From 0f4183ee33994a0cf78a4a239911d9a334a83934 Mon Sep 17 00:00:00 2001 From: Haris Orgn Date: Fri, 10 Jan 2025 08:36:13 +0200 Subject: [PATCH] edit intro Zero2Hero notebooks --- notebooks/julia_intro.ipynb | 869 ------------------ .../julia_types_and_multiple_dispatch.ipynb | 46 +- 2 files changed, 1 insertion(+), 914 deletions(-) diff --git a/notebooks/julia_intro.ipynb b/notebooks/julia_intro.ipynb index 004d570..99a5b15 100644 --- a/notebooks/julia_intro.ipynb +++ b/notebooks/julia_intro.ipynb @@ -2572,874 +2572,6 @@ "---" ] }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Basic plotting with Makie" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This block serves as a tini-tiny introduction to plotting in Julia using [Makie](https://docs.makie.org/stable/), which has to be the best plotting framework out there _in any programming language_ (personal opinion).\n", - "\n", - "Makie offers several plotting backends, but for the purpose of this tutorial we will use its Cairo backend, focused on 2D publication quality graphics.\n", - "\n", - "Makie is an \"external package\"; it is not installed with Julia. New Julia packages are installed using Julia's package manager. This itself is a package for the Julia language, so we need to learn how to use it first!" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Environments and installing packages" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "One way one \"imports\" a package into scope is with `import`:" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "metadata": {}, - "outputs": [], - "source": [ - "import Pkg # the package manager of Julia is a package itself" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This is the same as Python's `import`: it brings a package into scope, but none of its functions are accessible from the top level. They need to be prefaced with the package name and dot `.`. For example:" - ] - }, - { - "cell_type": "code", - "execution_count": 83, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "add (generic function with 7 methods)" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "Pkg.add" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Before installing any packages, we will first activate a dedicated _environment_: a \"space\" Julia will add packages to. This environment will simply be the directory that contains this Jupyter notebook:" - ] - }, - { - "cell_type": "code", - "execution_count": 84, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\u001b[32m\u001b[1m Activating\u001b[22m\u001b[39m project at `c:\\Users\\datse\\OneDrive - University of Exeter\\Teaching\\Zero2Hero-JuliaWorkshop`\n" - ] - } - ], - "source": [ - "Pkg.activate(@__DIR__) # `@__DIR__` always gives the directory of where it was run" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can examine the packages in the environment by running `Pkg.status`" - ] - }, - { - "cell_type": "code", - "execution_count": 85, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[32m\u001b[1mStatus\u001b[22m\u001b[39m `C:\\Users\\datse\\OneDrive - University of Exeter\\Teaching\\Zero2Hero-JuliaWorkshop\\Project.toml`\n", - " \u001b[90m[1520ce14] \u001b[39mAbstractTrees v0.4.4\n", - " \u001b[90m[6e4b80f9] \u001b[39mBenchmarkTools v1.3.2\n", - " \u001b[90m[a134a8b2] \u001b[39mBlackBoxOptim v0.6.2\n", - " \u001b[90m[13f3f980] \u001b[39mCairoMakie v0.11.1\n", - " \u001b[90m[a93c6f00] \u001b[39mDataFrames v1.6.1\n", - " \u001b[90m[31c24e10] \u001b[39mDistributions v0.25.103\n", - " \u001b[90m[634d3b9d] \u001b[39mDrWatson v2.13.0\n", - " \u001b[90m[fa6b7ba4] \u001b[39mDualNumbers v0.6.8\n", - " \u001b[90m[61744808] \u001b[39mDynamicalSystems v3.2.3\n", - " \u001b[90m[0987c9cc] \u001b[39mMonteCarloMeasurements v1.1.6\n", - "\u001b[32m⌃\u001b[39m \u001b[90m[1dea7af3] \u001b[39mOrdinaryDiffEq v6.59.2\n", - " \u001b[90m[1a8c2f83] \u001b[39mQuery v1.0.0\n", - " \u001b[90m[1e83bf80] \u001b[39mStaticArraysCore v1.4.2\n", - " \u001b[90m[0c5d862f] \u001b[39mSymbolics v5.10.0\n", - "\u001b[36m\u001b[1mInfo\u001b[22m\u001b[39m Packages marked with \u001b[32m⌃\u001b[39m have new versions available and may be upgradable.\n" - ] - } - ], - "source": [ - "Pkg.status()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now, if you have setup this notebook as instructed, by cloning the entire Julia Zero2Hero repository and following the installation instructions, then there is already a list of packages. These are the packages (and their versions) that are used in the Julia Zero2Hero tutorial. If you have only downloaded the Jupyter notebook by itself, the above environment will be empty! " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To add a new package to the environment we use the `add` function.\n", - "The simplest way to install new packages is by its name. \n", - "Julia has an extensive list of cutting edge packages that you can explore in a categorized format in [juliapackages.com](https://juliapackages.com/)! Once you have the name, you can simply call `Pkg.add(\"Name\")`." - ] - }, - { - "cell_type": "code", - "execution_count": 86, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\u001b[32m\u001b[1m Resolving\u001b[22m\u001b[39m package versions...\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\u001b[32m\u001b[1m No Changes\u001b[22m\u001b[39m to `C:\\Users\\datse\\OneDrive - University of Exeter\\Teaching\\Zero2Hero-JuliaWorkshop\\Project.toml`\n", - "\u001b[32m\u001b[1m No Changes\u001b[22m\u001b[39m to `C:\\Users\\datse\\OneDrive - University of Exeter\\Teaching\\Zero2Hero-JuliaWorkshop\\Manifest.toml`\n" - ] - } - ], - "source": [ - "Pkg.add(\"CairoMakie\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now, if you setup this tutorial material as instructed, the command above will not have done anything because you have already run the file `install_and_compile.jl` which would have installed for you all the packages in the Zero2Hero environment!\n", - "Otherwise, this command will have installed CairoMakie for you!" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To use a package, you would typically prefer `using PackageName` over `import`. `using` brings into scope all functions that the package _chooses_ to publicly export. The reason that in Julia you almost always use `using` instead of `import` (unlike e.g., in Python) will become clear in the second block on multiple dispatch. \n", - "\n", - "For now, let's simply do:" - ] - }, - { - "cell_type": "code", - "execution_count": 87, - "metadata": {}, - "outputs": [], - "source": [ - "using CairoMakie" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This brings functions from this package into your current working scope. For example" - ] - }, - { - "cell_type": "code", - "execution_count": 88, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "lines (generic function with 2 methods)" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "lines # this function didn't exist before `using CairoMakie`" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Initializing plots" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "_before going through the plotting tutorial we'll quickly change the default figure and size for easier visualization in a zoomed-in Jupyter notebook; themeing will not actually be discussed in this brief introduction_" - ] - }, - { - "cell_type": "code", - "execution_count": 89, - "metadata": {}, - "outputs": [], - "source": [ - "update_theme!(size = (500, 300), fontsize = 16)" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Alright, the most straight-forward usage of Makie is to directly call one of the plotting functions, like `lines, scatter, barplot, ...` giving in the x and y coordinates of data to be plotted." - ] - }, - { - "cell_type": "code", - "execution_count": 90, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/html": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "x = 1:5\n", - "y = [1, 3, 2, 4, 5]\n", - "fig, ax, plot_object = lines(x, y)" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "These plotting functions return three values. `fig` is a `Figure` object, which is the overarching figure that everything else is contained in. `ax` is an `Axis` object, which is a window with coordinates, labels, tickmarks, etc., in which data are visualized. The third output is the specific plot object (here a `Lines` object) for which we do not care about at the moment.\n", - "\n", - "In any case, this all means that when we called `lines(...)` the function did a lot of things: it initialized a figure, it initialized an axis in that figure, and then line-plotted some data. This also means that `lines` and similar functions never update existing plots (which is contrary to the default behavior of e.g. the Python library `matplotlib`):" - ] - }, - { - "cell_type": "code", - "execution_count": 91, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/html": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "z = reverse(y)\n", - "scatter(x, z; color = \"tomato\") # makes a new plot!" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To update an existing plot, you need to call the **in-place**, or **mutating**, version of the plotting functions, i.e., the version ending in `!`, giving it the axis to plot in (if not given, the last-used axis is used)" - ] - }, - { - "cell_type": "code", - "execution_count": 92, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Scatter{Tuple{Vector{Point{2, Float32}}}}" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax, plot_object = lines(x, y)\n", - "scatter!(ax, x, z; color = \"tomato\")" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Ops!? what happened here? Why is there no plot? It's because the return value of `scatter!` isn't a figure, but rather just the plot object, since `scatter!` doesn't initialize a figure. We need to explicitly return the figure as the return value of the code block for it to be displayed:" - ] - }, - { - "cell_type": "code", - "execution_count": 93, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/html": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We won't really get into too much detail of the options each plotting function has; they are several dozens, line width, marker style, size, color, fill, and many, many others. They are provided as **keyword arguments** to the plotting functions, e.g., `lines(x, y; color = \"purple\", linewidth = 2)`. Best to check the online documentation of Makie, or the docstring of the functions, for details on all these options.\n", - "\n", - "What is important to know however, is that all of these options can be vectors, just like the input data. E.g., if you'd like each marker to have a different size, you'd just pass the vector of sizes as the `markersize` attribute (and similarly with color, width, and everything else)." - ] - }, - { - "cell_type": "code", - "execution_count": 94, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/html": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "scatter(x, z;\n", - " markersize = 10y, color = y, colormap = \"thermal\",\n", - " marker = ['a', '♠', '⊚', :rect, :circle]\n", - ")" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Layouting axes in figures" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "One of the strongest features of Makie is its layouting system, that allows you to create sub-panels of figures with as much ease as it is saying where an axis should be in normal English.\n", - "\n", - "To add an axis to a figure, you simply initialize the axis at the expected location using the intuitive **matrix indexing syntax**: `fig[row, col]`. I.e., you imagine the figure to be a \"matrix of axes\" and add an axis at the given row and column." - ] - }, - { - "cell_type": "code", - "execution_count": 95, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/html": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = Figure() # initialize a figure with default settings\n", - "# create an Axis into `fig[1,1]`, and keep track of it in a variable!\n", - "ax1 = Axis(fig[1,1])\n", - "# i.e., give the location of the axis directly in the `Axis` constructor!\n", - "fig # don't forget to return the figure for it to be plotted!" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "we now add another axis in the second \"column\"" - ] - }, - { - "cell_type": "code", - "execution_count": 96, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/html": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# and this way you adjust axis properties after creation:\n", - "ax1.xticks = ([1,2,9], [\"1\", \"4\", \"8\"]) # ticks and their labels\n", - "ax1.xlabel = \"bamboozled!\"\n", - "fig" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Not only that, but just like normal matrices, one could utilize the syntax `fig[col, row]` using _ranges_, such as `1:2`. For example, we could specify an axis to span a range of 2, or 3 \"positions\" in the \"grid of axes\" that the figure represents:" - ] - }, - { - "cell_type": "code", - "execution_count": 126, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/html": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "x = range(0, 4π; length = 100)\n", - "y = sin.(x)\n", - "\n", - "fig = Figure(size = (600, 400))\n", - "\n", - "# notice that we can call plotting functions directly on figure indices\n", - "# if we do not care about storing the created axes for later use!\n", - "# (we therefore use the non-`!