{ "cells": [ { "cell_type": "markdown", "metadata": { "button": false, "deletable": true, "new_sheet": false, "run_control": { "read_only": false } }, "source": [ "# `nsgaiii`: Understanding NSGA-III selection\n", "## [Luis Martí](http://lmarti.com)\n", "\n", "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lmarti/nsgaiii/blob/master/NSGA-III%20in%20Python.ipynb)\n", "\n", "In this notebook we will explore NSGA-III via an illustrative implementation in Python, that is distributed as the [`nsgaiii` module](https://github.com/lmarti/nsgaiii).\n", "\n", "⚠️ **Important notice:** The `nsgaiii` code has been integrated in [DEAP](https://github.com/DEAP/deap) as their function [`selNSGA3`](https://github.com/DEAP/deap/blob/master/deap/tools/emo.py#L492). I recommend you use that implementation as it is actively maintained." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preparing the environment\n", "\n", "We start by installing required packages and importing them." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Note: you may need to restart the kernel to use updated packages.\n" ] } ], "source": [ "%pip -q install numpy deap matplotlib" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import array\n", "import copy\n", "\n", "import random\n", "\n", "import matplotlib.pyplot as plt\n", "import mpl_toolkits.mplot3d as a3\n", "import numpy as np\n", "from deap import algorithms, base, benchmarks, creator, tools\n", "from deap.tools.indicator import hv" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from nsgaiii.selection import (\n", " associate,\n", " construct_hyperplane,\n", " find_extreme_points,\n", " find_ideal_point,\n", " generate_reference_points,\n", " normalize_objectives,\n", " sel_nsga_iii,\n", ")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "%config InlineBackend.figure_format = 'retina'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Understanding the NSGA-III selection mechanism" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to understand the NSGA-III selection mechanism we will make an example iteration of solving a three-objectives [DTLZ2 problem](https://deap.readthedocs.io/en/master/api/benchmarks.html#deap.benchmarks.dtlz2).\n", "\n", "[![DTLZ2 Problem](https://pymoo.org/_images/problems_many_dtlz_18_1.png)](https://pymoo.org/problems/many/dtlz.html)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "button": false, "collapsed": false, "deletable": true, "new_sheet": false, "run_control": { "read_only": false } }, "outputs": [], "source": [ "creator.create(\"FitnessMin3\", base.Fitness, weights=(-1.0,) * 3)\n", "creator.create(\"Individual3\", array.array, typecode=\"d\", fitness=creator.FitnessMin3)" ] }, { "cell_type": "markdown", "metadata": { "button": false, "deletable": true, "new_sheet": false, "run_control": { "read_only": false } }, "source": [ "The `toolbox` contains the configuration of the algorithm:\n", "\n", "* how to create an individual,\n", "* how to create a population,\n", "* the evolutionary operators,\n", "* the evaluation function, and\n", "* the selection method.\n", "\n", "The `prepare_toolbox()` function encapsulates the configuration." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "button": false, "collapsed": true, "deletable": true, "new_sheet": false, "run_control": { "read_only": false } }, "outputs": [], "source": [ "def prepare_toolbox(\n", " problem_instance, selection_func, number_of_variables, bounds_low, bounds_up\n", "):\n", " def uniform(low, up, size=None):\n", " try:\n", " return [random.uniform(a, b) for a, b in zip(low, up)]\n", " except TypeError:\n", " return [random.uniform(a, b) for a, b in zip([low] * size, [up] * size)]\n", "\n", " toolbox = base.Toolbox()\n", "\n", " toolbox.register(\"evaluate\", problem_instance)\n", " toolbox.register(\"select\", selection_func)\n", "\n", " toolbox.register(\"attr_float\", uniform, bounds_low, bounds_up, number_of_variables)\n", " toolbox.register(\n", " \"individual\", tools.initIterate, creator.Individual3, toolbox.attr_float\n", " )\n", " toolbox.register(\"population\", tools.initRepeat, list, toolbox.individual)\n", "\n", " toolbox.register(\n", " \"mate\", tools.cxSimulatedBinaryBounded, low=bounds_low, up=bounds_up, eta=20.0\n", " )\n", " toolbox.register(\n", " \"mutate\",\n", " tools.mutPolynomialBounded,\n", " low=bounds_low,\n", " up=bounds_up,\n", " eta=20.0,\n", " indpb=1.0 / number_of_variables,\n", " )\n", "\n", " toolbox.pop_size = 42 # population size\n", " toolbox.max_gen = 200 # max number of iterations\n", " toolbox.mut_prob = 1 / number_of_variables\n", " toolbox.cross_prob = 0.29\n", "\n", " return toolbox" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Preparing an instance of `toolbox`:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "button": false, "collapsed": true, "deletable": true, "new_sheet": false, "run_control": { "read_only": false } }, "outputs": [], "source": [ "number_of_variables = 30" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "button": false, "collapsed": true, "deletable": true, "new_sheet": false, "run_control": { "read_only": false } }, "outputs": [], "source": [ "bounds_low, bounds_up = 0, 1" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "toolbox = prepare_toolbox(\n", " lambda ind: benchmarks.dtlz2(ind, 3),\n", " sel_nsga_iii,\n", " number_of_variables,\n", " bounds_low,\n", " bounds_up,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing reference point selection\n", "\n", "Creating a population and evaluating it." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "pop = toolbox.population(n=42)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "for ind in pop:\n", " ind.fitness.values = toolbox.evaluate(ind)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "button": false, "collapsed": false, "new_sheet": false, "run_control": { "read_only": false }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 559, "width": 558 } }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(\n", " figsize=(7, 7),\n", ")\n", "ax = fig.add_subplot(111, projection=\"3d\")\n", "\n", "# the coordinate origin (black + sign)\n", "ax.scatter(0, 0, 0, c=\"k\", marker=\"+\", s=100)\n", "\n", "# the population (purple)\n", "for ind in pop:\n", " ax.scatter(\n", " ind.fitness.values[0],\n", " ind.fitness.values[1],\n", " ind.fitness.values[2],\n", " edgecolors=\"purple\",\n", " facecolors=\"mediumpurple\",\n", " s=30,\n", " marker=\"o\",\n", " )\n", "\n", "# ideal point (red star)\n", "ideal_point = find_ideal_point(pop)\n", "ax.scatter(\n", " ideal_point[0],\n", " ideal_point[1],\n", " ideal_point[2],\n", " s=50,\n", " marker=\"*\",\n", " facecolors=\"salmon\",\n", " edgecolors=\"red\",\n", ")\n", "\n", "# extreme points marked (red)\n", "extremes = find_extreme_points(pop)\n", "for i, ex in enumerate(extremes):\n", " ax.scatter(\n", " ex.fitness.values[0],\n", " ex.fitness.values[1],\n", " ex.fitness.values[2],\n", " s=30,\n", " facecolors=\"r\",\n", " marker=\"o\",\n", " edgecolors=\"r\",\n", " )\n", "\n", "# intercepts (in green)\n", "intercepts = construct_hyperplane(pop, extremes)\n", "verts = [(intercepts[0], 0, 0), (0, intercepts[1], 0), (0, 0, intercepts[2])]\n", "\n", "for vert in verts:\n", " ax.scatter(\n", " vert[0],\n", " vert[1],\n", " vert[2],\n", " facecolors=\"lightgreen\",\n", " edgecolors=\"forestgreen\",\n", " s=100,\n", " marker=\".\",\n", " )\n", "\n", "tri = a3.art3d.Poly3DCollection([verts])\n", "tri.set_color(\"lightgreen\")\n", "tri.set_alpha(0.11)\n", "tri.set_edgecolor(\"forestgreen\")\n", "ax.add_collection3d(tri)\n", "\n", "# normalized objectives (light blue)\n", "normalize_objectives(pop, intercepts, ideal_point)\n", "\n", "for ind in pop:\n", " ax.scatter(\n", " ind.fitness.normalized_values[0],\n", " ind.fitness.normalized_values[1],\n", " ind.fitness.normalized_values[2],\n", " edgecolors=\"navy\",\n", " marker=\"o\",\n", " facecolors=\"lightblue\",\n", " )\n", "\n", "# reference points (gray)\n", "rps = generate_reference_points(3)\n", "for rp in rps:\n", " ax.scatter(\n", " rp[0], rp[1], rp[2], marker=\"o\", facecolors=\"lightgray\", edgecolors=\"gray\"\n", " )\n", "\n", "# final figure details\n", "ax.set_xlabel(\"$f_1()$\", fontsize=11)\n", "ax.set_ylabel(\"$f_2()$\", fontsize=11)\n", "ax.set_zlabel(\"$f_3()$\", fontsize=11)\n", "ax.view_init(elev=9, azim=-40)\n", "ax.set_box_aspect(aspect=None, zoom=0.92)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Associating individuals to reference points." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [], "source": [ "associate(pop, rps)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Resulting associations" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 559, "width": 558 } }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(7, 7))\n", "ax = fig.add_subplot(111, projection=\"3d\")\n", "\n", "# the coordinate origin\n", "ax.scatter(0, 0, 0, c=\"k\", marker=\"+\", s=100)\n", "\n", "for rp in rps:\n", " ax.scatter(\n", " rp[0], rp[1], rp[2], marker=\"o\", facecolors=\"lightgray\", edgecolors=\"gray\"\n", " )\n", "\n", "pairs = []\n", "for ind in pop:\n", " ax.scatter(\n", " ind.fitness.normalized_values[0],\n", " ind.fitness.normalized_values[1],\n", " ind.fitness.normalized_values[2],\n", " edgecolors=\"navy\",\n", " marker=\"o\",\n", " facecolors=\"lightblue\",\n", " )\n", " pairs += [(ind.fitness.normalized_values, ind.reference_point)]\n", "\n", "lin = a3.art3d.Line3DCollection(pairs)\n", "lin.set_color(\"blue\")\n", "ax.add_collection3d(lin)\n", "\n", "# final figure details\n", "ax.set_xlabel(\"$f_1()$\", fontsize=11)\n", "ax.set_ylabel(\"$f_2()$\", fontsize=11)\n", "ax.set_zlabel(\"$f_3()$\", fontsize=11)\n", "ax.view_init(elev=11, azim=-21)\n", "ax.set_box_aspect(aspect=None, zoom=0.92)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Putting it all together and running NSGA-III" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Having the selection mechanism the implementantion of NSGA-III is very simple thanks to DEAP." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def nsga_iii(toolbox, stats=None, verbose=False):\n", " population = toolbox.population(n=toolbox.pop_size)\n", " return algorithms.eaMuPlusLambda(\n", " population,\n", " toolbox,\n", " mu=toolbox.pop_size,\n", " lambda_=toolbox.pop_size,\n", " cxpb=toolbox.cross_prob,\n", " mutpb=toolbox.mut_prob,\n", " ngen=toolbox.max_gen,\n", " stats=stats,\n", " verbose=verbose,\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We create a `Statistics` instance to store the populations in every iteration." