGVN65a0KgSFJUNGxEYHU3CuFhrqgzq84j266+/3rdvHwCAwWCo/mFlMp1iQ6HX6FtAr9HOAo2C1L0AlXghmo2qF4VKvBD16917AVV9JYVGwV+ASlW91LeoBtR8aYyjvr2uV3NhDY7TwHo0B3/3szSSnkof/PnflUJ7f/V7BLlVJq2tFTR+RyvAMKxaqg7WtGZZO+vfGwUAoKzMkKb+T6MB0dSCmnC5XAMfWMYd+Etx/j8LGrVSqWRSKJyL557fvEnCuHhmmRa+9Bk+cfz48U2bNolEIqlUKqljwYIFuowJd4SQzoj1rrHWu8bWa+ze4tt95U31fteQI7f/AbVcXV0NAODx1KWQNE11s9TiHPxHzPJm1hPY5AVtWHHpWn71odQii65emo1Sr7D9l2/OnTRGx8ELhAV/vfxLrBSvjF5JRQyk2jFJpTh+lzTjLMXEnOE1CqHrNwlOC8FQVPDwPrdXTEpcXN6ZU4FcTropRzB0RP6tG0GV5fz1q18gSNeGMpO1Zg5jcZYxNzf/6quvWKy37Ntr1qzRZUy4I4RAIOQjVKBrE4sWHztv5t+1fh+C3CqR1Aq03xQqMeX5N+eXPFySL8wf7DqYYqjgPGV5avWZidLM80z/yWZj/zUSLQgAqL17O2fJIkHsk/zUVzyhMI1j5rN0ed/3xndbtfalhRVPLM5J1v78zNhYsWLFnj176jXu2rVLlzHhjvAtoNcoxABo7gU7JK+qJOsSi0rEcisqhrLY714g9grbf+nW3EmjtRs/uyb73/R/e9j3mOI/xYxhuDJ+VAtvhscQky4fUM3cmr9az2AoKnj6mNujJwCA26ef65r1nG5Rg7v3uE6h+Hp7B0YR3jHI6nUv79weO2OmrvMZTdLt99577+uvv/bz89N8VsfHx8+YMUPrMaEihEAgpKHEsKOZFUezKmyZ9O+dkedCaxO0oMEraTo4VHjyPNf0XOPEcWr+Up3BpFWISZ2TLYXGjtLpLIpEam5cz1u13P2PbaZdwxEKhRtNJKQd9PFboYoeXbp4dOlCwnxGk2JtwoQJd+/eDQoKQhCksWJMrQUqQggEQg7FYvm6xOLkKvFAR+6cAFsWlTIw0Juswd/UvPEw81C9NYwWlGVeED3dYDb6GIXjYIDpmgdFBc9iOd2iAABm/Qe4slmmYe9Ynjs6Dx48uHHjRp8+fTQbjxw5osuY8IzwLaDXKMQAVFdX4/4yHYm7RYJZD3P4AunCEPufgu1ZpGZNe1n+ctmjZU+Ln5I4ZkugOXQ38X0PYTRcDN3wVF25lP3jd6KXSQAAhEbj9ooBjbukkpxrFEWAssUvfe4Ig4KCuryzx50yRaeUPVARQiAQnRAp0HWJRasSCj3NTPb0cuvvQH7FvUDLwM8CPutqY4jdDyqpUMkUtg0rYi7CMFgNwYZAUeFzIpkDb+BglxWr2QGBbbEMY1GE+/fvX79+fWlpqWbj/PnzdRkTKkIIBKI9r6oksx7l3CkSTPGyXBfpTGLWNKFc+MeLP16UvgAAIAgy0GUgnUIna/AGUVbzBTfn116aium5cm+rqDx/lv/dXPHrVAAAwmCY9ekLKJ36ud27d+8//vjDzs6OpsHmzZt1GROeEb4F9BqFGICO4TWq8ouxYdI3dncOMGc2f09rYNKYNbKaGlkNucM2CCatFifskaadRhimrJCvEIrhEg40DIqKkhLZoWEAAN6QoVQej+Xj29oxSH6Uoa1xgUHJnLke4eHh/fr143DeslcfOnRIlzGhIoRAIK2mRCxfl1T8slLtF0P6FFSEurT7UsOkZUEllbKMcybeo1lhMxCmhQFmbJqKM6cKt2322neQ6eVNYbLM+uoWC08KKKU14RN63LMuW7asT58+9fxFu3XTKY8rVIQQCKR13C0SbEkuxgBYGGJP4omgElNe5l/uZt/NlmWLtxgsORmV584b/18bq0AUFaUks4OCAQC8ocNolpZMD8+2XI+x0rdvX8o7xmFVqV7tgIrwLTAMy8vLg9ZRiF55N8Vae0GkQLe/KrlRUNvFnLkgxN6BRdqhHb+Gvy95X3ZNNoqhoz21DLR/l+T4J7nxFzBRCYVhSrH06zPyMxMTEwCAspovfX2S3e07Vcn4Nt8Ilp/4X9HuP70PHjFxdaOacsz66Vo4KTc319nZmbQvE0aTdNvDwyM7O7v561oDVIQQCKRFpFZL1iYWlYgVU7wsP/ayopC3Wzv/5vzJ9JNmDLN5XedF2EaQNezZAys9BRejzFHABQAAZe29S1uudJ3wm5tXF2VVhuzNZRO/CVSeR3PD6BMUFb9OZXUJAACYDx9Bs7E1cTbWb+FKpDX1CPW4lffwaOC/LDs7281N+3Q/UBFCIJBmQDFwkl95KL3ciknb0N0p0LxF9fyEImFmVmZjvQw6w9+PqEphx7br49TnA78P2LQG8rFpx5V/t4crz5maq5/IVArS1yHv7v8ttp1zhOU2kO4Q1cZxEQCUHf+n5K+93oePMRydqGY83oCBbbueZtDnPq/lHDp06NatW/WOCefMmXP27Fmtx4SK8C2g1yjEALQvo2iJRLEusehlpbiPPWduoB2H1tJtwbV71/6p/KexXloO7dhPx3C5m123bnZkFq2VSqWU7HOm9g3sS2Ls8+9fODR44ky9asGKsjITJtNUw7Mxl893cXcHAAAUFWeks3z9AADmw0fS7R0Y9npJW0Pyo8xoTKPBwcFCoRC8fYSsVCp1GRMqQggE0ih3iwRbUopRDPwUbD/QsdWag2nRaEyFqEik29KaIvb+tRDrSgAaUIQIAtDyl/qbGgBQVVl54bt5Egz7YPufXB4PAHBizWrl3dsBS5aG9OpdevhQ6ZFDPkf+R7ezo1lY8gYYroCwThiN12iD4RMHDx7UZUyoCCEQSAOIFeie12UX86q7mDMXBNs7sEkOZpcoJXJUrqcYeZmokkFr9JgKk5FTFrgx7p85457zxgKAE3O/eX/rjrO//+5z+xoTgMcn/g3p1dt8xEiGiwvdxkavayAfo6lHiIdPIAiSl5cnkUg8PT1pNFpkZKQuY3bqDAXvAnONQgyA8ecafV0tmfUo50p+zfseFhu7O5OuBQEA1ixr/WWK4dm4VYsbD+pmWulpXpxRX3xRNenDSoBE8bOOfvSB9+1rTABuVlZNWfgzAIBuY8sbMMgA2WFIzjVqNPTp02flypU8Hs/Nzc3Pz8/S0vK3337r16+fLmPCHSEEAlGj8ouxZFLXd3MKsmiRX4wWIA3ZLUkBrc0Nj4o5d881hpX3bq9Iipm6RutpahWjZ39zDgDs36O9BNUoAI+9fD+ePJlla6vvefWIEgBFi//LdDqwa4aVK1euWrXqo48+io6OplKpCQkJa9eu5XK5c+fO1XpMqAghEAhBiUSxPrEoCfeLCbDj0NufxUia+j/R8+28Mcedor/KfbHCxfytRzKGgQc1YZOGTDTASsrv3rFFUUClUhCEgaLM6F7tO0eo0dQjPHjw4I4dO6ZPn65qGTVq1Jw5c3RRhO35P0YPQK9RiAHg8XhG6Dh6r1gw62FOZq30p2D7xaEO7VELAgDoboNYXWdR2LYRvYeJA396VGCuUBLmwexK5FZNz1Ez/tBjwhoMk+ZkAwCOrVgeUJjPplDu2jlWACSSn3ly7hyRUKiveRvCxcXFYKl5DEl+fv7777+v2RIdHa1jiD3cEUIgnR2VX4wfj7kohBy/GCWmfF76HBjAIwRTooICCpf4/kphWTG7fIjLUQPGSXoOe3TtJCouwahM9+59JvgF6XUtRTu3V104nzR4mOf1yywEeRoYMm3Ltiv79oL/HY18k3Fk0YLpW7frdQF6BGvNjlCfzjJ2dnapqak9evRQtVy7ds3a2lqXMaEihEA6EW9ych1sbZhMdVRDWrVkbWJRoVj+vofFZz5WNDL2EK8rX/+V/FdCYYKtjX5PxeQFT8TPNmNyEW/sCUBlvHsBk8nsP1qnkq3Ng2Gy/DyGswsAwGLEKJaPn1vPXseSX2JU6qdbttHp9FEzZ12k0l6dOzNw+gz9rkQDPp8vk8moVKqXlxc5I+L1CFt+sd6YPn36xIkTFy5cGBoaCgB4+PDhmjVrZs6cqcuYUBG+Bcw1CjEAbZhrdPeNR65mprMmjAQAYACcya7al1ZmyaBu6OZMll+MUC7c+HyjGcNsjOeYW29uNXYZUqzTsxIVFIhif5fn3adwndndvmtQCxqGwm2bq29c8z12ksJmm7h7mLh7AAA+3v4nhUKh04m99Yjp0wUffVQv9E2vnDx50tHRMTs7e9GiRQab1DAsWrQoPz9/7ty5KIoCABAE+fjjj3/99VddxoSKEALpLGTwsxMQ8/TCii/EYgFCX59UlFhBvl+MKd30h/AfPMw8aAjtc/HnjV2m6/EVhipKE5kh01hBn7WBFsQwWVERw8EBAGAxfCSrSwDCfCt1AJ7aWxNDakEAAJfLtbKyqqysJG1Eo6lHSKfTd+/e/fPPPyckJDCZzICAAGdnZx3HhIoQAuks7L8dizqE1qKuy/69lOUSpsCwuYG2I5xJ2JjWyGrYNDaNQjxP/Cz8cMHU1FT3wRuEwnXmTbiAtNFGsPCPjTX37/kcO0ExMWH6+DJbXzW3/aFEWhM+oXcnHTc3N80s28XFxXZ2dlqPBhXhW0CvUYgBaBOjaAY/+wUwAwAgFOrNwtooD3RxpJsjGX4x1dLqhQ8WDnEb8p7Xe7qP1hiKknhp6gnTmJXqwkkG1oIYJi8podvZAQDMh49kBQUjdH0lBNCOuLi41NRUXMatsqampkeOHMFb3NzcYmJi2mxxuqH6XI2xcOHCM2fOaD0+VIQQSKcA3w7ismVoVGDZa0e2Nykj80x4IzxGRNrqlOOqWTBJpaIiFRUWUTiOep2oMQo2rhPEPvH551+ETmd1CcBrJxkVJSUlNm9nbnNwUKfzrqio0Gn0Nk263b1799raWpIH1QAqQgik45P+JvsxaqbavyAU6o1CwVSp9N2jrBaCAexq9lU6hT7AZQAAYLQHaaV0G4Pu2p/n3BvoLStbw2CYvLyMbm0DADAfNoIdEmrMQfEYhhUVFeEyj8djsVhSqVR1TKirmbpNk25379592rRp5ubmjV2wdu1aXcaHivAtoNcoxAAY2Gu0Uqr85tQdetBbecVqPUMPXrr59bjh2o2JAORl+UsmlYkrQvLBUGn6f8rqN+xu36kbDawFAchft0qUmOh9+BhCpbKDQ9jBIQZeQKsYMGDA69ev09PTHRwcEhISvL29c3JyRo8mvqNYWemWYbVNd4RLliyJiYnRLEBYD12q8gKoCCGQjs2DYsHq2/EiM9t6FW8RCvVqfs3nOmwK54TOYejnlE5RFCeK+0NZmUGzjwCo3PC7QEVFBc3KCgBgPmS4aVgEMOL8LDU1NQiCcLlcAACLxQoLCwsLCwMAJCcnAwAQBNFRQxgJ7+bURlFUs/pEly5ddBnfeLf5EAhEF6RKbGdq6Yr4QnFOBtu1gajqWs/QQ5cbjfN7l4yqjKzqLNVbPWlBecGj2muzMbnYtO9a7uA/22AXuHol/7tvAYoCAEzDI8yHDUeMzxyKYVhhYeGTJ08ePXqUlZXV/A26gyfdbuFLn0m3lUrlr7/+Wq/6hI5jwh3hW0CvUYgBMIBRNL1GujaxKF8oG2qJJCEydkXDz8qkwjcYhjUb0idRSk6knbiWey3IKuiniJ/0sF41dIcodtRChtdIgzqFYpiiqopmYQEA4A0eYhoRiTVY1ddoiI+PLykpMTU17dKli6NjA95DbDa7oqJC6+1+AxhNijVYfQICgTSDKl+MBYO6vptziCULdNPJOzS1MnVX4q5KaeUQ1yETffRQtwFDFWXJNJtg4i1CMfHVYxhGg+St/FWak+219wBAEE73Hs3f0Na4ubm5uLg0kWDzk08+MeR6DIk+qk9ARQiBdBwqZcqNSUVxZaJedpz5gbZceqPOBS2HRWNx6JxvQr/xNtdeoWa/ycxMiWWwuGHd+3A4XM0uSdIBcdJ+3tiTFI5DY7frCWV1NZXHAwDwBg5W1lQDDDPC40AMw8rKyrKzs319fc3MzPBGS0tLQ6/DaHKNwuoTegd6jUIMgJ68Rh+WCP54WSJF0Rn+Nu+5Nepo3lrcuG4re67Uuo5uXnZm3Jl1LmhCV2sgU2CP4zgSu0HDpyxQeQCa+I6n8Nz1oQXv/t9JYWXF8GnE1iE/O/vitq2frlqNGwxzly2RlxR77twLAOD26k367LqDoiifz8/NzZVIJGw2Wy6Xt+r23NxcZ2dn0ioxGU09Qlh9AgKBNIBUie1PLzuTXeVrxlwQYudsqtPpWrmk/Hbe7fHe41XKT2stWJCXnXR8Vl/HKvwtg4ZEOAjlyjP/bnz94YJDxOBMC4bbQF0W3CD3L1yQ7NzOUiguoWD49Ol5b97c/emHHqVF+2fPnLlvPwCAN2CgUigEKGq0oYEUCqWwsNDU1NTPz8/Ozq5DFhfUAlh9AgKB1IcvkK1NLOLXi+1WOAAAIABJREFUSse5mX/la02j6Pq4TCxLvMy/HO0Q7Wiqaw6XuP82xNRpQRV0KtLbMvnexWMxIz7UcfwmCO7V69Txo91z+WXH/j5cVkJ98Ty0tDhHLrcrK8MvMOvbX3+zaweGYdXV1Zph4z169GgieM6gYK3Z55EdR6gJrD6hd6DXKMQAkGUUxf1i/kor49Apv0U4RVqzm7+nccol5VZMKwBAP+d+YTZhFiYWOi6vvLzMUhQHzBro4jCpgux7AOhREfLMzSdu//Pkt7O7Z7/hXr5gQqHk0+nUAUP6R0QY4VmgTCbLy8vLzc2VSqUxMTEsFlESSxctSO6jDFMiWIvPCDGlHv99jb36RHV19eXLl9PS0kpKSjAMs7Oz8/HxGT58eJukGIZAOjaVMuXvScWxZcJedpx5gbZmuvnFpFelr45dPTtkdqRdJAIQ3bUgACAt5YWXpbLRYGVRke5TNA2Xx4v+/qeEr74IYjEBAPzQ8OlLl+l7Ui2oqqqKjY1FUdTKyiogIID5dkUnSIPUqz6hI+Qowlu3bm3btk0gEERGRjo5OXl7e1MolKqqqvj4+AMHDpiYmMyfP79/f6MzREAg7ZS4MtHGl0UiRfN+MWnpaRsubWCwGj41FBYJD/5yEADgyfMc6T5SVT6JFDhmlkIpymQ0oghp+n3coyJRYWnps5XLw1jMcoXCikbzfxZ75a99Q6dO0+u8mpw8eVKhUNTU1HzxxRf0xktVmJmZubm5OTk56a9qFTloa/BEUXT58uX79u0rLy8PDAxcu3bt4MGDtV7F6tWrExISevXq9e233+ItFy9edHV1DQoK0npMXRWhXC5funQpj8fbv39/YxlRy8rK9u7de+7cubVr1zIYbVZIuiVAr1GIAdDFa1SGYn+llf2XXeVtZrKwm32zfjFCibDKvorJa1jrSMQSPKCeilBJjxH05FTeKsZ6cRvpNvMkdzpNshd8XyKSpBUVhZUW5dPpyi+/zrh+JSqHX3bk4FUAhhhKF9bU1Dg5OVVUVCgUCpUilMlk+fn5SqXS25sIR6FQKL6+5Fc0JNdrFFNSMEVLvYow5Vsn1UuXLj1w4MD58+d9fX1Xrlw5evToZ8+eBQYGareSPXv2hIWFaW4Hw8LCJk+efO/ePe0GBLorwt9//33GjBlNb1Gtra0XLVqUkZGxcePGn3/+WccZIZBOS7ZAtiaxiF8rHUuSX4wS02MuLIaJCUrjSeVCE3r9daaWsbuM+Zj0GVGxmMJiAQC4vWJy0tK4Gen5dDpr5rcx48fXjh17Ys6ssOw3/NevSZ+3hQgEguzs7MLCQqVSaWtr21bL0BJtk24LhcJNmzatWrWqa9euAIBVq1bt379/69atu3fv1m4hhYWFr1+/1kyaQ6VSY2NjtRsNR1dF+OOPPzZ2nJucnGxiYqL61uPt7b1w4UIdp4NAOidqvxgaCX4xb42rN+jOMaOX3Di548fujHtmLLUuTKtgU0O/dffSKUvyu2T/MI/C5bosWwkAsBwzLgaAhB7RtWVlvce9BwDg8niTtv15dveuT3/Ub4o4uVxeXl6OywqFAheKi4uZTGZeXl5BQYGHh4eHhweHw9HrMshHW0X4+PFjsVgcHU0UP6FSqTExMffv39d6IRYWFk+ePOnTp4+q5ciRIxYWOp1q66oI62nBo0ePFhcXDxw4MDg42NnZ+dSpU5cuXZozZw7eSzHWeB0V0GsUYgBaaxStkil/f1n8tFTY05YzP0hXvxhNqBTShsIUYknyEVRYZNrzF1UjglAmffP7/Sv/q8m4CcSFCNUE43r7D//Y01f745x6oBIJhckEAHCie1GYLM2u0N5vFWTn8ngf/7SArHkb48mTJ8nJybghFM//4uLicvPmTbyXSqWOGTNG32vAIfdRdq76zcXqlmZvyZXXjissxGU+nw/eLhFsb29/9epVrVfy/vvvf/jhhwsWLAgNDcUw7Pz581u3bp0/f77WAwLSwydqa2tPnjy5e/fuioqKAQMG9O7d+82bN+ROAYF0KlruF9NmYKgs66L4xU5UXM7wHA4wFCBvfeXtPXQyGDpZD/Ni/O/n0W1tnBYuAQBYTZhE/hRa4ejoqOkMwWAwnJyccFmvZdb1iilC51Ba6uFRo5Sp9kgikQgAoOkrxGazxWKx1itZs2ZNVVXVvHnzMAwDdXGEK1as0HpAQLoiFAgEDx48AADk5+ffunVr69ata9asIXcKCKSToPKLceMw1kQ4eXDJqyRAKrLcO8KHK2k2wab91tOstfSAaBWYTIYwGABBON2jqNyGAhXbDmtr62fPnslkMgRBTE1NPT09y8vLZTIZbg+zs7Nr6wVqSX9Tl76mLQ3XuyPMo9YdguIxkQKBQNUrlUrZbO1t+6ampn///feqVatevXoFADC6OEIAQFVVlVKppFKpTk5OU6ZMmTRp0v79+wcOJD9/kp6AXqMQA9ASr1FNv5hpvtZ0bf1i8G/NeoXh0hfpv5Hu3NsQlYtQlP/9XIaLq+N3PwIArD/4SO8zthJ/f382m42iqLOz899//w0AqKqq+uKLL1Qx8gaDZK9RFEFbHlCvkYMGf5zm5+erPGPz8/Pd3d11XI+LiwuJD2qSD+369+/ft2/fK1eu4PlhTUxM8NLJEAikhWAAXMyrnvM4p0qqWBnhONPfRmstCADQR4JKTCGW52m4qiMUunOMvrUghqecplBMwyNY/iQ72uiCQCBISUlR+cUAAFxdXd3d3Wm0DpW3C0ORVr1UN0ZFRdFotDt37uBvlUrlw4cPjW13RPJ/1YABAzAMmz17dn5+fnh4OJfL9fb2njJlCrmzQCAdFZVfTKQ1+4cgewsTLZ1Z+DX81MrUYW7DyF0ejiTpgCTlH974/ygsnVL+txAMRbPnf8v08bH/Zi4AwOaTzw0wabNgGFZSUpKTk1NRUUGlUu3s7KysrOpdIxKJKisr2++5ICmYm5tPnTp1x44d48aN8/LyWr58uVAo1KV2oD4g/zvLwIEDk5KSYmNjU1JS3NzcBg0aRPoU+gN6jUIMQGNG0eflog1JxQK5coa/zTg3c112WPfy7z0redbPuZ+7s/vwzOEUacO2H6WTUostIzPgY7pLHwNoQUyhQGg0hEJhh4QyGqrD3oYolcqkpCQajebl5eXm5tZg4pjRo0cLhcKQkJA2yZpGcq5RDGBoKy7WZPPmzQwGY/DgwXj2sevXr+tiGj1y5Ei9zVVxcXFqamrfvn21HhMxwBECKezduzcoKEgVjNIEeBpyHZORQyD6Az840Hx0ylDscEb5CX6lqyljUYi97n4xUqVUiSnZNHLCDVFhMSrIp9mFkzJaS8AUCv73c9mBQXbTdSqvQy5yuVzzf622tpbD4RhtdaSMtExvXy/t7q33FL19+7b0oz9jmC3VrPckuSZHZ/Xr10+72ZsGQeqrLZlMFhMT8+TJE63HNOrAvsmTJyN1TJ8+XeWCjKLosmXLnJycmExmRETEtWvX2nadEEirOHzp+t8Xr6ve5ghkcx/nnnhTOdbVfEe0q3ZaUKQQpVelq96aUE1I0YKYQixO2FNz9n3hw99asSPQZUalEgCA0Ghs/wATF1cDzNgsGIaVl5c/f/78/v37eOkfHC6Xa5xaUKFQ/LXi6D8f3dz8zb7amo5vmL1161ZSUpIuI+j9OJfP58vlck9PTy3qiRQWFqIo+u6vGrmZ6zSBXqMQfaNUKi/n1mCo4jOFgkqjXcqr3pVayqJSVoQ7drfRMudyXHHcoVeHMIBt7rOZRiHtj1pR/EJ4fykqKmW4D2aFz64XHUg6mFzO/36uaXiE7edTAQB2M2frdboWUllZmZSUJBaLWSyWu7u78ZvQsl6/ObH8KifV1RaxAo/A7s9PDvoxMiw6WMdhMQzBsBZ7jbb4ylbh6upaUVEBANDMy6NQKKRSqS52UaBvRbhy5cpt27YdOXLk+vXrbm5uI0aMaNXtDWpB0jPXQSCG5MC5y5XuwQhA9p6/Uega/KRUGGHF/jFYS7+Yaln1wZSDccVxHmYeU4OmkqgFAQAUjgOF62TaZxXNJoTEYd8FQ1GEQkHodKa3D8PeofkbDAiLxWKz2X5+fra2tsa5/9Pk0tHrCXvzeTXuKh9e02zHK9/HPxn57KtFn+qS2wtVIqiipR+/5YEWrWLXrl2PHj367bffNLN1Ighib28/aZJO6RRIVoR5eXksFkvlPdW3b18ejzdkyBAAQGZmZquGEgqFDabjIz1zHQRiMJRK5Y0iMcWDDgA49LLImuk+o4udLn4xKIamV6W/5/XeWK+xVISMfGkaeWEopvbcIbt0HE8ul5cWFjq6qo2c/MxMdy/i7AqVSrN/nM/tEW390ScAAIdvdUqUpTsYhpWVlWEYpkqKzWQyIyMj23ZVLeT3b3dS7tvxEPt67WZSW+n/ydZmbP9h9wwjr//TNCNGjBgxYkRNTc2SJUvIHZlkRfjDDz8gCHLs2DEAwKlTpyQSiapklJdX645t+Xz+lStXKBSKi4vLyJEjV6xYYW1tDVqQuY7P52dmZkqlUgCAKkM5/hYAMHToUPwIFw9qBhoufHiLmZk6UUVj18AW2KJdy64T/5W5BOB6xiyo+wBR1gBz+5q34+tbNbIFz2JTzCYGlUHKCqXpZ0Sv/qXEbAUUOimfXalU/vfLYlZhQY816y3s7QEANw7/Lf2/E5nTpg/88KPq2loAAGLvQLO0JvffWYsWhUKRkZFRXFwskUgsLS1xRWhsvz9Nt2CVDCbSsHWdjjDkxYhKC7Zk5Ppg9X1Bm0Kf9uMtW7a821hcXKxL1h6SFWGfPn2+/vprXB4/fvzt27cPHjz4+eefazFUYGAgiqJVVVU3btyYPXt2SkrKrVu3EAQhPXMdBGIYlErljXIZxYL41UVotFh+1WcKRasir5WY8k7enRBOCJ1CjMOgkvYdn2Jqh3BcgFIKKI1WkW0VybGx1mmpnnLZ40U/BS9Zlv7okcXJ/9kC7MqWTSF0GmPocACAxexvtSvN2EJQFEVRVNHcv3NaWlpubi6Xy8XD4fW3Hv1hF2wmSGm01zZUp39kTIm0ph4hyabR1NTUpi9YuHDhmTNntB6fZEXo6ek5efLkKVOm9O/fn8fj9evX7/jx41qPhiCIhYXFxIkTqVTq+PHjX7x4ER4e3mzmOnd3d3d392bDJ97924MtsEWvLT//c7bWPUTzWVLmHnr+8fPPRg5u4q56LZlVmQdTDn4d/HUvx16tmj3u/uWSlxcoonwMoQEzD8+oSX5BkTweD2BKUGdTpTtGmzvWj1DS5bPHDB36BEWz/9gYXFGWtGyJnaDWFmBxTq5DPT3o5uaG+ZffunUrjUarqKj49NNPNTUcbvtRHft5eHi4uLjUy4RlVL8/jbVgKFaUWBV/IbngP5lUWmhj0sAhqwQTRg/1b9XI9cBasyMk3aOoe/fues1LQLIiPHv2rJeX1549ez7//HN3d3cPDw97e/sPPvhAx2HDwsIAALi/kJ4y1+FAr1GIPqiWKX9PLLhZJLC0e2unRaHRr2SUftyCTaEclVMQChWh+lr4Lo9e7mHm0aoFnDuw0k984f/ZO++4pq73j5+bvcgmQICw90aGgoKI1j3qrFZbZ7W2/ap1tNbu/mqdrbbWTmut1aqto666F1ZUcIEiexNCIBDIHvfe3x/BMAwQkjC0eb989RXuPTn3FJL7ueecz/M8Pg4oaF45Kyu8eONq4cxY50ZUK6Mmre9Wb90ifvTo2xBUunVjmKwRAJDpKpjw9Q7WU0lYeg4Oh8Pj8WpqaoxH9Hq9SCQqLS319vbmP4nT7/1coNZTXyTPPy3MOylU1mmIDriYUeE37qQBkYmWcpfq+OQXe32ANiMuLm7hwoVMZofVVzZs2GBN/zYWwqioqEWLFgEAtFrt1atXT5w4YaWZx0B6ejoGgzEESBgz16WkpIAnmeus11o7dnqIexLl5uya4ttpzBATnotaj4i9/1ycN35kJz3IdfJPb32a7Jo81mssAKC7Knjt9O8h2pOstkl/fdnaosIfHxVgQ0csAgDtwUyhKCqvqyU/ScVJ06ibJJLeFMJ25ObmVlVV6fV6FovVusr5M4S8Rl3wT3XuiSppqQJLwLjFc3yGO/sMd8KRsMKNufJDJt7Cj2ZbaXlFYAjuO9fo+++/P2TIkE5i8Dw8PKzp38ZCSCAQzpw5M2rUKENCnYiIiLS0tK7fZopBgwa9/fbb48ePv3bt2sqVK999912DQeaZyFxnxw4AQI+ifxTV7yuudyVh6HKJutbUszoAR0pzXhkzvJMvOQ1PC+eGezG6p39GGnP+DjNlI/BxIt5ojCRHLrGs2y6BZbKK99feJxIZmbd5KJLJc+FKGwLrxDfXrsFs2ureTfdct2hoaDhx4oQhsZlcLufxeAQC4eLFiw4ODnV1dTQabdKkSa1tcc8EmiZd6bXa/NPCytsSCIKcwhiJqwL9R7uQmC2bxLFjwo8dzGRAbbLfqRFVyGCrdAIYCtSbvzRq5cWeosskNenp6UFBlqdit7EQvvrqq0eOHMnKygoPDwcAxMTEjB8/fsqUKd3tR6fTRUVFrVy5cs6cOd7e3uvWrVu6dKnxrG0z17XGnmvUjq2oUGg3ZImKmjSj3Riv+XPUYXM7bhvV5dP67EALM9fX1dVx0bKOJnyQSmhZt+aApdEeShvxRQU8HDbTVTB++zeFdzJLt24OldSeeO/dJX8ctCasrXNaF7oy/JfFYrFYLMOP9fX1z5AKwlqk4qYk/5Sw5KoY0SEsb1rMIp+Aca50VxNruYFhAQkbJABucxBBKYNHDOyl4fY8I0eOhGG43cGqqqr58+db3KftA+onT55sfJ2Tk2NZAUY8Hr9z586dO3eaPEsikb7++uuvv/7awiHasdPDXBA2fZNTS8RCn0Tz4x2pAAAyi2X+2xu1jb8//j3FPSWYHWzlSOSyJgpeD0AHLlC9je3WcGNjxUfrWOMnMlJHAAgat2fv/o8+vJGfO2X7N2wuN27kqNsApG3/Ku61JT2ngs8HBgtM/ilh4VmRVqGn8kghU9x9Rji5RHbxQUp6IaFHxgNDiNmLqzZ3jbZGLBYzmUzjsnZZWRmLxRo1yqpCK9YKYW1traOjY0dn20XEi8ViY5iqHTvPJY1a+KtHNeliRRSHsjrMiUPs9lcsTZi2P3e/BtYEc4KtF0JXN/dcFVMAFKZPU9oHX1sJ1sEBwhNAqzvmrE8+VSqVxgfiuJGjQockWVOg3BwYDIZYLDbcMevr6yMiIgxmGUOomcF812+pL5IXXRDlnRTKhCoCDec5lOcz3FmQyMVg+zKvDdKdwrwI0oNDfe211+bNm2cs6IGi6Lp16wYMGGBNn9YK4f79+wMCAsxR4zNnzuTn5xvj6/sndteoHWu4J1FueVjTqIUX+HOnebI6eoDupEL9vtx9Z8rOBLICF4QscKbaQKXweLyWEwvAladP6WAU+1SwhAXoG+orP/2IPXkqfUgywGA8Nn/ZrkE72etpFQQAsFismTNnOjo6EgiEvXv3Gg4mJSX15wBBeY26+FJN3glhXV6TwQITu9jXO9UJT7YwYZBtK9T3H15/vU1BEgiC1q5dGxkZacEenBFrhXDZsmXff//9ggUL5s+fn5iYaLJNWlrab7/9Fh0d3c9V0I4dizH6YtwphE8H8n3aVpBQqVQ/HPsBT2hen2yX9kiv1S+csJBKpQIAhrgOcaG6pLinQNbZOGHJY0RVh3cbAgAYMnV12k85Q/ji1g1QFFwSB01baQOnDJbBBCiK6ttv2/QaSqWysrJSLpdHR7cUijIWq+lD1Gr1b1sOjZie5OXv2VEbjUxfelVssMAAFDgG0RNXBfqNciGz+lcuNGvqEfY0N2/erK2ttaYHG+wRzps3b+DAgX/88cfq1asZDIaXl5ch2qOxsbGoqEihUCQlJX388cf94XNpx05PYPDFFDZpUvkOy4KdiE8tYSkUijRFGoX9ZCbUNoeuokoxQzbDIIQCB4HAwaraQ4iqTnXvO23xaSzDC+82GACIxeYOevX7q3/+n6vunq8jCiPoYzFRQk+c9L+PLKgJY0AvkVR+/gl3xixa/EAIg/HctsOaMVtMU1NTYWFhXV2dIfMygiBPbz3icDiRSCSTyXo5UvBxVt6hT884lgTsO38+bJ7rxLltSg60t8B4UWMW+QSM5dPdeny6bBko3I0Fzx4VwtTUVAwGg8fjCQQCBoOpq6tLT08fN26cNX3aQAhXr159+PDhqqoqAEBWVlZFRYVYLAYA8Hg8Pz8/Y9j7M4HdNWqnuxh9MR9H8QfxLKmjBKOwrYr76CrTFGkfoChMCp5NCptrNIs6OrtOeuu7itLiuw9v4vCkkDGJXEfLEzMCALAMBqrVIuo+Tm2o1+ubmpo8PT0FAkFHVeBnzpzZy6MCABz56eTj38Q8ZSAAgCMXFH7dtOHGN29unUelUkVZ0qLzNQX/CNWNOqoj0UwLjAU8r7cyqVRqqAQil8t1Oh2ZTF69evXq1aut6dMGQkin0405r0+cOLFu3Trr+7Rjp/8j1yPfPBJfEcks9sUY0SN6mwwJyw7Auw0hRy3B0EwswLh7ert7elvcua6utmr9/znOeZUaFQ3hcF47rC1MYQFKpRJBEKMLj81mJycn96ttMGlD40/v7cPdcmZDLX8CCkRH7zhsHL2bjmPRZI4Ean+xwJgP2p3owB5dGV28ePErr7zS0XOPZdhACCdMmDBz5kyZTJaUlNTU1HTz5s2IiIhnMV+RHTvmc79euTm7RqqBZ/uwZ/twrLkVYyEsHmt5kmtUr4ZwzTcFDIVHHfKZ5UPpFBydgchlcE+mfOwEiURSVlZWV1fn6OhoqEVqoF+pIADg66W/OOYHP73DCwGIr/IvVj9KWBsWNyXUYgtMX4EgGNjsyswI2oOxMa+99trTB/fv3z9r1iyL+7SBEMbFxWVlZeXn56elpW3fvv2tt97Kycnx8fEZMGDAgAED4uLioqOju5Vfvw+xu0btdAmMovuL6vcV17tRCJ8M5PvS+zJNlzp7t6boFGP8fmC7GhSt0dXUVG36gjd/ISUkFCIQvH/8pSeu0iXZ2dlCoZBIJPr4+PTzr6err4s2v8OzTH9y4uyI3hnJ8+oara+v37FjR3FxMQ6HIxAIeDwehuELFy70sRAa8Pf39/f3VygU//vf/7RabXZ2dmZmZmZm5s8//ywUCidNmvThhx+6ubnZ6nJ27PQJIpVuQ5bosVSdynf4XzCPhO3jqHCcYxiqk6M9FsCMZdBhaQPcUN8z3ZsLn8/ncrlOTk79PAwf1iIMNqMCVpKwpj0vrtF9lmT1uWH27Nnnzp3z9/cnk8l3796NiIjQarXx8fHW9GnjiZohQIJAIBimg4bahHK5/OrVq+vXr1+5cmV3y/PasdN/uCBs2pFTS7DIF2MrOwwAANWrIFzz1gPOOQbnbOP66TpRtXDrJqdFS0j+ARgS2WfXHtv23yWGVVBfX19jIjRO3yXpNgdDFpii8zUFZ6pVUqhSU+xLCX26mRJtikv16/3h2QQEhWDU7ID6nsvhDsClS5f++eefESNGAABoNNqdO3d+/fXXdvWzuktvrFjSaLTPPvts4sSJtbW1/VwI7a5ROyZR6JFvcsSXq2VRHMqqUCcuqRtfHIla8u2Db3WIzvphwPV5ysxtEJ5KS9lifW8dgXWg68RiXW0tyT+g567yNIaNibKyMoVCQSQS1Wp1/88I2lAsLzwvyj8lbKpS4YhYjyGO/mP5507Xw+dNNFa51Q5IsEE1HjOx7a2s/5hl6HR6cnKy4bWhwNbUqVOjoqKmT59ucZ+9tHW3detWlUo1cODzk/jVzn+HB/WqTdkiC3wxKECvVF7Zn7dfKVViMVaZIxB1vfre95qiExCRQY5YbPPCSVqhsPqrLc5vvEX09MJQqb6//g5surf077//isViFEUHDhxoLAHYDgiCKioqsFhsSEgIn8/vz6ugCrG66GJN0XmR6IEUwkCuseyY13y9hznhKVgAgE8j/+HZRgKmva3RJYrdF4N93ggPD587d+6yZcvi4+ODg4O/++47FxeXuro6a/rsJSHsKOmMHTv9GYMvZn9xvatFvhgNrDlefDyAGTA1bOqW/Vso1ab3jZQyZZeF8fSiO5riU8SAaeTI1yA8rfPGT/MwPf3uP6fnfPKpwTqhkMv3vr9u0qrVzk+27bE0mlZYpRVVEz29AAC2VUEAQHl5OZvN1mq1xcXFrYVQJpO1XtSKjY3F4y030PY0Wrm+5Iq46IKo4kYdAqPNWWBGupDZbZxKyaMHn975OVXXJjQQQeBxw57h2yCCAtjsZy+zU9BYwsqVKzdv3nz06NH4+Pi5c+caSt4uXLjQmj6fDTNnr2F3jdoxIlLpNmaJcqzwxZCwpI/iP2ISmQCAHctbcq90kmu0Iwiew3HcUAzNpbtjAAAU5eXlfPpRqFK+913NnA0blXL5wbfeGFxadGzpkhQ/H68Vqwhu7lg63W/vH6C3JmEIghhqxMvl8iFDhhijrfqnChqywBRdEJVcqtGpYAcXcsQcz6CJbgyB6ScbHA639Z+PenmQT2Nb1ygKINRsITS/pZmcP3/e09PTz88PADB69OjRo0cbjk+dOvXGjRsSicR4xDLsQmjHjgkMvhgsBNaGOw916cY+fFFjkSPZkU5o3twyqKAFwA0FuuoMUrDREQ5ZpoIAAC8/v7TgUCgjPfTm9V9Xr0LrxHGlxVIU8BIToHt3tVVVBDd3AECvqWBTU1NGRoZer2cwGKGhof25THzt46a8k8LCs9WqBi2Rjvcb7eI/lu8SwepJL4gdE0yaNGnQoEEXLlx4+tSgQTZIHG8XQjt22mD0xUSyKavDuueLkWll6zPWJ7kmvRr0qpXD0Jac0RSdIvpNsGAhtB0YDOaVzVv2vrM6/HZ6VEY6HoIaEFQyedrk5SsAgvSc/qnVamOSYUMmVTwef/cfOF3FAAAgAElEQVTu3Xv37ul0OgRBVq1a1UOXtpKGEkXhuer809VNlUqjBUaQwMXg/rsCiHRnwdPmS6MQBB07dszwGofD6fXtMzEdPny4L6tPPGfYXaP/cR5L1RuyRLVqfbd9MSgKQZADwWF55HI/ZhcWeXMWRUlhC0ihc61XQQMYDGbKhx/vmzFtsFIGALjH4ry5bLnhhE36NwmKogKBoLVRHIKggIBmJ6qhQGC/QlGrKbogamOBWeRjtMA8c9j2VoYAqDt7hDZ+YoiKilq+fPmSJUtoNBoMw7m5ue0a/Pzzz3YhtGOn2zx4nJdTUj5zzAjDj0ZfDI+E3xrnFsQ0N5MhCtBdD3dhMdh5wfMAAGHcsM7bZ6ZfklY+AgAw3UJiBg0zHtdVXEX1aoLXSMOPEN5mVQg0FeWl32xPqxImKmVSFCUDkCiV7F+3dtbnX/Ro2hGNRlNdXa1UKlEUJZPJfn5+CIIUFBQYdgQtLnzRXbIyHx394oIghvfqOzNMOlG1Cn3J5RYLDMubNvAt/4DxfAqn/67ZdklDg/S9r/asWzzdzdXCFfV+xZYtWyZMmLBr1y7Dj0FBQbbt3y6Edv6j/J7+QKTWz0AQDAZTo9JtzKp5JFWl8h3eCuaRu+OLgQDEIDKwUNe39bLivMzDn0Y55PtQMQCAhgfo4X/9Y6d86MrEKDO36UUZOKcooxDaEJVWd/rcuRFMuhQFwrETdY2NQdevBP17bfea1fM2be45LWxsbBwyZAiXy/Xw8DDk5dfr9dHR0YMHD+6hKz7Nyd3nH/0i4ikDFSX6bbm/Tv1ohMC7eZ6EImhVRn3eKWFrC0zgBFemhyUlRPoVDQ3SxV/8VkoO+9+3p7YvHePuZjpepVv0bRxhfHx8eXn5/fv3a2trZ82adejQoXYNNm/ebE3/diFsg901+h/h/uPcLBwXcecdOn+VHxG7/VENCsC74c4p3fHFGJnm13WUtKS25tGfK4bxJQA0qyyLCg2jFqTvW6TjKjlsFiVuNdH/RQuubhJNeZn45x9c3l6DYzKVeDzP109aWyOZPH36smUIgvy2ZnV4RjpSV6vVam3oVYFhGEVRY2JhNzc3Jycn21YJMJ+GeumeD/+C0h3pgAcAwEI48kPXvQvPRixwj48elHdSWHiuWlX/HFpgpNLGxV/sKSWHAQAq8d5vbj+2Y9kk67Wwb5dGAQBEItGQR23Pnj2jRo1qd9bLy8uazu1CaOe/yL70LOAahQHgx6wyHMqP5FDXhDmb6YtBAXq54jIJR0pwSTD/ijePf53Alzx9fJCH+lqV84T5+yGCVTmi2gNByuxsTWkJLjKKLxCkfLnt7rmzExcuAgbvzKbNB77c+vLSN2ylghqNpqKiory83M3NzViCFIvF9tr6Zzuun0u/su0Bp6b9zZHd6J6zSXpU9kWUY6L3IH7AOL7XUKfnyQIjlTYuXv+rQQUNVFMCbaWF/YQXX3xRJpNlZGRgsVhDihmtVmvce7YMuxDa+c+RnV+QjXc0vMYERIdK8jaOnGDmAmG1onrXo115DXnxzvHdEkJQexeYKBEIAAA4SG8TFdSUlYp37+KvegdLoxHdBf6HjkBPwvL4AgF/4SJjSwwGM2uVVYVMW5OTk1NZWQkAcHJy4vF4JtuEh4dXVFTg8fjQUBNJOG3O3b/znlZBAw44pi89JPlb77CY4F4YSW8ik8mXbtpXQm6/S11NCXxr+7FvrNPC/pNi7fbt2+PHjzeUfzek8D1y5AgOh5s6darFffbfJEZ9gt01+l9gz/V7KO9JRhUiWdwgQ1Gz/N53xHfW3VhXJa96Ley1NyPeNP+KCoWCAho7OktGpQqFwvzeOgKFYeX9u5riIsOPUG8Fp1OpVC8vr6SkpIiICCbTdNxkSEjIqFGjRo0a1VED2+IazUY7vhtj/JXPnwoCAE5evF4Cm34QEWL4p6/ctKZzBEAwwJj5r0eTbq9YsWL06NHXrl0zHklJSfnsM6vKcNqF0M5/i2sPczMxbVI+1riHHTp/1Zz3+jB8BrkM2jB4wxD+kG5dlEKhqJAOt8rUCJlCsdAjqiktrfzsY0SpBACQvH38/zxGCe/ZcndqtbqgoECna8kh7uHh4efn11d7ge1AEbTyloRQwKtUFXbUhh/N6ujUM0putWz+T5kJg5PmRxExqqeybqqbJnspF8+ebM0l0G7+6znu3bv3zTffDBnS8h3EYrF5eXnW9GlfGrXzH+KaSL7m+A3GgDYyhiGRTxVUTR+BdJnlmUlkLgpd1HkbEyB6oJUhzCAAMk2fZwVZbN1ENGp5xm11cRElNAz08CywoaGhrKzMsCTFYDA6WgXtK5qzwDyxwGC4CDA1zZaB+iEje6k0bs/RqNQBABiU5j83k4IHAMjU+kUvjQfgxK67dQiZ29xU3TTZS/nuEsuL1vY3qFRqXV1d6xS1hw4dsvLTaBfCNthdo88rSj2y47H45J0cEl/w9FmRe/jhi9emjRja7nh+Q/7RoqMrolYQLK3/rqu+rcr8CkPm+iS+UnQl24etadegqIHkk/xKt/rUlJbU/bHP5e3VGCKRHBAY8NcxiNAj5elbo9fr79y5g8ViPT09BQJBP5n/AQBk1arCs6LHf1c2liuxBIxbPCdgHN8rmffnz42Sn1HoqTU62LMpNOqZXBdFUZBbLbtRILlRIHlU1bRoqNeCZE/DKWcG6ZdFzWUpW2shpFVM89OtWmgDFYQBpDd7wdN8f6kFTJgwYebMmStXrgQAXLp06ezZs9u3b1+3bp01fdqF0M7zT26jekOWSKzS8xqFskATlawxJPLxvMopqe0nhQhA6tX19ep6Z6pzdy8KN5aoMr7UVd/GMjyJQTODXONv1f3v4YOdoY4t85SHtVRCxBtBEd0rrg3LZLL0f9nFk8lBwQCAnlNBGIaNtk8cDhcTE+Pg4NBXRtB2aJp0RRdq8k5WibKkEAQ5hTEi53j5jnQmUJvvaSOmJ+/87ShH69bujS7P8rroyv0P6uW6IL7DgiTPoUGOHTUzaOFP/5ZMDaetWjjDVlfv0QVP89m6deuCBQsM1QdTU1MxGMyCBQvWrl1rTZ92IbTzPAOj6OFS6Z4CCYeE2xjjklZPxijyTbbUOVKljY1sFgsA8KD2QSg3FAthA1mBXyR+gYEs2UqHG0v1ksfk6DdIQTMBBg8AiE+dWuUfe/vqfp20BACAY3qFTZvl6u5hTm+a0hLJoQMuK1ZBeDwlLNz/0FFMT87JmpqaysrKJBJJUlKS8eGgd3wunaPXwGVptXknhRXpdYgeZXnTBr7pHzCOT+G2jwNhc9hBrzohsvY2qPDR0b01WGs5mimsalC9OaI5Rx0EgY0zwtzYFBa16wXwRS+Nd2GcGztqRA+PsQ9gMpmHDx8uLS3Ny8szVK90cbE2e45dCNtgd40+T4hVuo3ZNQ8bVEnOtGUhTjQchj4oxuC3NokDjQYAKGos2nJ3y7zgecPchwEALFNBAABBkIJ3jmkXF+Hq7uE625JHV72krun6NfakyYaq8T2ngk1NTQ8fPpTJZHg83s3NDUG63jrtBVqywFyu0SlhmhMpZKogcIIrN6CzsJMpS8b12gg7Qq1Wm7+MrIORK49r3TmUQBcHAEBxrbywps0+Z5h7N0p3jRv9gvmNuwQBkPle0B51jRrw9PT09PQ0/pienm5NGQq7ENp5Prkmkm/PqUFQ8E6487An+WLe2P0G3tv007ROqfsg7oP46Hgfhs+KqBURjt32U+iE6frabHLEa8YjVkYHakqKJUf+clm+EsJiqQNi/Q8ewTyp22cZhw4dkkgkAAA/P7/hw4ebbEMgECAIMjxl94dV0Poief5pYd4JoVKiITrgvFKcAsby3eI4z0QWmEe5hat3/j07NXzWRHNnZp8fz50QxTcI4duj/HsyF2z3QLtTU8Lmi6hbt27t5BEWAHD8+PHWARXdxS6Edp43lHrkp7y605WNQUzSO+HOLuQW5aOwKUQn07lUtHKt8XU0z5LVM33NfV3FFVLIKxDONtM1rai66col9qTJJB9fAICVKggAwGKx3t7eAACttuV/tqGhQa/XOzo2bziRSCSbFHizEoMFJvd4lbRM0doCg8H3/fTUTB4+Lli967KEFbXjulgP//PK5DaVY2Uq/a2i+huFEjoZv3ykr+EgHov5bXGsG6v5D91/VLDP+eqrr0QikeE1DMMYDMZotEYQhEwmG6p9WYxdCNtgd40+6+Q1qjdkiWpU+tk+7Jd9OJhevJWQwueTIxYBTNffqU4q1GtKiuuPH3N5aznAYBwGJvgfOIyh9kgOaARBqqury8vLm5qaGAyGUQh7jvu3s70DPOgMeidtnrbAJE4L9B/DJzH6Y+X6TmhWQaovAEBP4X2fLobAmTmTmzNkbjmdfzijCkZQOhk/Ktyp9RsFHJtVHbFthfq+rUeYnJz8zTffsNlsAIBAIEhPTzcqX0NDw7Zt2+wV6u3YAQAABAV/lTbsKZCwSdhNsa6hLGvnT11dT6/JPwxwJKLvRMMBCNt13s7C3FzfwMCOfgQAaMrLGi+cY098kejpBSDIJip45MgRwyJnRUWFoX5NTk5OVVWVVCqlUqkTJkyw3mvQOSiK/vHN4bJDCpSVPuztyIEpce0awFqk4qYk/5Sw5EqNwQITs8gnYJwr3bWH/4g9w6PcQqMKGtBTeN/drCUQL88YmwIACHal00i4BD9OqCsd05sPa1aAdCcowuZC+OWXXxpUEAAgFAq5XK7xFIvFWrZs2eDBg3Nycizu3y6Edp4HxGr9pixRditfTI9eTld1Q3VnO9xYSvAYbhTCLjm4/nPclYsNq9/1j4sHANy9dKlk4/rMhMGT5syRnj7l/MZbAILoQ5KpMbFYqm3q8Rqorq729fUFraq4hYWFAQAEAkFVVZWbW/sAA9tSUy3+5aMDlDueTOAAVODKu7n3x+S89sErGAwGRVBRljT/lLDgjEin1BssMAHj+Y6Bnc0a+zk5eYVrdl9prYIG9GTH7VdEAL00Y9ywMRHdjsb5j+Pk1DJvdnR0vHz5cusCFGVlZUKh0Jr+7ULYBrtr9FkkrUa+7VENgoI1Yc6pfJvWcDCFJvegMuNLLF1AS9mKdzO3tF6tWKxOvxGj1ZRs3QRWvoPCcO1XWwI1qszMjKrgEN3Z06yJk4juAoDB2FYF+5YrJ69f25bt2NBSGYChd9Ie035y9+uY6AH1/8JPLDC8Z8gC0zl4PK6jahYYgBIJvbfGa9tbWf9Juj1jxoyZM2e+/fbbiYmJZDI5Ozt7/fr1AwcOtKZPuxDaeYZR6ZEf8+pOVzYGMkjvhju7ULq6y9jiC0rwfAGgKDFgqjnbgUYcebzBGzffWfdOSEN96ZYNQA97wrpHLPbgzzd6BwYiY0b3kP4VFRWpVKqsrCwikahSqSIjIwEA2dnZhrI1rQ3oNmffV4eFf2gdYe92x/EYgnNl0PX8u55RrsP+l+Az3AlH6nt7qsWgKCiokedVy8ZHuQAA/Lw9v1zywqLt/8jpfq2bEZTVy1NcJr3QvSy1/QcEYGCzc1MjPZnFev369Y2NjR999JHRR+rn57dz505r+rQLoZ1nlfxG9YYsUbVKN92L9aofB9eVKQAFqEwnI4LuV+BDYVhWiaU3R75DJBYx6CULBuwTHAyt35ix9p1QaT0A4J5MEfvpep/gYABAz80C5XL50KFDPTw8HB0dDx8+bDgYHBw8ZsyYHrqiEVSP0mB2R2cZVNaoz2K8fJ7hInk5VU1HMqvSC+prZRoMBhoa6OhAxgEAfDwFPy0bvfKHC0KCp6ElSVO3fLjb5JHJfTlc6+g/M0IKhbJ79+7PPvvs8ePHcrncw8MjMjLSymhXuxC2we4afSZAUXCsXPpzfh2biN0c62amLwYCEBlriflC8e8n+pp79El/mWOH6QR1cVHZnl9pmuZ0o1xHrqxVGINNQBBELBY7OTkZvYLh4eG28g12l5iR4Uf232JhTGdDJgRovXw8e3dENgBBUcyT36eoUXP5cW28DzvBlzPIj2NQQQM+noKti4cbtJCoFq9I5b/4QlIvD9W2rtH+I4QG3NzcbLi9bRdCO88YtWr9pmxRVr0qyZm2LNiJ1lVgWXp1+l3x3aURSyEAaSVaqML0fUGr0EJepk8RA2cQPEdYqYIAgBu/7226fMGPTM6mM1EICm9sKN2y6R4WG5UyzMqewZMa8RUVFVqtNiYmhsPhGI63uw+WlZUBAIxF5HsCowWm8KxIrBCyHEwLoUvUM5bzs6RW8eZv99+fGDjIt/l3mxTAHbpmSEe2Tx9PwaaFw1Zu/3Pe2LjeV0GbgwCoO67RZ2yz1y6Edp4lrtfItz0S61F0WQhvjJtZ6aaUeqVUI1XpVRQcZc+KPZ3kp2Cxmm/NqFaG6hSYJ4m2cdwQiwesLi6S/ZvmOGdurVhceu1qPJn8iMUOWvs+BsI8XP9ZaIPk9ob1nuERrCe6ZeFV1Oq0tDQURR0dHQUCAaeD3qZMmWLNVbqkOQvMSaGyTkOg4TyH8pR1zuCWiZaNUF3qmPZBFP2Qq7l1Z7JEX0wPBQC4sshRHkwHUss+NA7bxe3e38fz6JcrcLjn4Tbb32aEtuV5+AvZELtrtN+igdFfCuqOlUkDGKR3w535XfpinjDMfdgw92GGcjytFQKGYRiGCe1KN6CwJv+o6sFPOE4ALfVr64etyLgtOfAHa8x4Rx7Pbc7ctCN/vbB+o3dQMACAtn7j2XfXeE+eaqUKAgBIJFJAQICjoyPZ6uwzFiCvURdfqsk7UVWXJzNkgfEZ7mywwHAywNmbj+hQ+8kf5KvwD/Yz2VtPcPXG7YTYKLwZxRoVGj2ZgDUufjYqdRUSpVSpY1LwBBzm/6Z2+5GoD1Xweb2Vbdq0ac2aNbbt0y6Edp4B8pvUGx6Y64upkFUUNhamuKUYfny6Il36hcN12ccIqnIIwGqCM8lj2Iipr0MQpBffV97aBEuLcM4x5Oj/WTxadXGR/NZN7syXAQCsSZOZY8ZhHRwAAC+8+qp6xgxjCmavoKC5B/+0oLCfRqOprKxsamqKiooyHhQITNRZ7FE0Mn3pVXH+aWHlbQlAgWMQPXFVoN8oFzKr5dkiMjbsb7fLuPL2CuQc0XuFLI6fT9typiTgbObO9xd1pIVVDaq0vLrreZJ7ZdIf5keHujUHMk6IdpkQ3bPZBp4V+jagvjUfffTR3bt3p0yZMmbMGKqN8i7ZhdBOvwYF4FiZ9Of8OjYBuynWLaxTX4we0R8rPnay+CSDyEh0STRZTffkr58HqE8Eco2LNxUa2a8HvsyeseJbw4ooNfEjgrdVjkrZv9clB/YzR4/FMZkYIhEQWzYX28led1VQoVAUFxeLRCIURblcbut6gb1GSxaYq2JEhzRngRnLp7uZzg328uYxtTWSdgeDwgJMNrY5Jy6kbT1Xpqa53UeRpZ//vHPdwqe1sEismPntLQCAnzNtVoK7OUWO/oP0n6XRBQsWzJo169y5cz/88AOTyZwwYcL48eON+xqWYRfCNthdo/0Koy9miBNteUgXvpgaZc2Xd7+sVlQPdh08K2CWSRXMuHbSX3mc2zbmnoiHUth3zh38etTM5Qz+QEPtwO6iKSmW38nkTJ0OAOBMm86eNNkwCzRJJ7lGu7iKRiMWi/l8vqenp62ehc3EYIEpOl9T8I9Q3aijOhJDprj7jHByieziBuQb4Osb0D7NSu9w4kLa5jOlaqorAACCMPcRv/99sWv7uwsOZlQLOOTkwOb0qj486seTg2O9WI50a/1Q/Qrbukb7Dzt27AAAJCQkAACkUunmzZtXrVo1bNiwAwcOWNynXQjt9FP+rZFveyTWme2LYRFZHBJnTtCcUE5oR23EWcd9TfVExEG68osougyySAUBAI2XLtYf/Ys5cjTWwQFDIgMblQvUarV6vZ5CaZ5ssdnsoUOH9vIssL5IXnRBlH9K2FSlIlBxnkN5PsOdBYlcTFdWkb6ltQoagCBMpt53+cZdYnpYrA/XKIQAAHvOsy7p2zJMT5ORkXHgwIGDBw8KhcLExMTU1FRrerMLoZ1+h9EX488gvRvu7GqeL4aAJayJ6WILHVKUgw4k1RlbXVMjcnbuxoaQprRE8eA+e+KLAADuS7M402Z0MgvsLoYa8SKRiMPhREe3lIXqNRU0WGDyTwprc5sgDOQay455zdc71QlPfgaywGTczdp0qlDzJAeCEQjCZGh9Bsuz3hn3ep8M7Nml/4RPfPLJJ3v37i0uLg4LC3v99ddffvll6xMk2YWwDXbXaC+jVquvZ94bPrilAF5Bk2ZDlqhKoZ3kwVzkz8V1nJtfppUdLDg4xXcKi2j29kDHsRMYLKTX6cweOAAASP853XD6BHP4Cxgq1fwyEcXFxbm5uQCAwMBAQ3XAp3n8+HF5eTkOh3N3d7ehCwZBkL1bD7GdWePnjOyojdECU5VRjyJoswVmpAuZbWKpuR+i1MIZxQ03KgneNFUOrIWeWiFnq0rnTBvaF0PrcU6npWdJ1W0O3S80vvSjYKekPvPhjACAlJSU6urq3Nzc4cOHT5061SZpAu1CaKcv+fH4mTuixtTEgRAEGX0xLAJ2U6xbOLuLSACVXpVZkxnBjYh1ijXnWqhODus7lDqRhhvl2nWiCk1pifLRI9bYcQAA7uxXuC/P6W6lpIcPHxKJRMOLjoTQ0dGRSqXy+Xwbmu+rq0Q/rNnHeuxXDym+uvXTwvUvOdBb5q8GC0zRBVHxxRq9GmZ6Ugcs9PYfw2e426w8Xk+DomDFvgcZxQ06GKEQsYtGj3NJv3Cxgd9aC1mKoi9eGRwdHtSH4+w5/N35X+fnoG4mdmTR+pphHlY5dfu2HmFrkpKSkpKSYBi+fPny1q1by8vLk5OTZ8yY0dG3yRzsQminz9BoNNfr9Q2C8ONXriclJmzJFmXWKQc70ZaH8BzwHa6/1anqyDgyFU/lUXjbkraRzCkHjyKawuOq+98TdOImJZlOaW+6QVAAnBPNSVdY//fRxosXGKmpGBLZVguhhlVQDw8POr3Ztd+63JpNuHryxo1vHjvVhQIIAEAE6dQf5x1JXRUdER/abIE5U62WakkMvP8YF/+x/C4tMP0BpRaulqp9eM0PIhAEnBjElwa6JfhxIgRMHBZCB81b++VuoxY+3yoIAPD19BiAzcg0dSpEKYwLN7dSikkQqL8sjdbX17PZbCwWGxoaWlpaKpFINmzY8NNPPxUXF1vcp10I22B3jfYmP/z9j1QQisFi99x78DvC16DokkDHFzt9blXqle+nvx/vHD8veB4AwCwVBED98FfV/R9wTlHDl20/+sdPCdprZELLFxVBwflqv8krOtxf1JSWqPJymSNHAwB4cxfw5i3AkGwQt46iqEgkKisrk0qlOByOy+UahdCG6HS6g1uP1xyBmXCb+S6l1Pmft+7tRU77QBF4Is5jiKP/WH7/t8AAAGAExWIgAMBHh3OKxPIjy1rW1deOb1PlGIKgL95u1kKuvmb9q0OiwgLbd/d8MW9o7J2L7SeFaH3NzNjgvhqSzZk+ffrw4cP//vvvW7dukUiksWPH7t69e+zYsdb0aRdCO32DYToIMbAAgEbPcHrJw+9mjenSF0PBUV4JeiWA1b0oNKL/ZAzdk+AxDAAwZenmC4e/1xT/44wV4rFolZqLOCVOXvFu+xQzrZD8dUh2/Rp96DAMkYjtfsyDgS1bthh0Tq/X+/j4AACqqqr279+PoqhcLn/vvffMyXtiAbv+bx9y0pli6gmdiTpRUCYYVjPv89k44jNggVHr4Je+vf3iAP6rQzwAAK8MFmj0CIqCTgIEIAhav2LuB1/+Mm3UkMjQXgpe7ENMTgqtnw6C/hRHePHixatXrw4fPvzXX3998cUXHWyxMGMXQjt9w49/n5EKQg13MBzVgS1WdqSCekSPhbDGcKgEl4QuO0d1CripDMdpfgqGiEyDCgIAIAgaMfV1AF4XCqu0GnWowNOkD1NTWqouKmCkjgAA8Ba85vTaEgzRqiAzBwcHD482JkaDHAIASkpKekgFAQD+sV7ZJ6QEyPTUuQlXO/9/o/qtCpbWKRuVughB88MHCY8dGsj1cWpeCw1zN+uhBIPBfL5qYU8NsZ9xvUYeER5y516hcVKI1tdMi7LBEwACIBgyux4h2oPrCikpKYcOHbLt9oFdCNtgd432