` version, so that an axes is created)\n", - "lines(fig[1, 1], x, y, color = Cycled(1))\n", - "lines(fig[1, 2:3], x, y, color = Cycled(2))\n", - "\n", - "fig" - ] - }, - { - "cell_type": "code", - "execution_count": 100, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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rjuc3OCuzr9gSbeYkhvu33OQ/8XQcz0+IdqVaQji6559/fvr06QDWr19fXFxcWlqakZFx5ZVXdnR0ALj77ruvu+461jFOxu7mAXkvO5OB/+by03vJfFKW3fT5hYXy+PfbGhIam879aWejPPj+ikoDP3YzD2WS8C+7muVCU0LGKVXvb2oQ6tzeu+kaed2gwVmRddnb0QrPuOIMlsxPvSzPOkpCsG/TtZH+M3cJIiT1hHv39m/9MiABsBSuzL58M2/Lj/urGByl2Ve8F53bl4T+bbcGm1+P+6sQojn6Sgjz8/N37dq1evVqg8EgCEJTU5O8N1deXt6TTz4pb7isRQ+9Fy1KvGHBtOJ063j+yJ3nl8mD9Xtbu72hBAWmc9sbeuU6XpfVuGpB4Xj+yPKKrAsrsgGEBfG53S2JjY+kllS9vzEX7t3Tt/EqeUWTwVGSfdk7BnuiNgvlzZlZl74ur3QSQ/29b18h+Og+QFKfGOjse+caKeIFYHRVZ1z8d844YiuEKeJt07Ivf9eUdRYASGL/+7cInlMJei1CtII7bbWJTrS2tm7ZsqWlpcVut1dVVV188cVG4xhlluMnd3Uf8wfr9Xp7enocDkd29mQaZym6PKGi+9+Wd5vYfdeFZxWlj/MPnvOb9z9s6gfwy8/M/t6KyqnEwFBra2skEpk2bZrJpLo9nb+6ft+TOxoBfG3p9MdWzx/nn/rLruYvPr8HwIJC197vxmftxOh8Pl93d7fdbs/JyUnCyyXBOK/BVKWG+9tENTY2AigtLY3vaadOCg10vXKW4DkJgLflZ1+xxeiqTvSLhnv39Wy4UAq7AZiyFmRfsWX0XddI8gWDwY6ODovFkp8f/1ksvZHEUO+bl4Q6tgLgzRnZV/3HmF6T6BcVA13dr54teJsAmHKWZF/xPmewJPpF2XK73f39/U6nMzMznuXuJAmS8FQTt6cEbSksLFyzZg3rKOLjpQNtcja4rCxr/NkggDvPL/vS3/YCePSDhu9eXHHGbSrIpHmCkRf2tsrjr5w7xurB4a6dV/D1fxh8IWFfq/tAm3veNHoQJBOTSvc35gb+8/VoNmjOzP7020nIBgGYshZkrnixd+NVEMPh3n19m6/PuvQNcLT+k6Qm93/ulLNBcIaMi55LQjYIgLfmZlz8Qs+GiyCGw90fuj+8K33p75LwuoSok75KRlPS+ljWseascRUlKm5YWJjtMAOo7/Ftqe+Nf2T6tn5fqycYATC3wHlu6QQ+jXNajJ+bWyCPn/2IqsUIYcZ/4s/++uflcfqyx42Z85L20pbCSzPOfwLgAARbN3oO/DJpL01IMnlr/8d37Al57Dr7AUvRFUl7aXPuea7FD8pj35Hf++ufS9pLE6I2lBBqW/tg8L36HgA8x62aP21Cf9ZmMqyJtZZ5aX9b/IPTtyd3NMmDr5w74Sq4m88ulgfP7W4W9Vr3SAhbEffxgR3fkMf26tusZauSHICt8gtpC38kjz17fxzu25/kAAhJtFDbJveH35XHtsovOOb+d5IDcMz+lrXsBnk8sP1r1MaJ6BYlhNr2j/1tgigBuLAia5prXO1khrsulkO+fKCN8o44auj1bW/oBWA28LfEsrvxu7Q6N99pAdA8EHi3rif+8RFCRiWJof4ta+VGMsb0ma5zfsMkDOeCe+XNCSUxNPD+F+RNLwhJDVJ4sH/rl6Mbe+YuTV/2GJMwMs5/Qi5SlSLevs2r5aueEL2hhFDbXtgbLSn8/MLJdL27sCI7x2EG0DwQ2NlEGxLGzauHO+TBp2ty5Z/whBh5bk3sDX32o+Z4RkYIGQfP7nvD3bsAcAZLxkXPc0Y7mzg4Q8byP8uvHu7d59l7P5swCEmAwd0/FLyNAHhrXtanXuIME/5QOy44kzPz4hflpqaRgdqB7bcxCYMQtigh1LCWgcC2k30AjDx33fyCSZzByHNXz4n+wZcPtMczOH175VA0IfzsnEk2oLv57GhC+NL+drlpECEkOYKtGz2HfiWPnWc/YMpayDAYo6vaeXZ0yxDPwV+Eu3YwDIaQeAl1bvMe+b08dp3zG942sTUv8WXMnJt+3h/ksf/k3wKNLzMMhhAmKCHUsL/va5UXmK2YkZOXNsl2ydfOiyaEtIwwXgYC4S11PQA4Dp+ZPcmEcHFJRnmWXT7b1pPU8oeQJBEDXf3vfwGSCMBSdIVj9rdYRwTHrG+Yp30KAMRI/9YvSoKfdUSETIkkBAe2fVW+yqwln7VV3Mg6Itgqb7FX3SqP3Tu+RYWjRG8oIdSwF2Mp3A0LJ9ZfdLhLq3OdFiOA493eA23u+ESmb28c6QoJIoDFxRmFE1/YqbhyVp48eL22Mz6REULG4t75HdHfBoC35Wcsf1ru88kal3H+n+StCCMDRwc/uod1PIRMiWffTyMDRwBwJpdr6e9ZhxPlXPIr3pYPQPA2De79MetwCEkqSgi1qt8f3nGqD4CB566dO5l6UZnFyF8Vm8V6iapG4+HVQ9Efo1KOOzlXUEJISHKFOrYqreczLniat+axjUdhSJuuNLbx1v6/UPu7TMMhZPLCvfs8B6PbqLgW/8LgmHDftQThzRmuJb+Wx97aR6ivL9EVSgi16p3j3RFRArC4OCN74m1LhrtunrKMkKpGpyoiSkr+NukFhLJPzcixmQwADncMNvT64hAcIWQUkuDe8U1AAmArX2Mpupx1QB9jr/qyteSzACCJ/Vu/QoWjRJPEyMC2WyGGAZgLLrLX3M46oI+xVdyklGe7P/i6XNRKiB5QQqhVbx3tkgefrsmd4qmumJlnNfIA9re529yBqUamb1tP9vb5wwCmZ9oWFLqmciqbyXBxZbY8pklCQhLNd+yP4d49ADijw7lYjRvBpy97nLdkAxA8J72HHmIdDiET5j38cLjnIwCcwZa+7HF1lGR/TPrS33MGC4BQ53bf8SdZh0NIklBCqFVvH4smhJdNOSFMsxiXlWUBkCS8c7x7qpHp278OxqdeVKZUjW44QgkhIQkkBnsHd/8feZw2/x6Do4RtPGfE2wqcZ/9cHnsO/EL0U5E/0ZKI+8TgnvvkcdrC+4yuarbxnJExvcYx9/vyePCjH4iBLrbxEJIclBBq0tFOz8leH4B0q+nc6ZlTP+HK6hx5QAnhFCmZ2xTrRWVXzYqeZNOJ7kCEalcISZTBPT8Sgz0ADM5Kx5zvsg5nRPaqW42Z8wBI4cHBPfeyDoeQCRjc9d9yqbMpe1Gaiq+ytPn3GJyVAMRgr3vX91iHQ0gyUEKoSW/G6kUvqcox8nGouLikKjrNuPEYfRg2ea3uwNFODwCbyXBhRfbUT1iRbZ+ZlwbAFxLePUG5OiEJEe7d5zv6qDx2Lfk1qw2yx4UzuJZE90j0HX+K+l4QrQh1bgs0/gsAOD592ePgjawjGhFnsKUv/a089p/4S6hjC9t4CEkCSgg1KY4LCGVnF6dn2kwAmgcCRzpp+51J2nyiRx4sK8u0GONzcdHmE4QkmOTe8U1IAgBL0WXW0mtYxzMGS+GnLcVXAoAkDH6o3mkWQoYb3HW3PLCV32jKPpttMGOyFF1uLVsNAJAGPrhDvj8QksIoIdSeYER8ty46WRSvhNDAcxfPiM5oUdXopG2OTeKtmJETr3NeMTOaEG6iGUJCEsB/8gV5BoDjza5zHmEdzri4Fj8oT7AEWzcGm19jHQ4hYwg0/ivUuQ0AZ7A4F/2UdTjj4jrnN9HNP/sP+eueZR0OIYlFCaH2bGvo9YYEANW5jvIse7xOq1SNvnOcqkYnadNxJSGMQ72o7PzyLLOBB3C4Y7DTE4zXaQkhAKSIb/CjH8hj++xvGdNr2MYzTsaM2fbqr8lj94fflZv4E6JSkjC4+4fy0D7zDkNaOdtwxslgL0yb+9/yeHDvfZIYYhsPIQlFCaH2vD1ULxrPTZNXVkUntTaf6BFEKY5n1olTfX6500+axbikJCNep7WZDEtKMwBIErae7I3XaQkhALyHfi14TgHgbdOcC/4P63AmwLnwx5w5HUBk4Kjv2OOswyFkRL4TT0f6DwPgTK60eT9kHc4EOGZ/m7fmAhA8p/zHnmAdDiEJRAmh9mypj2YFl1TFrS4RQE1eWkmGDUC/P7yruT+OZ9YJpV70/LJMkyGeV5bSn2ZLHSWEhMSNFBrwHnpYHjsX/UwuD9MK3prrnP+/5fHg3h+LIbppEzWSBL9H2Wpi3vd5azyfWxKNMznT5kUrCDz7fya3SCUkJVFCqDH+sLCrqR8Ax+H8sqz4nlzJMGkZ4SQoCeGn4pqoA7iwIvpGb6nvie+ZCdEzb+0jYqgPgNFVbZ/xBdbhTJh91jfl6jsx0O3Z/zPW4RByBt7Djwi+FgC8bZpj9rdZhzNh9plfN9iLAAi+Vl/tb1mHQ0iiUEKoMTsb+0OCCGBmXlpumjm+J19ZHV1GqHTLJOP3bl30h3ZxZZwTwvPLs+TNRfa1uvv9tFiIkDgQQ/3K9GDagnvBGdjGMwmcweJa/At57Kv9He1TT9RGDPZ4D0R/RZ1n/ZgzOtjGMwmcwZYWKyb3HPylFHazjYeQBKGEUGPej9WLLi+PW9sSxcWV0XP+51RfhJYRTkRdj7exzw/AaTEuKk6P78mdFuNZRekAREmiZYSExIXv8CNymaUxvcZWcSPrcCbJWrbKlHMO5MK8g79iHQ4hH+PZv065yuwzvsI6nEmyV91qcFYAEAPdyqdIhKQYSgg1ZuvJ6DTUBRVxrhcFUJRulZcReoKRA230MdgEKP1FL6rMlmfz4uuiWK5OVaOETJ0Y6vce/o081uj0YAznXHCvPPIdfVQMULU/UQvB2+g78jt57Fz0czXvRD8G3uRc+GN56Dn0kBikf4VJCqKEUEsEUfrgVJ88vqA8/gkhgPNjp93e0JeI86cqZeZWmWWNL6WvzHt19E8RIVPlPfRwbOJipq18DetwpsRScpUp6ywAUsTrPUzTF0QtPAd+KQkBAObc86zTr2UdzpTYKtYaM2YDkMJu74Ffsg6HkPijhFBL9re53YEIgKJ0axx3IBxuWVmmPNjeQKWJE6Dkz8srEpMQVmYZeA7A7uaBwWAkES9BiE6IoT5vbXQD+rQFP9Ly9KCMS1sQbTfqPfI7ajdK1EAMdPqP/0kepy36KRD/wpmk4gzOs+6Xh94jvxX9bWzDISTuKCHUkqEFhInJOgAsi3Uu3UZr1cat2xuq7/UCsBj5BYUJ6VyfbjXNLXACiIjSBzR5S8gUeA89LIUGABjTZ9nKP886nDiwll5rzJgDQAoN+Gr/h3U4hMB7+BF5kwZTzjmWaZewDicOrNOvM2WfDUCK+Ab3UVNfkmooIdSSbbFZuwTViwJYUOhymA0ATvX5WwYCCXqVFPOfU32SBACLitMtxkRdU8oyQuorQ8ikicFebyxlSlv4I3Ap8Y8gx6fNj+737T38iBQeZBsO0Tkp7PYd+b08Tpv/A7bBxA/nXPR/5ZH/+JNioJNtNITEV0r8W6gbW4dmCBOVEBp57txSqhqdGKVedFm8d4YcTjn5jkaaISRkkryHY9ODGbNtZTewDidubOWfN7qqIGe8sWdxQpjwHvlDbI3uLGvJNazDiRtL0eWm3HMBSELAW/v/WIdDSDxRQqgZJ7q9re4AgHSraU6+M3EvtKxcSQgp8RiX/8Q6/Sydnpm4Vzm3NEMe7GzsFyXaFISQCRODvd7DsenBBakyPSjjDI5598hD76GHpIiPbThEtyQhMNTCd973U+oqA9Lm/Lc88B35gxTxsg2GkDhKqQs1tSn9Rc8vzzQkYGMDBS0jnBBBlHY1Rbs4JDQhLMuy5zstAPr94eNd9O8QIRPmO/J7eV9pY8YcW9lq1uHEmb3yZkNaGQAx0Ok79jjrcIhO+U88LfrbARgcJbaKm1iHE2fW6dcaXTMAiMEeX6xrDiEpgBJCzdiRlGkoAOdNz+Q5DsDeVrcvJCT0tVLAgbZBue1nSYatON2a0Nc6JzZJuKORGgkSMjGSEPQOrWu6J8UmLgCAN6XN/b489B58UBKCbMMhevvBWjcAACAASURBVCQJnoMPykPHnO+CN7ENJ/44g2P2XfLQe+hhiNT0m6SIlPsXMXV9GJuGOqc0sQlhhs00Oz8NQFgQlRclI/ngVHQe9byyxL4vAJTlnbSMkJCJ8tc/JzeLN9iLUmn14HC2qq8Y7EUABF+rn6YvSNL5T74gDNYD4C3Z9qpbWYeTELaqL/O2fACC56T/1D9Yh0NIfFBCqA0hQdzf6gbAcVhcnJ7ol1OqRpU6VTISZbLu3AQn6hi2jHAHvS+ETJAvtq7JPut/peDEBQCAM1gcc6NrnDyHfg1JZBsP0RnJe+AX8sgx+5ucKY1tNAnCGayOmq/LY29sOpQQraOEUBv2tboDERFAZbYj22FO9MudOz2aeOyiGcKxfBDrxbos8TOE55RGq3n3tw36w1TNS8h4BVs3hvv2A+BMafaar7EOJ4Hs1V/jLdkAhMG6QPO/WYdDdCTY/HrsKnPaZ36DdTgJZJ95J2e0Awj3fBRq28Q6HELigBJCbfgwNg21pCQjCS+3OPYqVDI6uh5v6Hh3dEv6s4oSPnPrshpr8hwAwoK4p2Ug0S9HSMrwHnpIHthnfJk3J/yzG4Y4o91efZs89h5+hG0wRFc8Bx6QB/bqr/GWBG7CxBxvzbHN+JI89hz8FdNYCIkPSgi1YVdzNDFbnJSEcHa+0242AGjs83d6qDPBiHY09ssbQCwsTOCW9MMNW0ZIuToh4xIZqA22vAEAHG+f9U3W4SScfeYd4I0AQm2bIn0HWIdDdCHUuT3UsRVy3fKc77AOJ+HS5twFzgAg2PIGXWUkBVBCqA07G5WOMslICI08t7AwOt+1q4lmokaklNQqRbaJNpQQ0jJCQsbHe+g3gATAWnK13DI+tRkcJdbS6+Sxt/Z/2AZDdMIX26jdVnGT3NkotRmcldbp1wIAJJokJCmAEkINGAxGjnR6ABh4Lgl1ibLFJUpCSDNRI0ryzC2GZZ40Q0jIeIiBLn/dM/LYMecutsEkjWP2t+SBv+4ZMdDJNhiS8kR/W+DUS/JYD5PwMmWXF//J5wVvI9tgCJkiSgg1YHfzgCBKAObkOx1mQ3JeVMlwlJyHfNKe5uj06aJkJerzprnkat6GXl/HIFXzEjIG39FHJcEPwJSz2Jy/nHU4SWLOW2bKWQJAEoK+Y0+yDoekOO/RxyQxBMCcv9yUtYB1OEliylliLrgIAMSwt/a3rMMhZEooIdSAJNeLyhYXK41GqWT0zDoGg80DAQAOs2FmXpL6axt5Tkk+KVcnZHSSEPQe+Z08VraT1glHbKLGd/T3EMNsgyGpTAz7jj4uDx2zUrm56CelzYnu8uI//qT8wRMhGkUJoQbsjO1CnsyEsCbP4bIaAbS5Ay0DgaS9roYo+djConQDzyXtdc+O5eq7mylXJ2Q0/vpnRX8HopvRr2IdTlLZyj8f3aTe2+yPlfMREnf+hr+L/jYABnuhtfRa1uEklaXkKqOrGoAY7PXXP886HEImjxJCDdjZpMwQJq9bOs8Nm4miZYRn8lFs7vTs4iTVi8rOKnLJA9p5gpDR+Q5HW6o4Zn8rVTejHxFvUnZc9NH+EyRhfLFJeHvNf+nuKgOn7PLio6pRomWUEKpdlyfU2OcHYDMZ5hQ4k/nSZ9MywlEp+VjSFhBGXy6Wf9IMISGjCLVvVjajt8Ue2nTFXvNfnMECINT1Qbh7J+twSAoK9+4JdW4HwPFmuy6vMlvVlzmDDUC4d0+4+0PW4RAySZQQqp2SdSwschmTWJcIYHEx7Twxmg+bkt1iVDYr32kzGQCc6vN3e0PJfGlCNMR75FF5YKv8Im9O6kWqErw1z1p+ozz2Hqb9J0j8KdNi1rLVvK2AbTBM8JZsa/kN8th75PdsgyFk0oysAxgXURQ3bty4efPmlpYWu91eWVm5atWq8vLyiZ6ntbW1tbV19GNmzZrlcDgmG2n8KQlh0jacUCwpVfrK0Azh6To9QXlppd1sqElWRxmZkefmTXPKrYb2tgysrM5N5quTuNPz/S1xxEBXsOlf8thRczvbYBhyzP6W/8TTAPwN652Lf6GHDeJI0ojBXv/Jv8ljx6z/xTYYhhwz7/Cf+DOAwMkXxCW/4i3ZrCMiZMI0kBDu3bt37dq1tbW1w794991333bbbQ8//LDdbh//qX76058++uijox/zwQcfLF26dDKBJsbeVrc8WFDoSvJLV2Q5suymXl+42xtq6PWVZU3gR53yPoqVay4oTPbMLYCzitLlhHA3JYQap/P7W+L4jj8pCUEA5rzzjZnzWIfDjClroTn/wlDHFohh39HHnGfdzzoikjp8x5+QIj4AppzFptxzWYfDjCnnHFPO4nD3Lknw+0887ZjzXdYRETJhai8ZPXDgwPLly+WnJZPJNGPGjPz8fACSJD3++OPXX3+9IAjjP9uJEycSFWjC7GU3Q8hxWBRraLmnxZ3kV1e5YR1lGJSiKcsI6X3RNLq/JYok+o79UR7aa/6LbSzMOWZH95/wH38SYoRtMCR1SILvyB/koWOmvnab+CR7zdflge/oo5BEtsEQMgmqniEUBGH16tUejwfAzTff/Otf/zovLw/A5s2bb7755tbW1jfeeOOhhx763ve+N84THj9+HEBRUdHnPve5kY4pKFBREbw3JBzr8iJaJZjsGUIAZxW5Nh7rArCvdeDaeSr6yTD3UazRzuLkthiVKZ8O7KZ+P5pF97fECba+JQzWQ17eo7PdJj7JWnKNwV4o+FoFX2ug+TVr6TWsIyKpIND0quBpAMBbc6zln2cdDmO2ihsHd31PDPZG3CeCrW9bii5jHREhE6PqhPDZZ589evQogJUrVz7zzDPK11esWLFhw4bFixeHw+EHH3zwzjvvHE9hVTAYbGpqkv/4b3+rje7A+1oHREkCMCvfaTUymM5dUBhNPJTKVSJTSkYXsUgI509zmQx8WBCPd3sHAuF0q946facCur8lju/oY/LANuNLnMHKNhj2eKNtxpc8+38OwHfsj5QQkrhQ2snYq79GVxlnsNlmfMl76CEAvqN/oISQaI6qS0afeuopebBu3brTvjV//vy1a9cC6Orqeu2118Zztrq6OlEUAdTU1MQ1zATaGysIXJj0BYSnve5e2vJumG5vqKk/uhfIrPyk7gUisxj52flpACQJ+1sHkx8AmTq6vyWI4GsJNP8bAMApG/HpnL36q+B4AMGWNwRvI+twiOZF3MeCbZsAgDfaddy0aTh7zX8BHIBA07/pKiOao96EcGBgYNu2bQCqqqoWL178yQPkByYAr7/++nhOWFdXJw809MA0bM8JBtNQAGry0uSZyVN9/j5/mEkMKrQvNl86b5oz+R1lZENVoy1UNao9dH9LHP+xJ+SVcuZpK4yuatbhqIIhrdwybSUASILv+J9Yh0M0z3/sSUACYC3+jMFRyjocVTC6qiyFsassVqRAiFaoNyHcs2dPJBIBcMEFF5zxgPPOO4/neQA7d45rv115gQ009cA0tPU5i7pEAEaemzuNJglPp/woFhayeV9AfWU0ju5viTIs4XHovp3McMqm4f7jT0KaQLMiQk4nRnx10Sp3e/VX2caiKvaZd8gD37E/yl2OCdEK9SaEx44dkwczZ8484wFOp7OwsBDDaqVGJz8wcRxXVlb2+OOPX3311TU1NYWFhYsXL/7Od76jvJx6RETpUPsgAI5jsOeEQqka3UfLCGP2sdsLRLFoqK8MJeraQ/e3BAk0vyYXa/G2fAstlhvGWnoNb8sHIHibg80bWIdDNCzQ/KrobwNgsBdZii5nHY6KWIs/Y3CUABADXYFTL7EOh5AJUG9C2NgYrcAuLi4e6ZiSkhIAwWCwvb19zBPKD0wWi2XRokW33377q6++euzYsba2to8++ug3v/nNggULHnjgAfkze5Wo7RgMREQA0zPtmTZmXUOUnIf6yij2t0V/FPPZJYQLCl08x2HY7wnRELq/JYjvSHQnRnvVVzjezDYYdeFN9hlfkofKnhyETILv2BPywFb1ZXAGtsGoC2+0V0fXLdNVRrRFvV1G5W7sANLTR6zKc7lcpx08CnmTrkAgUFdXl56efskll+Tm5tbX1+/du7erqysQCNxzzz1Hjhx5+umnxzzVypUrxzyms7Nz9AN8Pl9fX5/f7x9pq7F3D3fJg9k5ljHPljjT7dFk46PGHoZhjKS7u1sQBIPBYDIlKWcOi9Lh2MztNGOQ4c+kLMNS3xeIiNLWw6fmFzgmfR6/39/b2+vz+cYzE0XiIuXvbxPV09MDwGqdWq/CQIvQ+hYAcLw/+zq/+u5XjGVfD+5BSGKg+bWOU3s4WxHrgDQsFAr19PSYzWaOY7OMnBXJ3yq2vAkA4PyZn6Wr7HRZnwP/E4iRUPu7nQ07YS9jHdCQwcFBt9sdCATCYWoJQU6n3oTQ6/XKg1EeEWw222kHj0TpyQ7g1ltvfeSRRxyO6AN0OBz+6U9/um7dukgk8uc///mmm2669NJLRz/bO++8M2b8gUBgzAOCwSDP8yMdua8t2j1yVrZlzLMlzox0A8dBknC0yz/o85sY9VAZSTAYFARB/m9yXrG2OxAWJQAlLrNJCgcCzG6sNdmW+r4AgH2tA9UZk/+YVv5V5DiO4a+Z3qT8/W2igsHg1E9rqH+SlwQAYtZFYS4P9Pt8Gj7fkLGU79sOSYic+qtQ9k3WAWlYKBQKBoOSJOnttmk49Yx8lUlZ5wf4ArrKPsFlyLyQ79kESKGGv4oV32Udz5BgMBgMBo1Go95+acl4qDchlBsqAJAkaaRjlBxglGNkfX191157LYAFCxbce++9w79lMpnuv/9+o9F43333AfjGN74hbw42irfffnuU78rPW/Ie06Pwer0Gg8HhcGRlZZ3xgOP90aKy8yoL8vJyRz9bQpVn1tX3+sKi1CM55uelMYzkkwRBiEQiubm5SZsh3NjaJg8WFKaP+S4n1OLpng0nBgCc8nJTicTn8/E8b7fbs7Oz4xcdGU3K398mSk4Ip3RaMdy//UX5J+Wc9XUz02tTtUKzvu7dvh2AsePv2Uvul/eiIJMgZ4MWi4XtvwLJJokDO16SK0nSZn6NrrIzCs/6mmfrJgCmzpfSz/25eqpqrVaryWRyOp0ZGRmsYyGqo96EUPmEe5RPMpRvpaWNkaUUFBS8+OKLoxzw/e9//7HHHmttbT127NiRI0dG6vQgG09J1Zi1T4IgWCwWi8Uy0pEHO6J1YueU50y1kmpqzipOr+/1Aajt9p9TnsMwkk+yWCwGg0G+zSXnFQ93+eXBopJMtu/LotIsoA7A4S7fVCIRRXH0X0USdyl/f5soi8UyxdMGGt+UAh0ADI5iV8W14NX7rxtDlsrV/t13iYEu0dvI9b5nKbqCdURaxXGcDm+bwda3RW8DAN6S7ay8gTNYWEekRpaKa327csVAl+hr5nq3qmeT+lAoFAgE9PZLS8ZJvZ8OOp3R/b4HBkZsoqh8Szl40qxW65IlS+RxbW3tFM82dU39/l5fGECmzVSSYWMbDPWVGW4v680hFfNjO4IoTW6IVuj8/pYI/hNPywNb5RcpGxwJZ7DYZnxRHiutQQgZJ//xJ+WBrfIWygZHwvFmW+XN8th/4im2wRAyTupNCCsqKuSBsjbmk+Rv2Wy2goKCqb+i8ql5X1/f1M82RQdiCwjnTWPWx1Kh7LZHO09g2FvDcM8JWXmW3WU1AujyhNrctCRAS3R+f4s7MdAZaH5NHtsqb2EbjMrZq28DOACBplcEXyvrcIhmiMGeQOM/5bEt1rGWnJG96lZ5EDj1shjoZhsMIeOh3oRQ2V750KFDZzygr69P7sZeU1MTlzZfPp9PHmRmZk79bFN0IDbnM2/aVCcHpm5hEe1NH9XqDnR6ggBcVmNZpp1tMByHuQXKJOEg22DIhOj8/hZ3/vrnIIYBmPMvMKbXsA5H1YyuanPBhQAgRvx1f2EdDtEMf90z8mbrptxzTVkLWIejasaMOaaccwBIYsh/8jnW4RAyNvUmhAsXLrTb7QC2bt16xgM++OADudfCsmXLxjzbV7/61YULFy5atKi3t3ekY44cOSIPqqqqJhNxXB1sV9EMYUmGTd4Isc8fbh7Q9UzU/lYlUXepodn4/MLo5wX7afJWU3R+f4s7//FoXRZNXIyHvfo2eeA/8We2kRANUWqM7VVfZRuJJtirviIP/Mf/xDYSQsZDvQmh1WqVexs0NDRs3779kwc891z0Q5err756zLPNnTt33759e/bs+ctfzvyBaENDg/xkVlxcPHfu3MnHHSdKceZ8FSSEAObGJioP6nu5mrKKciHrelEZLSPUKJ3f3+Ir3LM73LcfAGd02MpuYB2OBlinX8ebMwBEBo6Eu3awDodoQKjrg0j/IQCcKc1W/nnW4WiArXwNZ7QDCPfuC/fsZh0OIWNQb0II4I477pAH99xzz2mN13fv3v3CCy8AqK6uHt4Tr6+v758xw9v33XDDDXKf9/vuu++TNVp+v//222/3+/0A1q1bl5i/zQSEBfFopwcAx2FOAfuSUQybqDyg79JEJVFnvoBQNpQQ0gyh1uj2/hZ3StsG6/TrOZMqbpgqxxls1unXy2NfHU0SkrH5j8XayZSvoatsPDhzunX6dfKYWssQ9VN1QnjZZZetWLECwJYtW9asWSOvqAGwYcOGK6+8MhKJAFi3bp3BMLTHy9GjR6+N6e4eWshbWFh41113AXC73cuXL3/wwQdra2sHBwcPHz787LPPzps376233gJw6aWX3nzzzcn8O57RkU5PSBABlGVGu4YwN69ASQh1nXgof/356kgIlcpV5XeGaIVu72/xJQlBf/3z8the9SWmsWiJ0ms0UP83SdD1QgAyJini9Tesl8e2WCUkGdNQ1WjdX+kqIyqn6oQQwPPPPz99+nQA69evLy4uLi0tzcjIuPLKKzs6OgDcfffd11133ThP9Ytf/OLyyy8H0NfX9/3vf3/27Nkul2vOnDm33HJLXV0dgOXLlz/1lCo+xVFVi1GZ0tvmQLt+E8KQIB7r8gLgOU7p5sKW0tsmJIhHOj2swyETo8/7W3wFm14Vgz0ADGnl5oKLWYejGeb8CwzOSgBiqC/Y9CrrcIiqBRr/KYUHARgzZptzz2MdjmaYCy42OCsAiKG+wKmXWYdDyGjUnhDm5+fv2rVr9erVBoNBEISmpiZ5b668vLwnn3zygQceGP+peJ5/+eWXH3744U/2cHc6nY888sh7771XVFQUz+gna//QNJRaCjPmTnPKM1G1HZ6IKI11eGo60ukJCyKA8iy7w2wY8/jkUIpXqWpUc/R5f4svX6wWyz7ji/JuCmR8OHtsfw4ftZYho/KfiC5OtlV+gW0kWsPZY22uqGqUqJwqyhFHl5OTs379+tbW1i1btrS0tNjt9qqqqosvvthoPEPwS5cuPW01znBWq/Xb3/727bffvn///pMnTzY3NzscjqqqquXLl1ssKtpidWjPCXVMQwFIt5qK021N/f5gRDzR7Z2Zl8Y6IgYODs3cqiVRBzC/0PXPg+2gvjLapMP7WxyJ/o5g61sAAI62H5wo24wvDe67H5IYbH1T9LfxtmmsIyJqJPhag23vAADH2yrWsg5HY2wzvjy49yeQhGDrRmGwXp4wJESFNJAQygoLC9esWROXU9lstnPPPffcc8+Ny9kSQVV7TijmT3M19fsB7G916zMhPBR7X1TS6UdGfWVSgK7ub3Hkq/szxAiGlWaR8TOkTTfnXxhqfxdixF//nGPOd1lHRNQoUP9XSAIAy7RLDI4S1uFojMFRbCm8NNjyBiD56/+atuBe1hERcmZqLxnVoX5/WM67rEa+KtfBOpwhQztPtOu00aiyfnKumhJCJTs9pNf3heiW//jT8sBe9WWmgWiVPdZahqpGyUh8dUq9KE3CT4ayOaq/7lmmgRAyGkoIVWd/m1suCptd4DTyKloSo2RBB/XaV0YpGZ2rppnbGTkOq5EH0DwQ6PWFWYdDSJKEu/4TGagFwJnSrKXXsg5Hk6xlqzlTGoBI3wHaKo18Urhnd6TvIADO6KCrbHKspddEt/10Hwt372QdDiFnRgmh6igtRlWyJb1C51sReoKRhj4fAJOBr1bTzK2R52piFby1HXp8a4g++U48LQ9s5WvkrIZM1PCnfD9NEpJP8Nc9Iw+sZavoKpsczmAd2pAw9vMkRG0oIVSdg6qsSwQwMy/NZOAB1Pf4vCGBdTjJdqhjUJ65rcl1mA3qunCGTd5SQkh0QRKCgZMvyGOlIotMwlAXxJPPSWKIaSxEZcSIv/45eUj1olOh/PT8J/8GkQp5iBqp67mWYNj8m6rqEgFYjHxVjgOAKEmH9TcTdVB9m0MqaBkh0Ztg82tiqB+A0TXDnLeMdTgaZi642OAoBSAGuoPNr7MOh6hIsOUNMdAJwOAosRSsYB2OhpnzL1SuskDLG6zDIeQMKCFUHaXqT1WtLGVD29Prb4eDg6psMSqbG9uehGYIiU4o7RmsFTfR9oNTwvFD0xex7eYIwWntZDh6XJwCjrdV3iQPqbUMUSe6wtWl1R3tC5JuNRW5rKzDOd1Q4qG/ZYRKrqW2Ul4My1F1mKgTHRJDfcGW6FwWbYw2dbYZX5ST6kDzv8VAF+twiCpIoYFg07/lMV1lU6d87BJsekWubiBEVSghVBel5G92QRqnvk+9h2YI9TcTpbw1c9W0K72sPMueZjEC6PaGOj1B1uEQkliBhr9LQhCAKfdco6uadTiaZ3RVmfPOAwAx7I+tzCQ65294QRL8AEw5S4wZc1iHo3nG9Fmm7LMBSEIg0PAi63AIOR0lhOqi5mko6HitWrc31OYOAHCYDeVZdtbhnI7jMCvWaFRvbw3RIX/dX+WBreImtpGkjKGq0fq/so2EqITSD9NW+QW2kaQMW+XN8sBfT1WjRHUoIVSXQypeqAagIttuMxkAtLn1teXd8AWEvAqnbofNW9IyQpLaBG9jqHMrAPBGW9kNrMNJEdayGzjeDHl3R/dx1uEQxgTPyVDHNgDgTbbyNazDSRG2irXgjQBC7VsEz0nW4RDyMZQQqstQQpivxoSQ57iZsZkoXTUaPdim7AWiuhajMuUXhmYISWrz1z0LSQRgKbyMt+WzDidF8JYsS9Fl8jhw8m9sgyHM+U78GZAAWIuv4q05rMNJEbw1zzLtUgCA5K9/nnE0hHwcJYQqIklDWZY6Zwih16pRNbcYlSmblNAMIUltSk0j1YvGlzX281S2niN6JSmdMGn7wfgaqs2mXqNEZSghVJGmfr87EAGQaTNNU1+LUdnsfD3OEKq8lBfDAjvYNihJbGMhJFHCvXsi/YcBcKY0a+k1rMNJKdbSqzmTE0Bk4Ei45yPW4RBmwl07hcE6ALw501J8FetwUoq19JrYVVYb7t7FOhxChlBCqCKHOtTbx1KhzxnC2k6PPFDyYbUpTrdm2kwABgLhFneAdTiEJMTQ9oOl13FG1bV30jTOYLOWXiuPaZJQz5R331q2ijNY2AaTYjij3Tr9OnlMrWWIqlBCqCJDGxuodaEadJkQtg8Ge7whAC6rsTjdxjqcEc3W31tD9EUSA7FNEZRdnkkcDe2dXf88JIFtMIQNSfA3rJeHtoob2caSkoZ19H0eoo6a8xGVo4RQRYY2IVTrNBSA8iy73WzAsDQp5SnFsbPynKrsMBo1d6hqlLanJyko2LZJ8LUA4G3TLNMuYR1OCrJMu4S3FQAQ/W3Bts2swyEMBNveEf3tAAz2QnP+RazDSUGWghUGRzEAMdAZbH2bdTiERFFCqCLqX6iG0xuNetgGkxyHtfC+YFh4OnlfiN4oFVa2ijXgDGyDSU2cwVb+eXkYOElVo3qkdL+0lq8BR4+ICcDx1vLo1KufOvoS1aCrXS0kaWihmppLRgHMzlcSD12UJiprO9U8cwsM7U1f26mL94XoiiT4A43/lMe2ipvZBpPCbBVr5YG/4R+S4GcbDEkySQgEGl+Wx8pvAok75WcbOPWSFPGyDYYQGSWEatHQ5/MEIwByHObcNDPrcEajt2WEh9tjHWU0MkN4qJ0ajZJUE2j8lxQaAGBMn2nKXsQ6nJRlyjnH6KoGIIXdwabXWIdDkirY9O/oVeaaYco+m3U4KcuUtdCYMQeAFPEGm+kqI6pACaFaDOsoo+qsA/rbA/3w0Ayhqt+aaa5oo1F3INJKjUZJahnafrCSpgcTa2iSMPYzJzrhPxmtF6VJ+ERTarNph3qiEpQQqkVtbN2XyheqAZhdoKOtCDs9wW5vCECaxViaod4Wo7LZBfqq5iU6IQZ7gi1vAgA4qmRLNGvsJxxs2SCG+tgGQ5JGDPUHm1+Xx1a6yhJMWUYYbNkghvrZBkMIKCFUD61MQwEoz7I7Yo1Gu1O90ejw1q9qbjEqU1Y5UkJIUkmg4UW5P7s5d6khrZx1OCnO6Koy5SwBIAnBQMOLrMMhSRI49Q9JCAAw5SwxuqpYh5PijK4ZppxzIF9lp15iHQ4hlBCqxlBCqPoZQp7japT+Jane0FLp2Kn+RB3ArFiQKf++EF1RevFZaWO0pLBVKBsSUtWoXgTqlXpRmh5MBmWbx8BJqhol7FFCqAqSNPQEr/SKVDP9LCPU0Mwt9PS+EP0QfK2hji0AwBlsZatZh6MLtvLoxh6hjvcFbxPrcEjCif62YPu7AMAZrGU3MI5GH6xlN8hXWbBts+hvYx0O0TtKCFWhecA/GIwAyHaY850W1uGMbY5u1qopmxAqKyfVjNYQktQTaFgPSQRgKbhY3jadJBpvy7cUrgQASQw0rGcdDkk4f/3fIAkALAUXG+yFrMPRBYO90FxwEQBIgv8kXWWEMUoIVWFYXaIGsg4As/KVLe9SvDRR2YRwjhZmCItc1nSrCUCvL9wxGGQdDiFx4K+P7pBOjS6SyVa+Rh7Q3tl6oPQXpassmWxDO9RT1ShhjBJCVdBWXSI+tlYtlWeiur2hLk8IgN1sKM1UhCe8CQAAIABJREFUe4tRAByHmXnUV4akDmGwLty9CwDHm62ln2Mdjo5Yp1/HGWwAwt27Iu5jrMMhCTR0lRks1unXsQ5HR6xlqziDBUC4a0fEfZx1OETXKCFUBSWtmqWRGcKKLLvNZADQMhDo84dZh5Mow1qMOnn19xgF8LFNQVJ88pbogf/k3wAJgKXoct6SxTocHeFMLkvRZfI4cPIFtsGQhPLXPRu7yq7kzRmsw9ER3pxhKbpcHlNtNmGLEkJVGNZRRhszhAaeq851yOMjqZt41GqtlBfDJplphpCkAGXXZmusgpEkjdIFkapGU5vy/lJ/0eRT7my0Qz1hixJCVdDQnhOKoarRzpRNPDRXyothk8yHqdEo0bhw3/5I/yEAnNFuLfks63B0x1L8Gc6UBiDSfzjct591OCQhwr17IgNHAHAmp6XkKtbh6I615OrYVXaIrjLCECWE7LUPBnt9YQAuq7HIZWUdznjN0sFWhErLHK2U8uJjM4Qp+74QnVA2RrOWXiM/M5Fk4ox2a8nV8piqRlOV8s5aSz8nrxolycQZ7daSa+RxgCYJCTuUELI3fBpKI+vUgOGNRlM38ajV4Azh9Eybw2wA0OkJdntDrMMhZNIkv/KoWk770bNh/VivUYltMCQBhq4yW/nn2YaiW0O12fXP0VVGWKGEkL2hBYTamYbCsBzpUIquVXMHIq3uAACrkS/PsrMOZ7x4jptFywiJ9oW7dgiekwB4c6bS3YQkmaXoMt6cCUAYrA937WQdDomzcNcOwdMAgLdkmQsvZR2OTlkKP81bsgEI3sZQ5weswyE6RQkhe8pTu1Y6ysiqcx0mAw+gsc/vDQmsw4m/wx2DkgQA1blpBl47U7fDqnmPpPoukSSFKY0urNOv43gz22B0i+PNyj4E1Fom9dBVpgq8yVq2Sh5SbTZhhRJC9oZaWRZoaYbQZOArs+0AREk6moqJh0ZnbqGPal6S4iQx0PB3eUidD9kaVjX6AqQU/OxPvyQx0PCiPKQuvmwp9br+hvV0lREmKCFkT4utLGVDDS1TsTRR6Z46S3vvS6wBbCq+L0QPgu2bBV8rAN5WYC64iHU4umaZtoK35QMQ/W2hjvdZh0PiJtTxnuBrAcDbCiwFF7MOR9fM+RcZ7IUARH97qGML63CIHlFCyFifP9IxGARgNxumZ2qswdfsocQjBWeihm0OqbUZwjzam55om1I3ZSu7AZyBbTB6xxlsZavlIVWNppKhdjJlq+gqY4zjrdOjVaN+qholLFBCyNixbp88mJmXxmuoxyiAVN8DXbslo5U5DrOBB9A84B8MRliHQ8gEieHAqZfkobWCKtnYU+oJA6f+ATHMNhgSH2IkcOof8tBaRv1F2bPGqkbpKiNMUELI2LEevzzQ3DQUhq9VS7k1hIGI2NDnA2Dkuepcjb01Rp6rynUAkCSk5PJOktqCrW+LwR4ABkepOXcp63AIzHnLDGllAMRAd7BtI+twSBwE294WA90ADI4Sc/75rMMhMOedN+wqe4d1OER3KCFk7Fh3LCHU2kI1ADW50VnNum5vMCKyDieejnR4BFECUJFttxi1d5kony+kXq5OUt5QJVvFjYDG6iZSFGdVqkbrqWo0FQzb5HMNXWXqMOwqo6pRknTae9JNMcdjM4QzNThDaDcbyrJsACKidLzbyzqceNJuRxnZ0FaE7SlYzUtSmCQEA03/ksfWshvYBkMUNqVqtPGfkhBgGwyZIkkIBhr/KY9tdJWphtJrNND4siQE2QZD9IYSQsaGSka1tlBNpuydmGINLbXbUUaWwtW8JLUFWzZIoQEARleVKXsR63BIlCl7kdFVDUAKu4MtG1iHQ6Zk2FU2w5SzmHU4JMqUfbbRVQVACg0EW95gHQ7RF0oIWfKHxeaBIACTgZ+R42AdzmQoiUeK7YGu5LezC7Q5Q5iiiTpJeQFlp2zaGE1lhlrLUD2bxg27ym5kGwk5zVBrmQa6ykhSGVkHMC6iKG7cuHHz5s0tLS12u72ysnLVqlXl5eVqONtU1PUFRUkCMCPHLreF1JxU3QP9sMZnCGfmpxl4ThCl+h5fMCJqcRmkfqTq/W0SpIgv0PyaPFaqp4hK2Cpu9Oy7H0Cg6VUp7OFMmrw3EiniCzT9Wx7TVaY2toq1nn3/F0Cg8V9SxMsZNTlVQLRIAwnh3r17165dW1tbO/yLd99992233fbwww/b7XaGZ5uiE33RGnFlPkdzhmaiOlNnJioiSnU9XgAchxptJoRWIz8901bf45OXd87V5jynHqTw/W0Sgs3/lsIeAMaMOcaMOazDIR9jTJ9pzJwX6Tsg5+2US2hUoOkVKeIFYMycS1eZ2hjTZxkz5kT6D0kRX7D5NVpHTZJG7fMGBw4cWL58ufx8YzKZZsyYkZ+fD0CSpMcff/z6668XBIHV2abuRG90ab4WO8rIlBnCo51eebYzBShNU0sybE6LBj40OSNll0iqGlWt1L6/TcJQf1GqF1WloaYXVDWqWQG6ytRNeV+o1yhJJlUnhIIgrF692uPxALj55pubm5uPHz/e3t6+adOmwsJCAG+88cZDDz3E5GxxcbwnmhBqdKEagAybqcBpAeAPCw29ftbhxIfW60VlyqcMKVbNmzJS/v42UZzgDTZHu5VYafZJlZRHVaUrCdEWKexWupXQfvTqZKuILuwMNr9OVxlJGlUnhM8+++zRo0cBrFy58plnnsnLy5O/vmLFig0bNphMJgAPPvigz+dL/tni4nhshlDTiYeyw0HKVI1qfc8JGTUaVbmUv79NFNf1hiT4MazVHlEbg7NSbv0qCYFA0yuswyETFjj1srxriClnsdE1g3U45AzoKiNMqDohfOqpp+TBunXrTvvW/Pnz165dC6Crq+u1115L/tmmLiyIpwZCADgO1bkaXjecen1lhvac0OZeIDIqGVW51L6/TQLX8ao8oMVpaqZM3lI9mxYNVWXT9KCK0VVGkk+9CeHAwMC2bdsAVFVVLV58hn1y5EccAK+//nqSzxYX9b2BiCgBKM2wpWl2oRo+lnikSEKobKGh3WY/+NjyTo8gpsjyzpSR8ve3CQv3871bAQCctWw142DIyGxlnwc4AKHWt8VgL+twyASIwd5Q2zsA6CpTObrKSPKpNyHcs2dPJBIBcMEFF5zxgPPOO4/neQA7d+5M8tni4mi3Vx5oui4Rw9eqpUTJqCQNSwi1PEOYbjVNc1kBBCJiQ596CwX1KeXvbxPFd78JKQzAlHuuIa2MdThkRIa06ebcpQAkMRRofJl1OGQCAo0vS2IIgDl3qSFtOutwyIg+dpWdeol1OEQX1JsQHjt2TB7MnDnzjAc4nU65WUJdXZ0oisk8W1wc6YwlhFpeQIiUKxlt6vd7ghEAOQ5zjsPMOpwpmUV9ZdQq5e9vE8V3RJfKUOdD9bOWR1vhU69RbRnaj76CrjK1ox3qSZKpNyFsbGyUB8XFxSMdU1JSAiAYDLa3tyfzbHFxtEuZIdR2QljosmbYTAD6/eH2wSDrcKZKacEyW+Mzt0i5XD2VpPz9bULEQBfX/x8A4Hhr2SrW4ZAx2Mo/D84AINi2SfR3sA6HjIsY6Aq2vwsAHG+dfj3jaMhYbOU3xK6yzXSVkSRQ79I1uX86gPT09JGOcblcpx2cnLNxHDf6ARj2iDZiSF6fmUdIRBZ8Yx6scuXppj3+MIB3D9QtK05qftvR0SEIQiQSMRrj88u8/UiXPCi2j/0mqlyBOSIPdp1sb6w0jXSY3+/v6+uzWq1qbkEZFKR2T6jYaTbwY1996pfy97cJ4QYPSKZSU7BeyjinpVsAtH3d6YExYwnX9x9IQuueJ8TiW1iHw0AoFOru7jabzcGgNj4G5ZufMYgRAHSVacWwq+yPYvEXpn5Cj8fjdrsdDsfgYCos8FEhzr0XBrvkqGYdyGSod4bQ641OoFmt1pGOsdlspx2cnLPFxa8+VbD5utxXr502P9+ehJdLqKrs6E/1RK82/mkchfJXmJFlYRvJ1Cl/BWXHS+3a3+G78Okjs35/4JtvpMJzTMrf3yZEcs5rLf9ra/lfhcp7WMdCxkXMvUoe8F3/ZhsJGSflnRJzP8M2EjJOyjvFd6m3OzQZzlC3zrjjUuOOS7nBA6xjmTD1zhDKLRAASNKIDRIFQRjzmEScbfQD5M/XS0tLRz+J1+u12+01Dkd2dvboR6rf2eWh9Yd6AXSETWP+xePLaDRGIpFp06bJO61NXZOvSR6cP7O0tDQ3LudkxZQRwD/qAJwcCI/yvvh8PpvNZrfbc3JykhjdxLzRegpAUJCcaY4k/44lQsrf3yalsET776xOiHm3d5z4CcQI17+zKMdgsBexjijZgsGg2Wy2WCz5+fmsYxmb6G/r6N8JAJyhcNFtvDWPdURkbGLe1zpO/DiOV5nb7e7v73c6nZmZmXGJkAynXGWcv76oconmrjL1zhA6HNGt+QKBESc3lG+lpY1Rphjfs5HTKNszpMCWd6mxCaFsmsuaGVve2ebW9iRhKr0voPsb0TjemmspuBgAJDHQ8CLjaMhY/CdfgCQCsEy75P+zd+eBUZT3/8A/M3tfuS+SEEgghHALKIKgoFgsragoHojWVqsW+/u2tlZL+7Xa2m+htVrtt4fSWs964FX1q6hVERSwyA2BJOQiF7mPzd67M/P7YzaTCOTe3Wdn9/3669EMsx/Ymdn95Pk8n0d131PjFm9MN2QtI5LvsldZhwNDcFe9HLzLsi5W410WvQmhzRbMMbq7uwc6RvmRcnBkzganiZnmJa0OX5vTR0RWgzY30cQ6nBAo6tsURN1vjfK7BlVvDqnA8w3Uzti7szl6jUY/T/UWeaB0iAVV6Os12vsOQtRy16j7LovehLCgoEAe1NXVDXSM/COTyZSVlRXJs8Fp8lPMRi1PRI12T7fHzzqc0VN2IJyaYR1GZw0VUHqlqj1X7//WsI0kJPB8A7UzTljN8Xoi8rV+IThOsg4HBiQ4TvpavyAijtcb865iHQ6MgDHvKtxlqiA4avyt/yE132XRmxAWFRXJg5KSkrMe0NnZKfdPLyoqGrItXmjPBqfR8NyU9ODX9FI1z0Qd65uGioWsg/qlT6qu5nX6hNouNxHpNPzkNNU3YSI830D9eEOKPvtSIiKS3NgqLYq5a14hkohIn30pb0hhHQ6MAO4ytXBX995lOV9T6V0WvQnhnDlzzGYzEX3++ednPWD37t1y84NFixZF+GxwJqVq9FiTihPCGFuoRrFSzVva4pAbnUxOM+s00fvUGj483yAGmPJRNaoCyrujvF+gIrjLVKHvLpuo1rsser9aGY3G5cuXE1FNTc2uXbvOPODFF1+UB6tWrYrw2eBMxUppYouKZ6KU4IvVvyu9rC8hVPPMrTK9OS1W3hc83yAGGPOu5DQmIvK37w/Yy1mHA2ch9FT62/cTEacxGsfj9lefr95lJ1iHA2cRsJf7Ow6QfJflqfUui96EkIjWr18vDzZs2HBaJ/T9+/e/8sorRDRlyhT5m5Css7PzX71Oa7g3irPB8E2LlZkoeRAzJaP5KWaTTkNEp+yeLrdal3cqF1VsLCCU4fkGasfpbIbcr8tjNL2ITu7ql+WBIecyTp/INhgYBU5nM+RcJo89NbjLopHy9DPkruR0CWyDGbWoTghXrFixbNkyItqxY8f1118vr4Ehoq1bt65cuTIQCBDRxo0bNRqN8kfKysqu6tXW1jbGs8Hw9VurptaE0OEN1HW5iUiv4SelWViHExo8x01JD/5d1Lu8U5m5jZkZQsLzDWKCUs+mJB4QVZT3xYh6UdUy9t1lqBqNRspdpuqq7KhOCInopZdemjBhAhFt2bIlNzc3Ly8vKSlp5cqVzc3NRHTfffetXr2a1dmgv6IMq5bniKi6w+X2C6zDGY3jvQvVCtMt8t8lNhSrv9Fo7K3tlOH5BmpnyP0mp7MSUaCrJNB5lHU48BWBziPym8Jpzcbxl7MOB0bJOP7y4F3WeSTQdfbOYcCK8qZwWosh9xuswxm9aE8IMzMz9+7du2bNGo1GIwhCXV2dvJtWRkbGU089tWnTJoZng/70Gj4/xUxEoiSVtzpZhzMaStYRS9NQ1K/8VaXLO/2CWNnuouBsZ0wlhHi+gdr1zzTQBTHaKBNKxrwrOG2MlL3EIU5rNvZmGm7UZkeZfnfZKlXfZVrWAQwtLS1ty5YtjY2NO3bsaGhoMJvNhYWFS5cu1WrPEvz5559/2vqZsZwNRmRalu1Em5OIjjX3zM5WXxW10rkklhaqkfobwJ5oc/oFkYjykk0WfaxVPOL5BmpnnHidu+olIvJUv2I75yHW4UAfT2+Kbpyoyp2yQWHMv05OPDzVL9vO+SXrcKCPsrBT7XeZar4lZGdnX3/99dF5NpAVZ1jfIiLVliYqfThjrC5R7Q1g++pFYytR7w/PN1AvuVuJ5OsO2E/42/fpUuexjgiIiPxtewP2CiLi9ImGnK+zDgfGxJDzdU6XIPntAXu5v32/LnUu64iAqF/r1xi4y6K9ZBRUREk8VNq85FhTDHYuIaIpvUsiazrcLp/6lnfG6gJCgNjAaQzGvKvkMZpeRI++RhcTVnMaA9tgYIw4jdGYd6U8RgOn6NHXtCnvKrXfZUgIIWT67YGuvpkob0Cs7lAWqqm4CvxMeg1fkKri5Z2xtzkkQIzpt3f2y0SDVTVDpEiek6/JI6Nqd8qG/kwFwboP3GVRQ/LUvCqPVN1fVIaEEEJmaoaV44iIyludAVFlT6vyVoccs7JxXyxR5jyPqTBXj73NIQFijGHcJbwxjYgEZ52vZTfrcIB8zTsFx0ki4o1phnGXsA4HQsAwbnm/u2wX63CAfK1fCI4aIuINqTFwlyEhhJCxGbS5iSYi8gliZZvKZqJiuy5RvQmhKEl9CSFmCAGiE68zTrhaHnpQNRoF+trJTLiaeNV0i4DBfOUuQ9Uoe56q3nrRCauJ17ENZuyQEEIoKdmU6pYRKplSjC0glE3tq+ZV2fuirHvMshlSzKp/4ALEqr4d6mu2kKS+tcoxRRLcfZVsN7CNBULIlB+sGnVXv0JigG0w8U4S3L39RU0FsXCXISGEUCrOUBpaqizxiNUWo7Jpqm00GtuJOkDM0GdepDFnE5HobvI172AdTlzznvpEdDcTEW8ap89czDocCBl95oUacw4RiZ5Wb9OnrMOJa95T20R3EwXvsgtZhxMCSAghlNTbVya2S0aLM6w8xxFRRZvLJ4iswxkBJSGMyfcFIHZwvHHCNfIQvUbZUjZGM+VfS1ysLYmPaxxvnLhGHqJqlC3l3z9m7jIkhBBKfXugq6o0URClE60OIuK4vknOWGLWa/KSTUTkF8QTqmo0igWEAGphVHqN1rxGop9tMHFLEn2ek2/IY6XCEGKG8p56Tr4hiT62wcStmLzLkBBCKPVvXiJKqmk0WtXh8gREIspJMCYYY3P9/TRl8lZV1bzHmoLRTsMMIUB002cs1FgnEpHobfc2fsg6nDjlbfhA9HYQkcaar0tfwDocCDFd+gJtwmQiEn2d3oYPWIcTp7z1W0VfJxFpbAUxc5chIYRQSrPo0616InL5hNpON+twhkvZkj6Gp6GUv5qKqnklqW+GEGsIAaIe19f0ouoltqHELaXLq6ngeiKObTAQDsaJ18oDVI2y4qkOPt9M+bFzlyEhhBDrN0mompmo2O4oI1M28VNRo9H6bne3x09EySZdps3AOhwAGIKxt9uep/ZfUkBN1emxQRI8nrp35DH2o49VfbXZtW/hLos8KeD01P2fPI6lLr5ICCHEpmepb8s7ZdIsJhcQytS4FaGSuyoXFQBEM13yLG3SdAp+Z3qHdThxx1v3juS3E5E2caouZTbrcCAsdMmztEnTiEgKOL3177IOJ+54at+W83Bt0nRt8gzW4YQMEkIIMTXORJX0loxOy4rdGcLeyc+yFocgqmN5J/acAFAdZUsu1LNFnlKpGzONLuCsUJvNUF9/0ZjYflCBhBBCbJraZghFSYqHhWpJJl12gpGIPAGxusPFOpxhie29QABikin/BnlRjbd+q9zdBCJD9HV5G96Tx8bY+qoKpzEVrA3eZQ1bRV8X63DiiOjr9DYGe/nEWFU2EkIIsf6liaroM3qy0+30CUSUYTWkWfSswwmjfrtEqmPyFjOEAKqjsRXo0s+jr3Zmhwjw1LwmCV4i0qWdq02YwjocCCONbZIubR4RSYLXW/sv1uHEEU/N68G7rLfda8xAQgghlmUzpJh1RGT3BBrsHtbhDK1f1hHj01CqW0YYD81+AGKP0mjBXY16tsjpt1M2pgdjX1/VKGqzI6jfXRZrVdlICCH0+hKPJhUkHn073cV65xLlfSlRw/vS3ONtd/qIyGbQ5iaaWIcDAMNlyr+WOA0R+Zq2C65G1uHEBcHV6G36lIiI0yhdKCGGGSdeSxxPRN7Gj0R3M+tw4oLobuq9y3hl84+YgYQQQk9dM1ElvUFOj/W6RKVljirel/71olyMbPMDEBd40zjDuGVERJLgqdnCOpy44Kl+mSSBiAzjlmnM2azDgbDTWMbrMxYTEUmCu+YV1uHEBXf1K/Jdps+8KPbuMiSEEHrqWqt2rK/FaIwnhErGe7zFIUb9+k5lH8sYbv0KEKuMStUouiBGhFKda0S9aNwwTbpRHrgr/8k2kjih3GUx1l9UhoQQQk/ZNa4k6meiJKlvoVrMryFMteizbAYicvmE6G80Gg+bQwLEKuOE1ZzGQET+tj0BewXrcGJcwF7ub9tLRJzGaJywmnU4ECHGiWv63WUnWIcT4wRHtb91DxERr4vJuwwJIYSeitYQ1na5Hd4AEaVZ9BlWA+twwq7fWxPtk7fKQkd0lAFQHV6fZMj5ujz2oLVMmLmrXpQHhtyVvD6JbTAQMbw+ue8u670GIEzcVS8SSURkyFnBG1JZhxN6SAgh9HISjYlGHRF1uv1NPV7W4QxGyTqmx3q9qExFu0Qq08sz4uOtAYgxSlWVG19Vw8yj7EdfsJZtJBBhyjvurnpBTlcgTNx9d9k6tpGECRJCCAtlVifKG1rG205301XSaLTF4W11+IjIatBOSDazDgcARswwfhWnSyCiQHepv+Mg63Bilr/ty4C9nIg4XYIhdyXrcCCiDOMv5/SJRBSwV8hlwxAO/vZ9ga4SIuJ0NuP4y1mHExZICCEs1NJoVGl7E/MLCGVqWd7ZVy+aYUWLUQA14jRGY94V8hiThOHT105mwmpOgx164gunMZp617O5q9BaJlyUf1vjhNWcNjZ/SY2EEMJimkpmCEvipsWoTHlfSqO70Wi8lfICxCRl72ZP9UskiWyDiU2S4KkObjmAetH4ZMzvrRrt3RQBQkwS3FW9+9HHaL0oISGEMOmbiYrihFCSqLS3xWjMb0IoS7XoM3sbjdZ0uFmHMyAsIASIAYbsr/GmTCISnPU+eUNnCClv06eCq5GIeGOGIWsZ63CAAcO4izXmHJK3TT/1CetwYpC38SPRfYqINObs4A6rsQgJIYSFkhAejeKEsK7L3e3xU780KR6oYhnh0VOYIQRQP15rmnidPHRVPs82lpik9JY0FdxAvJZtMMAGxxvzr5WHqBoNh7560fwbiNOwDSZ8kBBCWIxPMiWZdETU5fY3dHtYh3N2/TrKxMUCQpkqlhEqbw0SQgBVM026SR54Tr4uBaJ9+1N1kQSv5+Qb8tiE/ejjmKkguEO95+QbkhC9tT9qJAVcnto35bFp0o1sgwkrJIQQLtE/SXisr6NMHGUd0V/Ne8ru6XD5iSjBqM1NRI8EABXTpc3XJhYTkeTv8dS+xTqcmOKt/z/R10VE2oTJuvTzWIcDzOhS52kTp1LwLnubdTgxxVP7luR3EJE2aZou5RzW4YQREkIIl+gvTTzaZJcHM8clsI0kkqK/AezRfh1l0GIUQO2UX6u7q15gG0mMcVc8Jw9MBeuI8KyMa8q2n9ihPrSUp1YMt5ORISGEcIn+mShloVpcdS6ZMS74lz3e7BDEaGw02tdiNJ5mbgFilalgHXE8EXkbPxTdTazDiRGip9XTsJWIiDjTpBj/qgpDMhXcKP9SwNOwVfS2sw4nRoieVm/jv4mIiFNS7liFhBDCRUk8lIm4qCJKUnwuVEs26bJsBiJy+4Wazmhc0oM9JwBiicY6QZ+5hIhIDLirX2YdToxwV79Mop+I9JkXaGyTWIcDjGlsk3TpC4iIRL+n5lXW4cSIfnfZEo11IutwwgsJIYSLMu12rNkRhTveVXe4nD6BiMYlGNMsetbhRNSM3hJZZY40qpTEZaIOEMOUait3JapGQ8Nd2VsvOulmtpFAlFBay7jR0TdElP6isd1ORoaEEMIlw2pIt+qJyOENROFM1JG4rBeVzYjifj+SRMd7m/3E4VsDEJNM+ddyGhMR+dv3BTqPsg5H9QLdx/1te4mI0xiNE9ewDgeigqngBo7XE5GvZVegu4x1OKoXsFf4W/cQEcfrjROuZh1O2CEhhDCK5r4y8bmAUBbNCWF9t7vL7SeiZJNuXIKRdTgAEAKcLsEw/pvy2F39EttgYoDSTsaYdwWvT2IbDEQJ3pBqyF0pj9HAaezcVS8QSURkGP9N3pDKOpywQ0IIYdRXmhh9iYdSl6isdYwfSlfVI6eibnknFhACxCRlQ0J35QskiWyDUTdJ7FfJdhPbWCCqmCZ/Sx64K57DXTY2kke5ywpiv16UkBBCWPXNREVf4qGEFIeJx/QsG89xRFTe6vQGouszQ0kI4zBRB4hhxpzLeGMaEQnOWl/zDtbhqJi3aZvgrCMi3pRpyF7BOhyIIobclX13WdOnrMNRMV/LroC9goh4fZIh9xusw4kEJIQQRn07T0TZlnd+QSxvdRIRx8XXrvQyi16Tn2ImIr8glrU6WIfzFYd7E/VZ8bQ5JEDs43XGidfJQ7SWGYt+2w+uJV7LNhiIKhyvN+UHd0dwVTzLNhhVc594Wh4Y869zE2bsAAAgAElEQVTnNAa2wUQGEkIIIyUhPN7sCETTlnelLQ6fIBJRforZZojHD9SZvfNvR6Ks0aiSEM5EQggQW8xK1WjNq5LgZhuMSkkBp6f2DXmMelE4k1I16jn5uuSPrs93tZACTnfv1h3mybcwjSVykBBCGCWbdDmJRiLyBsTKNifrcPooaxpnZMVp1tG3S2Q0VfMGRKm02UFEHBePzX4AYpsufYE2YQoRSX67p/Zt1uGokufkG5LfQUTa5Bm6lHNYhwNRR5c6T5s8k+TfHZx8nXU4quQ5+YbktxORNrE4uLtjHEBCCOEVnQ0t+xaqxWvWMTNL6SsTRe/LiVanJyAS0fgkU5JJxzocAAgx06TeDQkrnmEaiFop2w+asf0gDMDcO0mIqtHRcfXWi5oKb2EaSEQhIYTwmpUdTDwOR9NM1NG471zS12i0KYrel0ON3fIACwgBYpJp0s3E8UTkbfxQcNayDkdlBFeD99Q2IiKON/YuFQM4jalgnby41Ne0XeipYh2OygiOGl/zdiIiXmuOp6psdayeEkXxo48+2rZtW0NDg9lsnjRp0jXXXJOfnz/S8zQ2NjY2Ng5+THFxscViGW2kcDrlm/3hxihKPJTtFuJ2hrAw3WLU8p6AWNfl7vYEWIcTpExXxtUCQjzfIH5orBMM4y72Nn5EkuiueM46+79ZR6Qm7srnSRKIyJB9qcaSyzociFK8KdOQ/TVv/XtEkrvqBevsX7COSE1cFc/IO3YYslfwpnGsw4kcFSSEBw8eXLt27fHjx/v/z/vuu++73/3uH/7wB7PZPPxTPfTQQ0888cTgx+zevfv8888fTaBwNsoM4aGoSQidPqGmw01EOg1flGFlHQ4bWp6bmmk92GCXJDrW7CiMjhzhaPyV8uL5BvHGNPk73saPiMhV8bR19s+JONYRqYa78nl5gHYyMDjz5Fu89e8RkaviOevs+3GXDZukdPGNn3YysmgvGT1y5MiSJUvkb0s6nW7y5MmZmZlEJEnS5s2br776akEQhn+2ioqKcAUKA5iaYdVreCKq6XTZo2Mm6miTXZQkIpqSbpFji0/KMsKS5mjp93Okr8VoXCSEeL5BHDJOuIrXJxOR0FOFrdKGz9e6O9B1jIg4nc2YdyXrcCCqGcZf3nuXVfqaP2cdjmr4mj4VHNVExBtSDeMvZx1OREX1DKEgCGvWrHE4HES0bt26Rx55JCMjg4i2bdu2bt26xsbG999//9FHH/3JT34yzBOeOHGCiHJycq68csCHaVZWVihihyC9hp+aYT18yi5JdOSU/YL8FNYR0cGGYNYxOzuO6hLPpKyfPNbiuLKA/TY7Pd5ATaeLiPTxMXOL5xvEJ05jNBasdZX+mYhcJ57WZy1jHZE6uMufkgem/Os4bXQUdUC04jRGY/51rrIniMhd+Zw+cwnriNShr51Mwdo42X5QEdUJ4QsvvFBWVkZEy5cvf/7555X/v2zZsq1bt86fP9/v9z/88MN33XXXcAqrvF5vXV2d/Mf/9Kc/hS9sOM2s7AS5o8zh6EgIleLVOE8IlXV6Jc1OolS2wRDR4Ua7JBERFWda42HmFs83iFvmwm/LCaGn5jVxwR95fRLriKKd5He4a7bIY3PhrWyDAVUwT/5WMCGs3pJw3uOcdgQLEOKT5Hd4at+Ux6bCb7MNJvKi+lvX008HM/WNGzee9qNZs2atXbuWiFpbW999993hnK2yslIURSIqKioKaZgwhL6+MtHRaFQJI85bWSoJYZTsCKKEEScdZfB8g7ilS52nS5lNRJLg9lS/wjocFXBXvyxvMq5Nmq5LxzJgGJou/Xxt4lQKbvv5JutwVMBd84q8yacueVYcbvIZvQlhd3f3zp07iaiwsHD+/PlnHiB/YSKi9957bzgnrKyslAf4whRhfTtPNLJPPOTKVXk8K75nCHMTjckmHRF1eQKNPT7W4cRX61c83yDOmQq/Iw9cJ/7BNhJVcJ34uzwwT7mNbSSgIiZlQ8Lyv7GNRBWUzVHjcHqQojkhPHDgQCAQIKLFixef9YCFCxfyPE9Ee/bsGc4J5QU2hC9METerd63akVPBmkCGqjqccm+bdKs+O8HIOBrW5uQkyoNjrR62kVCclfLi+QZxzlRwo7xEx9+2x995mHU4US3QedTf+h8i4ni9qeBG1uGAapgn30K8joh8TdsD3ceHPD6eBewnfM07iYh4rSkuN/mM3oSwvLxcHkydOvWsB9hstuzsbOpXKzU4+QsTx3ETJ07cvHnzqlWrioqKsrOz58+ff/fddysvByE3LsGYYTUQUY83UN3hYhuMknXMyU5kG0k0UFKvY21utpFQnJWM4vkGcY43pBrGXyGP3RXPsg0myinTg8YJq3ljOttgQEV4U5Yx95vyWGmXAmflrniGSCIiY+7lvCmTdTgMRG9CWFtbKw9ycwfcfXX8+PFE5PV6m5qahjyh/IXJYDDMnTv3jjvueOedd8rLy0+dOrVv377HHnts9uzZmzZtkn9nDyGn7CLAfBnh4UbUi/aZoySErYwTwroud5fbT0QpZl1OYuzP3OL5BmDurRp1Vz4vieyr1qOTJHjdlS/IY6XOFmCYzEXflQfuimckwcs2mOglBtyVwe0HlTrbeBO9XUblbuxElJg44ExOQkLCaQcPQt6ky+PxVFZWJiYmXnLJJenp6VVVVQcPHmxtbfV4PBs2bCgtLX3mmWeGPNVHH3005DEezxA1eB6Px+v1arXaIY+MAdPSzR+fICLaX9tx2eRQNpTzer2BQMDj8Qxzx7b9dZ29IZni4V9+cMVpJnlQ0uL2er0M/0H2VLfJgxmZ1nh4X2L++TZSXq83HKeFqJaymDfniq560dPqqHpTl3sF64BGwOv1Ruai9dW+KnrbiYi3TJSSL8A9AiOTchFvyROdtaKn1VP7L695qV6vx1V0Gl/9O4Kznog4YyalXRyf/z7RmxA6ncHNso3GAacLTCbTaQcPROnJTkS33nrr448/brEEt/Hx+/0PPfTQxo0bA4HAs88+e+ONN1566aWDn23IA4iopaVl8ANcLldXV5fL5YqHX9tPsATXDu492dbSEsot5tra2gRB0Gg0Wu2wLuYDDd3yIFfvG/I9inmpnKTjOb8o1fX4ahpbRrQNemjtrGiWB0XJ2nh4X2L++TZS7e3tRGQwxNe+T8BnXKWp+V8ispf+TdAvZB3OCPh8vvb2dr1eH+4X0h5/kiMiokDm1S2tbeF+OYg9msxr+KpHichX+Y/27Jkej8fnw4T8V2iO/UUumBSy1rS0dTKOhpHoTQjlhgpEJA3ch0T5/jrIMbLOzs6rrrqKiGbPnn3//ff3/5FOp/vVr36l1WofeOABIvr+978vbw42iEsuuWSQn3788cc06Pc8mSiKBoPBaDQOeWQMmJ2dSFRHRGXt3tD+fQ0GgyAIBoNBp9MNebDdG2jo8RGRjuemZyfpeC6EkaiRkago3XS02SVJVOOkQnaX4vH2YCnL7OyEeLgjYv75NlJyKhgPbz18Rf7Nwsk/kyTyHdu11MUZs1gHNFw8zxsMBr1eH96L1l0rdO0mIuJ43cQbdbhBYOSkiTeLNX8kMaC1/8ec3WwwFONJ+xWeBqHzMyIijtflfytu77JIJIRdXV3DnAQzm83KFszKb7gHmbpVfmS1DjHplJWV9dprrw1ywL333vvkk082NjaWl5eXlpYO1OlBNnhJFcdxRJSRkTF4SE6nk+d5i8WSmsp+T/BwW5wiavmSgCjVdHnNiSlWQ8guvEAgEAgEMjIyhpMQlld3yF+tp2XZcrLicdHwmeblpR5tdhFRnUc75EUbPqXtR+TBhVNzMzLUtLwTz7eQkP+yDK9AYCSjPfMiX9M2EgOWzrets/+bdTzD5fV65d/qhvWi7Tnwvw5JJCJDzmUpeXG3MRqESEZnzkpP3dtEUqr7A3P6hcnJyaxDiiI9+x9zSAIRGbJXpEw4yy5QcSISTWUWL16cPjy/+93vlD9lswXbkHR3dw90ZuVHysGjZjQazz33XHl8/Dia84aYUcsXZ9qISJQkpc9n5B3srRdVtlsApa9MSQuzBrCdbv/JThcRGbX81IxQVhRHAJ5vAGNhnhJseuEq30xi7C+gGAFJcPd2hsT2gzAWyl3GnXqVRD/bYKKKJPqUrVDNU+9kGwxb0dtltKCgQB4oa2POJP/IZDJlZYWgzkT5rXlnZ5wWEIfV3NxgDra/YcBvwOEWVzvdDZPyT3GUXUJ4oKFbnrmdOS5Bp4neh1II4fkGIDNOvFpu8i446zz1/8c6nCjird8quBqIiDdlKpsHAIyCIffrGkseEXG+NrH5fdbhRBFv7b9EdzMRaSy5xtxvsA6HpUiUjG7fvt3vH9YvJPpXRinbK5eUlJz14M7OTrkbe1FRkVzFNEYuV/ALMSbTw+GcnIRnvyQi2l/PLCFUNr2YFQc73Q2TMll6vMUZECUti3WVBxtUnKjj+QYwFhyvNxfe6jj8GyJylf7FmHcl64iihevEU/LAPOlb8vbiAKPEaUyF33Yc/CURBaqfoWk3sw4oWjjLnpQH5sLbiNOwDYatSCSEo1sjN2fOHLPZ7HK5Pv/887MesHv3brnXwqJFi4Y822233bZ3716e5z/66KOUlJSzHlNaWioPCgsLRxEwDG5uTnC3iQOMZggDonTkVHDrczUmHmGSbNLlJRlruzxeQSprcUzPGmt14igopbznqLCUF883gDEyF93hOPJbkgRv40cB+wltAi5REpy1vfOlnGnKrYyjAfUzF37HcejXJAli23bBUa2x5rOOiL2Avdx3ahsREa81xX1VdvRWZxmNxuXLlxNRTU3Nrl27zjzgxRdflAerVq0a8mwzZsw4dOjQgQMHnnvuubMeUFNTI38zy83NnTFjxujjhgGck5PAcxwRlTT1eAJi5AMoaepx+wUimpBsSrOEvVe4iswaF0wCDzJa3qlUESt1xTEPzzcAhcaSZxwvl0RKrrInGEcTHVylf5VXVBqyl2sTprAOB1RPY8nTZF5CRCSJrvKnWIcTFVxlTxJJRGTMvVxjzmEdDmPRmxAS0fr16+XBhg0bTmu8vn///ldeeYWIpkyZIn+vknV2dv6rV//2fddee63c5/2BBx44s0bL7XbfcccdbrebiDZu3Biev028sxq0k9PMFJypY5B4KKWq83KTIv/q0WxWVrCU8VAjg8lbt18oa3EQEc9xM1jMT7KC5xuAwlz0PXngPvEPKcBsPXOUkARvX6OL4u+zDQZihnbit+SB68RTaC0jCV535fPy2Fx0B9tgokFUJ4QrVqxYtmwZEe3YseP666+XV9QQ0datW1euXCm3et+4caNG01f1W1ZWdlWvtra+LVyzs7N/9KMfEZHdbl+yZMnDDz98/Pjxnp6eY8eOvfDCCzNnzvzwww+J6NJLL123bl0k/45xZW4uy6rR/WquSwyrmb1p2IEGBon60aaegCgR0ZR0Swj3I4l+eL4BKAzZl2oTJhOR6OtyV7/MOhzGPNUvi54WItJYJ8Z5owsIIW3WZWTIJCLR3eSpe5t1OIx5al4VPa1EpLEVGLIvZR0Oe1GdEBLRSy+9NGHCBCLasmVLbm5uXl5eUlLSypUrm5ubiei+++5bvXr1ME/129/+9rLLLiOizs7Oe++9d9q0aQkJCdOnT7/pppsqKyuJaMmSJU8//XTY/ipA5+QEV+4x6Suzr75LHswbj4TwK2aPC84Q7q/vGmoL9NA7EMd7geD5BhDE8eaiYM93V9lf2cbCnLP0T/LAPPV7cd7oAkKJ1wrjrpOHzmN/ZBsLc0p1unnKd4mL9mwoAqL9nyAzM3Pv3r1r1qzRaDSCINTV1cl7c2VkZDz11FObNm0a/ql4nn/zzTf/8Ic/nNnD3WazPf7449u3b8/Jifca4rCa2/uNP/IzhILYt//hfJSMftWEZFOqWUtEHS5/VYczwq+uXAxz4y8hxPMNQGEqvJXTmonI37bX37aHdTjM+Fp3+9v2EhGnMZkL0U4GQknKvYnj9UTka94hX2bxKdB1zNeyk+Qux5O/zTqcqKCCAq20tLQtW7Y0Njbu2LGjoaHBbDYXFhYuXbpUqz1L8Oeff7408ByH0Wj84Q9/eMcddxw+fLi6urq+vt5isRQWFi5ZssRgMITzLwFERPPGJ3EcSRIdbrT7BTGSO84da+5x+QQiGp9kSreio8zpZmaYP62xE9GXtV2TUi2RfOkD9cFEXZlAjit4vgHIeH2SceK17opniMhZ+pekxeexjogN1/E/ywNTwQ28YTRNjAEGIukz+OwrhPpXichZ+uekxXFaNuIs/Ys8MORdKe+DCipICGXZ2dnXX399SE5lMpkWLFiwYMGCkJwNhi/ZpMtLMp3sdHsCYmmLY2YENwPs11Em7qahhmNmhlFOCPfWd19/TuTmkQKipGwOOTs7ft8aPN8AiMgydb2cEHqqt4jnPhKH6ZDobvLUvCqP0U4GwkE76Q45IfRUvyTO/y1vzGAdUaSJvi535bPy2DL1TrbBRI9oLxmFGKPsKxDhZYR70WJ0ULMyzPJgX11XJF/3yCm7vBfIxBQzZm4B4pwu7Vxd2nwikgS3+0Q8zl24yp6URB8R6TMX61LOYR0OxCAuaa4+fSHJzWzjcpcXV9mTkt9BRNrkGfqspazDiRZICCGizulbRhjRhpboKDO4WZm9CWF9txjBxjJ7aoPvy3l5SNQBoG//CWfZEyQx2LGWJTHgKv+bPDRPvYttLBDDzNN+IA+cx/8sCV62wUSa6HeVBquyLdN+RMSxDSd6ICGEiFJmCJUMLQIEUTrc21EmDjuXDEeWVZdp1RNRjzdQ1hK5vjJ7eyck0ekHACi4cC6FiISeSm/9e6zDiShP7RuCq4GIeNM404SrWYcDMcs0YbXGkktEoqdFKVGOE+6a1wRnHRHxpkxTwVrW4UQRJIQQUcr3/v0N3fLucxFQ2uJw+gQiyk00ZtrQXePs5owL9pLZG8FcHTOEANAfpzGZeltrOkp+zzaYCHMe791touh24nVsg4FYxuvMRevlofN4fO0/4Tz2qDywTL2L0+ALYR8khBBRmTbDxBQzEbl8wpFTEaoaVaah5o1H1jGgOVnB3Qj3RmoZocsnHGvuISKe4+ai2Q8AEBGRZdoPgp3xm7b7W79gHU6E+DsO+po/IyLideYp32UdDsQ4c9Edvbu8fOlr2cU6nAjxNW3v29OltzodZEgIIdIW9M4F/edkhBKP/XG8093wzRmnJIQR6vejzBIXZ1ptBtV0PAaAsNKYc4z5waa7jpJH2AYTMa7j/ysPTBOu1pixZSiEF29IUQomncceZxtMxDiPPSYPTJNu4o1pbIOJNkgIIdIWTEiWB/+p7YzMKyqZ53zMEA5MKRk92Bihal7UiwLAWVln3CM3e/CcfFPoqWQdTtgJrgZ31T/lsbn4/7ENBuKEpfi/5IGn9g15WV1sC9grPHVvExERZ5n+Q8bRRB8khBBpfTOEEUkIvQHxYGM3EXFc30vDmdLMurxkE/Wr5Ay3Pb0XwHnjkyPwcgCgFtrkmYacy4iIJMFR8ijrcMLOWfKo3OxRl36+PmMR63AgLmiTZ+rHXUxEJAZcvRu1xzDnscfkxsWG3JXaxGLW4UQdJIQQaXNzk/QanohKWxxdbn+4X25ffZc3IBJRUbo11YKd7gZzbu8MamSWEX7Z+yrnIlEHgK+yzrhHHrgrnhE9bWyDCSvR26HsNmGb/d9sg4G4Yundf8JV/jcp4GIbTFiJvs6+zeinYXrwLJAQQqQZtfzMcTYikqRIJB5f9NaLKqWqMBClpDYCyzvbnb7qDhf1ux4AABT6cRfrUucRkRRwKfuGxSRX6Z8kfw8R6ZJnGXJXsg4H4ogx95sa2yQiEr3trvLNrMMJI1fZZnkzel3yLEP2ctbhRCMkhMBAv2WEYU88dtd0yIOFSAiHovwT7er9RwufPXVdkkRENCcnUZ4xBgDozzLjJ/LAefx/pUDk9keNJCngUnabsMz8KbbJhojieOv0H8lDx5HfSYKHbTjh0n8z+t6/L5wG38OAgQV5kesr88XJ4EssnIiEcAjn5QWreUuaezpc4a3mVTrKnItOPwBwNqYJV2us+UQketvdFc+xDicsXOV/Ez2tRKSxFZjyr2UdDsQdU+GtGnM2EYnuU+4TT7MOJyzcNVt6N6Mfp3QwhtMgIQQGlOYue8I8Q1jf7anv9hCRzaCdnom6xCGYdJrZ2QlEJElhz9WVjjJYQAgAZ8drLdPvlofOY4+SJLANJ/REv7N3Xw3rjJ8Qp2EbDsQhTmNQpuIdR39HYtg7O0SaJDoOb5SHlqnrsRn9QJAQAgNT0q3JJh0RNfd4azrCuI55V3Ww9PG8vCQNj1KcoV2QnyIPwlo1KkrSrppgQrgIM7cAMABz4Xd4QyrJLeNPvsk6nBBzV/2zd+IiyzT5FtbhQJwyT7mdN2YQkeCocVW+wDqcEHPXvBroKiEiTpdgnrqedTjRCwkhMMBxffNCYV1GqNSLno8FhMOjpGe7qsM4Q3jkVI/cYDbLZpiUagnfCwGAqnFai3nq9+Sxo+T3bIMJMUl0HPmdPLRM+yGnMbINB+IWpzUrK+ucRzbG1FS8JDoO/UoeWqb9F29IYRtONENCCGwoywjDOhP1RS0SwpFZNDH4uPxPbWf4tqf/vHfm9sJJqWF6CQCIDZbi/ycnS/7W/3gb3mcdTsh46t4KdB8nIl6fZOlNegGYsExdLydLAfsJd/UrrMMJGXfNlkDXMSLi9ImWaXezDieqISEENpTSxB1V7WF6CW9A3F8f3JIeCeEw5SQaJySbiMjpEw412sP0Kp/1vumL8/HrOgAYDG/MMBXeKo979v83Ubh+URVhjsOb5IF56npOl8A2GIhznM6m7EnoOPwbeQN31ZNEx8He6cFiTA8OAQkhsHHBxGSdhieiw409Ydqe/kBDt7wl/eRUSxq2pB+2CCwj3Nk7Q7gkHzOEADAE2+yfc1ozEfnb93lOvsE6nBDwnvrY37aHiDiNSfkiDsCQufi/OH0iEQW6Sjy1sbBe1139ijwJz+kTlfZUMBAkhMCG1aA9JyeBiERJ+qwqLImHknVgenBElKpRpe9LaFV3uOTWrwlGLbakB4Ah8aZxlqnfl8c9B36h/jVOkmP//fLIVPgduZ8HAFu8Psky9S557Dj0P6qfipeEvtWDxT/g9fgeOAQkhMDMhQXB2aHPqsNSNbqtInhaLFQbEaWvzGfhqeZV8v9FE1PQ+hUAhsMy8165rjLQdcxd9SLrcMbEc/JNX+tuIuI0RuvMe1mHAxBkmXY3p7UQkb/jgLfuXdbhjIm7+uVAdynJiS6mB4cBCSEwoySE2ytDn3gEREnJMy+enBby88ewWeMSEoxaImro9tR1uUN+/s+rsYAQAEaGN6Raexsh9hx8UMW7pYmBnv0/k4fmqXdpLHlswwFQ8MY0c9Gd8rjn0EMqniSUBMehh+ShZdoPeT22Ox4aEkJgZklBCs9xRLS/vrvHGwjtyffXd9s9ASLKSzYVpJpDe/LYpuG583p7wO4IQzWv0mIUCSEADJ9l+t28MY2IhJ4q14mnWIczSq6KfwS6y4iI1ydZZ21gHQ7AV1hn3MNpTETkb9vjqXmNdTij5K56SbnLzFijOzxICIGZJJNuVraNiAKiFPLlatsq2uTBMkwPjtzS3iLbj0+0hvbMbU5faYuDiPQa/tzx+KUdAAwXp0uwzggWWDoO/VoSQl+/EG5SwNlz4EF5bJl5H2/AcgaILrwpy1wcXElo33ufJHjZxjMa/acHp9+N6cFhQkIILF1UEMzWQl41qiSES7GAcOSWTwm+Lx+Vt4X2zJ9Xd0gSEdH88UlmvSa0JweA2GYu/r7GnE1EgqvBVfpX1uGMmPPYY6L7FBFpzDloLgrRyTrr58GpeEe16/gfWYczYq6K5wL2ciLi9cmWYtxlw4WEEFi6cFJYdiP0C+LO3ilHzBCOwvzcpCSTjojqutxlLY4QnvnjE8EM88IC1IsCwMhwGpN11s/lsePIJsnfwzaeERE9bY4jv5PH1nN+KRfmAUQbXp9km/OgPO45/D+iJ8SFQmEl+e09+4OPCMv0u+WNNGA4kBACSxcWpHIcEdGXtV0uX8g6ie+p7XJ4A0RUkGqWt1mHEdHwXL+q0VBOEn5Q2iIPvlaUHsLTAkCcME/5rsZWQESip9V57HHW4YyA4/CvJb+diLSJReZJ32IdDsCAzFPu0CZNJyLJ191z8EHW4YxAz6GHgpPwllxLbxsqGA4khMBSmkU/LdNGRD5BDOE26J/2FqBienDUlk8JJmwfhW4ZYXWH60Sbk4gseo2y2yEAwAjwOtvsX8hDx9GHBVcj23CGSXBUu8qekMe2eb8lXss2HoDB8NqE+b+Vh67yzYGuY2zDGaZAd5nrWLDG1Tb/YXkLDRgmJITAmLInxNbeuaOxQ0eZsbukMPhP92lFuyCGpvf0h2XB3HLppDSDFg8fABgN06R1wekLv92+54eswxmWnv33y/059BkXGPOuYB0OwBAMud8wZC8nIhID9r0/YR3OsNj3/EASfUSkz7zQlH8d63BUBt/JgLGVxRny4L3joUkIvQFxV98CQnSUGaWpGdbcRCMRdbr9++q7Q3JOJSFEvSgAjB6nSVz4FyKOiDw1r3ob3mcd0BD87fvc1S/JY1vvxAtAlLOd+whxGiLy1r/nbfyQdThD8NS+5W34gIiI0yQs+KP8fIDhQ0IIjC2dnCZ3myxtcVS1u8Z+wh1V7W6/QERFGdbsBOPYTxi3lKrRkGw+ERAlZTniCiSEADAG+swLTZNvlsfdX3w/qregEAPdu24nSSQiY94V+owLWAcEMCy65Fnmwm/LY/uX95AUskYPIScJHvuXP5bH5qI7dSmz2cajRkgIgTGjll82KVid+N7x5rGf8K2jTfLgG71zjzA6F/dWjYakr8wXJzu7PTcpoFUAACAASURBVH4impBsKsqwjv2EABDPEuY/zBtSiEjoqXQc3sg6nAE5Sh7xt+8nIk5jss3/PetwAEbAds5DnM5GRIHOI64TT7EOZ0DOkkeEnkoi4g2ptnN+xTocVUJCCOyFtmr0/44Fs8rLp2eN/WzxbHlhmtwDdmd1h9y1dSyUetEVRUjUAWCseGO6bd4meew8+rtAdxnbeM4qYC93HPylPLad80ttwmS28QCMCG/Kss68Tx737PuZ6G5iG89ZCc465VdCtrm/ln9PBCOFhBDYUxLCTyuD1Z6jdqjRfrLTTUTJJt3ifDwUxmRcgnHWuAQi8gTEsbf8wQJCAAgtc+Gt+oxFRCQJ3u4v1rMO50xS967b5XJWXeo8y7S7WccDMGKW6T/SWPOJSPS2d++6nXU4Z9Gz914p4CQiXco55infZR2OWiEhBPYmppjlzSfcfuGTijFVJ75TEpweXFmcoeWxpHisrpo5Th68cWRMvxdsd/r21ncRkZbnlP6lAABjwvEJC/8qb+HgO/WJu+qfrAP6ClfZk76m7UREvC7xgqew1QSoEacxJS3+B3E8EXnq3nGdeJp1RF/hbXjfXf0yERFxCQv+KHfBgVFAQghRQZkk3Dq2qtG3S4J5C+pFQ2L1zOA/47vHmr0BcdTnefNok7x3xYIJyUkmXWiCA4C4p0ueZSn+gTy2f/lj0dfFNh6F4Ky37w3W2lln3IsuF6Be+qylluL/J4/te34oOE6yjUchelq6Pr9FHpsK1uozFzMNR92QEEJUCMkywka7R56G0mv4y6aiLjEEZo5LKEyzEFGPN/Dv8tH3Gt1yMLh59DWzxoUmMgAAIiKyzXlQYxlPRKK7uefLe1iHE2T/Yr3ktxORNnGqdfb9rMMBGBPbvI3axCIikvz2rp3fIQrN7sRjI3V9dovobiYi3jQu4bw/sI5H3ZAQQlRYnJ+SaNQRUXWHa2/dKH/F+3/HmiWJiOjCSany2WDsVvemcG+Otmq0xeHdVtFGRDzHrZmdHbLIAACIOJ01YcHj8th14il35fNs4yEid9VLnrp3iIg4PvGCv3MaA+uIAMaE05iSFj+rlGc7j/+JdUTkPPa4t2ErERHHJy15jjdiGmBMkBBCVNBp+NWzgtWJL+xrGN1JlAWEq6ZnhiYsILqqt2r07ZKmgDiaXwq+cTj4By/IT85JxM6QABBixryrTPnXy+Pu3d8LdB5lGIzoPmXf80N5bJm6HhsPQmzQpS+wzlA6jv40YC9nGIy/42DPvp/KY+v0ewzZyxkGExuQEEK0WDcvVx68fLBhFIlHm9On9LG8fBoSwpA5b3xybqKRiNqcvh1V7aM4wysHgxn+dXNyQhkZAECvxEV/0yYWE5EUcHZ+eo3k72EShiR4Oj5ZLXpaiEhjybPN/Q2TMADCwTrnF/JqWCng6vrsW6y2qpcCrq7tN0iCl4h0afOtcx9iEkaMQUII0WLppFQ58Wju8Y5iudrz++p9gkhEiyamTEwxhz6+eMVx/XqNHj410j9+yu7ZUdVBRBqeuxoLCAEgPDidNXnZq5zWQkSB7rKunbcxCaN71x3+1i+IiHht0uKn5U29AWIDx+sTlzzH8Xoi8rd+0XOITSZm3/PDQHcpEXE6a9KFL8rxwBghIYRowXPc2rnBScIX9tWP9I//4z+18uDWBeNDGRb0W0b48sHGkW4U+drhU6IkEdFFBalZNiykAYBw0SZNT1y0WR57arY4jz0e4QCcR3/vrnxOHiec+4h+3MURDgAg3HTJs6xzHpTHjoO/Ui74iPHUvOYq/5s8TlzwJ21CYYQDiFVICCGKrJsXLCn819GmHm9g+H9wT13X0aYeIrIatNeibUmoXViQUpBqJqJ2p0/pFzpMLx8IHn/tHLwvABBepoK15qnBHerte3/ia90dsZf2Nmy19y5qMk+5zVL8XxF7aYBIss68t3fNntS18zZv478j9tKBziPdu26Xx6aCG0yTvxWxl455SAghiswclzA7O4GIXD5hRD0tn/lSWaWWbTVg898Q4znuzoUT5fGfd9YM/w8eaOjeVdNBctOgmagXBYCwSzj3UV3auUREor/r0+tEz+j3yxm+QHdZ1/a18pIqfebihPP/HIEXBWCD0yQvez24tabo79x2jb/jUAReNmAvb//wUtHXSUQaa37i+X+NwIvGD/UlhHfdddc111zT1TX6zWdFUfzwww83bNhw880333nnnQ8//HB1dXUII4SxUFrLPNVbAjokl1/c0ru27TvnoV40LL593nijlieiL+u6hr8vyCOfVsqDa2ePS7eiyn9oeL4BjBGnMSQvfZU3pBCR4Kzr+HCF6GkL6yuKvq7Oj1eJvi4i0ljykpe9jkVNENs4XULy8nfl/T8lv73zo5WCc7jf2UZHcNR0fLA8uOugPin54tc5fWJYXzHecJIUDZtLDldFRUVhYSERnTp1KisraxRnOHjw4Nq1a48fP97/f3Ic993vfvcPf/iD2RyCZiQcxxHRkP+wTqezvb3dYrGkpqaO/UVjRqPdM/HXH/sFkYh23HXBkoKUIY5vbHz5cMuP/11HRMWZ1mP3LotElLHF5XK1tbWZzea0tLRBDvvWSwee21tPRLecO/7p6+cMedr6bk/B/wTfyn13Xzg3N3LP7mHeg9Emlp5vI1VbW0tEeXl5oT0txC1v/XsdH19OkkhE2qTpqSv+zZtCWaTg9Xqbm5sNBkNGqrXzkyu9jR8REae1pK78XJcy9OMRIPLsdntXV5fNZktOTg7JCQNdJe3vLZZ/FaJNmp668jNeH5ozn0ZwNbRvvVDoqSIiTmdNufQDfcaicLxQ1IrAtxqVzRD+/ve/H8sfP3LkyJIlS+RvSzqdbvLkyZmZmUQkSdLmzZuvvvpqQWDTQhcU2QnGm+cHJwkf+vfQu9wIovTEvmBF0HfOw7fJMFp/wUR58MrBxg6Xf8jj//hZlZwNLpucFslsUL3wfAMIFUPuyqQLniJOQ/LX1q0XhWUGw9va/v4yORsk4pIWP41sEOKHNml68sVvchoDEQW6Sjo/uUreCiK0RE9LxweXBrNBjSnl4rfiLRuMDNUkhKIoPvHEE08++eSozyAIwpo1axwOBxGtW7euvr7+xIkTTU1Nn3zySXZ2NhG9//77jz76aMgihtHacMlkLc8R0b/LW7842Tn4wVtK2k90eIgo0aj79rmoFw2jBXnJ83ITicjtF/68c4gqxB5v4G9fBL9+/XhpQdiDUzk83wBCzjT5lqQL/0m8jogC9hPtWy8UeipDeH7OVSHu/oa/7Uv5P21zHzJOXBPC8wNEP33W0sTFzxDHE5GvaXv7+0sF54i7xA9C9HV2fPi1QPdxIuJ4ffKy19C8N0yiPSE8duzYyy+/vGHDhsLCwu9973tjOdULL7xQVlZGRMuXL3/++eczMjLk/79s2bKtW7fqdDoievjhh10u19jDhrGYlGpZOzfYbnTwSUK3X/j9rmATy3svnpRqwbKN8Pr+4nx5sOmTipOd7kGOfHL3yS63n4iKM60rp2ZGIjgVwvMNIKxM+dclL3tNnsEQHCfbt14of7Mcu0DLZ9q9q8ldS0TEaxMXPmGd9fOQnBlAXUz51yfM+6089rd+0fbOPF/TtpCcOdBV0rF1abBjDa9NuuhFQ+7KkJwZzhTtCeH69etvuOGGTZs2VVVVjfFUTz/9tDzYuHHjaT+aNWvW2rVriai1tfXdd98d4wvB2P3skkINzxHRe8dbvhy4hckfP6tucviJaJzN8MMlmIYKu5vm5Z6Tk0hELp9w91tHBzqsst354Adl8vjuCws4LkLhqQ6ebwDhZhy/KvmStzmtmYgEV2P71qWeurfHeE531T97Pv0mBbpJXtF08VvmojtCECuAOllm3JNw3mPybLzoaWn/8GvOow8TjWHBmyQ6Sx5te2e+v/MwERHHJ13wD+OEq0MUL5xFtCeEeXl5Rf1YLJbRnae7u3vnzp1EVFhYOH/+/DMPkL8wEdF777036mghVIoyrGt6txO86cUDds9Z9iRsdfg2fVIhj++/dLJZr4lcfPFKw3N/Xj1TTvDePNL0fmnLmceIknTLSwedPoGIZmTZbp6POt4B4fkGEAGG7K+lLH+P09mISPS0dH58RcdH3xxd+ajobbd/+eOuHTfJa6U4Y1bq13dg1gLAMu0HqSs+DrZuEgP2vfd2blsj+XtGcSrBcbL9g+X2L38sCR4i4jSmpAueMk26KbQBw2miPSF87rnnSvtZvHjx6M5z4MCBQCBARAOdYeHChTzPE9GePXtGHS2E0C9XFFn0GiIqa3F8++WDp7VWcvqEVf/YIxclTko23NLbhwbCbeHE5G+fG2ze819vHpXfgv7+sL3q8+rg3oPP3nCOQRvtDxmG8HwDiAx91kWpX/s3b0yX/9Nb/27rv2b0HHxQEgYrfe9P9HX1HPhFy2sFzpJH5akPyVrELXxXl3JOuIIGUBV95pL0Vfv0mcGPIc/J19vemec68ZQUGMFSBXfFs61vz1aKTnWp89JW7TNNviXk0cJp4uW7Wnl5cCna1KlTz3qAzWaTWy9UVlaKohi5yGAAU9Itf792tjx+48ip326rUH7kE8Srn/lS7jfDc9wvLsqRm9BAZGz6RnGySUdEJ9qcS/60s66r7xvVa4dP/ffWUnn88+WFaC4aGXi+AQxJl74g/apSc9GdcgMMSfA4Dv6y9V8z3FUvDr5RoeS3Ow491PpavuPQQ5LfHjxb1sXC3NfJmBOJ0AFUgjeNS13xiWXaD+T/DNhPdO+8rWVLrv3LHwfsFYP8wUDnUcehX7W+Navr81skXzcREa+1zr4/7Ru7tYnFEYgctKwDiBB5kysiys0dcCpp/Pjx9fX1Xq+3qalJ/vIEbF1/Ts5/arse21FFRBvePf5hWetPlk1q7PY8t7d+R1W7fMxvLslbOsHGNMy4k27VP3bljFtePiBJdLSpZ9EfP//VZVNzEo3P76t/YV+wvdi83MSfXTKZbZzxA883gOHgDSmJC/9qLry1+4u7/G17iEjoqeracSMRaROn6jMW6TIW6zMWEYkBe4Vgrwj0VAo9Ff7WPaKvr9+1NnmGbfYD3LhvuprPUjMPEO94XcJ5j+nSFnTvvl3yO4hI9HU6Sx51HnvMkH2pIfebnNbM62yczsZpTMTx3ob3PSdfD3SX9T+HNmFK0pLndOkLGP0d4lG8JIRyN3YiSkwccMoiISHhtIMHsmHDhiFfsatrwFYoMpfLZbfbA4GARoPFbwP62eJx/6lp211rJ6JtFW3bKr7ye9yfL514Rb7ObrebTCa5jyKMgtvtttvtfr9fqx3uA2HVZOvfrpq6/q1ynyDWd3u+88rB/j8dn2j4y+WFzh57GIKFs4jC59tI2e32cJwW4Cy0k7UXbKWTzweOPyR5g79bDHSXBrpL6cQ/BvlznLVQV/xTTfaVHo73dnXb7Xa9Xm8wGCISNMBY9fT02O12URS5CLR6S/m64WtHhZP/FGr+IToqiYgk0dvwgbfhgyH+IG/UTrxJN/2XTo2J8IkQQfGSEDqdTnlgNBoHOsZkMp128EA2bdo05CvK328G4XK5HA6HIAjD/xYen/68YvymnafeKO0MiF9ZR3jrOem3z05sbm4WBMFsNuOfcdTcbrfD4QgEAiNKqi8db3j2yvzb36np8X1lu/M101IevCjHqvfb7UNvXg8hEYXPt5GS09SQnxZgQClX0XnLNHV/5zp3cz2HSfQNdrB5ojDxB2LmFT5OQz0OIvL5fA6HQ6/XD3LTAUQVh8PhcDgkSZKXlIcfRxnrKONGrn2HpuF5rv0TkoQBj9VapNSLxfSvi6nL/Bqz2+knwleIiIqX79DK1S9JA7bBFQRhyGNkv/nNbwb56c9+9jMiSkpKGvwker1eFEWz2TzkkXEuKYn+tibt/i7PI5/VbjnSPD8nYcWU1K8XpU5KMRGR2+0WBCExMREzhKNmMBgEQTCZTCO9FFcmJX2YkfzPg00tDl+j3Wv3CvdeOOHy4rQwxQkDicLn20jJCSEehhBZSZT+ayKSBK/YuV/s+I/Y/oXQuY80Zt5SwFnzeUsBZy3gLfm8bQpxX6nl8Xq9Pp9Pr9fjogW1kOvRrFZrpC/apCto0hWSqy5Qt0V0N5DgkQJO8ttJdEsBN59QrMlZpcm4mNPgdyssRSIh7OrqkjvgDclsNpv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- "text/html": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "lines(fig[:, 4], x, y, color = Cycled(4))\n", - "fig" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Legends and colorbars" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The `Axis` structure we have encountered above is a `Block` in the context of Makie. Two more `Block`s that are typically useful in scientific visualizations are the `Legend` and the `Colorbar`. Just like an `Axis` they could be placed arbitrarily and anywhere in a figure, even on top of existing axes." - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Legend\n", - "\n", - "Legend has a simple automated way of being created.