{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Hierarchical Boundary Coefficient Clustering (HBCC)\n", "\n", "HBCC is a boundary-based clustering algorithm based on the intuition that: (1)\n", "points within a clusters have near neighbors on all sides, and (2) points\n", "in-between clusters or on the edge of a cluster predominantly have neighbors in\n", "the direction of the cluster's core. Vandaele et al.'s `boundary coefficient`\n", "quantifies this intuition. HBCC interprets the `boundary coefficient` as a\n", "distance, from which it creates a density-like profile. HDBSCAN's principled\n", "density-based cluster extraction strategies are then used to detect\n", "boundary-based clusters.\n", "\n", "\n", "The relation between the boundary coefficient and local density is not\n", "completely clear yet. Their main difference is that density only considers how\n", "far away neighbors are, while the boundary coefficient also considers how spread\n", "out they are. Typically, local density maxima occur towards the center of a\n", "cluster (due to some Gaussian-like spread around a true centre). In that case,\n", "the boundary coefficient agrees, neighbors are spread out around the local\n", "density maximum. However, the boundary coefficient can have local minima in\n", "places where there is not density maximum, allowing it to detect clusters that\n", "are not detectable using density-based clustering.\n", "\n", "To demonstrate this, consider a three-point star in which density decrease along\n", "its arms:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.tri as mtri\n", "import matplotlib.pyplot as plt\n", "\n", "from scipy import linalg\n", "from fast_hbcc import HBCC\n", "from fast_hdbscan import HDBSCAN\n", "from sklearn.utils import shuffle" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def make_star(num_samples=100, length=2, scale=0.02):\n", " \"\"\"Creates a star with three branches.\n", "\n", " Datapoints are spaced logarithmically along the branch length,\n", " with the high-density part at the start of the branches.\n", " \"\"\"\n", "\n", " def rotation(axis=[0, 0, 1], theta=0):\n", " return linalg.expm(np.cross(np.eye(3), axis / linalg.norm(axis) * theta))\n", "\n", " def rotate(X, axis=[0, 0, 1], theta=0):\n", " M = rotation(axis=axis, theta=theta)\n", " data = np.hstack((X, np.zeros((X.shape[0], 1), dtype=X.dtype)))\n", " return (M @ data.T).T[:, :2]\n", "\n", " max_exp = np.log(length)\n", " x = np.exp(np.linspace(0, max_exp, num_samples)) - 1\n", " branch = np.hstack((x[None].T, np.zeros((x.shape[0], 1), dtype=x.dtype)))\n", " X = np.vstack(\n", " (\n", " rotate(branch, theta=np.pi / 2),\n", " rotate(branch, theta=2 * np.pi / 3 + np.pi / 2),\n", " rotate(branch, theta=4 * np.pi / 3 + np.pi / 2),\n", " )\n", " )\n", " X += np.random.normal(scale=scale, size=X.shape)\n", " y = np.repeat([0, 1, 2], num_samples)\n", " X, y = shuffle(X, y)\n", " return X, y\n", "\n", "\n", "X, y = make_star(length=1.5, scale=0.1 * np.sqrt(1 / 2))\n", "X = np.concat((X, X + np.array([1.2, 0])))\n", "y = np.concat((y, y + y.max() + 1))\n", "\n", "kwargs = dict(s=16, cmap=\"tab10\", vmin=0, vmax=9)\n", "plt.scatter(*X.T, c=y, **kwargs)\n", "plt.axis(\"equal\")\n", "plt.axis(\"off\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Density-based clusters\n", "\n", "Density-based clustering algorithms, like HDBSCAN, create a density-profile of\n", "the data expressing how dense each part of the data space is. We show this\n", "density profile in a 3D plot, where peaks correspond to high density values." ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [], "source": [ "hdbscan = HDBSCAN(min_cluster_size=45, cluster_selection_method=\"leaf\").fit(X)\n", "density = 1 / hdbscan._core_distances" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(6, 3))\n", "tri = mtri.Triangulation(X[:, 0], X[:, 1])\n", "ax = fig.add_subplot(1, 1, 1, projection=\"3d\", computed_zorder=False)\n", "ax.view_init(elev=30, azim=-110)\n", "ax.scatter(\n", " X[:, 0],\n", " X[:, 1],\n", " np.repeat(density.min(), X.shape[0]),\n", " s=1,\n", " alpha=1,\n", " edgecolor=\"none\",\n", " linewidth=0,\n", ")\n", "ax.tricontour(\n", " tri,\n", " density,\n", " levels=np.exp(np.linspace(np.log(3.5), np.log(density.max()), 15)),\n", " cmap=\"cividis\",\n", ")\n", "ax.set_xticklabels([])\n", "ax.set_yticklabels([])\n", "ax.set_zticklabels([])\n", "xlim = ax.get_xlim()\n", "ylim = ax.get_ylim()\n", "zlim = ax.get_zlim()\n", "ax.set_box_aspect(aspect=(3, 3, 1.5))\n", "plt.subplots_adjust(-0.1, -0.1, 1.1, 1.1)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, density-based algorithms create a cluster hierarchy. Imagine a plane\n", "sliding down over the density-profile. The cluster hierarchy describes how the\n", "peaks that poke through the plane merge as the plane slides down, forming a\n", "`join tree`. HDBSCAN calls this hierarchy the `condensed_tree` and provides a\n", "good plot for it. Notice that it plots density downward instead of upward!" ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hdbscan.condensed_tree_.plot()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The density-profile and condensed tree plot show that density-based clustering\n", "algorithm (in general) cannot detect this branching pattern. This is true for\n", "all branching patterns in which the branches are not separated from the cluster\n", "by a low density region and in which the branches do not contain a local density\n", "maximum. In other words, branching patterns do not conform to the definition of\n", "a cluster that density-based clustering algorithms use to detect clusters.\n", "\n", "As a result, HDBSCAN finds the two stars as clusters, and ignores the branches:" ] }, { "cell_type": "code", "execution_count": 145, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(6, 2))\n", "plt.subplot(1, 2, 1)\n", "plt.scatter(*X.T, c=hdbscan._core_distances, s=15)\n", "plt.axis(\"equal\")\n", "plt.axis(\"off\")\n", "\n", "plt.subplot(1, 2, 2)\n", "plt.scatter(*X.T, c=hdbscan.labels_ % 10, **kwargs)\n", "plt.axis(\"equal\")\n", "plt.axis(\"off\")\n", "\n", "plt.subplots_adjust(left=0, right=1, top=1, bottom=0, wspace=0, hspace=0)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Boundary-based clusters\n", "\n", "Clustering on a profile created from the boundary coefficient does find the\n", "branches, as that profile contains local maxima within the branches:" ] }, { "cell_type": "code", "execution_count": 141, "metadata": {}, "outputs": [], "source": [ "hbcc = HBCC(\n", " num_hops=4,\n", " min_samples=10,\n", " min_cluster_size=20,\n", " cluster_selection_method=\"eom\",\n", ").fit(X)\n", "coreness = 1 / hbcc.boundary_coefficient_" ] }, { "cell_type": "code", "execution_count": 142, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12, 3))\n", "ax = fig.add_subplot(1, 1, 1, projection=\"3d\", computed_zorder=False)\n", "ax.view_init(elev=30, azim=-110)\n", "ax.scatter(\n", " X[:, 0],\n", " X[:, 1],\n", " np.repeat(coreness.min(), X.shape[0]),\n", " s=1,\n", " alpha=1,\n", " edgecolor=\"none\",\n", " linewidth=0,\n", ")\n", "ax.tricontour(\n", " tri,\n", " coreness,\n", " levels=np.exp(np.linspace(np.log(1), np.log(coreness.max()), 20)),\n", " cmap=\"cividis\",\n", ")\n", "ax.set_xticklabels([])\n", "ax.set_yticklabels([])\n", "ax.set_zticklabels([])\n", "xlim = ax.get_xlim()\n", "ylim = ax.get_ylim()\n", "zlim = ax.get_zlim()\n", "ax.set_box_aspect(aspect=(3, 3, 1.5))\n", "plt.subplots_adjust(-0.1, -0.1, 1.1, 1.1)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a result, the cluster hierarchy also captured the branches." ] }, { "cell_type": "code", "execution_count": 143, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hbcc.condensed_tree_.plot()\n", "plt.ylabel('$1 / bc$')\n", "plt.ylim([1.5, 1])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And the branches can be selected as clusters:" ] }, { "cell_type": "code", "execution_count": 144, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(6, 2))\n", "plt.subplot(1, 2, 1)\n", "plt.scatter(*X.T, c=hbcc.boundary_coefficient_, s=15)\n", "plt.axis(\"equal\")\n", "plt.axis(\"off\")\n", "\n", "plt.subplot(1, 2, 2)\n", "plt.scatter(*X.T, c=hbcc.labels_ % 10, **kwargs)\n", "plt.axis(\"equal\")\n", "plt.axis(\"off\")\n", "\n", "plt.subplots_adjust(left=0, right=1, top=1, bottom=0, wspace=0, hspace=0)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Limitations: Noise Rejection\n", "\n", "Detecting noise points is less effective when using the boundary coefficient in\n", "place of core distances. CDC [4], the algorithm that inspired HBCC, addressed\n", "this issue by running a noise-detection pre-processing step. HBCC does not have\n", "such a step (yet). As a result, noise points can form clusters or create\n", "connections between clusters in more complicated datasets." ] }, { "cell_type": "code", "execution_count": 146, "metadata": {}, "outputs": [], "source": [ "data = np.load(\"data/flareable/flared_clusterable_data.npy\")" ] }, { "cell_type": "code", "execution_count": 147, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "c = HBCC(min_cluster_size=100, cluster_selection_method=\"leaf\").fit(data)\n", "kwargs[\"s\"] = 2\n", "plt.scatter(*data.T, c=c.labels_ % 10, **kwargs)\n", "plt.axis(\"off\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tuning the boundary coefficient parameters can improve results. However, the\n", "interaction between `num_points` and `min_samples` can be difficult to predict.\n", "Both parameters influence the position and presence of local maxima in the\n", "boundary coefficient profile. Generally, higher values result in a smooth\n", "profile, which creates fewer, larger clusters." ] }, { "cell_type": "code", "execution_count": 148, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hops = [2, 4, 6]\n", "samples = [2, 5, 10]\n", "kwargs[\"s\"] = 1\n", "plt.figure(figsize=(8, 6))\n", "cnt = 1\n", "for samples in samples:\n", " for hop in hops:\n", " c = HBCC(\n", " num_hops=hop,\n", " min_samples=samples,\n", " min_cluster_size=100,\n", " cluster_selection_method=\"leaf\",\n", " ).fit(data)\n", " plt.subplot(3, 3, cnt)\n", " if samples == 2:\n", " plt.title(hop)\n", " if hop == 2:\n", " plt.ylabel(samples)\n", " plt.scatter(*data.T, c=c.labels_ % 10, **kwargs)\n", " plt.xticks([])\n", " plt.yticks([])\n", " cnt += 1\n", "plt.text(\n", " 0,\n", " 0.5,\n", " \"Min. samples\",\n", " rotation=90,\n", " va=\"center\",\n", " ha=\"center\",\n", " transform=plt.gcf().transFigure,\n", ")\n", "plt.text(\n", " 0.5,\n", " 1,\n", " \"Num. hops\",\n", " va=\"center\",\n", " ha=\"center\",\n", " transform=plt.gcf().transFigure,\n", ")\n", "plt.subplots_adjust(left=0.05, top=0.95, wspace=0, hspace=0)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Operating on HDBSCAN clusters\n", "\n", "Noise can also be rejected by first extracting larger HDBSCAN clusters and\n", "computing boundary coefficient sub-clusters within each larger cluster. This\n", "approach is also used by [FLASC](https://github.com/vda-lab/pyflasc) for branch\n", "detection and supported by the\n", "[fast_hdbscan](https://github.com/TutteInstitute/fast_hdbscan/) package." ] }, { "cell_type": "code", "execution_count": 149, "metadata": {}, "outputs": [], "source": [ "from fast_hbcc import BoundaryClusterDetector" ] }, { "cell_type": "code", "execution_count": 153, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "c = HDBSCAN(min_samples=10, min_cluster_size=40).fit(data)\n", "d = BoundaryClusterDetector().fit(c)\n", "mask = d.labels_ != -1\n", "plt.scatter(*data[~mask].T, c='silver', s=)\n", "plt.scatter(*data[mask].T, c=d.labels_[mask] % 10, **kwargs)\n", "plt.axis(\"off\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comparing the density and coreness profiles indicates that the boundary\n", "coefficient indeed includes peaks that are not in the density profile. On the\n", "other hand, peaks in the density profile tend to also exist in the coreness\n", "profile, albeit with a less pronounced peak." ] }, { "cell_type": "code", "execution_count": 201, "metadata": {}, "outputs": [ { "data": { "image/png": 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WQgNyCoVCoVAoFAqlhdCAnEKhUCgUCoVCaSE0IKdQKBQKhUKhUFoIDcgpFAqFQqFQKJQWQgNyCoVCoVAoFAqlhdCAnEK5RchkMuA4rtWXQaFQKJRNBsdxyGQyrb4MSgmkrb4ACoVSGxzHIZVKIZ1OI5VKIZFIQC6XQ6PRgGGYVl8ehUKhUFpIJpPh54dkMol0Og2VSgWlUtnqS6OIQANyCuUmgeM4pNNpfoBNpVJ8VpxhGH7wzWQykEgkrb5cCoVCoTQRMgcI5wiO4/g5gjxO/k3ZXNCAnELZpJAtRjKw5gfgDMNAIpHwAyv5WyqVAsuydMClUCiUWxhhkiaZTBYE4CzL8nMBmUvIHCGTyVp9+ZQ8aEBOoWwSSACeTqcRjUaRTCYhkUh4XTjLsnzmWyzYFmbKaZacQqFQbi2EAXgkEgGQnReKJWnyIY+n02lIJBKwLC0j3EzQgJxCaSFCjR/Rg2cyGYyPjyMWi2HLli38QFsJ5LhkMkmz5BQKhXITI0zSEB04Kcy8cOECnE4nHA4HAPEkjZBMJoNoNAqVSsVnyeVyecPfA6VyaEBOoTSRcho/lmUhlWZ/llKptKYMBsMwdFuSQqFQbjLIXJAvUyRBuFCCwnEcZDJZ0UCc4zisra0hFAphaWkJy8vLSKfT2LNnD6xWK5/8oVnyzQMNyCmUBlKNxk9IrQMlyaaT15VKpTRLTqFQKJsUYZKGOKEI7WtJkqaSOSIajWJpaYkPwjOZDAwGA4xGIzweDxYWFjA0NASLxZKTtKFzxOaABuQUSh0p54RSTuNHyGQyfKa8FoRFPDRLTqFQKJsDMkfkZ8EBlEzS5EMC+dnZWT4Ij8fjaGtrg9FoRGdnJ9ra2vigPZ1OQy6XY3Z2FjMzM3A4HLyWnNYbbQ5oQE6hbIBSGj+O48oWYhaj2gx5flMgEvzT4h0KhUJpHZUkaSrdyUylUlheXsbS0hJisRguXboErVYLo9EIv98Pg8FQMpHDsix6enowNDQEu91OXbk2GTQgp1CqoBqN30YGuI1IVoT/n2TJafEOhUKhNJ5iSZpqd0mB7DwQDod5CUo4HIZCoYDJZALLstixYwdMJlPF1wUATqcTY2NjGB8fh9vtpq5cmwgakFMoZSim8csvxKxnhiGdTlcdkOcvAoRZclq8Q6FQKPUnPwAnbllCu9pKkzQcxyESiWBpaYkvxGRZFkajEQ6HA1u3boVKpQIAzMzMQKFQVH29DMOgr68PFy5cQEdHByQSCXXl2iTQgJxCyUNM41dJIWY9qVcAna8lpwMuhUKhbIxSATiZIyrdJY1Go3wGPL8Qs6enBxqNpuA8ZBFQS9IGACwWC3Q6HQKBAHw+X44JAKV10E+fctuTr/FbXV3F7Owsurq6qt5irBf1kKyQf7MsS4t3KBQKpUaITJHMEXNzc0in0zCbzVUnaRKJRI4TCinENJlMBYWYpa4HQFXjuTBjDwB+vx8nT56Ey+WCXC5HKpVq+jxHyYUG5JTbjlKFmAAQi8UwMzOD7u7ull1jtZo+YUFnPsIsOd2WpFAolNLk29US2R9hZWUFqVQKdru97LmEhZihUAhra2t8IWZfXx/0en3VmWlhzVI1CMd+g8EAq9WK4eFhbNu2jbpybQJoQE655alW47fRgsx6UE2GPB6PY3FxEevr6/D7/aLHsCxLi3coFApFBDJH5BfrlyrELDZHZDIZrKys8BKUcDgMpVLJe4EbjcYNF9nXGpDn4/P5cOTIEXg8HqjVaurK1WJoQE65JdmIxo8Mwq2kVECeSqX4wX5paQlra2vQ6XSIxWLQ6/Xo6OgoeA5pFkSLdygUyu1OKScUAGXtaoVzhLAQMxQKYXl5GRKJBCaTqaAQs14IfcurIf94jUaDzs5ODA4OYvfu3dSVq8XQgJxyS5Cv8dtIIeZmC8iFGZdQKITV1VWoVCoYjUZ4vV4YjUYwDIOpqSkMDw/D4XCIBvP5HTwpFArldkEsAK/FrpYkNuLxOC5dupRTiGk2m9Hb2ytaiFnv91JtYoX0xcinp6cHBw8exPLyMvR6PXXlaiF0VqbclJTT+G3UCaWVATlZXMzNzSEYDGJ5eRlSqRRGoxEdHR0wGo1QKpU5z0mlUmhvb8f09DQmJibgdrsLzsswDILBIFKpFLZt29byRQeFQqE0inra1SYSiRwnlFgsBoVCAafTia6uLuh0uqYGsLUGzGK1RgqFAh6PBwMDA7jnnntw/vx5dHV1wel00jmiydCAnHJTUIvGbyOv1eyBKN/6KpVKIRKJwGq1VpRxIdkPn8+HK1euoKOjQzQLHo/H+SwRLd6hUCi3CvW0qyWFmGRMJoWYJpMJfX19mJubg1wuh9frbcI7K6TSPhXJZJKfUxYXF2E2m7Fjx46C47xeLyYmJjA/P4+1tTU+wUXrjZoLDcgpm5JKCjFraUlf6Ws3GjHrK71eD6PRiK6uLpw+fRr9/f1Qq9VVnddms2FsbIz3l82HyFXI/9IMCIVCuRmppCV9NR0x82WBpBCTyAKFCYz5+flGvrWyFMuQp9Ppgveh0WhgNBrR2dmJ0dFReL1eaLXanOdJpVL09PRgcHCQD/apK1fzoQE5ZdNQL43fRmlEhjyVSmFlZYUPwCORSI71lcFg4BcYtXjMAjc6c/r9fpw6dQoul6ugk1s6nYZSqUQmk0EymaTFOxQK5aagnF0tCcDJ/y93rkgkwo/HQlmg0+mE0WgsWYjZ6jojkr3mOA6rq6v8+1hZWYFMJuMTO0ajkZ8DEokE1tbWMDQ0hN27dxecs6urC2NjY0gmk5DJZNSVqwXQgJzSMoQaP5LhWFpawsTEBHbs2NGQlvSVUI/BNpPJ8ANlKBRCOByGQqGAyWSC2+0uaX21UUsro9EIs9mMkZERbN26NedvwuYPtHiHQqFsVojcRChBSafTCAaDYBgGHo+nqkLMaDSasyvJcRw/VlZbiNmqgJy8j/n5ecTjcRw6dAjADU9xv98PtVpd9Nq8Xi9OnDiB5eVlGAyGnL8RyeP58+f559MseXOhATmlaeQXYopp/IDsSr7VLiDVDkAcx2FtbS3H+oplWRiNRtjt9qqsr+rR9MHv9+Po0aNwu93QaDT840KpirARBB1wKRRKqylWiEkg/RSE2fBixONxXj8dCoWQSCR4WaDL5dpwIWazxkxhQSl5H2q1GhKJBNu3b6/4fXAcB4VCAbfbjcHBQdx9990F78FmswEAZmZm0NbWxn8frZ6Pbxfop0xpGLVo/Ig1Xyup9PVjsVhBIabBYIDJZEJ3dze0Wm1Ng3YtAXm+pZVWq4XT6cTQ0BDuuOMO/nFhhpxlWaolp1AoLUPMrlbosS1WiFlsjijWn8FoNKK/vz9HFliP624UYp0989/H3NwcZmZmoNfrqz6/1+vFwYMHsbCwAKvVmvM38tmPj4/D6/VCKpXmzBmUxkIDckrdKKXxIwFjOY3fZvjRF9uOFFash0IhxGIx6HQ6mEwmOJ1O6PX6usg/SAaoliy9kN7eXhw6dAgrKyv8wJ2f7SCeunK5fFN89hQK5dalkiRNuQQBCchJISZJipBCTJPJJFqIWe/3Ua/xMpPJIBwO8/OKsLOn1+uFwWAokDfWKjVkGAYymYwv4LRYLDnvI5VKAcjKHkdGRtDf35+zk0ppLDQgp9SMmMavHoWYmyFDTjTW+QM+qVj3+XwwGAwN2cqrZbAVmyCUSiVcLhe/PQmAb40M3MhA0eIdCoXSCIR2tUSGUqsTCilgDIfDiEajmJqaKtufoVFsJCAn8kZhQSmRN1ba2XOjtT9dXV0IBoOYnp6G0+nkHycOK319fTh27BjcbjeUSiXdSW0SNCCnVEUlGr+N/HBb3ZBndXUVi4uLCIfDOHToUNGK9UZSqcdsPmKfXXd3N789abFYcgJy8hyyqKLFOxQKZSNUYldbbSGmUBbIcRzkcjmUSiXuuOOOkgWMjaTagFxM3mg0GmE0GmuSN1Y7RwjdaICsg5fP58PQ0BDsdjt/LjI/6HQ62O12DA0NYefOnTRL3iRoQE4piVizhXIav3q8ZjPgOA7r6+s5ukMgm1lWKBTYvn17Swb8WrIfxa5RJpOhu7sbg4ODMJvNvB4w/7m0eIdCodRCqQCczBGV7pLG4/GcwJUUYppMJr4QMxAIIJlM5hSrt4JS70dM3tjW1sbbKm5U3liPXVSn04lAIIDx8XF4PB4AuTuoPp8Phw4dwurqKrRaLT93UFeuxkFnX0oO9dD4bYRGB7+k8p4M+slkkq+8d7vd0Ol0mJycxPLycssG/FrkI6UyNi6XC2NjY5ienkYmkykIuoVZclq8Q6FQSiFWiFlrR8xkMplTwLi+vs4XMG7ZsgV6vV40gdBq8sfbUg15GiFvrGWOyF8UkZ4VFy9eRGdnJ1/ASa5TpVLB5XJhYGAAd911F/+9U1euxkED8tsc4Rbj+vo6H5Q1oiV9JdTbZaVY5b3JZCo64Ldaw15vb3CJRILe3l4MDQ3x/84n3waRQqFQgNwkzerqakGwXU0ALgxcl5aWEA6HoVareelGpYWYm2GMjkajCAaDZRvyNOr16zFHWK1WaLVavrNzvqSRSB4XFxdhNpuplrzB0ID8NqOUxm9gYABqtRoej6cpHTFLXWOtiLVAVqlURVsgF3v9Vndhq/e2YEdHB0ZHRwEUD8hJISsdcCmU2xdhIWb+LunJkyexbds2GAyGqgoxhZ0kpVIpTCYTOjo6sH379qoLMVthjZuvZ19eXsbKygrMZnNFDXnqjdhOZyXkXx/DMOjr68PJkyfhcrkKJI1yuZyXPO7bt49myRsMDchvAyrV+Eml0gI/62ZTi9VfJBLJaciz0cr7mzUgL2cV5vF4cOXKlaLnp1lyCuX2o5hdrbAQkwRpZNwoNtYUq8uptJNkJTRrbBZrLGQwGGA0GhGNRtHZ2ZnjUNJMKpkjhIsI4md+9913Q61W5xxnMBhgsVgwMjICjUZTEOi73W6Mj49jdnYWdrudz6JTV676QwPyW5BaNX7EAq/VlMt+5FfeZzIZGAyGmlogF+NmDMjLodfrwTAMvz2ZD8mS0+IdCuXWhcwF+QF4JXa1YnNEfiFmfl2OVqut+1jSiAx5qYY8+fLGUCjU0vGx2Bwh1tXTYDDAYDAglUphdHQU27dvL3iez+fD0aNH4XK5CgJtInkcHByEzWajrlwNhAbktwD5LenT6XTOoFmpxm8zBORi15hIJHIKMePxOD/gd3V1bbgFcj6bQZ9YzftJJpMIh8OwWCwlj0un05DJZAgGg3C5XKIaR2GBZ34zCgqFcnNSzK5WmKSpRKrGsiySySTm5+f58ZgUYpaqy6kn9W7IQ95HfkOeUvLGzTJHpNNpLC8v8+8hEolAq9UWfBfpdBoGgwHnz5+H1+stMCwgnZ0XFhZgMBgKXq+jowPBYBDj4+Nwu93UlatB0E/zJqSUxm8jhZhksG01mUwGi4uLBYOM0WhEX19fXVsgi9FqyUo5j1ki0yFbkSsrK8hkMujr64PX6y15XrlcDrVajZGREWzdurXgGPK+yaKOZskplJsPMbvaWp1QhIWY6+vruHLlCl+I2dPTA4PB0HSJWy0BcT0a8gjP1YqxMZPJYHV1FZFIBGtraxgaGoJCoYDJZILb7YbRaBRNpHAcB7VaDYfDgaGhIdxxxx0Fx/T29uLAgQPQarUFf8t3ZGFZlrpyNQAakN8EVKPx26g2rxUrfzLIhEIhLCwsIJ1OY2BgoOwg0yhaHZCLBcJiMh2j0Qir1Qqfz4dwOIzR0VF0dXUVzVoQ7Z/f78fRo0fhdruLWjvS4h0K5eahErvaajtiCgsxiYOIUqlER0cHurq6mvCuxKlmPIpGozk6cCJvJIuJWuWNreiVQWqkCFarFW63GyqVquL30NPTg8OHDyMcDqOtrS3nb0qlElqtFisrK6LPFTqy9Pb25swRlPpAA/JNilgAvtGW9OWQSCRNkayQTIVwkCGZCrPZjLW1Ndx3330Nv45S19fqgJxhGMzNzfGTYiwWKyrTIRX3U1NTGBsbQ09Pj+h5iccs2Z4slikhGTRavEOhbE6KJWkIJAAn/7/cucSCPrLgFxZinjt3blOMB8UC4lINeXbs2IG2tra6ZLYbOUfk68CFmnyPxwOdTodTp07BYrEUFGiWu16lUgmXy4XBwUHcddddBcepVCosLCzwnZ2FCB1Zurq6IJfLqStXnaEB+SahXhq/jUBcNhqBWOtgg8EAk8mU0zp4bW0NExMTDbmGamj2ACPcFp6amuJ14SaTqaLGEgzDwOfz4fz58/xgKfYaZDLt7e3FoUOHsLKyAr1eL3o+IouixTsUSmshc4FQglJrS3ogOx4LA9dUKlUQ9ImdZ7PVGZFxk8wtjW7IU+w6NkIqleLfQ7liUkKtckKWZQu8xYVwHAeLxcJ3ds5/j0JHlq1bt1JXrjpDA/IWIdT4ra+vY2VlBQaDoSaNX72o52ArlqkghT+lWge3SjYjpBkZcjEdONkW1mq10Gg08Pv9FZ8LAEwmE/R6PQKBAPr6+gqOEwbkJFMyMDCAu+++u+TkW0tXOAqFsjGESZrl5WWkUqkciVk1AbhwPCZacJI53rp1a8WFmK0OyDmOQzwex9raGs6ePdv0hjzC66h1jhBKNIkkiOjAvV4vDAZDWYlmLQE5uV65XA6v18t7i+cvcBwOB0ZGRjAzMwOHw1FwHuLI4na7oVar+XmF1httHBqQN4lSGr+VlRUMDg7i3nvvbWkmciODbSszFfWmUQF5KR24cFv46tWrNWcc/H4/Tpw4AbfbXeC/nt/0QZgpEXNoYRgGyWQSq6ursFqtNEtOoTQQMbtaMh5PTU0hlUqhv7+/qkJM4XisVqthMpk2VIjZyF1UMfIb8pBxUyqVorOzE319fVVpqOt5XdUcK5QELS0tgWEYmEwm2Gw2bNmypeJiUsJGC+7zvcUJxIlLaHOY/zparRYdHR285DEajSIWi4m6s1Cq4+aIkG5CqtH4ES1WqwOeagLyUoU/G8lUbJYMeT1W+yQrVYkOXMhGGgPp9Xq0t7djeHi4wG8236ZKJpPxXdjEticBIBKJ4MKFC3j+859PtyUplDpSSSEmkSnKZDIkEomicwTJupLxZmVlBXK5vO6Z42ZkyElDHjJu5vuah8NhLC4uorOzs6HXUYpySZti74FkwYlEs1Y2kiEHAKlUip6eHgwNDaG9vZ0/F0na2Gw2BINBTExMwO12F5yrt7cXBw8exPLyMubn5xGPx7Fnzx6aJd8gNCCvE2Iav0oLMaVSKdLpdCsuO4dSg22xDmxiGd6bnVoz5EIdeCgU4ncJKtWBC89TzcCWv4Dx+Xw4cuQIPB5PjoVVOp0umJRdLhfGxsYwPT0t2nWOFILS4h0KZWNsxK42f44g47Ewc8wwDIxGI9rb29Hf39+QzHEjAnLSkIe8l3Ia6tXV1bq+fi3kzxHFmgo1ypu9ljki//jOzk4Eg0FMTU3xixvhOO/3+3Hp0iV0dHQUzFsKhQIejweDg4PQarWQSqXUlasO0IB8AxQrxCRUWohJ3E1a7fucP9iWy1QUK/zZCJslQ16pPVgxHfhGslIbvQ80Gg2/pbh7927+8XwNKnCjC9vQ0BDsdnvB65KAnBbvUCjVkb9LupFCTIlEgkQigampqZzCeJJ1LVWIWU/qEZAXa8hDsselGvIAm2OOyGQyWFtb4xcS1TQV2ijkvqp2jsj/zFiWhc/nw7Vr1+BwOPgGQmThYLVaoVarEQwG0dvbW3A+r9eLiYkJfiFIXbk2Dg3Iq6CUxm8jhZjkBq521VtvOI5DMpnE4OBgTqaiWR3Y8q+llSvtYq9dqQ58I1Q72Ip9Vj09PQUuKsLBVgjpwia2PUkCcoZhaPEOhVIGsQCc2JiSOaKWQsz5+XkkEgkA2V3Jbdu2oa2trenBTy3N44o15DGZTFU35BGes5nk70gkEgmMjIzAbDbDbrfX9B42ci0Aqvrui8UWdrsdgUAA4+Pj8Hq9/HgP3LA5PHXqFLq6ugqSS0T2Mjg4CKvVysdH1JWrdmhAXoJqNH4bQRiQNzMDmclkciQW4XAYQPZ9N3qVX4zN8EMWDva16sA3Qq2uJsLrUCqVcLvdOS4qxQJyYRe2/O1J4RYmyZI3s0kThbKZEe6SFuuIWekcQdxUSBAuLIzv6OjAzMyMqHd0M6k0Q04a8pBxs14NeYDmzRHxeDzHD1y4I7G8vIxdu3aJWsY2GqEMthjCRRDxlm9vby/oO0HG/vPnz8PpdILjuJw5gvQGKdbZuaurCwMDA4hEItSVqw7QgFyAUONHZCj1aElfDnLeVCpV1/PmQyQWwgYQUqmUH/A9Hg+uXLkiapnXLMhn26oMeTqdRjweRywWw8LCQs068I2w0YIdgtfrzXFRyXdZESLswubz+fjHhRlyEtS3WlpFobQKYZImmUxuqCW9mP2dXC6HyWQqkLytrKzg+vXrjX57ZSkWkIslLoitYmdnZ90a8hAakSEvpmU3mUwF1pDj4+MtSx4VC8jJAoJcfzqd5nt9OBwOXL16FZFIJKeuCADMZjN0Oh1GR0cBFGbefT4fjh07Bo/HU9CIiGVZKBQKzM3N8TtByWSSZslr5LYOyOup8dsoRL9Vb8QkFgaDAWazGb29vTmZirW1tZZr85qNmA4cyOqwm+lrK6ReAW++i0q+y4oQkik5deoUXC4X/57ztzCFWnI64FJuderdkj6/QzHR39pstpKFmI2aH6qFZVn+MxGzuW1G4qJe4w7Rsgt3iCvVsrdSUkkC8nQ6zc9boVCI95YX6/URj8fhcDgK6oqAG2P/s88+C6AwINfpdPxzd+3aVXA9xAVobGwMXq+Xvz9uFpvjzcRt94kJA/D19XXMz8/DZrMBuKEDb0YAnk+9nFYSiUROpiIej1cssWh10wcgN0PeKMS2U4U68NHRUej1+hx/1mZSrww5kHVRCQaDmJmZKSpZIYhtT6ZSKV4bSX4ftHiHcquSn6QJhUJIJBIwGo28U0WlLemBG2NNfodio9GY06G4HGR+aFUgSGxuiQb80KFDkMlkotn8Zl1PLc8hOnCyIGJZFkajsSYte7O/B7KjMjs7CwA4fPgwv4CoxFve7XbjxIkTWF5eLvAMJ/dkKBQSfV+ks3M4HEZbW1vO39LpNLq7uzE0NITOzk7ecaURaoJbnVs+IBcrxCRbjNFoFMPDw3A6nS2/cWqVrAjb7i4tLfFbUkajEX19fTAYDBUHTiT7catJEoptp5LJRGyR0sr7oZaizmLHC11Ukslk2ayF3+/nu7BpNJqcDDmQmyWn25KUm51ydrXLy8tYWVmBxWKp6F5PJBI5sodKOxSXQ1hn1IzMYzGbW5VKBblcjp07d7akIQ9Q3dgspgMnMo5qFkT5NKubc761Jcuy/Hy1d+/eqhYQCoUCbrcbg4ODot2Zu7q6sLi4iLW1tQI3LpVKBZfLhcHBwYI6hlQqBbPZjPn5eYyOjqKvr4+6ctXILReQF9P4EYQyFKVS2dKsg5BKtySFukOyzUba7rrdbhiNxpqL7shE0UrZSj0y5Bv1A2+1bKcWt51S10xcVMplyIFsFzan08l3YcsPyIEbOym0eIdyM1LMrlasEFMulyOVShWdH4SFmKFQCJFIpCEdipsRkFdiczs3N4fJyckCLXEzKWV7KKYDJ1r2ejrTNGqOSCQSOTpwsYZC4XAYFy9erNrVhWGYgroiITKZDBKJhB/78xF2djabzQCQI0/x+/04fvw43G43FAoFdeWqgZs+IN9IswWyetsMzhHFJCtiukOyzVZvuyXyw9kMgVa1rYnr6Qfe6gVaPWwPhbAsi97eXpw/f76i85HtyZWVFdGAnEyItHiHcjNAggbhHFFpIaZMJsvZuSxViOlyuRom3SDXWE8deakixmI2t5tB1gjcmB9KeZp3d3eXlXFs5PXrMe6RBZ1wh7tUUyRgYzVGpbozp9NpKJVKzM3N5djlEuRyObq7uzEwMIB7770XDMPwvw2pVAqlUgm73Y6hoSHs2LGDunLVwE0XkBdrSS8sxKxU40eOTSaTLb9phJKVWCyWs01Vr222cpBztnLArfR9ldOBb8QPvJUBOQkUql0Qlbtek8kEAJiamhJt8iBEqVTC5XJhYGCgqMyFBOW0eIey2ahnIaZUKkU8Hsf4+HiOh3YlhZj1ZqNOXEKb21oa8gCtD8g5jkM8HkcikcD58+fr4mle63XUKnUR7nCvrKxAoVDwuxCV7HBXmzATxkfAjbqi2dnZnDopYrvc3t7Oy1rycbvdGBsb459L7kdyPb29vTh8+DDfJZq6clXHpp9JSYCSH4BX0pK+EqRSadWNDupNMplEIpHA2toapqen66Y7rBbyOW6mDAihFh34Rl671RX0lb6XRCKBhYUFGAwGKJXKsucNBoNwu91lJ16yPQmgZEBOi3coraZYkoZQrV2tcLFPdMehUKjhCZFyVOu0IrS5Jf9JJJINBa+tCMjz7fzIzly1hbH1gsxNlb4m0eKT6weyBfTt7e01LehqDXDJa5C6osHBQbS3t/PnImO5UNZCpCmE/Ofmj/9qtZrXmt95553UlatKNmVAXo3Gb6PIZLKmB+RiGmeZTAaFQtE0r+titDogF2bphcU4zfYD36wBudgWp1wuh0ajwd69e4uel+j59Ho9X3hTCrK1OTAwUDQbk2+DSKE0g3rb1RJnKjLWxONxXndss9lw8eJF7Nixo+UyvkqcuIo15CFOHBtpyAM0JyBPpVI53wex8yM68GQyiWAwCJfL1dDrKEexz1GYPCL3E9GBu1yuDSePanXhEl5vR0cHAoEArl+/jq6uLgA36hOINGVwcBD79u0reJ+kJmlychI6na5gHibJHLKIpa5clbNpAvLLly/D4XDwRTS1NluolmYE5MJtKqI7zNc4T01NIRqNFhRaNJtWbUmSbM7i4iIA4Pjx4xvSgW/0WlpFfkBe7N4RFvEmk0mcPn1aNKNBEBbenDhxAm63u2RGHbjRhS0UCkGn0xX8XdgsqF4LZApFjFgshoGBAfj9/oIAvFq7WjFnKrLY9/v9OYt98nss1VSrWYhJVkrtHDaiIU8j5gehDpwkX1QqFd/VM18HvrCw0NIxOj9DXspEoK+vD3q9vq7Jo3pIQFiWhc/nw7Vr1+B0OvndF3KP50tT8p/r9/tx5coVbNmypeC95WvNyU4qrTcqz6YJyF/ykpfgG9/4Br8ia9Y2eH7RTj0oZhlVSuO8mRo/NCsgL6YDB4Bdu3bBYDC0zHO31Rny6elpUX18X19fwRYnx3H8NqFYRgO4EVDo9Xq0t7djeHgY27dvL3ktZOIJBoPo6uoSnQRIlnwz1GFQbl0CgQDuu+8+TExM1NQRM78BTKW6XbIbm0wmm94gLB9S7ySUb7Ri53Cj84OwrbtQl08kmiaTqWSyoNVBHXn/k5OTCIfDfMfrZnmyb1SyQrDb7QgEAhgfH4fX680p4JdIJOjp6cHQ0FCOrIXQ3t6O0dFRzMzMiN5vJKCfmZmB3W6nrlwVsmkCcpvNhsXFxaZLNeqVIa/EMqrUQELM9FtNIwPySnTgDMNg//79LfO4BZofkCeTSV6GQnYIpqenq9LHd3V1YXJyEnNzc3yjKyHC7IfP58ORI0f4wptiCAt2JiYm4Ha7C44RZslp8Q6lUdhsNqyvryMej5e8Z4FC7fRGnalaWWdEXF1I8B0KhXib21Y05Kl1fojFYjljfyqVgtFo5LPg1Uppmp0hJ0YLQh14OByG2WyGz+fbkIlAtVQzzpJC3kgkUjB+MwwDn8+HCxcuoLOzs8AWt7OzE8FgMEfWInxuX18fTp06VeDGAmTnDJ/Ph6GhIX4+olny8myagNxut2Nubq7pr1vrYCvUuVVqGVWKWzFDvhE/8FZ7gTdy0Ci2RUu2mYPBIO68886qzpmf0ci/fuGWu0ajQUdHB4aHh0X9ZvOf4/f7cfHiRXR0dJQt8KTFO5RGQBxAZmdnRQPyaDSa40xFtNP1KPxrZp2RcHeV2NwC2fevUqnQ3t4Ov9/fst8YaR5XLmmRrwOPRqN1Mypoxnsn10/uqWg0yuvYHQ4Hzp8/j+3bt7ek1qtUnwrS8FD4WyCPq9VqOByOnOMtFgt0Oh3fp0K4UyQmaxFiMpmgUqkQj8dFr8XpdCIYDGJiYgIul4uv+6CuXMXZNJ+MzWZrSUAuk8mwvr5e9jihZVS+zq1Sy6hS3AoBudAPnGSmatnKa3VAV+8MebGWzSaTCR0dHTAajfwW7fLycs2WVl1dXQgGg5iamkJHR0fOcfkDYU9PD+81LpbhAMBvYVqtVmi1WgQCAfh8voLjhFpKqiWnNAKGYWCz2TA/P4+enh6+EJOMNcJCzHprpxsdkJfaXfV4PPzO4eDgYM1uYvWiWK+KYvNjpW3dq6XeCZtSSZKenh4YjUZ+/CT3QitljcJ7u1QRqdvthlqtxsTEBIaHh2G323Oum2EY+P1+nDx5EkajsWCxS2QtY2Nj6O7uLrgWk8mEiYkJrK+vFzSLIlrzS5cuoaOjAyzLUleuMmyagNzhcGB6errpr1tssBVue5IgSiqVwmg0FgRR9eBmlawU04FvdCtvMxTtbASxjmuVeMnXqrMjutre3l4MDQ3B4XDkDNr525HEa7yY3yx5Dgmw/X4/Tp06BZfLVXRRRbPklEYRiUSgUCjwiU98AtPT0/j4xz8Ou90Oo9FYUIhZb+odkNfSkAe44YneSsiYkk6nCzKxjZwfhZTq1FkpxRruVaJjb/XuLXGfGxkZES0iNRgMOfdPKpWC3W7H9PQ0pqen4XQ6c85nMBhgNpsRDocL5I5k7D937hy6uroKFlUSiQQajQbDw8PYuXNnwbVarVZoNBoEAgH09vZSV64ybJqA3Gaz4cKFC01/XWFRZ7FtT7PZjN7e3g1bRpXiZsmQk9U4Gcga4Qfe6mCulgx5LR3XxNiopZXT6UQgECjQfOcH5EDWnurAgQNYWFgQdfcRFvkYjUZYLBaMjIxg69atotdAOglSiytKPZifn8e//du/4cknn+RdlzQaDf77f//vePDBB2EwGJpyHRst/K/X7mqr54hYLMbXuJw4cSJHFlQPS8VKqfU1iJ85+R5qbbhXrQ/5RhEWwZLrJ8XGle48syzLSxrtdnvBHEPqisTuL4vFUtQuN5VKwWw2Y3JyEl6vt8CNKz+ZI5PJ6E5qCTZVQN5syUoikcDq6irW19dx9OhRfquHWO3Vs9lMOchg2+q27fkB+UZ04Buh1Rnyct9Bvh3h8vJy1R3XxNhoYSQp1Ll8+XKO5lsYXBNKtVEWe47P58PRo0fhdruh0WhEX5taXFHqybVr1/DWt74V//7v/45PfOITaG9vx1/8xV809RqqzUyX2l2txEWkGM0OyIXF5kRHTQIuv98Pq9XasiLuSuYHshNBvgfhTsS2bdvQ1tZWU+KgGQG52OLBaDTCZDJBIpFArVajp6en4utlGIbXdE9OThZ4uOt0OshkMszNzcHj8RScw+/349lnny2wy02lUtDr9ejq6uKbAeVDkjnDw8PYunUrzZKXYNME5Ha7HbOzsw19DTH/WbVajUwmI7rV00ykUinf8KKV2UWGYRCNRjE2NrYhHfhGr6HViF2D2A5KKTvCWqiHpRWxpBobG+MHbbEMOVDabzY/INdqtXA6nRgaGipaDMowDBKJBBiGoTaIlA1htVrxgx/8gP93K2WNkUik5DHFGvLUc3e10bJGkskXWiqK6aifeeaZpiar8in2ORJHGmHPBuJIU486L0IjAnLhDqvY4kFYBHvlypWaYgTifHL16lU4nc6CBI1EIuG/9/xMt16v53dIt23bxj9ONOE9PT05zYDyIckcj8cDlUqFWCwGlmXpTmoemyYgJxnyemaIhT9Qof+ssKkKABw+fLilwTgA/rWLBU6NJL9VdCgUgtlsbomlE2EzZMiFGaJGyXPyqTYgF/ucyDbh2bNn0dXVxTfbEguQi7VRBsSz6r29vSWLQRmGweXLl2EwGNDX17cpFleUW4NWyhrzNeSJRCJnbCBFpY1qyAPUP0Nea51Uq5rHCSFOLyRJku9IY7PZsGXLlqrsLatho+OacIc1FApVtXioVdYIZH9DxHs8v0iT4zjYbDYMDQ1hz549Befw+/28XS7ZISVzhFwuh9frxcDAgGgvDJLMGRwcxB133IGDBw9i3759MJlMdI4QsGkCcrvdjmg0itXVVbS1tdV0jmKFGqX8ZzdLJzayxd+MLclSOnCyBeX1eht+HcVoZfV6OBxGIpHAwMAAotEonyFqRtMNoLSlVTWYzWbo9XoEAgH09fWVtJsSa6MMiAfkpBh0YGAAd999d9EmRCSbR7clKfWiGbuoYpCAfHFxkR8zS3X3bBT1CMjz/bRryeS3MiAn7jqpVApHjx5FIpHgdexCR5pGUmvSULh4EDYLtNls6O/vL3ApKcZG5ggiaRQr0kylUujq6sKZM2ewtLTEJywJGo2mYIdUOEe43W6Mj4+L7rYCN5I5y8vLvKyx1RLdzcamCcj1ej3kcjnm5uaqCsjJAEMCzGoLNTZLJzbSnbQRAXk1OvCrV6+2vIocaE6GvJgdIcdxsFqt6OjoaJhTQDHq1YUNyNX9ldp5IfZUZCuTHJdKpUR/E93d3Th48CAWFxdFi0GTySSkUikt3qHUlWbWGQkb8szPz2N9fR3Xrl2DyWSCy+WCyWRquiSL/KaqoVjyZSP2kM0MyMncRcboSCTCJ9X6+/tbsrNd6dwk9tmTGjWXy1XzDutGMuRAtkizra0NgUAAfr8fQPY9pdNpqNVqeDweDA4O4p577ikYu/N3SIUBuVQqLdndU6lUwu12Y2BgAEB2gUlduXLZNAE5wzB8c6De3t6ix4nd5BttONDKTmxCyA26UTbiBy6RSFq+HdnIH2cldoRHjhyBxWJpejAO1EeyQhDq/spJoWw2G687J1uZqVRKtHiTFIMODAwULQaVyWS0eIdSV0iGvBFZtVINeSwWC1ZXV3Hvvfe2tBNtJfNDvg48HA5Do9HAaDTWbZevkQG5cO4iUg6ZTJazEIrH4zh37hzMZnNDrqGSayxmWVvMy7yeO6y1zBH5xxPvcbfbDYVCwX+fEokEHo8H4+PjWFhYgNVqzXlevl1u/s5rqe6eQDaZMz4+DgC84wp15brBpgnIgWwxWn4GpFh2t54DTDM7sZWilgwIoV5+4AzDbIqAvF4Z8mJ2hKU8f1u5jVbvol5STKNSqUr+TsT8ZkvJuFwuF8bGxkR9bZPJJORyORiG4c/RykCGcmtgs9kQi8U2JGsUInSyEDbkMZlMOfKHZDKJQCCwYQekjSKVSvlGYGR8KqYDJ03HduzYUfed33oH5KWK5f1+f8HclUgkNkWNUTUN3+pJLXNE/udFZErExpbEHVKpFCzL8u5bFoulYC4U2uXmyxqL7bYSpFIpH7STWIO6ct1gUwXkxLz+wIEDsFqtiMfj/AqZWBE2wuVjswTk1UhWGuUHzrLspvgsaqVedoSbpQtbOcjkUOw5Wq0WDocDMzMzZQfxfL9ZMQ05gVTs5/vaEttDIlUh/6aOK5SNotfroVAoMDs7W1NALmznXm1DHuCGFKtVkGtbW1vjM7H1bMZWKRsNyJvRy6JRJBIJLC4uIp1O4+jRoxU3fKsn+XNEJpMAuDRYiXgBa7EA3ufz4dixY7zNobCfBUm4zMzMwOFw5DxPaJfLcVzBb4IUjhbr7mk2mzE2Nobr16+jo6MDmUymZI3T7UTLPwGO4zA4OIgnn3wSFy9exO9//3vI5XJ84QtfwPOe9zzRFXK92Wjjh3pRakuyWX7gm6GCvtoMuTDDEgqFwHHchuwIW50hr/Z7LHetvb29uH79OmKxWNlzCXXnpQJy4EYTovHxcX5QJ176Ql1gOp1ueXaRcvPDMAxsNhvm5+fh8/nKHl+qIU93d3fF7dwZhmnpHCFsjQ4AJ0+ebLijSymq3UWtt4ymnjuo5SA7rMJiXhKPVNPwrZ6QsZTj0lgc+z7WQs8CYGDt/iuoDTsA5BbvhkIh2Gw27NixI+c8Op0Odrsdw8PD8Hq9OS3tifvW0NAQbDZbwf3ldrsRDAYBoOC7E7p8dXZ2FiRj0uk0lEolhoeH4XA4cnZSb/cseUsD8ng8jr6+PszMzOD+++9Hd3c3+vv78YMf/KCpq6XNmCHfiA58I2yGgLwcjbYjbOV2aD015ASyIJmcnERHR0fJY4W683IBORl4L168iM7OzpxaDOHzSJacFu9QNkp7e3tRp5VabfwqoZlzRCmZJsuy2LNnT10kO7VSbo7I7yyZ/z00QkZTL0pp2MkOazQaxcWLF0X9tpsBmSPia2PPBeMAwGElNIbJOQVCoRCi0ShfvGs0GjE4OIienp4CJ5fe3l4cPnwYZrO5YGFBEi5ijYQkEglcLheGh4dFr9FsNsNgMGB0dBT9/f05f0ulUlCpVEilUnwyRzhH3M60NCBXKBT44Q9/iF27dkGlUuFLX/oSHn/88aZvXVTbia2RkIYGrdiKBDZHQJ6fASmW6WqUHWGrM+TlAnJhxmxxcREKhQL33ntv0Wsmnr3hcFjUziofojsnDkSlsFqt0Gq1CAQC8Pl8OXIVALychhbvUOoBKfwniOmP692QB2hs4b9YEFgs+dLsbtZiiM0RRI9Pvot0Os1LOer5PQD1z5CLWUGW2mFdX19vaWIhk8mAYRjE0yZwip1g4hewmnAhMtsGo4nLaeIEgJf+Dg8PY+fOnTnnUqvV6OzsxMTERMFYz7Is30ioo6OjYOwm3TeLFXD6/X4cP34cbrc7x26a1Bh1d3fj3LlzfEdp6sq1CSQr+/bt4/+/zWZrmc9suU5sjSBfSxeNRqFQKOB0OlumpdsMATkpliFa8GYVywhp1aAg5jEr3PLNlysRm6n5+Xm0t7eLnpN8n6S9sZidlRDSxGFycrJsQE6y5KdOnYLL5RLV2dLiHUq90Ov1eOKJJ3D06FG8+MUvhtPpbIr+uN4Z8mKFjBaLpaRMs15OXBuBZVmkUiksLCzwY9L6+jr/PdTqdlYNGwnIhbUE+dnkSiRArUrYkHsmmUzi7NmzYBgGRuM+mGwvR4/JVLIJksfjwbPPPguv11vQhZPY2Io9X8x9i5BOpyGXyzE8PCxawNnW1gabzYbh4eEcuQxJ2pCaJWK/SF25NkFALiQ/+9EsmrUdWc4xhuifW9mUp1UBudCOMB6PY2BgAEajsanFMoRWZ8gZhinY8pVIJPyEYTKZIJPJ+G2+rq4uDA0NwWq1Fm3UA2QH3kOHDonaWeXj9XoxOTmJ9fX1sg0rSCAxMjICi8UiOqCS+6reLjKUW5tMJoMnnngCTz31FJ588kmcO3cOWq0Wr371q9Hf349du3Y1ZUd1o3OEcFdraWmpZpndRpy4NoKw6/Xy8jLm5+f5Xcqenp6K9fj1oNqxWaxjN6klyM8mN+oaaoEsHPKlmQCwZcuWouM9gYy3QNausLOzE8PDw9i9e3fOcUqlEmazmW9WJETMfUt4fQqFAgzDFC3g9Pl8OHz4MO9aBGR/C+Q8fX19OH78OFwuFxQKBb+TervWG22qgJw0fmh2QNSogp1qdeCRSARra2t1v45qaFZAXsqOUKFQoK+vT7TpTDNohYacdKCLRCIIh8P81juZ8Ej2guM4PpMAZL8vp9OJqakp0Yp4IPtZMwzDbxMWs7MSQiaoQCBQ0fdAZC5KpVJ0ciPbzMlkkmbJKRXDMAw+8YlPoL+/H3/3d3+HQCCAI0eO4Ctf+UpTr6PaOaJRRfjNypALLf1INpl0vVar1dDpdHxTmVZQaozmOK6gKya5dofDgW3btm1oh7VR8UmxhYPwnmFZFs888wwMBkPBNRBLTPK/BNLszuv14vDhw3xTHyEmkwkLCwtYXFws8HfPz2QTSDa7p6cHZ8+eLQjYgawkhuzM3nnnnQCQ04SRZNGHhoawY8eO296Va1MF5Ha7ndc7GQyGpr1uPfWBG/EDb1SnzmpoVEAutCMkOslidoTz8/MtWyGTgawZ1lXC6v3V1VVotVoA2eYKbrebl3oQWyhyXSzLgmXZnI6aHo+naEW8sCmQy+VCMBgsGrwTUqkUGIbBysqK6CCdD5G5TE9PF906Fdog3s7bkpTKYRgGhw8f5v/9k5/8BD/72c+afh1SqRTRaLTo34sVA9bbrreRc4RY0zTiy+71evldyoGBgZZmMMXGZpLQINdf7NrrQb0SNrUsHISJGBJ4kyCcQLp+k/8lz5PJZDlNffLRaDQYHBzEvn37Cj4rn8+HkydPwuVy8ddEpCdmsznHLjcfIokh9Uv54z/JopPv6XZ25dpUAblOp4NSqcT8/HxTA3KyHVnLyreenqqbJSCv14CTb0cIZOUN7e3t6O/vL2pH2Exbq3waFZAXcx4g94nJZIJUKsXJkyehVqsLAnDhIJt/P7Esi/b2doyPj4sW2AjdUsrZWQmfI5PJ+DbKYoN0Pr29vThw4EDR7BP5XmnxDqVWyC5qs5HJZAiHwzmPVdvQph7UU7JSbJfSaDSWtPSr5xxRC+QzXVxc5D97ktAwmUzo7++HwWBomDRuIxlyoXSJyDPFmlEVgwTkpB4HABKxVbASKZQqHT9XiI3rqVQKbrcbhw8fLkiypFIp6HQ6LC4uYm5uDjabLee5BoMBFosFo6Oj2Lp1K/8cMq8I7XLzx3+FQgGv14uBgQHs3bu3oM5ImEXfs2fPbe3KtakCcoZh+PbIlfjM1guix63EnF4ss1mvzqFSqXRTFOzUOuA32o6wGdQzIBdmnEKhEFKpFL9b0tvbKypDYVkWsViM19GR/0pBsiUejwcjIyMFBTbCDDkAdHR0IBAIFK2OB24Mtm63G2NjY5idnYXdbi95HUqlEjqdDqurq0UnLWGBJ82SU6qFzA+tkDXG43HMzc0VBFMkC96M8W0jkpVqdilLQYo6m4nQ0nJhYQEAcO3aNf6zN5lMTZM5VHPv5TuEEQ92k8mEvr6+sguHfBkKqTGKxWJYmr+E2esXEVmZAcDA1bMXW3a9UvQ8RAUgl8v53VSTyZTTK0Iul/MmAe3t7aJZ8qNHj8Lj8UCtVucE5Hq9HlarFcPDw9i+fXvB63s8HoyPj2Nubk507O/p6cHBgwcRCoVgMpluW1euTRWQA1mf2WZnQMhNJea7XEoHTgrs6uWperNlyBtlR9jKDLnwGqqF6EbJhCfUxW/bto3X7ZWSoZCMtMfjqXgwIs+1WCwYHx/HxMQE36iHXJfwXMTO6tq1a6LV8cCN34JEIskZpMsFHBqNBpFIBIuLi6Lac9IN7nYv3qHUhs1mQyKRaIqsUfh7np+fRzQaRSAQ4IMpvV7fdIveaueI9fX1HAklUNkuZSmaVWcktFIMhUJ8XY3RaMTy8jL27dvXsoCtlMUs0d6LOYSV82AvJ0ORSqVwOBwYvHIA4fkzwlfG3NTVogE5mSNSqRTfhVNY3J9OpyGTydDV1YVgMIipqamCnhWk6/PQ0BB27dpVEC/5fD4cOXIEHo+Hl18SpFIpP48kEomC341cLofX6+V3Y0mW/HarN9p0AXkrrA8ZhuFXkEqlckM68I3Qqgp6IaUGW7HBhrh/1NuO8GaQrAizNouLi6JNJKRSaUEhZikZis1mQzAYxOTkJNxud8XXTb43sjVIGvUA4gtNu92O0dFRjI+Pi7r6CJ/T2dmJYDBYMqNOSKfTMJvNGBgYgNlsLpslv12Ldyi1QWSNc3NzdQ/IhRlk0g+C/J7tdjsmJiawd+/eur5mtUil0pIdd0tJIlwuV12y+I0KyFOpVI6EZn19nU9obN++nbdSTCQSCAQCdX/9SsnPkBfTr5vN5oocwkiCJj8Az68VIt9bT08PDgz9suA8Vkd/wWNCyO4KwzAFxf2keybLsujt7eW7aObfK729vTh06BDC4TBSqVTOfK/RaNDR0YGhoaECJxcga7s7NjaW47IihGTRZ2dnYbPZbktXrk0XkNvtdszPzzf1NYnzw+joKNbX13OkFs1sTbxZPGaFA4OY7ELo/lHPhg+EVq6Iyy0EijXAIP7BZIASC8IrkaEwDIOenh5cvnyZb5hQCeScRqMRKpUKY2Nj6OnpAVCYISev4/f7ceHCBXR1dRW8jjAgrySjLnyew+HAyMgIpqen4XQ6Rd8jmQRu1+IdSm0QWePc3NyGXT5IUV1+BtlgMBQ0hSHZ8VZaogKFc0QpN5dGZfHrFZCTZmXCBZBSqeQLMY1Go2jg1uqMaTqdRiqVwsjISE5BvslkKqm9J4i5oVRSK0RQKpWQy+VIxG44sqm1FvT0P1zyusn50+k0n2Qhxf2kdT1wo0PnxMREQVJIpVLxNrsACu6tnp4eHDp0SNTJhWVZ9PT04OLFi6LvjdQ3DQ4O8j01bjdXrk0ZkAeDwYa+hlijFSLVaETnx0oh25Gt9sFOp9MYGhpCKBTC2toan6XYunVr2cGmXmyWDLmw8Il8HvkNMIDSMpRqpRkWiwVqtRoTExNVedILteSXL1+Gy+WCTCYTDcjJ6wi7bArJz6rb7XYEAoGiGXUCsbTy+XwYGhqC3W4Xfe/5WvLbZcClbJz29vaad1GF2cylpaWKM8gkMGx17QPLsojH4xgfHxctDq+Xm0u5a6g1IC8mobHZbNiyZUvJ5jb5NGuOEBbkCw0K4vF4Rfr1St1Qqpkj7n7wL3H0mR9Bpwb8218Ao8ULli0/LwsXdMLifmH9HMMw8Pl8RZNCPT09OHDgANRqdcHflEplSScXUkg6PT3NJ4yEdHR08DvEXV1dFdf23Spsundpt9tx8uTJup6zEh34tWvXYLFYWuZ9DdxYbTZzm0as0Ae4YaVHmtA0k82QIZ+YmODvFYVCkZO1kUgkVclQqoVkyS9cuIDOzs6KP38S/BsMBrS1tfG+sWKSFfI6pMum2+3OmVTyn0OOPX/+fMlrIhX0VquVD+CFenbh+UgB8e1YvEOpnWoayJEFNQmkIpEItFotjEZjRUV1BPKbbkVATlq7k4JGovdttISyGNUE5KUkNG63u6yriBjNeK/FCvJNJhP0ej0WFxd5txExqpWhVItWa4DH/wgikQjM7b0VP0+YJXc4HAgEApiamsrJkAPZRS+RNOY3/CF670AgIPrbITaHCwsLBfEU6YkRCAT4hFH+9fn9fly+fBlOp5PXvZPf363OpgvI66Uhr1YH3qxunaUQeoY2MkApZUfY09OD06dPw+/3tzRIamaGnEx45D8ACIfD/LY1yTiRTEe1MpRaMJlM0Ol0GB8fF80kFIPc0x6PB+fPn4fb7S6aIQfATzIjIyPYsmUL/7hYEG82m6HT6QoaRAgRZrz9fj8uXryYo2fPv1ahu8ztMOBSNk4p68NSOnCXy1WzGwfDMPwcUU0WtxaEHRqXlpZyWrt7PB5MT09j165dDb2GUpDfrRhiu8/VuIpUQz3niEoK8sn4PjU1VTDWb1SGUgtutxv7n/oDDj0zA61Wh63b74JCWf7eJFlyjuN4iQgpGCWQ8btYwx+Px4Ph4WHRRoYymYwv0MyvIyJOL1qttqhveXt7OwKBAILBIHp6em4rV65NF5BXk/0QUsoPvBIdeD2bA9WKcPVaT6rxSifBZiuLKRrtsiIsHgqFQjkTXnt7Oy5duoRt27bxA2w9ZCjVQrLkZECsNIgg10Ymk5GREXAcV3Iw8/v9OHbsGDweDx9s5BfskGvq6+vDs88+m9MggkAWK2Rgt1qtRSUxwuu9HYt3KLVDMntAcR048QMX6sA3SqPmiEwmw2up892q8lu7Ly0t4fr163W/hmqQSCR8QE7kHOTzFxb619uFjFCP77JYIydhQX65MZfIS8VkKI1I0hBisSgunT+OwMgVrCyH+McvnjuG1/zxf0Ob3lTy+eS60uk0bDYbRkdHEY/HC8Zf0vBHLAFDHLiuX7+O7u7ugu+E2OXmN6Aj84Pf78eJEydEfcvJPHPq1Cl+MXC7uHJtuoCcZD/K6aiLrcRr9QOXyWQlO7E1i3o4rYjZEarV6oo+G3LDN8PWqlmIyXJI8RCZ8EgNwfr6OoAbjRcameEoh9FohMFgwNjYWFW+/KQWwePx4PTp0zCbzSWzejqdDjabDcPDw9ixYwcA8Qw5kPWbtVgsGBkZwbZt23L+RhZzJPgXSmJcLpfoxCzs3kmz5JRKUKvVOH36NN70pjdhx44duOeeezYsg6iEeu2iigWxxBrP6XTCZDIVdavaDE5cqVQKiUQCV65caVqhvxjVJm3EbBSNRiNfkF9O+kMSByS7TOQXzUrSEM6eOojLF54FALASCTLP3Q+JRByJeLyicxApSCaTgd/vx5kzZ0SPIx063W53wfhNklVixfvFGtARSaNer0d7e3tR33KiZiA7t7eLK9emC8jtdjuf0TWZbqz0Gu0HLtaJrRXU4rRSzo6wms+GDEitDMjrkSEXZs2EshxSPKRQKPjshlDrp1AooFQqEQqFeA1bKyESomIBbTGkUinUajXa29uxvLxctjYiv31xsYCcHEsaRGg0Gv5xEqwIMy1kwhsZGSmquWQYBrOzszAajdDpdBW/R8rtw8GDB/GrX/0KTz75JC5cuACZTIY777wT9913H+67776m7K5sJCAnwSAZk4RBbCXWeIRWOHGJFbYzDAOFQlEg52gGlQb7pQryd+zYUXbXvJgMhbSJz2QyUKlUTZ8jousRAEC7vRMvfeWf49iRpzF09RTa9EaYraWbtxGEWXJSaDk7O5sTcwFZxyESGAvHb/KZeL3eosX7wgJNl8sFADmWh6V8y4Hszu3Ro0f5xQBxfbmVCzw33TvTarVQq9WYn59HJBKBVCptih+4TCZrueUgUHnjh3g8nhNw1itLQVb8rQ7Iq6WY7pLIcsiEJ8xykNfKr3Tv7u5GMBgsaIzQCkjmLxgMiurtikEGR5fLhZmZmbL3tlqtzvGQLVXZrtVq4XQ6MTQ0hDvuuIN/vJhjCgng3W53TgBPYBgGg4OD6Ovrqzgwodxe/OIXv0A4HMaHPvQhaLVavOtd78KXv/zlpl5DNXMEkcWRMUnoVrVt2za0tbXVtIgQFpQ3KhAs1tGTFLazLIuBgYGqalvqCRkf8pM25a67mI0iQSwAJ68nlKEolUpYrVaMj4/n1N00C63OAABIJZOYnR7H8LXTAIAud19VYyfJkpN7+vr16+jt7S34jHw+Hy9pVKvV2dd+7jmdnZ2YmJjICbqF5/f5fLh69So6Ojr4xSSZVzQaDTo7OzE4OIg9e/YUvk/BPNPX14dLly7x57lV54hNFZAvLS1h//79YFkWL33pS7G+vo5f/vKXaG9vb7gf+GbQkJPrEAvIxVb7jbIjbHVADpTfjsxkMjmDbzgc5nWXvb29MBgM/Psg24tArg6cSCTy7ymHw4HR0dEC/Vur6OnpwbPPPiuqtyuFVCqFSqWCTCbD/Px82QlU6CFbKkMOZC2zDh48mOM3W6zhQ7EAXgjZyrxdinco1fG5z32O///Dw8MVyRrrTak5QjgekWLSaoLBaq4ByM4H9ZwLSxX653f0DIfDLZ8fCMKCfJK0M5lM/HWTALIYlbihiH3O3d3dOHHiBLxeb92a4VVKd+9WXDx3DKHFWfz+Nz8EAChVGnCsuqrfBHmP5J4uVrCv0+lgt9sxPDyMnTt3AgDfYEgikcDv9+PKlStwOp0Fc4bNZssp0MyfI3p6enDw4EEsLS3BaDQWXCNpRNTe3p7TZO9WrTfaFAH5wMAA3vzmN+P06dPo7++HVqvFq171Knz0ox8V/ZIawWZwWQFyK6A3strfCK0OyIsNKGTSEBZvmUwmOBwObNu2DXK5XFSGUm2hDcuy8Hq9GB0dhd1ub/lqXKfT8TaC1WRkyIJDKpViZWUF4XAYbW1tRY8XesiWC8iVSiXcbjeGhoZw1113AbgRVItBBlaxhhEcx/HV9yQz3+rPnLJ5KSZrbDQymYx3lSDFpEKZIFC7p3alCIvvNzL+J5PJnARPqUJ/sWto1fxAdh4A4MyZM1VdN1A/NxStVgur1YpgMIj+/tIdMuuNxerAzt0P4MK5Y8ikE4gngXA0BdnEBDyeKTidle/skiw5kM2Enz59WlQv3tvby0sadTodPz8wDMNbJAqb0RHy3Vry71uFQgGPx4PBwUHcc889BeM+mWcCgQBkMtktX2+0KQJyp9OJxx57DC984QvhdDrxmte8Bt3d3U0LxoEb25GtbMoTjUaRSCQwOTmJkZERAMWzFI2k1QE5cCNIy580hMVbRJZTiQylWki3ss2SJScZGaETSjFIvcXi4iIWFxcRi8XQ3t6OoaEh3HnnnSWf6/V6cfDgwYqaMZBjFxcXYTabSwYJZGAdGBjA3XffnXMfE7cCuVyOTCbDB+cUihhE1jg3N9fUgJxhGEQiEVy9ehWhUAiJRAIGg4G3I2xUMWn+NVQqaxRSysmlWhMEUgDfDITdPMlOKMlIu1wu2Gy2ktddqQylljnC4/Hg/Okn4HI5oFbryz9hg6xHQjh1+jSuXrmClfAKEjn5wxiGhgYRj8fx5je/pex9mMlksLy8jMXFRSwsLPCFlmazGaOjowWJH7Vajc7OTgwPD2P37t05CZv8oDt/7Ba6tYjZhnq9XoyPj2N+fp7v0Jn/97GxMSgUilvelWtTBOQ6nQ5vectb+H/b7XbMz8839RrI6quZXaHE7AilUik0Gg36+/vLrvYbRasCcjJpRKNRjI2NYXBwsMAdplYZSrWQLHkgEGhKlnw1PA+lUgeZXHz7U6vV8hZV+e4mQLaRBQnAFxcXkUqlYDKZYLVa0dPTA5lMhhMnThTdGiTI5XLeY7bcgEcaRAwODmLfvn0lM+RAbgAvLDJNJBK8zzP5XhupkaXc/BB73EZmJ8W8qVmWhdlsRn9/f109tauhEqcVYaE/mWMqdXIph3AMbsS4WGwn1G63Y+vWrVCpVNi/fz9MJlPBeEPmLTEZykaTNPkklh5Hh/YApq+eQfeeTzZ0jrh85heYDJ4CAKikMkh0LDR6J17yskeRSMTxzW9+A0D2fc/OzsJuzy3uJPcDmR+WlpYgkUhgNpvhdrvR1taGVCqVoxfPD5yJvGR5eblgB1UYdIvVOhGbQ71eX5C0kUql6OnpweDgIKxWa8HnKJPJYLVac2LCWzVLvikC8nyIXqmZkB9ruaBiI1RiRzg6OspXcreKZmVA8rd9yaTBMAyMRiN6enrKylAaaUdIsuRiA1w9mQicw9kTPwMAbNn1Ivi2PFBwzFcPBbEelWOXZIIfLEmGY3FxEaurq9DpdDCbzdixYwe/eAHA7x4QOYrY1qAQp9OJ4eFhLC0tld0dcLvdGB8fx+zsbNltdJlMhu7ubgwMDOQ0jCC6QmGxVrECUQoFyDYPqUcDOSGlvKldLhcYhsHo6Ch6eyvvjNgIijmtkO6SZH5JJpP8jiJxT6rH74mMK/UKyMvthBbbeSBzVCua8qRTEYTnDmSvI72CWCzW0IZRJBgHAIU8g0SSxYtf8gqYTCak02koFArE43HIHX6MjIygvb0d6XQaoVCInyPIjo7ZbEZvb2/O/UAsENVqdYEFLv+6CgUvU+zo6CiIk/x+f9FaJ2JzuLi4KDpHuFwujI2NYWpqStRMQaPRYH5+HlNTU3A6nbzl4q3muLIp343dbsexY8ea+ppEa1vPTmylmiYUsyOUSCQt17I3MkMu1kqZuMN4vV6o1WpcunQJWq02R9/WiAxHOYRacpvN1rDgMLxyI7C4ev4J0YB8d2cb1tZj0K7pcPr0ab6bK8lwmM3mojIPMjE5nU5MTEwUZKiLMTIyUnZ3gGQ3hoaGRDNW+ZCBV+hdKyz0Ia9FteSUUtTaQC4fYTGj0MnLarUWeFOvrq62fGwGbjhxiWXwtVotTCYTtmzZUtdCfyHChX4t4/BG5TOZTIZPniUSCf7xZjTlIbCsAqxEhUw6ipTEj7GxsYbu1uy463W4ev63iKzFsBaVgGFZcByD3/3+KYxPTCD+nP/4Dr8XC8EBHD16FNFoNOd+MBqNRe8HkoRLJpPo6enB0aNH+UWcEK/XiwMHDkCj0RR8R3q9HlarVbRHBZDVqM/MzIj+hogjy+DgIOx2e8F1ptNpGAwG3mKRYRh+DryV5ohNGZDbbLa6Zz8qoR6FnRu1I5RIJIjFYhu6ho1Sz4Bc2MBpaWkJ4XC4oJUy0YETuQLLsojH43WXodRCM7LkW3e9GPFYBJPB89j30Jv5x5PJJJ/hSCwugkskwLS1IZFIYMeOHWhvb694MCJ2aaSAJr+lsRCyHZlKpYpmLIR0dnYiGAwiHA6LagDzr8Pn8+V414q5s9AsOaUUpIFctVTTtTifVtcZkQx+KpVCIBDAlStXqu4uWQ+qbR5XbCfUaDRWJJ8Rk6FIJBLE43E+y9vsLo4MK4Oj731YX7kMVn0XTp2+CI/H0zDHFadrNyJxHX718+9Dr2UAZPCLH38d67EMpuZT0Gqy4+fF44fQ2+PF2toanve855V1mSGQgDydTkOlUvG7pPmuWDKZDF6vFxMTE6K7+L29vaI9KoBslptlWUxPT6Orq6vguaQD7/j4OLxeb87fkskkDAYDEokExsfH4fF4+J3fW8mVa1MG5PXKflRLLQF5KTvCWpomkEColZAAuRbKNSnasWMHrxUWtqUnryuRSNDZ2YmLFy+KeqI2G5Zl4fF4GpolZxgGe/a9Dnfc8yhWVlYwPDzMb5lrtVqYzWaciVrASeR4/909uHbtGmZmZmCz2ap6HyzLwuFwYHx8HHNzc0WfTwa53t5eDA8Pw+FwlLyHSXbj4sWLFS1ayCKHDKyJRCLneyaLL9Iu+VYs3qFsDIfDgaGhobLHFUsI1NLRmdyjzQwCiK0fWUCQYjatVovt27fXtRdHpVTSPK7cTmg5+QwJvjmOK5ChsCwLp9OJqamplhbcKzRuKDRuAIDFYsHY2FhVvSIqJRgcx+/+8BRGRkdh1OXed2oli06bDCtrQDKVwcWrI3jDn/4xjh8/jsXFxYoDcuDG95pMJtHd3Y3Dhw+LOnO53W6Mjo6KximlLG7JnL+8vIzl5WUYDIaC1/f7/bhw4QI6OztzfmPJZBJtbW3o6+vD+fPn0dnZye8U3Uo7qZsyICfZj2YXdlXS+KHRdoS1VNDXG4lEUlVAnkgkcgZfspoluwJEAkR+kOVkKBaLBVqtFpOTkwUr5VbQ0dGBQCBQMoitlfX1dYyPjSIwehWJRApKnQUppQW7uzuxc+dOXJqN4XoshXv9EiTT2YnJ6/UWHSxLQSYz0l2tWIadZMhJ4Ew6pJXCbrfj0qVLFXW7JQPvxYsX0dnZKZohJ91ab9XiHcrGsNlsOHLkSMHjRCYolKFIpdKchECtHZ2Fvs2NCsiJrR8ZS6PRKJ/gId0lr169Co1GI9pkqxmINY8TLnyIDCV/J7TUwrpaNxSPx1PURrUVdHd349lnn4XH49lQx/B8OI7Dt/7f9xCJrEGjkkCsskspZ8AwHIJTaaQz6wCyBZgDAwNwOp0VJzSI7zrRpHd1dYk6c0mlUrS1tSEcDovuFpEeFfnzE7lfurq6MDg4WOC2BWTnfjE/dPKbM5vNaGtrw+joKPx+/y2XJd+0AXk6ncbS0hLf1rUZFGv8IFb13Sg7wkoq6BtNuQy52OCbr13Ml6GQ81YqQ/F6vbh06RJcLlfLM6QkiCXFMhv5rknmSGhJODt5CbHoKgCAWZjA98J346n7dwMArkzPYyGSwN+88Ia/KxksR0ZGsHv37qreB8uysNlsBTpuIUKPWZ/Ph8uXL4sW8QghLilzc3MVBSxWqxVarRaBQACpVEp0q53cQ7di8Q5lYwglK5FIJKcpTyqVgtFo5AvDa+1anI+wzqheiDU4UyqVfDLDaDQW3PubZY5YW1vD4uJiwU5oZ2enaH2UkI26ocjlcl4qt2vXrvq+uRogBfXVdlQWIxaL5ThmGQ06sJko9DoJ0hlgUbsVbesByDJR/jlpTop0JoFtW/vBsizvDX79+vWCDpqlIAF5KpWC1+vFoUOHRJ25lEolVldXRSWNwn4WpEcFAP53Q7LvYrVMJFlz8uRJuFwuXgJEdlHJ30+cOAGXywWFQsFryW8FV65NOctpNBpotVrMzc01NSAnkhUxnaFer4fRaITL5WqoHWGxCvpmkp/9KJZ1IrpLUsxXSoZSbaW72WyGUqmsekBpFLVmyYmPLhlcV1ZWoFar+cyRWq3ED//9RgEzl4rj39+4lf/3W/YVau2AbIbo8OHDWF5ehkbXhgzHQSEtv3Ah3y3JkhMdtxChpVWppg/5ZDIZaDQa0W5v+TAMg76+Ppw8eRIWi0U00y/Mkt9qxTuU2lldXcXw8DAGBwexfft2+P1+fOQjH+Et/aqVCVbDRuuMxBoKEVcph8PB2/qVolVzhNDFJZ1O49KlSzAajRXXR5WToVRbK+R2u3HkyBG+mLXZcByH1ZVpyBVaKFVt6O7uxsmTJ6vOkgvdUEKhENbX13NcZuRS4OrFJf74TGQQWnMfLl64ALOeRSoNzCysg2WB8Go2Q84wDHp7e3HlyhV0dHQgluagkknAVjCGCjsmF2vak8lkYLVai0oau7u7cfDgQYRCIb5XABnHFQoFuru7i9YyGQwGWCyWnOJQYW8KvV7PO8Fs3779lqo32pQBOXCjsLOazoS1QjK+q6urWFtbw/Xr1wvsCJuVodsMkhWyLTszM5NTnCocfKuVoVQLwzDwer0YGBhAZ2dny1e/QseVclnyaDTKD66Li4sAsgsMh8OB7du350y4HMdh2869uHzhBABg5+770GG/EfDPr8YhYRmYNLkZZLlcDpfLhZGRETyx0IaplRj+9U9ybaqKvQ+SQRkfH8fk5GTBgocMnEBu0weXy1Uy851Op3N2NsoVOJGBd2VlpejCWxiU3yrbkpTa+NnPfobPf/7zOH78ODo7OxGLxfChD30IL3vZyypyDaoHtQTkpDibBLNET11rQyGJRJLjLtIoSrm4yGQybNu2rWRjpnIylI3aESqVSr4QMN+ir9GsrS5g4OLjmJ8ZAMtK4d/+Erh69lWUJSeyV5KkWV5ehlKp5O0Iiex1anoOv/nNr5GJXoNEIkM6nb1HWKRw+cIZzC2moFFlNeIZjgMLBoPDASwth2E0tMFisUCpVGJ8fBx//bt5/PndHXjDXeW7eAq7wbpcLoyPjxdks1OpFOx2O1ZXV0UljcIeFXv37i2wlCZuW8Ua7/n9fhw5coRvAJi/6+rz+XD48GF4PB5otdpbRku+qQPyRhV2FrMjVCgUkMvluOeee+qqA6uGVm1HCgffhYUFJJPJguJU4EaWo5FNeQjt7e0YGRnB1NQUOjs763LOjUA01flZ8lQqlSNDiUajfNcz0nSh2EDBMAy2bt8LZ5cfOp0ORmNuYPqZPwxDq5Ti468oHODdbjcOHz6M12/rhEpb+edDsuSkAVBHR0eOLKhY04fR0dGiEw25J4xGIywWC0ZHR7F161bRY4WQgbWYRIoE5LfKgEupHaPRiLe97W347ne/y9eZvPzlL2/6Lmq57HQxSZ/RaKxIT12ORs0Rwp1QMi/KZDJ+Z9hkMvFZyoWFhYLnC7PfjW7KQ/B4PDh27BjW19erKmDcCKlkHM8e/AYS8TUAQCaTwrULv4HOYC+aJY/H4zkylEwmA5PJBJvNhq1btxZc+8JCCP/4mX/Fqx8EoARSqQSmF7LnY1gZnF1deMWrduLIoScRj8dgNqqxEo6CAYNAcALGO7bxWfILFy7gs6/Zgy5T5TUHRJolDKyF2WySICklaXS73RgbG+M7cAqTKhKJBL29vRgaGoLNZiu4JzQaDTo6OjA0NIQdO3aA47icgFytVvNa9D179twyWfLbJiCvxI5wfn4e4+PjLQvGgRsZ8kZbawkHXyKlIBZabW1tkMvl6OvrK8iAAzeC8EY25SGvQxxOnE5ny7PkEokEHo8HIyMjUCqV/GcnzHD4fL6qCntDoUV88xtf4TNIEoMTr3jBQ2A5DuuxNF5kWsO9e3eKPlcmk8HtdmNhagx33313xe+DLJ7MZjPGx8cLbKbyA3KgdNMH8hxyTT6fD0ePHuWzG6XQarWQSCSYnZ2Fx+MRPYZoyWmW/PbmkUcewSOPPML/W6vVYnZ2tuV1RmKBrFDSZzQa6zqn1FOyEo/Hc1xcyE4oGcuKubiQ32S9ZSjVQhrZBIPBihIA9SKZyOq3u/sewuhAtkHQ8uI4uvu8MJlMCAQCsFqtfAAeiUTQ1tYGs9mMXbt2lZVVKVVKSFgWQHZhE08yyGQ4sCyDyagJL3vwbhw6dhZjU2HYzXJImDQUMhZr0TScjhvWsyaTCVqtFrL1BWgclRe/ku8ulUqhq6sLY2NjOda/ZI4wm81FJY35HTjzs9wkwSW2SwtkC1MPHTqEhYUFvn4j/+8HDhzgNe63givXpg3IN2p9WIsdYb0LdmqB3EyNKGQjg69QB0hkA36/nw+0RkdHkUwmW9qUh2C32zE6OorZ2dmWWlwR+7Hl5WWsra3h1KlTMJvNRTMclTI4eC1nOze9PIVf/eLnWF5exUwoifBaBqlkEq948fNEn19sS7EcQi351atX0dXVxd9vqVSq4P3o9foCXZ+QZDLJT7xarRYOhwPDw8MVFVwxDIOVlZWijgkMw4BhGH7AbfXCjLI5IHNEMwMxIlkpNpYS2UG9CknF2EiGfKM2vST4ZhgGiUSiYI5odJJGDI/HgxMnTqC7u7thPuBCpDIFevofwfDVp/hgHACi6xEEg0Ekk0ksLCxgdnYWFosF3d3dvMynUiQSCbbv2IFfPHMavi4Z1EoppJLs/WRlZ/Ct//d9hNfSyGQAm0n2XFE9i3gyg1Qqd3eit7cX586dKys5FLsG8v2S5m/E+ldY+F9K0tjV1YVgMIipqamCRA+xy7169SqcTmdBvKNUKnmLRbHdUblcznd+3rdv3y3hyrWpA/Jr165VfHw97Ajr0Rhoo9QzIBcbfEkTDFL8BBTKUFQqFRYWFlo2wAohPuCBQKBs18h6Qj67hYUFXj9JCm26OjvArT2NTkcntO27Nua6kii838avL4MDQOJ0jfrGJHNgaBHgODzkzwbfUqmUl56UavaTD8mAGAwGaDQaBINBviV4sXuPZL5JR1Uh+duFvb29OHToUFlrRjKIdnV1YWBgQNQKC8jVkjej+Qll89Pe3t60BnLE9WtlZQWRSATXr19HW1sbjEZjTf0mNkI1dUakmZBwXiQ7oR6Pp2ygKMx+R6PryGTSUKk0UKvVCIfDfFfFVi6StVptQ33AxfD2PYixkWNIJrJFlGCkmJ5Pwowlfp4ivtnVwHEcfvrLp/HLxw9ifT0Gu4mFQi7jg3EAyHBAZ3uRHRcO+MavT+IvXv98eMzZMdpoNKKtrQ3BYBA+n6/iayGBbTqd5rPZxFVFGFyXkjSyLMv3s+jo6Ci412w2GwKBQFHTAK/Xi7GxsaKxkNvtxvj4OGZnZ2Gz2fhY5mbNkm/qgPzQoUMljylmR2iz2dDf31911rLVndiA3K2iarc58wff5eXlgkUJ6diYX4hJfnwSiQQdHR0YGxvD8vJy2c6LzcDpdGJ0dJTXojUC8tkJC23kcjnMZnNBhiO6cgFD1yRYD49Cqb8OmbJ2fXsqA6TTAMNyyGQ4xBMZSFhgdT2N9RiHRAr4/k/34+H7s16ww/Nr4AQBOQB+S7Haz0eoJb948SJcLhfkcrmoZAUAn/keGhoqyHznb0eqVCpR66t8hFZYR48excLCAqxWa8Fx5PeYTqeb3p+Asjmx2+2Yn59vyLmLJXiUSiWUSiX27NnTMvlUOcmKWDMho9EIq9WKvr6+sja9QikKACQTcUxOjODZY0+Ay3B47Z++Ex6PB6dOnYLP5yv5W0ynU5BIGh9meL1enDx5El6vt2ELdtLUhswRKdl2yCTXodGa4fHdB2v7DVmlXq/HqVOnqr6eSGQdP/zpHwAAJmMbumxJKGS531X+NxdPZJDOZLC6lgLDAIGJGcyvxvmAHMgmSE6fPp11baniesi9xnEcH1jb7faCpI3P5yvqMEOC+VAoVOCGI8ywd3V1FVybTCaDzWbDzMyMaFwmlMWQuS+ZTN60WfJNG5ATlxUh5ewISxXPVUIrOrGJUU0GpNzgS34c1bqhuFwuBINBWK3Wlt/YLMvC7XbzurxS1zM8v4bB2Qhevr28NWEikcgptEmlUjCZTLBarfyCjmEY/OfpKexmEvC1Z+8JucYNi2E/ouuLYKVZf9afnZuGViHBi7dUHhBnMhk88cTTBY9rVBJkMhw0SiC0mkFoaZX/21/eV6i1k0gkvE96Nd8XqQPQ6/UwGAwIBALo6+srGpADNzLfq6ur0Ol0/ONizyHWV4uLi0V1vmTwVCqVvBWWxWIp+h5uleIdysYRmyM2QqkEz5YtW6BSqTA/P49gMNjS+SFfslJJM6FKZChibiijw5dw9ODjOccPXD2Le+59AYxGIyYmJvjM5lJoHpcunIBGo4PeYMH09SCGBs7jRS/7U3S6SlumbhSyWzE+Ps7v9BXj6YEFWLVy7Ogo3VSNdJ0m88PS0hIkEglfrK9W9WFo4BykciV+ei2Ot5k4qJ+LJ8luajAY5C1gP/OHYfzJHie8luKJQq1WjW1benD56giQXoNZX2iBuRzhQMLygYkUGC4Ji17CS/vu6zHjbk+ubziJk8gYXynCLDmRj46PjwNAzngvtCrMl5CRoPvcuXOikkSz2QyDwYDR0VH09/cX/F2n02FmZqZo3wziRz85OYmurq6b2pVr0wfkjz/+OJaXl+Hz+bC6usp7ODfCjrAZndgqgfiAilHJ4AuUdkMh2zmlBunOzk4EAgEsLy8XNAVoBeR6QqFQySKuwdkInh5YEA3I8zMcJKg0m83YsWMHDAaD6GdycmwZ7To5fO3ZAkWJVA9b72M4fPgw1KE1tLdrsBZPg60yPmRZFnK5HIlEgv9fAgOAA2DSsbg2GcOzZwZxz57i3t6dnZ0FhTeVQIJaj8eDs2fPwu12lwzIVSoVX90u7OAm9psRVujv27dPNIAmz2MYhrfCKjbwknv4VijeoWycamWN+QgTPIuLi4jH4zn+z2J2hJuhzojsoAYCAV5Go1Ao+N28cvLMatxQUqnC95pKZscpj8eDCxcuZCVzgxdx9NDjSIvMW9eunGl4QA5ks+Tnzp2D2+0u+f6PjobQY9GIBuTEopLMEYlEIqc2QKvVIpVK4tL547hw9hiSz30WSUaLS7p7cecdd/E7At3d3Th9+jQ8Hg/kcjlWokkk0sUb7g0MTeBfvvZTjI5NQ60AtnjEM9kZjgHDALG0DgurYXRY28Bxy5BKso9Pzy6JPq+3t7dkYX4xSJY8k8nA5/PhypUr/ONCiKTR4/EUqBOsViskEglWV1chht/vx/Hjx+F2uwt8+NPpNNra2or2zWBZFn6/H1euXOHNH25WV65NFZBzHIcrV67giSeewC9/+UvMzc3hne98J/7kT/4EDz/8cNnuXxulEZ3YakGYIRfbOhV2ciMWWuVkKNXqwKVSKb/y3AwBuUQigcvlwujoaMmA/OXbbXwwLsxw/PbiNH45sIb/cZeUz3CYzeaKtu/+z2sLi8aI48ro6CisVivevLd62cr5C1f4IDwejwtkGVxOi2SNgsFQYLpkQJ7fTbTS75os0IgOc2RkpGRADtzIfAs7uAk9ZoUQ66tiDZWEgbxEIoHP5ys68AK5jis367YkpT7Y7XYcPHiw4uOJHSHZTRQmePx+f0UJnlbVGUWj0RyXMCDbIEmYvS9FvgwFqMwNxdnpg7rtMhLREOyOTvj7d8HjzWYxjUYjlEolBq5dxtEDvyr62sHR2hdN1WA0GqHVajExMYHu7u6ix330ZTfGUXJPLC4u4guHpsFmEvizrWqYzWZs3bpV1KLy8V9+F3Oz1wEAeoMZkcgKNKkILpx4Ako2g52778v+7bmdx7GxMfh8Pnzqj0r3VPnxfz2D0bFpMAwDk1EBnbow4ZCVbQDzy2mcHszuDg2tR7HdzUIhz36Hw6PXRc+v0+lgsVgQCASq6u9C7o90Og2r1cr/BvLHXq1WC7vdjuHhYezcmesMxjAMVCoVQqEQn4AS0tbWhvb2dgwPDxd4yieTSej1eiwuLmJ8fFzUjYs47QSDQfT09Ny0rlybKiD/13/9V3z4wx/Ggw8+iBe/+MXYv38/Tp48WVVnxI2yGQo7GYbhq7TJ4CvcOlUoFDkZjnwZinCQrYX51TisOgVcLhcOHz7csk5o+RCttFgrX0IymeSzG+THbzQasbfbAndXBx7Y0VG3II4sWPK12/OROA4OLeJ1uwuzvASO4/Dd7/8YXCYDuYzNCcaj8Rvb0RmOw1oM+N2BC3jj6x7in/vUwAIe8pkhk9z4jp1OJ4LBIGZmZkQzzMUgC0CiCwVQMjBRKBQFHdyKDX5SqRS9vb289VX+PUlaIgvfQyAQKDrwAje07zdz8Q5l45SzxiULcmFNDWnv3tHRUVOCRyaTNaWOgfQ2IPKZaDTKF+R3dHTg7Nmz6O/vL5pQEJOhEElDJZa10WgUSqUSKyvL6HL7kUwm8PznvxAAkM5wWIgkYNZkbVdPPXtjUUSKr/OJx2NQKBrvgNLd3Y2LFy/C7XYXHRvyZSgMw8BsNuO1u52wmAzY6Spto0nmW7Vai9f/2bsRWV3Gj777JQBAIhHPObanp0dUu31uYgWxVAb7vNl5LLIWg1aXnWM5jkMinkQmw0IqYZDhbsxXsec2URNpKcxGBVbW4nAYMlDIs5+5TMpgPclhJZrE5alV3NeT27ipp6cHJ06cgMfjKbuIE0J2ZTKZDDo7OzEwMCC6K9rb24vDhw/D6/XmSBoJGo2mqDTF5/PhyJEj8Hq9OfFGMpmERqOB3+/HxYsX0dnZWTA/EVnM6dOn4XK5eFlXqwuOq2VTBeRvf/vb8a53vYsfJD/96U9jYWHhlg/IyeBLBuD19XW+E1ZXVxd/Y5MgJD8LXqkMpRLmI3E8/Pmj+K9334NeqwYOhwPBYBDbt2/f2JusAzKZDF1dXQgEAnxALsxwLC4uIhwOZ72tNQYcWjHigy/ph1xW39uc4zJYWRyAXNGWkyUnQXVwYR0/PjNdMiBnGAY9PV5cvnwNiWQGLAOk0gBZK6TSHNZiGbAsA5UCuDQ0ham5JTjbjViOJvHRX17D99++B92WGz7fLMuiu7sbo6OjRTPMxZBKpVCpVLDZbJieni6bKfR4PBgfH+eLMItlyIEbciOxBk/Clsjkcyk18JJjOI67qYt3KBtHzBqXtHcngWwymSzoN1GvOqN6Fg9mMpmcndBwOAyVSsVft9Fo5H8LpLhNqCOvZ1Oe3/72Nzhz5jR6enrwZ3/2RqjVGmi1Whw48AzS6TQWVV349aHT2MYNQafKBoEEjuOgN5hhsnagTW/D7PQ4tFoV5PLm9PYwmUxQqVSYnJzku0emUqkcGUosFoPBYMBMWoMlhRtvutdb1T1xz70vwO9+/X0kEnHE41GEV7ISEZaVoNefm93Nz5ITjgeWsBpPYZ/XiEQyhb/8wBdxfWYRcgkglwJbPApYjCloVBxCK1KsRSUYn8vOE1IJg0g0geBMCv2dDBzG7HfKcRwSyQzCkXWcHFvC/3liFL//7/tyrker1cJms2F0dFTUvrYYwiy5Wq0Gy7Kiri1qtRqdnZ0YGhrCnj17cv6WSqXg8Xhw7do1eDyeAtmMRqPhn7t7927+cRL4W61WaLVaBAIBUbcYk8kEk8mE4eFhbNmyhY+VbiZXrk0VkOevqIiOvJobZ6NU0olto5QbfKenp9HW1oaurq66ylAqwapV4FfvuYcP9NxuN44fP47e3t6meLyWw+Vy4eDBgxgaGuKbcZAmN11dXTCbzVAoFBgLrWP80hC4CgfaX12cgUomwQv7rWVdduYmj2Ji8L8AAH13vg/BYDzHHeRujxE//Ms7iz4fAJ4+cBznLgxAJsnaG4ZjGWQygE6V/T7X49kmEABg0gGTS8AfvfdrePY/PwSjWo7jf/+A6Hn/+jdTeLkT8FTZ3ZTcR06nE9PT04jFYiW/b5lMhu7ubgwNDcFisSCZTBbNuBC/2cHBQTgcjpzMlViWpdzAC2R/C/F4Nhu1Ge5LSvMhGfKf/OQnmJubw1133YVIJMLX1GzZsgV6vb6uuygk+ZG/kKyF9fX1nCw4kA0qHA4Htm7dWvT3RMZ/8tspJkOpNUkzOzsDABgZGcHx48cQiaxiYGAQS0vZ3Vq9BnhAy6DQ7yObSBgYXQBGb3TyVKvVuP+hl9W9r4YYpJnc1atX+UB8ZWUFKpUKZrMZfX19/OLm8ctzmJ0KVxyMf+HpUbxmlx3urm7oDWasLC/iD7/9EfT6bBbaYDTDYLQguraEhblhGC0eaHVWdHd348yZMzlZ8nc96OHPy2U4hCNZ+8RoEnCYJVDKOShkzzWLYzlcD2Xwy1MJvH5fdmEztsChwyxBx3MJ8OlQGipZ1qkrkQRe0GfFC/sLDQZG5tfwPw5E8B7fGjweT9nGbUJIljyRSEClUiEYDIq6tvT09ODgwYNYXl6GwWDgHyeLYyJNEUvyiT2XSFxIsubUqVNwuVyiu1t+vx/Hjh3jA/61tTWwLNuUe68ebOqrrHe3zkpolIZcrIJfOPgKZShzc3NIJBJIp9N1k6FUgzDrqtFomu7xmg8pviIZDo7jcP36dbjdbnR3d4sWX7lNanz1z8s3pSGE1pJQyzM4N7GCd/3gAg7+zfMwOBdBr1UDpSx3Qo+t37BaSydX4Xa7MTIyUtIdJJ/Dx04jnUnDoJWBZRnoNEA0lkYqTbaXbxy7ssYhlWGwvLiC573lM3j9w1uhUSuxe6sX9+zKDVj/7O4ObNFnMDo6UhD8lkMqlfID1+joaEGGIx/ixDM7O1tWd+5wOHgpirArqFhAzjAM+vr6cPLkyaIDL8MwuHr1KvR6Pfr7+2mW/DYhk8ng7NmzeOKJJ/D73/8eHMfh7//+7/GqV70Kr3vd62A0GhueEat1jiDjGJkHKikiFSKUoUgkEsRiMahUqronaXbu3IXr17M65CeffIJ/XKlUZhfqJT7eWIKBXC5DW5seOl12Ub2+vo61tTVRh416EY1GeZkiccyan59HZ2cntm/fLrq4edm2drxsW+WuWFMrMawn0vjKwSAW1vRwYhFzM5OYm5kEAIQW5xBdD+PIU19EOpXVlux5/gdhNRhEs+QAsBJexxvf92XMhqJQywEJy6CnQ471OINIVAKphMPqugQdJgavv09OGnfCbeFg1WXvlcA8h/llDj4bSeJwiCdSUCoKJYT2NgXetLcLLtUyRkdHC/TapRCaXiiVSqjValH5iUKhgNvt5iWNAPgdTalUyktTPB5PgRRW+FzSk0I4RxiNxqJuLkA2qetwODA4OIhdu3bh6NGj2Lt3b1U9OloJDcjzqJdkJZlM5rihEItG4eBLBtf8LLjRaOTtkjaDRtbj8eD06dPo7u5uSpEEx3G8DIVkONRqNZ/hUKvVOH78OJ9JrQdv3dcFAIin0vin126FXMriXd+/gI+/sg8v7M/1xe7oeSlmIiz+68I8Pv6QHzoTg7GxsaIe2vnEE0mwUiUUMpbPggMAywJIA/PhFJSy7KQajXOQsIBcyoFJsrg0uoTzF34CZFIAOHzvc+/Ha160lz/H9eUYOg0GyGQyXBoew66+4sVNQrKNP6KYnZ0Fy7JYWFgo2jmTIJFI+A5uEomk5L1BshsXLlxAZ2cnf2wikRBtHERstIaHh4vukJGB+mYs3qHUxn/+53/ine98Jx555BG8/vWvx8mTJ/GLX/yioIiskVQ6R2QyGYTDYX4OIEWkRqOxoiLSUjIUo9GIxcVF2Gy2uidp+vu34PHHf8v/O51hYDKZ8fa/eCsCgVGcPPYHpJPrBc9Tawx4w1veCo0mu7BYXV3Fv/zL5wEABw48g23btqGnp7QlYaUQmSeZI9bX16HX6/mC/bW1NYyOjvKuG/Xgs49uxfr6OoxzZxCaHcGKAmhT33CqWljh8G9f+Qr2bFEjnUogDSk+/pshfPmNd4tmyQFgbGoRkzNL4DgG0SQHzXNacI5jsLqWe2/YDSxmlzhwHOA0sognMrgwDQxOAxbVjetQyoDZhRW4O0Q6NzPAhethPHh/F66eO4nxuSW42iszbRAaTJBdz+PHj4vKT7xeLw4cOICFhQVYLBZeXiWTySCTydDR0YHh4WHccccdBa/j9Xpx8ODBHDmkcHwnbi5ut1s0w+/z+fgseyqVgkQiuWnqjTZ1QC6mEWw0MpkMsVis6ueJDb5EhkIsGlmW5QdXMqCLyVA6OjoQDAaxuLjY8sY83zwyhomlGF5lb8Pk5GROdlOMRDqDz/5hGO96wAOLtvJMFclwkAEWyPqTOp1O0QyHmLb9F+en4dQrcY+nsgFGDIVUgvt7s0U9T/z1vVDJCn/EUqkK9+x5NTq6Y5A/N6GSFr/lsuSZTAbv/NC/IrI4B3PbjYkinsggkeSwHuf4YDwSvVEcpVNwmF4DJKwEaYkS4NYAjsPkzGLuC3AcGACdbi9e/n+v4ltvNuBuT25hD6GYtrK3txfxeBxDQ0Mlm/oANwpbY7FY2aDYYrFAq9XmaA9Lbf0LbbTEBl6ylXkzFu9QauO1r30tXv/61/OB7L/+679iYWGhzLPqS7GAnBSRCmUoLMvyhZiVFJGWc0MhQYXX68WJEyfg9/vrviOwGFrCHbvvxtWrFxGPxSCTSbAayRZ5ej1uHD+YDcZtDhfSnBTHJ5LY0rcNFnYJ6fQNuZ9SqYRWq0UkEsGFC+dx8eIFvP/9f4O5KIOfnZvG376wcitEEgwKG7cplUrejjDf6lGn02F0dDSnwD3DcfjSMwH82V0dsOqq17QvLMzjhz/8IZaXszvcvf6dcHZ24NzJIwgthZFKA6loHIvrfjx0/6vBKAzYJzcAyCYY9Hp9jk/60so63vR330Y8BSglQDINWPQsUqkMfF0ZGNsymAvJkckwSGc4PHMlgW3OG9/1U4McxpYAuw7oFzjdSiVANF5adqtUKjHLmvHBb5zDmY88XHTOisViOb06APCdvjUaTVH5iVDSaDab+d8L+d0SaYpY0oc8d3BwkH+u8LvVarVwOp0YGhoSDeiVSiXcbjcGBgb4890srlybPiC/fPlyU1+z0uwHySgKZShk8HU6nTCZTJDL5TlZcDLIViJDIY4irQ7In9djQjiagltrwpUrV+ByuUquNDMZDotrCSRL+K0CuRmOxcVFRKNRPsPh8XjKNnnyeDw4duwYuru7ec/TwMI62Dr+4MSCcQLDMOg0ZhcJHMehoyO7QCiVJT97ZQzP/6vP4dG7pfB1SaCQAYnnbjVyC0gl2cF3x/Z+HDt5lX+uWg5wDJetuJdp4HVoERifLtiW/O+PdPPX9L/vC8DCrQAw8Y+RSY1kwIXaSpPJxGtTk8kkTpw4gVAoBJNJPKDPXne2NfKFCxfKBsRiUpRSnv/lBl4SkN+MxTuU2sj/jtvb2+vaHKgShHVGxLea/Ecs2kh3ZK1WW7EMReiGUk6GotVqYTQaMTk5WdLir1quDQzhG//338FxHCQSBu0WHeKxGNQaJT79mc9Dp0pD81wse/jZISSfi/vOTw7jPICjJ85ix7atkMmkWFpeASNRo61NinA4G0ArFArEVqNYXEsUvQYCaXpH5ohMJgOTyQSbzYatW7eW7MTNsiw8Hg+CwSAcDke2CDbD4cr0KsKxVE0B+e9+9ziWl5eg1xvw2te+Dh0dHQCAPXfsQSi0iHNnTuDK5bNYXw1BobIgGQ9BpZADyN6zPT09fJZcJpPhx0+eR3gtDgaAhAFkLAObkYVCwcBuTmJ1nQPDruMzP41ieikFm1GOrQ7Zc9avwEw4BaWEwT2dDOSS7NybTAPxJHD6UhD93YX9KDRyKW+/+Ed7+4DIUayurvK7lOl0OmdeXl9fR1tbG7/z0NbWxjfeSaVS6O3txdGjR+H1eguSJkLLW7VaneMLToJmIk3Jh/SkmJzMyoHE3FyKBfRA1m3nwIEDvH78ZnHl2tQBuc1mw/79+5v6mqWa8ohpAEkFv9fr5Ts7lnNDqSST19HRgdHR0bKygUazxZ4ttOU4DnK5HNPT0yWLBZUyCT7/+tzVcjyVxsBsBB4dI5rh8Pl8MJlMVRVeqNVqtLe3IxgM8lqyD7yg8c0nAGB2ahDXLj4FqVSBHbufj9FL34ZUpkWn4yHRLHkqlcZrHvsc9j87CJVShX4Hi6FxYJuXw9xzPRzI8RyXgdfTiYuXAwCA9TiQyWQ15QYFh5VEtpgqMJ19orxIMMswDB68IysRkclk/CDLcRxfu1BMW0l87V0uFwYHB7F3796SQYXD4cCFCxewsLBQMngHwDfZIBrAck24SGfQ/N8B0SQqFArecaLRVnSUzYfNZsP8/Hz5A+sEabY2NzeH2dlZrK6u8sFxf3+/qG91/vPFZCjC5EyltUIulwuXL18uafFXLaHQEr8wSKc5rEaSkEuB9bUIlsIJqKRSQJF9rS6bDEvhNJxdPbg+NYfl5RWEw6s4cuxEzjn1OhkkLIOHHnoYUqkUW+y6Ak/u2XAc0UQSOibOzxGRSIRf3OzatQt6vb6q37fT6cTo6CjfA0EmYauqKxI7XzAYhEIhh91ux+JiCKyEhb6tDRq1CmMj56BRMkjGFnDkyc+BZRiotSY88OIPALiRJR8bG4O53YmPf+0PSKQBnYRBLA04DRxUcgZt6jS8zmWwbLbg/0cHU5hfTuOP7jRli9kTaaQzHDyGNLbapJCwwHKUQ2SNQ5uagVQCHD8XwBtfva/k+9GoVbjTn7UwbG9v520g5XI5zGYzenp6YDKZRGt8iPWsSqWCw+HA8PAwdu3K/WyFksYtW7YUzO9EmiLWyVkikaC3txfDw8P8wlRIuYBeJpPB4XDwAT1woyv0Zs6Sb+qA3G63tyT7QTLkxFKPZMDD4TA0Gg1MJhP6+vpgMBh4CzaxrpgbKbQhOquxsbGm6iOLwTAML8vo6KjMy5tkOP5waRpfOhXG/7kXJTMcPz83jaX1JN4u0h5eDLJt293d3RCnjc89NYJX7bDB135Dp55IRHHyyA+RSWcXW1NjxyGTtyG6NgO7R47J6WwnUIslq987cuYaXvvY5xCJpgFWAmTSePYK4DQDI5MMJGwKLMsgmcpOgsk0sLQSQ2Q9BoVSibVYjC/wtKk4jIUzAJcCIAGYwklY2I10YWEBqVSK11JWOqmRe9fhcGBiYqKsNp4EFqQhR7mFld/v56Uo+T7k+Qi3H0mRD5AdXMkiUdgsiHT9pNweNHqO4DgOa2trOTIUhmH4LrRGo7EuMhTiEV4NZrMZMpkMMzMzfLZ2o+y950489fQBLC2vAACi0Rhk2mxmc8/undCqVZi/fg4AoJSzcFhYSNOz+OAH3oN0Bnjqqf2Ymp5FR0cHjAY9Ll66hKXFGbAsizvu2J3zWhzHIRKJZJvyHLyO+dU43rVTxnccFQsGP/n4IF7Ub8Veb3lZIsmSBwIBtLe3b3hcuPfe5+H06dOYm5vD//nnL2BuPpsUsVjMuGv3jWZDEpZ7rmszB4bJHWu7u7tx9uxZfPSbR7C6FssW56Y5KCUM3NbnEi/aGzumDAP88f1m2HRpmLQyhNdTSCez99EOR/azWVpP41gwgV6jDG2QQCoBro7OFH0fZFdnYWGB71DLcRxsNhv8fn9F1qBEfptMJtHd3Y0jR47wna+FEMvbubm5qjs5O51OjIyM8L+PfEiDOqJTz8dgMGBychLT09NwOBzgOI7v4LlZ2bxXhuZnP8hWTDwex/nz5wsaSezYsQMymawgAAfq15RHiMvlwpEjRxCNRqsy8W8UdrsdIyMjRbsu5m93kcr6B3rMeOluL9rN4q3pCXpVdYV5pLvkqSsj2LW1Dzplbbfz/GocE0tR7HEZ8LmnRuAyqvD6PU6sRFOIp3KlNzKpAipVG9YiWZ17m2U75NJeKNUWaPUeuGMBvpvov//iGbz3498Ex0gBsAAk8Jg1WFplwDKAzcAgnck22gCy959UKsPk1DzUKiUWlmLPPS54z1IOkRQHgAEYFt/40RN47Yvu4rd2l5aWIJFIeOmPRCLhs2jVFD6SLLnH4+GtDYsN0mQnSKPRlLQq5N+DVstXwqfT6bLXlV/kA2TlKvkNToiWfLNvS1LqRyNkjUIv81AohFQqleNlTvod2O2FkgCgdhlKtZAkyfj4OJxOZ90WohaLFcvLK1ApJXz3R4CDv7cbd965B0/8nsNE4Dx/fDIRx/d/9At4PF50d/dCpVLgoQcfxLVr17AUyi6W0hkGTzz5DB64f1+OFjyVSsFkMuGvH+yE0WSCXlda4mPVyqFRVP77JjvNp4au4y5f7U3hLk+tQiMD1Bo94vE5JOMRqJQSRGNpLCws4omnjqHPnV2YpdIs5kMyyOUZ3HHvK3POYzQaMbWUxK/2XwAkMjCZDKIsAwXSkEtYOCxSpDMMxqc1kMkymJpXI5ORw9eRvY+W19LQypnn5CkZnA6sYiyUxI4OLez6G5/L9FyI//9CkwRy7xKThG3btmFxcRGrq6u8b3slkIA8nU5DqVQW9R4nksZr166JGjCU6uTMsiy/yyHm4pWvNc//bpPJJLRaLQYHB2Gz2fgGdsUC/M3Apg7I7XY75ufny1qqbYREIpEjQyGZN4PBgJ6eHqhUqqIylGobLlSLSqWC1WrFxMQE/P7ibdOFpDIZSKu8lsmlKOx6RcHzvvfsJF6ytZ0vzmRZlre6I9p2kuEgMpRy212leH6fSFV4GbxeL970rVN4wZICf/2C2ir4nxpYwK8uzOB7b78T/TYtrM+93//1ykKbR4Zl8cCL34nA4AlIpTI4Orfl/LiJ9n9xcRFnLo2Cy2QglbNIpTPQaVRgOBbJNAe5pHBAiCU5JJJZbaVKrQW3FMOLH7kLP/vDBSCdAMMwsCg5RKIcVAopotEEzlwJ4t++/RO84L4dfIFTvm51YmICY2NjfDFRJZBFpd1ux/j4OGZnZ4sGIMlkEhKJBH19fTh16pSoN20+RIoCFOqC8xEOvGRhIPSmBZCTJd/s25KU+mG32/H0009v6BzpdJrfCQ2FQryXudFoxNatWwu8zFdXV3PqjMQCcKAxSZp87HY7hoaGEAqFCrb9i5HOcJCw4r+Pr/3fH2JwcBgW443fZIZjYDcC508+juOHH4dCZYDwnaTSHE49ewlHT1wCAOg0cpw+fRqZdPYz4jgO4UgMTzz1DCYmJ7Bz+xaYzWbs2LGDNzuolHc+4Kn4WCCbWLA5u/AnPxrCv79Nh91dtck/v7b/KjTBY4gvz0OtkkIpZ6FSSKBSSKDVtiEDOSSKDNLxrOQnlmARS7C4cO4UXuS4IaXkOA7/53uHAS4NZFikATCMBLY2BizLQa9hATAIr2V3+lYiMqh0ZmjiUaytraHHqcXswhrSGQ6JDIvr8yvosxvQacwuBpKp7C5rOpnA9evXc4oxzWYzOjo6sHPnzpwd5ba2Nhw+fLhsvVA+wt1Kr9eLw4cPF3iPA9lMN+nsmY+wk7PYLgax9RwbG0NPT6EklWjNZ2Zm4HA4cv6WTCbR1taGcDiMiYkJuN3unJ3UzcimDsjb29vBcRxv71QPhDIU4oai1Wr5RhI6nQ6HDh2C1Wrl2yQDuVuMZMJvhl7V7Xbj7NmzFUkBrs6s4k3fPoP9H7gPbcrKb7g/+9ZpfPglPrx8+43PmOM4/PriLLY7dTluKVarFcPDwzhz5gwikQjS6TSMRiOsViv6+/t5HX2zaGtrw9/fq4fZUNiuuVLu7zFheH4NHMflfAaEVCaDrxwI4s37umBQyTA3MwW1rgOOjsIOb1KplJf2vP6l9+Kb//kkGGQAMGBZFTIc4OtkcadfiulFYDmcvb8kUhlS0TiSKcDd5cSVoSmwMhmePR8Ak0nyxuQqSTa7Ho0/VxTFZTA8s46/v7N4IyJSTORyuaoqfCT3utfrxdDQENrb20XveeIvazQaYTKZMDIygi1btoic8QYqlQp2ux1TU1MV62XHxsYwPT0Np9PJB+T513uzFO9Q6kMt1rhEKkESMcvLy5DJZLwlbTkvcyJrJK3ECbXUCm0UiUTCJwEqCci/dXQc+wcX8B9vK+wxkEymcP7CVXTZc9/7aiQBpzn7mEoBILOMlUgaiSQHlZKBViXBCx7cjpmFOMKh65BIgEw6iUyGw1I4iUg0BZ06O3dZrVbs21da21wtkdBpLF3/FRz9fwOprNBCtdfrwj/eMw6PtrTRQDFmZ+egHXoasbUIVCoV3vqWN2BhYR5PPfmH7OtHwtDpDVhcXIZBmys9MpltWAlNYujKE1CqDLhwXY/h4Awgec5T/LkCzV4LwD4nb2k3xdDvXkF4XYFoXIKXvvoNOHL0OE6fPvXcTvkaJCyDTqcNL71LivRzga7J4URgeAoSFlDLgOvXr+cUYxabl2UyGd9Lw2g0Vjx/k/s8nU5DLpfD7XZjaGioQNPNMAxMJhPm5uZEk6tE1nL9+vWC+rRUKoW2tjYEAgF0dXUV/C6J1pxkwYW/OTJHELvdjo4O/no3qyvXpg7IlUolDAYDZmdnaw7IiQaQ6P+WlpYglUphMpnQ1dXFFxMKMxwSiQTRaBQymazpTXnyMRgM0Gg0mJqagstVWlvta9fgS3+6o6pgHAB+9s67Ydbk3ugMw+AHf3knMplMTqX76uoq5HI5otFoTRmORrDN341z586ht9tT08o3leGwGkvhOSFIAYkUh7OTYbwmlkIiPIff/+b7z/2Fw/ZtvZidHoCuzYq77vtT6PRWfoLcvr0bfo8Tg8EpQGEECwZeB4OX7pUgkWKhVQMXhzk8+po/wte/81MAQIYDxq9nbdwSrBLXp0NgpFLEUgCTTiHNAQqZAtHkOrQqBSKRBLb0dpV8fwaDAUajEYFAoKrmTuSeb29vx9jYGKaKdP8UZhyE3rTlZFYkIK8kMyORSODz+TA0NAS73S4akJN6Dpolv32o1Bo3Ho/nOGKl02m+wNjn85VNJAiz4OR8pIi4kZ2TK6GrqwvBYBCRSKRsX4ZX77Rj33P667XIApYWgmjTO9FmdEImk2Lf3f24PjGa8xy1SgKZNAOlIoN0msF6jMXwRBydnV3Yts2GsdErWFsKIBrmQNbBLCtDp9sLn0KNp585CiD7+9y3t7AAbyNwHIe5kf8LAAjPHoCp81UFx8hkMmzt6UIgEIDRWL0l7qEjxxFbi0CqVOO//eWbcejIKRw49CysRhm0zy00VleWRZ7JwNe3E+eOfxvRtaze/NSptWwNEMcCDAtkUnDqZVBIGcSTHBZWMrBbGMQSUihkKejUKSyGVnDmzGkAQH//dgQnngHHAbPTM0gnAb1Bh5DWCTW7Bslzt59aCr4pTyW4XC6Mj4/n1D9VAglwU6kU3G43Dh06JFqkKZfLIZVKRTPdwk7O+b7xyWQSGo0GEolEtAkRcKPYlmTBCYlEAmq1GhaLBTqdjpdTbmZXrs23RMijlgxIIpHAzMwMrly5giNHjuDUqVNYWlqCyWTCXXfdhXvvvRf9/f38jZdKpfhMuEQigcViwcLCApRKJX8jtTLoJDor4XaoGOuJNO7tNmEtnsLQXKTi81u1CrAMg0Qqg3d87zwuTyxgfHwcZ8+exf79+3Hp0iUkEgm43W489NBDuPfeezEaiuN/PzHR8mAcyOrytFptTkV1JSyvJ/H//eoa2nUKfObRrUUtE9VyCb715jvQxsZx8sQz/ONyGYfZqWsAx2F1ZQ4jA0cA5GbJ3/a6RwBWAUhkkDDZgh+FnIFOzSGeZCCRGxGcyBbgZN0XGETWE5DJpIiHVyGVSZE2tCOZSCORzmZfFFI5wHGIrK2BYRj86cufV/a99vT0YHJysmqPfRJweL1eDA8P52QECSRDDmR3LNrb2zEyMlL23BzHQaFQYHBwsOy9DWQHXolEgvHx8aL+5US6IqzvoNy62Gw2vnhZSDqdxuLiIoaGhnDixAkcOXIE169fh1KpxLZt2/DAAw9g165d6OrqEi1iI/dQMplEIpHImSOIk0o4HIZCoYBcLm9pxk0ul8PhcGB8fLzkcbFoGFNDTyAW/C+cOvlLHP7DF3D5zC9wbP9XsByaQDqdxtT1Mf74uVAcANDvycBuScKgS8NsSCHOKPDKV7wIBqMRTxy4wB8vkQAsw2FyPoX2jj5cmk3hVGAZMmn2c7FYLNDVqZEbgWEYSOXZxbxKXxisEVwuF5aWlrCyslLV+U+NLSPIZYPLTCKGL3zp23jm4AlwHIflVQ7zSwksLif48Yt0Ws7C4cK547Dab1zXyAyyTd3If1wa1ue8DVgWSKUZLCzJEJjSITitw0xIiZ/99Ad8Pc/E9WkAQDLNIZMB1izd2PXCFyOzEsa1gez8l85kZSvVIJVK4fF4MDIyUtFYnP9csitJijTzz5FOp2GxWBAIBJBIFFpeOhwOyGSygnuYuHD5/X6Mj48jGo0WPJdlWfj9foyMjOSMA0JZY19fH8bGxhCPx3NcuTYbmzpDDlQWkBfTAJpMJmzbto23SyNZjnIyFI/Hg5MnT8Ln820KrZHVasXg4GDRYkoAWIuncP8/HcF3/2IPBmcj+PaxCfzmvXtFj82HFDHNLSxAl1rC4KUFuG1GPnskNmF1OdpxeXhtw+8NyLYkVkpZmDS1r1i9Xi8uXbpU1iddSIbjEE9l74mR+TVcnArjNbscRY9fX19Hm96KmevZDFIylfuZMPIb26UkS74QWgEkMrBgEM8wWF9P47dHk1DJgaVVDjJJDH94av65890Y0CPrWZmL29+D82cHBdeMbAU/KwPSMTy0dzuctvK6v7a2Nn5ALCcnEUJ+G1arFePj4wVZCAAFmrxSrZGFkOxHJBIpeW8TSLfPixcvwm63Fw3ISZZ8MxfvUOqDzWbLZknn5hAOh6FUKrG0tITl5WUoFArekja/cUw+ZHIWc0MRqxXq6urCxMRE3aSUG8XlcuHEiRPo7e0V/V2E5kdx8sh3gUxhMKRQaiGXq/HkM88iHk9CLmORTGWgVkqgVGRgassNXEILy9h/7PcAAI2Sgb8rG0aY27KWrEAGv3vqBFgW0KpYGLTZ8Tg4PoN///4v8J53vLHq9zcwG0GPVS1aH9W142PguBRYSfEdOblczksjxHoaFCOd4SAx2GG1WjE/Pw8uHYfTYcWb/+xR9Pm7sbwSxn/96glMBK8A4NDt343xkXP8869dPo3XveGdcPfsw+xqCh/pCePJt3wMSKcAMJBJWLRrssG1VpXVjceTHFYiMmQy2YL+WCwbZGp1epw9lj13MpVBMg1I4jH87vu/QCadBsswmF/LulJK2GzCo5rxj8xZ8/PzVfU/Ib+JVCpV9BzJZBImkwnxeFx0p5ZhGPh8Ply8eBGdnZ18god0cm5ra4PNZsPw8DB27NhRcA1WqxVqtRrBYJCvlRLuour1el5uu23btk3rytX69GYZxAJyogEcHx/HuXPncOjQIVy9ehXJZBJutxv3338/7rzzTj4gICb2ZKAlbb7lcjkUCkWONAXIBi86nQ5TU1NNf79ikGLKsbGxosdoFFL88C/vxHanDq/b7cCP/+ouRJNpREQ6dmUyGZwYvI4zlwZw4sQJHDhwAIFAAEq5HB955Q68+sUPY8+ePXC73UUbW+zd1oMXWSOiK9Zq+cfHh/DNI6WzO+Uwm81QKpVVZclNGjk+++hWaBRSBBbXcXAoVPJ4i8WKietz0Og7IFeoYDI7cO8jf4Vtu1+KC/IX4UdjN4J5qVSKjESNf/mP3wNcGhlGAosyA4WUgdephs2sgtUgBQdAp1VDp2tDIsVLxZHKcEhJFXwwfueuXqwmgLUkIGEYQJotynnDK++v+P1KjE4EJ6aq/s7I74JkUPKzkcIMOZB1W3E6nRgeHi55XpLlJl61lWRmrFYrtFot75crhrDAk3LrMjExge9973uQyWS488478eijjyIcDsNqtWLv3r38Tmh7e7toMC7MgpM5guM4Xhsrl8v5/2QyWU4GvKOjAysrK4hEKt+JbCTEC31iYkL07zPXL4sG4zKFDve+8K+h1prhdFgxOhnDymoCkfUUGAbgMlmNMyGdYbGyduN35+kwFJxTb7Shu8uETqucD8Y5LptsGBwKVP3eMhyHP//WGZwILIv+nWFlJYNxgtvt5v3NK+Vutx6OpasYCU4jk+EglTBIxFbx7e//Cv/wqa/h3775U+j0RgDZseupw1f5ZkmEwOBhDF15Cu/7zwtYkLThw+94FMgkgUwKfqscEoaBRMJArZKAYYCO9iRs5iQc1iQ62hNQKjLo6OjEjjvuBPdcoayEYcAASM9PIZNOw+N24M7dW4lFPBgAz54vv0spRCKRINXmrDlLTn47pABfeI78TLfYTq3VaoVGo0EwGMx5HhnnfT4fpqenRb8/kgUPBAKIx7M7O/myRp/Ph6mpKaytrfGuXJstS37TBORjY2MYGhrC5cuXceTIEZw+fRpLS0swm824++67sW/fPvj9fl67lC9DkUqlUCgUFctQXC4XJiYmqr4xG0VHRwcikQiWl5eLHrPVoQP7nJ+tWi7B558axUf+6yrf0nliYgLnzp3DM888g4/8chD/65k5dHV14cEHH8S9994LTZsZ//enB/HMiayN2PD8Gs5Pim/xkcY8pRYJlfJPr9uK979gY93miKxibGys4h/Z9eUY/uLfz2ItnsIL+6343Ou3FT02Ek/h+z/4ASbGAxgbv46puSgGRmaQ4RhYbH3465fvw/98aa7dn05vRDqV3Zbs1LHo0nNwmqXQqgBTG2A2SKFRSfDuv3oj5hezg0wynd1yZBgGiWh2YOnu6cQzJ0eQHWafKxFlswHGH70wq8lciCRwdWa15Pt938+GMBhvw+j/z957h8tVluv/n1Wmt917b+kkBEIgQCjKURAQEcvBrqhgO1/rUc+xnnPsvSsoKoIgvSlFJAlppJDedu+9Tp9Z7ffHOzN7dvbeyQ4dfjzXtS/IlNVmrfd93vu5n/tubz/h546PNEqel5eH0+mcVVacq2u9oaGB4eHhE5aI0xrklZWVGIZBX1/fSY8lPfCGw+F5kY20prNhGC+b5/e1eP7i6NGjLFmyhNraWn7/+9/j8/n4zGc+w759+zjttNOoqKiYkxN+IhrK8SDNyWgodrs9o0D0conq6mp6enrmpGvVNJ6LP1doldvsbipqzmTpqiv5Wfd53LtfGIbJEvg8CkYKmdV1C82Q6Bu20TuksOOwxcNPeykoXURdTQUN9TUcbp/M7MOyLDbvj3G4uQ89GQIsTEshFLUYD+pYFvh8nlnHdrKQJYknP30O59YvXAFkrnA6nZSWltLRsbBFgWmafO0Hv+exf27GNGHx4mUYppDOi04Nc7S5nWf2HeW2Ox9lKiyy8FAoyO4jEYIR8RvEk4JX73QH+NnVNZyZN85H37qK0xZVgamT5xagjNetYFMlFNnCftzasb7c4PWvfz2VZVnVGEn8RjaXG6NhFfn5+Ty57TAAugkxDX74x0dnbOfYUJjhUGLe820bifCpB3sZCiVPWds/zTDQdZ2Kigp0XWdgYCDzfnqOCAQCFBQUzDkHZSfVaVpLtnGc2+2moqKC5ubmWd8FZogKmKY5i9bo8Xgy38+upL6c5oiXbUIejUZ55JFHeOaZZ7j55ptZuXIljzzyCC6XK8MBXLFiBaWlpdjtdgzDyEzAabvUEyEcJ4uioiJM02R0dPQFPMuFh6qqlJeXL3gC0DSNdyzz8o4G2LJlC1u3bmV4eJicnBzWrFnDz649g4uWllNWVsZUOM5H/uvXNF3yCb7x87/xuW//CYB/HBrmjt3zVwlqamro6+ubkxM2X9y9p5/WkZlUF5dNwa48u1uxYzSaSUSLiopQVXXBlQ2fU2F1VQ52dea+RyeCtHYNEIpMI8lX/GILzcemEV8J8LvhoXtv5q6//or7b/spk8PdJBIJ+vv7OXDgAJHxPpY3lGCTZfJdYh+15SpOOyiyRL5fBgt++pu/ohsGgYAvg64YkoppSThzctl3RCSqxSX5TGoQMUCSVWC6o//BA4N865GWec91JJRgOJTg4pU1DA4OEomcGt0om0ve0dExQ8JqLrdNp9NJVVUVLS3zH1P6e+mmntbW1gVxv3NyclBVNSPnNVe8hpK/eqOqqopvf/vbjI2NsWXLFpYvX05ZWdmsikm2VO1cCfipgjRzHcfAwMCccm4vReTl5eFwOBgcnG0K4/bkcc5FN3DJVd/g4su/zLLVV1FQuoL/urCMenmEDRs28L2f3Y4ti8RqmBa6YRFPSliWSmmeE8UIsmHzPvYf6WXvwU5CUYsdR3UmwzAyCWUFKg6bGJMSmsXRrjhjUzpSCkF2u32zji07ErrBb57qJJqcOQ6cqlBBdjzdMcFYRMxRtbW1DA8PE41GT/q9ickgfe0CZV675nQ2bj/EwGgS05JQVYkVTUVcfcVFBPxeLFnIDlaWeCkrL+dQe5zBcYvJMPjyl2F3FjHauYW922/lma1/4rv/cRG5bjtKSlklDaTphkRSO24haUFFRSW7du0R/zYt4glBWQknDGKH9rFxmwDRKitKiGkShiVx4OjMefAHj7dy954B5otDAyGKfA7OXFqfSWpPJdLeFZZlZVw209vIrqI2NjbS29s752+QnVSnv5c9t6R9ACYmJuY8hqamJnp7ewkGg8BsSd3s72ercr1c4mWZkF9//fXk5uZy/fXXo6oqlZWVNDc38/GPfzxDo5iLhpJOvueioZxqyLJMRUXFywoBqaqqYnh4eE7Kwb6eSb7+wEHa2trYsWMHGzdu5OCxdmKGxOLFi7nooosyNB6fz8eyMj//cVEtG3YcYt3bv8StD2zKbKujd4ixyRCfvLB2lsXxB/68hz9tF2VRv99PTk7OvGXSuWJ7xwT7+4Jc9OOt9E2eWoPhXHHP3gFueVrQVNIJY2dn54IeMr/TxicvrEUGduxr4Rs/u4Mz3vJ5qtdfz8rLP8vSN3yKwdFJAN6RP4RpWRgpjreqMAPJSCRiPPnP+9i0aRM9PT24XC5WrlzJVz75TpaUFaKmEI3scmY8aZFIGoxPhFBtNsamxO9qmggpK0liZHgCJMjJ83OkZxwTCcsS2yotKcTnEaXaD5xTxc3vXTXvuRb6HGz+3HmsqCqkpKTkWaPkgUAAr9c7q6w4lyRnXV0dk5OTjI/PTQXKRjDSTT0LvZckScqYT833fhqxeTkNuK/Fcw+3281VV12V6Q3KNpBLJ+Bz0VCeK0hzfPh8Pvx+/4IqOy9GSJKUoTbOhfr9dUcPt25p4+jRo2zevJmNG/7F0SMHiITGWbF8GbWVeahZ/gi6YWGZFk779GvL650sX1qT+Xd+XoCI7qe9P4FpgcuhoMhijPL4Clmzeonoe5EFIrnnQCux2PwobTRpsKlljIcODPLO3+9+Xq7Ldx9vZUubGINcLhfFxcUzxq/5Ij8vh8WLROV287Zn0DSdqqpywkk3hgkTExNs3badqqoqSsrqSepg6Ek6ugZwOxXsNsj3w4bH7uZfjz/I2PA0oKNacZbXTPs6TIYNDMNCVWBkwkYwMt0HFYxIhMJh/v4voVaTSJqYFugGkEiIpsZFNeTm53G4TSDbugnB2MxFzW+uXcn1589v/nPFimLuv2ENZWVlWJY158LuRJEGbQzDyHhWpJ+N7Cqq1+ulpKRkXkpjY2MjPT09xGKxWU7ODoeDmpqaeYUAfD4fpaWltLa2zmkS53A4qK2t5dixY5nXXk4o+cuyqfO9730vn/3sZ2loaOD+++/n05/+NDk5OS+qKQ9M62MuRE7qxQiXy0VRURHd3d0sWrSIWCyWkSPc2zXO5BhEItPi/z/a0MNkr0aee4rHtx1hbDLE2ESIjr5RHtjcQkIzMlw2FAdrV9bT0dXH8NgU13z8+zx045fxuGda0n/6dfWU+Ketomtqajhw4EDGFfJk8f2rl2GYFqosUeQ79SbOPT1T3Lqjlx+8VdBLPvv6mRJK/rwCWna3UD80NMso4PjYsa+F393xOI9v3svoRAgUJygOsHnA1BkPxTnvnf/FL7/2YRKhKSRJIhrX8bpVNEMioYEjKyk3dI0LLrggk2Qahkln13imESmatAhGTFxOGcuC0QkDRRETVcy0k4xHyM310zsoVvdxTVjDTxkS40MhnA6VqagmsCZJIhSbicydzBAqJ+WEWldXx9atW3n8YB9rG4oWjD6lEYWamhr2799PVVUVDodjXqMFu92eGTzXrl07p5Na+nvphs39+/fPaOqZK9KlxuLiYlpaWuZt0souS77cmndei+cvAoEAhw8fnlGpezFMeUCAJM3NzVRXV78s7q90MpKWnst2xWxtmcInhTnUP0JwcgTDEPNp6yC0HtpCKDi9HUkCn0ueMb6BUFHJsw8R1wRrumsgiASc2aSgaSY2m4zLpbJ5f4yAe5CAe5A8n7gupiVhWhYdXX0sXTw3RTHXbee2D57BSChBkc8x52eyIxEP0dW6jeGBIzQuu4TisqXc8nQPpgXvO1vIwd7zkZlSi/bcUnY+s5e6uroZBjnHRyyeIJYQiZpNlXA4bBw62ocFuBwS1SUKdkXn8JEjTIUtmqocFOWq1JU7CEV0/G5QFQnTNACJ8SkVv9egtuFMqpsuwdC3ZWQinTaJWMLA51YpyNFw2KcTxFBUpm9gkFBwCgVBaVQViTyfRTQBiifA7v2COqoqMsGEhW5JWMwEIuYzg0qHJEmZuaCuro7m1jYOTalcsmThDZ6KomQS3MbGRo4ePUppaeks/fGGhgY2b95MbW0tPt/Mqkl2A+dcTs61tbV0d3fPcG7OjrTp3HxN3DU1NXR3dzM8PJxhQhiG8YKZT55KvPRHMEesW7cu8/+JRILu7m5CoRC5ubkvqimP3W6nuLiYnp6eU1KmeKEiLZLf2trKyMgI8XicwxE3muLmugtW897jxP+/9IYGHn1qL+e/83+E5qmkABLYPUKlQ5JBtov/IvH0/k7AwGZ3sGN/C2/5xA+47YefoiB3Wj3ktPKZxgtpXnF/fz+VlSfWw06HIktcedrcro8nixyXjcai+XmIu7uD/PaQxaK8DkpKSuacJIdGJ/nyD2/l9oc2p16RwZGTuiYSWCaVPoU8t53OkUmu/tj3eOu5NZTlKWBKRGIGDrvM2JTFquV1DA92oao23nzNBzPJ+N8PDrFj8x4euH8jdgXsCpTkyNhUkBC8QpdTxZrUCPi99A+HMVQ7wxMJQCKtnjUZ04ibEn6vk5GpmEjGLQNMnUjy2dExXC4XZWVlXP9wK9+40sGFTQvTnU03u/n9fnJzc2lvb2fJkiXzIuQwPfjN1bl/fDmyoKAAr9eb0YudL7IH/K1btzI1NZVBS7Mj/dunB9uXQ8L0Wjz/MTg4yJ49e14UkOb4KCws5NixY6esTPFCRTKZJBAIcOjQoQx94O/9Ts6v93Nh+RDHDu8nXeyXJAl/Tj5TE4KWuaQKBsdkhsd1GisduJxzX8PCHBkLCSOV7+Xm52BZISJxnRybHbsqsaRK2MqnwzQtEin8IOA/ObhV6HNw4QIS8kN77mdk4CgAe7ffxuuv/CqlAScnAjzvOThOy7CTM7u65vVlmAqG+Z/v3URn9wAOm4zDZmEaGrk+ifyiSspKC4lMDRANjVBenENdXQGJeBgIYlMl4kmLSBwCWVNVNK4QS9ioW7GYn910HxIWliXojw67hKaZ6KaQP8yOaFyi+cgRFFPDkGzEDVDRURUJC4vx0UlsqoI/4KVrMIiZmj8S1rMf70pLS9l8oI0f3n+Es2pyCbgWDtqkUfKioiLa29szfWbZY32aD97S0sLq1bNNqhobG9m8WczPx9NOVFWlvr5+hnNzdrhcLvLz8+eltWS7g6YT+peLKtfLkrKSHe94xztYu3Ytd91113OmoTybeCl5gpZlEQwG6ejoYNeuXWzYsIHe3l5sNhu5ublceOGFLF3USGVpEYFAYNbNlEhqfO7bfwQkkFXxZ3OBJJInmyKJBFS2geoSyh2yA81SQXGwZfcxGl73Cc54+1f5xA/vYmBk9g0uSVJGJ/3FoAbUFrhPaJ+8vjGfTZ89D13XM2Xs4+P6r/w2k4z7AjkCEVfsGYmTQo+NIq8TmyzRUJSL3+vGoZhYqdMzDIt4wkBVZA4f62IyouDJqUFWpgeOHfs7uOdBUWLUTfGX4wWHTcFms4QJUYrGMj6ZauhM6CQTSczUd0wLkiY4HDaG08m4kQQjDpaOZUIwfHIu5JzXsbaWr56us7rk1KoU6XuspqYmU1Y8kRWxqqpzdt0Ds8qRaZS8s7Mz0yk/VySTSdG47HZTXV3NsWPHTlhyfDk277wWz1/cfPPNjI6O0t7e/pxpKKcasixnJBBfijAMg9HRUY4dO8a2bdvYvHkz8XicZDJJU1MTF1xwAXVlBYRaNnLs8DMALFpyOm95+4f5wEe+xDXvvJ4ly6ZdfkvybSypdc5ySGvp1fj1Q2KskSQJj0tGNyGShP6hKUFn84pnWUgLi8GyZRCO9VuMBgXFQtOnx7vnGloyxsjAsRmvjY208/rFhVyyZDZymo7//LcGfnjNcnp7e+ftf9q+6yCd3QPIsowluxidEsmz0w69vT08/MQzHG4VlI7JqSBP7Wxlx4FBWvtEnlCQY2NwTGciNHPMGRpPctMfbmG07zDLa20srrZRUaQiyxKSJK5P9jDV0aei6RJHWzsBCHnKM86cCc0irkm43C7GYyYdgyFMJGIGBA3QLYnk8ZIvCwxJkli/spHvr5Pw2k/teUpzyU3TpLGxMUMPOr6CnuZzzyVUkRaNAOZ8nisrK9E0bUbjaHbk5uZmvAjmioqKCizLoq+v72XVb/SyT8gBPvaxj3HTTTe9JBOq3+/H6/W+aBKI8Xicvr4+9u/fz8aNG9m9ezfBYJCSkhLWrVvHeeedx+LFixkfH0eWZV6/uJC3n1E2azuWZfH1X91DR+8Iss0ukm7FIf5kOw6Xn2suPZfv/L+rRclI9YDNB3YfqG6RoCtONMvG0eZubv7z/TS8/pOc9dYv8uObH6S7fzrZzdYCfjmEXVUyxjzH3zOWZXGsow+QcHu8hCKJaa1BINfnxG9XAAu7KtCK0yrykYBYYlq1w2FXkFMlQF03aGtr4Y7bb8U0TYKROE88+BSxuIZliVLtRBzsDhVJlpkMKYSjguOc1KzMAGzoJpLHSywJliVlkvKpaBKnXUkl4imKkR4HTPYffXYqN06nk4qKigUZ+GRHGiX3eDwUFhbS1tZ2QoQcxKL2+K57mLsZNDdX6N+f6LiyDR9qa2sJhULzNl+nq2kvR4mr1+L5iYKCAt7+9rdz0003vST7Ly8vZ3Jy8kWRQLQsi1AoRGdnJ7t372bDhg0cOXIEwzCoq6vjggsu4Oyzz6a8vDzTuHbt6nxiIZGYLD9tLUuWn8HwUB9PbXqE2//yC44cmsnV1g2L/pGZAFR1scqHL52WFpQViZgmke9XeNNaJ3kBQQkzLYuB0QRJzSIYA2Q7EtP9NoYJB492Pi/XQrU5SMsNpiOQO9tJ+PiQJImcQIDc3Nx5VcLOWLkYRREUvWAogqw6GJwU+8r1QmWxE6dLwN9el0RerpfCglxaBiySuoXdJhHwqhzP4szNL8MfyCGhWZimlTkegKRu4rTBZEiMpboBqqJwyesvZHBQzLejSi621DZ1AzxOi/FQDEmWkWwqQR3iloRpWuiGwe/v2XLyCzlPFBcXY7PZTrlHIk0RMwwjI0c8l3Oyw+Ggurp6XtWUNOV0LqUuRVFoaGigpaVlznHdMAx8Pt+8YE3aTChNi3m5qHK9IhLya665htHRUTZt2nTyD78A8UJKIGYjHFu3bmXz5s309fXh8XhYtWoVF1xwAStXrsxIeYFQE5EkaV4EGODLv3qAn//xQZBVTEsRtBTFDkig2EloBn99ZA9f/MWjhGImsiRhV2ScNgcOhxebKxdcheAuwusvpaywnEVllYSD8JVfP8GSK79G5cWf5b3/9UcGR0NUV1fT2dn5kt/Q6aioqCAej89YIfcOjnHFR75FV98oKCrRhC6qBlkRDCdwqoLao5tgV8UkYpEyaUimDUSmz3PduvMBGB8fY2pqknd+4c+09k8AEnFdTKIuFXQtG6VN0SlSzTmaAZYkE5qIYCGhmQLhEOxDg3g0iIwBhiZ4/ynayq6Dp5ZQZ8dPd8e5ff/ECaU054o00lFTU0N/f/+ciXV2yLI8a/BMJ8hzaYmfqAsfZurL2my2eRH4dKQngtdQ8ldv3HDDDdx6662nrB70fMQLLYGYTCYZGBjg4MGDbNq0iZ07dzIxMUFhYSFnn3025513HkuXLs0kUCDmrMHBQRKJBIFAHlU1TQAc3P809915E1s2/p2WI88QCU2iKCpxtYJ9LTG2H4iwryVGPGESihgkNfG82G1SpuGzf9wkx6uwdpGNC09zYFMkogmLWMIgFBZmCh1jErGkRbE3QUlOyswM0bDe2//8KJdJkow/ZxqMqqw9C4dz4b1etbW19Pb2zqp+W5bFPzftIRYXY5XTLvjkoZhEf6pIbJfiHOoMoxlCm3x8KkJ73yThmEFr/zRV5zgBL0oL7EQ1ONhlsqvFYE+bxsCoRjCiMxkSPUWyZFJZPElpvlAPGx7oSqnUSEh55eiI8VcCctxQ4rcYT1qMxwwMJPSU4hymwe/v2bjg63F8JHSTzzyl8eS+9lN2PpZlOYOSl5WVYZrmnNWIkwEqdrt93oS9vLwcRVHmrE4lk0lyc3NJJBLzSjgWFxfjdDrp6up62aDkr4iE3Ol08sEPfpAbb7zxJdl/UVFRJnHOjphmcHjgxNrPx8eJEI76+nouuOACzjrrLOrr68nJyZmzXJPdTT9X9A6O8fPf3gGWoKRIciohB/Jz5padctrkjHW8JEnYZSh0WNR7odwDvpSUlVOVKPW5KPTlMJFwcPeGZha95Vv0j8eJx+PzKmrMF8eGwlzx66eJn6rX70lCURSqqqoymrOJpMblH/4/ntx+ECWVcGeScTXFVZQduOzTKJBmQFxLJeWpw9N1i1jcJJE00XUxYG/d+pTYjKryk79uZcu+TvRU3qdbEprNhd9nRzcswhEdTTOIxXUmg8JyWZFT+uOW+I1MWSVhQNISCLllaEiYmJqgqgjbZYGUJxILl5w8Pq6/oJYrVpadMkqePlen05lxKjxZQ0xZWRmyLGeMm9KT4Fzf8/l8J+zCP97woaqq6oTlS5iWQTzVieW1eGXE2WefTV1dHX/7299ekv1XVlbOSW3sn4rTP3VqalKmaTI+Pk5LSwvbt29n48aNdHV14XA4WLFiBRdeeCGnn346VVVVc7oog1CyyMvLyzxv6y++kvLKOiRJwuF0icRVcTMREmj4wMAQQxMGhbkqa5e5WVbvwumQGQ9BKDpzEWtXJBZXqFQViWc3rlk8tC/B4GiCuGbitEnUFYDLJsCMmCbG0YQm/i0rp9a69tedfXzxvsNzvrfm/A+l/j7I4tMuO6Xt5ubm4vV6MwmdZVlMTU1xy+0P88fbHiGpQzLlxuxzgSRZDE0JBRlFBpfHxVRUjNkVBQpxQyKsSTQPTY8xk+GZ1250uJem4hhvWuugoVSitlgm16fgcSoU5DrQdAuXw8BpN8nxadhtBlaaP2R30VjoQkk1a6Yxoagm0nXdMNB0Hcs0U/ODRs9zWPw4bQr/e+US6vKdp0zJykbJnU4niqLMqf9us9mora2d0xgu7eQ8NTU1Z8Kedvecy6wumUzidDozXPG5UPS07nl7ezuapr0sVLleEQk5CCnEhx9++IST7gsV8/EENzSP8ok7Dpz0+4lE4pQRjpNFWVkZkUhkTnTzvsefFomeKrSqhfGASDTPWVmNTZ2uoyk2leuuORfTtHC7nfzjFx9kTblCrc8kzzF7hS9yUAmbDA5FwiGDhcLrPvh9HtrSTGvrqSV3ZQEn7zmrEsfxO3oeorS0lGAwyN69e/nMN35JS+cAeX4377zsbABsqesjknMbyCo+2zR/WyxQJGwKKZkpMWDEkwaJpEHkOFkpd04ZP/zLJkzARCJqAJJEIpqgtNCPTZXxuCRyfBKl+QqKkl4ACYpKPGlgSAqRuI5lSSQMoQWMqWHpCZGMGwmRkBsalSW5vOmiM5/19Tmt3M/aZfUEg8FTXkilF4ppeau5nNeO/3z24JmmuczH921sbGRwcJBQaPaC9/iEXFEUGhsb5y1fwmso+as9JEniYx/7GDfeeONLRm2cSwLxVxs7+eXGExvRZDtP79mzhyeffJKDBw+STCaprq7O0FAaGxvJy8tbMEc+Xdk1DINkIk40EsaUvXT1R+nqDzE4EiGRUktxKUlW1LuoK7dnnhWbKlSl7Lbp6xlLWEJuD9h4VOeh/Rp/2ppkPGIKWVctjSqLbTzdJ7NvUGY8LKHpYhzdtmtuxHO+OKMqwKXLiud8T7U5yMmvZmIySig0vwnZfFFRUUFnZyf79u1j48aNPPPMM+i6WFRZFkyELSKJVG+RHwwJoikMRNcSHOgV51uaY4nGTEtiNKtI0zmocaxrdj9MdYnFv79B4eqLFKpKHVQUO6gtVfG4wLRkugb9dPQH8LlNJseHkSSYMmzs2rUPRRbzgpmSv7UwkS0dy0ypphmJVEKeIBZ/bk7ar1tcyJKmBjo7O08ZPU6j5IlEAq/XO69DZ3V1NfF4fBaSrWkaDofjhBXQoqIi3G73LBnL9BxRXl6OJEnzOnjn5eVldM9fDnPEKyYhr6ur4+KLL+bmm29+Sfaf5uRll0QvXVbMwx9fO+uz6WaCNMLxrw2b+OE/W9Fl+4IRjpNF2ihoLpT83seeBiQM08LnEzSX0qIcQFjufvmDF2c+e/8P3oukixEmFo3xxW/+AclIkOe28DpMPHYLVRY3p8/n5porhAKOwUw0XXHm8es7t/LBr/2ZXftnNtqcKHxOlbefUfa8dDcf3wS7ZcsWZFkmFAoxOCEGglA0Qc9QeuCefugcDgdO2UL0JUnENGhqqMTptCOlBsC4JlQLVEXCYVdm7bu7vRW/Q2jE1hdbfPltCk6PWGD19Y/iccqYlpCsQgK7KmNaUopDLkqSiaSBJMmEDQQOYonSI6aGKpnCp9PUeP9bL2TXfd9neVPVc7pmNpuNqqqqZ22XnOYGzodmZ0e6RNjd3T0rqT4+XC5Xxn/g+Jjru2VlZSiKckLaQLYM4mvx6otrr72Wjo4OduzY8ZLsv7Kykt7e3hnP0dfe1MTX3zRbySOZTDI4OMihQ4fYvHkzDzz5NH/Y3kteXh5r167l/PPPZ9myZRnju4XGUP9hHr3nv3n8vq/jsJk4HA76+/t5+IHbmBgfxtKCKZWJRi699E186lP/j/d/4DriSYvCHPEsh6JmhppXV2bDYRNpgm5YPLBbJJfjEZNd3QaH+g3GwzrBmI6igNspxkXLgnDCYkW+yfICE79TXBPTglA0fkooZFOxlwsa82e9bhg6Gx//C3f95VtsfvJuNv3rgZNuKz03Nzc3s23bNg4dEoY6uq6zatUq1q9fjyG5MU0BlLjsMDRlEYwL2k15wGQkKuYqj9OiPwS9ExaSJFEQgKAhMZGAwynaSl2ZHbt9dkXA6xbv21TwuixyfRIuh4RdlYgnZZKaim4owigoEaEwRyEm2Sk1BFI8lWLzWUChE5bmWaLh30yKPiNL/L+pP3cxivz8fDwezylTstIouaZpOJ3OeR06FUWhvr5+Fkqebvqvrq6el3qSFgLIdveEaY+L44GguaKpqSkjUPBSc8lfMQk5wMc//nFuvvnml0TxxOFwZCQQs8NlUzIIR1dXF8888wwbNmzg0KFDJJNJampqWLvuXKYkH6UV1aeEcJwsKisrGRkZmWEU1N0/wva9zZlGxeJ8IQfn9wi91QOt/Xz0rWfzhnPEJPHrO7dxy4O7APCqFnqWlJ7HDl6HRb7HwqZY+N0O7ntMdOovriniqkvX4HSIZh5VUcBVROdAiIvf+7/86A8PZDrtTxYH+4PctOXZNScez6/ctWsXU1NTFBcXs27dOs4991ySySTf+uy/88b1p6PpBpt2iPKnZZGh8liGRY5NSlUAwELimcPCeVOVBWXFskR5FqY55KGIuBfjSROPW2VJqRh8P/J6hcp8ibObdMpKcvE6xOcjMYuxSZOBUR1Nt9B0C5sqSqC6JeSqIrqFZkmC9mLp5HjtYJlccNYSLEOnvqqEX379I3jd82vonkpUV1cTiUT46C3P8NCBhVkmG4bB+Ph4RvVnvm757EiXGNvb24nFYietBtXX1zM+Pj4LvZ8rIU+XH0808KZLksPDw6+h5K/C8Hg8vPe9733JmjvTmsbZvT02RcaWag6cmJigtbWVp59+mo0bN9LR0YHNZmPp0qU0rjidkBLIGN89W4BiqE8kmKap09G8kerqap544p8MDY9hWhYOdy6f/OR/8M53/jtnnHEGfr8fSXWxqyOe4Yiroqd9VvzvPRN0jQhgI88j43eamIZBwJ7kqtNs+Nxi7DMMi/5RDUwp0y9vmOJPM2AidGJ62Vxx374BNjTPpC3sefpB4qGjBLxxSgo0Jse76e2eWaG1LItIJEJ3d/eMuVnTtEwT7PLlywmHw/j9fp7ccpA//e1JYpqolMoS5LqhZ1KciMsGwykaSq7LIm5Ce2p4Kg2AljKj2tw6nRy6HDLbDkSYCk9XVCdCKqGoxNikzFRk5m8dTygMjymUF06xtHYct1ND0y3yCgoxU4h3LLX5NDdfM0wwEyIhNxIpNa4kdvW5j3OSJFFfX8+h1i7e9Mvt9E0uDHVPJpMMDw8zPDycacKcrzeooqIC0zRniGeke5OyE/a5FnLZKHf2vtNzRDZXfK5ImwmlXaWj0SgTExMvyRzxikrIL730Umw2G3//+99fkv1XVlZmmtiyEY6nnnqKp59+OmPGkI1wlJSUkOdzc+O7V1HsP7mu6qlEtlEQQNIw+dyN/wSgqkzIPoVT5jGXnLMEj8tOe+8oa9/3Y1asFgn537ccxetOuSV6LJDSiO3MkLHoG5ogHhcjQUvnEPv2txFPZC2OJAVsbgxkvvKTv3HZh/6HnoGTc9hCcZ3B4Pwyd9kxH79Sl+3kVS/iwgsvZNWqVVRWVuJ2u7Hb7aLBMzzJXb/4POXFeZltGaY4XwmFgCoGt4Qh8YF3vg5ZMsn3gNsuEnE9wyEX/51u7oSh0TguhwIW1BQoYCb5yp0G9+ww+fszFp1DQVQZwjGDRNIkrilEYiZTYaHCYhjgUMEmGRjIxE3QzVQXvqlRmCuqHJGIGAjfuP70WdclqZvs6z31ki0IpLumpoaVOXGWl83dFDXXxHbkyBEURWHJkiXzotnHR0FBAX6/n8HBwZMm5Ha7ndra2lnlyvnQ9Wwd8/kiGo2yb9++11DyV2l87GMf4+677563SeyFjOOpjdFolJ6eHvbu3cuGDRvYt28fsViMyspK1q9fzznnnENTUxP5+fmsqcnjhymzs+cS9YsvJLeghvyiBmoXXUBJSQnhcJhwDEanZNZf+UH+sEMsuoeGR7jjznv58Y9/QmORQjAqxjSXQ8bpmE4N4kmTr/1tmMlQlEUl06+bukj+1tXbKPAJZFzTLSIxA79HfG4gmOTwsE5nUKiymJZEQjNPWQBgNJxkIjo911iWRX/vzOfcNOHxf/yNYHCSoaEhDh8+zObNm9m+fTujo6MkbH6WrDwjMzenKaKFhYXYbDb6+/vxpoArC4nJmEjKbYpIvjVDzBGRhLhOOS4LTJ3ucTE5FHrBIYlrMhWKo6UojqGoidOhMJVFZYknFMYmVPJzTBoqNA51JLB7yzLXpKI4imWBy2mgozERMonZA9hNsSBKT7vpS+hQFEq8aioRT4CeoLzQzx0/+Uxmn0PBBJ1jz04mNy8vj+JcH2+oc5LvmbtiY5omk5OTMxad3d3d5ObmZkQp5usNSiPZ2Ul3tpNzWqZwPrW7bJTbsqwZc0QarDkeRc+OhoYGhoaGCAaDDA0N0dra+pJwyV9RCbmiKHzkIx95SZo7TdPENE1UVc0kgmmEY9myZVx44YWsXr36lBGOnZ0TJHQD3TT5xsPHGAyeWgNQdXU1fX19aJqGYVocPCjoIjkp84XBUWG/du2bzubBn38Mv9dFT+8QN//pAVwOG5ZlUZzvw6VYSKmHO66JBNQw06iw0CxvrC7kLW8QmrWF+T46+qaRS81EoPJp8yFZYfPuY1xw7VdOqpV9Tl0e/31p07zvHz+xHThwgEQiMYNfuW3Uzvc39M9ZfaiurmZ0dHQeBQYFm92Jbk2DQjfd9k/8Kf68lXrdtCAYFacWTVgYhpUZPBVZQtOFS51qmaytkMh3muS6LD71Bpnz6nXK8mRsioTdJuP3qbidAk1y2AQnUZIg34PQFweBjqcaN81UI2J7j9C9/bfzV2FZFn/Z0ctkasG1s2uSD9+6b95JLqmbHOqfvwG5srKS5QEdtzF9jdJo8pEjR2ZMbOlF53nnnceyZcvIzc2lvLycYDA4r+5rdjQ1NTE2NragSlFNTQ3RaHQG6jhfQp4eeE+kY55MJnE4HK/JIL5KY8mSJZxzzjn8+c9/ftH3nea8jo+Ps2nTJrZu3crw8DCBQIA1a9ZwwQUXsGLFCsrKynA4FgbOJA2TpzuEtEfnWJT//ceJF70eXyFnrb+OM897P15fIbIss2aNcKo0TZOjR4/RsWcr3/7eT/ju93/Kzp278TglinPtROMSEyGLpCak+6IJi/Ggxb6WBJPBKPWFCmsbhSjAge4I48Eoi4osqvLtWJbFntYgA2O6cGJWJMDC57BTFbBRnOqVNy1IGBCKxE+oEnZ8XHduNW9ZNe28bJomI2MRxiZVvIFKisrXoOmiiXDbtm20tbVlwIL03Pyr3UEeODI5a25Oy6c2t7Txo5seJa0v4FAkBsNijPLbYSouxla3ohNOCGWyQpdGJBpnPGIgSxJLigEzjq7FeOqoGEvdTonBcVOojmSNzzn+VGLvA5vNoqFxORMhAIuhcSeJpEJHv5uuPnGvHJuSsJlivE87qKYL2pIEeS4H6AkKc9x87wvvYcs9P2TEPk31+dP2Hn70xPw9XsOhxAnR76bGBpY7xpGtaaT/eJnmvXv3zlh0pnsfXC4Xuq7T0NDA4ODgnBKhpaWlqKqaWdBmq3elE/a0TOHx4fP5Mu6eaQZF9hyRl5dHbm7uvAIGLpcrI8GYnl9eCi75KyohB7juuuvYunXrgtC45xJpRDA7Edy/fz9OpxPDMDj//PNnIBwLsY0/PkzL4hN3HOSZ7iksC6JJQ6C2x8W+3inu2Tt3iS8QCODz+ejr60O2TMZ7BFre3jucSo5h/ZmLqK8s4g8HgnztP98DwNhUnFhqmd03NEmhwyIF+mJ3OLj/lm9y3XuvIJqUMEwxgCWSBvemKCvDk1HSKWxBvi/FdxaIcxqdR5IYGp2krWvwlK5L2tQnnQhu3bqVoaGhzMS2fv16li9fzj3NcdrHxYr3w+dV8ZtrV865PafTSWlpaQqVSb8q+MSK3YMsScRMiYTbj9du4XdMJ+eGOa0EYrfb0E1QUpz6WAopUVWJaMxgKqThtEmsqrZx7Tl2LlqhUOCDNY0KNlVcQ7dLwTR03C4Fv0fF5ZCJO8TiSZagxAM5qpnijidx2mQGhsWEPDIuEPC2mI2n2sa5f98gg1Mi8Ty3Po+nPnvunAvB323u4p69A3zoL3vnveaKomRs7rONqFpaWpAkacbEdvyiU1EUVFXNDGgnG8RycnJwuVzzyhpmR7YrW3q7J+Kf5+TkUFBQcEKFFofD8RqX/FUcH/vYx/j973//gi+40ohgW1sbO3bsYOPGjXR2duLxePB6vVx00UWcccYZGXvwZ0NDOdQf4mO3HyCuibkhmpyb33rfvgH29sxdIUvbw8uywuP334M8dJRc1yi15RIVxTZcDglZtrCpIhEfD8HopEUwIhK+6lIn6HFCkelk7eGn+6jMsbhwiUjQJ2ISa1Yvy2hkAyQN0RQfjCWYjBskdKG4YlgS+YUlz0kmV9M0cvJKiMYVjhwbZvfu/QAUFJZxwQUXsW7dOkqr6/jtrnESqfztt9eu5MPnVs+5veLiYsanYhxrHyCuQ1yoN+KzW6SB+WhSbCjPBYNT4sXGQgnMBEf6xLVZU+eiJhfQ4+xsFuCEIktEErC/NTGj+pxIysQTkNTg9EaFQ3v+jt9jkevXCXgtDrXncrDNjyTJOBwqr2sQ1V1JVjLXOZrCHWQJJFnl/z79blqe+BXhogYOD4a5f99gJqf47Ovr56zCTMU0fvxEG7/e1MmPnpjN8U5HTk4OOTk5HDlyJMPBz5ZpXr169ZyLzjSX3DRFT0N5eXmGHpIdaT54duN/dhW1pKQEm802L5e9sbGRgYEBJiYmUBRlVk6WRtHnm3fq6uoIBoMEg0GcTmcGhH0x49T0h14GUVRUxFvf+lZuuukmvve97z2v29Y0jfHxccbGxhgbGyORSGSMSurr6/F6vViWxVNPPUUoFMoMdM82ZEli8+fOxaaIddF337J0zs/1T8U5MhgCSud8P+1WeKxnglAkRk7Ay2Q4gd3pIqmZXHmRoDjsax9mw107QLZn3DrPWl5J67FuUC1SvTvE40l+95dHuOfhbZl9JHToHhgHE3Jz/bQPhwAJxabSOyxQeIw4IKGl+B1+r4tgKDLDeGeuSEtBpq/75ORkpglk0aJF5ObmzimPNxxKEk1BBKoso2blaJaZJDa+EZunCZurmpqaGrZt24aZttuUJLD5MZExLQtVsshJTOGwW6KZx+3G0qKoCtRUldDe0YuuJXH5vRgpFNkwLIGMZynEeFwqRbkyPo9CMGKS4zMozJWoLZf459MGsbiB3wOVxQnsqs4Dm2TcyTBW6hqrskSeEwxTYky3cLvsjI+HU+dk4XTYSMoOYkmDOz88U2HFoc69KDwyGOK9ayv51/9bN+s9TdMy1310dDTD+ysrK2Pp0qUZ7fsTRbqxs6ysjJ6engXZiHu9XkZGRohGoyfdR2VlJZ2dnfT391NWVnbShtDGxka2bt1KTU0NHo9nxnuJRAKHw5Fp3jFN80V1dnwtXvi46qqr+NSnPsXjjz/OG97whud127FYLPO8jI+PI0kSeXl5lJeXc9ppp+F0OgkGg+zcuRPTNJ8VUJMdp1cG2P6F87ApMvWFHr715iVzfu7YYBhVlllVGZjxumVZbNkizGHC0QSyLHP+mT6cyhQCdpjZj5XUJIbHbCR10dzpsMsoMvzH+86iV6nCnjxKMqnxX+9bz1Cf4OSWlpXx3++7lvsf/hejfYJGoumC4hHVQJKdKEAqnyVpwlhUwpEUKmG5ubknvQ6GYTA5OZm59uFwGLc3j8nxYazMmC6z7vx/y8zLmmExOJVAN01AwW2f/7eQZZmuUQOvG0xDIhwXbsouNUVtREpVKlVy3Qrb2yeoK7RTGrCR69Q52BUlz2WxpNLH61bksbUlyPikmCcSmkXPOOS5LHYdTbB2qTN1rWVae1QW1ejkBUzyAgDT6G9hbhKPS+Jolw2PU2bi0AYACkqKGQ/2Za6lTRFaYaYJ+w71YEkSA8EEtQUe7rhueo5QZAnleAtWxELj8ECIH7x1Ka45GlCj0WhmfpiYmMA0TYqLi6mtrSU/P39BynBpxRVN06itrWXz5s1MTU0RCMy8XwsLC3G5XHR1dc3r5Lx//34qKytn5QRut5uKiooMc+H4yJbTPe2002a9n/a0aG1tpby8HBDz41ymRi9UvOISchAmEFdccQVf//rXF5QwzBemaWbK7GNjYwSDQdxuN/n5+SxZsoTc3NxZA6okSVRUVNDT00Nh4fz2vAuNdDJ+orh0WfG8sk8gbuLm5mbufEjoYbvcHibDSdLmM6evqGfT7hb6n3qSsZAhJP6A97zpDHoGJ3EqYoWdjW5kJ+MAmim45YYF7cMhbKrKkvoSnj4s5IREgdIELGG4A5nu/H9tO8DpS2tnbC+ZTGau+9jYGIZhCJ5acfGCE8FvXD5bvSAdidA+tFgHocHbKV7+e9xuN8XFxQIVlSRQnCDbMkh4gUOcvyHGbsqKcjF0J4ND41x2yXncePsjJIKTKJKVafwEiCeMGQk5kJEzTCRlJMmipTtJTZmCYZmEohJlRTAa8pDjniShmciqSqj+TNTmAxCP4VLFROB2eJgICtSrtDCHgcFhqkoL+eRFdbPO98hgiPv2DfKlNzRmXvvjtm66J2L8+JrlmdfSSjSjo6OZe97j8ZCfn8+KFSsIh8P09vZSUVFxSoNQ2i45jbIXFhae9Pt+v3/ewTE70uXK9HYtyzphQu71eikrK6OlpYVVq1bNeC+RSGS+m0bJbTbbizbgvhYvfNhsNq677jpuvPHG55yQ67rOxMREZpyKxWIEAgHy8/OpqakRTZHH3TtpCcT+/n6qq+dGZE8lFjJH/GfquY/FIjz52D1YwPqLrqCjs5Px8TGhDqXaOP/cNfhcISLj++bcjt1moaoWFjJ5/ukJoY4gdRzEtNsZHofgWC+yLFFQ1cinb3gXv/rdrezdfwQQDe+xpKD8GSYgK+haEiQZw5JImtDSPcobzxSSg3Ml5JZlzUoEbTYb+fn5mURwy5bNDI4buB1iP4mkQU7eNBCQ77Hz83esWPB13vbMIf7rWhlJho37LB7ZkW0CJ+FQJHTTxK7KSEaS3rEoVQUeynNUyorz6HGVsq7YwcRQH+cuLeSstZfRcXgXmmExZYDflDjSbbA2C3cLeGUMQ8I2R/NlfiBBcZ6B26nwzDE/XiVO2OHkmrdcxne/L2i7rlQGl25A3X2kj4NHe/nJ25bP2t59+wYwLbg6i/rziTsOcNmyIm5896rMa+mG/ex7Pl15bGhooK2tLWOGtdBIJ+SGYWQcOltaWjjzzJmgUjrp3rNnD4ZhzEqss/uEGhsbOT7q6+vZuHHjvGBpQ0MDmzdvzlStjo+qqiqam5uJRCIzVLkWKkf9XOMVmZCfe+65VFZWcuedd/K+973vlL67EITjZJHWLo1EIng8Hr71SAt1BW7eeWb5vN9pHgqT0E1WlPtP6XjnipFQgs1t4xlOXXqR8NjmPwIwPCaSuKQmLGGv/emTjB7ch2FYoIpEt66ujP39IY7tb6PQPltvPDvi+vR/TUtClcAfcGeScYDCHCfDoxEwdaIprl1ZcR4j4yF+cNN9XHvF+SiyydSEeNBDoRA+ny+TCM5ngjQy1Ec4PEVt/dzVg/nC5qplquc3uHLXZ16rqalB03SQHcK11Eygqk7ybWQ4KoHcAMnwFG2dgyxuLAXGsdls/Pa7/48vfeMXDAyOEvDZiSU1XHYZkBid1CjImX5g23qTlBaouJ0yXYMGFUUy/aMmkZhFYxWMT5lIVoT9E2Llrfo9JHq6IdVBnzSEAZNNB9WZgxaz8LpEErnujPkXIcdXf9dU59JY5CWRSMxY/FiWRX5+/pz3fE5ODt3d3QwMDFBWVsZCI12WTDsWnuz7mqZRWlpKc3PzvINjdpSWltLe3p5xVTuZEVFDQwNPPfUUk5OT5OTkZF5PJpMEAgEkScoYV8xV3nwtXtnx0Y9+lLq6Orq6uk4pKZ6vWpefn5/RAT/ZvQeiqtPa2kpVVRW6afH+P+3hK5ctYnHJ/E6Sm1rGWFLipdD37Jr/Y7EI9915E5GwqFje8ZefA1CcK1wtE5rFvr07ME2LFQ3TdvbpiMRkEkkZTZ9/MkikdMbTNIi/jFdSueFgJhkPxyQ0Q5idWYgm+YRmAdM7M4Ct+9r4yNVr2bx5M+FwGK/XSziWIBKcRsGTyWQmEWxqapohERyLxdi9aysF/mkAJBi1uO3WWzhn3bksWrT4lK7d7sO9SAQz27polcSxbpORcVBSSlxep50li2poaenkx//9QYoDTm69/T4uW7eUr335k4AYX371mz/Q3dNLZGIshQBPcXaDjYPtSVyqSPDltDwKEhMhFZ9hUVKxmMnxXlQmAXA7NQxTIqGJ/U8ENUJ5TQyk1FrSTaZJQ8zLsgzxuM7dj+9l9bK55XCPnyOuWFHMoiIP4XA4s/iZnJzEbrdTUFAw5z3f0NDA008/TXV1NS6Xi4VG+rfTNI3q6mqeeuopxsfHycvLm/G5/Px8/H4/4+Pjc6ppNTU1sWvXLqqqqmb1YjgcDvLy8picnMSyrFmLZbfbnREgOOOMM2Ydo6IoSJJEf39/JuE3DANVVV8U0OYVWas9FROINB/56NGjbNmyhS1btjAwMIDP58twnk477TTKy8sXTEE5XgLxrJoclpxgoAV4+OAQd+15fkyN2kaj/G33zG7jiYjB2FQEp8OOYUxbkruddpyjPRiGSVN1IasXi0VDe3s/+/c0IwFuu0VdMVQVCkeydBQU5HDVFevRTZG86JawdNcs6B0OUlWSQ9Vpi3jrpaczPJpq5pMU0rSrfc0DFOT6CIZjXPyR7/G5v+2d0Yz595EcfrU3wb8643Mm46ZhMDTUC0hEIqfmiKrYCyhe/nv85dMLNs2AqagOski+FMWOTRaAeaohnomJEAV5fgzTzDS4fP8Xt/O2D3ydiZTjXjKpoRvTpjiKDMMTGoZhkdRMYgmTwTEdSYLqEjuK7KC126S+wkFpvkp5oUpCU3HYxCCXY4ZwTAyiqgo3vP8ydEtGlsBvSw1ijlxaekUD7Yfe9ro5z3dJiY8vv1EMIGmJNXtkEGWkmU2bNtHT04PL5WLVqlUnvOdlWaauro729vZT5s+lS3u1tbUn7VJPJpN4PB4qKirm5BMeH+mBuKura0GIttPpnJPTnqaspLeZRkBek0F8dUVFRQWXX345f/jDH0762Xg8Tn9/f6Yxbffu3QSDwYx06nnnnceSJUsoKipaUDIO0xKIo6OjqLLEJUsKKfKdWE/8lxs72NU9uaDtzxXdHc2ZZNzKoiaknxWHTdiyh2MmR7uUjHJUOCpxqN1GZ79CJCbGRtO06BvRMvKuAP78cqZCWuqZsTh77Zl85+ICnrzrdgAa62sYS6ikAX1ZhoQpYSoqTpcDzYS4CQnDYv/RDux2O/n5+Rw8eJCdO3fypp9v4c9PNc9oxvzPzUluP5rk2Lg+45nfsvlJAm4zk0AD+N0SUxN93Hnn3+Y1gpkvHtt2jF0dFn1j0+cryxK6IQTJbXYbEuDyCuBgoKeXpUuFEEFXdx9d3YJCYrfbefOVwjG0vb2DN73pcizLYlWVSm5AQTMkdrVk965YFOdpeN064fGDdPWGaO62kdQkBka9HO3wcrDNw2RYJxI1+Mzlq7EmRE9WMjVpZVdsZSx+d98OJoKzedJXrSzlracLEE/TNIaGhqhklJ4jz2RU4rLNCue7571eL0VFRSdUs5orZFnOVFLTDp3z9RzV1NQAzDmH5ObmkpeXN6emOYgKVfrZmyvq6+uZmJiY0wwvTWNUVZXu7u6Mw/OL1W/0ikzIAd71rnfR0tLC7t27Z7yetr/t6Ohg586dbNiwIdMA2tTUxIUXXsiaNWuoq6vLIGULDcuyGA2LJsK0BKKu67x+cSErKwIn/O6nX1d/QorFqcTZtbn89UMzV3e7Doqbs6m6CFVVMvI+kViCS9YJdLm5a5izV0yvnNN+NGU5YFMsFNnCm0rIX3f+Sv72u89z7ZtTRkCGoKNEjOlVdsAF3c88w90Pbs5s0+W0YZgmxYVi1TsWTCArCt1tnZQnRlm+fHnG7OI9aytZXRXg8ODcybasKEQjIQYHunA5nz01KR2/+9s/M3QdZCeSJGMhYSJhIZGXI3oEyktFZ3pcFyeaSDW/jk2E8fu9otIAtHT043DYURUJGQhFdSSgrsJNVYkTV5Z0WGGuiscl/q3pFoZpEY6KBi3dsECRufjy13Hr/duxLCuj7OJVSPHdfaA4yfXPvfCLxWL09vayb9++TANy9uJn7dq1NDQ0zFuJyI6SkpIMSnAqkUbJ01Su410LsyMtaVVfX78gDXMQ1KyFqlMA1NbWEgqFZgzM2ZSV9DG/FM07r8ULHx/72Mf405/+NEtxxzAMRkdHOXbsGFu3bmXz5s309vbi8XgyC9aVK1dmpFNPJWKaQTihI8syFRUVmUn9/edUkTePXFw67rjuzBNSE08WieS0Qpfb7UE3rIy7MMBU2KBnyKJp0QquvuZDDErreOqgnSOdKtG4RN+owQNbovxrT5zHd0Y50JZgw54o9+7QuezN76FtQHCiJUnCH/AQCAR46I47APD7vBQVF5FrF/OOYQhpvpgpMZUwGAglCZuied60LAZHxtm4cSPj4+OEQiEKCwv58dtP44YrzmHRokUUFBSgKArfvGIRumnROzFTfWxwcHDORM7jlPA4EQZqpxA33beNsZDF5/4CP7nf4pcPmLT2TSe7pcViTvA5xG+4a88RDg+ESbgLAPjxz29meESAUtVVFfi8XpLJJKYlEZdEVfzCpTY0ZB4/YPDXpxJo6fklOT0eO2wSLrtMOKpgIWG3S0zEwTRMPC6Fwz0j3HbnIwBMprpN5VR5N42YW6bFb+/aOuP8sk3zdu7cycaNGzNKNEuXLs007C/UrLCuro6BgYEFNeZnR7oSqes6VVVVRCKRORNnp9OJJEnzqqKcqEFT13UCgcC8yX5aTvfYsWOz3k8kErM8LbL7jV7oeEVSVkAQ9N/znvdw4403kpubS3NzM+Xl5YyPj2NZFnl5eZSWlrJ8+fJTKqucKDY0j/H5ew+z64vrCQQCeL1e+vv7qap6bm6Jz0ds3iVKhktqCnnLG8/lG7+8FxkTE5mtOw6wpL6UI20DeH1OnHaVypIcYlNj5Nt1nGqK64cYSP1+N1e+4SxURWHSUFBUBUMX3pwmQpLP67JzoEUkXP92dhNJh4dR1c9UTKNn0xMMjUdYv2Ypm3Yepra8gPbuIXbuOTLjmBuLPDQWzWy6u2fvAEtLfCwu8RKNRvAGSiguLkE+jlLw0IEhVpT7qM5b2ITZ2jXAN39+Fyg2UBwgTQ/Zfp+bcCiCz+dmfDKMbonBKCm7eN8H3kF5gY/B9g7+evcTTAVjSEyXe1WbnUQiiSNlFa2m1FSSOiSSkBq/qSqx0zZoZzIYIj/HoqZMQrapHGnTkGXIKc7jnrufBEOnojQPu8vNvqN9OGRQpFSrj+rg0g9/lz33fQe7TWFycpLO/mESoQmi0SiBQICCgoKTqjr0TMSozJ3/mZBlOWPEUFZWdkpNj+kEt7a2lra2toyDZnakm3tsNluGT9jc3MyaNWtOOBFIkpRBZrKR7vki3aTT3NxMQUEBkiTN+l4aJX+xm3deixc+Lr74YnJycrj33nupra0lmUzidrszJfl0s35eXt7zxhH94T/bGAkl+enbl2cazNKUjBc6ysprUFUbuq4Ri4YzRj+WZTEyaeLJqeG9717FzmcO8cfbHuZIcyduh4TPq1Ca7yDXp+JxJEmmeoAsC0JRi/awTFl5DVe94XU8+OCDJJMJVDR2Pv0UxXk2PHl1RIuW8I9H7s98L6GJymHcFAugTNpjWViWiWYkWLVqFX6/nwMHDpBMJlndVDDrnJblxpCcT+CI+ghOvg6nr5g/bO6k2OslOD6bdgPgc0v844E/IefV8Yb16ykvq8y8Z5o64eAI8dgUBUUNyIrKniM9DI5MgqwiSQp7OsGtgM8GacwyluJt9g6MUVtbRUdHNw8+toWRyjWsCe5hYGCQH/3sD3z5Czfg93lxupyEwmGSSY2v/+cn+M+vfJM8r433XODgoX0aDgcZ5a3RSRW7TZjEWZaMw26SF9CxqQZ5AQt3RTnR9l5UVWLzE09gGCaGYiMSixBw2En3ihmWSMhlCX5220Y+9c5zGR2fYHh0jMjUOIZhkJ+ff9K8yDAthkIJygLzMwY8Hg8lJSW0t7ezfPlsvvqJQlXVDC+7rq6OlpaWzPicjrSEaF9fH7W1tbMWxidq0Ewmk+Tn59Pb2zsvdbK6upru7m6GhoZmcOHTggGFhYX4fL4MVz2Nkp+Ka+6ziVckQh6NRnnkkUcIhULceuutrFq1it/97nezEI6KiornLRkHWN+Yz11ZyhZpEwjLstjeMcFYZG7R+Rc6egfHuO+fwi76jsf2cO+jYnVsGmIFfbitn1BEIAy9vUP8+otvpr+3mxUFOmUpSntCS5sNWKxeVsXixkr+/tRBrvnpxoybZUo6GwmIxgXqdPrSCr72gXNZsmoZDW6dkaefyhzXqsWCu6mkErqFOHfu6pqkeyKKZVnccfutPPjAvdx046/ZsWP7jM/949AQzUNz6YqLiEdHad57E0d3/5poqI8/3PWEOA/ZJhBny8wg/SMpH+JYSh/rcJdAOhzJMOM9vXz1lw/z5NPN5Ob4iMaN1GfFl0fGgpBVHlZVObPqDsUge1EdCU1hWRZ15Qpup8TaJXImYVfDI0iGxqKGClxeH/uO9iFJElEDVAmklL57z9AEZ73lczz55JPc9dRBPvTAIDW1wnFuzZo11NbWztlolo7JmMalv9jO4YGZVYmhYIIfP9GWOfbi4mJUVaW3t5f/euAIe+aRVDs+0ih5QUEBNpttlrMtkLEmTidBaSR7IRrm6SR+vnLl8VFVVYWmCWdAwzAyTUXZkU1deS1eHTE0NMRf//pXAoEAH/3oR7nssst48sknZ5Tkly5dmjGHeb7ikxfW8pXLBJXBbrdnqI2GafHYkeEZOtTPdxQUlvLuD36ON131AWK6m/GQxUTIYnQKLFTi8Ri/vulvHDh4iFzHEP92lof1p3s4vdFJQQB8bovKYhWHTWIqBtE4xJMg28QgVV2/iMvedOUMVNFhl3kqVsCRTU8C4PX7CUVFdc8mg26YmKaBZRpYho5lGmBoWKaZqdbV1NTQ29s7pwN3V+tWghN9jAwcpfngI4SiUSJH/s7YwDHstplj3PHX1hxv5x/3/ZGbfvU/bN/8GJqW5MCue9j2r1+yZ9tf2Pv0X7Esi9/euQFMnUKPRYHXSnlSSCCl3JKB3kEhPXu0pYctEVEN727r4OMXN7H2TW8mqboYHhnjp7/4I339g4yMCNS3proKm81GwZK1meO6fKWNAn926iVhGBJlhTolBRqybCFJFvmBGAFPAp8azHzSaYNFTTX8+rufpSxvZt+NZQlEX5FgKhTl27+8jZ/8q42f7QqzYsUKLrzwwgXlRY8dGeFtN+6a9fq29nHuzZJfrqurY2hoiM6hCT5xxwHCiYWNn2mAR9d1KioqSCQSDA3NdIhOJ+SlpaXzStimNc1DoZlzWTKZxOl0zjIayo60nO7x72ercKUpkmnU/MVAyV9xCfnDDz9MXl4eN9xwAx6Ph0WLFvHFL36Re++9l/r6+gWV5J9tKLJETf70Si2t2jE2Nsb3Hm9la/tsTtKLET/900PoKULgWy5Zw/5mgVwX5PrJ99go9Nqw5Qr04ba/7+QDX/0zkjT/JPT07iO8+1M/57+/dSv2vVswUgOlLIFfsZCZ5nb96svX8rXtSfZteIr77v0n8UQSj8vBoqpCfv3XxwGwpQZ0I/Udy7JoGY6wrX181kP8rTcv4d+WFJFIJBgenn5It2zZNKP0/Mt3nsYlS+ZWubEsk+Y9NxIcO0Z4sp3DO37CwxuemZZftEyRkAN2m0IiVdbtGxZJpxFLJehTQe5/eCv2iUHa2noZGps2MxDUQgnDhHe/+x286bI3IMsKhmERjugZWksknjIVihi4XSo+rwNNh4BXYnjczDh/SoCzIJ9j/VM8c6gb1aYi+f0kUmi9oNqI/2/vHaVh0TI+eMV53HHdGspKSxacVOS4bDz6yXNYWjpzMA8ndFpHohipSS1tl9zR0UGp34HXsfBiWvr5q6mpob29fVaim0wmZzRmnoxPePx38/LyTqgnmx2KomQG5lgshiRJs65VevGSXii8Fq/s+MIXvkBZWRk/+clPWL9+PbIs89hjj/HVr351wSX5ZxsBl40C7zSKVlVVxcDAAH3jYb764DGGFuhI/GwjGJzi7nvuZSoYIZkCWYTBm4kWG2FprZPVTU78HgVZljL3u6pIeJwyTZUOLlztprZYzdDmHHYbm1rGuPDHW7jlwSemGyvjBkUlNRQMHcWKiqRxLJQkPf0mdLAMbdo90kyKP0vDnTWeBAIB/H7/DN53OKHTPR5lODo9l0fDYwx0HCZgiuQ4TfkAMacMjVv0j+oYzK6cHdz/NH+68bsM9BzKvDYy2Ixp6tz92Hbcdp0vXunhS1e4+OKVDi5dreKwiSTXYbeh6QY+rxvDMPjalQIRlqNTPHmgm629Md79/mvxetx0dPXyg5/clBkDjxwTdNkvv+9yVPt07rDlWIyH98TpHRdjo9NhIstgUy3sdotucwmKbAAmyREx75imxeikQUVjE7fe+TiYJqpNeGOIxYiEYQn6pCTL/OmRg3z1mrP59jWnk5eXt+C86N+WFHL3R86c9fpIOEnvxLQWvcvloqysjP6eLipynKjywp8pVVUzTZdzJcbpCup8STdMyxwe34OURrnT1dm5QCGYdv/MplZmUxpzcnIoLCyktbX1Res3esUl5OvWrePAgQO0t7fzm9/8hq997WvcfvvtL43NaRZP8J6PrOGKFQuXAXq+YnQiyB/vFujEf3/i7Ty5swVkMdgtLcthWYmXJcVeapUpbv6f91JaGKDEq7C6RCYSn7aEB2E4kNTEINTZO9NFLcfvIpbSyfbbIJ0cFuZ4WO3X2br7KACfed8bqC/P4VhHL5quY7epuJwiAUomRWK/vy/IW3+3k/+87zC7uybnPC+n08m5504rpCQTCcbGFmaHbVkmhj6drPnzFzEVjKRsN83Unzhx0xI0HIfDRjyp43TYiMY1kjnFUFSOu66JvNNOR5YlNN1CTl0jWRaTgMNhZ/XKpZx37hoampZktpl+aBMajAchqSvk+ERS3dqrsr9FYl+LBbJMPAmxBEjhSUKTYfJz3EgOO6OjQew2Gc0ES5IF1SaF3BiWhE1RWFR86qXw8pzZpcj6Qg+/fOcK1KxBO83ZvrxGnkUtOlGkUfLc3NyMpmx2pAfb7KSourp6TqTk+Egmk3i93nktmOeK7IHZbrfPmYy92M07r8ULF9dffz2Dg4Ps3LmTH/7wh1x77bUviXMniAYzr9eLFRln+xfOp/QENIDnGgcPHuC3v/0Nk5MT2Gx2JoNJIjGdcFRnMqST0CQCHilz/48FLXpHLJp7dDYdiHOwQ1R4JUliVaMDw4BwAqKxKGuqA3z5bA9eTVSxJkMauYWVPLWjmcj4OJKiUlRcgBYVlVjhdikhmUkwE8f9JSnKnTlupSkEaRfGW57u5TN3HeK/tuWz9Kz3snTVlaw6+10zZELSlA+A0WD6vGTae0Ic6Uyw9vzLWXbaWTP2Mzwuk0hKmJbMohWXcmjfPfzukwZFfj1D8clxS6yuU1m7WIzXsqoCErm5opzc0txJQamY63s3P86Gg730J+187v9dh6KqTAXDLF4s+sXuufdBJicF0HPN1W/OHMeVpzsJRjQ8Ka1hTZ8+l2gMhnpD7DxUwIGWXHLdCpYF4ZiBIlsMtrXy+IbdSBIsX1wurnOqim1aKZdnSWFsIkJbR8+c4/2JQpElSvyzv3PlaSWzJHdra2uJTY3x8XUlOG0LV6pK0wN1XaesrAzTNGf0LKU1yF0uF5WVlfM2/s/Vg5ROyI83GprrGJqamma4f6aN49LR2NhIf38/kUgko8r1Quaar7iEPDc3l8bGxsygcvXVVxMOh/nXv/71guyvfTTCh/+yl+Q8dIv9Uw42tIwTiUQwTGtet7QXKn5z26NEYwlWLallz+Eu7JjU5HtZs7gcSZ8uAXb3jvDFH/yVD79lHfYsXdupKEzG7XTlLsWdW4hmiFTblfLmvfQNZ5G/ZAmaOxczhdaakEncDvSHuPVvjwHwobeu50jvGPuPdeN22sHQSMaj7D4gEienXXxnZUWADZ9ex6bPnMcFc/AGIdVAOx4kFjdJaiYVlbUEAjkLuiayrNK46jpKqi+ievE1NJ72Adac1gBY00k5JhIQS+qAhMslkl2XU3DycnL8rKovocwlMdndh8PjByTimplpngGxyLj7/kf5xGe+yYEDBzKJ+ByGq5nQdYto3MIwLDwOC00XDbYeRSfHZ2corDM0ESPX5yKmWSkXVIGWpJtSg6FTa6Z5NiFJEg0NDXR2dp5yopqtuNLR0ZFpMgZmObCBQLLnQkqOj/RAfSLkZK7zWLRoEb29vfNyACVJelGbd16LFy7q6upmeER8/OMf5/bbbycYDJ7gW88+Htg/yPcfn39x+Nigk13HurEsi4lokvbR+al2zyU2bdqEYRhUV9ew+oyzhE190mR4PIFszyEcM4knU8ochhh3ZBlcDjhvmYPltdPPxuEuDbtDYc0iJ+9YbfGTH/+Ag089LPowkgamadHV2YEqGeQW5nPaFW+lvVMAJnFNoOOmBQqaSMLTKHnqT/HOFEEoKCjAbrczMCAoER86t4qb33s6T3/xQiormqisOwt/TinLTjuLxsUz0dtQws34lBhfZFnC57GBBXX1izjnvDdw3ce+wnuv+wI5uQUkNZnhcTvBWCEVtavxGhv56V0xXrfKZCI805I94BGD/GRILDKkFND1yBM7OOKux+72QDTEqqkDbG8doaC4GH+dcMI0TJmqygpisTh33HkvlmXR0NDI+edfiGFa5HtVLlrqJaEJpD+pyfQO2ukbtqNpKjW+IcqKNIoLdApzDcqWrsE0xSLk8FFB13vP2y5meFzM8VqqIpvu8UpdDO55ZKafyPMdTqeTioqKBYMj2ZFWXLEsi8bGxhnKXNlzRF1d3byN/9k9SOltpQUDQIBKbrebzs7OOY+huLgYp9OZAY2Ob/pPK4E1Nze/KCj5Ky4hPz7sdnvGBOKFCL/TxsqKwLzlmGDSQnYH6Onp4chgiPf9ec+CuVTPRzz61F4AmmrL+L9Pv52m0hzGIgnGxoIkNEvwygzwOx2MT4S46dZHKXJNr2QVGdw2g4KBwwz3CTklw4R4QkNSVe57dA+d+44y2D2AJImu+aiRYn9IKl958BgjI4Kqc9n5K3jsCTEAJOIxwGLFomo+8o5L+M7n38Un3rGOSERMRidTHDhy5Cg7duwkqQl3y0OHm7nlL7ct+EHwBqqpaLiMwvK1SLLCWSsbM4k4aWc3zEziPJXi/6dVCYabW9m88Rn27mkmODzCyNgUFgIlV+RUZUESA8ojjwvevKpM6/PGEwbJ5MwBfmwySTCcwOeGymKV2nIbhmllSrySBHl5PoIxjfwcDwOTUTTDxONUhAtq+twlhanwzIQ8nNA52P/8Jxz5+fm43e557YrnizRKni5HZ0tkzZWQw3QJ8UTqLmn0I1tPdiFRUFCAw+HIICFzxWso+aszzjzzTJYsWcLtt9/+gmy/PMd5wkrVlK4Q04QM253PDPD1h469IMehpwCYZcuWoaZsi3XDAknBTpB8v0RaDU9VJIpyoDRPorJIzehiR+Mm2w4lONylsarBTkmegk2RMDQxPjqdLkIRU/SAqBK5fgWXGmfT3fdnjiNFeiOugU0C9ATo8dR/E0iWxhc/cOmMY5ckierqajo7O4XxlyLjc07TWizLIhyaoqvjGO2tezOvBaMW7d3jjE/OlGjMDdjZuOHJDO3Rbndw5Vs/yNIVa1ix6hyuuuY6VNWJkvtmTqtXuGODzpHexKxjkiQpMye094xQVVGErhu8ZXEO66++GkOxMzo0jHFoK1gGb1wpGkjHglGufedbUVWVY82t9PaJMe2CC9ZTUDVtX+93TyP9Yn4R9BN7llGQosDfO6YBDYcN3njxao60j9Lc3o/b5SCpp6cHKWXPB0gKh9umaUDd4zH6Jmeq1TwfUVtby8TEBFNTpwZGpkEbwzAyPUtpekl2Un180j3X/tM9SJqmzTCOS4Mxx4NC6Uij6O3t7SSTyTnFAtIo/MTExAuuyvWKT8hBmEA8+uij83KFnksUeO184sJa5Hk4h+87u5IPrG+iv7+fxUVutn3+/FPi2z7XeN060WH8t79v4Rd//jtlJUUsL88nz+1BMySiSUjoEhISBT4XuS5bhhsIwp1S0wxyA17WrF6MqThIplDy1527nGTKmn7RigYuOm8FsVQpMv3wf2FdQWawvuX+pzAMk/wcD4ZhcMm5K9l257f58X9/kE++93IWN9TOoi/MFyMj05SZN77x3wDo7u7h2LGFJWCmafDMvq0cOrILTYuzdmVTCh23EMOVJRqNAFmSmIqlEnJL4syV9bjKyylZuojKVadx3bsvQZZlYlqabyn2sXzZUj7+kXehpl4QC5k0T37aRCMddptERZEdj0vGbpPI86u4HApOh5i8YkkYHhH8yIkUKuNULSLhoHADNRKpxYTEsfY+rvrNDnandIufODrK5+45vKBrcyohSRIF5TX8cmMX8cSpNS1nc8nTzTHALEvk7M83NDTMKCEeH+mEHARyMj4+zsTExILOIzc3l1gsNksGL/szr6Hkr8644YYbFuRb8WzijKocrjxtfrri969exrolQgDgunOruPHdK5/3YwBobBTNpEeOHObRx54AQNdNygrtuJyy6GW3IBwTSKIsSxkeeShq8eiuBLf8M8bRbp3TG6dlW/+2eYC3vOVqzjprLW+5+m2EYjrZV1GLxVGScdxuFwldjIOaIVQ/JGS+8elr+cN3Ps7dv/w8//zz12h5/Be88w1rZh1/SUkJlmUxPDyceS0UnOCfj9zJ73/9v9x+y8/45yN3YqQWzOFU42lFiY+zzjxtBqcc4JlndvO73/2WW275E0eOHEFVbaw7/42cdc7rsDucRCPjjCkrONhbit9pI99rYypikdAsRoImsbjFecttlBco2GwqsViSqooCvC6ZvsN72Hi0j+LT1+B225ga6ONLX/0Ze/cL6ubmfp38ggJWLBc0xh07n8kc10fffRWqV8gCa6lhTpFNXA6dSNxiKgzhmEI8KRFPSEwGFRaFhUKZYVpMRaCta4gntxxAVRUWNdVgIWGkpjfTIjVPyGzc20EstZNfbuzgD1tPDVhZSNjtdiKuIv6w4cjJP3xcpFFy0zRpbGzM0EuOB21O1PifraaVSCQyeufpSOuWzyehmJ+fT05OTiYpn8tsqKamhmPHphfS6cT/+Y5XrOxhdlRVVXHppZdy880389WvfvV52eb//qMZzTD5xuWzHb+ODYUpDTjwp7jRgUAAj8fzkkggfvUTb0MCvnfjfdz/6A6qCvLIVv3ISCKZ4Hc4SfsoxJIWst2Bu6aWK85bSpVH5k93/ItYNAlImBbc/4SwVy4uzmXbM9M3s6Wq6AkNJPjejQ9hGCZrT6vjvn/uBAliKUThdetOm8HXramp4emnn6a+vv6kknWrVq3kscefEAj0I49lXt+wcVOGn5cdA1PxDD8zkYiwZ/vdDA+IMlrbvgdYf+lnkBUJ0zJTo5YJkgHYUFWJNLtnbCpOKG7iiMdp6x7ENEwO7ziAKlu4VAlFtjLGF+WlBZxx+jJ+9J0v8anP/a+4NpZodnI5hUFSKKLhcig4bEJjNntdF4oaTIYMFElUKgxTwo1OSb6fzmHRyBOPR7GrMsl4REyohgZY3PbAU3z6ix+nrkA0Cr15ZQmXLpu2jX4+Q3F56Y4ptHV0smxx04K/lx4YfT4fBQUFtLW1sXTp0nkRchCOnB0dHfT09GTMIdJhWdaMhNzhcGT0ZNeuXXvSRj1ZlnG5XLS2trJs2bI5P5ONki/EgOi1eGXEO97xDj772c+ydetWzj333Odlm2/65dN86qJa3rB09nO3q2uSM6qmfS7Ky8vp6OggFo3i8Sy8H+NUoqKigt27d9HR0YHXLQFplBAKAoIbbFkWE2F4cEOcHK+EzyXjtEtopsSxPgMsWNVgJ9crnD1vfWqCZG4F+ZUNLFu2nFtuuw+XXcoAVJNhk+EJg3e85SJ27OtgeKILy4K4LpE0obC8gs994E2ZYzQti0t+upX1jQV87U3T47hlWcRjk5SXFdPZ2UlRURHjY8Pc+7ffzXu+CQ0URaWguIbm5mP43HPji11dXXR1deHxesj3ySQTYfxeHb9HYMnvW28nlihnPCh6eWIJAImcFGWlJEchEreIJxQ8VhdvPNsNBKmIPY2smATOlBkat/P0wRGmpiaRgYJIL8Pjk5x15mr27D3Ajp3PcMXlb8Rus3HkyBH0sKgqxxKg6dBQnmQy7MBpN7GrMoYBI+NpMQQLxYyjKAqhmI7dBvuO9AESr79gNXf+XSiiJMxs9XUBOunJBM6UDff/vXkxEi/MeGa582gdGWFiYoLc3NwFfy+bS15QUJDpOToetMlu/M/Pz581LldVVdHZ2cng4OCcfUJNTU1s27aNmpqaORVmmpqa2L59e0bF6/iora2lp6eHkZERCgsLsSwr4+D5fMarAiEHYQLxxz/+cc6yxLOJfz+znHefVTnne1+87zB/Pzg847Wqqiqh/JB8ccvdsizztU+9gwd/92VyfHMP9JYFwkNAImGAKluoMpjJBEWqxd9u/Tvf/fndDA5P4PW4iOuCYW2aoAYCHOkVCKSsyKxaUpExysEyOdjcg8floH9QXI83v/E8fHnCREFRZt5eXq+XvLy8BdEfdu3eTyQ2m6sVjc4uufVNxnjdT7dlOsCP7Hs8k4ynIxEZZkVTFemBKtPcCcSSJiaCf2iYJrsOdNIzMI6Z1TdgpVyUbMq0ZvvdD/yLb37vJuLxJNdc9W+ZkukM9EizCEd1vG4Jh01iIiiS8N4hjWOdCUxLaJbLkpiUDBNqygV6kuMVA0P6nrb0hOCSmxpnLK/nqpWl5LqnqT929YV5nKvz3Nx47WkM9fee8vOVHhirq6vp7e0lGo3OKEfO9flspCQ70sh19ndramqIRqMzKirzRSKRoLi4mL6+vgx1aq79vxjNO6/Fixtut5v3v//9zyu18SuXNbG2dnbyMRRM8MFb9tI1Pq1Ike3unEYsn8+wLItjLZ0Zfnf2uGlXLZQUJUWSJPJ8Evl+meZ+i83HDB7dr/PPAxohTSaiy7idMj63yZolGpevkfnKp/6dX23sBGBkZBi7TYwz4ahBImmg2FVuu28LB46I6mfaiyhpSIxNznzOZEnimtXlDExNj+OmabBn26089eiPaD1wK+GpbiYmJti84aF5z3d4XKd7MM7uI1McPXoYn1ssNuIJI0MbPD5MLUIyEU4dh5AWlCRQVQtVkVAVk8cOhhgOG+iWxYFenYPdOknNwuOUKMlX8LmnE70cv0FTlU5xnsnyegvFYSMc1ZBdHor9cMuf/kxNTRU5AT+apvHN//kef73jLvr6+nE6p5NC3bCYCNvwuHTcDrF9v1enrDBBaWECp8NAliSuuvJSLEsssNwOITl89yPCGDGQ48ewhEyjla4EW9YMqWFVljP3wfMdV64s4zMXVdHa2nrKyHEazU6j5Gl6yfGgzYka/xVFoaGhgd7e3jnBnrRu+XzNoX6/n+Li4lkc8nSkZRKzzYReCC75qyYhv+SSS/B6vTzwwAPPy/bqC2eb1qTj9g+dwTvOmCk2n5ZAvPyX23nwwOCC9jERTZLQn/3grOs6IyMjHD16lI7RCew2F0lD8JuTOoxGYSQiMRiRiKW6uCWsFFoLLhu0Hz6GkUhQkB/g/f/+etZecj66mX5oLSbGpgCJHL+LaNJg+8EULchIJYdIvOV1p9MzMEZZUS4/+vw7KXWKQaC6bGbD5kQ0yS0tEq2dvSfl6W7YtBXDsIjETMYmNdzeHMJRnY6uAXr7BmZ8tjzHxT8+sZaKlNlNfmHNjPf9OcXkFVSx9rTGGU2dINBuIyUZNZm0uOziVbzxolVceO5yzljdRH1TNU11pagy2FLoeFyD5Wedhc2mcvBwG//xnz+gta0TzUgl1YZFWHB7UBSJWMJkcEzHMC2iCVFqtdlU/F411dSTQsgtSJoSR1MTm0I6+c166E2D9119ET/40vtOeP2e78jJySE3N3fe5pj5Io2Su91uiouLaWtrOyFCDqIRx+PxzNpXWi4x+7uqqmbKlScbHBOJBH6/n7KysnkHZpipS/6aDOKrJ2644Qbuv//+kyr5LDTOrs0lxzX7Pi72O9jxn+fPkMgF4Vuxp7Wftd99ipHQwuQPB4ML4/x2dfWwddsOIjGDuoal9I1JdPRFae+Nzql9XlWsEtbEeBM2JKYMiSkdoqZE66CJz2PisMOb1rpp6zpI83CYsfFxRkYF8BKNG2i6icMmke82cCgaZWUFxDSIaZAwIGFJxObop7p2TTm/uXZl5tkKB4cZGRRUD8s0aA2ZdHZ2kpM3t6xtPGkxOmWQ1EyK8pwEvCqmaTE8oRGNG0yFNEIRDUmeWeFyZP1UkyGV8SmVsUmVWFykQXl+hfeu93NalUpFvsyKaoV9XYKeIyFM8zLOp2ouPvd0sitLEm6fm7pyBzX5FgGvjWRsin888hirVi5DVRWisRg7d+3lsSeeoqyiluuu+wggEmwJhUjMhm7IKIpFwGugKIIe6feYBHwq9z8saEimBardxbYDA5imRUVZAT0jIRRFJmZmzxYmmBYj4y9MM/PxkXbenMuS/kSR7jcyDIPc3Fz8fj/xeHxWYpzd+D/XuFxeXp5p7JwrTiYEUFtbCzCnHj6I5zctk/hC9Ru9ahJyWZa5/vrruemmm17wfTlUZVZJJC2B+MnTHbxu0dwDyfHxidsPcPPWhfPeLcsiFArR2dnJ7t272bBhA8eOHaN9KMh37j1KUrNIGhJxQyKqS9gUCVOCpCUhqM0WriwzBVkWyGz5mjXc8bvPU1VXzQP3CAlFIaMkqCuq28XgxHQToUs1wNIRj75JfkAsXC5a7+Q+tgABAABJREFUu4wvPdTKsU6xIHEHAty0pYtnUjxnCQmnw4HH485ozlqWRTg8re+djuJicQ11wyShWzR3DOP35wBw3/3/mPX5bMfOytpVXPjGj3Pmurdz3uuv44J/uwGb3SkaO2corSD4iKnnV7ck/vLoPm57bB/3bDjE40+3sPNQF0fbBlAkYcogrpvMlGTj3686j+qKIjTdYPOOY6njTW1LN4nExT7cTiGVGIlZeFwKToeCokjkBezkBcRGDTNNLrJwyLC4Op+xyTABrxNMfUYPw/o1S2dpyo6EErQMz76Oz2fU19fT09MzLwd7vkgjINXV1Rm75RMl5OlGm+MbcdKoyVzlSl3XT9gMCtOmDw0NDYyMjMzZtZ+OF7p557V48aOxsZH169e/KBKIc0nABQIB6go9fPcNpRT6TkzZA9GofclPt7O/7+QJVTIridAMhVg0knHa3HYoQcegTihqEUtYjEyZbGvWU4k4JAwLyTKoyofTaxVWVCtY1vQzVq4OcbrSz/99+0ck4nGSmsVkeNpYDSBp99HWM5ECcyTM1JxjmDMBp7hmcMGPNvOzfx7mLb/dSVwz+NmWKYoqz8TrL8ZVuo6YfxUTExMsXbE242Hh9eVgc3iZDFtMhsVYabN7aKwR1djeEY2JsEIwIrwENN1ibCJCOGZRXFKOLMuEY5Cbl6YXSURiCtG4QixhEY4JE6XsKAnIXP9vTqqLZQpyRCK8YW+cHUeTDA6P0z+iEE9CPAEt3TL1eTp+zzSFwTAsjhzrYsniJj736Y/zrn9/G/X1Iunbv//QdAXZIuNbIb4387cVAJuJlogiSWJ/iVgMTTfIz3VzuGsMSZKYSppYiEQxW8BgeEw0Wx4ZDL2g5oU2m43q6upnhZLLsjyDS26a5pzbqKiowDTNGdrh2dvIy8sjGo3O2YN0MiGA9Dw1n+lctkyiaZovSL/RqyYhB/jABz7Azp07OXz42Te3jYQTs1wMFxoVFRX49CksbWGoxo/ftpz3nj03LSZ9LMlkkoGBAQ4ePMimTZv415adTExMUFRUxLp16zjaH+Ptn/oJ4eZjZIt6qCnLdY8K+Q6LXAc4FJGAR5OCQq0ZYpBp2/4MV7z/+3zxGzdj6ToN9WWEEtM3WTSl6LG4phD0KLF46vz0BGWFOTz0pOCw1ZQX8J8XVxOLilLt6qZyJqMasVRzY47bxrfevITFDbV0d3djmiabn9rI2OgIR49O/2aWZTE0MgkI3qPLLuG2S4ynmveONbfS3T3dPT5XxGJJdu7cyQP33cWGJ/+BZVmsXlZDTZGTL7+9kp9dV0llngyWgQk4HSoFASeLa4tZtbicM5dVcu6qGtSUFbEsk5XLmzRv3k7cdPGdb/4HH3j3lZnjjmsWTqcTRZZIpJw/JcDrVvF5ZyeTpmGKZlBNnKtpgWZCR7dILkMhMRlbZnrCtbDbZvPW/vZMP99/fO6mlecr/H4/BQUFMxRTFhqqqmac1yKRyEktiPPy8sjNzZ0xOGbzx7NDluVZslnHR5p/7nA4cDqdJ+zah2mqzWso+asrPv7xj3PTTTedUG3nZHFkMPSsDX6qqqrwJUYWdE95HSoPffwsTiv3z/m+ZVmMhhPiebIpBALC7GvXrmdSY4lFJA5dIxa9Y+L/B8YtfvOvJIeGLRKGha4bLCqGj17g5JozHKyrV/E6JNoGLFr6TZBcRLoGGToknKBdLhfjQQOXnYwyy2TEYmgwiK6bOJ0OIrpIxpMmcFxC7rQp/GL9EJcvdvHF810YlsVoVKdiyaWc+/pPsv6cy/h/lyyitLSUttZmzrvwcgw5h9auCbr7g8RT+WRSt4jHY0TCk2K+GNOZmIojSaI6GUuY6IZFIpHkyLEOdN1AN+BI6xCjUyL5HguaBHxJmqo1ltQmMS2LwXGRnMeTQsHFfZwc9/JaJ1VFAkyYDMscaLVzoM3OZFhB16fR2VHLT9dAjO6+YSoqqygqKuKM1St529VirrDbZX7729+I3xEIxmxMM5kkJoIKug7RuMxkUEXThImO2+0WcpIylBT46RiOARIxS0azBOVy2m9D0DNrK8Qi5H//3syD+xdWvX+2UVVVRTweZ3R0YZ4h6chGydM9FvMl3Sca6+12O6qqzkuLPZEQQBqwOZFQQFomsbOz8wVByV9VCXl+fj5vf/vbnxNK/tCBIb772Pyamgl9fo5amieY7Th2oijyOXDbZyIppmkyMTHB/iPNXPTjrfz54Y10dXXhcDiQC+v4yi6ZpqUrqKys5IcP7efT3/oTluwExYFmQigBfaEkQ5EEqtPGZRevwudxkOY/A1iWREyTSOoCzdANg+GxIKZpsfaMRQxFxetpPRIsWHdmI3ZZNBTabQroQtbQ51Jp6xkmP8eLkl/Kp74hOJo5AS8Br5vPXdLAufV5M86xsLCQ8aTMtx46gGEatLW1zmikaGvvZmhomqOvKhI2Vcrw3ywLQpH5dbiPHdnDww/8mdHhXiw9TH/nTjY9cRfbNj7C+y6poSRXDKifvzKP1bUiuZ2MavSOx9jbOsj2Q71s3t/N1v1dpAsKDoeKhUTQdJDwFWAaBjff+g8+/7XfsGxxPR96z5sz3PJAQGjspuWsFFVCUWYm4gBTYQ3dsqPYnIBw/Uyj9QoyBQEXpmHgsMnCcjqF6leWTlOB7nqmn/FIko+tr+FX/75i3mvyfEVdXR19fX3EYrGTfzgr0oh+2sp+IVz0pqYmuru7iacWgPMl5DBt/jPfQKzrOqZpZu6zdNf+iSaO9ID7XJK31+LlFZdffjkAjzzyyLPexo/+2ca9+wbmfT+anP9+KS4uxjCMBScs2ZW/dOi6zvDwMH/85x7e+LOtbNu2jeGREWw2cW877OB1K9gUmRyvhNMhUV8sBv+nWg0mYhaabmAYOqsr4c2nO/E6ZaaiBvu74zyyL8KvHgvyt40JHt0aY3Q8QVFhAe98+1v46n9/noKiwsyCNRS1RJU1VyKJwnBIw7CEcZlhmmBOI/emZfGjJ9qYisb5zoO7qA6Ax67yk7ctp9A7s2LQ23mQg3s28OTj9yAbE/hcqefRkhgeF4uh2jLxHQ0fLm8An0vC51bxuVVsisRU2GD5ilU0NtTNkETUDdEQWphj4vdMv15TOq3ektAskprJ4LjBZNikrd8geZyKSzwx83fuH9MyVdG4LhFX3SQSSX5z4208/sRm+geGCYcjqd9wJi0ikdQYmxKLgWjCIhxVGRh1MDZpQ5JkJMnCMC1CKf+JhA49IyFAQpdkYrqFaaUqepYOGICFTVV48PAYlmXxp/efzvvPeWFFJxRFoaamhra2tmeNkqfnlvnmmdLS0nmTbk3TKCgooL29fU7qSbZiyvHHl0wmcTqdGaGAuY4/u3qradrzjpK/qhJyEM2dt91225w0iIXEB86p4ub3rpr3/etv289vnuqc9/3Kykr6+vpOadUUi8Xo6elh7969bNy4kX379iHpCW68uoZ3X3o+Z599No2NjZy3pIJ7ProGj0Mlnkhy+5/vxLRkcOanzACEi+NPvvhWejf+kKfv+Qannb2Kj39AyAbON09IwM+/+X5u/tH1/Ktlkv6ufuw2lZCets+Bklwn+5v7sKkKiypEI9OShgqOdfThctr5/Acv53vf/y1btu9FkWW++om3zXu+kiSRW1jKsf5JLrjgYi648GJqa+sz7xcXF6Dp03y9SNwkGDWZDJtEEhCOmzz2xNY5t21ZFts3P4qVekC8bgO3y2Rk8CjnrDuP45+xgEtCwkIC3A6FPK+NxZU5ABiGiSKJpYlkiIdbxsJZ3YRz2ZkoNhvHWnr4xH/+lK07D2a23dk7hNMpoJWkZmIaM3ltSc0kHNGJxg1kNCLRBKYlEdMF6pS0wJBsjI5NCKQ9HhOLEVPnXVeuT5kciXO9fXcfPRPCEl6VX/jH2efzUVRU9KxR8nQH/MnoJSAQ+aKioozpxMmaQdN6snM9e8fLYdlsNurr619Dyf9/Fqqq8uEPf/g5NXf+9l0ruf78mjnfi2kG5/5g87wGcWlq46lI9FqWxdTUFO3t7ezcuZMNGzbQ0tLC2go3N769iYsuuojxyRhtnYOZMVNVJHwehZJ8lXOalGl1J1PHMHQwkvjtSS5aIsap7c1T/PaxHh7ePcKejiCaFsfnENs695y1fOFzn+KsNWewYV8noQnRQB2KWhm+sk2xiGsmNruNsAFhkxRSO/0smpZF+2iUupVv5YbLLqC0Ym4AwbIsujunJeYkScLjkognTTr7IsQTBoW5dmRZYnjS4Mldw8SiU5TkT4NbqiqRH1DZv28v