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "button": false, "collapsed": true, "deletable": true, "new_sheet": false, "run_control": { "read_only": false } }, "outputs": [], "source": [ "stats = tools.Statistics()\n", "stats.register(\"pop\", copy.deepcopy)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Running NSGA-III..." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [], "source": [ "res, logbook = nsga_iii(\n", " toolbox, stats=stats, verbose=False\n", ") # set verbose=True if you want" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Resulting population." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 559, "width": 558 } }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(7, 7))\n", "ax = fig.add_subplot(111, projection=\"3d\")\n", "\n", "for ind in res:\n", " ax.scatter(\n", " ind.fitness.values[0],\n", " ind.fitness.values[1],\n", " ind.fitness.values[2],\n", " edgecolors=\"purple\",\n", " marker=\"o\",\n", " facecolors=\"mediumpurple\",\n", " )\n", "\n", "ax.set_xlabel(\"$f_1()$\", fontsize=11)\n", "ax.set_ylabel(\"$f_2()$\", fontsize=11)\n", "ax.set_zlabel(\"$f_3()$\", fontsize=11)\n", "ax.view_init(elev=11, azim=-21)\n", "ax.set_box_aspect(aspect=None, zoom=0.92)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting hypervolume" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [], "source": [ "pops = logbook.select(\"pop\")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def hypervolume(individuals, ref=None):\n", " front = tools.sortLogNondominated(\n", " individuals, len(individuals), first_front_only=True\n", " )\n", " wobjs = np.array([ind.fitness.wvalues for ind in front]) * -1\n", " if ref is None:\n", " ref = np.max(wobjs, axis=0) + 1\n", " return hv.hypervolume(wobjs, ref)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [], "source": [ "pops_obj = [np.array([ind.fitness.wvalues for ind in pop]) * -1 for pop in pops]" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [], "source": [ "ref = np.max([np.max(wobjs, axis=0) for wobjs in pops_obj], axis=0) + 1" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [], "source": [ "hypervols = [hypervolume(pop, ref) for pop in pops]" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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/O1RUXuWmiAAAx7PGoRtTiJ+3+sWGOh3XLTLItJ2cUyLDoMh7W0FiBgAAHFdydol2ZhSaxqb3c07MSNLdUxNN9U4uGhGnsACfFo0PR1043LycaX9WsR76cjNv3gGglVrjsIxpeLcOdc48dVzKVF5lV2ZhudNx8Eze7g4AAAC0fo7LmCKDfDWsq/MaeEkK8LXq01vH6av1h+TvY3Vq5YyWc/6wOH20KlkbU/NrxuZvOKxxCZG6bHRXN0YGAKjLaoeOTI4zH6vFhPjJ19tLFVX2mrHknBJ1DPVv0fjgGsyYAQAAx+WYmDmtb0ydn+hVC/X30TXjuuuSkfHy87bWexyal6+3l165YrhC/M2fvT369VbtSC9wU1QAAEfbDhfo3k83aLvDz+aR3er+0MPLy6L4DgGmMQoAtx0kZgAAQIPySyq1yuETvbrqy6B1iI8I1DMXDTaNlVfZdfuH61RMvRkAcKsVe7N01VurdPZLy/XFukOqvdLU1+qlIfHh9Z5bV50ZtA0kZgAAQIN+2pUpm/3YO0dfby9N7B3lxohwPGcOjNWscd1MY3uPFOuxr7e6KSIAaNuKyqv0zs/79eAXm7UuObfOY975eb+ueHOVft6TVef+6QM6yt+n/lmmTi2zScy0GSRmAABAgxZtN3djmtArSoG+lKlr7f5yTj8N7GLu7DFvbaoOZBW7KSIAaJsWbk3X9H8t1RMLtmnu6mRd+PoKfbomxXTMf7ek6clvt9V5vp+3l64Z101PXzi4zv3VaJnddvGuCgAA1Kuiyq6fdjq0ya6nGxNaFz9vq165fLjOeWm5iitsNeM/7sjU9RN6NHAmAKAx0vJL9djXW/XDVnMdNsOQ/vj5JtkNQ5eN7qr1ybn6w8cb5NggLzLIV9eM666rxnZVZLDfce/XjcRMm0ViBgAA1GvNgRwVlpnrkkztF+OmaNBU3aOCdPagWM1bm1oz9tOuIyRmAOAkfbk+VQ9/tVVFDdTu+vMXm5VRUK73Vh5Qea1uSpJ0+6k9dedpvRtcuuSoa6Q5MXOksFylFTYF+FJk39OxlAkAANRrwaY00/aQuDBac3qYKX3MibRf92WrtNYMGgBA0yRnl+i+Tzc2mJSp9vyiXcourjCNXTYqXvef3qdJSRlJiu8Q6DTW1Fkzdrshw3HqDtyOxAwAAKhTam6JPltrXiPPMibPM6F3lKm1eUWVXb/uy3ZjRADg2b7bkia7Q24jIshXz186RHec2qvBcyf2jtKT5w2UxWJp8Li6BPhaFR1iXvLUlMTM2z/v16DHftDYfy7WW8v3qcJhFg/ch8QMAACo0ys/7lGlrVY3JquXLhoZ58aIcCLCAnw0vGu4acyxbhAAoPEWbzfXlJnQK0qL752s84fF6b7TE/WHqb3rPK9vpxC9euVw+VhP/DH8ROvMfLY2VU8u2KbiCpsyCsr1t2+368wXlmnJDvf+Pqiy2WV3zHK1Q9SYAQAATg5kFZvqkkjSFWO6KjYswE0R4WRM6ROjNQeOtW/9adeR455jsxtavT9Hh/NKlV1cruyiCmUVVais0iY/by/5+Vjl7+OlIF9vTe4TrVHdI1ryJQBAq5BbXKG1B83tsK+f0F0dgnwlSRaLRfdMT5SXxaLnF+2qOSYmxE/vXDtKof4+J3X/rhGBSqp1/+Ts43faW3swV3/5YrPT+L6sYl03Z40mJ0br4Rn91Ssm+KRia6pKm113f7xBQX5WPXXBYHl5NX0WUVtBYgYAADh5cfFu2Wp9guXv46Xfn9rTjRHhZExOjNYzP+ys2T6YXaL9WcXqERVU5/FllTad9+ov2pFe2Kjrv7Jkj16/crjOGhTbLPECQGv1065M0zImfx8vje8Z5XTcH6b1VqcwP72xbJ86hvrriXMHqnP4yX+40dSW2YfzSnXL+2tVYat/2dLSXUe06uXleumyYTp9QKeTjrExKm123TV3vb7fki5J8rJY9I/zB7Xb5AyJGQAA2qD80krd9+lGbU8r0BkDOum+0xMV5Ne4X/u7Mwr11YZDprFZ47srJoSiv55qQOdQRYf46Uhhec3YTzsz1SOq7u5Mn6xJaXRSptqrP+0hMQO4UKXNrl/2ZGnR9gxVVNl1w4QE9ekU4u6w2rxF281Lfyb0iq63iO+lo7rq0lFdm/X+3SIbn5gprbDp5veTlFVUbhp3/H0gSWWVdt36wVo9fu5AXT22W/MFXIeKKrvunLvO1Gb84zUp8vex6rGZA1r03q0ViRkAANqgx7/eqkW/rYF/55f9+nFHhl68bJiGxIfXHLPtcIHmrNiv3ZlFGt09QpeMilfP6GA9v2iXajdsCPbz1q2TmC3jySwWiyYnRuuz2m2zdx7RdafUnZj5eU9Wk++x5VCBsorKFRXsd/yDgTaktMKmHekF6hYZpIjflrO0BJvdUF5JhXZlFGnBpsP6fku6cmp1+/lp5xEtvm+yQk5yqQzqV1Fl17Kd5qWgU/vF1HN0y+jqMGMmJbdUdrvhNNOktMKm++dt1JZDBabxib2j9M61o/T1hsN6+r87lFkrQWM3pIe/2qK0vFI9cEafJhUoTskp0YaUPI3uEdFg98aKKrvu+GidFm4z1+nx9/HS6QPab4MBEjMAALSAlJwSvf3zfi3ddUSdQv31fxcNdpp+3FIyC8v0zabDprED2SW68PUVumd6ooZ1Ddfspfu0tFadkfXJeZq9bJ+GxodrQ0qe6dzrTzm2dh6ea0ofc2Lm133ZKqu0OX3Sa7cbWnMgxzQ2OC5MCVFBigz2U6CvVeVVdpVV2vTZ2lSV1Gq9vXz3EZ0/jALRaD/2ZBbq+jlJSs4pkY/VoguGxenWKT3rXSbYFAezi/WP77ZrZ3qhcksqlV9a2eDxmYXl+mr9IV09rvtJ3xt1SzqQo0KHFtlT+7o3MVNRZVdGYVlNDbh9R4r04apkzUtKUUGZOdaEqCC9cvnR4sMXjojTmQM76dGvt5p+N0jSaz/tVXp+mZ66cLB8vRsuVFxeZdPz/9utN5btld042ijg1ik99fspPZ1+v5RX2XT7h+trPjiqFuBj1TvXjtK4npFN+rNoS0jMAADQjLYcytfsZfv03ea0mhot+7OKdd+8jfr0lnEuieHTNSmmbkrVquyGqc5IXRyTMqH+3rphYkJzhgc3mdgrWl4W1dRGKK+ya+W+bJ3ax/xQsTOjUHkl5gfAf181os7aCGn5ZfpfrU89l+4kMYP2I7+0Uje9t7ZmKUmlzdAnSSmatzZFZw+K1U0TE9QrJrjRy0hryyoq1+Vv/KrD+WVNOu+DX5N11dhuJ9SKuT3JLipXkJ93vUuQ6uO4jGlwXJhiGpgd0hKiQ/zk7+OlsspjNWOueHOVOgT6yGZIGx1+j1cL8ffWm7NGKizw2IyqID9vPXPRYHUJD9CLi3ebjv9i/SEVlFXp31cNl3c9XaS2HS7QvZ9uMC19rbDZ9dLi3Zq/4ZCeOHegJidG61BeqX7Zk6XP1qZq9X5z4j/Q16p3rx2lMQntNykjkZgBAKBZbD2cr39+t6PeJSCr9+doy6F8DewS1qJxVNns+mhVcrNd75bJPRUWwLT4tiAs0EfDu3YwdfNYuvOIU2Jm1b5s03Z8REC9BSsnJ0abEjPLdmfVOaUeaGvsdkP3fLJB+7OcO+LYDWnBpjQt2JQm6ehsgKgQX8WE+OvUPtG6YUKCAnzrTwhU2uy6/cN1TU7KSEcTq0kHc+mSVo/8kko98NlGLdyWoQ6BPvrXpUOdfgbWxzAMLd5hnukxta/rl95YLBZ1jQjUroyimrH9WcXa38A53l4WvXz5MPWMdu66VN1FKjbMXw99tcVU+H/R9gz96fPNeuYic8ekKptds5ft0wuLdtX5QZB0tMj8rHdWKzbMX2n1/FsO8rXq3etGa3QP/r2eeAN1AACg3OIK/fWrzfrdyz8fty7HeysPtHg8P+7IdHozf/GIONX3nBwR5KsLh8cpso6lShFBvrp2fPcWiBLuMqVPtGl7yc5Mp2NWOXyaOaZH/Z9iTk40Xy+nuEJbDuefRISAZ3hh8W79uMP5+6cupZU2peSUau3BXD27cJfOfHGZ06yB2v7+7Xan70NHfTuF6IEz+mjpA1PU3aEY7Ae/HmxUXG1Rlc2uTal5Sq8jEbA7o1DnvvpzTW2T3JJK3fL+Wq3cm+10bF32HinSwWxzoV1X15epltix8UWeJydGa96t4zTlOAmoy0Z31VvXjFSAwyyiz9el6u/fbZfxW/G5DSl5Ou+1X/TMDzvrTcrU1lBS5j/Xk5SpxowZAABOgM1u6KPVyXpu4U6nZR/1mb/hsB48q1+L1mt53+EN+ZD4cD1z8RBdPDJe93yyQYfySiUdnQVx08QEXTwiXgG+VlVU2fXjjgx9siZFy3dnKSzAR89fOvSEpuCj9ZrSJ0bPLtxVs+3YNtswjDoSM/W/aY6PCFRCdJD2HTk2a2DpziMaHBfevIEDrcgPW9P1ksOyj8ggX50/rIs+XpOiIocaJI4OZpfo0jdW6trx3fXAGX0U6Hvs5+y8pBTNWXHAdHxsmL+euWiIokJ81SHQV+GBPvLzPvbwfMWYrvrHdztqtr/fnK5HZpQrsh0V4jYMQz/uyNSTC7bpwG/Jk/E9I3XZ6K46Y0BHLduVpbs/Xq/iWjWxpKP1WW56L0lzbxqrQXENz2hd7LCMqVOovwZ0Dm3eF9JIN01M0E87j9T7by080EeXjIzXFaO7qnsT6h2d2jdG790wWle9tUrlVceWSr39834F+VqVXVyhj1YnmxoEVOvbKUR3T+utN5fv19paMzPr0iHQR2/NGqkR3UjKVOPdFgAATbR6f44e/XqrtqcV1Lk/OsRP147vrjMGdNJZLy6r+USpvMquT5NSdMvklulwtD+rWMt3m2ftVLe8HN0jQovunawfd2QqNMBb4xIiTWvGfb29dObAWJ05MFZVtqNvxupbUw7P1T82VFHBfqbWqbXbZu/OLDJ1eZGkscdZ9z85MdqcmNl1RHdO7X3cWAzDoA4GPM6ezELd9+lG05jVy6JXrhiucT0jdedpvfXeygP6cFWy0gvqX4pkGNK7vxzQou0ZmtArSnEdAhXi762/fbvddJyvt5dmXz2iwWTnxSPi9ezCXar47UG6wmbXvLWpurWFftdUMwxD29IKlHQgV6WVNhmGZMioeWg3DEN24+hrtVikhOggTUqMVmgjukaVVtj06pI9OpxXqrMHxWpqv5h6f17sySzUEwu2a9kuc7ekFXuztWJvtsICfFRQVllnMkGSisqrNOvd1Zp367g6l/pUc0zMnNZATC1tSHy4Vjx4mrak5quovEqllTaVVBz9r0t4gKb0qb+F9/GM6h6h168arpveW2ta1vTSj3vqPN7LIt02paf+MDVRvt5eOr1/J81bm6J/fr/D9MFVeKCPxiVEanyvKM0c3NlU6wYkZgAAaLT0/DL947vt+nrj4Tr3+/t46fYpvXTTpISaN0RnD4rV/A3Hjn//14O6cWKCrC1Qg+NDh9ky4YE+mjE4tmY7wNeqc2pt14eETNvl5XW0bfbn64514Phqw+GattmO9WW6hAcorkPd9WWqTU6M1ru/HKjZXp+Sp/zSynprE21IydM9n2zQkcJy3XFarxZ/eETbYxiG9mUVq7i8ShVVdlVU2VVusyu+Q4B6Rge32MNyRZVdt3+43mmWwl/P6VfTTSYs0Ed3Tu2tO07rpeIKm7IKy5VdXK7MgnK9uXyf1iXnmc5NySnV3NUp9d7zn+cPOu4MtA5BvpoxKFZfrD9UM/bRqmTdPDGh2es92eyG1iXn6oct6fphW7pSckqbdL6P1aKxCZE6vX9HTevfsaaTUG12u6FbP1hb0znwi/WHNKp7B/35rH4a0a1DTRwbUnL11frD+mh1simB4KiublbBft6mv8ec4gpd/dYqvXLlcHWPDFKHQB/Tv6Pc4golHTTPJnR1NyZHof4+Gt8rqkWufVrfjnr24sG655ONDR7XOyZYT104uObvRTr6e+bSUV01vX8nzd9wSIZx9MOh/rGh1B9rAIkZAACOo7CsUu+tPKhXl+wxtQau7ZzBsXro7H5ORVKvGdfdlJhJzS3Vkh2Zmta/eQsGllbYNM+h3eUlI+NP+BMztF3T+3c0JWY2puRpXXKuhnftoF/rWMZ0vIfcsQmR8vP2qpn2brMbWrEnS2cNck4CpuSU6Lp3Vyv3t09Rn/p+h0Z1jzC9qQcakl1Ursve+FW7M4vq3H/blJ7605l9W+Teb/+8XzszCk1jFwzrUmctLovFomA/bwX7edcsJTl9QCe98/N+Pbtwp2mZSH2uO6W7LhzRuC5nV47tZkrMJOeUaNnuI8etK9IUG1LydOfcdU1OxtRWaTO0fHeWlu/O0iNfb9Wscd318Iz+pg8r3vllf01SptqaA7m68PUVOmNAR4UH+GrxjgxlFVU4Xr5RzhvaWY+fO1C3fbBWK2rVlzmcX6YLXlsh6WjL55hQPwX+VqS5tNKm2rkffx8vndJCSZHW4vxhccotrtQTC7Y57Qvwsequqb11w4Qe9bbTjgjyrUn64/ja/UdiZWVleu211zR16lRFR0fL19dXnTt31tlnn62PP/64wXN/+uknWSyWRv332GOPueYFAQCaTXJ2iR7/ZqvG/fNHPfPDzjqTMn06hmjuTWP16hXD6+xcM7xruAZ2Ma9B/08LFAH+ZtNhp08FrxzTtdnvA883rV+MOoeZ27u+8/P+o/Vl9jkkZhKOv/7f38fq1ObU8aFKksoqbbrtw7U1SZlqs5fubWzox5VdVK4Pfj2o+RsO6Uhh+fFP0NFZED/tzNTna1OVV3JiD3pwnWd+2FlvUkaSXv9pr1bsbbgQ+4lIzS1xqivTt1OI/nHBoEbP0LF6WXTTpAR994eJGt41vMFjxyZE6C9n92t0fMO7hqtvJ3NB2A+bsUOfYRi6f97Gk0rKOF9TmrPigP742SbZf8t6bDmUr6f/u6Pec37YmqFPklLqTcp0DPXTvy4ZohcvG6pxDj+XvCzSX87uq+cvHaqwAB+9cc1IDamnrkyFza7U3FLtyijSrowip9c9oVdUu/jg4/oJPXTnab1MY9P7d9T/7p2k26b0rDcpg6Zr1zNmdu7cqXPPPVc7d+40jaelpSktLU3ff/+93n33XX3++ecKDq5/vSEAwHOt3Jutx77eqv1ZxQoP9FFUsJ+iQvxkGIZ+3pNV75r0UH9v3Ts9UVeN7dbg0h+LxaJrxnXXHz/bVDO2fHeW9h0pUmxYgFbszdL65Dx1CvPXJSPjT+hNjmEYen+leRnT5MRodYtsfME/tB/eVi/NGt9d//y+VrHQLen6ZU+2qfaM1HBHptomJ0ab6jss3XXEVEPGMAw99OUWbTnkXJfpf9sztO9IkRIaqO3QGEXlVTrzxeWmhEz/2FBNSozW+J6RiusQoOgQPwX7ecswpKSDufpqwyF9uymtJqnZIdBHL10+TBN7R9d3G7hRQVmlaQZiff761RZ9/4eJpgK5J+uxr7eptPJYct5ikZ66cPAJPZz3jA7WvFvHa8XeLG1KzVdqbolSc0uVmluqvJIKje4RoacvHCyfJiwrtVgsumpsN/31qy01Y4u3Z2jBpsMalxB50oWAkw7mak89CbG4DgHqHXN0CZlFR/9sJIssFtVsF5ZVKelAripszjOFPl+XKl9vL/31nH666+P1jer048jX20s3T0zQbVN61hStP3doF+3PKtZX6w/pSFG5LhweZ5qdF+znrXevG61LZq+s97XVZ2o/17fJdpd7pydqQOdQrUvO06Te0ZrQu23PFHIXi2HU95azbcvMzNTIkSOVknJ0TefFF1+sWbNmqXPnzjp8+LD+85//aN68eZKkc845RwsWLHC6xk8//aRTTz1VkvTOO+9o1KhR9d4vJiZGMTHNvw4xNTVV8fHxkqSUlBTFxTVuuiMAtHeVNrteWLRLr/20t97kS10sFumyUV11/+mJjX6jW1Zp09h/LjYVwesaEajMwjKVVR57k3rNuG564tyBjQ/mNwu3puvm99eaxt66ZmSzL5dC25FfUqmx/1xsetDsEh5Q07VLOvrJ868PTm3UbIA9mUWa9q+lprGF90yqaen6/q8H9XCtB0ZHl4/uqn9eMKjBe2w9nK9f9+UoITpIUxKjneKal5SiB2olQOvj5+0lfx9rnXUnpKPf4/dNT9Tvp/SqqYdQabNr3cFcFZRV6ZRekaYuOnCd91ce0MPzt5rGQvy85eVlcfr7vG96YqOKUDdGXT9jrxrbVX87r+F/s65WVF6lMX9f5NR5SDpaeHdA5zD5Wr1k9To6e8fX6qVxPSN15sDj1x57YN5G03LZyCBfXTm2m84Y0FH9Y0Mb9XOiqLxKS3ce0f+2peu7zelOSZr4iACnmSk3TOihLuEBevnH3U6z7SQpsWOwpvXrqMtHd1V8RKDT/sbILCjTo19v1ZoDucouLj/ue4J+saH66vbxzZr4g+doqefvdvtb5YknnqhJyjz66KOmpUbDhg3TOeeco0cffVRPPPGEvv32W3322We66KKL6r1ejx49NHBg099MAwBcLzm7RH/4ZL3WOxRhbIiXRTq9fyfdcVovDezScEtNR/4+Vl06Kl6zl+47FkNOidNxH65K1o0TEtQ1svFvLovKq/To1+YHlS7hATrVzUUJ0bqFBfroohFxpvbqtZMy0tHZMo1dotEzOsgpsbN05xH1ig7Wir3ZeuKbrQ2cffQT83unJyo6xJzsrG7f/eqSPaaOY387b6Cu+q3jWLVNqfmNirW8yt5gfQ/DkJ5duEvrk/N02eiuWrg1Xf/bnlGTWO0ZHaSPbx7nFGtjbU7N1470Ak1KjFbHUP/jnwBJR/8tOC7NOWNAR82+eqRsdkMXvPaLNtb6N/Dykj363ZDOTWoVfDC7WC8t3qMKm10TekVqWr+OCvC16vFvzDU2ooJ99cAZLVPH5mQE+3nr/OFd9MGvzkuY9h0pNnVPq/aflQf1+MwBmlVHnZxqReVV+nZzmmnspkkJTS7cHeznrXMGx+qcwbGaOTRDt7y/1jQ7xjEpMzguTH86s698vb100cg4vblsn/67JV2Rwb6a2rejpvfv2KS/3/rEhPrr9atGSDqahD1SWK6MgjJlFJSr8rfkUXWUEYG+GpMQ0aTZTEBjtMsZMzabTZGRkcrPz1e3bt20d+9eWa3OGU+bzaaEhAQlJydrxIgRSkpKMu2vPWNmyZIlmjJliivCN2HGDAA0XkWV/WgLx+92OHXVqE+wn7cuHRWva8d3P+FP46SjRU8nPbPkuJ/ENWbmQG2Pfb1Vc1YcMI09f+kQnT+M3wdo2N4jRZr63NJ69//j/EG6ogl1ih78YrPmrj72QBjq7y27oTq/1x6fOUB//3a76RPzO07tpfvP6CPp6EP4kp2ZeuXHPU5dbKSjnUD+d+9k09h5r/6iDSnOx7aEyYnRevfaUU3qMGIYhp76fodmLzuaoO0SHqBv7pygiCDflgqzTVmXnFtTmLXaf64frcmJR5edbTmUr5mv/Gwq0Dqxd5Teu350oxKMFVV2nfnCMu3LOpa88LJIXTo4z+JozT9jU3JKdNaLyxv9O046+ntuyf1T6k02fromRX/8/NhsNKuXRSsfPE0xISeXWPzvlnTd/tG6OjsqBfpa9e1dE9WjGRIvQHNqqefvdpnq2717t/Lzj2bUp0+fXmdSRpKsVqumT58uSVq7dq3279/vshgBAM2nrNKm91ce0KnP/qSHvtzi9IbV28uiB87oo3evHaX/u2iw/nhmH90yOUFPXTBIKx88TQ/P6H9SSRlJio8I1JkDOh33uM/Xpio9v6xR19yQkudUSHhi7yidN7TLiYSIdqZndLBO7VN/LZXGFP6trfoBuVpBWVWdD4e3Tu6pWeO767xhnU3j7/96UMXlVcotrtBtH6zT9XOS6kzKSNKeI0UqKDu2rKHKZtf2NHP9mj+f1Vd3ntZLQ+LDFeRb93u93jHBeuCMPlr+x1P1pzP7qrF5lqW7juidXxr/vtAwDD3+zbaapIx0dIbSey1QCLyt+shhtkx8RIAm1uqKM7BLmK4db+4As3x3lr7ZlCab3VCVza5Km131fSY9b22KKSkjSXbDeRbHuITIVv0zNj4iUD/cM0l3T+utCb2iaroKNaSovErPL9pV7/5Pk8ztvE/tE3PSSRlJOnNgJ71w6dA6v+8enzmApAzalXa5lCk7+1hbtI4dG15/X3v/8uXL1aMHLb8AwFPY7IbeW3lAr/+0V5n1dGjpHhmoly4fpsFx4S0ezxPnDlRFlV37soo1sEuYpvaNUf/OoZrx8s+q+G1pRYXNrjeW7dMjv+vf4LUqbXY9+MVm0wwcP28v/e28gY1efgJcP6GHlux07qAUFeynhCY+FI3vFSlvL4uq6vj0u9qEXlF64LdZMTdPStCnScdqVuSXVuqR+Vv1854jyihouKOSYUibUvJrilDuzixyWp506ch4dQjy1X2nH71faYVNWUXlyiwsV35pheI7BKrXbwVLpaNtlofEhenOueuVXXz87kxP/3eHxvSI1KB6urpUs9sNPTx/S50dcr5Yd0h/mNqb79njyC+t1IJN5qK/l43q6jRj6d7TE/Xd5jSlFxxLbt81d73umru+Zjs6xE9PzBxgaudeXmXTqz/uOW4cPlaLnvSAn7FdwgN097RESUd/V2xPK1DSgVxlFJbJbjdkN44m9tcezK055+PVyZo1rrv6OHR22pNZpKRax0nSJSObb7bQ74Z0VqXNrvvmbaz5fTZzSGdd1Mg24UBb0S4TM7U7LFXPnKlP7f3btjn3cK/20EMPKTU1Venp6QoMDFT37t01ZcoU3XbbbUpMTDz5oAEATfbU99v15vL6P9W+cHicHj93gIL9XPPrMDrET29f61wo/pKRcaaaAB+tPqjbT+3ZYHHhd37e7zRD4A/TetOJCU0yoVeUescEO7UfHpMQ0eSHz1B/H505sJMWbEpz2hcZ5KspfWL06Mz+sv72MN0rJkTT+sVo0fbMmuM+X5fqdK509EHTbhhKqzWbbH1ybk1iZsuhfKfjOzgsEQrwtSo+IrDB2W/je0VpwV0T9IePN2j1/hxZLNKIrh105sBOig7x092fbKh5eKy0Gbrr4/VacOeEmi4wjmx2Qw9+scmUgKotOadESQdzNap702YntTdfrks1FUr39rLo4jqSA8F+3nr0d/1124fr6r3WkcJy3fXxen0ZEVhTL+zTpFQddpip6O/jZbqnJN02uad6xXhWp1Yfq5cGx4U7ffiQnl+mKc8uqXmNdkP6+3fb9d71o03HzVtrni0TFezb7DXMLhgep87hAfo0KUU9o4N186SEVp/8Appbu0zM9OrVSz4+PqqsrNSyZcsaPLb2/uRk5086qq1YcWzNa0VFhTZs2KANGzbopZde0sMPP6xHH330hH7ApKbW/Yu8WlrasTc/paWlKi0tbeBoAGg/8ksr9Z5DC+lqI7qG6bZJPXRKzwjJXqnSerqzuMq1Y7po7qoU2X574iurtOuNn3br7ql1F1Zcl5yn5/9nnnaeGBOkq0bG8nsATXbV6C56dMFO09jwuJAT+rf0yFm91TnUV2n5ZeoeGah+sSHq3ylEMSG+R98HGVUqLT22vGnWmDhTYsZReICP/nh6L80Y1FHP/G+P3l917H1R0oFslZYefTjfcDDHdF7/2OAT/l4I95XmXD1EB3NKFRbgrQ6BxxI8N47vpjd/OfZzZX9WsR78fKPuOrWHAn29FeRrVV5ppZIO5inpYJ5WHcjVviznQt+1fbLqgAZ2DDihWNsDwzD0wa/mn+VT+0YpxNuo8+94cs8wTe4dqaW7s532Vau0Gbrjo3X67OaR8vHy0qs/7jbtH9ktXG9eOUQr9+Vq0Y4jSi8o06huHXTzhPg28zM2zFe6YXxXvbr0QM3Ysl1H9MOmVE3qHSnp6Gybzx2SijMHdVJVRbkaX8GmcYbEBmrI747ObmuJ6wPNpaV+BrTLxExQUJBOO+00/fDDD9q0aZPmzp2ryy+/3Om4uXPnavPmzTXbhYWFTsfExsbqggsu0IQJE5SQkCBvb28lJydrwYIFeu+991RZWanHH39cFRUV+sc//tHkWKsLCzXGsmXLFBVFX3kAkKQlhy0qrzKvre8datcZcYZ6hWareG+2Fu51U3B1GBHlpdVHjpV++8/KA+pevleBtX5Tp5VI3yZ7aXOuuUScRYbOicnXksWLXBUu2pBAmxTkbVVx1dEPkCwyZD+8TQsX1j9TuCEDJA0IllQuVR6QNh6o/1jDkLoFW3WwyPnDq75hdl3Rq1RBmZu1ZPFmWXIsko59Tyftz9IPPyyUxSL9st0q6dg1fIvStXCh88ydk9XP7hzv15vS9fWm9Ead72Ux1CfM0Pa8Y9/DCzYd1hifFDWiFEi7tK9A2nPE/MjS02j473dqqLQzwKr00vo/FD2QXaLb3/pJ8cGG0gvMf/hjg7K1bMliSdLkAEkBksqOaNH/6q/D4om62aQwH6vyK4/9OT3y5Qb9aYhNVou0JceirGLzn03Hkn1auHCf46WAdiMrK+v4B52AdpmYkaTHHntMixcvVlVVlWbNmqW9e/fqmmuuUWxsrNLS0vTee+/piSeekK+vryoqjq4zdsyOjRo1SgcPHpSPj49pfPjw4TrvvPN088036/TTT1d+fr6eeuopXXrppRoyZIjLXiMAtFd2Q/olw5y8GBpp13WJ9bfIdbdpXexac8Qi47eHyzKbRd8ke6lHiKGSKim1yKKkrGP7azulo6HuIU7DQKP4WqVretv17i4vVdqlM+LsinHRBA6LRZrexa63dh57+LNaDM3sZtekToapKGj3YHPtmuIqi7LKpAh/6ZDDpJT4FlptYvWSrult0/9tsqrc1rSZ0FaLoesS7YoLMvT4OvP3+uZci0ZEtbtGqcdlGNLydPPP8ig/Q73DGv6zCvOV/jzEpuxyqXbpoQ/3WJVcfOzvbdURL23INl+rV+jxr99W+FmlGV3t+nDvse+/jFKLPt7rpa7BhtZnmf/suwcb6nRydfAB1KNdtsuu9s477+iWW25RVVXdk+UCAgL0zDPP6I477pAknXfeefryyy+bdI8PPvhAV199tSTpxhtv1Jtvvtmk8xuzlGn06KNrQXft2kW7bACQtGJfjm54f4Np7D+zhml09w7uCaiR7pm3Rf/dVv+yjroM7hKqt68e6rI6OWi7bHZDZZW2euultKTZyw/o07WH1TM6SPdN66k+HZ0zK4ZhaOJzPyu7+NjSw6fP76++nYJ17uurTceueGCCaQlSc/t2c7ru/6LxM4piQ/305My+OqXn0SUi1723Xr/uP1ZQdWKvCL1x5dDmDtOjlVTY9OR3O/XVRvNspPum9dSNp3Q7oWsm55To/NlrVFJhq/cYT/hd0ZzshqGL30zStjTnlQGOHp/RR5eMaL0dqQBXSE1Nrakh25ztstv1u7jrr79eQ4cO1d/+9jctXLhQxcVHW+R5e3vr7LPP1tNPP20q/tuhQ9N/SF922WW6/fbbVVBQoKVLlzb5/Kb8RQcEBCgggDXKAPDpOvMU994xwZrUN7bVFxO8c1pioxMzHQJ9dPupvXTV2G7y92ENBJqHu8qa3n16P919er/jHjesa4QWbc+o2d6WXiyrt3nmcpfwAHWObLhT0sm6aHQP5ZYZemP5Ph2po+NbiJ+3RnbvoNE9IjW6R4QGdQmTr/ex2QeXjOpqSsz8sjdHBZUWdQw9+RbEbcGezEL9/sN12pVhLkrtY7Xo8rE9FBBQf2H0hvTpEqC/nz9Q93yysc794xIiNblf5zr3tWUPzxigy9/8tcFj/H28dMHIbgrw92nwOKCta6nn7XadmJGOLjv64osvVFVVpbS0NFVUVKhLly7y9z/6i/GDDz6oOXbAgAFNvr63t7cSExOVlJSkQ4cONVvcAOBJ7HbDqa1pS0nLL9X/tmWYxq4e163VJ2UkaUDnME3r19H04Oko0NeqGycm6KaJPRTCG2S0M8O6hpu+P9an5Dl9bw/sEuqSWG6alKCbJiXIZjdUWmlTSXmVin+bidE1IrCm+1RdzhzYSQ9/taXmeLshfbX+kG6ZXHfB77JKmxZtz1BUsJ/G9Gh6xyxP8vXGw/rz55vqnNXyl7P7KaqBbnWNcf6wOC3flaUv1ju/L79nevvspDquZ6TOG9pZX204XO8xFwyP43cO0ILafWKmmre3d52FdteuXVvzdfWSoaZqy788AaAhhWWVevirLfpmU5r6dgrRa1cOb/F2znNXJctea5FuoK9V5w/znKnXz148WPfP26j1yXny97EqNMBHYQHeCgvw0YDOYbpiTNeTfjABPNWw+HDT9rbDBbLZzavyB3Vp2dkyjqxeFgX7eTdpOWGgr7fOGhSrz9YeW7L++brUOtsE788q1qx3Vis552ghnfumJ+rOqb2bJ/hWZsXeLP3h4/VyLLQQ7Oetpy4cpBmDm2c2yxPnDdTa5FwdzD5WnOiUXkdnN7VXT180WCO6ddDmQ/nKLalUfkmlcksqVFZl06huEfrrOcef0QbgxJGYaYDNZtMXX3wh6Wh3pPHjxzf5GlVVVdq162gF986d29/USADtV3p+ma6bs0bb0wokSVsPF+jG/yRp/h2nKNC3ZX79VFTZNXdNimns/GFdPOpTvvBAX701a5S7wwBapcHx4bJYVPPgXmU3tPVwgemYgS5OzJyoC4fHmRIzuzKKtPVwgSn+Tal5uu7dNcourqgZe3Hxbp03rIviI9peFdbXlux1SspUJ/UToptvoV2wn7deuXy4rnp7lfJLKxXs561HZjR9Znxb4udt1dXjurs7DKDd8jr+Ie3X22+/reTkZEnSLbfcIqu16Wv4P/nkk5o6NZMnT27W+ACgtdqVUagLXvulJilTbXdmkf765Ra1VN35hdvSneo9XDX2xIpEAmh9gv281adjwy3IXD1j5kSN6RGhLuHmWgUPfLZJ325KU5XNruW7j+iyN341JWWko8moFxfvdmWoLpFdVK4Ve81taC8cHqevbj+lWZMy1QbFhel/90zSW9eM1JL7p6hPJ1rbAXCfdp2Yaajmy48//qi7775bkpSYmKj77rvPtD83N1c//fRTg9dfvXp1TUcni8Wi22677aTiBQBPsGJvli58fYUO55fVuf+L9Yf0aVJKnftOhmEYem/lQdPYqO4d1C/WNfUmALjGsK7h9e7rHOavSA9Z6uflZdGFw83LLLenFej2j9ZpwtNLdP2c+rsHfbEuVXuPFNW5z1P9d2u6aRlqgI9VT543oEWLm8eE+mta/46KDvGMfzMA2q52vZRp4MCBmjx5ss455xwNGDBAfn5+Sk5O1pdffqkPP/xQdrtdERER+vTTT2uKAVfLz8/XqaeeqsGDB+u8887TiBEjFBsbK6vVquTkZC1YsEDvv/++KiqOfspx//33a8SIEe54mQDgEpmFZXp7+X6988t+VdoanhHzyPytGhwX3ixJE7vd0MJt6Xr5xz1OSxqYLQO0PcPiO2ju6rqTu56yjKnaxSPj9frSvU4/M9ML6k5sV7Mb0guLduvly4e1ZHgutWCjuZve1H4xLbbsFQBam3b9066yslLz58/X/Pnz69w/YMAAffjhhxoyZEi919i0aZM2bdpU736r1aqHH35YjzzyyEnHCwCt0eG8Ur2xbJ/mrk5WeZXdaf/wruG6aES8/vLl5pqx8iq7fv/hOl13SndtSs3X5tR87csqUliAr/rFhqh/51D1jw1VZJCfUnJLdCC7WMnZJTqUVyo/by9FBvkpIthXHQJ9tGhbpnZmFDrdNyrYV2cO7NSirx2A6zU0Y8ZTljFVi48I1AuXDtMTC7Yqo8C57Xa1GYNj1Tk8QG8s21cz9s3Gw/r9lJ5tYlZgZmGZVu3PNo3NGBzrpmgAwPXadWLmrbfe0sKFC7V69WqlpaWpqKhI0dHRGjx4sC6++GJdddVV8vGpu2Bk586dNW/ePK1cuVKrV6/WoUOHlJWVpbKyMoWFhalPnz6aMmWKbrzxRnXv3t21LwwAXOBgdrH+vXSvPlubWu8MmTMGdNSLlw2Tv49VuzIKNWfFgZp9+7OK9cj8rabjs4rKtXx3uZbvztLJunVyT/l5t9wUeADu0TM6WCF+3iosr3LaNzDOsxIzknTO4FidPqCjvt+Srjm/7Ne65DzT/mvHd9cjM/qrsKxKc1cnq7Ds2Ov+1/926c1rRiq7qFxvLt+vrzccUoi/j2YO7ayLRsSpY6i/PMEPW9KduulN6RPjvoAAwMUsRktVYIRLpKam1rT5TklJUVxcnJsjAtDW7cks1KtL9mr+hkOy1/MbxMsi3TQxQX88s6+sXkdbv5ZX2XTJv1dqY2p+i8aXEB2ku6cl6neDY53azgJoG656a5V+3uOcwE366zSPbye/MSVPH69JUWpuic4f1kXnD+tS87PspcW79a//7TIdf+nIeH2z6bBTPRovi3RqnxhdOCJOIf7eKi63qbi8SiWVNvWMCtKYhMian8/udunslVq1P6dme+aQznqpDS3TAtB2tNTzd7ueMQMAaLy8kgo99NUWfbc5zamdaTUfq0UXDo/TrZN7qntUkGmfn7dVr1wxXOe8tFwFZc6fdJ+s3jHBunNqb50zKLbVPGwAaBnDuoY7JWZiw/w9PikjSUPiwzUkPrzOfded0l3v/rJfuSWVNWOf1FNM3W5Ii3dkavGOzDr39+kYoj+d1Uen9olxaxI7s6BMqw/kmMbOYRkTgHaGxAwA4LgqbXZd885qbapntouvt5cuHxWvmyf3dGr/Wlt8RKDevnaU7v54g9LyS5UQHazBXcI0KC5M/WJDlVVUru1pBdqeVqgdaQUqLK9SXIdAdY8MVLfIIMVHBKjKZii7qFzZxRXKLqpQoK9V0/p31JkDOsmLhAzQLtRVZ8bTCv+eiBB/H906uaf++f2Ok77WzoxCXT8nSWN6ROjPZ/XVsK4dmiHCpvt+S7op2R/s563JidFuiQUA3IXEDADguF75cU+dSZlAX6uuHttNN0zsoZiQxtUyGNU9Qr/8+TTZ7UadiZQZgzufdLwA2rah8c5JBE8r/HuirhnXXW/9vF9HCs3Fgr0s0nlDu8jX20tfb3Re2lSfVftzdP5rKzSqewdN6BWtCb2jNCQuTN5Wr5YI38m3m8zdmKb379iiLbIBoDUiMQMAaNDm1Hy9smSPaSzE31vXje+u607poQ5Bvid0XWa3ADhREUG+SogO0r4jxTVjDXVraksCfK16eEZ/3TV3vaRjCZk7p/ZWj9+WkD48o7++3ZSmz9amakd6gXy9rQr2syrQ11tF5VVKzilxuu6aA7lacyBXzy/apRA/b03oHaUrxnTVhF5Rx13qVFxepXs/3aBlu7Jksxvy8pKsFousXhZ1DPXXKb2idGrfGI3pEWFKuqTnl2nNQYdlTINYxgSg/SExAwCoV1mlTfd+ukG2WlV+vb0s+ujGsRrkgd1PALQd90xL1D2fbFCV3dCYHhE6pWeUu0NymZlDOiu+Q4B2pBdqXEKkU02vID9vXTIqXpeMinc612Y3NH/DIT23cJcO5ZXWef3C8ip9vyVd329JV6+YYM0a310XDOuiIL+6Hx3+9u12/bA1o9ZNjn1ZUFak3ZlFmrPigPx9vDQuIVKJnULUKdRfuzOLTMuYQvy8NTGx/fw9AkA1ujJ5OLoyAWhJ//huu95Yts80dve03rp7WqKbIgKAY5KzS5RZWKZhXTtQ9LuJyipt+uDXg3plyR7l1SomXJ8Qf2/98Yw+unpcd9N4RkGZJj69RBU2+0nHdMHwLvrXJUNP+joA0FLoygQAcKk1B3L05nJzUmZQlzDdfmovN0UEAGZdIwPVNTLQ3WF4JH8fq26cmKArx3TTr/uz9fPuLP28O0s7MwrrPL6wrEoPz98qfx+rLh55bCbOOz/vb5akjCTNoBsTgHaKxAwAQNLR6e3b0wq05kCOVu/P0c97skxTzH29vfTcJUPk46KCkACAlhfga9WpfWJ0ap8YSUfbV/+wLUP/WXFAezKLnI7/5/c7NL1/R4UH+iq/pFIf/HrQtP+8oZ113Sk9ZDMMlVXatPZArpbszNSGlDzZG5inHxnkqwm96MYEoH0iMQMA0K/7snXfpxvrrTcgSfefnqjEjiEujAoA4Goxof66emw3XTWmq37ek6V3fzmgH3dk1uzPKa7Qswt36m/nDdIHqw6quFb3Jy+LdPe0RFPNm/E9o3Tn1N7KLa7Q8j1Z2pyap7T8MqXnlyktv0yZhWWKCvbTPy8YJF9vEv8A2icSMwDQzhmGob98sbnBpMyo7h10w4QEF0YFAHAni8Wiib2jNbF3tG55P8lU3PfDVcmaOaSL3vl5v+mcswfFOhUirtYhyFczh3TWzCGdTeOGYRy36xMAtHWkpQGgnUvOKdG+rOJ69w/oHKoXLxtGYU0AaKce+d0A+fsce2wwDOnad1cru7jCdNytk3s2+dokZQCAGTMA0O4lHcg1bQf4WDVjcKxG94jQ6B4R6hoRyBtnAGjHuoQH6M7TeuuZH3bWjJXUWsIkSZMSozWwS5irQwOANoHEDAC0c0kHzYmZSYlReubiIW6KBgDQGt00MUGfr0vVviN1z7C87QRmywAAjmIpEwC0c2sP5pi2R3aLcFMkAIDWytfbS4/PHFDnvqHx4RqbwO8OADhRJGYAoB3LK6nQrgxzO9SR3Tu4KRoAQGs2sXe0zhkU6zR+6+SeLHkFgJNAYgYA2rF1yeZlTH7eXhrQmRoBAIC6/XVGPwX7HauG0C82VKf37+jGiADA81FjBgDaMcfCv0Piw+XrTc4eAFC32LAAfXDjGL3y4x4F+lr1wBl95EXXPgA4KSRmAKAdc0zMjOzGMiYAQMOGxofrrVkj3R0GALQZfCwKAO1URZVdG1PzTGOjulO8EQAAAHAlEjMA0E5tOZyv8iq7aWx4V2bMAAAAAK5EYgYA2qm1DsuYEjsGKyzQx03RAAAAAO0TiRkAaKfWHMgxbY/oxjImAAAAwNVIzABAO2QYhtYeNM+YGdWdZUwAAACAq5GYAYB26EB2ibKLK0xjI5kxAwAAALgciRkAaIcclzFFh/gpPiLATdEAAAAA7ReJGQBohxwL/47s1kEWi8VN0QAAAADtF4kZAGiHkg6aZ8yM7M4yJgAAAMAdSMwAQDuTU1yhvUeKTWMju1H4FwAAAHAHEjMA0M6s2pdt2g7wsap/51A3RQMAAAC0byRmAKAdKamo0tP/3WEaGxIfJh8rvw4AAAAAd+CdOAC0I//33506kF1iGvvdkM5uigYAAAAAiRkAaCd+3ZetOSsOmMaGdQ3XZaO6uicgAAAAACRmAKA9KC6v0gOfbTSN+Xl76dmLh8jqRZtsAAAAwF1IzABAO/DP77crJafUNPbHM/uqZ3SwmyICAAAAIJGYAYA27+fdWfrg12TT2OjuEbpufHf3BAQAAACgBokZAGjD7HZDj8zfYhoL8LHq/y4aLC+WMAEAAABuR2IGANqwn3Zlal9WsWnsz2f1VfeoIDdFBAAAAKA2EjMA0Ia9+8sB03bfTiG6emw39wQDAAAAwAmJGQBoo/ZkFmr57izT2PWn9GAJEwAAANCKkJgBgDbqPysOmrY7BPpo5tDObooGAAAAQF1IzABAG5RfWqnP16Waxi4f3VX+PlY3RQQAAACgLiRmAKANmpeUopIKW8221cuiq6gtAwAAALQ6JGYAoI2x2Q29t9K8jOnMAZ3UOTzATREBAAAAqA+JGQBoY37ckanknBLT2LWndHdPMAAAAAAaRGIGANqYOSv2m7YHdgnVyG4d3BQNAAAAgIaQmAGANmTtwRz9sifbNHbt+B6yWGiRDQAAALRGJGYAoI3YlJqna99dYxqLDPLVjMGxbooIAAAAwPGQmAGANmDLoXxd9dYqFZZVmcZnje9Oi2wAAACgFSMxAwAebsuhfF351ioVOCRlJvaO0i2TE9wUFQAAAIDGIDEDAB5se1qBrnp7lfJLK03jE3tH6c1rRsrPm9kyAAAAQGtGYgYAPFRhWaVu/E+S8krMSZlTekXqjatHsoQJAAAA8AAkZgDAQz3+zTYdyis1jY1LiNRb14xSgC9JGQAAAMATkJgBAA/0w9Z0fbY21TQ2vGu43r52JEkZAAAAwIOQmAEAD3OksFwPfrHZNBbs562XLh+mQF9vN0UFAAAA4ESQmAEAD2IYhh78YpNyiitM44/+rr/iOgS6KSoAAAAAJ4rEDAB4kHlJqVq0PdM0dnr/jrpoRJybIgIAAABwMkjMAICH2JNZqMe/2Woaiwr21T8vGCSLxeKmqAAAAACcDBIzAOABUnNLdPXbq1VcYTONP3XBYEUG+7kpKgAAAAAni8QMALRyRwrLdfXbq5WWX2Yav3RkvKb17+imqAAAAAA0BxIzANCK5ZdW6pp3Vmt/VrFpfGh8uB6d2d9NUQEAAABoLiRmAKCVKq2w6YY5a7Q9rcA03qdjiOZcN4rW2AAAAEAbwLt6AGiFNqbk6U+fb9KO9ELTeNeIQL13w2iFB/q6KTIAAAAAzYnEDAC0IqUVNv3rfzv19s/7ZTfM+2JC/PTBDWPUMdTfPcEBAAAAaHYkZgCglVi5N1t/+nyTknNKnPaFBfjo/RvGqGtkoBsiAwAAANBSSMwAQCuwdNcRXT9njWyO02Qk9e0UohcuG6o+nULcEBkAAACAlkRiBgDcLC2/VHd/vN4pKePr7aU/TO2tmyclyMdKrXYAAACgLSIxAwBuVGmz686P1iu3pNI0PrJbBz114WD1igl2U2QAAAAAXIHEDAC40bMLdyrpYK5pbHr/jpp91Qh5eVncFBUAAAAAV2FuPAC4yeLtGZq9dJ9pLK5DgJ69aAhJGQAAAKCdYMYMALiIYRjKLq7QwewS7c8q1t++3Wba72O16NUrhiss0MdNEQIAAABwNRIzANDCbHZDf/92uz5bm6KCsqp6j/vrOf01JD7cdYEBAAAAcDsSMwDQwj5NStE7v+xv8JhzBsXqmnHdXBQRAAAAgNaCGjMA0MK+2Xi4wf09ooL0zwsHyWKhrgwAAADQ3jBjBgBaUHF5ldYcyDGN+Vgtiu8QqG6RgeoXG6prT+muUH/qygAAAADtEYkZAGhBK/Zmq9Jm1Gx7e1m09uHpJGIAAAAASGIpEwC0qKW7Mk3bI7p1ICkDAAAAoAaJGQBoIYZh6KedR0xjU/rEuCkaAAAAAK0RiRkAaCH7soqVmltqGpvSJ9pN0QAAAABojUjMAEALcZwt0zHUT307hbgpGgAAAACtEYkZAGghS3eZEzOTE6NpiQ0AAADAhMQMALSA0gqbft2XbRqbnEh9GQAAAABmJGYAoAX8uj9bFVX2mm2rl0UTeke5MSIAAAAArRGJGQBoAUsd6ssMiw9XWABtsgEAAACYkZgBgBbgWF+GbkwAAAAA6kJiBgCa2cHsYu3PKjaNUV8GAAAAQF1IzABAM3OcLRMV7KsBnUPdFA0AAACA1ozEDAA0s58c6stM6h0tLy/aZAMAAABwRmIGAJpRcnaJft6TZRqbTH0ZAAAAAPUgMQMAzcQwDP3ly82mNtneXhZN7E1iBgAAAEDdSMwAQDP5bG2q02yZK8Z0VUSQr5siAgAAANDatfvETFlZmV577TVNnTpV0dHR8vX1VefOnXX22Wfr448/bvR1VqxYoauuukrdunWTv7+/OnXqpDPOOENz585twegBtBZHCsv1t2+3m8Ziw/z1wBl93BQRAAAAAE9gMQzDcHcQ7rJz506de+652rlzZ73HnH766fr8888VHBxc7zGPPfaYnnzySdnt9jr3n3POOfrss8/k7+9/0jE7Sk1NVXx8vCQpJSVFcXFxzX4PAMd3+0fr9O2mNNPY27NGamq/jm6KCAAAAEBzaqnn73Y7YyYzM1PTp0+vScpcfPHFWrBggdatW6cFCxbo4osvliQtXLhQl112Wb3XmT17th5//HHZ7Xb17NlTb7/9tlavXq2vvvpKp556qiTp22+/1fXXX9/yLwqAW/xvW4ZTUuZ3QzqTlAEAAABwXO12xswdd9yhV199VZL06KOP6rHHHnM65tFHH9UTTzwhSZo3b54uuugi0/6cnBwlJCQoPz9fXbt21dq1axUVFVWz32az6fzzz9c333wjSVqyZImmTJnSrK+DGTOAe6XklOjif69UekFZzVh4oI8W3TtZUcF+bowMAAAAQHNixkwzstls+uCDDyRJ3bp108MPP1zncY888oi6du0qSXrqqaec9r/11lvKz8+XJD399NOmpIwkWa1Wvfbaa7JarZKkZ555ptleAwD3stsNvbfygM54YZkpKSNJD5/Tn6QMAAAAgEZpl4mZ3bt31yRUpk+fXpM4cWS1WjV9+nRJ0tq1a7V//37T/q+++kqSFBoaqgsuuKDOa8TFxWnatGmSpMWLF6uwsLA5XgIANzqYXazL3/xVj8zfqpIKm2nfxN5RumB4FzdFBgAAAMDTtMvETHZ2ds3XHTs2XAOi9v7ly5fXfF1RUaHVq1dLksaNGydf3/rb4U6ePFmSVF5erqSkpBOKGUDr8L9tGTrzheVatT/HaV/XiED930WDZbFY3BAZAAAAAE/k7e4A3KF2h6XqmTP1qb1/27ZtNV/v2rVLNtvRT8r79u3b4DVq79++fXtNUeDGSE1NbXB/WtqxgqOlpaUqLS1t9LUBNM2RonLdNXedSiudO7BdOqKz7p/eS8G+4vsQAAAAaINa6n1+u0zM9OrVSz4+PqqsrNSyZcsaPLb2/uTk5JqvaydMjlfwp7o4kHS0QFBT1D73eJYtW+ZU5wZA8/l8v5dKK80TDSP8DF3W064+vslasTS5njMBAAAAeLqsrKwWuW67XMoUFBSk0047TZK0adMmzZ07t87j5s6dq82bN9ds164PU/vr2jNw6rtftaKiohOKGYB75ZRLv2SYlygN7GDXn4bY1CesXTa3AwAAANAM2uWMGUl67LHHtHjxYlVVVWnWrFnau3evrrnmGsXGxiotLU3vvfeennjiCfn6+qqiokKSedpSWdmxLiwN1ZeRJD+/Y91Zmjr16XgzbNLS0jR69GhJ0qRJk2iXDbSQh+Zvl804tnTQx2rRi7MmqHOYvxujAgAAAOAqxys1cqLabWJm7Nixmj17tm655RZVVlbq4YcfdmqbHRAQoGeeeUZ33HGHJCkkJKRmn7//sYex6sRNfcrLy03XbIqmJFoCAgKafH0Ax7fvSJHmb0o3jV05ppt6durgpogAAAAAuFpLPW+3y6VM1a6//nqtWrVK559/vmm5kbe3t2bOnKl169Zp5MiRNeMdOhx7CKudpDne8qTi4uKar4+37AlA6/P8ot2y2Y8tVwrwser2U3u5MSIAAAAAbUW7nTFTbfjw4friiy9UVVWltLQ0VVRUqEuXLjUzYj744IOaYwcMGFDzde2ZLMebzlR7OVJTivkCcL/taQX6ZuNh09i1p3RXdIhfPWcAAAAAQOO1+8RMNW9v7zqTJmvXrq35urqWiyQlJibKarXKZrNpx44dDV679v5+/fo1Q7QAXOW5hbtM2yF+3rplUoKbogEAAADQ1rTrpUzHY7PZ9MUXX0g6OtNl/PjxNft8fX1rEjUrV65ssM7M0qVLJR0tAlx7aRSA1m3Rtgwt2p5hGrt5UoLCAxsu+A0AAAAAjUVipgFvv/22kpOTJUm33HKLrFaraf95550nSSooKKhJ4DhKTU3VokWLJElTp0411aYB0HrN33BIt36w1jQWEeSr6yb0cFNEAAAAANqidp2YOXToUL37fvzxR919992Sji5buu+++5yOufHGGxUWFiZJ+vOf/6zs7GzTfpvNpt///vey2WySpAceeKCZIgdcr6LK7u4QXOY/Kw7o7k82qKpWwV9JuuPUXgr2YwUoAAAAgObTrp8wBg4cqMmTJ+ucc87RgAED5Ofnp+TkZH355Zf68MMPZbfbFRERoU8//dTUHrtaRESEnn76ad166606ePCgxowZo4ceekiDBg3S4cOH9cILL2jJkiWSpMsvv1xTpkxx8SsETk6lza55Sal6c/k+Hcwu1u+GdNbzlwyVl5fF3aG1CMMw9MKi3Xpx8W6nfecP66Jrx3d3fVAAAAAA2jSLYRjG8Q9rm4KDg02trB0NGDBAH374oYYMGdLgdR599FE9+eSTqu+P8uyzz9bnn39eZ3LnZKWmptYULU5JSTF1iwJOVJXNrq82HNaLi3cpJafUtO+VK4ZpxuDOboqsZb26ZI+e+WGn0/i147vrkRn922xCCgAAAMDxtdTzd7ueMfPWW29p4cKFWr16tdLS0lRUVKTo6GgNHjxYF198sa666ir5+Pgc9zqPP/64zjjjDL366qtavny5MjIyFB4eriFDhui6667T5Zdf7oJXAzSPX/dl6y9fbta+I3UnLX/Zk90mEzP5pZV6qY6ZMvdNT9Qdp/WSxUJSBgAAAEDza9eJmcsuu0yXXXZZs1xr/Pjxpq5NgCdavT9H17y9WhW2+uvJbD6U57qAXGhTap7Ka9XRsVikJ84dqKvHdnNjVAAAAADaunadmAFwzJ7MIt30XlKDSRlJ2pleqLJKm/x9rA0ety45Vy8u2q0gP6sePKuf4iMCmzPcZrcpNd+0PSQunKQMAAAAgBbXrrsyATjqSGG5rpuzWvmllabxgV1C9coVw1R7FU+lzdCO9MIGr5eSU6Ir31ylpbuO6LvN6frLl5tbIuxmtSk1z7Q9OC7MPYEAAAAAaFdIzADtXElFlW78zxqnIr/T+sVo/u0TNGNwZyVEBZn2bXZIYjh66r87VFppq9n+ZU9WvcWxW4vNDjNmBseFuycQAAAAAO0KiRmgHbPZDd01d4M2OiUlwvTS5cNk/a0LkWOSwvH42pIO5OjbTWmmMbshlVTY6jnD/Y4UlutwfplpjBkzAAAAAFyBxAzQTlVU2XX3Jxu0aHuGaTyuQ4DemjVSgb7HSlA5JikcZ5dUs9sNPbFgW537isqrTjLilrPlkPn1BPpa1TM62E3RAAAAAGhPSMwA7VBJRZVuei9J32w8bBoP9ffWnOtGKSbE3zTumJjZnVmokgrnRMuX6w85FdGt1poTMxsdlmYN7BxWM1sIAAAAAFoSiRmgnckvqdTVb6/W0l1HTOO+Vi+9cc1I9YoJcTqnf6w5UWE3pK2HC0zHlFRU6f9+2FHvfYvK3JuYWXswV1e9tUo3/meNdqSbY3ecATSIZUwAAAAAXITEDNCOZBaU6dI3VmrtwVzTeICPVW/NGqmxCZF1nhfga1XvGPPSno0peabtfy/dp4yC8nrv7c4ZM+VVNt01d71+3pOlRdszdev7a1X1W1twwzC06ZBzjR0AAAAAcAUSM0A7UVFl19Vvr3ZqdR0W4KMPbxqjSYnRDZ4/xKEA8OZayYzDeaV6Y9neBs8vdOOMmU2p+TqUd6zr1IHsEv2yN1uSlFFQriOF5oTSoC4kZgAAAAC4BokZoJ3YfChfOzPMSZmOoX6ad+s4De/a4bjnOy7vqV1L5sVFu1VWaa/Z9rJIkUG+puPdOWNmQ3Ke09j8DYckOdeXCfH3VvfIIKfjAQAAAKAlkJgB2onMAnM76LAAH31263gldnSuKVMXx+U9+7OKlV9aqcyCMn25/pBp35VjuqmXw9KnorLKE4i6eaxPyXUa+2FLukorbM71ZbqEyYvCvwAAAABchMQM0E5kF1eYthOigxQfEdjo8/t0CpGv1fwjY8uhfL274oAqbMdmy/h6e+nOqb0U4u9tOra4wnYCUTePumbMFFfYtHhHhlN9GQr/AgAAAHAlEjNAO5HjkJhxXGp0PH7eVvWNNc+uWbk3Wx/8etA0duHwOMWE+CvYz5yYcVeNmYyCMh3OL6tz31frD2uzw1Imx1o6AAAAANCSSMwA7YRjYiaiiYkZyXk505vL95kSLhaLdNPEHpKkYIcZM0Xl7lnKtL6O2TLVFu/IUG6JOS4K/wIAAABwJRIzQDvhuJQpIsivydcY3CXctF1eZTdtT+/XUQnRR2vLBPv5mPYVuWnGTF31ZaoZhnm7Q6CP4joEtHBEAAAAAHAMiRmgncgpNreEbupSJkkaHN/wbJJbJves+TrYz2ra566uTI71ZSwN1PUdFBcuS0MHAAAAAEAzIzEDtBPZRSe/lKlXdLD8fer+sTGyWweN6Has7XZrqDFTZbOb2npL0sUj4uo9fgiFfwEAAAC4GIkZoJ1wqjET3PTEjLfVSwM71528qD1bRpKC/c1LmYorXJ+Y2ZlRqNJKczeoe6YnOnWMqkZ9GQAAAACuRmIGaAcMw1Buycl1ZapWVzvpntFBmto3xjTmOGPGHTVmNqTkmba7RgQqNixAZw3sVOfxg+nIBAAAAMDFSMwA7UBBWZUqbeZKtyeylEmqu530zZMS5OVlrs3iOCvFHTVmHDsyDesaLkk6b2gXp2NjQvzUKczfBVEBAAAAwDEkZoB2wHEZkyRFnkBXJkka3SNCPtZjSZiYED+dN8w50dEaasw4zpgZGh8uSRqTEKmYEPPrd2wFDgAAAACuQGIGaAccOzIF+FgV4Gut5+iGdQ4P0ENn91OIn7c6h/nr9atGyM/b+VpBDomZ8iq7Khzaa7ek/NJK7cksMo0N63q0OLHVy6ILhpuLAE/oFeWy2AAAAACgWt0VMAG0Kc3Rkam2a0/poavGdpO3tf7cbl0FdovLq+TrfXL3bqxNqXmmbV+rl/rFhtRs3z2tt3ZlFOqXPVma2i9GV4zp5pK4AAAAAKA2EjNAO+C4lCnyBDoyOWooKSM5L2WSjtaZ6XCSSaHGcqwvM6BLqGlmj7+PVe9cO0o2uyGrQ30cAAAAAHAVljIB7UC2Y6tsFyRHAn2tsjjkO1xZAHh9cq5pu7q+jCOSMgAAAADcicQM0A44zphxRWLGYrE4t8x2UWLGMAynwr/V9WUAAAAAoDUhMQO0A05LmVy0nCjEMTHjos5MB7NLlFtSaRobVs+MGQAAAABwJxIzQDvgvJTpxFplN5VjZ6ZCF82YcZwtExXsq7gOAS65NwAAAAA0BYkZoB1wbJftqhkzwf7umTGzzqm+TAdZHAveAAAAAEArQGIGaAdymrlddmM515iprOfI5rVqX45pe1jXcJfcFwAAAACaisQM0MYZhuG8lKkZ2mU3RojjjJlyW4vfM7uoXDszCk1jYxMiW/y+AAAAAHAiSMwAbVxJhU3lVXbTmMuWMrmh+O/q/ebZMgE+Vg2OC2vx+wIAAADAiSAxA7Rxjh2ZJFcuZfIxbbtiKdOv+7JN2yO7d5CPlR91AAAAAFonnlaANs5xGZOv1ctpJktLcSr+64KuTL861JdhGRMAAACA1ozEDNDGOXZkigjydVmHomA/q2m7sIWXMlFfBgAAAICnITEDtHHZburIJNW1lKllEzPUlwEAAADgaUjMAG2cY42ZSBd1ZJLqWMrUwjNmqC8DAAAAwNPwxAK0cY6JGVfOmAlxqGVT3MIzZqgvAwAAAMDTkJgB2jjH4r8uXcrkMGOmsAUTM9SXAQAAAOCJSMwAbZzTUiaX1phx7spkGEaL3Iv6MgAAAAA8EYkZoI1znjHj57J7OyZmDEMqqbC1yL2oLwMAAADAE/HUArRxdbXLdhXHxIzUcp2ZqC8DAAAAwBORmAHauJwi93VlCqojMVPYAp2ZqC8DAAAAwFORmAHasLJKm4odlg65csaMr7eX/LzNP2ZaojMT9WUAAAAAeCoSM0Ab5lj4V3Jt8V9JCvF3LgDc3KgvAwAAAMBT8eQCtGGOiRmrl0Wh/j4ujcGxzkxLLGWivgwAAAAAT0ViBmjDHDsydQj0lZeXxaUxONaZae4ZM+//epD6MgAAAAA8FokZoA1z7Mjk6mVMkvOMmaKyyma79oJNh/XI/C2msQ6BPtSXAQAAAOAxSMwAbVi2Q0cmVxb+rdZSNWaW7Tqiez7ZIMMwjz94dj/qywAAAADwGDy9AG2YY42ZCBe2yq7mVGOmGRIz65NzdesHa1VpM2dl7pmWqEtGxp/09QEAAADAVbyPfwgAT+WYmHHLUiaHGTMn0y7bbjf01YZDemLBNpU4tAGfNa6b7pra64SvDQAAAADuQGIGaMMci/+6YylTsJ+5C1TRCXZlWnswR098s00bU/Od9v1uSGc9+rsBslhcW9gYAAAAAE4WiRmgDWsVM2b8rKbtptaYOVJYricXbNPXGw/XuX9i7yg9d/EQl3ebAgAAAIDmQGIGaMOcaswE+bk8BqcaM02YMWO3G7rqrVVO7bCrTesXoxcvGyZfb8plAQAAAPBMJGaANiy7yNwuu0OQTz1Htpxgf4elTE2YMbPlcH6dSZmEqCD9dUY/ndonhuVLAAAAADwaiRmgjaq02VXgMDslshXMmGlKYmZ9cp5pO8jXqntP76Orx3ZjlgwAAACANsGtiRm73a4lS5Zo5cqVSk9PV0lJif7+978rNja25piKigpVVVXJarXKz8/1D5WAp8p1WMYkuaf4b8hJdGVan5xr2j5zYKxumNCjWeICAAAAgNbAbYmZBQsW6K677tLBgwdN4/fff78pMfPWW2/pzjvvVHBwsA4fPqygoCBXhwp4JMeOTJLUIdANS5lOosbM+pQ80/awruHNEBEAAAAAtB5uWQvw5ptv6txzz9WBAwdkGIYiIyNlGEadx954440KCwtTUVGRvvzySxdHCngux8K/4YE+8ra6/ls+yCExU15lV0WV/bjnZReV62B2iWmMxAwAAACAtsblT2m7d+/W7bffLkk67bTTtG3bNmVmZtZ7vK+vry688EIZhqGFCxe6KkzA4znOmHHHMibJeSmT1LjlTBscZssE+FjVp2NIc4UFAAAAAK2CyxMzzz//vKqqqjRgwAB999136tu373HPmThxoiRp/fr1LR0e0GbkOHRkinRTYsZxKZPUuALAjoV/B8eFuWXGDwAAAAC0JJc/5fz444+yWCy6++675evbuAfFXr16SZJSUlJaMjSgTXFcyuSuGTOBvlY5drRuTJ2Z9Snmwr/DunZozrAAAAAAoFVweWImNTVVkjRkyJBGn1Nd8LekpOQ4RwKo5ryUyT1dzSwWi9OsmeKKhhMzNruhjSn5pjHqywAAAABoi1yemLH89tF5U5Is2dnZkqSwsLAWiQloixxnzLhrKZMkhTgkZoqOM2Nm75Eip+VOw+LDmzssAAAAAHA7lydmunTpIknat29fo8/5+eefJUkJCQktEhPQ1hzKK9WyXUdMY5HB7kvMBDsUAC48To2Z9cnmZUxdwgMUE+rf7HEBAAAAgLu5PDEzZcoUGYah//znP406Pj8/X//+979lsVh02mmntXB0gOczDEN//nyTiitspvFTekW5KSLnltnHmzHjWPh3KMuYAAAAALRRLk/M3HLLLbJYLFq6dKnmzJnT4LHZ2dk677zzlJ6eLm9vb916662uCRLwYPPWpmr57izT2GWj4pXoxlbTjjVmisorGzzeMTHDMiYAAAAAbZXLEzPDhg3TH/7wBxmGoRtuuEGXXnqpPv3005r9K1as0EcffaTbb79dvXr10rJly2SxWPTwww+rW7durg4X8CgZBWV6csE201inUH/95Zx+boroqBD/xs+YKSyr1K7MQtMYHZkAAAAAtFXexz+k+T333HMqLy/X66+/rs8++0yfffZZTVHgW265peY4wzAkSXfffbf++te/uiNUwGMYhqGHvtzs1Ir67+cPVKi/j5uiOspxxkxDNWY2pebrt299SZKP1aIBnUNbKjQAAAAAcCuXz5iRjnZmevXVV/XDDz9oypQpslgsMgzD9J8kjRs3Tt9++63+9a9/uSNMwKN8vfGwFm3PNI2dP6yLpvbr6KaIjgn2MyeGihtIzDgW/u3fOUz+PtYWiQsAAAAA3M0tM2aqTZ8+XdOnT1dhYaHWr1+vzMxM2Ww2RUZGaujQoYqKcl+xUsCTlFfZ9Pg35iVMUcF+evR3/d0UkZljVybHVti1UV8GAAAAQHvi1sRMtZCQEE2aNMndYQAea31ynnKKK0xjfztvgMID3dciu7ZgP/OMF8flVtUMw9D6lDzT2DA6MgEAAABow9yylAlA88p1SMp0jQjUmQNj3RSNM8elTPXNmEnOKXFKMA2n8C8AAACANozEDNAGOBbTDQ90b7FfR05LmeqYMVNaYdNna1NNY1HBvorrENCisQEAAACAO7ltKVNVVZW+/fZbLV++XPv27VNhYaFsNluD51gsFi1evNhFEQKewzHR4dgFyd1C/OquMWMYhtYezNVna1O1YFOa00yaofEdajq2AQAAAEBb5Jant6VLl+raa69VcnJyzZhRuz+ug+quTTygAXVzTGi0tsRMXcV/DcPQnz/frE+SUuo9b3QPljEBAAAAaNtc/vS2YcMGnXnmmaqoqJBhGPL391fv3r0VHh4uLy9WVgEnorCs0rTtmAhxN8dEUVF5lX7Zk91gUqZXTLAuHdm1pUMDAAAAALdy+dPbY489pvLycvn5+elf//qXrrvuOvn7+7s6DKBNcZwx47h0yN0cEzOGIf39u+1Ox1ks0oReUbpoRJzOGNBJ/j5Wp2MAAAAAoC1x+dPbzz//LIvFooceeki33Xabq28PtEmO7adD/FtZ8d86EkXb0wpM27PGddOtU3oqNoxivwAAAADaD5cnZsrKyiRJZ555pqtvDbRZTjVmWtlSpqDjzOCJjwjQX2f0l4+V5YwAAAAA2heXPwV1795dklRZWdnwgQAarbV3ZfL19pKfd/0/bu46rTdJGQAAAADtksufhM477zxJ0rJly1x9a6DNcqox08pmzEj1x5QQFaTzh3VxcTQAAAAA0Dq4PDHzhz/8QbGxsXr22Wd14MABV98eaJMca8y0thkzUv0x/WFab3kzWwYAAABAO+Xyp6Ho6Gh99913CggI0JgxY/Tmm28qPz/f1WEAbYpTjZlWmJipq85Mn44h+t3gzm6IBgAAAABaB7c8vQ0ePFjLli3TmDFjdOutt+q2225TVFSUAgMDGzzPYrFo7969LooS8AyGYbT64r9S3cmie6b3lpeXxQ3RAAAAAEDr4Jant88//1w33HCDCgsLZRiGDMNQZmbmcc+zWHiAAxyVVtpksxumsRC/1tUuW5LCAswxDegcqjMGdHJTNAAAAADQOrg8MbNy5UpddtllstlskqRu3bpp8ODBCg8Pl5cXdSaApnLsyCS1zuK/0/p31MJtGZIkq5dFD57Vj2QrAAAAgHbP5U9vf/vb32Sz2RQWFqYPP/xQZ599tqtDANqUwnLnxExd9Vzc7aLhcbLbDW1Mzdfp/TtqQu8od4cEAAAAAG7n8qe3pKQkWSwWPf744yRlgGbgOGPGz9tLvt6tb/aZl5dFl43uqstGuzsSAAAAAGg9XP70VlJSIkmaMGGCq29dp4qKCr311ls644wzFBsbKz8/PwUHB6tPnz667rrrtGLFinrPnTNnjiwWS6P+mzNnjuteFNoVx8K/rXEZEwAAAACgbi5/guvRo4e2bt1ak6Bxp4MHD+qcc87R1q1bTeMVFRXatWuXdu3apTlz5ujOO+/Uiy++SD0MtEqFZa2/VTYAAAAAoG4uf4K74IILtGXLFv3www9unTVTWVlpSsoMHjxY9957r/r06aPCwkL9/PPPeu6551RcXKyXX35ZnTt31p///Od6r/fDDz+oc+fO9e6Pi4tr9tcASM4zZlpjq2wAAAAAQN1c/gR33333ae7cuXrhhRd07rnnauTIka4OQZI0f/78mqTMuHHjtHz5clmt1pr906dP18yZMzVu3DhVVlbq6aef1v333y9v77r/yBITE9W9e3dXhA6YFJZVmraZMQMAAAAAnsPlNWZCQkK0ePFiDRw4UJMmTdJDDz2kTZs2qayszKVx1K4d8+CDD5qSMtVGjBihGTNmSJLy8vK0fft2l8UHNJZj8d8Qfx83RQIAAAAAaCqXf7ReOwFiGIaeeuopPfXUU40612KxqKrKuTXwiaioqKj5OiEhod7jevbsWec5QGvhVPyXGTMAAAAA4DFcPmPGMIya/xy3G/Nfc+nTp0/N1/v27av3uL1790o6mhTq3bt3s90faC6F1JgBAAAAAI/l8ie4Rx991NW3rNPll1+uv/71ryooKNDTTz+ts88+22k50/r16/Xtt99Kkq644gqFhobWe73rrrtOO3fuVFZWlkJDQ9WrVy9NmzZNt912m7p06dKirwXtm+NSJmrMAAAAAIDnaLeJmaioKL3//vu6/PLL9csvv2jUqFG6++67lZiYqKKiIv3yyy967rnnVFFRoeHDh+u5555r8Ho//fRTzdfZ2dnKzs7WqlWr9Nxzz+mFF17QLbfcckJxpqamNrg/LS2t5uvS0lKVlpae0H3gufJLyk3b/laDfwcAAAAA0Mxa6jmrXX+0PnPmTK1du1bPPfec3n77bc2aNcu0v2PHjnryySd10003KTAwsM5rJCQk6IILLtC4ceMUHx8v6ejSqM8//1yfffaZysrKdOutt8pisejmm29ucozV12yMZcuWKSoqqsn3gGdLTbdKstRsJ+/brYUlu9wXEAAAAAC0QVlZWS1y3XadmKmoqNB7772n+fPn11m/JiMjQx988IF69OihmTNnOu0///zzNWvWLFksFtP4qFGjdOmll2rBggW64IILVFlZqXvuuUczZ85Up06dWuz1oH0qtZm3/Z0bjAEAAAAAWimL0ZwVdT1IcXGxzjrrLC1fvlxWq1X33XefrrvuOiUkJKisrEyrVq3SE088oZ9//lkWi0XPPvus7r333ibf529/+5sefvjhmq8feuihJp3fmKVMo0ePliTt2rVLcXFxTY4Rnm3aiyt0KO9Yu/lXLxuk0/pEuzEiAAAAAGh7UlNTlZiYKElKSUlptudvlydmnnjiiZM6/5FHHmmWOB544AE9++yzkqQ5c+Y4LWOSpKqqKp1++ulasmSJvLy8tG7dOg0ZMqRJ98nMzFSnTp1kGIamT5+uhQsXNkv81VJTU2uWOzXnPwx4jqFPLFReSWXN9sc3j9XYhEg3RgQAAAAAbU9LPX+7fCnTY4895rT0pymaIzFjGIbeeecdSVJiYmKdSRlJ8vb21pNPPqkJEybIbrdrzpw5ev7555t0r5iYGEVGRiorK0uHDh066diB2gzDoCsTAAAAAHgwtzzBNWWSjsViadLxjZGRkaGcnBxJ0rBhwxo8dsSIETVf79ix44TudzKJKKAh5VV2VdnN3x8h/iRmAAAAAMBTeLn6hna7/bj/FRUVad26dbr//vvl4+OjU045Renp6bLb7c0Sg7f3sQfXqqqqBo6UKiuPLRGpfV5jHTlypKZyc+fOnZt8PtCQwjLnf7/MmAEAAAAAz+HyxExjBAYGaujQofq///s/LVq0SElJSTrjjDNUXl7eLNePiIhQaGioJGnlypUNJmeWLl1a83WPHj2afK833nijZsbP5MmTm3w+0JCi8joSM8yYAQAAAACP0SoTM7VNmDBBt912mzZt2qQXXnihWa7p5eWlc845R5J0+PBh/f3vf6/zuNzcXP3pT3+q2Z4xY0bN1wcOHND69esbvM+CBQtqih0HBATouuuuO9nQARPH+jK+Vi/5edMvGwAAAAA8RatPzEhHEyKGYejjjz9utms+8sgjCgwMlHS0IPHMmTP1+eefa/369Vq5cqWef/55DR06VNu2bZMkTZ06VaeffnrN+QcOHNDw4cM1fvx4/fOf/9R3332npKQkJSUl6dNPP9Ull1yimTNnqqKiQpL07LPPqkuXLs0WPyBJhWWVpm1mywAAAACAZ/GIp7iIiAhJ0t69e5vtmn379tX8+fN1+eWXKysrS998842++eabOo897bTTNG/evDr3rVy5UitXrqz3PoGBgXr++ed18803N0vcQG2F5XRkAgAAAABP5hFPcTt37myR606bNk07duzQ22+/re+//15bt25VXl6evL291alTJ40aNUpXXHGFZs6c6dRZacSIEfrggw+0cuVKJSUlKS0tTVlZWaqqqlKHDh00YMAATZ06VTfeeKNiYmJaJH7AcSkTHZkAAAAAwLO0+qe4vLw8Pfnkk7JYLOrfv3+zXz8yMlJ//OMf9cc//rFJ54WEhOjKK6/UlVde2ewxAY3lWPyXGTMAAAAA4Flc/hS3bNmy4x5jt9uVm5urpKQkvfvuu8rIyJAkXXvttS0cHeBZHBMzzJgBAAAAAM/i8qe4KVOmOC0Lakh1q+nzzz9ft9xyS0uFBXikwjJmzAAAAACAJ3NLVybDMBr93+DBgzV79mx99tlnTUroAO1BUTldmQAAAADAk7n8KW7JkiXHPcbLy0shISHq3r27wsPDWz4owEM5Fv8N9vNxUyQAAAAAgBPh8sTM5MmTXX1LoM1yXMpEjRkAAAAA8CxuWcoEoHkUUvwXAAAAADwaiRnAgzkvZSIxAwAAAACehMQM4MEc22WTmAEAAAAAz9JiT3GnnXZas1/TYrFo8eLFzX5dwFM5JWZYygQAAAAAHqXFnuJ++uknWSwWGYZx0teqvg7tsgEzx6VMIXRlAgAAAACP0mKJmUmTJpFIAVpQeZVNFTa7aYwZMwAAAADgWVp0xgyAluM4W0aixgwAAAAAeBqK/wIeqrCOxAztsgEAAADAs5CYATyUY+FfH6tFft58SwMAAACAJ2k1H69XVVUpNzdXktShQwd5e7ea0IBWyXHGTLCfN3WdAAAAAMDDuPXj9e3bt+vOO+9Uv3795O/vr06dOqlTp07y9/dXv379dNddd2nbtm3uDBFotWiVDQAAAACez22JmQcffFCDBw/Wa6+9pp07d8put8swDBmGIbvdrp07d+rVV1/VkCFD9Je//MVdYQKtVlF5pWk7mFbZAAAAAOBx3PIR+5133qnXXntNhmFIkvr166cxY8aoU6dOkqT09HStXr1a27Ztk81m09NPP63i4mK9+OKL7ggXaJUcuzKF0JEJAAAAADyOy5/kfvnlF7366quyWCzq37+/3njjDY0fP77OY1euXKlbb71Vmzdv1iuvvKJLL7203mOB9qaQpUwAAAAA4PFcvpRp9uzZkqQePXrol19+aTDRMm7cOC1btkwJCQmSpH//+98uiRHwBHUV/wUAAAAAeBaXJ2aWL18ui8WiP//5zwoLCzvu8WFhYfrTn/4kwzC0fPlyF0QIeAanpUzMmAEAAAAAj+PyxEx6erokadiwYY0+Z/jw4ZKkjIyMFokJ8ER0ZQIAAAAAz+fyxIy/v78kqbi4uNHnVB/r5+fXIjEBnshxKRPFfwEAAADA87g8MdOjRw9J0jfffNPoc6qPra41A6CudtkkZgAAAADA07g8MXP22WfLMAy9/PLLWrx48XGPX7JkiV5++WVZLBadffbZLogQ8AzOS5l83BQJAAAAAOBEuTwxc/fddys0NFSVlZU666yzdMcdd2jdunWy2+01x9jtdq1bt0533HGHzjzzTFVUVCg0NFR33323q8MFWi3H4r/MmAEAAAAAz+PyJ7moqCh9+umnmjlzpioqKvT666/r9ddfl6+vryIiImSxWJSdna2KigpJkmEY8vX11bx58xQZGenqcIFWy3HGDF2ZAAAAAMDzuHzGjCSdfvrp+vXXXzVy5EgZhiHDMFReXq60tDQdPnxY5eXlNeMjR47UqlWrNG3aNHeECrRaBcyYAQAAAACP57YnuaFDh2r16tVas2aNFi1apC1btignJ0eSFBERoYEDB2ratGkaNWqUu0IEWq3yKpsqquymMWbMAAAAAIDncfuT3KhRo0i+AE1UXG5zGgsmMQMAAAAAHsctS5kAnBzHwr+SFOJHVyYAAAAA8DQuT8yMHTtWr7zyio4cOeLqWwNtRmF5pWnb6mWRvw95VgAAAADwNC5/klu9erX+8Ic/qEuXLjrrrLP0wQcfqLi42NVhAB6trlbZFovFTdEAAAAAAE6UyxMzvXv3lmEYqqqq0sKFCzVr1ix17NhRV1xxhb799lvZbM61MwCYObbKpiMTAAAAAHgmlydmdu7cqTVr1uiee+5RbGysDMNQSUmJPvnkE82cOVOxsbG64447tGLFCleHBngMx8QMHZkAAAAAwDO5pSjFiBEj9NxzzyklJUWLFi3S9ddfr7CwMBmGoaysLL3++uuaOHGiEhIS9PDDD2v79u3uCBNotQrqWMoEAAAAAPA8bq0WarFYdNppp+mtt95Senq6Pv/8c1144YXy8/OTYRg6cOCA/vGPf2jgwIEaPny4/vWvf7kzXKDVcKwxw4wZAAAAAPBMraaNi6+vr84//3zNmzdPGRkZevvttzV16lR5eXnJMAxt2LBBDzzwgLvDBFqFIoeuTMH+tMoGAAAAAE/UahIztYWEhOi6667TwoULNWfOHIWHh7s7JKBVqasrEwAAAADA87TKp7l169bpo48+0scff6y0tDR3hwO0OoUU/wUAAACANqHVPM3t27dPH374oT766CPt2rVLkmQYhiQpKChI5513nq688kp3hgi0GsyYAQAAAIC2wa1Pc0eOHNHHH3+sjz76SKtXr5Z0LBnj7e2t008/XVdeeaXOPfdcBQYGujNUoFVxbJdNYgYAAAAAPJPLn+aKi4v1xRdf6MMPP9SPP/4om80m6VhCZty4cbryyit1ySWXKCoqytXhAR4hNbfUtN0hiOK/AAAAAOCJXJ6YiYmJUVlZmaRjyZi+ffvqyiuv1BVXXKEePXq4OiTAoxSXVyk5p8Q01jsmxE3RAAAAAABOhssTM6WlRz/p79y5sy677DJdeeWVGjZsmKvDADzW7swi07aXReoVE+ymaAAAAAAAJ8PliZnrrrtOV155pU499VRZLBZX3x7weDvTC0zb3aOC5O9jdVM0AAAAAICT4eXqG86aNUve3t7as2ePq28NtAk70gtN2307sYwJAAAAADyVyxMzU6ZM0amnnqpffvnF1bcG2oRdGebETGJHEjMAAAAA4KlcnpgJDj5aC2PQoEGuvjXQJuxkxgwAAAAAtBkuT8x07dpVklRSUnKcIwE4yioqV1ZRhWmsT6dQN0UDAAAAADhZLk/MnHPOOZKkRYsWufrWgMfb5TBbxt/HS10jAt0UDQAAAADgZLk8MXPPPfcoIiJCL7zwgrZs2eLq2wMezbHwb++YEFm96G4GAAAAAJ7K5YmZTp06acGCBQoJCdEpp5yif/zjHzpw4ICrwwA8kmN9mT7UlwEAAAAAj+bt6hsmJCRIkioqKlRYWKiHH35YDz/8sIKDgxUeHi6r1VrvuRaLRXv37nVVqECrs8OhI1MfOjIBAAAAgEdzeWLGcXaMYRiSpMLCQhUWFtZxxjEWC0s20H7Z7YZ2OyZmmDEDAAAAAB7N5YmZWbNmufqWQJuQmluqkgqbaYxW2QAAAADg2VyemHn33XddfUugTdiRXmDaDg/0UXSIn5uiAQAAAAA0B5cX/wVwYnbVUV+G5X0AAAAA4NlIzAAewrFVNsuYAAAAAMDzuXwpk6PS0lKtXbtW6enpKikp0XnnnafQ0FB3hwW0Oo6tshNJzAAAAACAx3NbYiYlJUV/+ctfNG/ePFVWVtaMjxw5Uv3796/ZfvvttzV79myFhYVp4cKFLN1Au1ReZdP+rGLTGDNmAAAAAMDzuWUp06pVqzRs2DB99NFHqqiokGEYNW2zHf3ud7/Tpk2b9OOPP2rhwoUujhRoHfYdKVaV3fw9ktiRxAwAAAAAeDqXJ2by8vJ07rnnKicnR506ddJrr72mzZs313t8TEyMzjrrLEnSt99+66owgVbFcRlTl/AAhfj7uCkaAAAAAEBzcflSppdeekmZmZmKiorSypUr1bVr1+OeM23aNM2fP1+rV692QYRA67PTsSMTy5gAAAAAoE1w+YyZb775RhaLRffee2+jkjKSNGDAAEnS3r17WzI0oNVynDFDYgYAAAAA2gaXJ2b27NkjSZo0aVKjz+nQoYMkqaCgoEViAlo7x8QMhX8BAAAAoG1weWKmrKxMkuTj0/j6GMXFR7vRBAQEtEhMQGtWWFapQ3mlpjEK/wIAAABA2+DyxExMTIwkaf/+/Y0+Z8OGDZKkzp07t0RIQKu2y6G+jLeXRT2jg90UDQAAAACgObk8MTNmzBhJ0vfff9+o4w3D0JtvvimLxaKJEye2ZGhAq7TDYRlTQnSQfL3d0ukeAAAAANDMXP50d+WVV8owDH344Yc1M2Eact9992njxo2SpFmzZrVwdEDr41hfhmVMAAAAANB2uDwxc+655+rUU09VVVWVpk6dqtdff12ZmZk1+6uqqnT48GHNmzdPEydO1IsvviiLxaILLrhA48ePd3W4gNtR+BcAAAAA2i5vd9z0888/19SpU7V+/XrdcccduuOOO2SxWCRJw4YNMx1rGIbGjh2rOXPmuCFSwL0Mw9DODMdW2aFuigYAAAAA0NzcUqgiPDxcK1eu1IMPPqjQ0FAZhlHnfwEBAfrjH/+on376SUFBQe4IFXCrzMJy5ZVUmsb6sJQJAAAAANoMt8yYkSRfX1/9/e9/11/+8hctXbpUSUlJyszMlM1mU2RkpIYNG6Zp06YpLCzMXSECbue4jCnQ16q4DrSNBwAAAIC2wm2JmWpBQUE6++yzdfbZZ7s7FKDVqavwr5eXxU3RAAAAAACaGz13gVbMsVU2hX8BAAAAoG1x+4wZScrMzNTmzZuVk5MjSYqIiNDAgQPVsWNHN0cGuNeuDFplAwAAAEBb5rbEjGEYmj17tl577TVt3bq1zmP69++v3//+97rlllvk5cXkHrQvNrvhlJhhxgwAAAAAtC1uyXZkZmZq7Nixuv3227V169Z6uzJt27ZNd9xxh8aMGaP09HR3hAq4zcHsYpVX2U1jfUjMAAAAAECb4vIZM+Xl5TrttNO0fft2GYah6OhoXXLJJRo9enTN0qWMjAytWbNGn376qTIzM7V27VpNmzZNa9eulZ+fn6tDBtzCcbZMVLCvIoP59w8AAAAAbYnLEzPPP/+8tm3bJovFohtuuEEvvPCCgoKCnI67+uqr9dRTT+mee+7Rm2++qe3bt+v555/Xn//8Z1eHDLiFY+FfZssAAAAAQNvj8qVMH3/8sSwWi6ZPn64333yzzqRMtcDAQM2ePVunn366DMPQxx9/7MJIAfdybJXdp2OomyIBAAAAALQUlydm9uzZI0n6/e9/3+hzqo/du3dvi8QEtEY7MxxnzAS7KRIAAAAAQEtxeWKmukZMfHx8o8+pPtbX17dFYgJam7JKmw5kFZvG+nRixgwAAAAAtDUuT8z07dtXkpSSktLoc6qPrT4XaOv2ZBbJbpjHEjsyYwYAAAAA2hqXJ2auvfZaGYahf//7340+59///rcsFouuueaaFowMaD0cC/92jQhUoK/La3UDAAAAAFqYyxMzN954o8444wz98MMP+v3vf6+ysrJ6jy0vL9cdd9yh//73vzr99NN18803uzBSwH0cW2XTkQkAAAAA2iaXfwS/fPly3XvvvcrJydHs2bP11Vdf6ZJLLtGoUaMUExMji8WijIwMrVmzRvPmzVN6erpGjRql++67T8uXL6/3upMmTXLhqwBaluOMmb4kZgAAAACgTXJ5YmbKlCmyWCw12xkZGXr55ZcbPCcpKUlnnHFGvfstFouqqqqaLUbA3XamF5i2EzuSmAEAAACAtsgtRSsMwzj+QUA7lVdSoYyCctMYM2YAAAAAoG1yeWJmyZIlrr5lgyoqKvTee+9p3rx52rRpk3JycuTj46MuXbpo/PjxuummmzR+/PjjXuf777/XG2+8oTVr1ujIkSOKjo7WqFGjdPPNN+uss85ywStBW7HTYRmTr9VL3aOC3BQNAAAAAKAluTwxM3nyZFffsl4HDx7UOeeco61bt5rGKyoqtGvXLu3atUtz5szRnXfeqRdffNG0BKua3W7XzTffrLfffts0fujQIR06dEhfffWVbrzxRs2ePVteXi6vtQwPtNOh8G/PmGD5WPm3AwAAAABtUbt92qusrDQlZQYPHqw5c+Zo5cqVWrhwoR555BEFBR2dpfDyyy/r6aefrvM6Dz30UE1SZtiwYZo7d65Wr16tuXPnatiwYZKkt956S3/9619d8KrQFjjOmOnTMdhNkQAAAAAAWprFcHHBl88++0znnnuufHx8XHnbOuO4+OKLJUnjxo3T8uXLZbVaTcesXbtW48aNU2VlpcLDw3XkyBF5ex+bZLRr1y4NGDBAVVVVGjlypJYtW6aAgICa/SUlJZo8ebKSkpLk7e2t7du3q1evXs36OlJTUxUfHy9JSklJUVxcXLNeH673u5d/1uZD+TXbfzqzr26b0tONEQEAAAAAWur52+UzZi655BJ17txZ99xzjzZt2uTq29dYsWJFzdcPPvigU1JGkkaMGKEZM2ZIkvLy8rR9+3bT/hdeeKGmG9TLL79sSspIUmBgYE3HqaqqKj3//PPN+hrQ9hzKKzUlZSRpcFyYm6IBAAAAALQ0tyxlys7O1ksvvaRhw4Zp5MiRev3115Wfn3/8E5tRRUVFzdcJCQn1Htez57GZCrXPMQxD8+fPlyT17dtXY8eOrfP8sWPHqk+fPpKk+fPn05EKDVq4Nd20HRbgo9E9ItwUDQAAAACgpbk8MfP111/r/PPPl7e3twzD0Lp163THHXcoNjZWV155pRYtWuSSOKqTJZK0b9++eo/bu3evJMlisah379414/v379fhw4clHb+gcfX+Q4cO6cCBAycaMtqB/24xJ2am9etI4V8AAAAAaMNc3pVpxowZmjFjhrKysvT+++9rzpw52rx5s8rKyvTxxx/r448/Vtf/b+/Ow6Mq7/6PfyaZyQJJIOx7WCMKqCAgPBQBqSjKIkjBlUhBKVpa+7Rof9at7utTW7WuCApPCxUXBEvVx7KJIILUsu+gQIAEAwGyTub8/qAZM/tMMpNzJnm/rivXNTPnzJl7MjmZzCff+3t36KBbb71Vt956q7KysmIyjhtuuEH33XefCgsL9dRTT+nqq6/2mc60adMmffTRR5KkG2+8URkZGe5t27Ztc1/u3r170Mequn379u3q1KlT2OM8dOhQ0O25ubnuy8XFxSouLg772LCWE2fL9NWB7z1uuzw7k9cUAAAAACwgVp/Naj2YqdSsWTP96le/0q9+9St9/fXXevPNN/XXv/5VBQUFOnjwoB5++GE98sgjGjp0qKZOnarx48crOTk5qo8/b9483XDDDVqzZo369eunu+66S9nZ2Tpz5ozWrFmj5557TmVlZerTp4+ee+45j/tXDUxCNfypbA4knWsQFImq9w1l1apVatasWUTHh3WsPWaTy/ghHExKMFS0b5M+OWjioAAAAAAAkqT8/PyYHNcScyT69OmjF198Ubm5uVqwYIGuvPJK2Ww2uVwu/fOf/9TNN9+s1q1b684779SGDRui9rhjxozRxo0bNW3aNP3rX/9STk6OBg4cqCuuuEIPPfSQGjRooOeff16rV69Wy5YtPe57+vQPSxqnpQVfzrhy2W1JOnPmTNTGj7rlm+9tHtcvyDSU5NuTGgAAAABQh5hWMeNPUlKSJk6cqIkTJ+rw4cN666239MILL+jYsWM6efKkXnnlFb3yyivq2bOnZsyYoSlTptSoiqasrExvv/12wKa8x44d0/z589WpUyeNGTPGY1tJSYnHuIOpOsZIS59CVdjk5uaqf//+kqTLLruM5bLj1OkSp37z5WpJP/wc3jy0l0b0bBn4TgAAAACAWhOq1Uh1WSqYqVRUVKT/+7//0yeffKLjx4/LZrPJMAx3eLJ582bdeeedeuSRR/Tiiy9q3LhxET/G2bNnNXLkSK1evVqJiYm6++67NWXKFHXu3FklJSX68ssv9fDDD+vzzz/Xtddeq2effVb//d//7b5/SkqK+3LV1Zr8KS0tdV/2XlI7lEiCltTU1IiPD2v4ZOdhlbt+CGWSEhN0Za+2Sk1xmDgqAAAAAEClWH3etsRUpkqff/65pk6dqlatWumnP/2pVq9eLcMwlJGRoRkzZuiLL77Qa6+9pgEDBsgwDOXm5mrChAn6xz/+EfFjPfTQQ1q9erUkafbs2XrqqafUvXt3JSUlKSMjQ1dccYWWL1+uYcOGyTAMzZo1S9988437/unp6e7LoaYnnT171n051LQn1E/eqzH9qFszpRPKAAAAAECdZ3owc/jwYT3++OPKzs7WkCFDNHfuXJ05c0aGYehHP/qR3nrrLeXm5uqll17SgAEDNG3aNH3xxRdasWKFsrKyZBiGHnvssYge0zAMvfnmm5Kk7Oxs5eTk+N3PbrfrkUcekSS5XC7NnTvXva1qJUuocqaq05EiaeaL+qG4rEIrduZ53HZVj1YmjQYAAAAAUJtMmcpUVlam999/X3PmzNFnn30ml8vlnqbUsmVLTZ48WdOmTVO3bt0CHuOyyy7T//zP/+i6667T5s2bI3r8Y8eO6fvvzy1L3Lt376D7XnLJJe7LO3bscF++4IIL/N7uT9Xt559/fkRjRd23aneeissr3NcTbNKPL6C3DAAAAADUB7UezNxxxx1auHChTp48Kelc9UpCQoKuuuoqTZs2TaNHj5bdHt6wevbsKclzhaRwVD2+0+kMum95ebnf+3Xq1Elt2rTRkSNHtHLlyqDHWLVqlSSpbdu26tixY0RjRd33sdc0pks7NVWThsEbSgMAAAAA6oZan8r0yiuvqKCgQIZhqEOHDvr973+vgwcP6qOPPtK4cePCDmWkc6sddejQQVlZWRGNoUmTJsrIyJAkrV27Nmg4UzV06dSpk/uyzWbT2LFjJZ2riFm3bp3f+69bt85dMTN27FjZbDa/+6F+KnO69H/bj3ncdlVPpjEBAAAAQH1R68GMw+HQT37yE3388cfat2+f7r//frVt27Zax+rQoYMOHDigffv2RXS/hIQEXXPNNZKkI0eOBOxRU1BQoHvuucd9fdSoUR7b77rrLiUmJkqSZs6c6bMUdnFxsWbOnCnpXLXNXXfdFdE4Ufd9/W2BCks8g8ERPZjGBAAAAAD1Ra1PZTpy5IiaNm1a2w/r44EHHtDixYtVVFSkhx56SBs3blROTo57uex169bp+eef17fffitJGj58uEaMGOFxjOzsbM2aNUtPPvmkNmzYoEGDBumee+5Rly5dtHfvXj311FPatGmTJGnWrFlBe+agftpz3HNFr+6t0tW6EUueAwAAAEB9UevBjBVCGUnq3r27Fi9erBtuuEH5+flasmSJlixZ4nffyy+/XO+8847fbY899piOHz+uN998U5s2bdL111/vs8/UqVP16KOPRnX8qBsOnjjrcb1LC5ZTBwAAAID6JKbBTGW1STR16NAhasf68Y9/rB07dmj27NlatmyZtm7dqpMnT8put6tVq1bq16+fbrzxRo0ZMyZgb5iEhATNnj1b1113nV577TV99dVXys/PV7NmzdSvXz9Nnz5dI0eOjNqYUbccOFHkcb1j0wYmjQQAAAAAYIaYBjMdO3aMarNbm80WchWlSDVt2lR333237r777hod5+qrr9bVV18dpVGhvvCumMlq0tCkkQAAAAAAzBDzqUyGYcT6IYC45HIZ+vZ7z4qZLCpmAAAAAKBeiWkwk5OTE3T7yZMntXjxYtlsNk2ePDmWQwEs5/jpUpWUuzxu69iMihkAAAAAqE9iGszMmTMn6PatW7dq8eLFYe0L1DUHvKYxpTgS1CI92aTRAAAAAADMkGD2AID6yru/TMemDaPakwkAAAAAYH0EM4BJvFdkor8MAAAAANQ/BDOASfxVzAAAAAAA6peYr8oE1BcVLkPz1x3UwRNFuqF/e3VrmR50/wP53hUzBDMAAAAAUN8QzABR8vz/7dIL/9wjSVrw1bda+9vhatTA4Xdfw2CpbAAAAAAAU5mAqPlk6zH35aKyCv1z57GA+544W6YzpU6P2whmAAAAAKD+IZgBoqSgqMzj+nffFwfc17u/TFJiglo3So3JuAAAAAAA1kUwA0TJ6RLPCphDBUUB9vTtL9O+SaoSE1gqGwAAAADqm5j2mHn44YeDbj9+/HjY+1Z64IEHajQmIBbKK1wqLq/wuO1QQfgVM6zIBAAAAAD1U0yDmYceekg2W/AqgMrtv//978M6JsEMrOiMV7WMJB0+GTiYOXCCFZkAAAAAALWwKpNhGFE7VqiQBzCL9zQmSTpyslgVLsPvFCWfiplmNP4FAAAAgPoopsHM8uXLY3l4wDIKS8p9biuvMHT8dInfpr4HfZbKpmIGAAAAAOqjmAYzQ4YMieXhAcvwVzEjnesz4x3MnCwq08kizyAnqwkVMwAAAABQH7EqExAF/ipmJP8rMx306i+TmGBT20yWygYAAACA+ohgBoiCgBUz3/s2AD7g1V+mXWaqHImcigAAAABQH/FpEIiC0wErZnyDGe+KGfrLAAAAAED9RTADREGgihl/S2Z7V8x0bEp/GQAAAACorwhmgCgIXDETuscMFTMAAAAAUH8RzABREKxixuUyPG47SMUMAAAAAOA/CGaAKAgUzJRXGDp+utR9/UypU/lnyjz2oWIGAAAAAOovghkgCgItly15Tmfyrpax2aT2TVgqGwAAAADqK4IZIAoCVcxIniszefeXadMoVcn2xJiNCwAAAABgbQQzQBQEav4reVbMeK/IlEV/GQAAAACo1whmgCgIu2ImnxWZAAAAAAA/IJgBoiBYj5nDJ38IZvbnsyITAAAAAOAHBDNADZVXuFRS7gq4vbJipqS8Qv86dNJjW+fmabEcGgAAAADA4ghmgBoKNo1Jkg4XFMvlMrR+//cqc/4Q4CTYpP6dmsR6eAAAAAAACyOYAWooWONfSSqrcCnvTKlW787zuP3i9o3VKNURy6EBAAAAACyOYAaoIe+KGXuCTUl2z1PrUEGRVu/O97htcLfmMR8bAAAAAMDaCGaAGvJu/JueYle7xqket3198KR2HD3tcdvgbs1iPjYAAAAAgLURzAA15F0xk57iUNtMz2BmwVffeu6TbNdF7RvHemgAAAAAAIsjmAFqyDeYsatdpucy2HvzPJfJHtilqRyJnH4AAAAAUN/xyRCoIe/mv+eCmdQAe58zOJv+MgAAAAAAghmgxvxNZQoVzFxGfxkAAAAAgAhmgBqLtGKmfZNUZTVtGOthAQAAAADiAMEMUEOFxZ4VMxkpDp8eM1WxTDYAAAAAoBLBDFBDp0s9K2YyUuxqnpaspADNfZnGBAAAAACoRDAD1JC/HjMJCTafJbMlKcEmDexCMAMAAAAAOIdgBqihQj/LZUvy22fm4vaN1SjVUSvjAgAAAABYH8EMUEO+zX/PBS/+ghn6ywAAAAAAqrKbPQDAn+++L9LDS7fp+7Nl+vmwrhrWvYXZQwrIdypTZcWMbwPgwfSXAQAAAABUQcUMLOmBxVv06bZj2niwQNPnbVShV1WKlfhbLlvyrZhJT7brovaNa2tYAAAAAIA4QDADy6lwGVqz54T7elmFS1sPF5o4osDKK1wqKXd53FY5lWlwt+ZKtv9wio3v01aOACs1AQAAAADqJ6YywXKOFZaorMIz7Cj3um4V3tOYpHPLZUtSk4ZJWjh9oOavO6h2mam6bXDn2h4eAAAAAMDiCGZgOd9+X+Rzm3WDGd8pVpUVM9K5VZguZvoSAAAAACAA5lXAcvwHM4YJIwmtsNizYsaeYFOKg9MKAAAAABAePkHCcg7FccVMeopdNpvNpNEAAAAAAOINwQwsx1/FjNNlzWCm0GepbEeAPQEAAAAA8EUwA8vxO5XJac2pTN4VMxmptG0CAAAAAISPYAaW8+33xT63lVu0YsZ7Vab0ZCpmAAAAAADhI5iBpRSVOZV/ptTndqdFm//6BDMpVMwAAAAAAMJHMANL+c5PtYwUT81/qZgBAAAAAISPYAaW4q+/jGTd5bKpmAEAAAAA1ATBDCwlcDBj0YqZUq/mvwQzAAAAAIAIEMzAUr4LEMw4rRrMsFw2AAAAAKAGCGZgKYGCmTKLTmUqZCoTAAAAAKAGCGZgKYGmMlm2YqaY5r8AAAAAgOojmIFlGIYRdz1mqJgBAAAAANQEwQwsI+90qUqd/gOYcpc1pzL5LpdNMAMAAAAACB/BDCwjULWMJJUHCGzMVOZ0+QRJTGUCAAAAAESCYAaWESyYcVqwYsa7WkZiuWwAAAAAQGQIZmAZwYKZMgv2mPFeKluSMlKpmAEAAAAAhI9gBpbx3ffFAbdZcVUm72DGkWhTsp1TCgAAAAAQPj5FwjK+C9ZjpsL6U5nSUxyy2WwmjQYAAAAAEI8IZmAZQZv/WrBihqWyAQAAAAA1RTADSygpr9DRwpKA260YzLBUNgAAAACgpghmYAmHCgL3l5EkpyWnMnlVzCTT+BcAAAAAEBmCGVhCsP4ykjUrZgqpmAEAAAAA1BDBDCwhWH8ZyarNf717zFAxAwAAAACIDMEMLME7mHEkeq5uZMWKGXrMAAAAAABqimAGluAdzGQ1behx3emyfsVMBsEMAAAAACBCBDOwBO8eM12aewYzZU4rVswwlQkAAAAAUDMEMzCdYRg+wUzn5mke150uKwYzTGUCAAAAANQMwQxM9/3ZMp0tq/C4rYtXMBMPzX8zUqmYAQAAAABEhmAGpvPuL2NPsKl9ZqrHbVZs/lvoM5WJihkAAAAAQGQIZmA672CmbWaqUhyJHrc5LVkx4z2ViYoZAAAAAEBkCGZgupW78jyuZzVtKLvFl8sudVao1KshMRUzAAAAAIBIEczAVCXlFfpk6zGP24ZmN1dSouePptNlyDCsUzXj3V9GIpgBAAAAAESOYAamWrEzT2dKfwg5bDbpmgtby57o+6NppQbA/oKZDKYyAQAAAAAiRDADUy399xGP65d2aqKWGSmyJ9h89rXSktne/WUciTYl2zmdAAAAAACR4ZMkTFNU5tRn24973DbqwjaSpCQ/IUe507oVM+kpDtlsvmESAAAAAADBEMzANP+3/biKyyvc1xMTbBrZs5Uk+a2YKbdQxUxBUZnHdfrLAAAAAACqg2AGpln6jec0pkFdm6lpWrIkyeGvYsZCKzNtOFDgcb1dZqpJIwEAAAAAxDOCGZiisKRcK3Z6LpM96sLW7suOBN8fTaeFmv+u2ZPvcX1g56YmjQQAAAAAEM8IZmCKT7YeU1mVChhHok1X9mjlcd1bmUUqZo4Xlmj38TMetw3q2syk0QAAAAAA4hnBDEzhvRrTkOwWapT6w3LTif5WZbJIxcyavZ7VMunJdvVq28ik0QAAAAAA4hnBDGrd92fL9Pluz3Bj9EWtPa7bbDYlJXr+eFqlx8yaPSc8rg/o0lT2RE4lAAAAAEDk6u2nyaFDh8pms0X0tWLFCo9jzJ07N+z7zp0715TnaUX/2HJUTtcP1S8pjgT9+PyWPvvZvaYzWSGYMQxDX3j1lxnUhf4yAAAAAIDqqbfBTKQSEhLUrVs3s4dRJ3hPYxrevaUaJvsuN+3wqZgxfyrT/vyzOnKqxOM2+ssAAAAAAKrL99NwPTFnzhydPXs26D7btm3TpEmTJEnDhw9X27ZtA+778ccfq02bNgG3t2vXrnoDrWOOF5Zo7T7PqUDe05gqeTcAdlqgYmbNXs+xt0hPVtcWaSaNBgAAAAAQ7+ptMNOpU6eQ+8ybN899efLkyUH3zc7OVseOHWs6rDrv629PKsFmU4VxrvqlYVKihp7Xwu++3hUzVliVaY1Xb5xBXZvJZvNtVAwAAAAAQDjqbTATisvl0v/+7/9KktLS0jR+/HiTR1Q3XNWzlb68d7iWbTmqJd8cUbvMVKU4Ev3u691jxuxVmSpchk+1D9OYAAAAAAA1QTATwGeffabDhw9LkiZMmKAGDRqYPKK6o1lasm4ZkKVbBmSpwhU4bPHtMWNuxcy2I4U6VVzucdugrjT+BQAAAABUH81/A3j77bfdl0NNY0L1JSYEngbkSPAKZoKEOLXhc6/VmDo3a6jWjVJNGg0AAAAAoC6gYsaPM2fO6P3335ckZWVlaejQoSHvM2XKFO3cuVP5+fnKyMhQ165d9eMf/1gzZswI2jQ4lEOHDgXdnpub675cXFys4uLiaj+W1XgVzOhscYmpz2/1rmMe1y/t2LhOfb8BAAAAAIHF6vMfwYwf7777rnvFpptvvjms5q4rVqxwXz5x4oROnDihL7/8Us8995yef/55TZ8+vVpjad++fdj7rlq1Ss2a1Z2eJ2dPJ0r64Xv/zb+3qMGxzaaMpdwlfbXfczyphd/qk08OmjIeAAAAAEDtys/PD71TNRDM+BHJNKbOnTtr/PjxGjhwoDtE2bdvn959910tWrRIJSUl+tnPfiabzabbb789puOua+xeeZiZvX8PnLap3PhhQDYZ6tbI3KlVAAAAAID4ZzMMg0+XVRw6dEhZWVlyuVwaMGCA1q5dG3DfU6dOKSMjI2BFzdKlSzV+/HiVl5erQYMG2rt3r1q1ahXxeILJzc1V//79JUm7du1Su3btIjq+lU15e5PW7S9wX7/3qm665dLwK4ii6fl/7tWrq3+ojunZJl3v3NbPlLEAAAAAAGrfoUOHlJ2dLUn67rvvovb5m4oZL/Pnz5fLdW71n5ycnKD7NmrUKOj2UaNG6YEHHtD999+voqIizZ49W7/73e8iGk8kL3RqaqpSU+tOM9pkh+ePpy3Bbtrz++rgKY/rg7Nb1KnvNQAAAAAguFh9BmRVJi/z5s2TJCUnJ2vSpEk1Pt7tt9/urqhZuXJljY9XnzgSPSuRykxaLru8wqUtRwo9bhvYmWWyAQAAAAA1RzBTxYYNG7Rt2zZJ56pdMjMza3zMFi1aqGnTcx/iDx8+XOPj1Sd2r+WynSY1mdl17LTKnJ6h0EXtGpsyFgAAAABA3UIwU0XVpr+hpjFFIpxVneDLYff88Sw3qWJm8yHPaUwdmjRQowYOU8YCAAAAAKhbCGb+o7y8XAsWLJAkNW/eXCNHjozKcfPy8txLarVp0yYqx6wvHAmegVa5y6Rg5rBnMNOrXfDeQgAAAAAAhItg5j+WLVumvLw8SdKNN94ouz06fZFfe+01VS58NWTIkKgcs75wJHpVzDjNmcrkHcxc2JZgBgAAAAAQHQQz/1F1GtPkyZND7n/gwAFt2rQp6D5Lly7Vww8/LOlc9+YpU6bUbJD1jN2r+a/ThIqZMqdLO3JPe9xGxQwAAAAAIFpYLltSQUGBli5dKknq2bOn+vTpE/I+Bw4c0LBhwzRw4ECNHj1aF110kVq0aCFJ2rdvnxYtWqRFixa5q2WeffZZtW3bNnZPog7yqZgxocfMrmOnfVaD6knFDAAAAAAgSghmJC1cuFClpaWSwquWqWrt2