\n", - "You can assign a label to each plotted element of an axes by providing a value to the keyword `label`." - ] - }, - { - "cell_type": "code", - "execution_count": 102, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/html": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "x = range(0, 10; length = 20)\n", - "lines(x, sin; label = \"sin\") # makes a figure\n", - "scatter!(x, cos; label = \"cos\", color = \"purple\") # uses last-used figure\n", - "current_figure() # return (and hence display) last-used figure" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To add an axis that automatically displays the labels we created, we use `axislegend`" - ] - }, - { - "cell_type": "code", - "execution_count": 103, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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+d2tvR/MtzwYO9bBW0zvWSmSv/BG7p37b7F4OZkdeGag9U8KQuGs+BiTuXRYSd21WXit562DcrpuK0QEGXM4HIV5fjPNTdwm8sEo0Z2+MslXGVmi444V+ykYagC4DiTuo3J+3st86eCe/so750sSQtzjE65NQH0M1X7flcloZnrDqVCLz+9xGaHhgzoCRXjZqfdM20rfEvaSk5IUXXmCON2zY0LNnT83HgMS9y0LirrWuppXM2hOdUqSofHtYm+ya2W+Yp7oKNo2gbQb0ARJ3UKEHhVULD8SdTixQPjKxh/33UwPdrYw1FsMfsdnz9sXWiKVEZMjj/ji999xgV429e3P0LXHXBkjcuywk7lpIIpN/eSrxy9MPpPVrjF4Kctk8LdDMSNN7kKFtBro2JO6gEjVi6bqzSWvPJtVJFLN0nS0E30zu9WxvFn7NXXtYMuXXG7kVipL/ouGeG5/p2erGfGrVxRL36urqlJQUAwMDDw+PhjvwdEBtbW16enp1dbWXl5eZmQrWKytpSeKOUh90fffzKwdvurQyPJHJ2i2N+Xtm9d85s5/ms3YiGuhmeeO/02aCMW0GAKCBc0mF/b6+uDI8kcnaDbicRcM945eMYiVrJ6LB7lZR743o72LBfPntpdSnf4ksr5WwEkxXUllZuWbNGldXV6FQGBgYGBAQYGJi4u/vv3PnTpms8eYnCxcuHDZsWKOx3cyDS5YsIaK8vLx58+ZZW1v7+fn169fP3Nw8ICBg//79mvt5NAIVd9VDxV2r7IzKXHjgdpVIynw52sf2txf6tWUfbLVC2wx0Vai4Q2fklNcuORqvXIZERE94Wm+ZFhjo2O7t8FSusk4ya0/M4TuK3Rt7O5ofeWWgJpt2GuoCFffMzMxBgwZlZ2c3+ezkyZMPHTrU8JFhw4ZdvnzZ2dk5MzOz0YMTJkzYsGFDaGhow6eUVq5c+fnnn3c+YFTcAdSroFL0zPYbc/bGMFm7kQF37YSA8PmDWc/aqX6TpjMLhjhbCKh+k6bRW69mldWyHRqAPpJJZHXldWxHoddkcvm2aw/9151TZu2WxvxvJve8+OZQbcjaicjUyODQ3ODlY32ZL2/nlA/5NiIyvZTdqHSURCKZMmUKk7UHBQVt2bLl9OnThw8fXrJkiampKRH9/fff27Zta+OrVVdXT5s2LTMzc/bs2YcPH37w4MGpU6eefvpp5tlVq1bdu3dPTT+I5qHirnqouGuD8ISCeftis8sVeXAPe7PfX+zf11krrv4NFVaJZu+JOX7/0bSZnTP7qWQHKABW6FbFXVQpivw+Mm5PXP6dfJKToamhxyiPwe8M9hztyXZo+iUmq+yNv+Kup5coH5nex+n7qb3sTI1YjKo52yPT3/grTiSVEZGRAffn5/rMCnLRcAxtzDS+vpBSXivWSET/8UGIV8vNqFFRUcHBwUQ0ZsyY48eP83g85VPh4eFhYWHMU+Hh4crHW6i4M8c//fTTq6++2vBdpk2bdvDgQSLasmXLggULOvlDaUnFnYUeXwC1qpXIlhy9911EKvMfh8Oh1wa5b3ymJ7OLtbaxFRr+++ogZdtMYZVows/X0TYDoAFFiUV7Ju4pflCsfERUKUr8JzHxn8SBbw8ct2kch9XVh3qirFb8+YmEzZfTlJMDfGyFm6cFjvHtxm5gLXh5oJtfN9Opv0XlV9bVSWSz98bcya1YPd6f3eWqTdpwPllZwNKk1wa7t5y4R0ZGMgdz585tmLUT0dixY3v16lVQUJCTk9P2d3zqqacaZe1E9O677zKJ+/3799v+UloOiTt0KXdyK17cHX27fl89ezOjX57vMyHAnt2oWsa0zfRztpi5OzqrrJZpm4nNKt8zq7+zFnT1AHRJokrR7nG7S1Ob7nOI/C5S2E04YtkIDUelb/65m/fmwbiM0hrmS2M+76NRXktH+xgZaHvZ4glP66uLhj39S+S9vAq5nNadTUopqv5tRl/trBBpIS5X8VeckJDw+LNxcXHtfUFmfWojvr6KviaJpOusJEbiDh2XfSM77UJaVX4V35jv2N/Ra6yXgTFr/6KY5Z5LjsYrZ4dNCXTYNr2PyrfCVpMR3W1iPxipbJu5mFLUd8MFtM0AqMn1Tdeby9oZl9ZcCno9SGivrg2V9VxKUfWbB+NO3H80UGuUt+2WaYF+dqYsRtUu3W1Mrr0zbObu6KP38ojoz1vZDworj7w80NWSneWqTfogxIuVVhlzQSvJQFBQEHOwevVqkUi0cOFCV9dOTccPDAx8/MFGtfyuAYk7dERhfOHhVw5nXv3P8m2hnTB0XWjfuX01H09Gac3sPTHnk4uYL02NDDY+0/PVQbrRZatkKzQ8+urANWeSVpxMkMjkhVWiiT9HLh3tvSLMz4CrdXdgAXTanT/utHyCpEZy//D9oNeDNBOPXvk3Pm/6jpvMlkZE5GQu2PhMz+f6OrEbVQeYGRkcmhf83uG730ekElFsVvnQbyOOvDKwn7MF26EpvD+yO9shNC04OPjll1/evn27RCJZu3bt2rVrAwMDR44cOXz48DFjxlhZWbXr1aysrKytNbSXIuu0/W4UaKG8W3k/D/m5UdZORFX5VYfnHb60+pKG4/kjNrvPVxeUWfsgN6vo90foXNbO4HI4n4b6nF4wxMlcQEQyufx/px+Ebr3KSpMiQFcll8sL7xe2elphfOvnQHtJZfIPj9xjsnYel/P2MM/4JaN0MWtnGHA5303ptXlqIFNeySyrHf795b/rR0ZCC7Zt27Zp0yYLC8WHnLi4uO+///7555+3s7MLCws7depU21/KxESPNjFE4g7tI5fKD750sK6s2blp55ady77R9FhWlSuvlczeEzNj182SGjER8bicZWN8I95+wsdWt+9uj/SyiflgxFg/xdqsC8lF/TZcDE8oaPm7AKCNZCKZTNx4e5fHiSpFGghG3+yMyryfX0lElsb86+8M/3ZKr1bbKrTfwic8jr02yNKYT0RVIum036LWnk1iOyhtx+PxFi1alJube/jw4Xnz5ilbZSQSSXh4+NixYz/88EN2I9ROSNyhfZJPJefHtbTNp1wmj/w+UgORXEkr7rPhgnLir6e1ycU3h64a10W6SuxMjY6/NujLp/x5XA4R5VfWPfXT9c+O31cOXgCADuMZ8QRWra/8NnXUmX7rdpHWSWO2x+ybvG9L4JYtgVv2PbMv5pcYiUb2Aa2TyFaGKxYjfhjiFeSiLS0lnTfGt9vVRcO8bYVEJJPLl/4bP2dvjHLNFTRHIBBMmjRp+/bt6enpaWlp27dvZ2ZBEtGGDRvOnDnDbnhaCIk7tE/aubRWz0k9m6ruMKpE0qm/RaUVVzNfzh7gEvvByKEeXarFjWmbOfPftpnRaJsBUAWPEI9Wz/Ec1QWnuefdzvsh8IcjrxxJOJyQfyc//05+wpGEI68e+aHXD7mxam/w2Hbt4cOSGiKyNzN6Z3hX++P1tzO9/s7wEC8b5sudUZmhW68W4L5NU3JycjIzMxsNfHR3d583b96JEyfWrVvHPNJwjjswkLhD+1TkVLR6TmVupbr3n/rhclpeRR0RWRrz/3gpaMcL/brAzdYmMW0zypHGTNtMRGpxy98FAC0btGhQyyc49HVwH+GumWA0pjStdGfozoaj65VKkkt2hu4sSSl5/ClVqRJJ/3f6AXO8dLS3aYtzvnWUtQk/fP5g5SKriNTiQZsu3clt/femvpkwYYKrq6uLi0tRUdHjz06cOJE5KC7GL7vGkLhD+/BN+K2eY2BsoNaNSyrrJOvPK9oH104I0N1VTW1kZ2p04vVBX4x71Dbz+p+3ZNjzGKATPEI8hnwwpLlnjSyMJu+YzOF1hb67hk4vOV1dUN3cszVFNeEfqrHAuelSClNwcbMyXjDEQ31vxC4+j/vTc32+fqYnc8VOLa5+4ruIY/EttZjqoX79+hGRTCbbvXv3488qV6Yyu6tCQ0jcoX1s/WxVck5nfH85jbn56GFtMm9gpya/6gouh/PZGJ/TC4YwNxbi8yr3x2poBTBAVzVm/ZiwjWFG5kaNHncKdnrl8iv2vbV647YOqC2tvf93K/tHJhxJqC5sNrPvjJIa8fpzyczx8rG+2r/FUie9N6L74ZeDmd1Dy2slk7ZHfnMxhe2gtMj48eOZg8WLF69fvz4zM1MqlYpEooSEhGXLljHLUk1MTMaMGcNqmNqoi//PAZXzn+LPbe2C22N6D/UFUFkn+fqC4ur/WaiPIU+P/g2HeNm8M1wxlHfVqUQU3QE6g8PhDH538Hvp703ZNWXIB0MGLBgw6otR8y7Ney3ytW49u7Ednerl3cqTiqQtnyOXyvNu5anj3defSy6tERORbzfh7AF6UXCZEGB/ZdEwT2sTIpLK5O8dvvva/ltiKZarEhFNmzbtxRdfJCKxWPzRRx+5urry+XyBQODv7//ll19KJBIOh7N7925Pz662EKLz9CjpAZWw9LAc9E5LvaFWXlYD3xqovgC+uZjKlNu9bISzB7io742003sju1sI+EQUn1f5562cVs8HgJYZWRj1ntV77FdjJ2yZMOKzEW7DdHILiLaoLW3TuvbqItVX3HMr6r69pKg3fzHOv2vM/mqLXg5m194Z9oSnYnDCz9fTn/4lEiUXxk8//bR69WpbW8UterlcrlwdFxYWduHChSlTprAXnfbqgktDQN1C14ZW5VXd3n378aesvKxmHZ/Vlj74jimrFT8qt4/x4etTuZ1hZcxfNNzzi1OJRLQqPHF6H0euOpcTAECXYWxt3JbTTGxVv5fN6tMPqkRSIurnbDG9TxdfldSInanRmQVDXtt/ixlefDKh4Nj9vAkBXa0RqwOMjY2XLl26aNGiW7duZWRkZGVlmZmZeXh4+Pr6urs3sS48IiKijQ8q2draqntUhuYhcYd24xpwp+yaEjAt4Pq31zMuZzD3Xm18bXrP6j343cGGZobqe+uNF1KYvZZ8bIWzgvSu3M54d0T3TZdSymsl9/Iq/ryV83xXX5sLACrh0M/BQGDQ8rx2Lp/r2M9Rte+bVlz949WHzPH/xvvrYanByIC7c2Y/AZ/707V0Ivrf6QdI3JWEQuHQoUPZjkKXIHGHDvKf7O8/2V8mllUXVRuZGfGF6qqyK5XWiL+9pJgQ//lYX/252dqItQl/0XDPL089IBTdAaDNDE0Nezzbo8mbpUoBUwPasjVVu6wMTxRJZUT0hKf1U/52qn1xHbJqnP/um1k1YunVtJKzSYVPeqt3igN0VXrXaQCqxeVzTR1MNZC1E9GGC8nKcvuMfs4aeEet9cFIL2Zv7Xt5FX+h0x0A2iZ0XaiZs1lzz5o6mo5dP1a175hYULW7fn/rL5/yV+2L6xYHM6O5wYpVuf879YDdYEB3IXEH3VBUJVKW21eO89PbcjvD0pj/5hMezPHKcIyXAYA2MXMym3Nmjn2fJvo07HrZzTkzx9zVXLXv+MmxeIlMTkTjA+yUW4rqrY+f9GYmoZ1NKsQ+etAxSNxBN3x1Prm8VkJEPezN0NVNRO+P9GJmut/LqzhwG0V3AGgTGz+b+TfnT98/vfdLvV2GuLgMduk9q/ezfzw7P2a+bYCKmzduZpYdjMshIg6Hvhin1+V2hpuV8cz+itvFa86g6A4dgR530AGFVaLNl9OY4xVhvmjpJiJrE/7bwzyZ/cNXhidO641OdwBoEw6P02N6D7VuuMH49Fg8cztweh+n/i4W6n47nfBpqM+um5lSmfxYfH5URukAV0u2IwIdg4o76ID/O5dUUSchop4OZtN6q3jige56f6QXsy3f3VwU3QFAu0SkFp9MKCAiHpezYqwf2+FoC29boXIg5pozSewGA7oIiTtou4JK0ZYrilFiq8b5oa6sxBTdmWN0ugOAVvns+H3mYG6wa4C9KbvBaJVlY3yYX2SH7uTcya1gOxzQMUjcQdutOfOgsk5CRP2cLab0Qrn9P94f2V1ZdD8Yl8t2OAAARERH7+VdSC4iIkMe99NQH7bD0S497M0m9bQnIrmc1mHgAZsAACAASURBVKLTHdoJiTtotdyKuh+vKcrtK8J8UW1vxEZo+FZ90X3FyQQU3QGAdXI5fX4igTl+Y6iHp7Xqt2LVdZ+PVfw62xebnVhQxXY4oEuQuINWW3PmQbVISkRBLhZP93BgOxxt9AGK7gCgTf6IzYrJKiMioSFv6WhvtsPRRv2cLcb6diMiqUz+f+fQ6Q7tgMQdtFdOeS2zQTQRrRqnjxtltwWK7gCgPaQy+crwROb4vZHd7c2M2I1Hay2vX7C7Myozrbia3WBAhyBxB+315ekHNWIpEQ1wtdTnjbJb1bDofghFdwBgz/bI9Pv5lURkacx/f6QX2+ForyEeViO9bIhILJV9dT6Z7XBAZyBxBy2VUVrzy3VFuf3Lp1Bub4mN0FC5kepyFN0BgCW1EtkXpxSrLZc86W1lzGc3Hi2nXLb7y/X07PJadoMBXYHEHbTU/04/qJPIiGioh3WYXze2w9F2H4Y8mun+9x0U3QGABVuupGWU1hCRo7lAOawWmjPGt9tQD2siqpXINl5IYTsc0A1I3EEbPSyp+TUygzleNQ47d7TuP0X3Eyi6A4CmVdZJ1p1VrLP8NNRHaMhjNx6d8PGTisW7W66kFVSK2A0GdAISd9BGX5xKFEllRPSEp/VoH1u2w9ENyqL7HRTdAUDjNl5MyauoIyJ3K+NXB7mxHY5ueLqnfX8XCyKqEkm/jUDRHVqHxB20Tlpx9a6oTOb4y6f82Q1Gh9gIDRei6A4AbCipESubPVaG+RkZILtoqyWjFEX3by+lltaI2Q0GtB/+a4HWWRGuKLc/6W0b4mXDdji6ZHGDovvhO3lshwMA+mLtmaSSGjER+dmZvhjkwnY4uuTZPo49HcyIqLxWsvlyGtvhgLZD4g7aJamw6vebinL78jBfdoPROTZCwzeGejDHn5+4j6I7AGhATnnt95dTmePV4/0NuJgC1g5cDuej+qL7xosplXUSduMBLYfEHbTLyvBEiUxORGN8u43ojnJ7uy0ehaI7AGjUF6cebXE9pZcj2+Honhf7O/vYComoqEr049WHbIcDWg2JO2iRxIKqfTFZzPGyMSi3d4Rtg6L7qlMJqLkDgFqlFVcr99xYPT4Ae250AI/L+XCUYrOqr84nMzsPAjQJiTtokeUnE5hy+1P+dsO7W7Mdjq5aPMrL1MiAiGKzyg/fxXgZAFCjz08kMKuShne3Hos9NzpqXrCrm5UxEeVW1G2vn4YM8Dgk7qAt7uVV7I/NZo7R3d4ZtkLDN4a6M8crw1F0BwB1uZtbsaf+NunaCQHsBqPT+Dzu+yO7M8frziYxn4UAHofEHbTFipOJzGLKiT3sB7lZsR2ObvtolLey6H4ERXcAUI/Pjt+XyuRE9HRPe2YTUOiw+UM8HM0FRJRRWrO7fkgDQCNI3EEr3MmtOHA7hzn+fCzK7Z1lKzRcMERZdE9E0R0AVC4qo5RpxuNwaFUY9tzoLIEB953hnszx6tNJTOMoQCNI3EErKGcXTu7lEOxqyXY4XcGSJxVF95isMhTdAUDllh67zxQFZvR17utsznY4XcFbwzxthYZElFxUpewd1bziB8WJ/yTe//t+bmyuHJ8ftIwB2wEAUExW2d93FGWb5WP92A6ni2CK7l+dTyaileGJk3o6YNoDAKjKxZSi04kFRMTjcnCbVFWEhry3hnmuOJlARF+eTpzRz4mr2Qt3wpGEs5+ezb+Tr3zEzMls2MfDgt8K5qgzErFYnJ6eXlpa6uHhYWPT+iRomUyWkZFRUFBgYmLi4uJibt6mz43V1dUpKSkGBgYeHh4CgaDTUbMDFXdg34qTil6OqYGOKNuoUMOi+z/3UHQHAJX5+N945uCVgW7+dqbsBtOVvDvC00LAJ6L4vEqmpKUxF7+4uO+ZfQ2zdiKqyK44vuj4n9P/lEvVUnp/+PDh3LlzbW1tvb29BwwYYGtra21t/dZbbxUWFjZ5fnZ29htvvOHg4ODh4REcHNyzZ09ra+thw4YdPHiwubeorKxcs2aNq6urUCgMDAwMCAgwMTHx9/ffuXOnTKZ7i4CRuAPLbmYqckoOB7PbVcxWaDi/vtNd+ekIAKCTDt/JvZpWQkQCA+5nY3zYDqdLsRDwlWPBvjiluet20vGkc5+fa+7Z+APxEWsjVP6mR48eDQgI2LFjR3l5ufLBkpKSzZs3+/j4REZGNjr/zJkz/v7+W7duLSgoUD4olUovX748bdq0F154QSwWN/qWzMxMPz+/Tz75JDPz0XpfuVyekJAwZ86cadOmqfyHUjck7sCyz08ouiSf6+PUxwnldhX7GEV3AFApmVy+/GQCc7zwCQ9XS2N24+l6Pgh5tBfHiYT8Vs9XiQurLrR8QsS6CEmtRIXvGB8fP3Xq1JqaGiJ66qmnvvvuu1OnTm3bti0oKIiISktLX3jhhYqKCuX59+7dmzhxIvNIr169Vq1adezYsV9++WXevHlcLpeI9u3bt2jRooZvIZFIpkyZkp2dTURBQUFbtmw5ffr04cOHlyxZYmpqSkR///33tm3bVPhDaQASd2BTVEbp8fv5RMTlcD4NRdlG9VB0BwDV2huTfSu7nIhMjQyWPOnNdjhdkK3Q8NVBbszxqvBEDbxjdUF15vVWBlCKKkQPLz5U4Zt++umnTIF85cqVx44de+utt0JDQ1977bXIyMjnn3+eiFJSUjZt2qQ8f8GCBbW1tUT07LPPXr9+fdmyZU899dTLL7+8ffv2I0eOmJmZEdHWrVuvX7+u/JbY2NioqCgiGjNmzPXr1xcsWDB69OhJkyatXbv2wIEDzDl//fWXCn8oDUDiDmz67Hj9UIJ+ToGOKLerxeIQLxNDHhHFZJUdvZfHdjgAoMPEUtmK+nL7ByO725kasRtPV/XRKC+BAZeIrj0sOZfUdLe3CpWll1EbyjqlaaWqesfIyMhDhw4R0ahRoz7//POGT3G53K1btxoZGRHRhQuK+wCxsbGXLl0iIkdHx927d5uYmDT8lgkTJnzyySfM8ebNmxu+C3Mwd+5cHo/X8FvGjh3bq1cve3v7nJwcVf1QmoHEHVhzJa34ZIJiKAG629XH3sxIOdN9BTZSBYBO2B6ZkVRYRUQ2QsP3R3qxHU6X5WgumBPsyhz/7/QDtb9f2wbGqHCwzPbt25mD999///FnLS0tJ0+e7O7unpOTw6wfPXr0qPJ8Jqdv5I033mCK7seOHVM+yLTQEFFCQsLj3xIXF5ebmxsXF9epn0TjkLgDaz4/ofiP9GJ/ZwwlUKuPRnkzRffoTBTdAaCDaiWyL08pOjeWjPI2F2CitBp9MtqHz+MS0ZkHhZdTi9X6XhZuFm3J3S3cLVT1jteuXSMiDoczZsyYJk/Yt29fWlranTt3mOT7xo0bzONjx45tOjYLi4EDBxJRUVFRamoq8yDTLk9Eq1evXrp0aUZGhqriZxESd2DH5dTiMw8KiYjH5XwyGt3t6mVvZjR/MIruANAp30ekZpbVEpGjueDNJzzYDqeLc7MyntnfmTleezZJre9lYmviMsil5XOMzI3cR7ir6h3T09OJyM7Orsny+eOUDS3u7s3GoHxKeXJwcPDLL79MRBKJZO3atW5ubr1793777bf3799fUlLSmfhZhMQd2PHZ8fvMwZwBrn4ot6vfR08+Krr/G4+iOwC0T2WdZP25ZOb48zG+zPUE1OqzUB8el0NER+/l3cwsU+t7hawIafmEYR8PM1DRPRa5XF5WVkZEzs7ObfwWZpiMUCi0sGi26u/iovjsUVr6qBd/27ZtmzZtUn5XXFzc999///zzz9vZ2YWFhZ06dapjPwKLkLgDC84mFZ5PLiIiPo+LYTKa4dCg6L78JIruANA+X51Pzq+sIyIPa5OXB7myHY5e8LYVPtvbkTlee0a9ne5eYV5Pfvlkcw0zPZ/r+cRHT6jqvTgcDp/PJ6LKyso2fouxsTERVVdXM4NlmqQsojfcFZXH4y1atCg3N/fw4cPz5s1zdVX805VIJOHh4WPHjv3www879lOwBYk7sGDlSUWX5Nxgl+42Ji2fDKrSsOh+7D6K7gDQVoVVoo0XU5jjL8b5GfKQPGjIsjG+XA6HiA7E5dzJrWj1/M4Y/unwmf/MtO9j3/BBc1fz8ZvHT9s3jcNT2cpUIrKxsSGi9PR0edvKSLa2tkQkl8uZHpsmKVvbmRdvSCAQTJo0afv27enp6Wlpadu3bw8LC2Oe2rBhw5kzZzrwI7AF//dA08ITCi6mKMrtS9HdrkEOZkavK4vuJ1B0B4C2Wns2qbxWQkS9HMyUjdegAT0dzCb2sCciuZzWqbnTnYh8JvgsiF2wKHnRzKMzZxyeseDWgnfT3g1eGKzCeTKMvn37ElFtbe2DB03fSdiyZUtISEhISAiTqTPnE9HNmzebPF8qld66dYuIjIyM/P39mQdzcnIyMzMbDXx0d3efN2/eiRMn1q1bxzwSHh6ugh9JU5C4g6Z9UT+U4NVBbp7WKLdr1JL6ovtNFN0BoG2yy2u3XEljjr98yp+r6hwOWrZ8rC/zR743JutBYZUG3tGqu5XPBB+/SX72ve05XLX8dY8bN4452LhxY5Mn/PzzzxcuXLh9+zbTuT5q1Cjm8a+++qrJ8/ft28cMjRk6dKhyweuECRNcXV1dXFyKiooe/5aJEycyB8XF6h3ao1pI3EGjjt/Pj0gtJiJDHhdb7mkeiu4A0F4rTyZWi6REFOxqOamnA9vh6J3+LhZjfLsRkVQmX39O7UV3zXj99dfd3NyI6Ndff718+XKjZw8ePBgdHU1EI0aMYMZBhoWFeXh4EFF0dPS3337b6PyHDx8qd3F64403lI/369ePiGQy2e7dux+PQbkyNTg4WAU/kqYgcQeNUna3vz7E3d3KmN1g9NOSJ72N+Yqi+/H7+WyHAwBaLbW4+rcbiunXayYEoNrOiuVjFXsU/nYj82FJDbvBqISRkdGqVauIqK6u7sknn1y/fv2dO3ckEklWVtZXX301Z84cIhIIBF988QVzPpfL/eabb5jjd9555/XXX798+XJNTU1KSsqOHTuCg4NTUlKIaOTIkdOmTVO+y/jx45mDxYsXr1+/PjMzUyqVikSihISEZcuWMctSTUxMmpslr504bVwWAG3HtIJp8g9WJBLl5uby+XxHR0eNvWkH/HM3b9L2SCISGHAffDLaxULQ6reAOrz7991Nl1KIKMjF4sa7I/CbGFSIaUhlamnQBbz4e/Se6CwiGullc37hULbD0V8jN19hloe9Pczz2ym9NJ9pqJxMJps7d+6uXbuUj3A4/0lKN2/evHDhwobf8sUXXygr64+f36tXr/Dw8EaJ0KxZs37//feG30IN/tw4HM6BAwemTJnSloDb8meugb8XVNxBc5Td7QuGeiBrZ9HHo1F0B4DW3cmt2BeTzRyvnRDAbjB6Tjk6+adrD7PLmx2JqEO4XO6OHTt++OEHOzs75hFlvtu3b9+IiIhGWTsRLVu27NChQ76+vo3OFwgE77zzTkRExOPly59++mn16tXMUBrmW5TfFRYWduHChTZm7doDFXfVQ8W9SX/fyZ3y6w0iEhhwkz8d7WSOxJ1N7/x959tLqYSiO6gaKu5dyTPbbxy5m0tEk3s5HJqnS33AXdLQ7yKuppUQ0eJRXuuf7kk6XnFXkkqlly9fjo+Pr6ys9Pb2DggI8Pb2Zlrbm3P79u3o6OiCggITExNPT8+RI0cKhcIWzq+qqrp161ZGRkZWVpaZmZmHh4evr28Lm7A2SUsq7kjcVQ+J++Pkcuq/8UJsVjkRfRDi9dXTPdiOSN/llNd6rT5bI5YS0bHXBj3lb8d2RNBFIHHvMiLTSwd/e0kuJy6HE/3+iD5O5mxHpO8O38md/OsNIhIa8qrWTqCukrjrCi1J3NEqA5pwIC6HydqFhrzFIV5shwPkaC54bbAitVp2/D4u/gDQyNJ/45krw8z+zsjatcGkng79XSyIqEokZTsWYA0Sd1A7uZy+CFd0t781zNPezIjdeIDxcYPxMicT0OkOAI+cSiw4m1RIRHwed0WYL9vhABERh0MfjcIYZX2HxB3Ubv+t7Ns55URkamTw/sjubIcDCo7mglcH1RfdMdMdABr4/EQCc/DqIDcvm5a6h0GTpvdx9LMzZTsKYBMSd1AvmVz+v9OKDY0XDfO0M0W5XYssrR8vE5VRiqI7ADAOxeVee1hCRAID7if1w0xAG3A5nI+xd6F+Q+IO6rU3Jjuuvtz+7giU27VLw6L7yvp2JgDQZzK5fMVJRbn97eGeGN2rbV7s7+xpbcJ2FMAaJO6gRlKZ/Mv62e3vj+zezdSQ3Xjgccqi+7WHJScTCtgOBwBYtvtmFtPcaGZksDgExV2tw+dx0emuz5C4gxr9Hp11P7+SiCwEfJTbtZOjueCV+qK7sswGAPpJLJWtqr/59mGIF6ot2mneQFe2QwDWIHEHdZHK5KvPKLrb3x/Z3cqYz2480JxPUHQHACIi+ulaenJRFRHZCg1RbdFaRgZI3vQX/u5BXXZEZSTkVxKRpTF/0XBPtsOBZjmaC16ur9+g6A6gt2rEUmW15ZNQH3OBAbvxAMDjkLiDWoilMuUwmQ9DvCxRbtdun4b6KIvu4Si6A+ilby+lZpXVEpGTuWDBkPbtBg8AmoHEHdTitxsZKUXVRGQjNES5Xfv9p+gejqI7gN4pqxWvP5/MHK8I82U+yQOAtkHiDqonlsrWnElijheHeJkZ4X6rDvg01EdgwCWiq2klpxJRdAfQLxvOpxRViYjIx1Y4NxhrHwG0FBJ3UL2fr6enFlcTka3QcOETHmyHA23iaC54uX68zHJ0ugPok8Iq0TcXU5jjVeP8+DzkBgBaCv85QcVEUtm6s4py+5InvVFu1yEfP+lthKI7gP753+kHFXUSIgp0NH+urxPb4QBAs5C4g4ptu/rwYUkNETmYGS0c6sF2ONAOrpbGLw9E0R1Av2SV1f549SFzvHq8P5fDYTceAGgBEndQpVrJf8rtJoZY3qRjlo5+VHQ/jaI7gB5YcTKhRiwlooFulhMC7NkOBwBagjYGUKWtV9Iyy2qJyNFc8PpgTBPTPUzRfcuVNCJafjIx1Lcb2xGBvsiNzc2+kV1TXGPqYOoyxMXG14btiPTCg8Kq325kMMdrJwSg2g6g5XQjcZfJZKdPnz537lxWVpaJiYmXl9ezzz7r6dnuIYPZ2dnZ2dktnxMQECAUCjsaqV6rlcjWn1NME1s6GuV2XbV0tPf2yPQ6iexKWvHpxALk7qBumVcz/33z39yY3IYPeo72nPDDBKTv6rbs+H2JTE5EYX7dRnnbsh0OtA8Hn7T0D0cul7MdQytiY2NnzpwZHx/f8EEOh/Paa69t3LjRxMSk7S/1xhtvbN26teVzrl69Onjw4I4E2iA2ItLkH6xIJMrNzeXz+Y6Ojhp708d9dT558T/3iMjJXJD0yZMYA6y73jhwe+uVh0Q01MP68ttPsB0O6JL09HQicnNza+P5CUcS9j+7XyaWPf6UkbnRnLNzHIPYvKx1bXE55X03XJTJ5RwOXV00bJCbFdsRQVshZWdLy9mdBjJAbe9xj4uLGz58OJO18/l8b29ve3t7IpLL5du2bZs2bZpUKm37qyUlJakrUL1XJZIqy+2fjfFB1q7TPhntw3S6X0krPvOgkO1woMuqyq86NPtQk1k7EdWV1/353J/SunZc5KFdlv57XyaXE9HUQEdk7bpF/piXfo+m94/Q+0ee/uX648/qoezs7IcPH9bV1an2Zdn+m9fuVhmpVDp9+vTKykoimjVr1oYNG+zs7Ijo3Llzs2bNys7OPnHixNdff7148eI2vuCDBw+IyNnZefLkyc2d4+DgoIrY9c7my6n5lXVE5GZl/MqgthbbQDu5WhrPG+jKFN1XnEwY7YMb6KAWUVui6srqWjihJKXk3l/3Al8M1FhI+uNKWvG/8XlExONyVo3zYzsc6KxPQn1+j86SyeVH7+XFZpX3dTZnOyJQC61O3Hfv3p2QkEBEoaGhu3btUj4+atSo48ePDxgwQCwWr1+//s0332xLw0xdXV1GRgbz7d9//736wtZDFXUSZbn901AfQ2zeofuWPumz/XqGSCqLSC0+86AQuTuoQ3J4cuvnnEpG4q4OW64oRkDOCnLpYW/GbjDQef52ptN6O/55K1sup9VnHuyfHcR2RKAWWp1g/frrr8zBmjVrGj3Vu3fvmTNnElFBQcG///7blldLTk6WyWRE5OeH0oKKfReRWlglIiJPa5N5GtkrWyqSZt/ITjmdknU9S1Ij0cA76hs3K+N5AxV/lSvDMdMd1KI8q7z1czJaPwfaq7xWcjAuhzl+d3h3doMBVfk01IdpfT9wOyc+r5LtcEAttDdxLysru3z5MhH5+PgMGDDg8ROYxJ2Ijh071pYXTE5WlHaQuKtWea1kw/lH3e3q3iu7prjm2FvH1lmv+2ngT7vG7Pp58M/rrNcdeeVIZS4uUir2yWjFzZNLKcVnk9DpDqrHa8PsKZ4RFsyo3p+3sqtFUiIKdDRHT0WX0cfJfGIPeyKSyeVrzz5gOxxQC+1N3GNiYiQSCRENGzasyROGDBnC5XKJKDIysi0vyDS4ExJ3VfvmYkpxtZiIvGyEsweot9xemlb6Y/8fb2y+Ia4SKx+U1Epitsds7bu14C42DFIlNyvjufX3Tz4/gaI7qJ61l3Xr53i3fg60144oxez2lwdq4h4paMxnob7Mwe/RWQ8Kq9gNBtRBexP3xMRE5sDf37/JE8zMzJycnKhBD0zLmMSdw+F4eHhs27Zt0qRJfn5+Tk5OAwYMeO+995RvB+1SViv+5mIKc7xsjI8BV40DquRS+R9T/ih7WNbks1V5VXuf2SupRduMKilXLFxOLT6Hojuomv+Upi/vDQVMCdBAJHoltbg6IrWYiAy4nBn9nNkOB1RpoJsls/mGVCb/6lzra0hA52hv4s4MAyYiFxeX5s5xdXUlorq6utzc3ObOUWISdyMjo/79+8+fP/+ff/5JTEzMycm5efPmN99806dPn7Vr1zI1fmi7jRdSSmrEROTbTTgrqNm/KZWIPxSfG9vSX3RJcsmtnbfUGoO+aVh0X3ESH25BxfrO7Wvr39K6Z+9x3h6jPDQUjd747UYGM9RufIC9g5kR2+GAin0W6sMc/HYjg9nLHLoS7Z0qw0yBJCILC4vmzjE3N290cguYIe61tbXJyckWFhajR4/u1q1bSkpKbGxsQUFBbW3t0qVL79+//9tvv7X6UkyLTsuUHzw0QCwWFxQUGBgYiMXi1s9WHYlMvjlCUW5/M8g2KzNDrW8Xsy+m1XNi/4jtNg47farS3B7CXyM5Ypn8YkrRH1fuDXExZTsi0Gqt7k7dSMi2kBMzT1RmNnENtwm0GbhuoCavpfpAJpdvv5bGHE/wFOCPt+vx5FOwk/BGdpVIKvv8SMyKkXp6UyU/P18ikYjFYj6fz3YsqqS9FfeqKkVvlkAgaO4cY2PjRic3RzkLkoheeeWVrKysAwcObN26NTw8PCsra9myZQYGBkS0Y8eOU6dOtRqblg/n15iL6RWF1RIicjDlP+3T7OcrVanIqGj1nMoMLFFVMWcz/rM9FDuzfHM9j91goOsxczd75vgzgQsCBTaPLvVCZ+GAjwdMPDjRyBL1YBW7nlWVWS4iIitjg9GeWJbaNb090J452HunmPk1DV2G9lbclVXtFlJh5baprabLJSUlU6ZMIaI+ffosW7as4VN8Pn/VqlUGBgbLly8norfeeosZHt+Clrdr5fF41J4dvztPJBLx+Xw+n+/oqNG9wY+dv8kczBno7unhru63MzJq/Ve4Ac9Ak3/yemLt5G4H4s+KpLJrmZUpYmGIlw3bEYG2a+9/Q+8t3vIf5GVpZTXFNaYOpmbOGCuuLp9fiWUOZgW5eqn/ut1I8YPia99cSzqZVPawjMvn2vrb9pjWI/jNYIFlsxU66ICX3Oi7m8U3MkprJbL9yXVrJ+jjxE8+ny8Wix0cHAwNDdmORZW0t+IuFAqZg9raZju0lE+ZmrZy+97BweGvv/7666+/GmXtSh999BGz1DUxMfH+/fstvxq3RS1/b5dRWiP+566i43z2APV2tzMs3Fov6lu4q73wr4fcrIznBCv+ijfVr0UGUC0Oh2PpaekY5IisXX0q6yQHbivGt8/RyJ4bDcX+Grul95YbP9woSS6RSWSSGkluTO7Zz85uCdySHdW+Dito1Sf1ne4/XE5jJr9B16C9WaaZmeLaXVbW9BSRhk8pT+4wgUAQHBzMHMfHx3fy1fTBH7HZtRIZEQ1wtdTMrns+T/m0fs741s+BDvgwxJvZ1+NYfD6z2RYA6JwDt3Mq6yRE1MvBLMhFo2WOxKOJR1490uTgr/LM8t+f+r08EzttqdIzPR0CHc2JqKJOsukSCi5dh/Ym7t27K+7sKHvTH8c8ZWxs7ODg0Pl3VM6dLCkp6fyrdXnKMcBzNFJuJ6Kez/W08WupScPM2azfy/00E4y+8e0mHOxuRUQiqeyPWNTGAHTSbzfqr9uaLbfLZfIT756Qy5ptaq0urD6//LwGI+r6OBxaOtqbOd50MbWsFkX3LkJ7E3flNkl3795t8oSSkhJmCqSfnx+Ho4Lx4dXV1cyBlZVV51+ta0sqrLr2sISIDHlcjY0B5vK5zx983qSbSZPPGpkbPX/weUPTLtXKplVeqh/3uTNKveODAEAdHpbUXExRjG9/sb9GJ41kXc8qSW6lInbvr3tSUUvrx6C9nuvj5GdnSkRlteItVx6yHQ6ohvYm7n379jUxMSGiiIiIJk+4evUqsyZ16NChrb7aq6++2rdv3/79+xcXFzd3jrK13ccH7Rat2BGlGAM8oYedrVBzuXK3Ht0WxCzoNaMXh9fgoxqH/Cb5zY+e7zxQT4deacaMfs5GBlwiikwvvZ+P6T0AOmbHjQyZXE5EYX52juYaXQyafye/1XPqyuvKN1DtsgAAIABJREFUM9Ato0o8LmfJKEXRfcP5ZKZLCnSd9ibuAoEgNDSUiNLS0q5cufL4CXv27GEOJk2a1Oqr9erV69atWzExMTt37mzyhLS0NOYTgouLS69evToetx6Qy+n3m1nM8ewBml7eZOZsNm3vtMV5i2f+O3PKzikv/PPCh7kfzjg8w8oL90nUy8qY/3QPxYixXVGZ7AYDAO0il9PO+v+2yrXmGiOqbNPCmLryOnVHom9mBTl7WpsQUWGV6OfrmNnfFWhv4k5ECxcuZA6WLl3aaOBjdHT0H3/8QUS+vr5Mfs8oKSn5u17DcTTPPfccM+9l+fLlj/fe1NTUzJ8/v6amhojWrFmjnp+m67iQUpRaXE1EtkLD8QF2rMRgbGPsM96n90u9fSf6Cu2ErMSgh5Sf03bdzJTp05YFALouIrU4uaiKmE/gPVWwKqxd2niVFtrjYq5ifB538Sgv5vjrCynS5pcZgK7Q6sQ9LCxs1KhRRHTx4sUZM2YwHe1EdPz48fHjx0skEiJas2YNMzedkZCQMKVeYWGh8nEnJ6f333+fiMrLy4cPH75+/fr4+PiKiop79+7t3r07MDAwPDyciMaMGTNr1ixN/oy6SNniPKOfsyFPq/8JgWqN8+9mZ2pERBmlNeeSitgOBwDaakeD67bAQNPXbfeR7tTaSjRrb2szJ0wCVb2XB7opr9tnkwpbPR+0nLZnXXv37nV3dyei/fv3u7i4uLm5WVpajh8/Pi8vj4iWLFkyderUNr7UunXrxo0bR0QlJSUfffRRjx49zM3Ne/bs+dJLLyUnJxPR8OHDf/31V7X9KF1ElUj61636McCamicDWoLP487o58Qc77qJbhkA3VAjbnDd1nifDBGZu5j7TvRt+ZzghcGaCUbfGBlwZ9avRd6N67bu0/bE3d7ePioqavr06TweTyqVZmRkMLPb7ezsfvnll7Vr17b9pbhc7qFDhzZu3Pj47EgzM7NNmzZduHDB2RmrG1txMC6nok5CRD3szQa4WrIdDmiaslvmr1vZWOoEoBMO3M5hpgH6dhMOcmNnOdD478e3UFD3HO058K2BmoxHryhngikH+YPuMmA7gNbZ2tru378/Ozv74sWLWVlZJiYmPj4+ISEhBgZNBD948GB58623AoHg3XffnT9//u3bt1NTUzMzM4VCoY+Pz/Dhw42MjNT5Q3QdyuVNmtktFbRNkItFoKN5XE55lUh66E6u8vcBAGitHfXX7XkD3diKwcLN4uWIlw/NPpQe8Z8lkhwup98r/cZtHMfla3slUXf1x3W7C9GBxJ3h5OQ0Y8YMlbyUsbHxoEGDBg0apJJX0ytZZbXnkgqJiMvhzNTsGGDQHi/2d/7433Ii2hmViV8AAFqu4XVbw+PbG7H0tJx3aV56RHrSiaTStFIen9etRzf/yf7WPtYsRqUnlNftXbhu6zidSdxBG+y6mcmsSQ/1tXW1NGY7HGDHSwNcPj1+XyqTn31QmFFag38JANrstxsZzHV7jHZct92GubkNY63wr7dmBSmu22ceFGaW1bpYaHSQP6gQ7kxBO/x+U9kno+nx7aA9nMwFo31siUgml/8encV2OADQEuV6xDnBuG7rL2cLQYiXDRHJ5PI90ViiqsOQuENbRaaX3smtICJTI4NnetqzHQ6wSXmnVTkbFAC00JW0YmafY3OBwTMaH98OWkV53d5xA4m7DkPiDm2lTNGe6+NkaoQmK702NdDRzMiAiOLzKqMyStkOBwCapkzRZvR1NjHktXwydG3P1v/uvpdXEZNVxnY40EFI3KFNRFLZH7HZzDHmyYCJIW9ab0fmWDloCAC0Sq1Etv+W4rrNyvh20CpCQ97kXoq7Lrtw3dZZSNyhTY7eyyusEhGRu5Xx8O6YAACPPr/tickSSWXsBgMAj/s7Lqe0RkxEPrbCIe64bsOjbpnfo7MksmZnZ4M2Q+IObaKsqs4JduVyWtu6GvRAiJetp7UJERVViY7H57MdDgA0tqPBdRuXbSCiUF9bZp5MfmXdqcQCtsOBjkDiDq1rmJnN7Ifx7UBExOGQcpY/umUAtE12eS2TmXE5HMztBgaXw5lR/0sc3TI6Cok7tO73aEUvxBOe1n52pmyHA9pCWcZTdlIBgJbYFaXYdmOUt42bFfvj20FLzK2fCnooLqesVsxuMNABSNyhdcp5MliWCg352AoHuloRkUgq21+/dhkAtAHGt0OTejqY9XEyJ6JaiezA7Ry2w4F2Q+IOrbiXV3Ezs4yIBAbc5/o4sR0OaBflZ7ldN3HXFUBbNNx2Y0ovjG+H/1C2TqFbRhchcYdWKMcAP9PLwdKYz24woG1m9HM2MuAS0bWHJcw+LwDAuh3YdgOaNyvIxYDLIaILKUWpxdVshwPtg8QdWtJwb+TZA3C/FRqzNuFPCFBso7sbRXcALdBw2w2Mb4fH2ZsZhfp2IyK5nPbGZLEdDrQPEndoyanEwsyyWiKyNzMa69eN7XBAGzXslpHJMRgYgGWH7+QWVYmIyMPaZLinDdvhgDZSdsvsuJHBbiTQXkjcoSXKZanKO2sAjYwPsOtmakhE6SU1F5KL2A4HQN8p+xvnYnw7NGNKoIOFgE9EiQVVNzJK2Q4H2gGJOzSrvFby951c5hjzZKA5fB53Rt/6wcDolgFgVV5FXXhiARFxOITx7dAcYz5vam/FqmUsUdUtSNyhWX/eyq4WSYmor7N5b0dztsMB7fVS/ee6P2/lVNZJ2A0GQJ/tvpkplsqIaGR3m+42JmyHA9pL+bluT4xiqxbQCUjcoVnK7TCxLBVaFuxq2cvBjIgq6x7dpQEAzVNetzG+HVoW4mXrYW1CREVVohP389kOB9oKiTs0La24+lJqEREZcDkv1O+QDNCcF4Mw0B2AZdGZZbdzyolIaMib1tuR7XBAq3E4pPzljm4ZHYLEHZq2IyqTGRAyzt/OwcyI7XBA270U5MLjcojodP0kIgDQMOX49mm9Hc0wvh1ao+yWOXI3j5lEBNoPiTs0rcH4dixvgtY5WwhGedvSf2f/A4DGiKQy5Uxu9MlAWwTYmw5wtSQikVR2IC6H7XCgTZC4QxMiUosTC6qIyELAn9jDnu1wQDcoP+Mpp9EBgMb8ey+/oFJERO5WxiFeGN8ObaIsuqNbRlcgcYcmKMe3v9DfyZjPYzcY0BVTAxV35+/lVdzMLGM7HAD9ouyTmT3AlYv57dA2L/Rz5vO4RHQ5rTi5qIrtcKB1SNyhsVqJ7M9biltms4NwvxXaSmjIm1q/Hg7FGwBNKqoSHY9XDAZ5sT/GCUBbdTM1HOffjYjkctp9M4vtcKB1SNyhsb/jckprxETkYysc7G7FdjigSxoMBlYMkwYADdh1M5MZxT3M09rPzpTtcECXNOyWYYZSgDZD4g6NNRwDjNut0C6jvG3crIyJqKBSdByDgQE0Rdkng2Wp0F5P93SwNOYTUXJR1dWHxWyHA61A4g7/kVdRd6p+u+yZuN8K7cTlcGb1x1InAI26k1sRm1VORMZ83rMY3w7tJDDgTu9T3+WIjTi0HhJ3+I9dNzMlMjkRhXjZelpju2xoN2XBD4OBATRj+/V05mBqoKJ0CtAuL9WvZ/sjJrtOgi5HrYbEHf5DWSWdg/Ht0CG+3YQD3RSDgZWrnAFATSQyOca3QycN87TubmNCRCU14qP38tgOB1qCxB0eicl6tF32VNxvhY5SLnXaeTOD3UgAurzj8fm5FXVE5GwheNLblu1wQCdxODRLuUQV3TLaDYk7PKJclqocyA3QATP7uxgZcInoalpJQn4l2+EAdGUNx7fzuJgnAB30UpALM47iWHx+IboctRgSd1CQyOT76u+3zkafDHSCtQl/fIAdc/x7NAYDA6hLcfWjxgZct6EzvOsHQIulsj9is9kOB5qFxB0UGt5vHYX7rdA5yqVOO6MyZJgMDKAee6IzmaWEg92t/DG+HTqn4UB3diOBFiBxB4WduN8KqjOhh52t0JCIHpbUXErBYGAAtdjxaJwAlqVCZz3f15npcryeXnIfXY7aCok7EBGV1Ij/wf1WUB1DHvf5vk7M8U4UbwDU4F5eRVRGKREJDLjP93NiOxzQef/tcsR1W0shcQcion0xWcz91oFulrjfCioxu74E+Nft7GqRlN1gALqe324obpM+08vBCuPbQRWUXY67ojLR5aidkLgDUYOaKO63gqooPwSW10r+vpPLdjgAXYpUJt99E+PbQcXQ5aj9kLgDPSisup5eQkSGPO5zfXG/FVTmpfq2K+UKCgBQiZMJBTnltURkb2Y0xrcb2+FAF9EwDcBAd+2ExB3ot8gM5obYxB72zEdtAJWYU7/Q+VRiYWZZLdvhAHQdyvHtcwa4GmCcAKiOcrbMn7fQ5aiNkLjrO7mc9jzaLhvLUkGVnC0EIV42RCSTy/dioDuAipTViv+5qxgnMCvImd1goIsZ7G7lV9/lqJxaAdoDibu+O5dcmFZcTUQ2QsNx/nZshwNdjbJ4swPdMgAqsjc6u0YsJaJgV8tAR3O2w4Gu5sX+ik+DGOiuhZC46zvlstQX+zsb8vDvAVTs2T5OpkYGRHQ3tyImq4ztcAC6gkd9MliWCmowe4Arh0NEdDJBsTMjaA8kanqtSiQ9eDuHOcY8GVAHoSFvSi8H5hgD3QE6L7Hg0TiB5zFOANTA3er/2bvvwCjK9A/gz9bspvdeCElIIJBCQpUISCiCggooHe9sd+fpnV7xPPVs9zuwnOWqop6EACoqHHJ0pHeSkARCCgnpvffN1t8fs1kiphF2Z3Znvp+/JrvD7AMkm2ffed/vq0wK9SAird7w5WXMcrQuaNwF7dvs6vYeLRGN83GaGOjCdTnAT6YtvbZnVGp0em6LAbB1my8Z4wTuj0acAFiKKRMM2TLWBo27oJlC+h7F/VawmHsiPINclURU19FzML+e63IAbJjeYNiajm03wOIejvVXyiRElFHReqW6jety4CY07sJV2ao6XtRIRGKRaOVE5BKApYhFoptLnTB4A3AHjhQ0lLd0E5G3o92CKMS3g6U4K6T3R/swx9uQCWZN0LgLV0pauU5vIKJ5kV6BLgquywE+W9c7NPjd1Zrmbg23xQDYLtOy1DUJATLECYAlmTLBtqZXMN0CWAP82AuXKebJNAUZwELG+jgmBrkSkUqr35FZxXU5ADapTaX979Ua5ngd5smAhS2I8vZxsiOiylbVscIGrssBIzTuAnWhrDmvroOInBXSJdG+XJcD/LcOS50A7sxXmZXMTpbxAS6x/ohvB8uSikUr4jDL0eqgcReolEvGH8Llsf72cgm3xYAQrIo3bhRwpripoL6T63IAbE9K721S7HIN7DBly3ybXd3Ro+W2GGCgcRcitU6/I8s4XQG5BMAODwf5vWONW/Nuy8DgDcDtKWzoPFvSRD8cBwWwqIRAl/G+TkTUqdaZpmkBt9C4C9GenNrGTjURjXK3nxHqznU5IBSm2TIpvUHUADBMKWnGn5r7xvkwM48BWLA6AbMcrQsadyG6uV12YiCzrTEAC+4bZ9wvprS5+1RxI9flANgMg4G2pRsj+dZj2w1g0dqEQIlYRERHChoqWlVclwNo3IWnvkN9IK+eiESim9PXAFggl4gf7t2h3RRqBABDOlbUUNzURcyUsyhvrssBAQlwUcwc7UFEeoPhCwS6WwE07oKz/XIFs+38jFD3MA8HrssBYTEFA+/IqmLyMQBgSCmXjLdJV08MsJPiFzewyjTGZ7pdDxzCz7/gbLkZ3477rcC2qSFuUd6ORNSm0u7OwVIngKF19Gh3XjH+sCBOANi3PNbf0U5KRDk17ZmVbVyXI3Ro3IUlp6Y9o6KViBRS8bIYP67LASFaY1rqhNkyAMPwdZYxiS/a12lioAvX5YDgOMglS6J9mOPUdAy6cwyNu7Bs7r3f+uAEP1eljNtiQJjWJgSKRSIiOlRQX92GpU4AQzDNT/gJlqUCR9b23urZllGp1SMUjEto3AVEbzB8cdm4smQdlqUCR4LdlDPDPIhIpzdsx1IngEGVNHWdvNFIRFKxyBTMB8CyuWM8A1wURFTb3nOkoJ7rcgQNjbuAHMqvr2xVEZGPk13yGC+uywHhMn1uNN0CAoB+be7d9GBBlLcv4tuBI2KRaEW8cdsvBLpzC427gKTcXJYaKBUjvx04Y1rqdBVLnQAGZjDQVsS3g3V4tPc7cNeVmlaVhttihAyNu1C0qbTf9YZ4rMH9VuCUg1zywHhf5hhLnQAGcvJGY1FjJxG528vuH+fDdTkgaON9nWL8nImoW6PbmY1MMM6gcRcKU2z2xEAX5mcPgEOmQPet6VjqBNA/07LUFfGIbwfumQLdMVuGQ3gjEArT/h1YlgrWIHmMZ5CrkojqOnoO5WOpE8CtOtW6b7KqmWPEt4M1WJtgnGd7vKihpKmL63IECo27IJQ0dZ0paSIiqVi0Ii6A63IASCwSrZpo/Fbcgt34AH5k55Xq9h4tEUV6O04OduW6HADycbKbE+FJRAYDmULqgGVo3AXBlEuwcKyPD3IJwDqYbv7svlrT0o2lTgA/YLpN+tPJGG4Ha2EKdEcmGFfQuPNf31wCzJMB6zHOxykh0IWIVFr911lVXJcDYEUqWlXHixrJeG8K79tgLR4c7+tkJyWigvrOtPIWrssRIjTu/Heq+GYuwX3IJQBrYlrqtCUNS50Abtp8sVynNxDRvEivQBcF1+UAGNnLJUtj/JhjLFHlBBp3/jO1RMglAGuzKj5QJhET0ZmSJubjJQAQ0dYM4/v2etwmBStjGnD54nKlRqfnthgBQhvHcyqt/ttsYy4B5smAtfFylN8b5U1EBgOlYtAdgIiIzhQ35dd1EJGLQrakd8cDACsxK8yDyQSr71AfyEMmGNvQuPPcrivVzLK/MV4Ok4PcuC4H4FamwZuUtAoD8twBfhDf7q+USbgtBuAWYpFodW8mGGbLsA+NO8+ZcgnWTwoSibitBaAfi6N9PBzk1Ce0FEDIVFr914hvB+u2rvc7c08OMsHYhsadz6raVEeuNxCRWCRag1wCsEpyiXh5rHGpEwLdAXZmG2+TRng6TA3BbVKwRmN9HE2ZYDuQCcYuNO58ti29ksklmB3uEeym5LocgP6tSzAO3nyVWdWt0XFbDAC3TPNkHp2M26RgvUyzHLE8iWVo3PnMNPlsHe63ghWbNsot0tuRiNpU2u9yarkuB4Azla2q73GbFGwBMsG4gsadt9IrWq9UtxGRg1zy0ATkEoBVu7nUCYM3IGCp6RXMbdJ7IjxxmxSsmZejfH6kFxEZDLStd5NHYAEad94yTRdeFuvvaCflthiAwa1LDBKLRER0ML+upr2H63IAuGF630Z8O1i/tQm9s2XSkQnGHjTu/KTVG77KNK4XQXw7WL8QN+Xdo92JSKs3bM/A4A0I0YWy5tzaDiJyVkgfmuDHdTkAQ1g83tdVKSOiwobO86XNXJcjFGjc+Wnvtdra9h4iCnRRzBztwXU5AEO7udQpHdkyIEQpl4zzxJbH+tvLEd8O1k4hFS+LMX7CRKA7a9C489OW3onC6ycFScQIJgAbsCzG2KxkVrZlV7dxXQ4Aq9S6m7F6iG8HW2EacPnycmWPVs9tMQKBxp2Hmro0e3ON0RxrEjBPBmyDs0L6QO/u7luwRBUE5r9Xaho71UQU6m4/I9Sd63IAhiUp1GO0hz0RNXffbDzAotC489AXvR98p4a4RXk7cl0OwHCZcku3pldo9VjrBAJyM74du1yD7RCJaPVEBLqzCo07D5lyCbAsFWzL3DGegS4KIqpt7zlcUM91OQAsqW3vOZRfT0QiEW6Tgo1ZlxjIfNTcl1vX0Knmuhz+Q+PONwX1nRfLWohILhE/HOvPdTkAt0EsEq1EoDsIz5Y04y2mWWGezMQDAFsR7ukwJdiNmHUavXF2YDlo3Plm8yXjcPviaB8PBzm3xQDcLtOyvF1Xqlu6NdwWIzTqDvXl/1z+7rHvvnrwq/+u/++lf17qaujiuihBMCVyIL4dbFHfQHduKxEC29iXR6/XHzly5NixY5WVlfb29mFhYcuWLQsNDbWGq1kVvcGwtffHZh1yCcAGRfs6TQx0yahoVWn132RXPz4lmOuKhCJnR87en+/tbuo2PZK1Jevw7w/P+cucKb+awmFhvJdW3nJzl+sYxLeD7VkRH/D8dzk9Wv350ub8uo5ILK6zJBto3DMzM1etWpWbm9v3wRdeeOGJJ554//337e1v766iea9mbY5ebyhv6SYib0e7BVFeXJcDMBJrEwIzKlqJKDWtAo07O7JTs3et30U/Wg+s6dIc+PWBnvaeu1++m4u6BCGld1bYslh/J+xyDTbI3V52b5T3f6/WENG2jMo3FkRyXRGfWftUmStXriQlJTF9tkwmCw8P9/HxISKDwbBp06alS5fqdDqurmaFTCF6qyYGyCTW/p8L0C/Td++p4sYbjZiqYXGddZ37frnvx127yYnXT9TnYK2wRah1+i8vG7cKxjwZsF2mQPctaeUGRIJZklX3djqdbvny5R0dHUS0Zs2aioqK69ev19TUHD161N/fn4gOHDjw3nvvcXI1K9Sp1u28Us0cI08GbJfpfpHBQFsxY9Lyrmy70tPWM8gJeq0+/ZN01uoRlP9dq2WCOEa5288Mwy7XYKvuG+fjbi8jotLm7lPFjVyXw2dW3bhv3bo1Pz+fiJKTk1NTU729vZnHZ8+evX//fplMRkTvvPNOV9ewxuTMezUrtLeguVOtI6IJfs7xAS5clwMwcn2XOmHwxtLKz5YPeU7Z6TIWKhEgU3rS2oRAMfLbwWbJJeJH4oyZYNhBz6KsunH//PPPmYMNGzbc8lRMTMyqVauIqL6+fu/evexfzQp9fa2JOcD9VrB190f7uillRFTY0Hm2pInrcnius75z6HPqhj4HbldTl2Z/Xh1zvLo3CBXARpkGXL7OqurW2PbEY2tmvY17a2vrmTNniCgiIiIxMfHHJzCtNhHt27eP5atZocp2zbnydiKSiEWr8AvAYvRaffHR4jNvn/n+j99f+PBCdXo11xXxk0IqfjjOuAsB8sUszc7ZbshzFC4KFioRmu0ZFcwu19NGuSGIA2yd6du4TaXdk1PLdTm8Zb0L2C9fvqzVaoloxowZ/Z4wbdo0sVis1+svXrzI8tWs0M7cZr3BQETzxnj5OeNXrEVc33t93zP7Wopb+j4YMDlg8aeLvSd4c1UVX61NCPz4XCkRfXm56v0l0UqZhOuKeMsnxqdgT8GQ57BTjKCYPpSuxW6pwAur4gNePZhPRKnpFabBFzAv6x1xLygw/iKJiorq9wQnJydmUWlRUZFer2fzalZoV17vPJlJiG+3iMzPM7ffv/2Wrp2IKi9Wfjrt08oLlZxUxWN3hbozgzetKs3/rmHwxoImrJwgkgwxuzpmTQw7xQgHdrkG/lk/KYhZqXEgr662fbAl7zBi1tu4l5UZ10IFBg44FBEUFEREPT09NTU1bF7N2pwvbSlq7iEiZ4V0cTQGxsyvpbhl7y/2DpSXp+nUfLPyG61Ky25R/LcqHkud2OAV7TXlmcG2WIp6ICr83nDW6hGIlN5dru/HLtfAFyFuyhmh7kSk1Ru+zMR4lkVY71QZJreRiFxcBgxIcXZ2vuVkdq4mlQ7972b6qMCCa6VN3kpxXbd+UbhzfTV+VMzv4oaLg/flLcUtpz85PXrJaNZKEoI5/uLXRGQw0IG8uoy8G5721vt+Zeuino1qaWjJ25r346eC5wVP2jBp+G9oVVVVZi2Nn/QGw+aLJczxgmA7Nn9fAFjUolD7UzeaiOjTszceDOHyTbuurk6r1Wo0GiY2kDesd8S9s9MYYqBQDDhjW6lU3nIyO1fTDWrwP2sJc0Oddi1y/+ds98fisVuqRVSfGXoRavVZLFQ1syBn+WR/RyLS6g2785u5LofPRBLRtP+btvCbhWEPhjkGOkodpA5+DiELQuZ+PnfOJ3Ok+MhkbhcqO6vaNUTkrpTODnXmuhwAs1kU4WonERHR1brugkYV1+XwkPW+HYvFxg8VhoFjnE1d8iDnWOJqGo1mkGeZz3bBwext1a5Wq2UyWegomZ+fH2svKig9jUPP1dO36tn8TxeIJ+6iCzuyiGhPUefrSxK4LofngoODJy2dZK5LmeU6fPXq2UzmYHVCUNioEG6LATCvxeObvs6qIqLvq3TJ8Zy9FchkMo1G4+vrK5fzaiqa9Y64Ozg4MAcq1YCf2ExPOToOEaRl3qtJBzX4nwVbJFUM/d8qs+fVzTgrsTzW314uIaLLla3Z1W1clwNgBt0a3a4rxpVUa7HtBou03dqyU2XXvr6W/11+a2kr1+XwVt8d9HR6bKFnZtbbZTo5OTEHra0D/nSZnjKdzM7VQGg8xngM+S7vMQbblZufs0K6JNr3i8uVRJSaVvHO/eO4rgjgTu26UtOq0hBRlLfjpCBXrssRBE2X5virx9M+SlN3qE0PBk0PmvvO3KDpiGIzswVRXt6OdnUdPZWtquNFjXMiPLmuiFesd8R99GjjOr/y8gG342aeUiqVvr6+bF4NhGbcsqH7xbEPjWWhEgFa1zskuTW9QovBG7B9W9KMv4Yw3M4OVYvqP3f95+y7Z/t27URUfrZ888zNV7Zf4aowvpJJxCvisYOepVhv4x4ZGckc5OTk9HtCc3Mzk9sYGRkpEg0RQmzeq4HQxD0a5xU92MLf8SvH+yciidki5kV6BbooiKimvedwQT3X5QDckao21ZHrDUQkEt0MPAWL2vPknprM/lOe9Vr97p/sbsxvZLkk3jPNlvkmq6qjB1nJ5mS9jXtcXJy9vT0RnT59ut8Tzp07x6winT59OstXA6GRyCWr964eaDLM6OTRiz9dzHJJwiEWiVZONPY3puhrABu1Lb2SmfU7O8xzlLs91+XwX0New7Wvrw1ygk6tO/1W/40BjFhikOt4Xyci6lTrdudgBz2tpGIQAAAgAElEQVRzst7GXaFQJCcnE1FJScnZs2d/fML27duZg8WLh+6ZzHs1ECCXEJcn05+c/cZst9FuzCMiscg33nfxp4vXHFyDlakW9WjvfsC7r9a0dA+W6QRg5bb2zhzAPBl2XN93fehz9g59DtyuVb0DLqlpGHAxJ+tt3InoF7/4BXPw4osv3hLRmJGR8dVXXxHRmDFjmI6c0dzc/N9etwTIjOBqAH3JHeV3v3L3s0XP/r7x988WPfti24tPZTwV/1i8SIy5VZY1zscpIdCFiFRa/VeZ2N8HbFVmZRsTjmQvlyyNQXovG4aTHtNZ16npwoiAma1LDJKIRUR0uKChshWB7mZj1Y37/PnzZ8+eTUQnT55csWIFMwediPbv379w4UKtVktEGzZskEgkpj+Sn5//YK+GhoY7vBpAv5TuSrfRbjIHjLKzZ33voHsKBm/AZqWmG797Hxzv62RnvalufDLMgRWsbTO7ABfF3aM9iEhvMDDJYGAWVt24E9EXX3wREhJCRDt27AgMDAwODnZ1dV24cGFtbS0RvfDCCw899BBXVwMA1qyMD5BLxER0rqS5oH6IvY0BrJBWb9ieYWxf1iYigpAlrqOGDtx09HOUKvE5yvxMmWBb0pAtYzbW3rj7+PikpaUtX75cIpHodLry8nImbd3b2/uzzz7buHEjh1cDANZ4OsgXjfNmjrdg0B1s0OGC+pr2HiLyd1YkI9maLRGLImiowfQx941hpRbBWRrj5yCXENGV6rb0Cux4ZR428BHT09Nzx44dVVVVJ0+erKystLe3j4iImDVrVr97lE6dOvWW+et3cjUAsB7rEoOY/SZTLpW/Pj9SgqUFYFNMg46rEwLw3csa93D32LWxWVuyBjpBqpQmvZjEZknC4WQnfWiCHxPlviWtnFmqBHfIZrpVf3//FStWWOfVAIAFi8Z6eznK6zvUFa2qEzca7wnHmCXYjDaV9rsc48KqNQnIk2HVwn8ubCpsKj/bz506iZ1k6falrqHYv9ZS1k8KYhr3bRmVb983zk5q7RM9rB/+BQHANsgk4pXxCHQHm7Qjq6pLrSOi+ACXGD9nrssRFrmjfP2x9bPfmG3vdTM4XyQWhS8If+LCE1EPRHFYG+/dE+4Z6m5PRI2d6r25CHQ3A5sZcQcAWJ8Y9LdTxUT0bXb1Px6agFwOsBWpaYhv55JELrn7lbuT/phUe6W2raJN7ij3meCj9FByXRf/iUS0JiHwzcMFRJRyqeKhCUhBvVMYcQcAmzEx0Dha2anW7cyu5rocgGEpbe4+VdxIRFKxyHTXCNgnkoh843zH3Ddm1KxR6NpZ85PJQUzY5r7cWmZ9NtwJNO4AYEtMA5YpyBcDG7ElrZwJTZgX6eXrZMd1OQCsCnW3nxHqTj9MRIURQ+MOALZkbUKgVCwiouNFDcVNXVyXAzC0bab4dixLBUFa37txwecXy7ithAfQuAOALfFxsps7xouIDAbalo7BG7B250qa8+s6iMhZIV0c7ct1OQAceCTO39FOSkRXa9ozEOh+Z9C4A4CNWT/JOHiT0jsDAcBqMVl4RPRwrL+9XMJtMQCccLSTPjje+Kl1MzLB7gwadwCwMUvG+7oqZURU2NB5tqSJ63IABqTW6XdkVTHHyJMBITMNuGzLqOjR6rktxqahcQcAG6OQih+O9WeOU9IweAPWa09ObWOnmohC3JRJoR5clwPAGVOge1OX5n/XEOg+cmjcAcD2rJ9kHLz8KtO4rw2AFTLNk1k/yZiIByBMTKA7c4wBlzuBxh0AbM/0Ue6R3o70w53kAaxKU5fmQF4dc7wK8e0geKZA9/25dQh0HzE07gBgk9ZMRKA7WLXtvXN5p41yYz5nAghZ30D3bel43x4hNO4AYJPWJgaKRSIiOpRfX9Gq4rocgFuZ5skgvh2AcTPQHdkyI4XGHQBsUoibclaYBxHpDYYvsBsfWJmC+s6LZS1EJJfcXEsNIHCmQPecmvZ0BLqPCBp3ALBVpnwxBAODtUnp/Z68P9rHw0HObTEAVqJvoHsK3rdHBI07ANiqpTF+TnZSIrpWi8EbsCIGA22/bLwLhHkyAH09OhmB7ncEjTsA2CoHueShGD/mGIM3YD2OFTWUNHURkYeD/N6x3lyXA2BFZod5jvZAoPvIoXEHABu2vnc3yu2XKzF4A1YitTfpaFV8gFyC37MANyHQ/Q7hDQUAbNisMONufI2d6v29mdkAHOrW6HZdMe4tsDYR82QAbvXoJAS6jxwadwCwYSIRrU4wbm2D2TJgDXZeqWlVaYhojJfDpCBXrssBsDqh7vZJoR6EQPcRQeMOALZtfaJx8GZvbl19h5rrckDoUnvv/ptSjwDgFusnGW9GIdD9dqFxBwDbFu7pMC3EnYg0Ov0XlxHoDlyqalMdud5ARCIRrYoP4LocACv1cCwC3UcIjTsA2DzT4A2WOgG3tqVX6vQGIpod5jnK3Z7rcgCslKOd9KEJCHQfCTTuAGDzHonzV8okRJRR0Zpd3cZ1OSBcW3sn7GJZKsDgTHPJEOh+W9C4A4DNc1HIlvTuxmdK4gNgWWZlG/O50V4uWdq7wwAA9AuB7iODxh0A+MAU6J6aXqHVG7gtBoQpNd14x//B8b7Mnr4AMBAEuo8MGncA4IN5kV6BLgoiqm3vOVxQz3U5IDhavWF7hnFt9NpE5MkADA2B7iOAxh0A+EAsEq2ciEB34Myh/Hqm8/B3ViRHeHJdDoANQKD7CKBxBwCeeLR3qdPuqzUt3RpuiwGhSe1tO1YnBEjEIm6LAbAVCHS/XWjcAYAnxvk4JQS6EJFKq9+RVcV1OSAgbSrtdzk1zLFp2i4ADAmB7rcLjTsA8IcpXyzlEu66Ant2ZFV1qXVEFB/gEuPnzHU5ADYDge63C407APDHqvgAO6mYiM6WNOXVdXBdDgiFKYQU8e0AtwuB7rcFjTsA8IeHg/zeKG/meCuWOgErSpu7TxU3EpFULFoZH8B1OQA2BoHutwWNOwDwSp/ZMuU6BLqD5W1JKzcYiIjmRXr5OtlxXQ6AjUGg+21B4w4AvLJorLeXo5yIKlpVJ240cl0O8N82U3w7lqUCjAgC3YcPjTsA8IpMIl4Rh0B3YMm5kub8ug4iclZIF0f7cl0OgE1CoPvwoXEHAL4xzZb5Nru6vUfLbTHAb6b49odj/e3lEm6LAbBdCHQfJjTuAMA3CYHGSL5OtW5ndjXX5QBvqXU3dwxAngzAnUCg+zChcQcAHjJ1USlpuOsKlrInp7axU01EIW5K5kY/AIwMAt2HCY07APDQ2oRAqVhERMeLGoqburguB/jJNE9mfe/SOgAYMQS6DwcadwDgIR8nu7ljvIjIYKBt6ZVclwM81NSlOZBXxxyvQnw7wB1DoPtwoHEHAH66GejeG7MNYEbbewcFp41yi/R25LocAJvXN9B9M2bLDACNOwDw05Lxvq5KGREVNnSeK23iuhzgG9M8GcS3A5iLKdD9QF5ddZuK63KsERp3AOAnhVT8cKw/c5xyCUtUwZwK6jsvlrUQkVxy89sMAO7QDwLdMzDLsR9o3AGAt0zBwF9lVnWpddwWA3xiSr24P9rHw0HObTEAfGJ638ZsmX6hcQcA3po+yp2ZfNyq0nyXU8N1OcATBgNtv2wcC8Q8GQDz6hvonlbewnU5VgeNOwDw2ZqJCHQHMztW1FDS1EVEHg7ye8d6c10OAK/8INAd79s/gsYdAPhsbWKgWCQiokP59RWtWOoEZpDa20ysjA+QS/BrFMDMTJlg2xHo/iN4xwEAPgtxU84M8yAivcHwBZY6wR3r1uh2XTFOu8I8GQBL6BvovgeB7j+Exh0AeG59IpY6gdnsvFLTqtIQ0Rgvh8nBrlyXA8BDfQPdU/C+/UNo3AGA55bF+jvZSYnoWm17ekUr1+WAbUtNM7YRprv5AGB2CHQfCBp3AOA5B7nkoRg/5hiDN3AnqtpUR643EJFIRKviA7guB4C3EOg+EDTuAMB/ptky2y9XYqkTjNi29Eqd3kBEs8M8R7nbc10OAJ892ntTC7Mc+0LjDgD8NyvMM9TdnogaO9X78+q4Lgds1dZ0Y57M2kQsSwWwrIfjEOjeDzTuAMB/IhGtTjBObMBsGRiZy5Wt2dVtRGQvlyztnXwFABbi0OcHDYHuJmjcAUAQ1icalzrtza2r71BzXQ7YHlN8+4PjfZnlzgBgUTdnOSLQvRcadwAQhHBPh2kh7kSk0em/zMRSJ7g9Wr3hi8vGb5u1iciTAWDDLAS6/wgadwAQivWTEAwMI3Qov76mvYeI/J0VyRGeXJcDIAgi0c1tzvC+zUDjDgBC8Uicv1ImIaL0CuNkZYBhSu1dlro6IUAiFnFbDIBwIND9FmjcAUAoXBSyxdE+zHEqljrBsLWptN/l1DDHpg0dAYAFo9zt7x6NQPeb0LgDgICYdrtMTa/Q6g3cFgO2YkdWVZdaR0TxAS4xfs5clwMgLOsTEeh+Exp3ABCQeWO8Al0URFTb3nO4oJ7rcsA2mO7PIL4dgH0IdO8LjTsACIhELFo5EYHucBtKm7tPFTcSkVQsWhkfwHU5AIKDQPe+0LgDgLCYttHefbWmpVvDbTFg/baklRsMRETzIr18ney4LgdAiBDoboLGHQCEZZyPU0KgCxGptPodWVVclwPWzrQebi2WpQJwBIHuJmjcAUBwTEtUUy4J/a4rDO5cSXN+XQcROSuki6N9uS4HQKAQ6G6Cxh0ABGdVfICdVExEZ0uamLYMoF+m+PaHY/3t5RJuiwEQMgS6M9C4A4DgeDjI743yZo63ZmDQHfqn1t2cTIU8GQBuIdCdgcYdAIToZqB7WoXegEB36MeenNrGTjURhbgpk0I9uC4HQOgQ6E5o3AFAmBaN9fZylBNRaXP38aJGrssBa2SaJ7O+9x49AHAIge6Exh0AhEkmEa+IQ6A7DKipS7M/t445XoX4dgArgEB3QuMOAIJlmi3zbXZ1e4+W22LA2mzPqFDr9EQ0bZRbpLcj1+UAABEC3dG4A4BgJQS6TPBzJqJOtW5ndjXX5YB1Mc2TQXw7gPVAoDsadwAQrpvBwEK96wr9KqjvvFjWQkRyifjhWH+uywEAIwS6o3EHAOFalxgoFYuI6HhRQ3FTF9flgLUwNQT3R/t4OMi5LQYA+hJ4oDsadwAQLh8nu7ljvIjIYKBt6cINBoa+DAbaftn4zYB5MgDWRuCB7mjcAUDQTEtUU9LKkecORHSsqKGkqYuYjbrGenNdDgDcSsiB7mjcAUDQloz3dVXKiKiwofNcaRPX5QD3UnsXPKyMD5BL8FsSwOoIOdAdb0kAIGgK6c3VhymXsERV6LrUum97I4YwTwbAOvUNdBfaoDsadwAQuvWTjP3ZV5lV3Rodt8UAt3ZdrWFC/cd4OUwOduW6HADonynQ/YvLlYIKdEfjDgBCN32UO7PDTqtK812OEIOBwSQ1zTh6Z1r8AABWqG+g+3c5NVyXwx407gAAtGaioIOBgVHVpjpyvYGIRCJaFR/AdTkAMKAfBroLaJYjGncAAFqbGCgWiYjoUEF9RavggoGBsS29Uqc3ENHsMM9R7vZclwMAgzEFuh/MF1CgOxp3AAAKcVPODPMgIp3e8IXwgoGBsTXdOG63NhHLUgGsXd9A962C2YgDjTsAAFGfpU5CyygAxuXK1uzqNiKy7xNYAQDWTICB7lKuCxgWvV5/5MiRY8eOVVZW2tvbh4WFLVu2LDQ09HavU1VVVVVVNfg5Y8eOdXBwGGmlAGCrlsX6P7PranuP9lpte3pFa0KgC1eVtJS0lJ4s7ajukCqlfvF+gdMCxVIMslicKb79wfG+Tna28csRQOAejvN/9r9XO3q012rbL5W3TArifxKUDbw3ZWZmrlq1Kjc3t++DL7zwwhNPPPH+++/b29/GNMQ333zzo48+Gvycc+fOTZ06dSSFAoAtc5BLHorxYxanplwq56Rxb69q3/f0vrzdedRnD1fXUNf5f50f9WAU+/UIh1Zv+OKy8Vb72kTkyQDYBibQ3fS+LYTG3dpHca5cuZKUlMR07TKZLDw83MfHh4gMBsOmTZuWLl2q091G6HJhYaGlCgUA22eaLbOdi2DgluKWTyZ9kvffH3TtzONfPfTVhQ8vsFyPoBzKr69p7yEif2dFcoQn1+UAwHAJLdDdqkfcdTrd8uXLOzo6iGjNmjV//etfvb29iejYsWNr1qypqqo6cODAe++997vf/W6YF7x+/ToRBQQEPPDAAwOd4+vra47aAcD2zArzDHW3L27qauxU78+re2A8q+8Gu9bvaq9qH+jZg88fDJ4R7JeAudcWkdq7LHV1QoBELOK2GAAYvllhnmEeDkWNnUyg+/LenbD5yqob961bt+bn5xNRcnJyamqq6fHZs2fv378/MTFRo9G88847Tz/99HAmzPT09JSXlzN//B//+IflygYAGyUS0eqEgD8fvk5EKZfK2Wzcy8+Wl50qG+QEg95w/sPzD255kLWShKOlW7P7qnEDF1MyNADYBJGI1iQEvH6ogIg2XyrnfeNu1VNlPv/8c+Zgw4YNtzwVExOzatUqIqqvr9+7d+9wrlZUVKTX64koMjLSrGUCAH+sSzQGA+/LravvULP2ujcO3xjynKJDRSxUIkB/P13crdERUVyA8wQ/Z67LAYDbs7430P1Qfj3vA92tt3FvbW09c+YMEUVERCQmJv74BKZxJ6J9+/YN54JFRcbfeWjcwUZpOjXV6dVlp8qaCpu4roW3IjwdpoW4E5Fap/8yk71g4LbKtiHP6azr1KlvY1UPDEdHj/Zvp4qZ4+dnhnFbDACMQKi7/UzBBLpb71SZy5cva7VaIpoxY0a/J0ybNk0sFuv1+osXLw7ngswEd0LjDjaoIa/h2CvH8r/LN/VtrqNcp/566uRfThZJMB/XzNZPCjxb0kREKZfKn5lx27GzIyMdRv6gWCpGLqTZ/f10cUOnmojCPBxWxgdwXQ4AjMT6SUHHixqJaPOl8t/N5vMncOv9HVBQUMAcREX1H4Lm5OTk7+9PfebADI5p3EUi0ahRozZt2rR48eLIyEh/f//ExMTnnnvO9HIA1qbwQOGmxE3XvrnWd7S1paTlwK8PbFu4TavSclgbLz0S56+USYgovaL1SvXQA+Fm4R7uPuQ5bqPdRFg3aVadat0HJ43D7S8lR0jxzwtgm5bH+jPbLzCB7lyXY0HW27iXlRnXaQUGDrhUKCgoiIh6enpqamqGvCDTuNvZ2U2cOPGpp57as2dPQUFBdXV1enr6Bx98EBsbu3HjRmaMH8B6tJa17li2Q9Op6ffZokNFB58/yHJJvOeikC2O9mGOTWEjlha5OHLImydjHxrLTjHC8e+zJXUdPUQU7KZcnYDhdgBb5dBnw+MUXu+iar1TZZgUSCJycRlwGxRnZ+dbTh4EE+KuUqmKiopcXFzmzJnj5eV148aNzMzM+vp6lUr14osv5uXlbd68echLyeXyIc9hEmzYodFo6urqZDIZPnjwz9mXzw7UtTPSN6WHrQtzCMB2v+a0cJTiq0wios8vlP58giMbA7FSiloTlZuSO9DzCg9FyMoQNt9YRobZnVoksoGh6x6d4d2jximUv0jwrK3i+dRYAH67N8Ru8yUiom3p5c9NdGlprNdoNFqtViaTcV2aOVlv497Z2ckcKBSKgc5RKpW3nDwQUxYkET322GMffvihg4Ox0dFoNG+++eaGDRu0Wm1KSsrq1avnzp07+NU0msEaKYbBYBjyHHNhXstgMLD5osCOskODRQQSkUFnKD1SOnYdxmLNKSnI0ddRVtOhaejSniprnxXixMKLTn5lcmdVZ9nhfv7HFR6KuZ/PlbvIbeVn3CbqTM2qr+3UEJG/k3zZWDebqBkABjLF3yHExa60tadFpTtU1DLJhZ+tkfU27mKxcRrPIP/ipm1Th/xfaW5ufvDBB4koNjb2lVde6fuUTCZ74403pFLpq6++SkS//OUvmfD4QfT09AzyrJ2dHfVO42GHWq2WSqUymczPD5uz8IpWpe2q7RryNFGziM3vN4FYO6nznWNFRLSvRLV2xjh2XnT9gfVZm7MufHihNruWeUTprhy/YnzSS0mOfo7s1HCHmHdj6/+G7NHqP9tsfKt/MXnM6JBgbusB3lN3qDvrOhWuCqW7kutaeGv95K43Dl8nor3FqiULAzUaja+v73BmSdgQNhr3lpaWYU7hsLe3N22lZBoRV6kGjOQ0PeXoOMSvNF9f32+++WaQE37/+99//PHHVVVVBQUFeXl5A62IZQznm4DNO8WiPlh7UWDD8DZv1mv1+K83u/WJQUzjvvtqTatK66pk42arSCSK/2l8/E/juxq6Oqo75I5ylxAX21qQynwrWv835H8ulle2qojI31nx+NQQ6y8YbJRBZ8j4LCPt32k1WTVkICJyG+0W92jc1Oemyh151VBag0cnB7955LrBQAfz6+pm+rjb8bA1YmNx6owZM7yG5+233zb9KScn473p1tbWga5sesp08ogpFIpJkyYxx7m5A04zBWCTzEE2nLEZl+AB14HAiEX7OiUEuhCRSqv/6Fwpy69u72nvPcHbNdTVtrp2W6HW6d86Vsgc//6eMAVCNsEyNJ2a1Pmp/3vqfzWZxq6diJpvNB/707FNCZtaSwdsb2Bk+ga6f3uNnxueWO+71ejRo5mDQRZjMU8plUpfXzPsTG4aZW9ubr7zqwGYRdj8ofNowxeEs1CJAP3irlHMwTvHCltVQ69sAVux+VJ5WXM3Efk42T05NYTrcoC3dj+2u/j74n6faixo3H7fdr1mePdVYdgenWScp7cjp5HbSiyEjakyJ06cGM5qTvrhjBfTNkk5OTn9ntzc3MykQEZGRprlPkhXl3EysZub251fDcAsZvxhRs6OHINuwFUcUQ9EeUV7sVmScKxPDHr7WFF+XUdTl+b9Ezdem4+92/hAo9Nv/N443P7bWWFMZj+A2VVdqsr5qv8GhlF3tS5zc+bEJyayVpIQLIv1f2bX1fYebUFjd1ZtlznGda0LGyPuHh4evsPTt3GPi4tj5rufPn2638ueO3eOWQU1ffr0IWt4/PHH4+LiJk6c2NQ04K2TvLw85iAiIuK2/oIAluMT47Pw7wtpgE+mnlGe939yP7sVCYhELHpl7hjm+P2TNxo71dzWA2aRml5R3NRFRB4O8p9Nw3A7WMq1b6+Z5Ry4LX0D3b/h42wZ650qo1AokpOTiaikpOTs2bM/PmH79u3MweLFi4e82vjx47Oysi5fvrxly5Z+TygpKWE+IQQGBo4fP37kdQOYW+LPE9fsX+M93rvvgxI7SeLPEh+/8Li9pz1XhQnBynj/GD9nImpTad89XsR1OXCndHrDW0dvDrc72llvtBrYusb8oadqDOccuF3re2fLfFfQ0qPl22QkkTXHWx48eHDBggVEdPfddx8/frzvfJiMjIwpU6ZotdoxY8Zcu3ZNIjHe62xubj5x4gRzvGDBAlMGfFVVVVBQkF6vd3Z2Pnv2bHR0dN8X6u7ufuCBBw4dOkREqampa9asuZOymTrZ/IdVq9U1NTWIg+Q3g8FQd6WuNqtW061xDnQOmhakcBtwiwMwo2+yq5enpBGRg1xS9Mc5Pk52XFdk1ZhNr4ODrTRdMTW9Yt32y0Tkbi8reTnZCY07WMy2hdsK9xcOfo6jr+Nvqn/DTj3CYTBQxIajRY2dRLR9VezKBPbejljoAK13xJ2I5s+fP3v2bCI6efLkihUrmBntRLR///6FCxcyEZMbNmwwde1ElJ+f/2CvhoYG0+P+/v7PP/88EbW1tSUlJb3zzju5ubnt7e3Xrl3bunXrhAkTmK597ty5d9i1A1iISCTyifGJWRuT8GRCxMIIdO2sWTrBb2KgCxF1qnUbjw7xaxismU5v+MsR41apv757NLp2sCgnv6Hz7pz82djcTWhEIlqbGOhiJ1kb4znOxzZ2wBg+qx5xJ6La2topU6aUlpYSkUQi8ff3b2trM6VAvvDCCxs3bux7/vnz56dNm8Ycl5eXBwYGmp7S6/WLFi06cODAQK+VlJT0xRdfBAQE3GHNGHEH4Jm9ubX3fXqRiBRS8fU/zgl0waemAVnziPuXlytXbs0gIlelrOTlOS4KXm2EDtbmyvYrO1fvHPycu35/V/JbyezUIyjtPdrG+jqxXsvyBkxCH3EnIh8fn7S0tOXLl0skEp1OV15eznTt3t7en3322S1d++DEYvGuXbvef//9H2dHOjk5ffjhhydOnLjzrh0A+GfRWJ9po9yISKXVm4ZswbYYDPSX3jCZZ5NC0bWDpY1bNs493H2QE6RKaeLPE1mrR1Cc7KR2En5ugmHtI+4mVVVVJ0+erKystLe3j4iImDVrllQ6wruc3d3d2dnZxcXFFRUVDg4OERERSUlJdnZmm7eKEXcA/jlSUD/34/NEJJOI816YPdoDa4L7Z7Uj7qa1Co520uKX5ng6YNNKsLiK8xVbkrdoOvtLxBbRA5sfiF0Xy3pRQlFdXa3RaPg34m4zjbsNQeMOwEv3/PvcscIGIvrJ5KD/PBLHdTlWyjobd4OBJn1wMr2ilYj+OCfi/xZGcV0RCEXdlbrvnviu8kJl3wfdwtwW/n1h+L3YO8+C+Nq4Y2kOAMCwvLkgcsY/GohoS1rF72eHR3nzbc0Tj+3OqWG6dge55Nd3j+a6HBAQ7wnej59/vDq9uux0WUdth9JN6Z/oH3J3iIinEznA0tC4AwAMy12h7guivA/k1en0hjcOFWxfg/0ObYZpZcIv7hrl5YhJMsA2vwQ/vwTcEgczsPbFqQAA1uPP90Yx+0l8lVmVVdXGdTkwLHtzay+VtxCRQip+DsPtAGDL0LgDAAxXQqDLkmhfItIbDK8fyue6HBiWDb1hMj+bPsrPGVGeAGDD0LgDANyGN++NEotERLTrSs3Fshauy4EhHMqvP1PcRER2UvFvZ44V5QkAACAASURBVIVxXQ4AwB1B4w4AcBvG+zo9HOfPHL92EIPu1u7PRwqYgyemhgRg5ywAsHFo3AEAbs8bCyKlYhER7c+rO3mjketyYEBHCxtO3WgiIpkEw+0AwAdo3AEAbk+Ep8OahEDm+OX9edwWA4N485BxuP2nk4NC3JTcFgMAcOfQuAMA3LbX5kfKJWIiOnWj6fvrDVyXA/04W9J0vKiRiGQS8Qv3YKcbAOADNO4AALctxE350ylBzPGLe3OxA7UVeu2gcbh9XWJgqLs9t8UAAJgFGncAgJF4Ze4YpUxCRJfKW/bl1XJdDvzA+dLmwwX1RCQRizDcDgC8gcYdAGAk/J0VT04NYY7/dCAfg+5W5Y3e2e2rJwZEeDpwWwwAgLmgcQcAGKGXkiMc7aRElFHRuvNKNdflgFFGReuB/DoikohFf5wTwXU5AABmg8YdAGCEvBzlT981ijl+9WC+HqPu1uH1QwXMf8Ujcf6R3o5clwMAYDZo3AEARu6Fe8JdlTIiyqlp//JyFdflAGVVte25VkNEIhG9iOF2AOAXNO4AACPnppT9KimUOX7tYL5Wj0F3jr152DjcvizGf7yvE9flAACYExp3AIA78tzM0e72MiK63tC5Ja2c63IE7Vpt+64rxuH2l5Ix3A4AfIPGHQDgjrgoZL+dFcYcv3GooEer57YeIXvjUAGz0mBJtG+svzPX5QAAmBkadwCAO/Vs0mgfJzsiKm3u/uxCGdflCFReXcfXWcZsnz9iuB0A+AiNOwDAnXKQS0y7/Pz5yPUutY7beoTp/45cZ4bb7xvnMynIletyAADMD407AIAZ/Hz6qEAXBRFVt6k+OlfKdTmCU9TY+eXlSub4xTnYKhUA+AmNOwCAGSikYtP0jA3fX2/v0XJbj9D8+fB1JtJnfqTX9FHuXJcDAGARaNwBAMzj8SnBoz3siaihU/3308VclyMgpc3d2zOMw+0vJY/hthgAAMtB4w4AYB4yifjl3q7xnWNFzd0abusRjv87UqDW6YloToRn0mgMtwMAb6FxBwAwm3WJgVHejkTU0q354OQNrssRhPKW7pRLFczxK3Mx3A4AfIbGHQDAbCRi0Z/mGXvH907cqOvo4bYeIdjwfSEz3D59lPvMMA+uywEAsCA07gAA5vRInD+z9U9Hj/avxzHoblnVbarNl4y71b4+H8PtAMBzaNwBAMxJLBK9Oi+SOf776eLKVhW39fDbxqOF3RodEU0NcUse48V1OQAAloXGHQDAzB6c4Ds52JWIujW6t48Vcl0Ob9W293xy3rhP7avzMNwOAPyHxh0AwPxem28cdP/obGlJUxe3xfDVO8eLmOH2iYEu8yO9uS4HAMDi0LgDAJjfvVHed4/2ICK1Tr/hewy6m19Dp/rj3h1qX5sXKRJxWw4AABvQuAMAWMSf741iDj6/VF7U2MltMfzz7vGijh4tEcUFON83zofrcgAA2IDGHQDAIpJGu98T7klEGp3+jUMFXJfDK01dmn+dKWGOX5k7BsPtACAQaNwBACzlzXuNM923ZVTm1nZwWwyfvH+yqL1HS0TRvk4PjPfluhwAAJagcQcAsJTpo9wXjvUmIp3e8PqhfK7L4YlWleYfp0uY4z/NHSPGeDsACAYadwAAC3pzQRTTWO7IqsqsbOO6HD744GRxS7eGiMb6OC6L9eO6HAAA9qBxBwCwoImBLg+O9yMig4Few6D7HWtTaf92yrgf7UvJGG4HAGFB4w4AYFlvLIhk+svdV2sulDVzXY5t+/vp4qYuDRGFezo8EufPdTkAAKxC4w4AYFnRvk4r4o0t5qsHMOg+cp1q3Ye9w+0vJ0dIxRhuBwBhQeMOAGBxr82PZLrMg/n1J4oauS7HVv3zTHF9h5qIRnvYr04I5LocAAC2oXEHALC4CE+HdYlBzPHL+/O4LcZGdal1fz1uHG5/cQ6G2wFAiNC4AwCw4U/zxthJxUR0urjpcEE91+XYno/OldZ19BBRkKtyXSKG2wFAiNC4AwCwIcRN+diUYOb4j/vyDAZuy7ExKq3+r8eLmOMX54TLJfjlBQBChPc+AACWvJwcYS+XEFFaecv/rtVyXY4t+eR8aVWbioj8nBU/mRzMdTkAANxA4w4AwBI/Z8XPpoUwxy/tz9Nj1H141LofDLcrpPjNBQAChbc/AAD2vDgnwslOSkRXqtu+za7muhzb8NmFstLmbiLydbJ7fAqG2wFAuNC4AwCwx9NB/syMUOb45f15Wj0G3Yeg0enfPmYcbv/d7HClTMJtPQAAHELjDgDAqt/NDnNTyoiooL7zi8uVXJdj7VLSKkqauojI00H+5FQMtwOAoKFxBwBglatS9qu7RzPHrx8s0Oj03NZjzXR6w9tHC5nj380Oc7STclsPAAC30LgDALDtNzNHeznKiaiosXPzpXKuy7FeW9Mrrjd0EpGHg/zn00dxXQ4AAMfQuAMAsM3RTvqbmWHM8Z+PXO/RYtC9Hzq9YUPvcPtzd492wnA7AAgeGncAAA48mxTq76wgorLm7k/Ol3JdjjX6MrMqv66DiFwUsqfvGsV1OQAA3EPjDgDAAaVM8vt7jIPuf/m+sEut47Yea6M3GDZ+f505fm7maFeljNt6AACsARp3AABu/GzaqCBXJRFVt6n+dbaE63KsyzdZ1Vdr2onIWSF9NimU63IAAKwCpgwCAHDDTip+KTniZ99kE9FbRwufmhaCadwMg4H+74hxuP3ZpFA3DLcDwLDVXa279s218vRyjUrjHe4dsSBizH1jRBIR13WZB35JAABw5qeTg945VlTU2NnQqf7wZPHLcyO4rsgq7LpanV3dRkQOcsmzM0ZzXQ4A2AZ1h3rf0/uyUrOod2u78iPl6R+le471XLp9qW+cL6fVmQemygAAcEYmEb/S26y/e7yoqUvDbT1WYsP3xjCZX84IZXIzAQAGp9fqv1zyZdaWm127SUNuw+ZZm+uu1nFRl5mhcQcA4NKahMCxPo5E1KrSvH+yiOtyuLcnpzatvIWI7OWS52diuB0AhiXto7Tio8UDPdvT2rPnyT1s1mMhmCoDAHCrjpqOtI/Sig4WtZa3SuQS72jvsUvHTlg1QSKXmP21JGLRq/MiV6SmE9EHJ4ufmRHq7Whn9lexIX8+UsAc/Hz6KIH/UwDA8KX9O23wEyrOVdRm1frE+rBTj4VgxB0A4Adyv839R+Q/Trx+ouJ8RXtle0txS8H/Cnb/ZPcnkz9pvtFsiVd8ONY/LsCZiDp6tO8cE/Sg+4G8uotlLUSkkIox3A4Aw9TT2lN/rX7I08rOlLFQjEWhcQcAuOnGkRvfrPimp63nx0/VZtWmzk1VtajM/qIiEb02L5I5/sfp4spW87+ErTCFyTw5LYTZoAoAYEid9Z3DOq1uWKdZMzTuADC09sr2G0duXN93vf5avcHwo4U/fGHQG/Y9vU+v1Q90QvON5lN/OWWJl14y3ndKsBsRqbT6jUcLLfES1u9IQf3p4iYispOKfzc7nOtyAMBmKFyG9Tlf4WrzwwGY4w4Ag7lx5MbRl49WXqg0PeIS4jLjhRkJP0sQiXgSi2tScb6isaBx8HOyt2Ynb0wWic3/d399QeSCTeeJ6JPzpb+dFRbipjT7S1iz9h7tS/vzmOOfTg4OHN6vYQAAIlJ6Kp38ndqr2gc/zTfW5hMhMeIOAAM6/8H51Hmpfbt2Imotbd37i73fPPKNQce3ofeayzVDntNR3dFR02GJV58f6ZU02p2IerT6Nw8XWOIlrFZ+XceUD08xs9vlEvEL92C4HQBug0gkmrB6wuDnuIS4BCcFs1OP5aBxB4D+lZ4oPfj8wR8H4jKufX3t1AaLTBrhkGp4k8stMc2d8eaCKOYg5VL59Qabn4s5TN/l1Ez+8FRurfHj0EvJEUK72wAAdy7pj0muo1wHelYkFi38+0Kx1Ob7Xpv/CwCAhRx//fhAXTvjzFtnNPzaMMje096Mp43AzDCP5DFeRKTVG944xP9Bd4OB3jpa+ODnaW0qLREppOLPV8T9ad4YrusC4ImyU2W7f7L7n+P++V7Ae/+e8O///ex/1RnVXBdlKQpXxdpDa72ivX78lMxetuTzJWPu58N7C+a4A0A/elp7Sk+WDn6OukNdcrwkYmEEOyWxIGha0JDnuIe7O3g7WK6GvyyM+v56vcFA2zMqfzc7LMbP2XKvxa02lXb9F5f/e9U4PSnIVbnz0cTEoAEHzABg+HRq3Z4n92SlZJkeaa9qr7tal74pfeqvp857d54lFupwzj3C/cm0J7NSsnK+zqm9UqtT61xDXMPmhU1+erJLiAvX1ZkHGncA6EdreetwprC3lLSwUAxrvCd4B04LrDhXMcg5E5+YaNEaJgW53jfOZ09Ord5geO1g/s5HJ1n05bhytab9oc8vmaYDzYv02r56ooeDnNuqAHjju8e/y07N7ucJA51//7xYKp779lzWi2KDVCFNeCoh4amE6upqjUbj6+srl/PqjQVTZQCgP8Ncd8q35al030f32TkPuFtn4LTAqb+aauka3pgfxQT27LpSs+jTCxW8i3X/Oqtq2t9OM127SEQv3BO+7/Ep6NoBzKX0ZGn/XXuvc++dG852RWCF0LgDQD+cg5yHcyPVJZgnNx9NfGJ81n2/zj3C/cdPjX1o7Oq9qyV2EkvXEBfgvCzGnznel1s3/u3jn10o40d6vk5v+MPe3EdS0zt6tETkaCfdsS5x46KxEj7etQfgStaWrMFPMOgMV7ZdYacYMC9MlQGAfihcFUHTg8pOD7Y7tFQpHTV7FEsFscg/0f/pnKdzd+YWHS5qKWmR2km9xnmNWzYuYEoAazWkrIwb7WH/7vEind7QqtI8viNrR1bVJ8tjg205bqWpS7Nya/qhfOM4X7inw66fTBrv68RtVQD8M5xk2+rLvF2lym9o3AGgf3e/cvfW+VsHOWH6b6bLHfk5vUEsE0c/Eh39SDRXBShlko2Lxi6J9v3pV5l5dR1EdCi/fsK7x99YEPnMjFCxDW59lVXV9tDmSzcau5gvF4713rp6optSxm1VALw0nGRbVTPf5uAJBKbKAED/wuaF3fPnewZ6NmJRxMw/zWSzHgGaNsrt8m9mvnBPODOTpE2l/fV/c2b962yhrUW8f3G5cvrfTzNdOzOpfc9jk9G1A1iIvcfQkbX2XpaKtQWLQuMOAANKeilpxe4Vt8TiOng7zH1n7srdK8UyvIFYnEIq3rho7Olf3jXWx5F55NSNpti/nnjraKHeFqa9a/WGP+zNXbU1o0utIyInO+k36xM3LhprizcNAGxF4LTAIc8Jmj50+i1YIZHBFt76bYtIJCIiNv9h1Wp1TU2NTCbz8/Nj7UVBUBryGhryGnRqnVuom2+8Lw82n7M5Kq1+4/fX//J9oUanZx65K9T9P4/EjfGyYKj8CJSVlRFRcHAwETV0qlekpn9/vYF5aoyXw66fTBrng0ntAJZVm1378cSPB4n0lSqlz+Q/4xzE220iiIiTOEgWOkD89gWAoXlGeUY9EBX9cLT/JH907ZxQSMWvzY+89Ouk+ABjks+Z4qY4Kx56v1zZOumDU6au/b5xPhd/nYSuHYAFPjE+SS8mDXLCvHfm8btr5zH8AgYAsBmx/s4XfjVj46KxcomYiLo1uj/szU36x9n8ug6uS/uBrekVd/39TEnTzUntu386yUWBSe0ALJn1xqw5f5kjkd8aXytzkN330X2Tnubnzm5CgKky5oepMgBgadnVbT/5MjOjopX5UimTvDpvzG9nhXEeiH6jpPTdczX/TqtjvnRWSLesjF8y3pfbqgCEqb2yPSs1q/JCpapVpXRXBt8VHLMmRiDLUvk6VQaNu/mhcQcAFmh0+vdO3PjTgXx176z3aaPc/vNIXJS3I1cl1XeoF286fb7SGHoT4+e88yeJYR7WNQsfAISAr407psoAANgkmUT8wj3hac8lJQQaZ72fK2mO/+uJt44W6vQcjMicLWmK/esJU9f+SJz/2WdnoGsHADAjNO4AADZsgp/z+V8lbVw01k4qJiKVVv+Hvbkz/nEmt5bVWe+bzpfO/te56jYVEUnEoo2Lxn6xJsHhR/NrAQDgTqBxBwCwbVKx6IV7wtOeu3tSkCvzyPnS5onvnXjtYL4pO9JyerT6J3ZkPfV1NjNjx00pTVkS+sI94QhqBwAwOzTuAAB8MN7X6eyzM/oOvb9+qGDSB6cyK9ss96KVrapZ/zr76YUy5su4AOc9KyKSgpH5CABgEWjcAQB4ghl6T3/u7snBxqH3rKq2yR+e+sPeXLUFht5P3WhKfP/k+dJm5stVEwPO/HJGkDN768AAAIQGjTsAAK9E+zqdeWbGBw9E28slRKTR6d86Wjjp/VOm7Eiz2HS+dM5H52rae4hIKhZtXDR22+qJ9pjUDgBgSbYXB/n000/X1tZ++umnrq6uI7uCXq8/cuTIsWPHKisr7e3tw8LCli1bFhoaaq4KEQcJANagsKHzsa+yTt5oZL6UScTPzxz9xoJIZvOmEVNp9b/4Nvvzi+XMl16O8i/XJtwT7sl8WVZWRkTBwcF38hIAAHeIr3GQNta4FxYWRkREEFF1dbWv70h29MjMzFy1alVubm7fB0Ui0RNPPPH+++/b25thVwI07gBgJfQGw6cXyp7fndOp1jGPTPBz/nxFnClB8naVt3Qv3Zx2qbyF+XJioMvORyeFuClNJ6BxBwBrwNfG3camyrz77rt38sevXLmSlJTEdO0ymSw8PNzHx4eIDAbDpk2bli5dqtPpzFMoAIAVEItET04NyfrtzFlhHswjV6rbpn546g97c3u0tz3r/URRY+L7p0xd+9qEwNO/vKtv1w4AABZlM427Xq//6KOPPv744xFfQafTLV++vKOjg4jWrFlTUVFx/fr1mpqao0eP+vv7E9GBAwfee+89s1UMAGAdwjwcjv58+sfLYxztpESk1RveOlqY+P7JtN4WfDg2nS9N/uhcXUcPEdlJxR88EL1lVbxShkntAADssfapMteuXcvOzs7KytqxY8eNGzdMj49gqkxKSsqjjz5KRMnJyYcPH+77VHZ2dmJiokaj8fLyKikpucMJM5gqA2AuBoOhPqe+uaiZROQe5u4V7cV1RbbtRmPX4zuyjhU2MF9KxaLfzAp7fX4kkyA5kI4e7WM7snZkVjFf+jsrvlmfOG2UW78nY6oMABCRplNTeKCwJrNG3aF28HEInR0aMCWAzQL4OlXG2hv3WbNmnThx4sePj6BxN13q0qVLiYmJtzz76KOPpqSkENGOHTuWL18+0nqJ0LgDmEnm55kn3jzRUnxzVNg93H3Wa7MmrJ7AYVW2zmCgTy6U/ua7ax09WuaRaF+n/zwSZ0qQvEVhQ+dDm9OuVBvD4O8Kdf96XYKfs2Kg66NxB4CMTzOO/OFId2N33wcDpgQs+c8Sr3Esjb/wtXG39qkywcHBkX04ODiM7Dqtra1nzpwhooiIiB937US0atUq5mDfvn0jrhYAzMJgMOx5cs/un+7u27UTUVNh0841Ow/86gBXhfGASERPTg3J/u3MORHGHJicmva7/n76D3tzVT+a9b4/r27yB6dMXfuTU0OO/nzaIF07AMCJN07seWLPLV07EVVeqPxs+mc1mTWcVMUb1t64b9myJa+PGTNmjOw6ly9f1mq1RDTQFaZNmyYWi4no4sWLI64WAMwiY1NGxicZAz174W8XslOz2ayHf0Ld7Q8/Ne3j5TFOfWa9T3jnuCk70mCgt44W3vfpxeZuDRHZScWfPhz78fKYO4ySBAB+q86oPvF6PxMlGD2tPTtX79Tf/sp4MBHKW3BBQQFzEBUV1e8JTk5OzBLVoqIivR7fUgCcMegNJ94c8H2fcfz146zUwmemoffkMcY714UNnbP/de6pr7Nr2nuWb0n7w95cvcFARIEuipNP3/XYFMx+AYAhnPvrOYN+sIki9dfqi78vZq0e/hFK485MuySiwMDAgc4JCgoiop6enpoa3McB4ExtVm17Zfvg5zQXNTfkNbBTD7+Ncrc/9OTUj5bFOCukRKQ3GDadLw164/C32dXMCbPDPTOenznQDHgAgL5KjpcMeU7xMTTuIyflugCWMCmQROTiMuC2I87OzrecPBA7O7shX7G8vHzY1d0pjUZTV1cnk8mY6UAANq00rXQ4p12/dL3b4dY5lDAyCwPFsavGvPB9+cnSdiLS9g6YPTHR68UZ/qrm2vLm4V6qqqqKeldoAYCgGAyGjtohOigiqi2sZaFHqqur02g0Wq1WJpNZ+rXYJJTGvbOzkzlQKAZcVqVUKm85eSBqtXrIV2QzVYZ5LYPBYOUZQQDDYaDhfhvjG96M/J1kqQ+M3nu95Y9HK1pUOjuJ6C/3BC4b504j+nfGfw2AMEnsJNquIcYQpfZSFt4i+NoaCaVxZxae0qC/Tkzbpg75f6xSqQZ5lvlswEy8YYdarZZKpYiDBH6QJciO0tEhTwtPDPcM8mShHkH5WVDQfQkRrxzI/3VSaKy/8wiuwLx/svkGCADWw2usV3V69eDnhEwMYeEtQiqVsh8HyQI2GveWlpZhTuGwt7e/w82PBmLKkRyk5zY95ejoOPjVhjNVhs07xaI+WHtRAAvxjfd1DnRuq2gb5Bz3cHevsdiMySKCXJWbV8SN+I8z70J4LwIQpujl0YM37mKZeOyDY1l4i+Bra8TG4tQZM2Z4Dc/bb79toRqcnJyYg9bW1oHOMT1lOhkA2CcSiWb+aebg58x6bRYrtQAAwG2Y/Mxkt7D+t1VmTHtumkvIgKsNYUhCSZUZPXo0czDIegjmKaVSebt7sgKAecU/Hp/4s342SmNMfW4qNk8FALBCMnvZmv1r3MPd+302dl3snL/MYbkknmFjqsyJEyc0Gs1wzhxyjsqIRUZGMgc5OTn9ntDc3MykQEZGRvLsrgqAzRGJRIv+vShoetCJN040FTaZHveI9Jj9+uzoR6I5rA0AAAbhHuH+VMZTF/52IXtrNpPbK7GTBM8InvqrqWPuH8N1dTaPjcbdw8ODhVcZXFxcnL29fVdX1+nTp/s94dy5c8yaqunTp7NbGgD0L2ZtTMzamPpr9c1FzSQi93B3zyisRgUAsHZyJ3nSS0lJLyVpujSaTo3SXSmSYEjUPIQyVUahUCQnJ9P/t3cvsVVX+wLHV2krsLGCgz4sFZ+76A0CITU+YhOIGAie2/jCIOnARI0RnWhUwoCQOCmJD+IMiERRA4FovBPloQmxUUgMAq2RFqRYKd2l4cQGfJQKLWfwP6eHU2g9917Y+6y9P5/Rn+6V9Jdmp/3y7+r6h9DZ2bl79+6LF2zatCm5aGhoyOpkwJjK/6u89r9ra/9Sq9oB4lKaKk2Vp1T7ZZRv4d7X1/c//zDiAJlly5YlFytWrBhx4OO+ffu2bNkSQqitrU36HgAA/qPkW7gfOnTo4X/461//5YnoCxYsmDdvXgihubl5yZIlyY72EMK2bdsWLVqUHFjZ1NRUXFyc/bEBAGBs+RbuY9u8efMNN9wQQti6dWtNTc20adOmTJmyaNGi3t7eEMLy5csfeeSRXM8IAACXUFjhXllZuXfv3sWLFxcXFw8ODnZ1dSVnt1dUVGzYsGH16tW5HhAAAC6taMRu7wKRyWSam5u7u7tTqVQ6nZ47d25JyWU7YCc5TTKbX9g//vjjxIkTpaWl1113XdY+KcDFjh07FkKYNm1argcBClpPT8/Zs2erqqquuuqqrH3SLBRgNo6D/A9UXV29ZMmSXE8BAAD/rsLaKgMAAJES7gAAEAHhDgAAERDuAAAQAeEOAAAREO4AABAB4Q4AABEo0HPcsyA5hB8AAC4Ld9wBACACRVf0uaxkR0tLy+zZs2fOnNnS0pLrWYCCloUnfgP8qVmzZrW2th44cGDWrFm5nuVycscdAAAiINwBACACwh0AACIg3AEAIALCHQAAIiDcAQAgAsIdAAAiINwBACACwh0AACLgyakAABABd9wBACACwh0AACIg3AEAIALCHQAAIiDcAQAgAsIdAAAiINwBACACwh0AACIg3AEAIALCHQAAIiDcAQAgAiW5HoD/l6GhoS+++GLXrl3d3d2pVOqWW2557LHHbrrpplzPBRSKTCaTyWTGXnP77bdPmjQpO/MABeX555/v7e195513pkyZMvbK/EimovPnz+d6Bv6PDhw4sHTp0ra2tgs/WFRU9Mwzz6xZsyaVSuVqMKBwPPfcc2vXrh17zZ49e+6+++7szAMUjiNHjqTT6RBCT09PVVXVGCvzJplslYnVd999V19fn7wFS0tLb7311srKyhDC+fPn169f/+ijjw4ODuZ6RiD/HTlyJNcjAAXqjTfe+HeW5VMy2SoTpcHBwcWLF//6668hhMbGxjfffLOioiKEsGvXrsbGxkwms3379rfeeuuVV17J9aRAnvvhhx9CCFOnTn3ooYdGWzP2nTCA/62hoaH169evW7fuT1fmWTLZKhOljRs3PvnkkyGE+fPnf/755xe+1NraWldXd/bs2fLy8s7Ozoh++wNEZ2BgIJVKDQ0NNTY2fvDBB7keB8hzBw8ebG1tbWlp2bp169GjR4c/PsZWmTxLJltlovTuu+8mF01NTSNemjlz5tKlS0MIJ0+e/PTTT7M9GVBIOjo6hoaGQgjTp0/P9SxA/lu2bNkTTzyxevXqC6t9bHmWTMI9PqdOnfr6669DCOl0uq6u7uIFybswhPDZZ59ldTKgwHR0dCQXwh3IgmnTpk2/wJ8eV5V/yWSPe3z2799/7ty5EMJ99913yQX33HPPuHHjhoaGvvnmm+yOBhSWZIN7EO5AVrz//vsX/nPhwoU7duwYY33+JZM77vE5fPhwcnHbbbddckFZWVl1dXW44LfYAFdCEu5FRUU33njj+vXrGxoapk+fXl1dXVdX9+KLLw5/swLIifxLJnfc43Ps2LHkoqamZrQ1119//fHjxwcGcRd69AAABJdJREFUBk6cOJG8IwEuuyTcx48fP2fOnOFtMyGEnp6eb7/9du3atatWrXr55ZdLSvysAXIg/5LJN9P4JEcahRAmT5482pprrrlmxGKAyy45xP3MmTMdHR2TJ0++//77y8vLjx49euDAgZMnT545c2bFihXt7e3vvfdericFClH+JZOtMvH57bffkosJEyaMtmbixIkjFgNcXgMDA11dXcn1U0891d3d/fHHH69du3bnzp3d3d0rV65MbrRv3LhxxBFsANmRf8nkjnt8xo37+3+3xjiDf/gZYM7pB66Qvr6+hx9+OIQwa9aslStXXvhSaWnpa6+9VlJSsmrVqhDCCy+8cOjQodxMCRSw/Esm4R6f4cOPzpw5M9qa4ZeuvvrqbMwEFJ6qqqqPPvpojAWvvvrqunXrMpnM4cOH29vbR/vjMIArJP+SyVaZ+JSVlSUXp06dGm3N8EvDiwGybMKECXfeeWdy3dbWltthgAKUf8kk3ONz8803JxfDu0svlrw0ceLE0Z4ADJAFw3fZ+/r6cjsJUIDyL5mEe3yGH3Ty/fffX3JBX1/fiRMnkpVFRUXZmwzgX/3+++/JxbXXXpvbSYAClH/JJNzjM3v27FQqFUL46quvLrlgz549yR9Y3HvvvVmdDCgkTz/99OzZs+fMmfPzzz+Ptqa9vT25SKfT2ZoL4O/yL5mEe3wmTJgwf/78EEJnZ+fu3bsvXrBp06bkoqGhIauTAYVkxowZLS0t+/fvH/EQ8mGdnZ3JD8uampoZM2ZkdzqAPEwm4R6lZcuWJRcrVqwYcXrRvn37tmzZEkKora1N3qwAV8Ljjz+eHLW2atWqi38N3d/f/+yzz/b394cQmpqacjAfQN4lk3CP0oIFC+bNmxdCaG5uXrJkSbI9K4Swbdu2RYsWnTt3LoTQ1NRUXFycyymBvFZdXf3SSy+FEE6fPl1fX//666+3tbX98ssvBw8e/PDDD++4446dO3eGEB544IHGxsZcDwsUqDxLpqIoTpvnYr29vXfddddPP/0UQiguLq6urj59+vTwkUbLly9fvXp1TgcE8t/Q0NCDDz64ffv20RbU19dv3rx56tSp2ZwKKBALFy7csWNHCKGnp2eMM2HyKZnccY9VZWXl3r17Fy9eXFxcPDg42NXVlbwFKyoqNmzYENFbEIjXuHHjPvnkkzVr1lz8I7OsrOztt9/+8ssvVTuQW/mUTO64Ry+TyTQ3N3d3d6dSqXQ6PXfu3JISD8QFsqq/v7+1tfXHH388fvz4pEmT0ul0fX39+PHjcz0XwD/lQTIJdwAAiICtMgAAEAHhDgAAERDuAAAQAeEOAAAREO4AABAB4Q4AABEQ7gAAEAHhDgAAERDuAAAQAeEOAAAREO4AABAB4Q4AABEQ7gAAEAHhDgAAERDuAAAQAeEOAAAREO4AABAB4Q4AABEQ7gAAEAHhDgAAERDuAAAQAeEOAAAREO4AABAB4Q4AABEQ7gAAEAHhDgAAERDuAAAQAeEOAAAREO4AABAB4Q4AABEQ7gAAEAHhDgAAERDuAAAQAeEOAAAREO4AABAB4Q4AABH4G7omem+NRdRmAAAAAElFTkSuQmCC", - "text/html": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "axislegend() # first argument is the axis to use. Defaults to last-used axis.\n", - "current_figure()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Of course, sometimes the manual creation and placement of a legend is necessary. In such a case, one collects the plotted objects that we haven't cared about so far, and gives them to a `Legend` object:" - ] - }, - { - "cell_type": "code", - "execution_count": 104, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/html": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig = Figure()\n", - "x = range(0, 10; length = 20)\n", - "ax1, li1 = lines(fig[1, 1], x, sin)\n", - "ax2, sc2 = scatter(fig[2, 1], x, cos; color = \"purple\")\n", - "Legend(fig[1:2, 2], [li1, sc2], [\"ημίτονο\", \"cosinus\"])\n", - "fig" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Learning more about Makie\n", - "\n", - "Makie is the best the strongest the most amazing plotting framework (personal opinion). In this tini-tiny block we've only looked at a small subset of Makie's functionality. We haven't even touched the strongest feature of Makie, which is interactive visualizations and animations! In any case, you can learn more about Makie in the online documentation. For example:\n", - "\n", - "- You can read about the different available plotting functions with visual examples visit the [Plotting Functions](https://docs.makie.org/stable/examples/plotting_functions/index.html#plotting_functions) section.\n", - "\n", - "- If you want to learn more about making complex figures with nested sublayouts, have a look at the [Layout Tutorial](https://docs.makie.org/stable/tutorials/layout-tutorial/index.html#layout_tutorial) section.\n", - "\n", - "- If you're interested in creating interactive visualizations that use Makie's special `Observables` workflow, this is explained in more detail in the [Observables & Interaction](https://docs.makie.org/stable/documentation/nodes/index.html#observables_interaction) section.\n", - "\n", - "- Lastly, see the [Animations](https://docs.makie.org/stable/documentation/animation/index.html#animations) section for making animated movies." - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Exercises - plotting" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Taylor expansion of sine\n", - "\n", - "Plot the sine function and its progressive Taylor expansion series:\n", - "\n", - "$$\n", - "\\sin(x) \\approx x - x^3/6 + x^5/120\n", - "$$\n", - "\n", - "First, plot $\\sin(x)$, then the progressively added Taylor terms: $x$, $x - x^3/6$, $x - x^3/6 + x^5/120$. For each plotted curve add a legend entry and in the end display the legend as well.\n", - "\n" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Semi-transparent histograms" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Use the following code to initialize some histogram data." - ] - }, - { - "cell_type": "code", - "execution_count": 105, - "metadata": {}, - "outputs": [], - "source": [ - "using Random: Xoshiro\n", - "rng = Xoshiro(1234)\n", - "xp1 = 0.2randn(rng, 10_000) .+ 0.5\n", - "p2 = 0.5randn(rng, 10_000)\n", - "edges = -2:0.1:2;" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Using Makie's `hist` function, make the following plot:\n" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "![makie_ex_fig_1.png](makie_ex_fig_1.png)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "_hint: to make transparent colors in Makie you provide a 2-tuple of the color and the alpha transparency value as the `color` keyword, such as `color = (\"red\", 0.75)`._" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Cool spiral\n" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Pick 6 colors that you like and make the following figure:" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "![makie_ex_fig_2.png](makie_ex_fig_2.png)" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "\n", - "_hint 1: The colored rectangles are just colored `Box` `Block`s. Instead of initializing an axis, you create a `Box` object, with the same syntax, at the location of interest. E.g., the first box is done with the code:_\n", - "\n", - "```julia\n", - "Box(fig[1, 1:2]; color = \"something\", strokewidth = 0)\n", - "```\n", - "\n", - "_hint 2: You can make axes on top of other elements. To make the line plot on top of the boxes, you first initialize the line data using_\n", - "```julia\n", - "n = 4\n", - "t = 0:0.01:2n*π\n", - "x = (2n*π .- t) .* cos.(t)\n", - "y = (2n*π .- t) .* sin.(t)\n", - "```\n", - "_and then make an axis over the whole figure `Axis(fig[:, :])` to plot in. To remove the spines of the axis use the functions `hidedecorations!` and `hidespines!`_.\n" - ] - }, { "attachments": {}, "cell_type": "markdown", @@ -3488,7 +2620,6 @@ } ], "source": [ - "Pkg.activate(@__DIR__)\n", "using BenchmarkTools" ] }, diff --git a/notebooks/julia_types_and_multiple_dispatch.ipynb b/notebooks/julia_types_and_multiple_dispatch.ipynb index ea3fda2..ad1fe30 100644 --- a/notebooks/julia_types_and_multiple_dispatch.ipynb +++ b/notebooks/julia_types_and_multiple_dispatch.ipynb @@ -12,51 +12,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "This workshop goes through Julia's core programming paradigm, **multiple dispatch**. It is arguably the reason Julia is able to overcome many difficulties plaguing other programming environments, and it is a prime reason of why Julia is a programming language most suitable for science.\n", - "\n", - "Let's activate the directory of the Julia Zero2Hero workshop as we will be using some external packages for this showcase." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\u001b[32m\u001b[1m Activating\u001b[22m\u001b[39m project at `c:\\Users\\gd419\\OneDrive - University of Exeter\\Teaching\\Zero2Hero-JuliaWorkshop`\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[32m\u001b[1mStatus\u001b[22m\u001b[39m `C:\\Users\\gd419\\OneDrive - University of Exeter\\Teaching\\Zero2Hero-JuliaWorkshop\\Project.toml`\n", - " \u001b[90m[6e4b80f9] \u001b[39mBenchmarkTools v1.3.2\n", - " \u001b[90m[a134a8b2] \u001b[39mBlackBoxOptim v0.6.2\n", - " \u001b[90m[13f3f980] \u001b[39mCairoMakie v0.11.1\n", - " \u001b[90m[a93c6f00] \u001b[39mDataFrames v1.6.1\n", - " \u001b[90m[31c24e10] \u001b[39mDistributions v0.25.103\n", - " \u001b[90m[634d3b9d] \u001b[39mDrWatson v2.13.0\n", - " \u001b[90m[fa6b7ba4] \u001b[39mDualNumbers v0.6.8\n", - " \u001b[90m[61744808] \u001b[39mDynamicalSystems v3.2.3\n", - " \u001b[90m[0987c9cc] \u001b[39mMonteCarloMeasurements v1.1.6\n", - "\u001b[32m⌃\u001b[39m \u001b[90m[1dea7af3] \u001b[39mOrdinaryDiffEq v6.59.2\n", - " \u001b[90m[1a8c2f83] \u001b[39mQuery v1.0.0\n", - " \u001b[90m[1e83bf80] \u001b[39mStaticArraysCore v1.4.2\n", - " \u001b[90m[0c5d862f] \u001b[39mSymbolics v5.10.0\n", - "\u001b[91m→\u001b[39m \u001b[90m[1986cc42] \u001b[39mUnitful v1.19.0\n", - "\u001b[36m\u001b[1mInfo\u001b[22m\u001b[39m Packages marked with \u001b[91m→\u001b[39m are not downloaded, use `instantiate` to download\n", - "\u001b[36m\u001b[1mInfo\u001b[22m\u001b[39m Packages marked with \u001b[32m⌃\u001b[39m have new versions available and may be upgradable.\n" - ] - } - ], - "source": [ - "import Pkg\n", - "Pkg.activate(@__DIR__)\n", - "Pkg.status()" + "This workshop goes through Julia's core programming paradigm, **multiple dispatch**. It is arguably the reason Julia is able to overcome many difficulties plaguing other programming environments, and it is a prime reason of why Julia is a programming language most suitable for science." ] }, {