Dmq15qRIBQW03H/LnQJOXv13XHJiu5ZlTWU/P/o52TV5uGC4+f0rrn8E1+cyXjzaSXQ8n+/a0SkAQN3+vfLMDHrSUAiPx1mXtAIAgKKoUChUKBQwDFMoFF9fXwBAUVGRIQN4fX29lf13BKxFBBT/s8hBT6zpjTFqMHAVdPZ7sCE7fjsyMDIoxowtujslDRceiW8USKql6kC+w2+LW8xQy0f1XobS/o9ch9SqdV4OLY9oR8ukWMghGqu48+RIsFKYED3d+mv1nxnh4cOHcTjcpUuXsFhscnIyAECr1XayomMOdiG009s0aOG53/+J+se0fmjEUByO5uS2FkINrPmr4K9z5edYRJYTxalblyBHLgGI3qQKVpaUnNr21ezP11NpNAAAgiC/vf9ezLgJoQkJmrJSTVkpPWkoAMBp8VLnN3GQLSZqCoUiMzMzISGBQqEIBIJ79+4Zjru5uU2YMMH6/k1S+7gp76Sw8Gy1qkGr0+lBB1M+l+heMsVs++XP/XnYkzkZ6yEouquNuvMPxacfiMLdGTMHubcOe7djIF2sSKuR5TVqqhRaVyph1+CWlYb3I10YeGyxY+y9K3mIixdSL5pui+lgv6KgoGD8+PFisRgAYHiUPHLkCA6Hmzp1qsV92oXQTq9yQyz/8n6lSA8xn1qQLHcOPHXtxtik5pXPQwWHzpefH+E+YprftC5NMYi8CkVgLL055A7LMp3TS6VSnV65IrG+9uCbS2d88y2ZSv1t1cqIzJs5d++Qt+8g/PG76mG2Q+IQCIzqiXkAACAASURBVIvFWV0RwgiFQmGxWC4uLlwuF4KgBw8e2Krnp2kolheeF+Wfrm6qVOKIWIMFxkOEKfxCjce0f2RugGpGj++NmukGFQQkZj1grtt36/OXQWstvPy49ruLxXteiyETmj8Sr6d6rxzjh8daVXP8uUGi0ec1qhN4NOORHKnqnkQVyCCN4DsEM9v4tlgELADA19MjCmTcASBYKUqIHmKTYcAQpDc7W5v5/lILWLFixejRoxcsWJCU1BwWmZKS8sILL9iF0GbYXaM9hxZBd+XX/V0mld48z4gd8XQDDMVh47njNLwueVAyAGCS96SBzgP9mF0shaE6pTp7tzr3AN45ljbsy84bk8lk52HDGv46GFdadPCtpYDJirqbgUKQKjzCy88PXvoWhkiErEvdgqJoTU2NWq02xvlCEBQeHm5Nn12iqNUUXRAVnReJHkibs8As8vEe5oSnYAEArrqhGd/v4jV6tXsXIUDr6d0+94rN2b77z/25GEBuNgNLiO7r9t0aFVPLc/WcOcgdAMCk4AVscpNKZxRChtk1tvohR86c/7tIjO1gLcEHUq1b9GrnPcj1CLVVIolLQtmu/LpDw7zpT2KKXvXjLPDvYods/tDY9EOXpg6L7NbgO6H/LI3eu3fvzJkzrT0yWCw2Ly/Pmj7tQminNyiTa7/IEpXKNBM9mL8du6nMqjDZTAfkOfm5BiF0IDg4ELrwg+nKryhvb0LUDQTvMeQos5JmTXjzfycgDPjzQHxpsR5FYQCuK9VvfrERg8FgeKZrqZuJVqutrKysqKhQq9U0Gs3Dw8NkvuOAgID79+8DACIjrb1JaRX6ksvioguiiht1CIyyvGkD3/IPGM+ncNr4evB4vOtguuyxuN3bfZJ7vMDQd/tP7MvFGlXQgITovvdClo9AYhDCKA9mlHWx3v2K8alDD5YelXpEmThXJ3wjwrSA1Wv0/9Yo8hrVuY3qSoX258EebtTmGXyKi8MALoWGa3k+67wMmQFfT4/JXMzgATYTwv4DlUqtq6trLYSHDh3iWffltQuhnZ7FkC9mV34dDYf5vwGuMVzK7XCC3ru6o/ZsuDv3RDwFQ3WmJm/EOYaZ/6bhY8f+dOafVJkUB0G3yJRX9/+JsUUCT5FIVFBQwGQyAwICnJycOsr6HxAQ4OzsDCyqPmEARdCqjPq8U8KSSzU6FezgQo6Y4xk4wZXp0WGOm4WfzrLsWtZQWla+93o5cDThjsE4BVHl93t/SL0AHo8f6kg+otdhcO0nhWGamgGhzWvRNSodFYc1FlQRKnU7HotZRGwgg5TKd6DgWpaFuSQcl2TJjXrSiGEW/R+Ypv/kGp0wYcLMmTNXrlwJALh06dLZs2e3b9++bt06a/q0C2Eb7K5R2yLVwlsf1tyuVSQ60ZaH8Ogd54sxgoO68ZnEu8ThXeK6NSQEQX6ZO2cIAmsgSAmgRLXq6Afrpu/YSel+VSMURREEMUZfuLq6cjgcc6ojWSyBzRaYc9Wqei2Rjvcb7eI/lu8SwerJ247l3K3FNiFEqLaM7Nh+AVagfLTxnS5WCJ9dFk4YdWXXUalXm0khWiucHtMcz1Oh0C68XrYy1OkF1+YUCgEM0t4kTx7ZlmvCtr2V9Z/qE1u3bl2wYMH06dMBAKmpqRgMZsGCBWvXrrWmT7sQ2ukpMuuUWx6KlHqky3wxrem8fJo6ezfcVEZN/Li7g9FUlOvFNZTomP1r3xmEwACCHsUncrx9kAO/x5QUHnrz9Rk7viObrYV6vb6qqqqsrMzZ2dnf399wEIvF9lCNQGmpouBsdcE/1Y0VSiwB4xbPCRjH9xrqhMH1IwFsUunOZNUM9ufwnxRPHujD/nj+aH1d8XdXylXklmVYgfLRd+/McuTazI7U38Dj8anOtL/0eqhVqlhmQ2VcePN00I1CWBbCi2yVTRePgWyrgs8xTCbz8OHDpaWleXl5WCw2JCTExcXaRX67ENqxPUZfjAeNsCHGzZNmu8IFEAYACKAwgLq3mCncshFuaHD/8Rd1XR0KoIfxiXM2boIg6AQCQ4f+wCkUjQ0NZgphfn5+eXk5DMMcDodjkbkUhmFgRkEldaOu+GJN3skqgwXGKYwR+YqX3yhnPKW/fG01OiRfJDMEtqu08JbT+QRc4KQBzfd3Pos8Nc4VAFc27fbnJwsMWuilL/hmzXOrgmoYIWExAIB5Y0dc/Pmo1Lt5UqitqRoZ5m9sBkHAnBKb/Yr+k3TbgKenZ+u6E0KhkM/nW9xbf/lG9RPsrlHrae2LWejPxXdcR8kCSKHdWE/TVlTo6uuoEVEAAP7KNVg6A0cizd6x8+j3381ZvsIw9Ry/9I1TJNLwF0Y6u3VdesIAHo/n8/kCgYBGo3Xd+inKSyv2fnBMr4ZfXf+ip58J06ZeA5el1eadFHZugekP7Lletvta6bk1QxzIOCcG6fjbCc4ME4EuLyTFAQA+P1ngjJd/s3wqz/H5VMEVtypYRNyHkS4AADwen+JEPQLDBhNytL52wdChvTwe21ao7z/hEwAAFEUrKipkMhn6pLDaBx98cPToUYs7tAuhHZuBAvBPZeP3ubUULOazAfxYrokJlhbWKnVKAjBrjogoxap7O7EMr27pn5HK9Z+iGo3PL78BAIiCZskhkckzV7zdutnY+Qs66USn01VWVrq5uRmzoHl5tY9DMJ9zhy9lfFfEbvAHAOxffCFsPn/87NGGUy0WmMs1OiVMcyZ1aYHpTbR65G6p9N+CulcHe3Idmv98YyKcw90ZJEKzs8OkChp4ISkOoHBUSIAjl90bw+0xYBQtlWtzpercRjUAYGVoS6qH4Xx6a5PLgvEvXN51TOoVidbXvPQc5bzuc65cuTJv3rzS0lIb9mkXQju2weiLSeDRlofwGAQT63459Tm7Hu1q0DQ4gS4yxaB6lfrhHk3OfgBhsBHdyKqlrazQS6WU0DAAgOuatVim5ZlTZDJZeXl5dXU1DMMkEsnKfQi1Wr378wOKMxQ20hz1z2p0y/uq6eG1r2e+Nq3ycqPRAuOV4hQwlu8Wx+mJp2oURbs7RRA1qjeeyLtTKlXrYCIeM9ify3VoFjM3Ntmtq7KRRl5IHtR1o37Ptkfic1VNAAAmARvBblOscWzb3Kd4PD6FRzkCw6FKYWyYtTmv+xwUANTsT2SPmmWWLFnC5XI/+OADV1dX4/7Cli1brOnTLoRtsLtGLeOORLklu0ahh5cEOk7yYD79ddHC2t8e/3at6poT1YlL7jpbrjr7V/XDPQTvUeSopRhKNyKEKj75EIIg7x9/AQAQvTos1Hnjxg1DmXgejzdu3LinG8AwfPv2bRRFrVkFNZJzL/fIZxfZZT7UtrcSKqCjdxy2ztztRHWNHhoWMI7vlczD4HsqowoMw8u/+NHDhbtqwbROmmn1iFILM59EtTPIeFGjeuIAlwQ/TrQHi9hjw7Mh/2Zkvn/sKoHrbPKst0L43furzennXFXT/qL6n4d4GEP3RrrSB3AogUySsxnelvnjRpz6/NuZU18wf+Q2xLa3sv6zNFpWVlZSUmKIQTJiZc4KuxDasQqjL0ZAI6wfwG+d/7c1eCy+XlM/wmPEdL/pB+oOiKuqqrLPe9Ck2CfV70QyHODFeAVERUZFAgBIIbPx7kk4bohZY6iqhJuayEHBAADXd97DcboWWqlU6urqCgCQy+XGg61nS1gsNjIykk6n26QuRE5GPrvMBzJ1d4AAFESP5sxTjXkz2voLdQKCICvWf39T43srX6X/Yf+7i01HFiIoOvGrG8lBju+Oa85RSSZg/3gjvkfHZnMSY2PC7hflCUz9SmurXh8T2+4YjKJlcu1jqTq3Ub040JH2ZIWTTcQFs0gqPWKsFB3K6kYpSgKB8OnUEVFhZn2M7ZhJbGysQqFod9DKgPpn4OHOTr+lXK5ddrPi7zLpRA/mt4MEHakgAAAC0Oro1XMC5xCxxCmpLwZJMj6KVs71J8zxwRv+rY6EXqbciWQ5e3t4AwAggoOZKggAKH9/rWjHdsNrkq+fBcUiFApFbm5uWlqawc9pgMPh2Ko6UurUIRJCZUdna7HlKdN6dukMQZDln3+XrvGFsHhAoh8ppmz4Yb/xbK5QNu2bm7lCGQAAA0GLh3mPDOtelvN+yEsDghCJibwNEbra8AD/1kce1KsmXyx+/Ub51zniW7UKkVJnPBXDpawJc3YwI/61I6LCQi1+b38DNftfj7Jnz54vv/xSKBS2Prhq1Spr+rTPCNtgd42aidEXQ8ZiPo3mxzm2N3SgAL1SecWL7uVJ9zQcMU620o7/mOgsBE/BZ4K0jL0gebw5A9AKqxCFguTnDwBwfXcd3rznwZs3b0qlUgBAdna2IcNZYWHhzp07FQoFFosdOXIkDMNdRjV0C6MFpkFaz6WY/lzRw3A8px6ssdBGBQ2Q6EeKAeaHP9YsngkAcGKQ+Ewy/MSAN2mA5Tb0/kNCdHjQnYN5nLY7u7VVYweEfnq/+kUPZtiTuZ07FT/ajR7AIAUySS7PUTCf7V2jZjvAYaQHl0YjIiIUCsV3332HwbRM5GAYtmab0C6EdrpNoxbe+rDmVq0ihktZFerMMlXWVa1XHy08GuMUYxTCFiTZoIM5myeuqKSo0MvHdO2IFlC07J2VeDbXc/sOAAA5oIuyPkZycnIMK6LGPJ/GF/n5+SEhtlzCqi+S558W5h6vMlhgWH5UUGW6pesAW5YYbQeKoqs2/3JD7dM+4xeJ/lcxAD/8sWbxTBYVv31ORM+Noa+YMSD44zwxht3ykBSuFceFJO1Nr2jStkz92UTcEnuxp67oP0m3BwwYkJyc3G7bfs+ePdb0aRdCO93jrkS5ObtGrjPti4FRWKlTOhAcyDjyh/EfcsgmIsZQbVNHnTsxsAXlBR0JoVZYhWo0RC9vAEFuaz/AO5u2QliGrR6cZdWqwrOi3ONV0jJFSxaYZF5dfdiPE09ydO0nW3WYyonjR9vk0iaRyxWV9SoMyUS8CkqglNdUWeAj7f+gKFh7pypXSqkvvs19IoRQnXBOQiQZi/l5sInwTTvPCh9++GFSUlK7lZvY2Pb7vt3CLoRtsLtGO0GLoHsLJX+WNgioHfpiNt/ZDKPwe7HvQQDq0B2K69BuIJQiAu8OpncIUrZyGcHVzWPLNgAAObh7szcURWtra1UqVVZWFh6PRxDEMP/Ly8szJKRgMq0qgKBp0hVdqMk7WSXKkkIQ5BTGSJ4d4jvSmUBt/orxnBwpAQh42P6N1BDAd++RpcgDNyuKxIp1EwJ/eHfO4i9+KyW32axCEf0ATN62915/PlTweLkUj4FGP0nXAkGATcSOdKMjIPRYnRjD4gEAwjQ14YG9UX+xn2DbWxkCQbDZHxWkJz9UKSkpTx80lKq3GLsQ2jGLcoV2wwNRsUwz2o2xJNCRiDX9QU9xS8FCWJP2SAOagmNacTbKppj8plSCgCiPNuHqWqEQ1WmJHp4Ag3F970OCq6tl4y8oKCgpKQkNDRUIBG5ubufPnzccd3V1nTJlimV9AgBgLVJ6TZx3UliRXofoUZY3LWaRT+B4Vwe+CbEfNDus4F5pu4ORUd2om9E5Wj1y8l61N48a6cEEAMhUeolMi6KAxWL+sPaV1lqIIvpoTN6OD17H4Z69OwCCgjK5plEHR7YK40sXK8g4zOhWecvWhDkDAECgY+5PB/NZPLS26qU4u3vTcpDu1JTohRRrtuXZ+xrY6X0uCJu+zhF35ItpTbxzFz57DI0/eNjYa3dyk/ntHX1lUpz7oHmtj6AwXLrsDZKvn+CLTQAASpjloUJubm4MBoPH49lkAoQiqChLmn9KWHBGpFPqaU6kkKmCwAl8bgC9k3cNGhE3aET3amV0CxwW+uFy8cgwZ4MQLkppeaRorYUoisQRS7a/2+MqKJU2Zufld3SWiMfFRZsq2tcx56qazgubCpo0Kj3CI+P2JrX8D342gN9Rlb5ZMcEf5YkjtOIBoUO7dTk7/x3sQtgGu2u0HY1a+MuHNTdrFQM4lFVhTmximw+MUq88XHgYB+FmBszsrJdWObLxLnFcl7i4gNITPy8f6iZ0IEEAABQF6eUkeszSIQOHAwC01dUA1hPc3CEs1vW9D4zZ0cwERdH6+npDaQhjHl4KhUKhtMkDkp+fDwBgdTPWwmCByTshVEo0RAecVwrPgiwwjY2NwIpiTACAaqk6vVCSXiChknAfv9icvgsDQX8sjWd3kOLcoIWvb/ydTcV+vfY125pjTYIC8HlajtbL9DwssvZh50JYLtfer1dOELQsWdep9RoYfYHf7PBs3biTWrWDosLc/9k2a9LIbg7/mce2rtH+U4+wJ7ALoZ0OuSdRbs6ukXXgi7kjvrMnZ0+TtmmM55hOOlHe3owoxbShm1sffHDuAvlq3cmEeP9QPqpX1zZBmvT02vILsUMnEnG4kjcWU0LD3D/9HABAjepemHl5eXlZWZlSqSSRSM4du2nGjOlszE8jF6kLzlS3tsD4DHf2Ge6EI/W4nDzNFydyj2YKAQB8Fjk1pE3cSEcqaIDFYv743qtUKqUXVBAAwGIykpyoV6l08PS9WFQ2L6XN4gGKgnKF1p1KMFr070qU3+XWDnF2YD1J1zfLhz3Lx5JUpVuWzmVZtwdsp3uZZbpqeebMma1bt2ZlZel0ukGDBn399dc+Pj5Wj9Fy7EJoBwAAqoTVrvyWiCsdgv5WKPmztMGdSvi/AXzvp3wx6dXpO7N2etA93o5+20SARCuwdAFEcAAoAqDmoB8YhkuuXE4GaF36PYVHiF9CYuP7ayMU8sKSwty7dyMTElzXvk/qODta5zQ0NOBwuLCwMBcXl86fhUvyS+tEktikAZ200TTpSq/V5p8WVt6WGCwwidMC/Ue7kJhWFZaSSrsxI6yTaW8WSsZFtfx1Evy4HhxKgj/Xk0vp5I0modMduvsWa3h9/Ihbh66oPdqnnI5CG8IChgMAqlW6M5VNuVJ1XpNapUe+T2hJyzDclZ7i4mAyaW13+W+qoKhG5GZ2TZVe5pNPPomOjj5x4sTDhw8nTpw4efLkBw8e9OF47ELYhv+ma/TG3awfzlzZ897/DD+a44uJdYqdGzx3qNtQrIm6gChAYIBp/mgRA2e0O43FYmfv2Hn4rTfiykugA/vuHz8arJAXKFXk8MDIhAQAAC3W3I00wyoom802al5YWFjrMNuOOLXv3L2fy3AK0t2xDxe+P7vdDAnWIhU3JfmnhCVXaowWmIBxrnTXbqTX6oiGBunqb48hAHz/zmwux/T8RgcjErnWUMzhRoHk//5+HOxK9+Y1784mB/Zg3KFtYTEZcSTtNRRtPSlERWWzBjWHLcq08F8lDd504gg+PZBB4pJa7kg0nD3vleWo1eoNBzZ87/W9I8c2IZIIAOZHyXdplpk2bVpERASJRIqJiXnjjTfWrVtXXV1tfX1di7ELoR1w4M5jod+g8+m3RwyKuyBs+ianloiFPonmx7f1xWhhLQHbPBPCYXCp7qlPdwVLcpWZX+Jd4kjhCzu5Ip3BmPrNt4cWLRgoruYo5CVEEm/6rLjp7SWzEww14svLy5VK5YABA7jcZm3oUgVVStUvHx9QXqRwgAAAoPtb/3Xxb1M+HiHwcmtngaHySCFTBQHj+Y6BnVlguoVU2rj4iz2l5DAAwNItB35452UW08S8cNneB2od/MuiGABASrBjmDvdq1OPUr8FRcHCsSNuH77aelLoKKsJDxhueO1LJx0d7kOwadFKOwCAX47/Qh5G3ntu79sz3+66tRnYdmn07bdbRsXlciEIareF38vYhfC/zo27WY+pLhg689CDzH9JbuliRTSHsvopX8wd8Z3dj3Z/MugTDsl0VVVEVae6+622+B8MmYPx73pBprqoEFdUABxoAACWVtOEx+O45k50tFptWlqaXq9nsVh+fn7ml4l/dDf3r0/OO1b60Z5s5mMhHPYhf+/cs5wAKrnMWVmnIdBwXik8n+HOHoO5kE1v0FJp4+L1zSoIACglBC7ZuH/HqpnlMjSnSjYnUWBs+XKCAHmS8MyBhHMgPUvfUxQFN2sVeY3q3EZ1XqN6uhdrEBW5/OQsIq58KyXG2BgDAcJzEcjYr9BoNHfq70AMKLMps1ZSa5NJYYbuzCXtH2Y21qGaYbm+Q82rRXzp0qWUlBRrvGPW8yx9wXqB/6Br9MCdxxhBNACgiOOTezPjrVFJ0zxZT9+aPOmeQewgUwuhzWgeH9SVXSCFvkIKmwd1HDKvqxFBOHypSPTgk49iHGjFBKKY4ziwulK//7ezWMzI+Z3NI40QCARvb28Oh0Ond2OuduXU9fTPi3ga/6dPseVu0psNIufsmZ9M6SELjEEFS9pGtZcQApKWfU9xDyWRaeMiXVjU5ixoif7PUg13DYzKdLBxVROCwPacGpkW8XIgpPIdgpnkUWOHpT/ZKYzW