rVau3ZtwO0NGjTQH/7wB91+++01GmN95L1cdrkJqzL926vxb6dmDZWRQuNfAAAAAEB0EMxImjdvniQpMTFRN910U1j3ueSSSzR//nytXbtWGzZsUG5urvLz8+V0OpWZmakePXpo+PDhmjZtmruSBpGxQsXM5sMnPa73oloGAAAAABBFBDOS1qxZE/F90tPTddNNN4Ud5CBydq9gxmlCxYzPikwEMwAAAACAKKL5LywryWsqk3evl1grKa/QzqM0/gUAAAAAxA7BDCzLt2KmdoOZnUdPe/S1sdmkHm0yanUMAAAAAIC6jWAGluXbY6Z2pzL9+7Bv4990Gv8CAAAAAKKIYAaW5bsqU+1WzGzxWpHpQvrLAAAAAACijGAGlmX2qkzeFTO92jWu1ccHAAAAANR9BDOwLHuCZ8WM01V7U5lKyiu065hX418qZgAAAAAAUUYwA8tKsnv+eJY5a69iZntuoSpcNP4FAAAAAMQWwQwsy57gtSpTLVbMbPaaxtS1eZoaJttr7fEBAAAAAPUDwQwsy8zmv//2avzLNCYAAAAAQCwQzMCyvJv/OmtxuewtPo1/CWYAAAAAANFHMAPL8g5mymqpYqa4zLfx74UEMwAAAACAGCCYgWXZvaYyOWspmNmWe0pV29kk2KQLWhPMAAAAAACij2AGluVdMVNeS1OZNn170uN61xZpSk1KrJXHBgAAAADULwQzsCyzmv9+/W2Bx/U+HTJr5XEBAAAAAPUPwQwsy4zlsg3D0MaDXsFMFsEMAAAAACA2CGZgWUl2z4qZCpchV4zDmSOnSnSssNTjtksIZgAAAAAAMUIwA8vyrpiRpHJXbKczeVfLNG7gUOdmDWP6mAAAAACA+otgBpblsPsJZmLcAPhr72lMHTJls9kC7A0AAAAAQM0QzMCyHAm+gUisl8z2rphhGhMAAAAAIJYIZmBZ3stlS1JZDIOZojKntuUWetzGikwAAAAAgFgimIFl2RP9VczEbirTN9+dUkWV5sKJCTZd1L5RzB4PAAAAAACCGViWv4qZ8hhWzHz9rec0pgtaZ6hBkj1mjwcAAAAAAMEMLMt/MBO7ihnvxr/0lwEAAAAAxBrBDCwrMcEm7/6/saqYMQxDG70qZvoQzAAAAAAAYoxgBpZm96qaiVWPmX35Z3WyqNzjtj4dGsfksQAAAAAAqEQwA0tL8gpmYrUqk/cy2S0zktW2cWpMHgsAAAAAgEoEM7A075WZnDEKZvz1l7HZfFeFAgAAAAAgmghmYGneDYBj1fzXe0WmPh3oLwMAAAAAiD2CGViaw6v7b7kr+hUzp4rLtevYGY/bWJEJAAAAAFAbCGZgaQ67V8WMM/rBzCavapkke4J6tGkU9ccBAAAAAMAbwQwsze5VMeN0RX8qk3d/mQvbNlKSnVMDAAAAABB7fPqEpfn2mIl+xczGb30b/wIAAAAAUBsIZmBptdH8d7dXf5neHRpH/TEAAAAAAPCHYAaW5vBaLjvaFTPOCpfyz5R63Na+SYOoPgYAAAAAAIEQzMDS7F4VM84oBzN5Z0rl3bamVUZKVB8DAAAAAIBACGZgaUlewUxZlKcy5Z4q8Xm8Jg2TovoYAAAAAAAEQjADS7N7TWWKdsXMMa9gpmWjZNlstgB7AwAAAAAQXQQzsDR7gtdUpigvl3200DOYYRoTAAAAAKA2EczA0pLsntUrZc7oVswc9aqYadUoNarHBwAAAAAgGIIZWJpvxUyUgxmfipnkqB4fAAAAAIBgCGZgaQ6v5r/lUW7+610x05KpTAAAAACAWkQwA0tzeDX/LY9y81/vipnWTGUCAAAAANQighlYmm/FTPSCGcMw/PSYYSoTAAAAAKD2EMzA0nyXy47eVKZTxeUq9WomzFQmAAAAAEBtIpiBpSV5VcyURbFiJterWsZmk1qkE8wAAAAAAGoPwQwsLZYVM979ZZo2TFaSnVMCAAAAAFB7+BQKS4tlj5lj9JcBAAAAAJiMYAaWFsvlsr2nMrXKYEUmAAAAAEDtIpiBpcVyuexjhVTMAAAAAADMRTADS7MneP6IOl3RC2a8e8y0YkUmAAAAAEAtI5iBpTm8mvGWO6PY/NenxwxTmQAAAAAAtYtgBpbmSPCaykTFDAAAAACgDiGYgaXFalWmkvIKnSwq97iNHjMAAAAAgNpGMANLs3s1/3VGaVUm72lMElOZAAAAAAC1j2AGlpbkVTFTFqWKGe9pTGnJdqUl26NybAAAAAAAwkUwA0uzewUz0aqY8V4qu2UG05gAAAAAALWPYAaW5vCayhStHjO5XlOZWjONCQAAAABgAoIZWJpv89/Y9JhpyYpMAAAAAAATEMzA0uzey2VHqWLGeyoTKzIBAAAAAMxAMANLc9i9e8zEZioTKzIBAAAAAMxAMANLcyTEZiqTT8UMU5kAAAAAACYgmIGlOexeU5lcNa+YqXAZOn661OM2ghkAAAAAgBkIZmBpdq+KGcM4F6zUxIkzpT7HaEmPGQAAAACACQhmYGlJib4/ojVtAOzdX8aeYFOzhgQzAAAAAIDaRzADS7Mn2nxuq2kwc7TQd6nshATfxwEAAAAAINYIZmBpDr8VMzWbyuTd+LdlBtUyAAAAAABzEMzA0hx+KmZqumS291Sm1iyVDQAAAAAwCcEMLM1fxUxZDYOZY6d8pzIBAAAAAGAGghlYmr8eM84aTmXy7jHTihWZAAAAAAAmIZiBpTkSor8q09FT3sEMU5kAAAAAAOYgmIGlJSTYlOi1YlJNmv8ahuFbMcNUJgAAAACASQhmYHneDYBrUjFzutSporIKj9sIZgAAAAAAZrGbPQAgFEdCgkr0QxjjdIUfzLhchhZ/c1g7ck9LkgpLnD77tGC5bAAAAACASQhmYHkOe4JU+sP1Mmf4U5me+WSnXl6xN+D2Jg2TlOJIrMnwAAAAAACoNqYywfLsXj1mwq2YMQxD72z4Lug+rRsxjQkAAAAAYB6CGVieI9HzxzTcHjN5p0uVf6Ys6D4jLmhV7XEBAAAAAFBTTGWC5fk2/w1vKtPW3EKP68n2BF3dq7UMw5DNZlPvDo1186VZURsnAAAAAACRIpiB5VW3Yma7VzDTo02G/jDp4mgNCwAAAACAGmMqEyzP7hXMOMOsmNn+n5WYKp3fOiNqYwIAAAAAIBoIZmB5SV5TmcqqWTFzQRuCGQAAAACAtRDMwPKqUzFTUl6hfXlnPG6jYgYAAAAAYDUEM7A87+Wyw+kxs/Poabmq5Dc2m9S9VXq0hwYAAAAAQI0QzMDykuyRN//1nsbUqWlDNUii1zUAAAAAwFoIZmB5vhUzoacybfMKZpjGBAAAAACwIoIZWJ73ctnOalTMnN+aaUwAAAAAAOshmIHleQczoaYyGYahHSyVDQAAAACIAwQzsDyH13LZ5a7gU5kOFRTrdKnT4zaWygYAAAAAWBHBDCzPd7ns4BUzW494TmNq3MChVhkpUR8XAAAAAAA1RTADy/OdyhS8Ysanv0yrDNlstgB7AwAAAABgnnoZzAwdOlQ2my2irxUrVgQ83rJlyzRu3Di1a9dOycnJateuncaNG6dly5bV3pOqw3ymMoWomPEOZpjGBAAAAACwKrvZA4gHCQkJ6tatm8/tLpdLt99+u2bPnu1x++HDh3X48GF98MEHmjZtml599VUlJNTLDCwqIm3+y1LZAAAAAIB4US+DmTlz5ujs2bNB99m2bZsmTZokSRo+fLjatm3rs8/vfvc7dyjTu3dv3X333erSpYv27t2rp59+Wps2bdIbb7yh5s2b6/HHH4/+E6kn7F4VM84gU5kKS8p1qKDY4zaWygYAAAAAWFW9DGY6deoUcp958+a5L0+ePNln+65du/Tss89Kkvr27atVq1YpNTVVktSvXz+NGTNGQ4YM0YYNG/TMM8/opz/9qbp27RqlZ1C/JHlVzJQFqZjxXibbnmBT1xZpMRkXAAAAAAA1xfwaP1wul/73f/9XkpSWlqbx48f77PP888/L6Ty3JPMLL7zgDmUqNWjQQC+88IIkyel06g9/+EOMR1132RO8V2UKXDHj3V+ma4s0JdsTYzIuAAAAAABqimDGj88++0yHDx+WJE2YMEENGjTw2G4YhhYvXixJ6t69uwYMGOD3OAMGDNB5550nSVq8eLEMI/hqQvDPYQ+/+e82r6WyL6C/DAAAAADAwghm/Hj77bfdl/1NY9q/f7+OHDkiSRoyZEjQY1VuP3z4sA4cOBC9QdYjDq+KmXLXDwFXUZlTxwpL5PrPbduP0vgXAAAAABA/6mWPmWDOnDmj999/X5KUlZWloUOH+uyzbds29+Xu3bsHPV7V7du3bw+rv01Vhw4dCro9NzfXfbm4uFjFxcVB9o5TLqfH1dKychUXF2v1nhP61TtbdLasQo1S7bq4XSOfHjNdmibXze8JAAAAAKBWxeqzJcGMl3fffde9YtPNN98sm83ms0/VsKRdu3ZBj9e+fXv35e+++y7i8VS9fyirVq1Ss2bNIn4Mq9t11Cbphz4xeScK9Mknn+iZfyfqbNm51+dUsVMrd5/wuW/u9g36ZE9tjRQAAAAAUFfl5+fH5LhMZfISahqTJJ0+/UNVRlpa8BV/GjZs6L585syZGo6ufrJ7/ZRWGJJhSLlFwe/XyGEozRG7cQEAAAAAUFNUzFRx6NAhrVixQtK5xr3Z2dl+9yspKXFfTkpKCnrM5ORk9+XqlD2FqrLJzc1V//79JUmXXXZZyAqeeFT8Ta7+une7+3qDtHRdellvVaxbHfR+l3VvpREjesR6eAAAAACAeiBUq5HqIpipYv78+XK5zq34k5OTE3C/lJQU9+WysrKgxywtLXVf9l5SOxyRBC2pqanVegyra5ia4nG9wpBOl/tOMbtlQJY2HizQ/vyzym6VrrtHXlAnvx8AAAAAgNoXq8+XBDNVzJs3T9K5KpdJkyYF3C89Pd19OdT0pMp+NVLoaU/wz5HoGcI4KwwdKyzxuC2zgUOPXNuzNocFAAAAAECN0WPmPzZs2OBebWnUqFHKzMwMuG/VKpZQpUxVpyJF0sgXP3Akev6YllW4dLyw1OO2FumeVTUAAAAAAMQDgpn/qNr0N9g0Jkm64IIL3Jd37NgRdN+q288///xqjq5+s3sFM84KQ8dPewUzGckCAAAAACDeEMxIKi8v14IFCyRJzZs318iRI4Pu36lTJ7Vp00aStHLlyqD7rlq1SpLUtm1bdezYseaDrYccCZ5TmcorXDp+2nMqU/N0ghkAAAAAQPwhmJG0bNky5eXlSZJuvPFG2e3BW+/YbDaNHTtW0rmKmHXr1vndb926de6KmbFjx8pm821Yi9AcXutlnwtmmMoEAAAAAIh/BDPynMY0efLksO5z1113KTExUZI0c+ZMn6Wwi4uLNXPmTEmS3W7XXXfdFZ3B1kN2n4oZQ3lePWZaMpUJAAAAABCH6n0wU1BQoKVLl0qSevbsqT59+oR1v+zsbM2aNUvSucbBgwYN0sKFC7VhwwYtXLhQgwYN0oYNGyRJs2bNUrdu3WLzBOoB7+a/TpdLx7ymMlExAwAAAACIR/V+ueyFCxeqtPRc9UW41TKVHnvsMR0/flxvvvmmNm3apOuvv95nn6lTp+rRRx+NyljrK+9gprzC8F2ViYoZAAAAAEAcqvcVM/PmzZMkJSYm6qabborovgkJCZo9e7Y++ugjjR07Vm3atFFSUpLatGmjsWPH6u9//7veeOMNJSTU+29zjTgSfXvzFJdXeFxvQfNfAAAAAEAcqvcVM2vWrKnxMa6++mpdffXVURgN/PGumPGHqUwAAAAAgHhEKQcsL1Qwk55sV2pSYi2NBgAAAACA6CGYgeXZ/Uxlqqo5/WUAAAAAAHGKYAaWF6pipiXTmAAAAAAAcYpgBpbnr/lvVazIBAAAAACIVwQzsLxQFTOsyAQAAAAAiFcEM7A8e0KIihmmMgEAAAAA4hTBDCzPZrMFnc7EVCYAAAAAQLwimEFcsCcE/lFtzlQmAAAAAECcIphBXAhaMcNUJgAAAABAnCKYQVwI1gCYqUwAAAAAgHhFMIO4ECiYSXUkKj3ZXsujAQAAAAAgOghmEBfsAaYytchIls0WfNUmAAAAAACsimAGcSEpQMVMCxr/AgAAAADiGMEM4kLAihka/wIAAAAA4hjBDOJCoB4zLJUNAAAAAIhnBDOIC/ZAU5lYkQkAAAAAEMcIZhAXHAlMZQIAAAAA1D0EM4gLgaYy0fwXAAAAABDPCGYQFwI1/22ZQcUMAAAAACB+EcwgLrBcNgAAAACgLiKYQVzwVzGTlJigxg0cJowGAAAAAIDoIJhBXPDXY6Z5erJsNv9TnAAAAAAAiAcEM4gLgYIZAAAAAADiGcEM4oLDz1Qm+ssAAAAAAOIdwQzigt1PxUyLDIIZAAAAAEB8I5hBXPC3KlOLdJbKBgAAAADEN4IZxAV7gu9UppZUzAAAAAAA4hzBDOKCw07FDAAAAACg7iGYQVxw+KmYYVUmAAAAAEC8I5hBXPC3XDbNfwEAAAAA8Y5gBnHBe1WmBJvUtCHBDAAAAAAgvhHMIC44Ej2nMjVLS1ain+lNAAAAAADEE4IZxIUkr+a/TGMCAAAAANQFBDOICxe1a+xx/dJOTc0ZCAAAAAAAUUQwg7hwYbtGuvfq7spumaZrerXWHUO7mD0kAAAAAABqzG72AIBw2Gw23X5ZF91+GYEMAAAAAKDuoGIGAAAAAADAJAQzAAAAAAAAJiGYAQAAAAAAMAnBDAAAAAAAgEkIZgAAAAAAAExCMAMAAAAAAGASghkAAAAAAACTEMwAAAAAAACYhGAGAAAAAADAJAQzAAAAAAAAJiGYAQAAAAAAMAnBDAAAAAAAgEkIZgAAAAAAAExCMAMAAAAAAGASghkAAAAAAACTEMwAAAAAAACYhGAGAAAAAADAJAQzAAAAAAAAJiGYAQAAAAAAMAnBDAAAAAAAgEkIZgAAAAAAAExCMAMAAAAAAGASghkAAAAAAACTEMwAAAAAAACYhGAGAAAAAADAJAQzAAAAAAAAJiGYAQAAAAAAMAnBDAAAAAAAgEnsZg8ANeN0Ot2Xc3NzTRwJAAAAAAB1V9XP3FU/i9cUwUycy8vLc1/u37+/iSMBAAAAAKB+yMvLU8eOHaNyLKYyAQAAAAAAmMRmGIZh9iBQfSUlJdq8ebMkqXnz5rLbrV8ElZub667uWb9+vVq3bm3yiBApXsP4x2sY33j94h+vYfzjNYx/vIbxjdcv/sXja+h0Ot2zVnr16qWUlJSoHNf6n+IRVEpKivr162f2MKqtdevWateundnDQA3wGsY/XsP4xusX/3gN4x+vYfzjNYxvvH7xL55ew2hNX6qKqUwAAAAAAAAmIZgBAAAAAAAwCcEMAAAAAACASQhmAAAAAAAATEIwAwAAAAAAYBKCGQAAAAAAAJMQzAAAAAAAAJjEZhiGYfYgAAAAAAAA6iMqZgAAAAAAAExCMAMAAAAAAGASghkAAAAAAACTEMwAAAAAAACYhGAGAAAAAADAJAQzAAAAAAAAJiGYAQAAAAAAMAnBDAAAAAAAgEkIZgAAAAAAAExCMAMAAAAAAGASghkAAAAAAACTEMygVh08eFC//vWv1b17dzVs2FBNmjRRv3799Mwzz6ioqMjs4dVLGzZs0MMPP6wRI0aoXbt2Sk5OVlpamrKzszVlyhR9/vnnIY8xd+5c2Wy2sL7mzp0b+ydVz4T7vR86dGjIYy1btkzjxo1z/yy0a9dO48aN07Jly2L/ROqpoUOHhv0aVn6tWLHC4xicg7Fz/PhxLV26VA888IBGjhypZs2aub+Xt956a8THi8Y55nQ69corr2jw4MFq3ry5UlNT1aVLF02fPl1bt26NeEx1XTRew6KiIr333nuaMWOG+vXrp8zMTDkcDjVt2lQDBw7UQw89pKNHj4Y8TiTnO34Qjdcw2r8ni4qK9PTTT6tfv35q0qSJGjZsqO7du+vXv/61Dh48WLMnXAfV9DU8cOBAxO+VHTt29HsszsPIRePzQlW8F/phALXkww8/NDIyMgxJfr+ys7ON3bt3mz3MemXw4MEBX4+qX5MnTzZKS0sDHmfOnDlhHUeSMWfOnNp7gvVEuN/7IUOGBDxGRUWFMXXq1KD3nzZtmlFRUVF7T6yeGDJkSNivoSQjISHBOHTokMcxOAdjJ9j3MicnJ+zjROscy8vLM/r16xfwGMnJycbrr79ew2ddt9T0Nfzmm2+MtLS0kOdWRkaGsWDBgqDHiuR8xw+icR5G8/fk7t27jW7dugX9WViyZEnNn3gdUtPXcP/+/RG9V0oyRowY4fdYnIeRidbnBcPgvTAYu4BasGnTJk2aNEnFxcVKS0vT//t//0/Dhg1TcXGxFixYoNdff127du3SNddcow0bNig9Pd3sIdcLR44ckSS1adNGP/nJTzR48GB16NBBFRUVWrt2rZ577jkdPnxYb7/9tsrLy/WXv/wl5DE//vhjtWnTJuD2du3aRW388DRjxgzdcccdAbc3bNgw4Lbf/e53mj17tiSpd+/euvvuu9WlSxft3btXTz/9tDZt2qQ33nhDzZs31+OPPx71sddnc+bM0dmzZ4Pus23bNk2aNEmSNHz4cLVt2zbgvpyDsdOhQwd1795dn3zyScT3jcY5VlFRoXHjxumrr76SJI0fP1633XabmjRpoi+//FKPPvqojh8/runTp6tt27YaOXJk9Z9sHVWd17CwsFBnzpyRJA0aNEijRo1S37591bRpU+Xl5em9997T66+/rsLCQt10003KyMgI+b3v27ev5syZU6PnUl/V5DysVJPfk6dPn9Y111yj3bt3S5Juu+02XX/99UpNTdXy5cv1xBNPqLCwUJMmTdKaNWt08cUXV3ucdVV1XsO2bdtq8+bNIfd74okn3H+v5uTkBN2X8zA80fy8wHthEGYnQ6gfKpNWu91ufPHFFz7bn376aXfC+eCDD9b+AOupa665xli4cKHhdDr9bs/LyzOys7Pdr83KlSv97lf1v1D79++P4YjhT03PnZ07dxp2u92QZPTt29coKiry2H727Fmjb9++7nOYyrbad/fdd7tf53nz5vls5xyMnQceeMBYsmSJcfToUcMwPP9rG+5/6qN1js2ePdv92HfccYfP9t27d7srU7t27WqUl5dH9mTrqJq+hmvWrDEmTpxobN26NeA+H3zwgWGz2QxJRpcuXQyXy+V3v8r/1AerYISvaJyH0fo9ef/997uP8/TTT/tsX7Nmjft853X+QTRew1CcTqfRpk0bQ5KRnp7u87u2EudhZKL1eYH3wuAIZhBzX375pfvkmT59ut99KioqjPPPP9+QZDRu3NgoKyur5VEikCVLlrhfv5kzZ/rdhw+F5qppMDNjxgz3MdauXet3n7Vr1wZ9E0TsVFRUGG3btjUkGWlpacbZs2d99uEcrD3V+TARrXOs8n2ySZMmfn8ODMMwnnjiCfdx/va3v4U1vvomFh8IDcMwrrvuOvdxN27c6HcfPhBGh1nBTFlZmdGoUSNDknH++ecHnG4xffp092OtX7++Wo9V18XiPPzHP/7hPuaUKVMC7sd5GH3hfF7gvTA4mv8i5j744AP35SlTpvjdJyEhQZMnT5YknTx5UsuXL6+NoSEMw4YNc1/eu3eviSNBLBiGocWLF0uSunfvrgEDBvjdb8CAATrvvPMkSYsXL5ZhGLU2xvrus88+0+HDhyVJEyZMUIMGDUweESIRrXNs165d2r59uyRp4sSJAX8OqjbRfP/992s6fESA98u6b/ny5Tp16pSkc9NkEhL8f5TiPDTH22+/7b4cahoToivU7z/eC0MjmEHMVXbpbtiwoS655JKA+w0ZMsR9ec2aNTEfF8JTWlrqvpyYmGjiSBAL+/fvd88drnoO+lO5/fDhwzpw4ECsh4b/qPqHZmWAjfgRrXOs6ooXwY7TqlUrZWdnS+K9tLbxfln3hXse9u3b1/2BkfOwdpw+fdr9z+COHTvqsssuM3dA9Uyo33+8F4ZGMIOYq0w1u3btKrs9cL/p7t27+9wH5lu5cqX78vnnnx9y/ylTpqhNmzZKSkpSs2bNNGDAAN13333u//gjdt555x1dcMEFatCggdLT09WtWzfl5OQErUDbtm2b+3LVc9AfztHad+bMGfd/erKyssJa8pxz0FqidY5V5zjfffddyMbSiJ5I3i937NihSy+9VI0bN1ZKSoratWunsWPHuptnIraq+3sy3PPQbrera9eukni/rC2LFi1SUVGRJOmWW24Ja6lrzsPoCfX7j/fC0AhmEFMlJSXKz8+XFHolkMzMTPeqMd99913Mx4bQXC6XnnzySff1iRMnhrzPihUrlJubq/Lycp04cUJffvmlHnvsMXXt2lWvvvpqLIdb723btk3bt29XcXGxzpw5oz179ujtt9/W5ZdfrnHjxrnLr6s6dOiQ+3Koc7R9+/buy5yjtePdd991/zFx8803h/WHJuegtUTrHKvOcQzD8LgfYuebb77RRx99JEnq1atXyGDm2LFjWr9+vU6dOqXS0lIdPnxYH374oXJycnTxxRfzYT7Gqvt7svJ8atiwoRo3bhz0MSrPw7y8PI9qAsRGdapLOQ+jI5zPC7wXhsZy2Yip06dPuy+npaWF3L9hw4Y6e/ase1lKmOsPf/iD1q9fL+ncUnTBpqJ17txZ48eP18CBA92/CPft26d3331XixYtUklJiX72s5/JZrPp9ttvr5Xx1xcNGjTQmDFjNHz4cHXv3l1paWnKy8vTypUr9corr+jEiRP64IMPNHbsWH366adyOBzu+0ZyjlZdbptztHZE8ocm56A1Resc41y1rtLSUk2bNk0VFRWSpMceeyzgvgkJCRo+fLiuvvpqXXTRRWratKlOnz6tr7/+Wq+++qq2b9+ubdu2adiwYVq/fr06dOhQW0+jXqjp78nK8zDcv2krnTlzRsnJyVF6FvD27bffuis2/uu//stdrRQI52F0hfN5gffC0AhmEFMlJSXuy0lJSSH3r3zTKi4ujtmYEJ6VK1fqt7/9rSSpRYsWevnllwPuO27cOOXk5Pj8N79fv36aNGmSli5dqvHjx6u8vFy/+tWvNGbMGLVq1Sqm469PDh8+7Pc/d1dccYVmzpypkSNHatOmTVq5cqVefvll/eIXv3DvE8k5WvWPSs7R2Dt06JBWrFgh6VwzvMq50v5wDlpXtM4xzlXr+vnPf64NGzZIOtdwdPTo0QH3fe+99/z+vh48eLDuuOMO3XbbbXrrrbd07Ngx3XXXXXrvvfdiNex6Jxq/JyvPw0j+ppU4D2Nt/vz57iax4VTLcB5GT7ifF3gvDI2pTIiplJQU9+WysrKQ+1eWeqampsZsTAht69atGjdunJxOp1JSUvTOO++oRYsWAfdv1KhR0CkWo0aN0gMPPCBJKioq0uzZs6M+5vosWDl1y5YttWjRIneVzAsvvOCxPZJztGopNudo7M2fP18ul0tS6NUlOAetK1rnGOeqNT3xxBN64403JJ37gP/SSy8F3T/Y72uHw6E33njDvSLJ+++/T2+oKIrG78nK8zCSv2klzsNYmzdvnqRzH8QnTZoUcn/Ow+iI5PMC74WhEcwgptLT092Xwykhq+ylEE6JKGJj//79GjFihAoKCpSYmKgFCxZEpbP97bff7v6DqGqDMMRe586ddcUVV0iS9uzZ4+6KL0V2jlZtnMY5GnuR/qEZCuegOaJ1jnGuWs+rr76qe++9V9K5JpN///vfPUrnq8Nut2vq1Knu65yrtSvU78nK8zCSv2klzsNYWr9+vXbs2CFJGjNmTMjeP+HgPAwt0s8LvBeGRjCDmEpJSVHTpk0lKWTTpYKCAvcJVLXpE2rPkSNH9OMf/1hHjhyRzWbTm2++qbFjx0bl2C1atHD/LPCfh9p3wQUXuC9X/f5XbZwW6hyt2oCNczS2NmzY4F55YNSoUcrMzKzxMTkHzRGtc6w6x7HZbCGbI6J6/vrXv+qOO+6QdG7FtE8//VTNmjWLyrED/b5G7IX6PVl5Pp09e1YnT54MeqzK87B58+b0l4mh6jT9DQfnYWDV+bzAe2FoBDOIucpfbHv27JHT6Qy4X2XaLYW3LDOiKz8/X1dccYX27dsn6dyUl2i+wUkKa0UZxEag733VPzyqnoP+cI7Wnqp/aIaaxhQJzsHaF61zrDrHad++fY0rOODrww8/1OTJk+VyudS6dWt99tlnUf2jn/PUXMG+/+Geh06nU3v37pXE+2UslZeXa8GCBZLOhWpXXXVV1I7NeehfdT8v8F4YGsEMYu5HP/qRpHP/Xdi4cWPA/aqWCQ4aNCjm48IPTp06pSuvvNL9H/onn3xSd955Z1QfIy8vz710eps2baJ6bIRW+dpKnt//Tp06ua+HKtVdtWqVJKlt27bq2LFj9AcJSZ5/aDZv3lwjR46MynE5B80RrXOs8r001HGOHj2qXbt2SeK9NBY+++wzTZw4UU6nU02bNtWnn36qLl26RPUxAv2+RuyF+j0Z7nm4YcMGdxU452HsfPTRRzpx4oQk6cYbb5TdHr11bTgPfdXk8wLvhaERzCDmrr32WvflOXPm+N3H5XK5/0PcuHFjDRs2rDaGBp1rcHfNNdfo66+/liT97ne/0z333BP1x3nttdfcHfOHDBkS9eMjsP379+vTTz+VJHXp0kVt27Z1b7PZbO7y0x07dmjdunV+j7Fu3Tr3fx7Gjh3Lf5JiaNmyZcrLy5MU3T80OQfNEa1zLDs72/2fw7/97W8qKirye5y5c+e6L48bN66mw0cVX3zxhcaOHavS0lI1atRIH3/8sXr06BHVx3A6nXrzzTfd16PR4w3hC/V7cujQoWrUqJEk6a233nLv643zsHbEqrqU89BXTT8v8F4YBgOoBYMHDzYkGXa73fjiiy98tj/99NOGJEOS8eCDD9b+AOup0tJSY8SIEe7v/S9/+cuIj7F//37j66+/DrrPkiVLjKSkJEOSkZqaahw6dKiaI4a3Dz/80CgvLw+4/ejRo0bv3r3dr/Fzzz3ns8/OnTuNxMREQ5LRt29fo6ioyGN7UVGR0bdvX/c5vGvXrqg/D/zguuuuc79eGzduDLk/52Dt2r9/v/v1ycnJCes+0TrHZs+e7X7sO++802f7nj17jIyMDEOS0bVr16C/G+qz6ryGmzZtMho3bmxIMho2bGh8/vnnET/uP//5T6OgoCDg9rKyMiMnJ8c9ttGjR0f8GPVFpK9hNH9P3n///e7Hfvrpp322f/HFF4bdbjckGUOGDAnn6dRL1TkPqzpx4oT79erVq1fY9+M8jFw0Pi8YBu+FoUSv3gsI4o9//KMGDRqk4uJijRgxQvfee6+GDRum4uJiLViwQK+99pqkcynor3/9a5NHW3/ccMMN+uSTTyRJl19+uaZOnaotW7YE3D8pKUnZ2dketx04cEDDhg3TwIEDNXr0aF100UXupfL27dunRYsWadGiRe7/Kj377LMeFRuomZkzZ6q8vFzXXXedBg4cqI4dOyo1NVX5+flasWKFXn31VXdZ9o9+9CO/JafZ2dmaNWuWnnzySW3YsEGDBg3SPffcoy5dumjv3r166qmntGnTJknSrFmz1K1bt1p9jvVJQUGBli5dKknq2bOn+vTpE/I+nIOx9fnnn2vPnj3u65Xnk3Sud1rV/8pJ0q233upzjGidYzk5OXrzzTe1Zs0avfTSSzp69Khuu+02ZWZmav369XrkkUdUWFiohIQE/elPf4pqWX88q+lruHfvXl155ZXuZq+PPvqoGjVqFPT9skWLFj7Lxr711lsaM2aMxowZo6FDh+q8885TRkaGzpw5o40bN+q1115zTxFo0aKF/vjHP1bj2dZNNX0No/l7ctasWVq4cKF27dqlu+++W3v27NH111+v1NRULV++XI8//ricTqdSU1P1/PPP1/zJ1xHR+F1a1YIFC9zLJUdSLcN5GLlofF6QeC8MyeRgCPXIhx9+6E4v/X1lZ2cbu3fvNnuY9Uqg1yLQV1ZWls8xli9fHtZ9GzRoYLz66qu1/yTruKysrLC+/9ddd13Q/xBVVFQYP/3pT4MeY+rUqUZFRUXtPbl66OWXXw76n1h/OAdjq+p/TsP5CiRa51heXp7Rr1+/gMdITk42Xn/99Wh/G+JaTV/DOXPmRPx+6a/6N9xx9OrVy9i6dWstfGfiR01fw2j/nty9e7fRrVu3gMfJyMgwlixZEotvRdyK1u/SSpdeeqkhyUhMTDRyc3OjPg7Owx9E+vvP3+eFSrwXBhYn8RHqgtGjR+vf//63/vjHP+qjjz7SoUOHlJSUpK5du+onP/mJfv7zn6tBgwZmDxMRuuSSSzR//nytXbtWGzZsUG5urvLz8+V0OpWZmakePXpo+PDhmjZtms9/D1Fzb731llauXKm1a9dq3759ys/PV2FhodLS0tS+fXv913/9l3JycjRw4MCgx0lISNDs2bN13XXX6bXXXtNXX32l/Px8NWvWTP369dP06dOj1oQWgc2bN0+SlJiYqJtuuims+3AOxodonWPNmjXTF198oddff11/+ctftH37dp09e1Zt2rTR8OHD9ctf/jLqfU8QHffcc48uvvhirV27Vtu2bVNeXp6+//57JScnq2XLlurbt68mTJigcePGKTEx0ezh1inR/j3ZtWtXbdq0SS+99JLeeecd7dmzR2VlZWrfvr2uvvpq/fKXv1RWVlYtPLP6affu3fryyy8lSVdccYVatWoV9n05D83Fe2FgNsMI0LUKAAAAAAAAMcWqTAAAAAAAACYhmAEAAAAAADAJwQwAAAAAAIBJCGYAAAAAAABMQjADAAAAAABgEoIZAAAAAAAAkxDMAAAAAAAAmIRgBgAAAAAAwCQEMwAAAAAAACYhmAEAAAAAADAJwQwAAAAAAIBJCGYAAAAAAABMQjADAAAAAABgEoIZAAAAAAAAkxDMAAAAAAAAmIRgBgAAAAAAwCQEMwAAAAAAACYhmAEAAIiRuXPnymazyWaz6cCBA2YPx3RlZWXq1q2bbDabFi1aVKNj3XnnnbLZbMrJyYnS6AAAMAfBDAAAiMiKFSvcYcNDDz1k9nAQR/74xz9qz5496tmzp6677roaHeuee+5RUlKS5s2bp40bN0ZphAAA1D6CGQAAEFV1vUqkrj+/WDl9+rSeeuopSdJ9990nm80WcN+ioiLZ7XbZbDY98cQTfvfp0KGDcnJyZBiG7r///piMGQCA2kAwAwAAECO33nqrDMOQYRjq2LGj2cMx1csvv6wTJ06oQ4cO+slPfhJ0340bN6qiokKS1K9fv4D7/frXv5YkLVu2jKoZAEDcIpgBAABATFVUVOjFF1+UJN1www1KSAj+J+j69eslSTabTX379g2433nnnac+ffpIkl544YUojRYAgNpFMAMAAICY+vTTT/Xdd99Jkm666aaQ+1cGM127dlXjxo2D7lt5vHfeeUenT5+u2UABADABwQwAAIiKyqbAU6ZMcd/WqVMndz+Wyq8VK1b4vf/y5cuVk5Ojzp07q0GDBsrIyFCvXr00a9YsHTlyJODjPvTQQ+5jS9KpU6f0yCOPqHfv3mrcuLFsNpvmzp3r3n/Lli169NFHdeWVV6pdu3ZKTk5WWlqaunXrppycHK1bty5qzy/cfjRlZWX685//rGHDhql58+ZKSkpSq1atdPXVV2v+/PlyuVxhP/+SkhI988wz6tOnj9LT05Wenq7+/fvrxRdflNPpDHicI0eO6Le//a369OmjRo0ayeFwqGXLlurVq5duuOEGzZ07V4WFhQHvH8zf/vY3SVK3bt3Uq1evgPs1b95cNpvNvf/u3bt9vr/ewU5lE+GioiItXry4WuMDAMBMdrMHAAAA6reSkhJNmTJFCxYs8Nm2ZcsWbdmyRS+//LL++te/avTo0UGPtXv3bo0YMSJgCLJixQoNGzbM5/aysjLt2bNHe/bs0dtvv63f/va3AZvORtuBAwc0cuRI7dixw+P2Y8eOadmyZVq2bJleffVVLV68WE2aNAl6rGPHjumqq67Sv/71L4/bv/rqK3311Vf65JNP9MEHH/hMJVq9erVGjRrlE7wcP35cx48f15YtW7RgwQI1a9ZMo0aNivg5Ll++XJI0YMCAgPscOXJE+fn5IY/Vs2dPj+tZWVlq1aqVjh49qmXLlunmm2+OeHwAAJiJYAYAAERFv379tHnzZi1evFj33XefJOnjjz9WmzZtPPbr1KmT+7JhGJowYYI++ugjSdLo0aM1ceJEde7cWQkJCVq/fr2ee+45ffvtt5owYYLWrFkTtOfIhAkTdPjwYc2cOVNjxoxRZmamdu/eraysLEmS0+lUw4YNdc011+jyyy9X9+7dlZGRoePHj2vr1q3605/+pIMHD+rJJ59Udna2R3VMdZ5fKGfOnNHw4cO1b98+SdK1116rn/70p2rTpo3279+vF198UStXrtTnn3+u0aNHa9WqVUpMTAx4vPHjx2vbtm36xS9+odGjR6tJkybauXOnHnnkEW3fvl1LlizR66+/runTp7vvU1paquuvv16FhYVKT0/XjBkzNGzYMLVo0UJlZWXav3+/vvjiC73//vthP6+qDh065A7KgjXyzczM1ObNm7Vz505NmDBBkvSnP/3JJ0hr166dz3379++vDz/8UCtXrqzWGAEAMJUBAAAQgeXLlxuSDEnGgw8+6LN9zpw57u379+8PeqzXXnvNkGQ4HA5j2bJlfvf5/vvvjR49ehiSjEGDBvlsf/DBB92Pl5CQYHz88ccBHy8vL88oKCgIuL20tNS44oorDElGVlaW4XQ6a/T8Qu37m9/8xr39vvvu89nucrmMm266yb3Pn//8Z599qj5/h8NhLF++3GefEydOGC1btjQkGRdeeKHHts8++8x9/yVLlgR8LuXl5capU6eCPl9/Fi5c6D7+6tWrQ+4/b9489/579uwJ6zF+//vfu+9z9OjRiMcIAICZ6DEDAABMYRiGnnrqKUnSL37xC1111VV+98vMzNQzzzwjSVqzZo12794d8Ji33nqrRowYEXB7s2bNgjaTTUpKcj/WwYMHfaYERVNpaaneeOMNSVKPHj300EMP+exjs9n05z//WU2bNpUk98pGgcycOVNDhw71ub1Jkybu6p/Nmzfr1KlT7m1Hjx51X77ssssCHttutysjIyPo4/tz6NAh9+UWLVqE3L/ye56RkaHOnTuH9RhVj1tZfQQAQLwgmAEAAKbYtm2b9u7dK0nuqSuBVA0M1q5dG3C/cFb8qaq0tFTffvuttm3b5u5nYxiGe/s333wT0fEisXHjRp08eVLSuUAp0BSljIwMTZw4UdK571lubm7AYwZ7/pdccomkc4HY/v373be3bt3afXnOnDlhjz9ceXl57suZmZkh968MZi688EJ3Q+NQqvbeqRo0AQAQDwhmAACAKTZs2OC+PHDgQJ/Vd6p+paWlufcN9sH7wgsvDPm4Z8+e1RNPPKGLLrpIDRs2VFZWlnr06KFevXqpV69e6t27t3vfcJrRVteWLVvcly+99NKg+1bdXvV+3rp37x5wW9Xwouqy0j/60Y/clSl33XWX+vfvryeeeEJr1qxRWVlZ0HGF4/vvv3dfDieYqQzDqr4OoVQ97tmzZyMYHQAA5qP5LwAAMMXx48erdb+ioqKA20J98D9w4IAuv/xyj4qRYIqLiyMaWySqBhahpvi0atXK7/28NWjQIOC2qisxVVRUuC87HA4tWbJEEyZM0Pbt290rOElSamqqLrvsMk2ePFmTJk0K2ng4kJSUFPfl4uJipaenB9z38OHD7jDs4osvDvsxqr5ODocj4jECAGAmghkAAGCKquHAkiVL1LFjx7DuFyzECBUc3HLLLdq/f79sNpumTJmi66+/Xueff76aN2+upKQk2Ww2uVwu93GqTmuKpXCn7MTKBRdcoM2bN2vJkiVasmSJVq1apT179qi4uFgff/yxPv74Y/3P//yP/v73v4fVJ6aq5s2buy9///33QYOZqj19IglmqoZVwXoIAQBgRQQzAADAFJUNbaVzH6Z79uwZ08fbsWOHPv/8c0nSvffeq0cffdTvfsEqUqKp6tSiY8eOKTs7O+C+VadvVb1fNCUmJuraa6/VtddeK0nKzc3VP/7xD7300kvauHGjNm7cqOnTp0e8bHbVYKagoMC9dLk/lcGMw+GI6OehoKDAfblDhw4RjQ8AALPRYwYAAERVuNUfVXuIrFmzJlbDcdu6dav78qRJkwLuV7X3jT/Rqm6pGjx8+eWXQfddv3693/vFUuvWrTVlyhStXbtWffr0kSQtXbo04uldvXr1cl/etWtX0H0r+8ucf/75SkpKCvsxKo+bnJysrl27RjQ+AADMRjADAACiqmpPkdLS0oD79enTR+3atZMkvfbaayopKYnpuJxOp/tysAaxr7zyStDjhPv8Qrnkkkvc027eeustuVwuv/udPn1af/vb3ySdm3JUdRWl2uBwODRkyBBJ576HlStJhatv377u71ll75pAdu7cKSl4E2N/Ko/bu3dveswAAOIOwQwAAIiqqsFB5XLY/iQkJOjee++VJO3bt0+TJ08OGnQUFhbqxRdfrPa4unXr5r48d+5cv/u8/PLLWrx4cdDjhPv8QklOTta0adMknVtp6ZFHHvHZxzAM/fznP3c3xP35z39e7ccLZPXq1dqzZ0/A7WVlZVq5cqUkKS0tzWNqUjiSkpLcq0pVrfzxp7CwUJJUXl4e9vFLS0v173//W5I0YsSIiMYGAIAV0GMGAABEVe/evZWSkqKSkhLdf//9cjgcysrKcq8K1LZtW6WmpkqSfvazn+nTTz/V+++/r3feeUdff/21pk+frv79+6tRo0YqLCzUjh07tGLFCn344YdKSUmpdjjRu3dv9ezZU1u2bNGrr76qgoIC3XLLLWrdurUOHTqk+fPna9GiRRo0aFDQqVWRPL9QHnjgAb333nvat2+fHnroIW3evFlTpkxR69attX//fr344otasWKFpHNLit9+++3Veu7BfPbZZ3rkkUc0ePBgXXPNNbrwwgvVvHlzFRcXa9euXXrllVf09ddfS5KmTp0quz3yPx/Hjh2rlStXav369Tp9+nTABsCdO3fWgQMHtHTpUr344osaOHCgkpOTJUlZWVl+77dq1Sp3kDNu3LiIxwYAgOkMAACACCxfvtyQZEgyHnzwQb/73H333e59vL+WL1/usW9ZWZkxY8YMw2azBbxP5VenTp18HuvBBx90bw9l06ZNRmZmZsDj9+rVyzhy5EjUnt+cOXPct+/fv9/vsfbv329079496PMeNGiQceLECb/3D/f5V33dqo6x6v2DfY0dO9YoKioK+hiB5OfnG8nJyYYk46233gq435IlSwL+HGzcuNHvfW699VZDktGjR49qjQ0AALMxlQkAAETdk08+qddff12DBw9WkyZNgi5j7XA49Oc//1nffPONZs6cqV69eqlRo0ZKTExUo0aNdPHFF2vq1KlatGiRtm/fXqNxXXzxxfrXv/6ln/3sZ8rKypLD4VCTJk3Uv39/Pfvss1q/fn1YPVwieX6hdOzYUd98841efPFFDRkyRE2bNpXD4VDLli111VVXad68eVq1alXMVmP6zW9+o3fffVczZszQgAED1KFDB6WkpCglJUUdO3bUxIkTtXTpUn3wwQdhVwJ5a9q0qcaPHy9J+stf/hJwv1GjRmnZsmW64oorlJmZ6W60HGiVppKSEr333nuSpDvuuKNaYwMAwGw2wzAMswcBAACAuu3LL7/UgAEDlJiYqL179wZdNjtc8+fP1y233KKmTZvqwIEDSktLi8JIAQCoXVTMAAAAIOYuvfRSjR8/XhUVFXriiSdqfDyXy6XHH39ckjRr1ixCGQBA3KJiBgAAALVi586d6tmzpxISErR37173cunVsXDhQl1//fXq0KGDduzYUe1pVgAAmI1VmQAAAFArzjvvPL355pvau3evvv322xoFMxUVFXrwwQd1+eWXE8oAAOIaFTMAAAAAAAAmoccMAAAAAACASQhmAAAAAAAATEIwAwAAAAAAYBKCGQAAAAAAAJMQzAAAAAAAAJiEYAYAAAAAAMAkBDMAAAAAAAAmIZgBAAAAAAAwCcEMAAAAAACASQhmAAAAAAAATEIwAwAAAAAAYBKCGQAAAAAAAJMQzAAAAAAAAJiEYAYAAAAAAMAkBDMAAAAAAAAmIZgBAAAAAAAwCcEMAAAAAACASQhmAAAAAAAATEIwAwAAAAAAYBKCGQAAAAAAAJP8f4iTXiRhoKGcAAAAAElFTkSuQmCC", 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" ] }, "metadata": { "image/png": { "height": 433, "width": 563 } }, "output_type": "display_data" } ], "source": [ "plt.plot(hypervols)\n", "plt.xlabel(\"Iterations ($t$)\")\n", "plt.ylabel(\"Hypervolume\")\n", "plt.grid(axis=\"y\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## ...that's all!" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 0 }