1w0MMREQbceG7Pp7l0aggQCE9cT+fv73FS+tsL7PYNwgDsbcKN4apNTT09OclkVFRUeOHLl+/brlI7MFdiH8T3PjXtZjqothMRFPZwlqC6d7tYQT6BDdqZJTqe6pDgQHDonzRsQbnXRFCnuV6P8ihtZZkhREqSyc/4pDSuqZm7dSGhtKSBSX1e+mxMYeenNpfHlJ6Z7ddwOCohMT273LsAoqlUojIlryYVpQJt7JnYvRVHR0lo5nBrxECxjXI0letFrtkvW/lJBN5PN08Ilj12UcfH8Zg/qspntefquCS8J9Ft3yq9sc68Yj4VvtLpObJ4W1VS8nPIdJTfsPDZqGc0XnbtbehBjNv/xMaWZdfR2Xbe2+MhHDZGDNtd7IgYJEao5v8fX1LSoqMrx++eWXf//999Yt33jjjfnz58fF9WB8rTnYhfA/yh+n/5BpZUezmzBxE40HK7g+q7/6zM/LaVDQoLCAsFpV7d/FfzOIjBQ3E4/wsOQxoqzFuycZfoTwNAhvunqtrkYEEYg4FgtDobiufpccEjpkYMLVjRsiX18K02iPHj8e+M7a6xs+ZwQGt1NBlUpVWloqFAr1ej2TydTr9dbEgPsF+CmZF+hS0/6UWmL57CkvWdx55xAIhAAP54KyRiz5qfUfddPQcHcGlWTqfTagTiLZdfoSgWi6f0QlXzFnhjn2IqkWNix15krVEADrY1omB7N92OS2xhZ3antX7eKxw278eTUIrw0PGNrt/4dnmTtZdwaEd+ZMtgA9oi+TlbFJbBaRBQDYl7uvXFa+NnYtAECtV/907CfnSGdjdieMF2bf+X3LZiyz8qIWJ90uLCzsqNm2bdukUun27dutGZhNsAthG/47rtEbwhu5sIPW84XWN0gcg/1vgUJETiPlk8ICwvhU/pYhWzraFFTd24moJHj3IaDT4FlYLi989WXWuAnOby4DANCHDgMARDjyguLib926VVVejsfjCxWKubt+JRDa3z1VKlVlZSWPx/Pw8LA4F6jRAlN4VtQoUjh3ED7ACiPQGTYzxRi4+Ej81+2qb+dGYiDow9dferTux3INBhBbjUDdNNlL2VGNXJvA5XDyFEgVz3QG1xjlg45UUI+iraPUfy2Q/FPZiIUgLwdCWNvitIlOph+AWsNiMuKhpvGD+vjBv5fR6XRb/t7yNng7NtzClNAIimAgDAAgsyYztyF3duBsAIBMJ/v45sdzg+caDGsuVBcspnkxn4VjCdgCHVbXupNbDbesnxTavPrEyf9n77zjmza3Pn4kWba8HTtOHGfvRQJh773KKqstLZSW0j3ppOul7e3t7d6XtlAopYtCaeFSWsoqe4cZIHvv6T1lSe8fchwn2GQaCPX3kz9sPdLzSLGto/M8v3PO9u1r1qzZu3cvj8dbtWpVcnLy6NGju35+3cMvUP4norNTlYHTmxpiiaC2k/682JkN+XbXW29WEAAEw14RT13jzQqStbWUXgcAmEikfm654o62qWdYs0cQBJ/PxzCMfetwOCwWi2sfuVw+ZsyYvn37ds0KNhUaT60q+PHWQ1uXnizYVRM1NmjC04NMtO7KPRlg1AO6Eqndhnq9zUG13AQQBAEEdGYSADAU2fz2Q3clORC7wdlqN90eT774sA+tIMv0uCDK5KHiB1pbuniUZ2dlW5l23t4iO91yLbMjZR8ODtsyIXblsIiuFS16ccmdbSri3vR8u+1bbAC25dSWDu5fb6k/UXOCfW2n7I/8/ciOkh3s23Jj+bn6cwzDAICMJ3u2/7MDg5yao/Hh4xckLHCNaI+wt+kWi8Z+3P1jN6+FQlBHh/8opB3Lsn///tdee2337t3BwcEAsHbtWrZQ6PXC7xH+4zjXZH4/q7auxiGK8BC0zg0I0hVGeTqOsZfuRUVqjqI5oZfQa94WSq8rWHynfO784IceBQDpxMntnpXZbK6oqKioqJBKpQMGtNydr3QT28VYay36uzb396qGXD2Ko+FDFYMeiouZEIzzMQC4sOMrYWXb+cl6vOyOuV1MvU3TTF6N8VBuw6G8htxqw8p7MgY2r7OOT1GOT2llM5bdOw++/XVDrgEAvS3W8tz9t3dt0E4xb+K47V9trIpum6Mng9aqwiNO1pvYOc/n01Sy5uj1OAkxJ1JmpxlXYEPUVXPWdIRrk87mxoEkyRP1J5BopFhQfOrCKXen0ESaBLiAnb1cnbU6PiCeXX04VXtqQ+6GtMA0AUfAxbhjwsZESpz5BefEzpkTO4d9jQDST9nvyhFtNtvJxpOIxMOz6UnNyW46hUxnakpc3SMsLCycPn06wzChoaFMszpar/dane0a4DeErbi5VaMOhtlQ2PRjUVO4gGs78ysak2atPHvlbnY9VljUSlRCNeaYMz921J3jxs7gDG+bJcQFWVuLCoWYSIRJpCHPPC/M8OxtbNiwwW63A4BOp4uLiwOA+vr6lStXIghiMpkeeeSRrl2dzeAoOVDHZoEBBpTJkhHPJcVPDeEHtLqDB6YL64ra5vvm9XEoArso1KzWU9uA8wAAIABJREFUWRevOsXBkL4RsscnxkYo2gmHWnbvPON/vwOA5+5f3LURu8CseNVKgxHjt8xhIrVlg9NTb99XBAAYgkSJuBqbw2UIU2REisxXy5b/ENZvW2+NsCKAcOScbw59Q6iJtMA0ADhQeWDNxTWfjvlUTsgBoMHaEGwLZg8ZHjK8n7IfH3POPLv8vA7y7S/f2qw2NNfpjZEOEm+uxowC+s2mb154+IUeubRuEhsbazKZrvdZtMJvCP8pVJjsb1+oKdDbJqjFT6YEPZ8j0oZ7sIIssfZJrtfWrHWW86tRnkww7GVe7Exvhzg0Tfl3LwhcsDDovvsBQDbFa7FZh8PBZgF15QJNSHDOmBUVFXU2rrYlC8yBOpqkA6KFAx+ITZyuloR57mfhi3Pq7qtrs7HjU680w6z6uzhSIZjWz3nyoQH8Txb17RshFfI6+mt64u5b29+pR5kzYcyvX/5cH9PyaNKf1ozrM9ZRpU+SEnESHoH5V0m6i9lhNpNmtgxnTn3O/8r+J0txfq/qZHXr96//YP4HABAvi78r8S5XboqXB73s6kHGk8l4Xc8G99Cihx6Ch1xvezbptgNByA531fHQ+xsEvyH8R7CnSv/fy/VcDHk9Qz0sqHM5SjhBfYmUhUTaEgT3cCBZV4eJxSifzwmQhzz1jGhQO2WYAKCpqclsNrO/z4iICARB6uvrzWYzANTU1HTwrFgJTOHu2vy/qq1au1DJS50XHjspOKRfO9UkRCKRSCQCgIvZBeW19beMHdbuWAarY392/ajEQJkARxHkVFGTxU65DCEADI+/scL+dHaKjWdPkfEHNucjvTUu5CuTkcMXAQBSW7Z4ZH8pF5sf1bniG72U7bu3T5swrSPi2E6hsWkOVBwYGjJUJVABwMdnPmaAeXXwq+yI0sSWGXhBoACvcDpnaqFaLfRJlI5P8Vef+Adx86lGjQ7680t1+2sMGQrB82nBimavxUbZrnIUQ7Wst3OC+3OCPZeAIBvq8xferrznPuWixQAQMN2rv8jS2NhYWloaHR1NUVR8fHxZWRlJklwul6bp2267jd2HtVJXoanQWLinJu+PKn2lhcPDIkcpE6arI0YEol5qBXvkYnb+82v3GVERTTPTxw+/+s6VGsubW7PfnJ86JS0YANYsHYB2L+OM75JoMAAPHSktNdoBAEXgrhi5yxDeNmnMjlUbK6P6A0AG3ZQU5yFD3k0JSZKbL282UaY7pnYih58LB+0oN5bLeXIpTwoAG3I3lBpKXxz4IgBYHJbfCn8LFYWyhnBWzCz28Y4kyRx9DqJo9SUp4Zeczjo9IK2HQymuwk12K/MpfkN4M3O+yfJeVo3WRi2KlS+KVbhPV9SYa6Tg9XZsL/oDwGuSF7KuDpNIUILAA5Wqx54UD2sbAu+N3Nxcm82WlJQUERFBEIRGo2GlYlwut926gKY6a+He2rztVfU5egRFQgfJBz7YIoHpFKwVbBTGAcC7f5UgCDJtnNMvbDTaj+U3Hi1oHJkQOK2v0+dLVIl/enRwXHOQQDetYM/yXUEjjiJ3xjglrwjAEKVwklqSKCUSpG0nPGfEBn9hMnG0DYuGe5Ba3Kys/309GUf+Xfj3bfRtV3cKGWBYAcvputO5mty7Eu8CAIPdsOLYiiUpS8aHjweAIEEQ06wFCRGEfDPxG05zfnl2CZAdkV0ddO+co+D8dvK3a2kIe5aezTV6o+E3hDcnFMP8VNj0Y1FTmID7xlB1nMRZ2saVODsAJFfJEI/JYgEYj6ERZE11/t13Bj/wsOL2BQAgnz33Kqdht9vdZZ/9+vUjCOLKmxFpJ8ELdqOjeH9d4Z6asiMNDM04JTBTQvjyLooYL+UUuKwgAFj5qvd3lqAoOnXMkIe+OXOuTMswoBTz+rnVg0UQiOtAqNxVsFqtz/13LS/Qs87W3lj7weNLeby2ta7aYCCpHJ3VSNLjQloiEStNZJtg9qUJXpWBcyeO/X3VRhUPS02Y2JnT78WQJHms9hgagxoiDJt3b759SotMt8HSUKwvHhQ8CADslH3ZwWXTo6ZPj54OAKX60tO1p+9MuBNBEBkhW5axLEbqlFi755pHEISDtL2FkiR5vO44Eu3ht1PIK8y8kDkwfeCVTTc+JAL2Dps3spfZQb8hbM3NoRqtsZDvXKjJ1lpZXYzLLdhevP1A5YG3hr3FxbhIeaPMbPB4uJUESBrdxgqS9XUcWQCC47gqJPihRySjxl79HDQaTVlZWW1t7YgRI4RC5+KiuxDGoDcc+jlTV2nGgWumDQkRp4aMbdGXsxKYwj01RXtrHVZKFiUccH9MwjS1NLxbKepzCoqXrzvgsoIsJl7wO38WIgD9IpXD4hXD4xXxwaKefaIlCEIaGJwZku6xdQh64epW8LdS7fYybaWZBIBAguNuCF/q6zWIxSOz4oITI3v317tT/LD9B2uEFQUU42J7C/bq1fr4gPgxYWMA4GTtyQ25G1ZNWMXGKowIGREhceY9nxs3d26c8wkPAWRAUCfcuO17tnNpLlHqWXO759iea2YIe1Ysc3PjN4Q3G1fRxcRKYzU2Dft6QWzIEEmTt07OiloXYKooL1hyt+qxJ1n/TzH/amstFovlzJkzRqORx+PFxMTguIcUmmeOnvv9nUNBlSmu+dB9L+Wcn5G9dPnCuot6lwSGkOIJ00ISpqvblcB0BIZhXlm5uU7i4aZmJlTvbjz0v3cfEot9Vbd2ydhBp/deZsLi2mxHKwsXj2t1Z8zWWo/WGd0dOxxBosS8qWHSJCkRL23Hcbw6cyaM7c7hvYLTdad5GK+Pog9JkjvLd+KJzm+gIcJw+Mhh5SRnZOfwkOFpijQCc1qshUkLe2T0ObfMmQNzeqSrGwq/WMZP78DkoD+/XLev2tBPLng+LTjwito9yfLkZHky+xrxXkeCZgDDeQBANtRzZAEIh8MNCw+67wHxsHZEJSxsspjo6GiVSnXlLCjDMBs+/61soynI2irJiNQeZP3V/vSGt9VorEKkdEpghgeinB77RZEUU8uNRJsKaXlsmyauufrRGf19ZwUBIC4qsj926vQV29MRg1asdNAMp3npschg+71MNydS5qqENTNCOjPiehap6RE2bNswaeSk7md/ZrE6rCaHic18VKAt2JC74YG0B1jRypaCLQFEQB9Fnx+2/4DFtnzPMS7Go3gzo52Srm7GKvzTcABqby9fjPvOPj2ZHqeXna6v6b2q0QtNlgePlB6sMS6Klb8zMJS1gseqj625tMbj/owo0ltX2XXc1P4jbSUl+Xfept31F7sx8M6FeLDnWbjGxsaysjLXWwRB+vfvr1arPQoT9m7fV70OpNbgK5twhJvMG+RIbFjy97jJ7/aNGq3sjhWkaeZihf5ofqNrC5eDLp0++ImZGQGWUvc9uebqZeNC5k8b3+WxOsh9Yweh1cXuWyxl+Sc4Qa+criwytIh4J4VKfpsQK+9wVGKvgKKofZX7ftj9Q/u7ekFj1Wwr2lZndsaAfnjmw68ufMW+xjGcg3LszVLnp/s//UTfJ0iSPFJzBG29gGoIN2zetbnL59C7CA8P98+LdpCb6sf2z4TVxfxU1KQWcD9r1sU0WhvXX15/tv5snCzO4rDwrygQmDZu0YnVvw5JaCs5YRjIaggZqQwGJSgXLxH197o6QlFUVVVVWVmZ0WgkCKKDv7oxU0cd+XiNQOdZe0IzdL/Z8d0sB3gkr3HHhZoThU06MxkTJHQP8lsyOgogKkUtefG7Ixp+JADwrHVPTwybO2VMd0ZsFwtFH68zJQerM6CVUygyNNwzcViSlIgUtUx43pTl2n/64ydjuPFUxamrJ/qiGKrCUBFABEi4EgDYmLexRF+yfOByALBQll/yfwkRhgQJggBgRswMlywzUhzJ1l5gYd3EddvWWSIsaOtnfYyH7c3fO5+e3+MxhTc9FADVmZ17F/5vQ++m1kI+d7Lih8KmcSHi/w4LZ61gtan6pSMvZTdlL0patGLwCpcVJMv224ucOXxDw6Oa5LMuFVnde6No5pstDVMHzWffKu++B1eFeBu6qqrq8uXLKIqmpaWNGjWqI1aQJumKIxoH5VUjWi8oGXfrqHb7aQPTOrPhqWJNZrFmZELgW7elfn2fB0Oe0SfhncUjAiylhK3+6XEhvrCCRgets7fcDSwO+p0LNcfrTO5OIVJV9PHsUXdEB/SV83mdCYLsdVAUdajyEIZjbEmgNq2n607/nPcz+1pv07967NXM2kz2rYJQhIqceeFVAtXaiWtZkScA9A3smx7oWXwEACRJHqlu6w6yGMINv+7+tZtX9A/EjiBWBO3gX8f1pTcIfo+wFb1LNcrqYjAEXkpXjXVTEqqEqimRU8aEjmGzPbmw5W9hHFZujDP52V1Pv7F1jfKX31cFKSkaBcoEeYaAOycuCxvh1RTRNO16lFar1WKxuIPJyeqz9bnbqwp2Vls0dhtFOVDHlbpzAAjsJxSKOpf4Zu/luvf/yPvl8aFivrPDh8ZFPzU57uq/xIw+CW8toiqq62b3nBVkGNhermMTWFeY7HfFyhfHOZ1ROY/z1fCICBEXQ2T9kUz2Nj8QMybGdLq8cG+EdQcxwADgpOZkdX31fy79Z2rkVDZWoVhffKLmxB3xd7CxCk/2ezJO6pQUTYxoCfNAEdSVlqxdsrKzklXJmN3T1AIKWsP1LHRwzehZ1SjdGT/vKqFZNyZ+Q9grceli+sr5L6SpAgmOKxYYABBA5sV5qKUgHPkGwm2lB5l9/+Mrj2bGX8oHgBwEnf/pyph0D0/ZNE3X1NSUlJQEBga68oJiGNauFdQUmwp2Vef9Wa2vMLuywAT1H/3BjPVKQ1sbwAATNrBDSoqNxyu0ZvtD42MAIDSAPzRObrY7XIaQz+3QzOrA9OSB6ckd2dMbtRbS7KCjxc5ZTQSBTSVNJM0kSYkJavGgwFYW3bXbkjEDT+/PBQRZPLq3xlZfBTtlxzGc/Squu7wuVho7QjXiUOUhLMb5oaDR6KZ9mwanDw4XOx8358fNnx/nnIRAAHH5fN2hf3r//ume0yH58XMlfkPY+8jWWt+9UFNndSyKlS+MVaAI1JprPz//+ZKUJbFSNz0kTVpzNnEC+3CC+rIbEDeNnEPTxAmQb/34o36FeQyCVNjJJC5+/o0Vgvc+DI9tJaosLi4uLi4mSVIikUgkHSpda6q3Fe6pKdxdU3Nei6BIcJo0457o+KkqXOD8vsnTBHC07VH1RMmiOZ6L81nslLt5K6wz1uud6pKkEPHrc7wWxHCHYZjFr71Dqjw7YbaK4nUvPHJ1096mVu2b56pFOPaOW632L4ZFiPF2zHBcVGQaeQQAEqInXX1PX/DT9p8SIhJ6MJTtbP1ZLspNVaQCwKHKQ6svrv5szGcBRAAAlBnKZDzZhj83uNxBlpONJz8N+rSn5KN+rg12BLF22Ln0T432bm5w1ahLFxNE4B8ODktuLpQj5Uq5KNc9fShZftB8+jPaUE6kLnIZQheWy5dKnn4iKy0jNPO4FEG28gTi8aMMe3elNtYfff7ZER98FBbTUqqQYRiFQhEREdFuFjSHjSo9VJ+7var8aANNMQExoqFPJCTOVAsUbUPfUiZGnTPl1TZoiurNFMZTYJakmPDgML57jXiaYbKrDEfzG4/lNxbVmXYtH8VtXvJ5aWZSF35oCIKM6NvnVyIW5XgIbRwmwj1awXKT/XyTJVdnzdFauRiycliEq+nhJKWw9SpUu1aQ5YGJHQpE6XEoijpQfuBS3aXOGkI7ZTeRJta8FWgLNuZvvD/1/mBBMAD8mv+rnJCzhjBGGnN7/O2ulGOvDXmNoqhHdj3icgdZ0Bj0+53fP33n0z1zVX680LO3MgeA17V9Tzv3LvyGsNdQayHfvVB7SWuZoBY/kRLEx9BLjZcCiAC1UE1wiBVDVrj2NJ/6yJazEZNGiyZ8hqtbykE4tFqOTAYAREKifPY8W2EhzjD71eGq8RPDIyLOW8yC06dwm7UgOzs4PNwVCB8T46F+rzsMzVSeasr9o6r471rSQolURN+7o5Jmhcoiva72jb91tEmIbP2rxJoRCgAVNCkVlb/3/N3u+/x+pvqtbTkoiqSoxYtGRNgdtMsQdvlxc+msqfvWbtFGZ7TZjlUX3zthKPu60eZQuIUu/F6m+1+ZNoCLJUqJlIBW4ts+AW21uB0kITqqawd2k407NhrDjHqjvt3sz1qb9nDV4SGqIUq+EgDeO/0eAsgrg18BABzFGYZxPXUty1gm4jo1wKGiUJe2heVKd5DllOZUk6ZJHiDvqUvz42sQjxkXve/cu/Abwt7BwRrjp5dqGYAX01Vshi0bZVt5YWV6YPrDaQ+32ZkbNRGThPMS5oJb1Lw560Lpc8si3n5f2H8AwuEg824b1NT0t1AUO2RofUMDAAjDwitkMqPNrq2tjaqsjIqKavesnBKYXdWWJjtPgsffEpIwXR3SN6Dd38Hvew69/1eJVdh800TxA4bQWcs+/PSVR2Kbs3qOSAh8c17qkDi5TODBgesaOI6PVfJ/c5BtnMJBqCEqPBQANhVr1uU3/DYhlt+cl25+lGxelCyY32PncL2gKGp/+X40BkXlKJv9mWKoKmOVjCcTc8UAsClvU5mh7LkBzwGAiTRtzNsYJAhiDeGM6BmufiIlkWylIZY2gqw2Ix6sONjGHWTBYrHvd37/1IKnevAC/fgUEkFsncg12stMod8QtuIGVI2aHfTnl+v+rjaky/nL01SufDE8jLd84PJQ1pbQJG03oITz+ZqjTOconZoXSq/HJBIA4CclB8yczVU7C6Ht2LEDx3FZYpJGq1UqlQAQEhJitQaIAZqamkjyarMg2hJT/s7q/B3VunIzxkXDhigSZ6ijxwZ3MP5918GTH+wsa7GCAACAYLwacZ8X3l21+cNnWJ1boJg7Jd1D3H03uX/W1P2tnUKkqujeCU6/eVCggI8Fue8f5AMTqNPpwJfFmDyy8a+NpjATG1fHZn+OToh++ejLrroKMkJmpZzhNCHCkK8nfE1wnHPv/ZRdqVZRWV2ZIknh6DzfZLhIF9Om++kgPasaJQFsHfb0Oj6JeoPgN4Q3EA6Hg8Np9Ylka63vZtXUWZy6GJ1dY3XwXbenSDGbHYYx7HwYwQWiiZ+36dB09kzZi89FfvipoE8aguOqx590NfF4vDZrfkKhkM2OzbSJy2vGqiOL9tbmbq+suaBFECQ4TdpvcSsJTAfZ+vcJMz/5yp8UyuEZGH5FZXV4WM+XLWUY54QqjuPxQs4JN6cwhdZFR4Sxr6PFPJe803fQtG/l5Y3WxjJDWYYyAwDslP2Fwy9MCp90sOIgGuV0c3ElvvXU1jfT3ny87+NxMmeswuSIya4eUAR1fc26TERYxLKFy7rZiZ+OQ9O0+1fL4XA4HA6XIURRtJtpBHqZl9cZ/IbwRsFgMD7/0cqvXlvOvnXpYpQE/sHgsGQZb3/Fvp9zfx4ZOvLupLtbH4rwku9wj4ugjEZMJAIAfnKKbNoMPLDt5JXNZrPb7ZcvX1YqlQa9IVAZKJFILp6/pAoNBgCLxeKuDm2RwBxroB1MQIxo6OMJiTPUgsBOGAy9hTxe0HS0oPGBsdGfvvLwo//68hyTjKCtJs0CTIVvLxnX41awxkI+faLi4aTAMSrnv+j5+dMXrtlCJgwAALS66IlJ11q6sm3fNgC4Z+493eyHpEkOymFjFdZnr4+RxoxSjwKA49XHf877mXXpuBg3Iyjj0qlLBrXBPc1KAa/gdNbpIelDvPbup7fx6+rXJI17XW8pis5zK0hZTwxY9GzbZ+WO4wCwt79Xy869C78hbMV1VI2u2r67IH74wcyzowdm1FnId7NqL2qcuhiDveHdzG8uNV5KCkiaFD4JABibFlAugjtrEnGjWp7ljZmnyl99MeqzL/gJiShBhDz1jPsoFoslNze3rq5OpVKlp6fbtOQPr20btFQokUg0WVayUPP4B/eKxCJwl8DsqyXNlCiYSJ0fkXxrqCKhc5mpa3XWV365dLFST9OMTIBPTVOFBsi/WPHIo//68hzdYgsDTIVvLx7ZvxuBfTQDpUZbjs6arbUODBSOVjnXGgMJzsBAgbv+RcrnzQwT/0pRCIYNQo0ud/DawDDM8brjNEXfTd/d2Sf08/XncQxPkacAwKHKQ19f/PrTMZ+yYs5iXbEYd340w0KGpSpScczp8t6dePejBx9FZa3GwpX41sytvbQ2nh+PyET4QGGbqPeWtydt3ZqLtgHQ4Hmu6Er8U6N+OoFWq7XZbABgMpsPamksRvXTiWM6cdC6cgsD8EySfEqkAgB2VR8r0Zc80OeBUaGjEJqy5W+1nP2SF38rP+NRV1e0yYQKhQAgSE6RTbmF42X9CUVRjUYTERERERGx5asdZZuMwaZ4tomD4NLM+FX3/jrormRulSxnWyUrgYkeF5w4XR02WNHBmRG9hTTbKZXUObEmF3E5GHLf6Kjh8YoUtRhFEa1WyzDMW08seP6j7y7jfREUk1lKX57bNzpcpdFoRCKRx8pNV4cBuGt/kcZOAYCUi0WKWn7zHAR5tk/btcb7Zkz+e+1WPU+8eOy1tgSb/9qsU+sAYPOuzbdPvf3KHUiaNJLGAF4AABTqCjflbVqaupRNsLkpf5OCULCGMEoSNS9unitW4fWhr7t6kBNyOdEiyNz418Y27iBLIbfwzMUz/fv4A897ErPZbDB4rvQJADwer4PJmG40/KpRP75ixXcrKoQVAFCVJ5COWwEA2dLIrP3npGqC27Qhr77vlMgnAGBG9IyxYWOlXClZedSS+QmlL8XVw7gx01z9GE8eL1/xSsyXX/OiY1ChMOTp51xNVqvVYrG4lgN5PN7YsWMbahs+e+RbYVaEDBE1Qm11VQ1pcxjNxmAAQYlq74oLRlo7Ycr4xBnq6DFBKN6+18IwwACDIgjDwIKVJwbHyF+f6wxyxzH0qyWtbrUvrtlQEpIMAExKP/P+IwgewIsPfLvYDMXnmdLcb5fODgluXyPz2eU6Hoo8lOSsLYcA3BEjl3GxJCkR0gGVKY7j44OFZVp9XLTXKhy+gGGYv0v/xqIxAHBlf9bZdEeqjwwKHsRKNN/JfAdDsJcHvQwAGIKRNOnSsCzLWCbEnUEp4eJwV3KWq0DT9MHyltVBdzhKzm8nf/Mbwp5l35YvlVU/eWstoFPvWv7dtTyfnoLqjHnrdUm3/YawFddYNcqX8oUqocNKoYZRrJaDUKq1pb8poi6DisZNzhs6hmBSrhQAHA0XARjh6P9wIycAAG2xoHw+APCTUqSTpqCCVnF7rhrxfD5/1KiW9KEIgiAY4sjlcRAcAAJwpeEnTj1ACJrOhnupiHB6BG/aJx29P+ZUG57+4fx/bu+TESlDEHh2WkKo7GoBdosnjHgtW4sqQgAgdF6opa5aoA5n51xG0I1trKBrwtNCMXMjWx6lcRThtK7SMCeycw/aS6ZPrG1o6NQh3YFm6GpT9d79e3VqHRtXx2Z/vm3KbUbSuCF3QyAReGWsQpQkyj1ClN2hU+gN+qFBQzGb50h/RI4wDOMv1tOD8HAsXuX1vqrR+1CKRVuaoLsKJ69YATpeFsWfa9RPp6m8SIgHjHO95UcOaio5LY/i2em2i9NEn3v5afcBygEAw7EjFW++HrvqG254OCaRqJ99wX3PoqKi/Px8HMejoqIiIiLa9BOoDCQSAC4BAKAIKsUV7q0U44gd6bXoBMNAbo1ByOOEy53WLkIuGBgTwG9OqjIhJcjbsSzDM9KTMzfmKkIAAOFwBGrnYwenPPfeW4a57/l9QeOvJVoLRQOAWoC7G8JHkjptEtqA43hAxzLGdZmz9WcLdYVsIk2NTfPi4RepQgpLcv6jMALbk79n3qR5IcKQVRNWCTjOFV9W7dlTyKSye+Z0V5XT69DrtBXlpd5a+XxBdGz8tTyfTsNQjE1P23SMXc84rHjIYFeLreB/ZOle2qZjbDpAMOnslkoalK7Yd4aQhg6vEHZmzxsEvyG8ztisQrtgNN/tkZynDNeURsijarkobsvZCCjOS5jLNiEYl7ZaUYIDrBc4bjzC9bwAHhwczOVyQ0JCMKyVK8DQTM0Fbd4fVVVnGuJ5nkUiDeLS+2fdd+X2vZfqjuY3Hs1vbDTabx8S9tw0Z/ZtAQ97c15qp656wYDk13KqWafQRQxj+qkRXa5uSRwTJuRODpUkyYhEKRHac2H1LFv3bC2sLnxu8XPt73pVNDZNmaGsb2BfALBT9uVHlk+OmHxL1C0AUKgtPFB5YF7sPARB5Dx5iiYlKzLL/VhDuGHr3q1zJ811WUE/PcKJvZsjq77w1pqpj4x+ecu1PB+POBouUvUXabuesekYh1U4/P9cTZYz/7Veds6vIhy+7M79ribGbmJIM0ooEGk0SrRKzcNRpADU+OhsO7VG2OvwG8JWXGPVqJaIKbqEKPq31WtwI6dpy1aBAiGrTyIYz2UIDYcPVr7zVuyab3FVCCcgQP28sxipVqstLS1VKpXq5nh5V1Cgi6ZCY96fVbm/V5kbbTwxZ+ikwXmHShWMB88vqJ+YIDw8WK49UFKntw2KCRgcIx+ZoLhyh44zNCM98uSGcjdDyKnIGzaw326dVWunAnhO4z0uRDwupHMi1Q7CMMze4r0aSnP1OrHuOGiHS5nyXfZ3MdKYkeqRAHCk6sjGvI2uWIX0wHS10PkpzI2bOz9+vquHMl0ZJm/1XIIR2K7cXbMnzPbXie1ZUBRVSr0+OYnIHo7lZxwW2lzH2PSMTUc15UPHKomRlcesF9YAgiJcCUrIgKEBaQ70DB+LitQIV4LwJAivlfCNSLmLSPGcmx7B+b7zxWigOzPl2csmR/2G8PpgcdCrcxsKiWEc/sUrU2fylOFNmeGgAOGotxAOwdjtrOdHJCWLR40Bt/C76urqkpISvV6P47jHpNjGGmv+X9U52yq1paaWLDBjglAcfX9scpBsAAAgAElEQVTR15Dddn+aoSMHKwHgu8OlWeW69+9sqcr08cJ0pZiHdq9+eqHBtiqnPk9vq0cknLoqIshpMwbj1rsyEj3/vn3Alt1bGoMbOQTnKtmfsxqycBRPkicBwKGqQ2survl0zKcyngwACnWFLtHKsJBhKfIUV6zCkpQlrh5QpMW8bdqxSafSXZl1Ux+uZ53Cnru4GwWdVnM+87C3Vh4hGDJywrU8n87B0IxNhxAylyPkqM8iq44xNh1j0zN2vWj8R64UhracjZazX7Kv7WV6SL7KlHuLhSCSFxDJC9pURmPhBPW9Mlf+9aXXzXZ2Cr8hvA7k6qzvXKiptTiMR34WDJ5LGnUedgoYnp17AuEQ+oP7qz54L+6b7ziBgXigMnT5y+571dXVURSVlJQUFhbmPgtq05OFe1plgRlxW1LCNDXh9phcBlUp0Hb5MNdxeUz/GQDA5aA8HKNpxmX5gqWdXn8wkNTOSv3AQGFUczwDD0UsFDNJLUlKHv3ztu1loAYApDzvnilDO9t5l2EYZl/JPk4kBwBOaU+V1JZEBUcBQKGucHP+5iWpS4L4QQDwc97PCkLBGsIocdTs2NlY843vjaFvuHpTEAoF0Y5/TNP0X5f/oqIpyuhBT/fH+T/mTJxz8ylWTh/dk1b3vrfWEzUKuF6GkHE4Gi6yDhxj1/Pi50BzyV978U7LuVWMTceQRgCQLdiL4M6AVKox23rhG4QnQbgSlCdhHFak+WEIDxuNClUIV4LwpHz4FeAP72O3PBt5NIHdweGgdDavgk073evC3K8dfkPYCl+rRmkGNpdo1uc3ygnspXTBv3afwGtyPO5JAJBGCQDwExLFw4YzjPNBUqfTSSQS100zNTXVPSsbZafLjzfm/VFVvL+WzQIz8IHYxBmhktC2Ms7P1/92XBp5JvRCm+0OPrf02wOfPiZcMLTT/wSGgTKTncAQV4pqBmBNbgMPRV2GMEzI/by5Z8GQPq/l1iEBQUO5Vjbn9TVAZ9d9svmThuAGDnAAAIvBlv+4fOMzGwEARVCLw2JxWNg9n+r3lKA5ZUEHYxW8QZLk/aPvd+WuM5lMAOCau0bCEZIkuV6We3s1HMyrdUd70PAzNGPX0zYdJgoFtP17GmPTG3Ysdb3FI8ahAqfCC+XLOUHprKlDuBL3tPW8+Nm8JA9xnwCAyWIwWXORFt5usHncy+f0m7S0pqolt0ZdXb1SqXT9m9MDVd3rngEvyRc979yr8BvCa0ed1fHehZosjWWUSpgqyvr24iZUiSniva4nCBpoAMBVIaEvvcrWiC8tLdVqtf3792fTZAMAawVdEpj8v2pIs4PNApM4U61M8jxFk19j3HepwoEHIhkeavHoqo41NDVFdTjfCgOwPr8xR2fN1VnNDvq26ID7E5yrbhIc+2V8jLcqfcMy0hIzN+bqm+69pYfdQZqha821IlzE1lX4Jf+XSmPlsoxlAGCwGQ6XH1b1a7kp0Dit0WgCAgKiJdHuYelBgnbkrx2Hx+ONGDzC9fZaJt026HUn92/z5m5SDDJp1sJrcBrdgbY0Uk25rPdG2/Tu04n2sn3mY28xdmcAu3TOb6ioA09UXLFo/BsIT8paO4TX8jPhqAZxVIM8H4Xd6E8qIaERIaEtczw9m3QbAHqdees4fkN4jThUa/z0Uh3FMM/2UR4t/+S3msIBQQOM2ipjtdckFMGI09qRJHnkyBGbzSYSiVJSUuTyFqmYUwKzvcrcYOOJOdHjgmInqiJHBiLeV/L+/b+cbWeqEEEfuz6bZmierFVuT2NVpjQ5MjTkag+P2VorSTPpzeETCMDROiMPRSeoxUlSIq11lb6r16oNRxovnv076sGZV9mng5xvOF+oLZwbNxcANDbNC4dfuC/1vnFh4wBAhIukzYqDE0dPBCa1UscQCcR3O7+7WUsClZYURlR8Eij2/Es/VoIzM++6PrOylI1xWBCO89tCNWZbszewy2+0TSca/zEmcd7THXXnTQdfch3HjZyANRtCTKTmxtzidOB40ja6Em8gKI6H+irBrJ10FNd7zcqpdVh9NK6f7uA3hK3whWqU1cX8WaFLkhIvpqtCBLjOnHpL+LhB0oSBk5Nth14Klnh4zjpVK5/9/Dr2NY7jYWFhAQEBCoVzLcpYay36uzZnW2VjnoGVwMROVMVODOYQba1OlcayL7v+zqHhrqW+qenB6eHS1GD8mT8MlfV6W0M1T+JUb5rrs1STxo8ly0OCW5whhgF3JScAfJ3bgCDw4eAWl3HV8Miu3UvLqezAgU2ZFzI7mPRSa9OWG8vTFGkAYKNsLx95eXLk5CmRUwAgX5O/r2LfnNg5bKzCw2kPJwYkskexwQws+0r2caLafu1PNp1kncKuXEPnucYFmK4xtKXBUX2KsevJsgNX0U9SxipKV8xRODMQMaTJ0XAJ5UkRroQjDkPcZjhx1QDxLWvdpitbltkweaJAnuizS+kKo299WKO5w1truCc9to/o6VsZcxNHEvoNoW/J01nfuVBTbSFvjw64J17BQRAAuC1+vn7bAhNfOXLSf3/LPZjK3c1rXcmvXIuIk+e435fj4uIAwKYnSw7W5/1ZVXGy0SmBeS4p4ZYQQtZq0sZkc9TqbDFBQgC4XGn4bFfBoBh5QnMS6oHRARANADCEsB8YMKTx9AnWFprrs4LGjiC0lffdOgIALmutJ+tNOTprns6q4HG+HtmSimxZapCE28rids0Kbt2ztV5ZTwiJrafaZn+mGMqlTPk+5/tYaezwkOEAcLjq8Ka8TasnriYwgofxUhQprgnMOXFzXLEKCIKMUI+AK9iye0ujqpFzxdcejUW/3/X9k3c8eeUhPYLNZtu3bR2OeY6RIB3UmJn38vldrHfvUxibnrHraJuesek4gSkIz5nTgNIWWs78l7HpaJuesetEYz9wqRxpXanpyOvQnn4SE6owt2VXjmqge2y4OwhPyumYq3cjIBKJRCLR9T4LX+A3hH46DwOwtVS7Jq8hgIuOV2alStQcxDUjh/AHPIkKVSc+/1T2+7GVqGVMP2ZAqhAAbA7m0HHjwTJp9CR7dnZ2cnIyuEtgDtTRJH0VCQzLixsvNhrtPz06GABGJCi2PztC6anG3iOzJp/YtF8xcGhj5gl94RH1LbfgEulwsox1B4/UGreUaqPF3HEh4mRZq8fYCFHPLJbsKdiDR+MAUMAr+OXwL+mp6awPd7jq8JqLaz4Z8wkbq5DblEtgzhMYqhqaFJCEo04xztLUFskDhlxtDhYAGIbZvH+zPdxu91RPZk/Jnnun3SsR+yTXjMFgkBavTQrxbAjzaymdbs71MoS0pdFRvs+Vx4RIWYQFOCsUOuovGP56wLWnaMInuLo59Q/DMFYtwpNwxGEIV4IQLUl/sMAUya2/oDyJcO8uaPzQ68Acfo/LJl2QFH22wuvTWYW54wWF/Pwj8BvCVvSUarTe6ngvq+ZCk2W0SvREsvKTsz9UawyMPJX95TM0jYeOAIAGnHtOZ1jAl+QdJt+vDglLis4/cmahDo0A2F1aUl1VLbOp8v6oKthZYzc5hEFE6rzw2EnBIf1aPEWTzXGySHOxQv/EpFjXxqVjo1zyLj4X43M9WAgGQCaTDhPS+wAUA4fIBwxCEBQrz1s6cyS7w4KYgMVxCp531V8XoBjK4rCIcBEArN62uj6ongtcAMCV+HfHvhsnGMcawkhx5IyYGS7D9u/h/3b1EMgPDOR3KP7dI/997r9XaRXwe3l6F4amjVW0Xc8GBnCC+qLC9oWCjFVjPvkBACC4COFJmNjpriZMHC4Y9IwzrJsrwaRRLU0BceJp6zx2iHD4zct71y0gZNLsJVbrnd5ah/0z0hf0tFjG7xH66QyHa42fXKojGXpRLHZ3XAhjNzyDickzq60WI7//Y9q/dtR//23s2vUoQVSiHPV99/9v0wa8/5BRkyahKBqRNuHP774FkkwcPmLvW+dydSRXxIkaGxQ7URUxIhB1M0tnS7Wr9xWfL9M6KEZEcO4cGh4odjpq/SI8p582O+gsjSVXZ83RWnN11s+GRTw0ffyxTfutkSkIggLAEK7VtTp4dZFLB9Hb9cdrjvdX9met19un3sYQ7KVBLwHAybKT3PgWz1KoEg5GnAkVuxmr4A0EQQ78vlbE83xdFEX1n7hIGdRNiXnPw9gNgHJcohLGprPlbnZmobTpidRFnGBnenRKX6bf1rI6JRz5Bjd6arv9Y9Io2W1/ITyp+9obC0IE8JK8LnfdyGAY1iazkp9uw3QmX4zfEP6DsVHMN/kNW0u1iVJCDL9m1VTZYLTlzOeMXc+LnckmRuKGhfKTkm16fVFhIYHyGwp1hoa59F46JzgvpV/SsS1nmbyxDMOcf7tegzYu/ldazIRgnI8BgNlGoTQQzfYJQUBvIRcOjxgWp+gbIcU8yUTtNMMw4PLqCvS2FWeqMASJEnHHhIhRBAKanUIAwCvyHpg+sgtXTTN0g6VBgAtYV+/Xgl8rjZVP9nsSAAx2w/fZ30u4EtYQTomcwpZT37pnq1FtxKEluh8Pwnee3Tkyoysn0HHw0m0DojwHeWlNjsryEdfHEDK0vXA7RYzDZE63nrY0GHc9Qtv0jF0PDC0c/n/cWGdJCoayW86vRnAhm3yLcVMhosJg4fAViDMkQIoK269mBQCAchDCJyohlMM9VubVyc5v6mX3Sj83MX5D2IruqEbz9NZ3zrfoYioNc7gYlyn8E5PFOGwDq776O3aNCAAEfdJrheLD588zDEPQQnmRks8BkrZTTBEA8DiEEnPmxY+aKE+c4YxtKG80L1h58pVbk6b1dd6p+0XIfnxksKcTcVJjIZceKn26T9BEtXPdK1FKfDg4LF5CuE94PjR9/B/rtghSRshrLqpV07101pashqwCXcGc2DkAoLFpnj30rCtWgc/hu9KPhQhDVo5bKeE6T2BQsDNCy7U66E4BryArJystKa2D53ADwpBGxqZHOHyXaWEcFsvZL831NQxNAngpwcNQlrNfOBRilyFEcCEmT+TwpOy0JKZIdu2LCgIDFh0FTwuiCIfPje3oJ3gNGDv5Vph86/U+i38u1zJtcm/Hbwh7AHddzHuDwthAukhJJNA0pN1LpC81nTlNxJXTZjMmlQKASCQKDw8PDQl77bOV8dX9PPZJ0vZ8jmnByhPfPzwIx9AwueDeUZGJnjJQ6+xUrs7KxrOPCBZNC3Pq64IJ/I6YgBg3mQwPQ/oEtFVkHDl7CHSHTEU8wHJomnbP/qyz6yqNlWw9dBtle/XYq5MiJk2OmAwA2ZrsfeX7ZsfMZmMVHuzzIJuKDACmRbVUDEYR1GUFXax47f76dAO7OugOJ5Dz2Y8rli/6V1ziDWkLGZqsPsWwtQJsOo5qACfI+dkxDotuyxzGpgOGBgD+gCeJlOYodQSzF2532IirTRahHPHMH3nhca4NCIcvHPVvL3sjHq2gHz++haGB6fDUaMf3vDHwG8Lu4tLFKPCyFOGFuCLMylcQKQs127c1bfk1ZtVakrbXSGXKp57BJBIAYGjGUclp2A3HdpwkqsUmrkHIEaMIWnikTnfJbqixslH0F+gLc+cs2F9g1lscChEXQeCBcdFXjs4A3He4xEjSGIJEirju06MIAovj2q8RsadgjzrNXHL8F8dIYuverdYIa7QkeljIMAA4WHnwl7xfXLEK8bJ4V1LNubFzb4+/vXkgZFToKK8DXEFe1TmRl4g9vV2fefLQ9TSEDG069u+WLJQJ89yzahn/Xub6hfORh1yGEOEQ3MgJCFfMxrphzbFxAIBgXNmCvx0NDbXf3AJeQVCerCO5wboAjvPO1geKjJ5LMeRryWk3XY5TPz7jpp3N9hvCVnRWNXqk1vjJpToLRcrQnVLIHqa6nS7ciTI0AODKIFQdejEzs8ZgYBgGwzBHPVq4pybvjyp9pYXDwyJHKStJycUDxUMgHUM4SVWjoQpcqzpVUhIzVL+3oO2a2ZvnqnEUeTHdOUGKADyVEiznYXESHuElTO1KLjddxlE8Xhb/x74/ahW1XCEnYSIHAPbk75Hypa7ghGGqYQmyBNfbB/s86OqB04279uL44GEKL6XhFXBW0XVRaBvspXtctQI4Qf3w8DHtH4OgVMMlwLgIV4rJ4lCB0r1JPGU1whUjPAnKlbS2W4hg8PM9ddo9S2JyauJrO6/3Wfi5DvggxdpNi98QdhGXLiZUQOHkV2PUyQuT3id37Kn9sz76i/8AgGjI0AsUbTGZlAHBdBGR+Up1fU4ugiKhg+QDH4xjJTCpVcEPnvoIzG07pxgHHmSQJKV9X9Bop5mlCS22IU7C47bWxYxWeY7epRna7DCzApZiffFvBb8tTl6s5CsB4IecH6gG3YRGyc9lWZyhLc6ZNlQTslsrjYLzGmXfwWO7GavQgzCkmZ2TpG06lAjAAlrKi5sOvUqb61iDx42dzu//uKvJfPwdNgslwuEDRnTIEAJIZm301sRR3pBztn78XAP8U6N+2pCvt71zoabSZL81hLNQs74ubnx87CwA0EgkXHUobTJhYrHN4JBoVNq/NccP1jA0o0yWjHguKW5yyBcnSsxyOpGPAUCoWrX04VF//Ps4ymklo6i2Flvvfuz1C3UoAkmtix/dGdOqJrU7OrvuVM2pjKAMdgLz7VNvowjKxiowDKOxakykiTWEj6U/durb57VNh6k+Se7LTRjBKYPCx7DCs5UxAGN77P/VGezFO01HcznKNF78bNdG/f/m05ZG9jUvfrZgaEvmSYY0AYpjsliEJ8ECU927kkxbBxw+ypVc93TJHA4n1xSqbXCeBkVRAOAqm1VvtMfiXqvI+vFzY+CPI/zH0K5qlNXFfJ1XL8exN6Un47K+pBlEsD9Pv2xMeUVFtYMe/OTz5WethXtKivbWOqyULEqYek9UaTg6Zly4UsIDgMomC88tRG/uwpmnrZYtp6pEwekAwDC0tezAuy+8YOLLE6VEvJTHbz3hSTN0o7VRwBGwyswthVsqDBVP9HsCAPQ2/frs9SKuSKFSAMCkyEmub2OMNMY9LD1UFHqBYnaDELsiR4ypf+Rf57ODu+f50OY6xqphsyejhNwV6AYApoMv0YYKCPGacZGsyXTU1KNEK3tP9HsEAFCeFOFJ2gSJi8Z/7K0r1AfBiF1DJpPd+8bW630Wfv5Z+FWjHcdvCDuBxk59kFWT2WDmQfYTzLG4gv282BlmbUL9yX2XDuxH+UKkTrDlnlPmCpKQ4gnTQhKmq0P6BZQ2mJ/9/HhgtGhquspAUndNjcvRWs0OWsBBt3/3Lm6tVPNjCJnDXH+RH5hibjw3SN6AHf5UAmCMHs2fNB8AshqzinRFt8bcCgBN1qZnDj7jilXgolx+c6i1WqT+fOznsuZskIODrxZccaayUTMk/Er1IUZw9tOC268oPMaQZqBJ9+z+trwttKHMmYVSkUykt2Q7M+55ktIVs6/xiHEiN0OIcCXIVf0z4bBXpNPaVn3jxfVAeQo/fvx0HYbpzNSo3yO8STlaZ/z4Yp2Nph9IkCMXs4MONUqe+RaTJ1qLDI32YMNJR8PfJMKY0VRhWYaw3xT1mGHOx7HIQMHvzwzXANx3qKTSTAIAisCAQGGKjMBNRYNF5wbDiV0GYdOAl5rOnpbEBUZWHMsQ8N8LiIg2nRkO8wEguyn77/K/Z8XMQgBREIr7U+9PljsDy6ZHuyXEQjCXFWyXCrM1sqTGY5ONAwUVFRMBAMB44EWq/gJt0wNN4mEjReNaUkfaC3+ntEVs+DbjlnwLAPj9HweGYmPg2vh2gqEvIQcPA3gRy/iYKibyhN7zJKTV5ugj7uh/z4+ffx50ZzLL+NcIezMeVaM2ivkqp+rPCnMkn1oxIEZCWRuNYUDpLm2Hwv0nas5rWQlM3jDbccJGcixRgcI+CPJVTv3YEDG7whcsJVCrI0rMmxomTZTwEmQEO+F5RkFyELEmu4E/JsJReDRs5l2W0+/nhyisFn2E2MqnnZ9Om1iFMWHtiD4Yh4Wx6YFxuBcpteX+4mjMYfNyYdKoWfGhQ+VF3no4I3L+BzgBcShPylZ6c9WHYxFPXXNlUi4WPMy3CWK6zAMrvr/epwBwbQvz+vnH4leNdpxeaQhpmn7jjTfWrFnT2NiYmpr6zjvvTJo0qcu9zXhgulWJAwBD07Re21jFKEIRVCJj029K6VDlrOUlBpuCOT6veEslvvySXgvioNIDgdSuElYCox4fXILRkRdqRoh5w+IVITLC7KDvOlAcI+YlSYmcphwOyomTxa3oF3Kk6sgnZ9Z8MvoTPiYFgEoBVUnyTjICXEqIeNnac7sj4vSYVL3psGYpUXOa6zR4bWIVqKZcyljFhnUjXBEvYZ6ryXTwZXvFIaDsAMBRpomnrnE1OWrPOOovOvNvdTjrP5F+v9c2L1awV1CSn5934jhDUerUPmkDO1QKsafIy8q6fPQIAKQMH5GQdk1lqFmZmVWXLiIYljB0WFRcXPsH9Bxnjx6pzclBCSJ99BhVWFj7B/QQDMOc3Pe3prgYEwgHTJ4sV7QfWdtT0DR9dNdOU1UVKhINnXqLWOKTwiYeIUny8J9/1hbkB0ZEjJw5i+ixIoi9bMKz4/RKQ7hixYp169Zt3749ISHhzTffnDlz5unTp1NTU9s/0hMKJUOPcRqGhkKBMHG6WPi7NJwHgJhhsImewCepdzLUvA0F1kJJNVKvPYUzVTzTIHy/yD5qQfQOna3yXDkDMCNcNDclBACK9cVbC7euHrYoSCABgPXZ64MEQU9nPA0AYeKwqZFTXUn5Z5YThvqKhuQEHECVgttO7CCkMgA4I5HdbjXYq3YbduUxNj0qCBJN+MR1wpYLa8nyA+xrTJHkbgg5qkGoSI2wohJBK1GJcPTbrS770JGu/bu6j46XeMwYWZl9GW9sENIMAJDAGIUiRUKiSCZTq3y7wq/X6X7/1+vyM5kRDA0A9QzzQ0LymJdeDo+JbffYblJXVbX7P28GX8yKBwYASjd8f6pP+uRXVihDQnw9dFlBwcF33w7Lyw5DEADIXrv6SP+Bs1a8Lva9V5p3/vyJj96PKS4MR1EAOLX2a+PQ4XNXvMbjeUk413OcP3z4wsrPEiorwlEEAPZ/s5oeN2HO8pdcel3fcWLHjvw1q5PrawJQlAHY8c0a4pbpM5986hr4Zwc2baz88fsUbVMQgtAMs3X9uoA586Ys9f5E21H8U6M3EiaT6aOPPnrrrbcyMjIA4K233vrmm28+++yzVatWda1DPpdjan6t08RIBg5tPH1WHG7Rwyw7xEmrzy3WpZ1786TNNByLH9F0SHD3Y6khfQNy6+sjGrOOGawRQt7kUElmzWadUQvwPADQDF1vqTc7TABKAHg4YorAWGu99B1j0wVhvDv6toSlU005+ykBzgZIIBA51LlGhaWHbjpyMRnXAyCoJByTRLY64f6P8fs+yFo7BGt1N+ElzOnaP+FasuDJD9c9/ODQXBKFVnfh3Kra+A9fiklO8XZg9yFJ8pfHHhlaUeraokQQZX7O4aefmvDl6iC12ndDG/X6HU89PrC+1rVFDaC+eOHPJx+bt/ZbkS/dhbqqqiPPLsvQaVwFlCMYOuL0yU2PP7r4m29xX0ZuFGdnX3zp+f5mEzSn7ouhSPrIgR+ffHzJV6t9ahUuHjtW/sb/9Sft0Bx3m0jaHTv//Emjvfv9D3w3LgCc2LFD/97bGQzFXjUCkGo1W3/d9IvBcPur/+fToff++ANn9Zd9EWexbBRB0ox6w3ff/G6xzHz8CZ8O3avpfbNbx48ft1gsw4Y5C4RiGDZq1KjDhw93ucOaKgP7oqGQ5MVNBwBO6NSKqukkRIpgp+KPL8p/KVUPkE95t/8fkyXHp6NBkY2OujNc44mtZetui6h9LSPkjuiAW7nGEdo8/e936TZPVx54+T/D/xMliWK7VVYc4WR+ZDmz0paziaxodZ6nqh2NqZ6niU6LAhxh08STvxSNeZef8ah7EyaJxALiUIGyjRXsFIampi4f2012//B9v5xLV37zEs2mk59/5tOhd3yxcnB5yZXb03WaA59+cuX2HmTnp5+4W0EXA+trd/p46H2ffJyu01y5fXBZ8Y4vv/Dp0Mc//zTRbGqzEQXol3Np9/ff+XTos198Hk22LcDLQZDYk0eP7tjhu3Epiir4+is1Q7XZTqCIfM/OS5mZvhvaaDDU//Bd4BVPF2IEobf8WlVW1r3umU7+9SZ6n0dYUlICACFus0kqlWrXrl2ut1ar1WQy5eXlgVvMMhvCDABKpTIgIAAAHA4HANjtdrvN+WvRaWLEsUEAQKiimzJ3qtW7OdCUj9inPpc7iEeCoXy2ZLeeLtNvrwIAMSr4l+wR6em6RnobAKTY6hFSR6F8QMIYm6jx920A4ExgTcfSkicBIQDBGUA1f2wHAJqmAaCyTh9/ifR4mQwDB8/uHBmY1tJP81E9sqXwgg4uGT0ObWVoTsKFRs62nhqrzZaGrb+FenEFBOfP5f34g1Im68Erdd9i2LUT9TK0/diRuv9txTmcHrxS9y3mA/s8jgsA5gP7Gvv188WnDAB2h4M6dgQ8FVhGEUS/86/G6OievVLXlgatVnD+LOAebjI8BGnYtrWxOeVsj49+MTcvurgIOB6mQKUIkvXjd8k05aPv2LFTJ5Mb6lwesDshwFz6cqV67rwevFL3Lfv37Uu1tH3sYImjyMxfN896+hn2LXv3AwAOh+NtyxXQcIV1945/atTHmM1mAHCfzxEIBBaLxfX2/Pnzx44d+/3338GTIXzmmWeefPJJAKirq2O3cLkUuLmDzj7D4s1VhyVqnMuzK77/rUpDAsAIFYPJoMmKMTagbXay6dMrkqO5ON6RaxkUbJsf57Vg29pDVTUfvtuRfrpAiNaYKvMaLXBqx76aY2d8NLRdqwOZ56WpcAzJ/PC9vpKOank6C+l96CC77dzbb4b2mKygFVaa5u/S2B4AAAtFSURBVJrMIPacDA/XNJW8/zbhm7LplVarEhDwMnngqCz33XfsvN6QJPJaHddekO+7oQu1ukFePmgAsF7Mqnr/bW+t3aROq4v0PrT59KmqwjwfDa3T6lDvQ5sqK1yvXXc/dfNywJVbrsCfWeZGgs/nA4DR2OLN2Gw2gaDFnAwZMmTIkCGvv/761ftxfd40QwGAThPNuoMshCqmIVMlUTeiCDVk1aaeO/1WnHpjDoDDW6twwMCEF3w1VZj9ykuQn+OxiWKYiOdfTJg02UdDX3zqCaiu8Nikp6g+H32WkOKrZcILS5eAQeuxycTBR6z7TuYb8QhN07kLFwDl2funAuR9ftiA+sYQBmq1J5be662VFxWdsHqtL8YFAMelS/pXX+R5uS5+alrCx5/6aOiqv/6i1n6FefH+RUOGJbz5lo+GLt20ETb/7K1VMn5iwosv+2jo4nVrYcd2b60it3T2V1o77/bvH0HvM4RskF9lZWVCQgK7pbKyMioqqssd8njchkKSFzejzXZO6BR91XqZPAAPCvJ4YPcxSVL++uWoxx+rDkESls7y3dDc1D7eDGEOIZg261Zc7Cu3jJuc4s0QVgaHjBg50vvkTHfBk5Lh1DGPTeaYGGV8vMemHgFLSITsix6bOAmJPJXKY1P3CQ4KMkZGgZs+yB08IdF337FUuXxTULBc0+ixlZuU5Luhh86evXPDD8le5gm5Kam+G7rvrFvPbd0c5fDwgOtgGGHfDN8NHTVhUt2OP4I8eWNGig7o06dbvTOdmRrtbUm3e59YZsiQIRwO58ABZ/wARVFHjx6dMGFClztUKBU6TTRX1vbbSYTENVap5AqvSa67z/2v/5cSpKbpZW3+UvUySerMCbPu8t3Qo++5N0vm4dJIhuFMmCTymRUEgEF3L84XeujfxDDyW6b7zgoCQNpdC0s9qfabAMJnz/XduACQcPsdNaiHJasaDEu4rW1KuZ4lfM5cD1IZgBIuL+3OhZ5aegYOhyOfNtPkKdtWvlA8aNFi3w0tlkjQsRNIT0NnyeSjF9/ju6FDIyL0g4d5nBm8EBI6dsEC3w3dZ+DAyrS+Hpty4xNGzOhmnsKbWSzT+wyhTCZbunTpypUrz507ZzAYli9fbjKZnnrqqS53WFRtu9IdZMFCp1TUeX6o7BF4PN7wFa+fVwa7b7QxTGZy2pz/W+G7cQFAFhCQ/tIrl1vbQiNNXxg0dPZzvi2tFxYdHb7smTxRq4CBJoCS8ZOnPvCgt6N6hMSMDOmDj5YQfPeNtSimnXPbqLnzvB3VI2SMG8/cvaSydaxCJY4zdy/JGDfep0OPmjdfM2d+besECMUEX/bwY4kZGT4deuoDD5SMn9xGoJwnFIcveyYs2kOh6R7k1ueeuzBoqJFu5Zpclsn7vvSqzEtd6J5izv+9lpncx9baDJ9XqkaseMPX0ZPTX/9XZnScw21oGuBMaMTE19/0p5i5Cr1vahQAPvnkEy6XO2nSJKPROHDgwD179nRnapRPBeh2fqbXIghiI3B7ZU5RaHKc1Y7TwOXJgOD7ah6DJSYlRblm3b5135A5lymjEQtUSgcPuffOu67BtzZlyNCgVWsOr//WUZDPWCyoUqkcPWbx7GsRiThg0mRVQuKpH39wFBcyNjsaHBw+ecrtPluVdGfEvPnFqX3Ob/yZLCtlHA5OiDp2xszxI69FTriJS5Zk903P2frb+cxMAOg7YGDSnLnJ/Qdcg6FnPvX0+QGDcv/Y7qiqRDgcPCIy/fY7YpKTr8HQt7/2+snhw3N37aJqaxAelxMdO3jhotDIyPaP7B4Yhi3+4KODW7dUHDxA19cjfD4nPn7c4nsDg4PbP7h7EHz+PV98tXfDT/qTJxwN9ZhIhCelzFxy3zVIXxCgUCz8eu2e79abzp7ZfOjw7GFDhOn9brt3CcHnt3/w1bmpk24jTG8743ZhZTLtimU8YjAYVCqV6f/bu5+QqNY4jOO/MXNG7UKRYqFTcsWFuBFdiEyBtwgCcRNJxG1XCCmi4CJ1UZvChSiKtMqtK1206IIV4h9I+wepUG3iMgmSCwvFGU/OmTlzF6fE213c4zDOq+/7/ezOwaPPQt6H855z3je6j3eBQHd3t4j09u7Xi4uAiOTn56+urv6W0mOOX0bR6enpPxpGJft3r9fH/57668/6+voU/rQSh29qFACANDqUU6MAgMxK7uUz+UM20UgR/ovP5+ORMvZbBtabBtI9mum8sgxTowAAo3FHCAD4XyyxZoxkMqnfa7Q4aLa3t1VHgP7SPJqxsgwAALrS8I4wHA6Hw+HUviOMxWK2bad2LeCRu30m/2bYV7Zt9/b25uTkpHDt9PT0r6uUOKt7uH5PP3wAaFiEVVVVKV/rbvObxjDAf5WVlamOAP2dP39+Zx+6vSotLd09kFZVVU1NdO/pNxyir+lFy5VlAADwjmeEAACjUYQAAKNRhAAAo1GEAACjUYQAAKNRhIAyjx49mp+fV50CMB1F+IPjOPfu3SsuLg4EAjU1Nc+fP1edCHq6du2a76fm5ubi4mLViaCJjx8/1tbWvn37ducMw5pHFOEPd+/eHRkZefLkydevXy9dutTY2Pj+/XvVoaChL1++OI6T/OnMmTOqE+HQ29jYuH79elNT0+vXr3efZ1jzKolkMhKJ5ObmDgwMuIfxeLywsLC5uVltKmgpFAqpjgA9udPsb968cQ8Z1rzjjlBE5OXLl5Zl1dXVuYfuQmvugpBAGkWj0WPHjqlOAT3F4/Hdhwxr3lGEIiLhcFhETp8+vXPm1KlTy8vLygJBU+Fw+OnTp1lZWWfPnm1paVlbW1OdCNpiWPNOw0W3U7C1tSUiR48e3TmTl5dnWZa6RNBTZWWl4zjr6+uTk5Otra0fPnyYmpry+Xyqc0FDDGveUYQiIrm5uSISiUR2zmxvb+fl5alLBG35fL4TJ05cvXr1yJEjV65ceffuXXV1tepQ0BDDmndMjYqIBINBEVlZWdk5s7Ky8ut2XEBaudvcfPv2TXUQ6IlhzTuKUESktrY2Ozt7ZmbGPUwkEnNzcxcvXlSbCnqbn5/PysqqrKxUHQR6YljzjiIUETl+/PjNmzcfPny4sLCwubl5586daDTa3t6uOhd0U1dXNzY29v3792fPnnV2dnZ1de1+lwFII4a1PVD9/cZBYVlWW1tbQUFBIBA4d+7cq1evVCeCbmKx2O3bt4PBoN/vr6ioGB4eTiQSqkNBEz09Pe5caDAYfPDggXuSYc0jdqgHABiNqVEAgNEoQgCA0ShCAIDRKEIAgNEoQgCA0ShCAIDRKEIAgNEoQgCA0ShCAIDRKEIAgNEoQgCA0ShCAIDR2KEeyBzbtvv7+wOBwIsXL+7fvz8+Pu73+xcWFvr7+4uKilSnAwzFHSGQOV1dXTdu3Ojo6Kivrw+FQjU1NaFQaHR09PPnz6qjAebijhDIkMXFxaKiopKSEhFZX18vKCi4fPmy4zifPn0qKytTnQ4wF/sRAhkSi8WSyaTf7xeRhoaG8vLywcFB1aEAMDUKZEpOTo7bgrZtz87OXrhwQXUiACIUIZB5c3NzkUgkFAq5h7Ozs2rzAIajCIEMmZycnJiYEJHHjx+XlpaePHlSRJaWlihCQC2KEMiQW7duzczMWJa1vLwcj8dFJJFIDA4OtrW1qY4GGI2XZYAM6evrs23bsqyOjo6hoaFEIpGfn9/U1FReXq46GmA0ihAAYDSmRgEARqMIAQBGowgBAEajCAEARqMIAQBGowgBAEajCAEARqMIAQBGowgBAEajCAEARqMIAQBGowgBAEajCAEARqMIAQBGowgBAEajCAEARqMIAQBGowgBAEajCAEARqMIAQBG+we+UcTl6+YGuwAAAABJRU5ErkJggg==", "text/plain": [ "Figure()" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# https://juliadatascience.io/makie_colors\n", "\n", "function new_cycle_theme()\n", " # https://nanx.me/ggsci/reference/pal_locuszoom.html\n", " my_colors = [\"#D43F3AFF\", \"#EEA236FF\", \"#5CB85CFF\", \"#46B8DAFF\",\n", " \"#357EBDFF\", \"#9632B8FF\", \"#B8B8B8FF\"]\n", " cycle = Cycle([:color, :linestyle, :marker], covary=true) # alltogether\n", " my_markers = [:circle, :rect, :utriangle, :dtriangle, :diamond,\n", " :pentagon, :cross, :xcross]\n", " my_linestyle = [nothing, :dash, :dot, :dashdot, :dashdotdot]\n", " Theme(\n", " fontsize=16, font=\"CMU Serif\",\n", " colormap=:linear_bmy_10_95_c78_n256,\n", " palette=(color=my_colors, marker=my_markers, linestyle=my_linestyle),\n", " Lines=(cycle=cycle,), Scatter=(cycle=cycle,),\n", " Axis=(xlabelsize=20, xgridstyle=:dash, ygridstyle=:dash,\n", " xtickalign=1, ytickalign=1, yticksize=10, xticksize=10,\n", " xlabelpadding=-5, xlabel=\"x\", ylabel=\"y\"),\n", " Legend=(framecolor=(:black, 0.5), bgcolor=(:white, 0.5)),\n", " Colorbar=(ticksize=16, tickalign=1, spinewidth=0.5),\n", " )\n", "end\n", "\n", "function scatters_and_lines()\n", " x = collect(0:10)\n", " xh = LinRange(4, 6, 25)\n", " yh = LinRange(70, 95, 25)\n", " h = randn(25, 25)\n", " fig = Figure(resolution=(600, 400), font=\"CMU Serif\")\n", " ax = Axis(fig[1, 1], xlabel=L\"x\", ylabel=L\"f(x,a)\")\n", " for i in x\n", " lines!(ax, x, i .* x; label=L\"$(i) x\")\n", " scatter!(ax, x, i .* x; markersize=13, strokewidth=0.25,\n", " label=L\"$(i) x\")\n", " end\n", " hm = heatmap!(xh, yh, h)\n", " axislegend(L\"f(x)\"; merge=true, position=:lt, nbanks=2, labelsize=14)\n", " Colorbar(fig[1, 2], hm, label=\"new default colormap\")\n", " limits!(ax, -0.5, 10.5, -5, 105)\n", " colgap!(fig.layout, 5)\n", " fig\n", "end\n", "\n", "with_theme(scatters_and_lines, new_cycle_theme())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that `Makie` works just fine for vectors and matrices, but what about `DataFrame`s? Well, each column of a dataframe is a vector so you could get by with loops, but we have to write a lot of extra throwaway code which can get annoying fast. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# AlgebraOfGraphics\n", "\n", "While `Makie` is powerful, it does seem a little verbose if you work with tabular data in `DataFrames`. It's recommended if you want to build complex or 'publication quality' plots or you want interactivity, but it could use a wrapper to make things faster for one-off plots. \n", "\n", "`ggplot2` is still the go-to plotting library for R, and using it within the tidyverse feels like a well thought out, integrated system that is both easy to use and easy to layer complexity on top of it. \n", "\n", "`Gadfly` follows very closely in the `ggplot2` Grammar of Graphics style, so it already feels familiar (dare I say pleasing) to use with `DataFramesMeta` and comes with plenty of customization right out of the bat.\n", "\n", "What makes the GoG-style plotting libraries feel so powerful is that you can add or remove layers of complexity on top of the plot without having to rewrite a lot of code. It's flexible in that the core building blocks work together seamlessly once you learn the grammar.\n", "\n", "Enter `AlgebraOfGraphics`. `AlgebraOfGraphics` uses `Makie` in the background so that you still have all of the options with layouts and attributes, but it allows you to write similarly expressive statements that give you some of the benefits of GoG. However, it's just different enough that it takes some getting used to.\n", "\n", "We can start with an example and you can see the code in action:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "

6 rows × 7 columns (omitted printing of 1 columns)

speciesislandbill_length_mmbill_depth_mmflipper_length_mmbody_mass_g
String15String15Float64Float64Int64Int64
1AdelieTorgersen39.118.71813750
2AdelieTorgersen39.517.41863800
3AdelieTorgersen40.318.01953250
4AdelieTorgersen36.719.31933450
5AdelieTorgersen39.320.61903650
6AdelieTorgersen38.917.81813625
" ], "text/latex": [ "\\begin{tabular}{r|ccccccc}\n", "\t& species & island & bill\\_length\\_mm & bill\\_depth\\_mm & flipper\\_length\\_mm & body\\_mass\\_g & \\\\\n", "\t\\hline\n", "\t& String15 & String15 & Float64 & Float64 & Int64 & Int64 & \\\\\n", "\t\\hline\n", "\t1 & Adelie & Torgersen & 39.1 & 18.7 & 181 & 3750 & $\\dots$ \\\\\n", "\t2 & Adelie & Torgersen & 39.5 & 17.4 & 186 & 3800 & $\\dots$ \\\\\n", "\t3 & Adelie & Torgersen & 40.3 & 18.0 & 195 & 3250 & $\\dots$ \\\\\n", "\t4 & Adelie & Torgersen & 36.7 & 19.3 & 193 & 3450 & $\\dots$ \\\\\n", "\t5 & Adelie & Torgersen & 39.3 & 20.6 & 190 & 3650 & $\\dots$ \\\\\n", "\t6 & Adelie & Torgersen & 38.9 & 17.8 & 181 & 3625 & $\\dots$ \\\\\n", "\\end{tabular}\n" ], "text/plain": [ "\u001b[1m6×7 DataFrame\u001b[0m\n", "\u001b[1m Row \u001b[0m│\u001b[1m species \u001b[0m\u001b[1m island \u001b[0m\u001b[1m bill_length_mm \u001b[0m\u001b[1m bill_depth_mm \u001b[0m\u001b[1m flipper_length_mm \u001b[0m\u001b[1m \u001b[0m ⋯\n", "\u001b[1m \u001b[0m│\u001b[90m String15 \u001b[0m\u001b[90m String15 \u001b[0m\u001b[90m Float64 \u001b[0m\u001b[90m Float64 \u001b[0m\u001b[90m Int64 \u001b[0m\u001b[90m \u001b[0m ⋯\n", "─────┼──────────────────────────────────────────────────────────────────────────\n", " 1 │ Adelie Torgersen 39.1 18.7 181 ⋯\n", " 2 │ Adelie Torgersen 39.5 17.4 186\n", " 3 │ Adelie Torgersen 40.3 18.0 195\n", " 4 │ Adelie Torgersen 36.7 19.3 193\n", " 5 │ Adelie Torgersen 39.3 20.6 190 ⋯\n", " 6 │ Adelie Torgersen 38.9 17.8 181\n", "\u001b[36m 2 columns omitted\u001b[0m" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# on the first run, if it asks for stdin type in 'y' and hit enter to download\n", "penguins = dropmissing(DataFrame(PalmerPenguins.load()))\n", "first(penguins, 6)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "FigureGrid()" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "set_aog_theme!() # just like seaborn's sns.set()\n", "\n", "axis = (width = 225, height = 225)\n", "penguin_frequency = data(penguins) * frequency() * mapping(:species)\n", "\n", "draw(penguin_frequency; axis)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The line:\n", "\n", "```julia\n", "penguin_frequency = data(penguins) * frequency() * mapping(:species) \n", "```\n", "\n", "is an example of the *Algebra of Layers*, where Layers are the key building block or abstraction. Each layer is a product of a combination of elementary objects:\n", "\n", "* Data\n", "* Mapping: associate data to plot attributes\n", "* Visual: plotting functions from Makie\n", "* Analyses: i.e. Histogram, frequency table\n", "\n", "And finally, once you've specified the Layers you use the `draw` function to render it:\n", "\n", "```julia\n", "draw(penguin_frequency) # renders the Layers\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's revisit our first `lines` plot from `Makie` using this AoG language:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "FigureGrid()" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = DataFrame(x = range(0, 10, length=100), y = sin.(x))\n", "plt = data(df) * mapping(:x, :y) \n", "draw(plt * visual(Lines); axis)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The multiplication operator (\\*) is being used to add objects within the same layer, while the addition operator (+) is used to combine more than one `Layer` into a list of `Layers`. \n", "\n", "The `draw` function operates on either `Layer` or `Layers` and assigns it to the specified figure or axis" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "FigureGrid()" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = DataFrame(dat, :auto)\n", "x2 = data(df) * mapping(:x1, :x2) * visual(Lines, color=\"orange\")\n", "x3 = data(df) * mapping(:x1, :x3) * visual(Lines, color=\"green\", linewidth=3)\n", "# Use the addition operator to combine our two Layer(s)\n", "draw(x2 + x3; axis)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's still a little early for `AlgebraOfGraphics` but it's nice to see the GoG style on top of the power of `Makie`. I'd still prefer to use `Makie` itself or `Gadfly` for one-off plots - and knowing a lower level library is always useful." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Julia 1.7.2", "language": "julia", "name": "julia-1.7" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "1.7.2" } }, "nbformat": 4, "nbformat_minor": 4 }