+fn5nL569Yx9OO1gP441l3bLdDsh4JEpCCiU5qs8tk9neAq8TvCllFl0U2Z3c4Le4QRSqopaVWzH61IwTQs1PEqJK4nHpXDg0DH+eudD/Pc3fsQf/nxH6qTsfOITn8oofthVC1m2CMcgGIGYPnMst6tyxiFaUUR126VayDYbIU0ck2GYoiJhGmDqYBn4PC7u2N1H0jBflPkBBFMgmUzOkK9cSKRR8jQ1Md1zdHycaKxPJpPk5ubi8/nmnaNqa2uJRCKzhADSCPnJhALSMoltbW3Pe7/Rq0L2MDvOOussGhsbueOOO/jQhz70rLYxn+Y4wFcvW0TANf9lW4gEomEYjI+PMzY2xtjYGLFYjJycHPLz86mrq8Pn881r791QKMo5P7n5ITq7BsBVgCzbZih7/M/P/8HP/7QRC4vR8TCyZOGxSSQNePdb15MfcNM7OMY/nthNJG5gIfHbB/fQfrQTcyyILMuUVBQx2CxQIAu459GdAJy9dhmbNz0NQO+EWO2/8bzT+OL3BS/z9KW1/OLrH2bVktp5rxHAectrYLKXQ4cOMzE5id/vZ+VpYoDevfcIFkKaMRwziSbArooynaIZuJ0S+w4c5WhzO4ubZlr5SpJEfkEJQ4NiwoslZHLsBtUNa+npHSEYk+gbi1Cab2PDwQibW6Yf6KgOUWB8chKbw4sMxC0o8zvRElFkSULRNcK7t+FpauAbX7+e++59gm27DrPvYBsOFQJ+F9FoDFOyAXESSZPJsEEgYeKwTw+IigJep0LcJRL9uPA7JmGAMn0yGaqKoSWpKS/iR//1gRnneteHZ+v5vtBRV1fH9u3bqampwe2ejeDNF7Isk0gkMr0QC5HIamxsZMuWLdTW1s7bAZ+ObFe2hoaGGe+l6SrZz1VlZSWdnZ0MDAxQVlZ2/OaAmSj58y1x9Vq8NPHhD3+Y//u//6O9vZ26urqTf+G4ONH84LIp/PG9q1hW5pv3MxUVFXR2dhKJROaVQEwkEpn5YWxMIJx5eXmUlpayfPnyWdJtQ8OjWBYYhkQ8YWKmdMZtqkTAq2bu+7XVMpGYSTxpcvlqP3ZVpmckxpN7B0UCLckgq8gSLC7Px6FKlJWV8FTrOAO9PTz2tzuQJIEgmynFD4CBoETIkNCjGqLaZ2KZBqtqJA7uvpeq+rPx55Ty1QvzePzvN5KbX4Q0WkNJaRVFxeU0H92HJEn4Arl0d8+mKhiGxch4HJ/PS2FgGo3c05Igx+eitiQp/CQiJppm4XGCwy4jyxLbn96JTRUOnjabjWuuvoonH7+LeEJhaExGVcS5dA+Kkzme/v/ms2xMhCzyAiZ+j8nolEVUKufqS3Mww4czcpKjU6IXKBzVscsmhTkGBnaqas5kdGyCw0dbmZycwm6TWbF8KTk5OZx99jls3fwEy+s1TAsGRhU6Rp1snqzjdc5W3HYDzRAUHa/bxkRIy8juGqbEWEygtElNJOBYWurPAMOgpryUez961rz34gsRiqJQW1tLW1sbRUVFpyQdK0kS4XA448a8ZcsWampq8HpnGm+lx/quri7q66fBvPQ439TUxM6dO6murp4lY5hWTGlubqawcLrak55fst8vKCiY1a8FsGjRIrZt20Z1dTUulyszPzxXmdxX3QwjSRIf+9jH+OlPf8oHP/jB511HuLbAzVOtYwyHkrz19NI5959XXEZPTzeVlZWZFVQ4HM4MrhMTEzidTvLz82lsbCQvL2/eyX40nORTfzvAz9+xgvyUu6Wm6fz29sfA5gFFDMwzpPZ0g5HxaR58ulonSxZ33LsRSYIff/NDvPuai3nT+74LwK5t+9BMiZLCAF1Ri73NA9hsCpG4nqGtnHdGEwf2Hcay4K2XnMHdj2xFUWSCIVGNuOaN5/CH73xiltzhXKEoCgUFBdx62x2Z18rLyvD7/fzxlrsyr7kcAslQUg2o2b/nxs27ZiXkHZ2dNHdOYmoGNkVCN6B3WOFwxw7AxOsEj93F0HiSfR1RsFTsNhtOh4rTrmK3KfSORIT2qyyhKAqxeBwZibAzB1fAh224m6HmVr7yv3/kU9ddwesuWM13fvIXLMAfyCUajTE2PkVVeQET4+MU5SpUFMuEozAZEt3+hbkqDrvEZEgXpUZLJmmIKoaFhGaBbHNjxsZIK8L84Evvw3s8qfE5hmFaBOPaDPnEk4XH46GkpIT29naWL19+ws+apsnk5CSjo6OMjY0RiUTIzc0lEAjQ3NzMWWeddcJn1OPxZFRRZFk+4QIg7cq2a9cuqqqqZiTvcyXziqLQ2NhIS0sLJSUlcw68aRnEud57LV6ZUVpaylVXXcVNN93Et771red9+ysrAty8rZvVlQFWVgRmvW+z2wnkF9HT08PixcLnIv2cjI2NMTo6Sjgcxu/3k5+fz6pVq/D7/fPegxubR9kdz0eWZRypW9xConfEoKTAjts5nWHm+O1cfdbM50DylPKhL7yFOnWKke5eHt18gMtO91BVLD7X03GAf933BMlME7REJG6lnIkhqUGe02IkbjEaEzKGAh03+Oq1eSSTMY7sfZC1F36EjrYjxGIRYr0d9Pd24HC4qKxuoLX5QOZ4FNVOImnhsKcpihZtfQkkxUkwFKUw5Tex41iSYBwKcxLIkkw4btE5aJDrhWgCZNnE75ZxOSRsKfM2TdO45567yfWJ80hqEklNoP26YTEWShKNS1SX2DIUSeGHJqEqBlMhC4eiopo9SNGBGXKSDptQ0VJkiTOWxKivSJLjk6k7803Isp2x8Qn+99s/BMSiDGDVqtM5vO9xIbAAVBYbhBMGb5aPpSiPEjZTqHtF45pw3tbJmDypskQsqQs6o6mnkPHp/77pojNOdKsuKCJJISrgmqNReb4oLy/P6IKXls7Ok7JD0zTGx8cZHR1ldHQUwzCoqKjA6XRSVlZGa2srq1atmvGdtDzunj17qKyszIztaXQ9DXCmvS+Oj6qqKrq6uujv76e8vBwQc0S6sp0Ga/r7+zO/VXakZRRbW1tZsWLF8zZHvCpnmXe+8510d3fz9NNPvyDbn4xp88pWtY5EuPqWVsYjSVpaWjLNmDt3zmzGPO+881iyZAlFRUUnRN68DoX1jfl4srjmDzyxk+GJKKgukNOvS+QV5PCZD17CE7d8jl9/891ZW5GwKxZu2zSi8emv/p59R6ZdMy0LqusrWbqshsikkFCKGyIVFCtvg/Wra5mcDOH1eVi1SNykq5fW8MTW/QB8+Ya3LigZT8fQ8HRJSJZlJMXGez79gxmfUWQJe4o/nk7cTFN00T+y7UhGezwd99//IMGpSXRDJq7J6KaMqsgosmiKkSXB5y7Nc/DpK8p400o3eiJMcGqS4ZFRCnI8ICmYFhTl+8DQM2VgJTRJgZUgWLUMw+FmYjLMN37wV+56aFuGrtLW0U9Vpbg2QyNC/mllk0RpPjRVCXqQLEtYWJimxVTUwG0XtJiEIZReQrpoyE13cmPonLWsivNWN84415hmMBJ+ds1lmeu1f5C33yS0bO96pp+btizMSbWuro6hoaE5qWHxeJze3l727t3Lhg0bOHDgAJqmUVtbywUXXMDKlSupqKggHA4viEvb0NDA8PAw0Wj0pM2g87myzWWJDCfnnsN0Uv5avHrihhtu4JZbbjnlXoiFxlAwQTA+N23x1h29/O+2CH19fXR2drJnz57Mc5JMJjPPydq1a2loaCAnJ+eE919lnotan7B413RRidN0CyyIxLNE8EyLeNIgFJs+rkAgh99861OsrMzFqwch3Mf6RW6Kc8Wc5HZqhKd6WF2ZxOdRaFq+DH9+eQaljcRFUm5ZEEsamIagSygkuf71HjRdYmTgcMbBuKBwpqNpIhGbkYwDGHqSWBJGJi0Gxw32HIszMGowOhGjMHVcvcMaXcM6dcUKNUXiYDqHTaKaoKPYFCFcMDBm4vSWoOni3EE4KKfdShNJi9Ep8W9ZligM2HE7bYxMiv3HkxYuh1A5eXCLTnOPApJCcd7s5DQ9t7pdCgGvAFFGpyT+cMtD3HHP4xw51pax5enu7uGxx59kYnJqBo0yYbmxy0am/wjEfCFJlqiAWGJucqoCTNH1VG+Rqc1Mxk2Nojwv77rmkuese/+1B4/xnUcFbfBrDx1je8fcDY/ZIcsydXV1tLW1zeJXW5ZFMBiko6ODnTt3snHjRtra2rDZbKxYsYL169dTU1ODruvU19czPDxMMDhbaSg/P59AIJChphxvHNfY2Jjxvpjr+BoaGmhpackcX7ZLZ7aiynw9RI2NjRkZxedrfnhVzjIej4f3ve99z6sJRHZcsaKE69fXzHgt3YxpTfbz5bMcOCWd3t5eHA4HK1as4MILL+T000+nsrLylMr8TpvC9efXZGS0EkmNL/3wVrC5MyNAeiBoHZjiK797gvM+8HPcHhfvfvPZ4n3MWWU4gP/+7l8B8Po86BaEwhHuelwk1wYSmqYL2T1DNNXd+c+9APzHtRfzwL9EEjdmCCLemSvqWVRXftLzOTIYyjTNVldX4QvkgMNHRMpj7Vu/yL929cyyQN7aJXGwD7pHLHpGLIanUi5tiSgtRwTXMJ0EVldX4HQI9y9FNikIQH4AcuapIJ9R76UyT8mY8Oxr7gNJXKyyohyciqCRONxu/F4X/X3DKG1HiPiK0MvrURSF3fvbhF20LgaFw8095OXlkEiaOF1uQhELRYHBMVHJiCUseoY0DrfHcdllPE5RAbDJEE0p32gmIMlYho7DbuO/brhqlhzTzVu7+fSdh056zU8Uly8v5vfvXgVAgddOsf/kcmwg1BbKyspob2/HNE3Gx8dpbm5m69atbN68mYGBAQKBAGeeeSbr169n2bJllJSUYLPZUBQFRVGorq6eV1M2O5xOJ1VVVYTD4ZMm5CCaQXt6emYkW/Ml5GlUPa2PPle85tb56osLLriA4uJi7rnnnhdk+198QyPnN+TPeC3djLnEFeRddVpGvi03N5c1a9bMeE4Wcp+no67AQ+uObcSTJuGoyVRYxzAsCgISKhqtvRHGJhNMhjTu2dKHxzkNAK1YsYKu7h66N9zN4X17iMXEWG9IKnUVQc5eMcrS2klkSaKyvoirrnkzsUgISRJIbdpnJmmAQzbBTIKZ5NLT7CwptzM4amNw1EZr+wjJZIJEYqYC2RlnXUhF1Ux6WSQhUGnRJC9TVuQkoVkUF+bi96hYlkXHoEZBQKYmpWJ4pN9iZMqirkgAOC6HhM8FOV6IBIWySCIJy5atQlHthGMwNAGTYTG+qHPMjw4bOO2C9lOcK+PN8bLpmBirYglmNIqalkXvpIdIzECSJPYcC7D9gIu/PWrnkSee5s77/smNN09Xfnc/s4dHHnuC3/3ud7gcFsGIxEiilN93rJjlpmmaFsmkhcMmoSpZMrmyhF1GJONpuoqpgSH+/ftvf4IvPdDCH7ctvF9hrvjiGxr5fxcLCmpVrvOElN3sKC0tRZIkBgYG0DSNwcFBDh06xKZNm9i1axdTU1OUlpZy7rnnsm7dOpqamjJsgbTsrN1up7Kycl7fiOzG/zSPO/3sZKPYc0VZWdmM5tDj54j0czgfWONyuaiqqqK5ufl5myNelQk5iObOe++995QbC04lYrEYvb297Nu3L9OMGY/HuWBFDWvXrsU0TcrLy8nLy3veVlA//dPD9I1GQJr7obAsi0gsyVWf/gNvfsMZLGkoxabAiW4Xn88DSIyMilWox+cmntTJ9bsxNcET93pcdLSLG/P8M5rYeUAgkJ6UDMl5Zy5Z0PFbFuipFWl+Xj5Dw1OExifQg4MsKXWxpMxHQoOkJiQEDw3o5DgM7DYLp004lDmzmnF++4e72bZtWyYJlJAzD0eub/qay5LQBjePU8jRdJPXr8hlcipIaWFA6O+aSeyqzI6D3eim4HaPTsaoq6ugqKocLAu5vwvX1CjhqiWAhPX/sXfeYXJd5f3/3DJ9Zme2976rXq1iW7ItV2xjbGM6AUIxzSYJAUIg/NJIgwQCgUACxhgSTDemmOJeJFmWrN7b9t53Z3bqbef3x5mZ3dWumu2QJ6Dv8+iRNHPbzNz7nve85/t+v0KaMV22Rn4Pg8OyijA6EadzKMDTuy3aeh0ypsN4VPIsvR4Nt56jFAlcKnjUbDIuso05qsbH7r6Dqy5fy9jY2BxTg/dsquPLb5KUkbc9sJddF1C5OBNuXaWuSNKerl1Uwu0rK86zh0QqlcLr9TI8PMyvn3iGNz5wkJ6JFM3NzWzZsoUNGzbQ2NhIQUHBgpr9iqJQWVl5Vue1M9HU1IRlWRekgb6QK9u5FFpKSkoIBoNnNT26lJD/7iFHbfyfKtrA/Epgrhkz6Na49rIlLFu2DCEE9fX1Z+0bulCUlRTlDeFy81shJO1OzSpmAbzl2sZ8Eg1w5abNPPi9HzMdj1NWWsKdt9/Kq2+5jkK/SUOljP1uV7aCaDp84q+/zPjEFCCLIkLIv00bgi7AMVCFwU2rc5xfBdNSEUI+9xPjc1fEjh56kWtvvJMt19/BFZtfhUGE6YRsFs1kK9qpjEPagKER2Shr2RDPCFbWyVXT0yOCIwOCJdUyiTazBj6SRqLkq/kTUYPv/vR5uoZslq26Aq9H6osHPQalEZXgGY7qs9VlVQVaSx2uXy4z95yE5OS0YHDMYt+JFInoOIYhVdhsR2MsGmQqrhGN1LNy1VIMWyGVsckYDpuu3EhhOMDm1RZlRVLtZXJ4lEWpk0zPKug6jiCakC7ZigLJVFq6O9sQdAnpL5J1b84n447JP3zkrVx/5Uq+/KYVvPvKWrrGk7z2ay8SX8Co6XwoCbrzlMa7N9eztOLs/RE55Gi6wWCQ48ePc9/Pn+P9PzyRr4Jfe+21rFmzhpqamgWt7HNjhGmaNDQ0nFWKMBwOU1JSQnt7e944bjbj4FxmQGc2h55Ja5z9/tmKNU1NTXlK5iuB39mEfPHixWzevPkVNYGwbTvvjPn888/z/PPPMzg4SEFBAevWrWPLli2sXLmSqiwXOmeV/EphYHiCf/zaT2eScdUlHcQEaMEgGVuwbnkdmqZi2w7v+evvs35FAwgpk+SaFWEqyovy3PLBgRE8mkCzLdSc2DYwGUtS3yh10i9fUYdlO6iqwsHjXQDU1NeQGpcTnquzCfmRwwf51gP30dGxsCb2ssoQ/++WRQD87BePYs+Sf1JVlfKs5G48BULxUh/RqAsrVIVkMu5xka9mOA5MTKVIO262bNmCy+3jqWd3kcguyc4ObLGEQyJlk84YePQUpmlLpZOUnbcjHhqLZcl5Nouq/eiaQsKWVWtNU9m2p42B/jEiTU3g8TI5EcM+eZTS0pnvct/BDrxeD+asuBeNxrBtSCs+onGLpho/hQVuIgVu9Gz3vK7KU7sVWSnPL0EqKh99zx14vV6qq6vzy3Nv+eZednRMUpTtK3jd2koaSy585eVi4TgO4+Pj+Sr4888/z9jYGOFwmLKiAt5zTSubLltBeXn5OU1/ctA0DVVVaWhouKAqeU6dpb+//4K62c8MxGerkMNMlbyrqysvsXgJv/t4xzvewdGjR9m/f/8rdsxMJsPAwACHDx/mueeeY+/evcRisXwlcPPmzSxZsoTS0lIqKyuxbZvx8fGXfd6a6kpUZa4b5XAUTgyZ2Dio2V4mRZ0pBb/vfR/gl798jPHxCbz+IB+8531cfdWVuHSdmrqGfGLfPxLAtOH4kWFcafk8xdNytc+0wXQUhFCwLAF2hsaS+ROL2roWEokkL+zaO+f1dDrJQz/+IZ09Q5xs62ViYibp6htOc/B0gkOnU1iOgtcn+b0uXaG4QENVFEbjsLUDCoPSedq04XC/wsgUjMcEKUPkizAul0zyHDPB0YMvEPI6c6zk/R7YeSTBrqMJhscNYkmIpwTRhDQj0jUI+Wc15qsKGRNShiwg+TySDmlZcgKjayouj5ur1y3mra+7CREuJWMIXJ4gb3jdHbzqhrkN+YbjIqwkpct2VDAWFYxMyQmPoshJhiPAUTRAwXKgQGdWMi7pKm97zZW88bU38qovv4BArrKXBt284bKqi+KBXyxyVfAcTXfPnj35ivXGJXW8e8vifBX8fAXKHCc7t39DQ8NZFbFaW1vp7+8nFovlx4kczmcGlHOFzpnQnTlGlJSUUFBQcFazILfbTVNT01kVWS4Wv3NNnbNx77338rGPfYyPfOQjebmzi8HLacaErFXy/v00Nze/IgoNH/6HB7As5NRd90FWXUXTVKx0GgF0DExy7Kef5OYPfo2ugXF+8sQ+VFUGzcmExV2vWkt0apwlixfR9p2n8sfWVWl3rCuQiKdw6xqGZaMp8sHJBbWQ38vOA7LyuHZ5E4888iSapnLFmsUAPP74bzBNkx//6Hvcc++HKSg4u6nF3oMn5vy/OCD5cbYjcBywswZL9TXlVJSFSWdMntrVLQOTLQj7QVM1/v7LD/Hk99fml1sNwwEskmmYiMpjy6sXNNWkOdXtozicIZmWo5dbU/nDq6v4zaEo4ykLt8fHkfZRNJcPVVVIO4DiYUVdkI6eUXpPdKIEQ4TKixDDA/QPTeDRoKI0SCwWxzBkI2pZWRkjIyOUFupEQhq2bTJ4xiPn9Wh4XRaGBdOGgqLI38BQXQiRAOHQPzxOS30lDQ0NPP/888Tjce7eVMfKWUoOr1+7sErIy0Eqlco3Y05MTKDrOsXFxTQ3N1NUVITL5SKTyfD888/zmnWL5mnqnwu5gFteXj6vuWYh2Lad16gdHR2lrKzsrNuCDMQ1NTWcPn2ayy67bMFgOxuRSCRfaVm+fPmc9y5VyH83EQ6Hedvb3sb999/PV7/61Zd0jHM1Y65evZpwOHzW5CMngdjT00NJScmC21wIJian+fEvtuF3y1iXu189Gqyq8+D3yPMrikI8kQEkH/mfP//v+WMcdi+iJ2rRpKSYThgcOBhlvx6msEBw6DSMRRMkTY1EYRWvWlXP449uy652yv3TFrg0DcXOEI/btA2kaKmSlU+vL0BhSRVPP/0UGcMmGifffJpIgznRS1f33MLV4GiKZEZSQ0xLqmpXF8vVyvGoTcgnP+OJYZvWIsGK7MLe6XEFXRe4dFlJn5yGkF/BA3hdCusvW42Z6AEnw5k/iwDWLPJzojtFe7/Jqb4MSxt9VBXplIRn4kAyI4glZvZLpR0MU5BICWorZpQ2UmmbiakMPb96nB2/fJyyQtm5WVQklaXWbdjCf371BVyqgcflwvQVcSThwY9Bkz13Zd+lq6QNKAj5GBhL4QipmhbQYSLPITe54YplvO2WNZQEXHzwmgYiPjnGBTw6b984vznx5SCnlpVrxozFYgQCAUpKSli5cmW+92FkZITjx49zx1XN5z/oLOS+R9M0qauro6enh/Hx8XnPSjAYpLKykp6engVXQZuamti6deuCql65KvjsycOZWLRoEbt27aK+vj7f9DkbjY2NF0UxOxd+pxPyO+64gz/5kz/hiSee4JZbbrmgfQzDmCM3Zds2hYWFlJWVsXTp0ovif4fDYfx+P4ODg9TWnt2R80Lw/N4T/HrrQdA8oLryPOeW+jIKvDqbV9fTWFPCHdcsZyhpEywroS46SrknifBANAWGrfDTxw8A8PSLMwFQ9/kQqgaTCclHF/CvH72dP/6Xn+WpF+mMrGQH/B5iCcnN3XFcGiBds2EZkQIp3zV7aWffvt1ce+0NC36er3//cY51jbK4OpRtRppRinEc8sHS5/Nh2AqjkwYer4fmuhI6e0Zwzbr/zZTBN3/8FG+69QoKCyNYRhzLEnjcKl7/TJJoWQ6TUYGuJ0mkNEAGK12TTaPrGwP8+lAU3aPjcnsxHRC2oDTiIzqdZk97ik0raunoGsKITxOLT6OXVeCKDUrToJRDVUUJIyNy+aqje5hFDRFqymfK5dNJm1TaxufVMEyH4QkjryubsRwUVcfGQVE0hO4BK5X/7nNd5x0dHdy0atV575mLRa4PIpeEJ5PJ/JJgc3MzwWBwXnLq8Xiora2lvb2dy87Q+j0fcjzBpqYm2traqKysPGvykjMSampq4vTp03Pkqs6G5ubmfCA+V4U8h9bWVnbs2EFDQ8McObpLCfnvLu699142bdrEP/7jPxKJRM67vRCCZDI5p0iTU4xqbGykqKjoogbnC5FAPB9CQR+hoJ94PIk7A26XTLg1DXzu2c2B4HEJ3C41ay+vE09a1NTWsOayFXzngfuJT0xiZCxqyr0kbR/JUSgKC9w+lfHwYlr9AR5/dCsgk3FHKKQMKIloGA5cu7KOiiL5nKUysmqcTiU4tG8rU3EZ4Zcsv4yS8kp6ursI+n2MT0zS3d1FKmWQMRws2yGacAj6dZqqXWgauF2yIT9tCF48ZXJZs/xcXtWitUzG+O5JSBsOLbN86FyaVBfLff7Dhw/RWO3B41KZjIPPLRVMbAemU5IzvqLJx8nuDKChKxAOzo0Bfo+Cqgie2JMkbQpCHvB5VMqKPVkJQod40mJsSsZ92+uDdAYFB1Do6urmjz/6aSory8AOEPY62JpCCWNcWwjTCUHmDIZEzsXZMjKAgmEBKJiOgtcdIJ2Is255Iz/6yp+zd89uxkeHed2a8/d0XSzOzI8cx6GoqIiqqipWrVq1YMJaWlpKR0dHtser/oLPlfONsG0bl8tFY2Mjp06dori4eF5MbmlpYevWrQsWAHPa4mdT9SosLKSgoICpqakFC6fhcDjvh7GQqtgrOT78TifkLpeL9773vdx3331nTcgdxyEajeZvsFgsRigUori4eM4s70JgOXPF9xVFycvn1NTUvKwf7gvfekRSVXLJuKLicWn09cmlkmNtUjP8y999jlDAx+TAEOUhgaJI/rjPJTBsBZ/fi4ogkczg9vmwl6xi6lQbYlIqgjgCyssLISRv7JGJBKBwrEMeP+T3Ek/ISnRdAMaBy5bPSA+uWrWWQ4f2y8abzl5WrpwgGouyY8dOGhsbuOLyjfQMjPHn//Lf3Lq2kmTmTE73TDAKhMOMDEcZO0NJxZO9ax0hk3dF0fnUv36PtmNHSESnKAjoKIqsPs+GpimMTAYwTAeXruSbYXPOq50jCUoiAWLxJBtbvPjcCi90CYanUjRWRBgai7LjSB+FIS/l1YWM9I9gjQxhucEl5MpCRzKF1wW51G9kLEZzpZzEpU2YmBboqkUybaGgoCmyiQkUPBpMGDJoOwj5e2sejrf3sWKR1LRvbGzMV8nP1GadjZ2dk/xgTz//9sZzyxLmquBjY2NMTEzgcrnyCXiuCn4+1NfXs3379gvSFZ+NXJW8tLSU7u5u+vr6zqrdn5OzyslVnUs7PIfZrmzn0zAHWWnJSSyeKbN1Cb+bWLNmDWvXruW73/0uH/rQhxbcxrKsOb4R6XSawsJCiouLaWlpWXCiuhCc7HL7bB1zj8dDWdlcCcSLxcRUnKmEgUvN8qdniVoMxzRqy/xMTUWpKvXmHYMVRclT/179ujfyj1/4JkFrCo9LJVJWgkuXfD8bFU1xCHkEofQJ0lGHwpDGeMwmHFS5ZaMP0waPa+YzDU0ISkpK0J25VByfB9IGHD9+jMGjQ4iJfsl5zkJTFTlp0DSaql24XXPH3Ylph+ePGxg2uDQF0xa0lsgPcag/w/C0wuV1rux3DQhweSSdxHZsQn6NskKNaNyhrFBSBQ0TLEug69lzu+R1LG+SiaWuMYfWkoPHBYtq3IxHbRRF0Fg1k4jGE5JjUleh4ziC4TiMKWVY00Mz6jTJFO0d3RSHdcrqZgoFugpBn6Sp1Dc00J3ta7GzfVcZw8HlcjOdMTEcsIWCo/uorSjmF/d9Cq/HfUEFDoCvb+vCrau8+xzunbk+iFyR5mxV8HNBURSam5s5evQo1dXVF8UWyCXklmVRU1NDd3c3IyMjlJeXz9nO5/MRDofPqprU2NhIT08PY2NjlJaWznu/qqqKyclJksnkgkXXnB/GQprouc/4SuB3OiEHeP/7389nP/tZurq6aGhoAGQSkguuExMT0kymuJja2lqKi4vPW0lbCNd9cQem47D9Y1fNeT3XXDYxMUFxcfFZ9j43du4/yaPbD4HqAUVD1T2oirQdTqbnWpAPjU0zPRmlLiTdJ2cafEBXBW++7XLe//YbePMXH+fUjoNYu17M76vqOqZpMZay+dO/fXDOcWNxmYRrmsqeo5JPdeRYOw1lfla2yPXCZDLJvgNHSKctHEcQa+tg2/bn6e3pZXBoiGPHjhMKBukcjmPbTl45JgchRHbmL5Fw5O+wbHE91161lunpJB6vm6PtQ/z3L/cS1AQFHvkgFPmD9PUP4tFV/F6BS1fmLN+CDGbAvEAvhJTAWl4d4mBPjM2rIzSUynOnLYsXuhQ6h6bwunVKw35GJ6aJpwxCCoCsXCRNQUt9KSNDcqnRtKA4rHLlSvlwTydtJko3E0mdxIzNLEd6PBp+t0UiLa814+QmCFLHF0XlT/7h29xxwwY8btecKvmqc1TJKwo8rKuLzHvdtu18E8rY2FjelKqkpOSCk4tv7uhhOm3xp9fLiZjb7aa+vp62tjbWr19/UcEpVyVvbGzk9OnTVFdXL0gvyzVlappGS0sLbW1tZ9UOn41cIAYu6LluaWlh27ZtTE1N5Sumlyrkv9u45557+Pu//3vuvffevG/E9PR0noYSjUbx+XwUFxezePFiioqKLpoCeXokzlsf2MdNS0r4zGvn6iLX1dWxd+9eWlpaXhK1sad/lFTawuWdUdwCWfXVvIWkMklMS5BIWxQEZMJqmA7JtMWzgU30PvAYoeQEeDy8+Q/eyOVrl/Gv//p5Mpk0Hf0ZTMOkIKBTXuTC61FZ3ODlaGeKmzfI2OY54xH0elyYtk5ZeRMTIzPc25z63cRkHGFIAQGfV8Pn0bN9T3Pl5YQQDIzbHO62mE5DLCMr8rVZxoJhygN2jaXpGU2ytk4WkQZjFtGkgk/XaCyVCW4i5WBYUFygzWnezK8keCAcmNE9n4rLpHj3iTTXrvHiy44zhiUwTDmxCAd1wsG5v9fAaBrTsrluvU5xWOqI7z5qEY6N40R0Bsct/t+f3Y3j2Pznff+9YLJv6gW8+nW3Mdh5Kp+QgwJC0nBiSZnwZ2yFjJDSxOvXr8uvUpeXl9PR0cHg4OA5aYCLyoK4tPnnn10FHxsby5tSVVdXn7UKfib+6IeHeeNlVWxplTlPSUkJfr+f3t5eGhvPbRp4JnRdx7IsXC5XfoV0IcOhYDBINBpdsDCk6zpNTU15s58z99U0DbfbTVtb24LjaiAQyFMg165dO+/9Swn5BaK6uppbb72Vj3/844RCIZqamrjiiivyS/GNjY0vu8Md4CPXNxL2zVQT93RP4XdrLKsMUV1dTU9Pz0tKyH/8mx3c/amvgeICVUfRfbizg0EuGf+Lu2/kjTev4YOf/QVdx09T5BaoCgihEE2JrOShgluDtu4h3vzNfXT1x7CyGtK6SycQKWBoNAooVEZ8tE3KjvaqIg8DIwnClRVM9XbSMzCGbTtUlBQQdmW45bIK9r/wDCtbqgiFQiQSczU/V69aic/rZXBoCK/Xw8BAP90940QCbhxHBkMhBBkL0pmZhs1lS5rZfaAdRVXZsvkyvvSNX0o3siyaIoI7rxYYpuCR5xVKw15MU8Hnltw9x62iKjZ6thJu2UI2HS0At0sllZGa32vqwwxEM/mEvHMkjW04hEIFTKcsRibiKMC6ZXV0O16MwQHMxBRuTaGte5RgtghrWOS1fEEuaSaObkXYztzKfbaHNmXKyplANuniZPVlhUMsnuYnj+3kD26/GoCGhgZ27Nhxzip5Q7GfhmI5YOaW2M+sgl9IH8RCWFUVImXO1ZbNcfwuduKZq5IXFxfT09NDT0/PggF7tkpKVVUVnZ2d56yo56DrOjU1NXR2dl7QSpfX66W+vp5Tp06xYcMGFEW5lJD/juMNb3gDH/7wh/noRz9KV1cXb3zjG6msrDynM+bForbQx4e2NHDdopln45HDQ1zdXEzkAtydz4VQMIBAJZ5x8HlmknIhQE0PETfkC+OT5pwYqGk66xOHMaenAOgKthCprOMnjzxBJpOWfUO2iWFC16BJUVkpLqLoKpQUzI0Zs418jEyagZEeOrtkE2QkpIKikmU64vO5WL1mObomOH7sKNL23cZxBKmMzVTcZnjCoW9CEM2oZGwwhYIhIOSFVdkcM/c0j0wk2NQcQddUDMtB2A41YRkrZssZpozcczzzPCvZokrBrKKooigEvIIn96VQFegddQj6lPzKxo6jaVQFKoo0ast0aSg0ZTM0aVHgc1hcp2WT8ex15p015W+ytS/De7a00tpURdA1VzkkbQh+EqvnV784ydXWPvl9mjam5WA5Uh7XcgQZW8ERsr/Jdhx++tRBMoaJx+1CVVUaGxvp6Og4Z5X8usUl2ftkbhU8Go3mWQLn64M4G65bVEx90cwzoygKLS0tHDx4kJqamgtaec0hd27LsvKGQwv1HOXoxadPn87H7tnIra4uZFaUyWQoKChgaGgonxOeidkUyNkJ/yXKygXgxIkTPPLIIzz22GNs3boV27a58847Wb9+Pddee+0rboN9x+q5P/Cvjw5TEnCzrDJETU0N27dvP+tyyNnw+PYDvPuTX0UoblB1cBXgmnXdb731MkoiAf70bddQcf1fEdYFYc9c1063S0NkSxOWA9tfPElDa5rUMVk1VN1uRhIGJGVgWN5cwaLGcto6h1hcW8jJzj5URSHU1MpUbyfxlJSdGxoep2X5zODS1d3N5RvnW/R+6avfxLZk5WM6YfGrR7eydu1qaksKSJugmIJEBtz6TPCMhAvYfUCqtLSuWs6/P/ArDNMi4PcgBHjcLtYtsXC7E0wkFCIFMBlTs0on8uFIZ2zcLhXbmJuEa5qgwC+YnFby2wohlyU1VWA70D2cJJq02NgU4ualXg71G+zpS4LqxufRSWdMDp7qx9HdaMJB2ICq4lYcHJFrrIITPSYFQZXisE4irVBW6CaelBrBICvh0wmLtCm5joYtDYIclKymbC4pF5izJiM+n4/Kyko6OztZuXLlvO/ctm0mJyfzSfjsKnhrayuBQOC8QaR3MoXtiHxSPxsbGubTUlwuFw0NDbS3t1NUVPSSquQNDQ0cP36c2traec/n7IRcVVVaW1s5fvz4WSvqs1FYWEhXV9cF0VxAVtW3bt161uXNS/i/DyEEzz77LI899hiPPvook5OTfP/73+ctb3kLq1evZunSpa+oGZTXpc2jBty3vZuKkIcNDYXU1dXR0dGRd3e+GOw+1EHSEER8snKrazLRVJS5dAsBJFK2tHrPJsGWnUYBVq1YzOqCQr70ua/gVpIsb9YI+R3WL5O630++KPATzR+rokhndMqmNCKfvVwynjZkPG9tacLj8TAxMYnuVolOzcjCKQhOnzwy5zMMjJlkMtKJcnxa0D8BUUNj2pJVYFtAkc/hlqUqXpdCNGEiHAVL87K0thghBOPTacZjBlVFslLu0uW4AvI7GY851KCinlGVPtCe4YqlbiLBmdfdLoU3XOPDsCCWyGmiS2g6dI9Y9E04nOw1CMxiwlUWaaQNFduWxaZoXHCs02EkKgh55bjw7PceZOsPFF61UcoNz8ZUHJoZosyRha2m1qXs3n0gK+Eom2BRVDKOQiq7miocG4TF6z/8JX75n38mf5+sk/LZquS5KnguCRdCUFxcTHV1NatXr76g1cSDfVGaSgKEvPNzqYVEBoqKigiFQnR3d9PS0jLv/XMhVyUXQuRXSM+cbBiGQVlZGe3t7Qs2f+ZWV0+fPk15efmcfTOZDH6/n0AgwKlTp1i3br7D6dm46K9kQv47K3v4X//1X2zdupXXvva1HDlyhJaWFl7zmtdwyy23vOLJ+EL461cv5t4tstLn9XrzPMELxdHTvbzto19CkOWNuwIoqp6fpW9YXseX/vwu7rp+Ja/5428Q1KQ6B8iO98rqcnRNRTgOXo+LV9+4gaysKx2nuhECVi+tYixhMDsofPxd17HvRD8AvuyD9u7XXskvP7pFbiByN6Bg6ZIl+Zv6yLE2fvPYU3NkiRwh8sn4bBw4fFI2LQrJ9fO5yXPrMo6L/mG5nOkPh9m/+xiZjElBZSVLNqzD7QsiNA+Hu1TCAQgHoHdUVv+B/Pln01Iyho1lO2iq4Par06xdYrB28Qx30bScrHasrKRft7yIjU0zM+TllS5ULev+VScf8lTaJBNPkEokEUI28uQ+eY52YwsN21GZnCYvg2iYDqm0TTIl/3g9UqNX1yBpgUtRskm4DLIIOYDecYZEVmNjIyMjIyQSst0/mUzS09OTd/07fvw4tm3T2trKtddey/r166X7mebhj354mInEXKrTmfjWCz3ct737nNucidraWpLJ5EVrsuaq5JFIJC9BdSbO1BEvLy/H4/HQ3X3+azRNE5/PN8eV7VxwuVw0NzfnpbIuVch/96AoCn/3d3/H0NAQn/jEJ9i9ezeZTIZPfOITLF++/LfizPrIPZfnJ7fl5eVYlvWSJBCfPD6K5ShYtkwcM1lKhWHOxCIhBKoKJcXhLEVDI+jXcLsUXv/aW2huqqP78E78epLiQoWGSpvisGx41DWF69dreGclnpqmYDsqEzFBPCX/jEUl1UNTFYIFRaxfv543vuEu1q7bgO5eeIUhkbLo7E+STpvZCrlgIg5RQ2XSVEjYAo9q0Vxk8eplMhkfmjKpqpXNgcI0EELQtLiVlk3XUVsqv8+JhEHSlH07Qgh0TaEsPFOAyWFo0mZNs4e0oRBLiLwrM5DXMT9Tn/zyxV7uuDzAzeu8rFvkRddVMhb4vAoel0o0Lvj18xaPvWCxbb+NWxeUh0W+6KRrUFm8cBFBGjoFCDoyrl+z+Yr8e36PlC92hOSO56rjUnvc4pmdR/OFm5xTZmdnJ47jIIQgGo3S3t7Orl27eO655+ju7sbn87F69Wq2bNnCqlWrqK6u5tBgkr/55YkFr282PvGz4zx3+uLu15aWFnp6evJN+heKnC65bdt5qmJfX9+cbXJxPkdNWUgisaqqCkVR5u2bU+Fqbm4+q+Y5yHE3Ho+/YjKHZ+J3tkL+mc98Zs7/cyYQb3nLW/5Xrqeuru6CJRCHx6Z47T2fJZmxQfOC7gXVRS7HDPjcfO6jt/MP33iCr/5wO4pjU6Bnbe4BacYgeN1bX0O5V/C9R/fzo1/vIZd4GzYoqsozhwaYnYw/+8CH+OdvP8vJbnmz9STkDW3ZDsdOZW9gRUE4gtoSP0pilJglH6zp7j66u/vQdelstnTJEiKFxXR299HZMTfBSiSStJR7yJjk9bsBkhlZfQAoK4mQMlVwHGrrKjlsBhl44oU5x/ns93QM20EIhZKAbAY1LYGpiTnWwx63hqoIGqstVHlIUqZgaNIm7JNBUNfkJEPXlDn7ghxg3JogbSkUF4W466YyvC4dj1vn2z/bRcIWBHUFR3ejkJZLiw5UFki5qhxSlkYyNXeCkhv3rWzXvKSrWPIis4n5627ZSGFYUlPSpo2qKrjdbgoLCzlw4ABCiDmNZueqgrs0hdpCH2793AnHX9666JzvLwRd12lsbKS9vX1Bnt65MJtLfujQIerr6+ck4IZhzOEu5uSqDh48SG1t7TmXQA3DyNKpEvT29l5Qp39dXV1+afRiOY+X8H8DzzzzzJz/33DDDXzrW9/iU5/61G/9Wl6OBGJAWKRthbQFgVmFTakcIvDosuBRWaKTSsbnxKSKqirKy8v56gM/ojD7eDkFDcDcmK2qgkhQYXJ6pule9vwoc/p+QCbZzzy3k2ee25l/rSCgU1Lolk2O4xmZVNoyAa6qLOdUxxCOyFb4dZW6MpXVfkFpSME369kejho8dypOebGs1lumTbggSPd4hmivHB/KSouIZyZwqVkToRSE/OSlEkdjDrUlkopWUTiTGCczclUhlF0UTBsCr1u6fh7oMNlxwuCGVR7Kwipet4IX6QY6Oa0xlRBUFsljTScdxmOCmzZqtNTK73r3UZuO/pnBzjQdpqZtvB4Fr1tuY9henvOs4uq4pKrU1NRQXV2DyHp3apqSL2KlnGzxybEBK6tDbtA7OEZpWQkhr05RURGnTp1iz549JJPJfBX8fL1yIa+L6sj5KVq/vHfjHBGLC0EkEiESidDd3U1ra+tF7atpGpZl4TjOgiukucb9kpISurq6GB4epqJirtHd2VZXM5lMXiGpsbGRkydPcvnll88bw3RdzxdrckpflygrLwHvfOc7+Yu/+AsOHTp0zma4/ymEw2F8Pt95JRBTaYM3/tHnGRiNSYlDTQdFQdFmfqpEyuDau2d0cxXkQ6oqCt7SUtKjI3T1jvLAA4/kt9F0jdqWBhLTSTo6h7KJYFavNhSgeP16PvNfW/n5M3Ipsa6xir5spfKR5w7z2FYZJHBswn6dm1aXY5lGvgs6B8sSTMVtRl44gt+jzFkytR1BxpSVaE1TcCPI9aSmDFA0Hcs08fs8dPVPIVAoCPnx+nzoWfvb19x4GYdODjCdzBBLZMjEUlk5KRl8VVUhbQpy0xNNk9y/qgqb6rKc45xCd7+LYxN+NlbGCQb07LYOEzGTZMbBneWeO9llwaqQQsckPLrj5JzfS1Mg15sqbIc04HMpmBa01M4NeMl4SlaWZlVhTEs2skpZK4GNmq2MW9kqucO7X389hu2w49QwD+7qpUAzua0qndcBX7JkCZWVlRe08hNw63zy5vMHQvUlBplzdcKf83zZKnlBQQGRSISOjo45qhOGYcyTtCouLiYUCtHZ2cmiRWefQOQkD6urqzly5MgFdfrnAvfp06epr6//rVRML+F/Fx/60Id4//vfz8c//vGL4ri+Usj1OlysBOLA+LR0bETBsKXjb46y4tJkYp7zd5gdjw3T4XRbH5/94rcB0PDjKa9hom2ccjQaa2xURe4/FZPPi98L8ZTDdCJXiZWxK9cMm8rYJFIyzgb8XmzboaSkEK+exrFN0oaD7vaxfu1KLluznJrqCp7auo+u3t8Q8Kp454wZ8m/bEYzHTfrG0uxrn+TLn3wrW5+dkV5UVJ1obw+qqnLjlnU8/OhuqbLlyn1O+XduFfZIv80Lp2xW1mssqdLmUFiSGamWVhiUSXcOQzFB2tb41X6LO9a7KC2Q7zmOoHPIlufLbh9POQS8Mrbn0Fqn0tE/M06mDcGpngy1FV4URTCdMHnnu97K0z/ehQsTS6gYTdex88U9eWdV2WPkSFdoR1ITZfFGapA31ZYzlrZ54xe288FVbho8CbxeL4lEgtWrV1+wYtySiiBLKs6u4JXDxSbjOTQ3N7Nnzx7q6uouSkBjdpU8J6WY6zkSQsxp/G9ubs43f575mXNNr93d3TQ1SWGC2SpcDQ0N9PT0nNXvIsdFz/HYLyXkLwGRSIS3vvWt3H///Xz5y1/+rZ9fUZR81e1sEohCCD7wV//J3uPdUvJOUQEVsvQOU8CKplKSKQPDtCgKB6irLuaJ549jOAKvBklPiMDaBhrTIwz0j2DZDqXFBfSNxjl8aKbjfdqU8np33XEl1zUIfrJzgJ+/IJfo33zLWn70q+35pb1MOslEIonXraE5Fq/fWDHnms+E3y2bE3OBtay8nEikiAOHT2A7Mig5QuQDJcimRo9mUVVRwuhkCoHB5g1L2HW4h/2HO0FVqVvUyKPPn2QymsTrhk1LFTKmyokeh7QJ/llLqooiA6IjVO6449WsW9PC6T3/QtqAY11hXnXLq+hSD6NNtuX3UVX5O9kOpGZxz106hH0CX1zDtp18smo6Iv+7aLqGaZro+kzV37R1NFV+3lwVXlHUrDuoyFs8g1y1MEVOGk2VlQ/Hpra8kNKgyg8e3c4X9lv8/VVB6ioqaa4pIxAIcPz4caLR6MvWuYdcc+189ZuLgaZp+Sr5Qp3w58JsLvn+/ftpaGjIV8XPpKzATJV89+7d1NfXnzW4ZzIZgsEgpaWl+P1+urq6LojDWFVVRTAYvJSM/57glltuweVy8etf/5o777zzt35+j8eTd3e+GAnEvpEoSUeqbngsskZm0jgNZpo8h8atrJKIgmnJfpcco/CaTWsYHZtiz6FTRIIq3UMauu5C15SsOoo8iOXAi6dNKiOyiDKagJFpk/FoHDOT4va1Zfi8KormZfGiVhA2Y2MjOFl5w2u3XMN1115De2c/L+49yn/94DdMTw1RNqsBPmEI+sYNRqJpRqNpxqMpvB4Xl1+xho+/upnntz2fvxYhYGBoCqGoOGX1/PTxvYCC26WhqjOTBvk9yM8wlhCMJxTGTtgc6Xd40+UzceVXe8dprvCxptGP3yN54G3Dgt09DrYNSypUSgvkAU8M2uxpN/EIqCmWr2UMQXmRSmutVGaJJWyEsDjSYZNIS78N2wFVgaZql7SHtxxMSzA1PsYaZO/UtOLj+uYQ933lvwA5ftiOpL3YQpHUuxytMZuUr7vmCv750VP8zVVh1jSVU15agsvlYseOHaTT6VckjhmWk+23eulJaDgcpri4mM7OzouW+jyzSn7o0KH82Dfb2Cen7z8wMEBNzVxDpNy4ceDAgfzq6mzjuIWq4LORK9acOnWKioqKV5QC/XuTkIOsgFxzzTX8/d//PeFw+GUf7z+3dpEybT56w4U5UJWXl3Pq1KmzKlF85ms/4SeP7gLNxWwCCsKmtb6U092jHO6QknkFAQ8pK07fpGz+yKWPvqlRMlPjBJfXsro4zOnOEQ61DQHgcrvw+LzELUFmKkFlSQFqOs09X9qf1+JubKnh6e37EQKaKgvoHhwjkbDxeXRSySTLa+bOnGdzcjOmg8c1t2lmYtpmZGoAlz6QpYXIpDN5hkO5V5fBNRgq4HT3OC6PmydeOIXjCHx+L+NqkKPZCUVlWZgrFqe5akl2NNnsZvdxi0On5/PVbdtm3/6D7D9wGCNdzfDwMLYT58HvPYwf6QBnWg6WLYgl5u/v88jKyoYGhVMjNkKZCWqz2IbgD2DFpEpN2hIE3Ar7TsRY3eyRyinZxNuyBKmMg2GJ/PekkK30KCDFS3J0FYcbNragKHDrxqW86aYIXvfcyl1jYyM7duygsbHxJRuL5PDgi/384tAQP37f+pd1nFwn/E92nubKpbUXtPwJM0YQueR5tmvmQgk5yIl2cXEx7e3tLFu2bN77uX09Hk8+EO/du5e6urrz6pIrikJRUdE5t7mE3x1omsYHPvABvvGNb7xiCfl7HzzAOy6vzcu/nQ8vRQJxeGwKwxZY2QJBbvUzmRG4tZlmeUeAYetYlomerWz7PIK3vfUNvLj7AP193VQWKZQW66xdJCgMSYWVWEInFlcZnbQ40GVzfFhhV69sPnccG69iUOIVbFlbQXXpDK1salQ6Ouc+xeiUyX3feZwHvv8UVnYmoGlQVSy3mJq22dkt6B6NghlHUwTXXr6cj77ndq7ZsIz7f7mLXY8+gnAcVixbxI49JxFAU7XCmiUuJqI97JgS4IowODyJVwOvW7omy29EImPaGLaKJVRcs6rgX/75aRIZh7FJL4ur6snqF/DscZOU4eB3K1y3VF7rtlMmL3TIynhDSKG1KjthsQVN1R58WS3I6LRONK5wvHNmcqCq4NIVCguyEpSGg66pPP3MkwCUllfyrttv5+iRw1iWhcfrZ3g0hhCCgEe6bjtOtjouDHBMLl/ZwBfffxOhgjC6NjfxbmxspLOz84JkYs+HD//4CK1lgQvOec6G5uZmXtj1IvujPl6/rva8FMocclVyy7IoKioiGAzS2dmZr1TnnhlVVWlpaeHUqVNUVVXN+9wlJSWEw2E6OjpobW2d5+Sc8485m4N0TlSht7f3oqk358LvVUJ+2WWXsWLFCr7//e/zwQ9+8GUfb2NDZE4TyPmgaVqeJ3hmQu44Dl/69q8AKVko82ORL298/O2bOdE9wRcelEt1sUQGkBHDO0tLdGxiGoCntkWZDX/QT380RYlXJZEVz+8bi/Hd30gqyrKGQuyaJvpPnCY+laC6tID+oQlsy6altpS2rj7CAQ83rKsnNjkBylxaw/CkLRs0PQ4eXTYTZUxpYZzTcAXppGY7c2ecpqMhhE1VRSn7j3SiqSrRuIEjFLRAgLFYGsceR1UVFjdXs/PkAFtWzKikAGxYqmMYgq5BB59HVrlzA1F3l1SUWdGisnyjDILdgw6numUjZlqu9+L3qGRMh5Qxs7Rr2XICEU8JCj06Y9mJxKc/dCuf+PKvs1rvgtHxaYpcCpYj0FUF4XaxqEbMuz8SKZtoUuQbpJwsJzDnkCq3lhrkqir4f3/yh1SVnz0p9Pl8VFRU0NnZuaCL2MXgztXlXNE4X0HlYpFrKPq3h0/jDRRccEIOM1WsXGLS2NiI3+8/a0IO0rThhRdeoKGhYUEVo9kunUVFRRQVFdHe3s7SpUsv+Hou4fcDd999N5/+9Kc5derUOWlQF4o7VlXQUnpx7s4XK4E4PT2NLVwYjkbaclAVWYHVVNngmcjIVb7KQgWwcM/qkVEVhX/96kNEgtKBEmBNi6Aw29PudoHfa/H0ixYCiHjgthUa5cVuTEswnQSPHiLgi8xTLwGwHAVVdeH1hSh1exgcbcOybPw+DyuWtTAdGyMRmyCechgYdxiYiKM6Sf79r9/NFSsbGRwcpuPkcZ567An6B4YBWH/ZSsrLK9ix5yQhP9x+tQ441Jaq1JTp/PP3oxT5ZSXasGaUVixHoGkKHtXAsTUcR2MspgAudF1n6/f/kVgiw9hkjKe27yI9NYRhQ9tgmuKAxtuv9ON1KRiWYGdbGluoRPwKVy/WUBUFxxGoqiAcnLvC2D92BskeqKuQ8ciyHdKGTVHED8JmWCvlh4PNfPc7J1kf3QVApKhMJuTI39RwlGx1XFJVFGHzX5//yFlN2XLJ49DQ0AWpTJ0Ln3hVC0HPy08bQ6EQ3oJi7tvWzTWLy6mOnF/bPIczq+R79+4lEongdrvnxOvc5+7p6cl70MzGokWLePHFF/M889njy+wq+ELSkbnizqFDh2hsbLwod95z4fduLfaee+7h/vvvX5BqcbFYVxfh8otMYGpqavK25LOhqip/cc/rAXBsK+vK6QZFpboswmuuWcnf33MLG5fXUl4cQvd6+OM/ugtdU7GFIO3AkkU1/L97b+OP3nE9azcuZ/nGlbzhNRuxXR76JlMIB0bHY2Qy0ljAtAW+UIB77lhCxjQ4+exW4kODqKpCQcBFxjRxF4Rp65aqK+979XJiUxNSPistiGe5grYjO/gDXtmpPjqtgObB61bQNcktTKQF4zGBZSt5KozlgOYN4dJlktzRm+1c1t0yGS8sZmoygWM7BAoCuIIBnj/Wj20Ltp70cKBjpjqfS5pzVQ3DEiTSDiV1TVxx+TpaG4uoLJm53esrF7713V4vt952KyOT8nqHJgTjUdkYlJvF37m5gS99fzsgE+is3xAZRyrcoKqU+q15zaGm5aBr8nvSVPm9ZIwsD1MBTVGyfEALhMMtV605ZzKeQ2NjI8PDw3nFlZeKAq+L1rILr7I/dXKU8bOotVRWVvKRtTpri+evOpwLqqqi6zp+v5+Kigra2tpwHAfbts8a9EKhUH7bhXCmS+eiRYvo7e09q6vbbFxKyH+/UFZWxhve8Abuv//+V+R4d6yquKgJKcjJaG9v7wWNUaZpYZopcExMR2A5CoatkLakCzDI2LKAMh0gucwAdbW16G4vpiWwnbkJZSqts6TRR++UioNKeZEbVZGKIiVhN6GAjqoqKKpO/2iGtt4U+0+leOFwgp2H4+w4OMnTO3vYdaCTVSuX8+bX38yWq9YwPNBFIiYdokenJIWmPGDxyXdsYe+O7Xz+377ODx/6Gdt37M0n41dvXs+Vl6/jJ794GoCJKExOz3xP7QMWLpeGnqepzFBWMlnvhBuX+bi8HkIug7FoipGoiWVZ9HefYuPqVl597Tr+9iPv5tvPjvO97ZNkjAzvvSaAN+tG+tCLMSwrQ6HH5LblKm5dIWkITgw5GKbInwdksWZ8SibkmgrFYZ3VrX5CfvkdW5bA5VJRsFEUhf7wKmwU9OQ4ZOLouo6uys+nID+LhZArqI4JtsUfvvYaaivP3gic0yXv7Ox82XlPQ7GfkuCFJZ+G7fCLQ0N5h9ozsW55K3+5xqTQfX7lq9nI9RvZtk0kEqGwsJDe3t55fR+KotDa2kpHRweWNX9SlPOi6ejowOVyzUu6KysrcblceWO5M1FSUkJRURGxWOyirv+cn+0VO9L/EbzpTW9ieHiY7du3/6+c/1wSiHe/8Qb5D0WXtBVVRtFlzZX5avTf3nMz0aTB5//sLmKKh9fcvF4aDqBwom+Sd75uE+vXNDM4PMW2549w3093E00arGwp5943b6CptpC6ygKsbHdxyO3wnw/vpb1bUmHKikKUVJVxvK2PgM+D24iDELzn9dfizjZIKkg74nhKMDFtM52S3eiKAoUhhcKAQBWZvCHPeEzyDXOVCiFgKgXX33g9DdWlJJJpvB4PtgNVlSVE4xl8XjdTw+OAgnC56RtPMDieIBLyobt0jnQl+e8nHf7pQYOv/iTDtx4xGJ6QOq+6Sw6AjoBNa5Zx7ebFNJTPf2he98bXz/m/4wii0TRPPP4c11+9kkXNVXiyz7gjoNgjk0/dpZCIT+f3E4CqaZjZ3yFlCISYn8ils+ZDueMlMzPVcUUBS+QCrQwe73r9dee6lfLIJa8LyQX+T2EsbvC5J9o51LdwMFJVlebmZjo6Oi5IavDMfUEmJkNDQ3kJqnM12rW0tDA0NEQ8a3aVg+M4mKY5ZzkyFApRXl5+1gT+En6/cc899/Dggw++7AnuS8XFSCCOTsTAyoCTIe0oMgblen+smfiSMsjL+jlCYFpSYtCwoKGugt7BCcYnU4xNQzKl0T/sZjKmMzLhIpnWKAypvGqtm6oyT74SvrcjRd+4wZHuBD1GCbZayuikxeS0Q9zQCEfClJQUUlFRSnlZIQGPzelTx3jm6ac4emgfwjGwHcHguE00IYgEBZsXFdJ+8hQBT4o33qhz13U6r7u5lj++5w/5wj9/ig3r1/K5L38Hw7Twer0YFtz3c4vvP2nztV/YPLbXzXTKziu/aNnVAgDNEyJtCrwulTV1Xt660c9tKz10DMuJ+e7dL+YlW0MBHzgpFDvFsjOKN90jcVZVKbxhnY+gR2UiKXj4kMC0JWXowMkUY9kkXFEUVi/ysaTBw7JGH7XlnjmTfK9Hy7unptyF3NzoYlEBNJsyCVy8qIVTbfLfuUXzIq+TT8hdOnzmz95+3vuksrISx3EYGho677avFLadHudzT7QRTZkLvh8IBPINlhcLVVURQuSlfUdHRxekeOX6hs4mj9va2srIyMiCY0suoW9vb18woVcUhbVr1160KtK58HuXkPt8Pt797nfzjW9843/tGurq6hgYGJj3Ix873QuKluWQzzy0T7xwnFvv/QrD4zE2r27gT/70zWjhMK9ZUc6bbl6bp7VMRJMc7xjmnX/5XY61DQBQUBTmrdc3Ml1awxd/sIdjXROc6otiZbWrRobH0HSdotoaNi8rJZ2MMZK1662rjBBPJCmvLOdfPv4HHGwbIplxSGQEbpdCwCepIWdQ1rINi4JoQibjbl12vCuKHCT6plRqK4r4za+f5tDRDnRdI5owAYW2HhkQJ6alPrrj8TKZNBAoFBcGGZpKksyYXN6k8ear3dyywcPyBhflRTpuXUHXYMWqGbOc7/7wF3zpaz+e9xtE04UEfW4uW7uSwkiYtCk/l6IKpuNJdu4+THfPALoGjVUu6spdSHUqGzsxyodv9HLHGg/PfuNemhsqSBoWRrb73XIEIzFpTpTj5ifTdv67AYjagbyVdE4JQbowK9kKuc11V8w3/TkbclXyeCLBX/zsOF3jyfPvdIHonkjyZz85ijUrsd7WNk6BV8+7vS2EiooKNE2jv7//os+p6zoej4eqqira29sXrGDMht/vz1sbz0ZO7/bM6nprayuDg4NMT09zLlyqkP/+YdOmTdTX1/PQQw/9r5w/J4F4Ib4VHo8LbANsA8OBlK0ybSlMmwqmo5A0IJaGpCETumRGrvalDDBzvhTdQ6SSCRRFyibKarVCPKmRMWaeOZ9HwZ9z47QEk1MGvYMZrAxMdHVz6Jic4JoWJJMmPYMxuvqnaOseY3o6SlWJTnFYw+tWEELB5Sti1ymL3jFZqAh6VXRd46brN3LLNTPUiuqKCEsWNXPsZBef/eK3MUyLFcuamYzJ5VDThoMdgs4Rnf5JA69LNj7a2b6cXH22YflKjtfdStxXTe9YEkVRqClys6jCT0NDI5Zl8b3vPchTTz3B3r17edf1JfzgkxX8ye2y32wybvKvP+/Cr5lsbA6iqgq942m2n85web1DU7E8X3HERXF4ZpWhwK/SUOGSjqVAR39mzm9oO4JwpJhMySK+vDtBaqyPUEaOg8OGG9M0sR1BIp317dCEbOa0Tf7i/XcRDp2fEjXbvbNrPMEnf3YsPza9Enjs2Ahf29o157VHj43wujWVFPrPXlFvamp6Sau7s6vkoVCIQCBAJpOZt12OWtLZ2bmg9nkwGCQcDi+YcINM6HM89YXwSo8Pv3cJOcAHP/hBHnnkEQYHB/9Xzj9bAjEHIQSf+NyDMiFXVBA2n/vIXfzDH91BSSTA/hO93PC+f+OJHcdYEhL8+xMn+c7OHh5/4RSOEPlE7+p3/zuTsRThSICP3vMq/vnPXkOkrJpTL+xDOA6Bogj1rXW01BTi0eRNuKS+mInO0zx/qIdYPE1FSQFXrGrk+OkeXC6N7/7Du/jyNx/GrzlzHMtgRuopbQg6hqBrWNA+BAPjMngEvHKZzbRhOKZg6BEqClSGhifwetzcsOUyqiorsWyBqmk4QtokW0IhWBRmKp4BVVaf+8dk8rSsSuX1l7tpqpDWxcubPFy+3MsNGwI0VLoIeTU+8ZH30dRQi9vtYmQ8w7P7TGxbkEwLjnfaPPXCMF/9+ndZvGQJf/X/PkZdndSmVhWFZYtqefubb+W9f/habru2iSX1HlY2e6it0Cn3QnFQZSjqUFes0lhbTFqFogIvjoCEDQ4qDSWyc346bjE2Jc8thCBlCKKuQnTVkYOFkH9sIdAUcGsqsqlT8K/f/MUF31O5KnlHRwd+t/ayuuBzSJs2N//7C/RMpCgMuLJquBJ3rankR+89d/Onoij5Krlt2zx8YPCsFJczkUu+a2trmZqaOq8bJ8jgPjY2xtTUVP61TCazYDJ/tgT+Ei5BUZS8b8UrQW18KaiurmZ8fPy8iUpxJMSH/uAmsNKYtkMmK3EoULK0DbmqGfDOqK2cCcsB3SWriwowOGYQS8xf1TrYOVPpnIialAR1fFkN7fKyImqrK0jnEn1FwefRCPgUKot16svk82uYgr4xm31tJs8fGEFXZC9QIEshXrl8MW+86zYKi6twF1xGz2QLjzzdy8c++Xd84SvfJZ02WLG0liPdUalj7oBlK1iOQjRto6gamiLQVEFjpU5rrZtIltPdFNH51jsv4yt//QH+5J67efZ4dnVPOKxYuZpQqIBYLMYLL7zAb37zK27Z4MYRUBJxONwd5+u/acdIp1nfFEJTFYYm06xs9PDJ14a5c2OAy5cHaKh0Ew4uvJKnIBtXDcvJN/lPxgwOtyW57oZb+cw7b+RtizSWZaTambdxNfFBWcyYiM9okIfcgGMRCXn5yHtuP+f9MRtVVVU4jsPk+Bh+t3bW++FisKd7itu+ugufSyXsm/u5P/e65XzkPM2ffr+fyspK2tvbSWQsfri3/4KfuVyV3LIsCgoKSKVS86jAIPuGIpHIWZPqSCSCYRgLUk9yCX1XV9dZE/5XEor434o4/8u4+eabueKKK/jEJz7xWz/39rZxvrW9g7sXmVx55ZUoisIjT+3mLR/5EqgautuLZQvKigtYf8N1NNeV88iPfk3XwMwSpqqqbNm4lGf2dAHSpVPPqXZoGt/8uz/AyGT4y/94lL5h2eAZKCniquUVPPbU7vxxFFVFGAkUVaWsrIhkbIrpaTkIeFwqr76sCp3z84DHYnJS4TtjMmzZMDKtMJEUtNaEsZLyWpYtbmBRawOPP7uf0fEYLl1jKmmjqhpTaYdgKEDPRFLaBFtZF0zHBlWjJqzw57cv3AQyHrU5PaBzxfXXMuW4+NM713P8ZDsvbH8C1Z7Ib5dMOxzvSpNMCyKRAqam5MMohKB07TUsrizkxN6DeMUgDZWSI/nc/hRHex2mcHF5k0ptkUq4qJJ//MFRUFwomhuvrqDj8Ma18x/URMrGQSFjSvkrv8/H+FQKR8BkEqIZlZihMBUbBMdCVRy2fu8fWLus8bzfP0i3zhdeeIErr7xywebGl4KfHxzixqUlBNwvrZFHCMGuXbuorKzkY4+P8MlXtbK+PnJB+zqOg2VZHDlyhGg0yo033njefU6ePEk0GmXjxo0AjIyMcOrUKa666qp522YyGbZu3cr69esXbIhSFOUVa9a5hP9biMfjVFVV8ctf/pL161+e6tBLwb8/20l0fIQ3roiwePHic2571ee3MfHMz+geV9BdHkmBQ1DjdfC75ApmwDMjgzgbpgWxlKR2+Dyy+bOhwkVhgUpl8dwEa/9pg8piFz0jaV48GcWyHRzHpqq6kk1LKunt7ZFulLqCW5+frAxPOYxNu0lkJbYsR2A6MtFcWgUeF7z9LXfy4v6THDh0Csu2Wdnsobp04QT3Z9tSxJI2aUtBqCoxU2E4Kaj1Oty2wU1L9dz9HC3C9dddR8si2fz+zee7SZ7cSefxw1y+cR13vOYWfrltNz4rTnRyAp8ngS4GqKpfx/qNdxCNJ3n4l09yeO+LAFx33eUMdx2Yc46MKZiclrGromhGccwRgvGoYGzKIuDTcLtUHEfQ3pcilhS844/ex1eePsll03twLJNgdQvveu0N/MNnv4qu60zEzDm/14HeCb726Xfx5ts2n/PeOBN9fX10d3ezadOmVySZnEqZPN8+wW0rLtxz4kyk02mef/55SppW8lePdvGDu9fhd5+/AANgWRZCCE6ePEk8HicUCi3oMxONRnnxxRe5+uqr5xjMARw/fpzJyUk8Hg/r1q1b8Dz79u3D6/XOU/LSNO0VlT38vayQg5RA/OY3v3nWpYr/SdQW+XjVikoMw2BiQiaJ//XTZ0HIqqllpCktCjEyHuPXP/o5/UcO8tN/+wB3bFlJQ1Uhuib1mrfuOZU/5rYH7uVzf/sOrrjpSv7knTfwd1/7De/6mx/SNxylpjxM5YqlXN4QzCfjr79xDQGPijBS6JpKUdDNcH8/09MJgn4P77prCx97xw1nTcanEjA4KYODdIObScaFkN3tEwk4NqQylFBoLFbyyXhdTRkZE777k+cYHY8RDHjJOCoChaTpoKoq/ZNJckYXAuSyrCNnqNNJh+cOzZ+tgmw2nZya5jcPP8ILP3uYj//1l9j74tNzknEAv1elqVZKOE5NxfB43KQNuSzYuXMHD3/v5xw72cXJXpPhqMqOI2k6huTE4PWXaayu1SkKqGiZYe64LAhCBgbDltJUZ85zLVvKhOVQWlLIa269Nq9Z7tJmpA9VTwEoKo4DH/jL/8QwL+we9fv9lJeXv6Jc8jtXV7zkZBxmquSdnZ384N1rLzgZhxmJq1AohG3bF8SpbWpqIhaL5bmgZ8pZzYbH46GhoeGsNsuX8PuLYDDIO97xjv81auOamgKuXFS1ILUxh6MD09z7/UP8y13L+drfvx8cE9txsB2BIgSqIps7pzMQT0MiLVVXbFsmdmlD/l9BKlKZFvg8Kk3V7nnJOMyshmYyChUFQRpLCljXXMySEov4VB+FIZWAT8XjkkZBpi2YTAj6JwQnBxyO9QqGJjPEM5AwIGXKNbeaIpmMB4MBxqcS7Nl/HMu2qa4sobrs7MYxwYDKusUe3n9bgA/c6uPjd3j5i9s8lBYo85JxANWe4tknf8ojv/g5sek4huVQ1Sx1sPfsPcCR7hGeOtzO6MBxyos93PKadzJeczdfOFKNYTl855Hn8sl4oGk18ejEvHN4so2fyYxg2xGT6aRgOino6LcZmTDwelSZjAtB33CaRFqQEm76JhOsmt6PY5lMaBGuuulVHDh4DICqqhnfj5zJk19XeNOrN531uzkbclXyV4pLHvG5XlYyDrKvrrq6GhEd4Bf3bLzgZBxmquSZTIby8nKGhoYWpCGGw+G8lO6ZyGQylJaWMjExkc/HzkRrayt9fX0LVuBfSfzeJuS33XYbqqrym9/85rd+7voiP29eXzOHJ/j2O68BBMKWwXd0dIzqamms8vCju7j8HZ9lZWsh933iNt78/jfTXFuKbc0ky3/6r7/kI3/7IM8+uoN//sZjnOgaJej38LF3bGHDFcsYPbKfp3ceR1UV7r7rSp7ecSi7HCqVP8Yno1SWRvjnj72Zb3zqLt5++5V0dy7cCDEShd4JKac1NJUN6ll++PFhlZ29Ci/2qxwd0xgzFNYvLgMhqK8t5+N//Bbq62qZHOtj/WI3125eQcpSSaYtVE3HsCFpCmyhoHrcOEKg4kiJpyxKPDAeEzx7IMOBNpOeMZVjXQbHe3WuvOpVrFreQl2tDGIT46NYqdE5128iZ8grly+jdvlqrtmyiZtvuzVvkqEIi1DQy1tefwNOpJzugQyKoqLrCj6XQlFw7mOzvNqTpRlZ2AKaCyUfPZlxiCYcplMOaSPnJiqwbFi2pJVvfU/ee/asRixTgKLJ6/N43Bw93csXH1iYunJiKM7Bvrnylk1NTQwNDeUDRyJj8cHvHWQoll7oEP9jMG2HqWwzT0lJCX6//4I4sWfCcRySySTBYJDTp0+fN3F2uVw0NTXlt50tebgQGhsbicfj+QR+Ni7xx3+/ce+99/LQQw9d0ETwlcbVLcVcv6IGv99/VmplxO9ieUWARn+Gx144DI6BsC0c28awBWl7loOzS8YY05L88bQxYwoEM/GnvMjFbKuD3SdnCh+55yHnJ9FU7aI0ouHWFQQKE9OC9kGL/R0Wvzro8ON98OujsKMDjg0qOCp4XEL6DahQXQgramBlo0J5kcJdd9zE7n0yCX33227nrz/xvpkLWwBXLHWxvGFu4l0cUnn1Ri+P7kqSyizcTP7i7j386cf/gT0/uI+tv/wFpSUl2LbNjmceZb2vD9tI0tVxgr6uk9y1upIbFhXx44d+Ssc+aUi0YvlSNjWV8eTW45zuWbgwFPRpLK5xkchOhIJ+WRX3Zik+oxMG00mHjAk+3aHr6R+jWmlSqp+J6svZ3FTMoSPSFXpsXMb4TPY3cxyoKiu5oPj07KkxRqZnrnEhxZUDvVE+/vDR8x7rlcZ02sKw5G/U2NjI+Pg40Wj0PHvNhaqqZDIZUqnUeWmILS0t9Pf3z0uqM5kMfr+fxsbGsxZnckpeZx77Eof8FYKmabz//e9/xeStXgpqamoYGxsjlUrx2psu58/uvgOEg6bIG6K/p5c3XLeE6tICjESCL3/nOfriGjWlhdRWFgEOaxfL5pddR3qwbAdNU6koDvHpD7yKoiuvpCcl+OlPnsSybCpqKvmDW9fzzR8/zWRM0lK8Hp10SiZrt954OZGGRXz/N/v428/cx8R4jIwp7e5TGUEsIegYEiQygtoiQUVYUBUReF2yujsQg2K/w4pSweoyh6awzXXLChEp+ZBtvnwln/nyw+x4cT/Xr/OyvNFFJnqa6HQKRXcRS1kIVFIOoOskk1KpxbFm5OmqfPCajV6uWellRaOHmlIXfpdDWaGbAp9Bd18Xe9Q6CtdeQ8HlN/L2t9xJ2px7m7uQn/fRp/ezoqaEqYTF9777s/z7tgN//qHX0nb6GJdXTtNS46a1xs3qZjeOopBM2VizyPSdYw5oXlBdeHWHkkCWF+7AxLTkjgsU/H4/aQNA4ddPykrL8qXNpE05aLpVgSVAoIKic9Vlcqn6RMfAgvfPY8dG+OnBuZWOM6vkLk2lpTTwstw3Xwq+s6uP93/3IDBTJe/q6sI0F+64z0EIwfT0NJ2dnezevZtt27aRSCSor68nkUgwOjp6zv0B6uvrSafTDA8Pz5M8PBOzXdnODMSXEvLfbyxfvpyNGzfy4IMP/q+cX1EUamtr50ggOo7D5OQkbW1t9J44wCJL2odfv6ZRriA6BjgGujAxHJW4pRA3ZXyee2z5tyMk5zttyb8zGRt7VqIe8svYORa182Y36G40XUdTZUNi24DNnlMmbQM2Y1EYisJ4WiFpCVK2IGZBwCdYVydYUQOrah1W1EJFBPxeaK5VWb/chTn5NKvqhygIKpw+sZ8vf/mLDE+YjEVtTnabdA/ZHO9V8tK23SMOBzvmx5NIUGU66fCrHUke2zXNvpNz5U2jlpR2lbEmwfhUAr9XISBG5mw3ODjEY4/8mMGtP2Dv3v0IoLa2mmuuupLfPP6cjPHBanaPFuT3SaYXngQ4QpCx5cpBMm0TT1qkDPC5FRpK5Y/h9Xr4qz99Dz/70Ga+/d8/pqd3AJ/Xy/CY1CDPNeEKIGmqpM3zU0nv297N3p65SW5VVRW2bTM8LKUkwz4XzSUvz1TupeAjDx3hP7KNoB6Ph7q6ugUr2GfCcRzGx8c5efIkO3bsYNeuXXg8HkKhEM3NzYyPj8/pI8ohGAxSWVm5YON/brX0XGNMa2srw8PDc7jmlzjkryCGhoaor69n9+7dF2Sl/T+BAwcOAFIFYmR0lL/5j1+x51gvHq+HjCl/ms9/8h385QPPkB4fBUXh7rffRlvHAM/tOs6KFS2MqSE+evMSnGCYq5dXsrNzkmdOjTMYy7DMHOY7Dz8HwFWvuZHtP3sEgNvWRGip8PKrQxnaBqayzpA24LC+PkJpgawqiqw8H0guoveM3CZtOmQsB1DRlbPP7+pry2mor+XXT+2lpaGMy5eAmYnz3CGDtgk38ekUoBCzwFFUkqaT5bfH8eoCt2qTdjxsqPNxw+qZiqeRnTAEfWp+kDnelWZ4Qq40tDZVc91Vy4mPHiGTiuW3sR3YczzFRGwmqGluN/FpQ3ay+/ysW6Tkq0E5fPupJHdtnFuVSZoKP9lv4mhe1lRoRLTYPA1yxxGouo94IoVly1WFm2/axK8e30PGMHEETKRgKK2ScQAzRqnPZHQixkNf+Ti3brnsrN/tmUgkEuzcufNlccm/8FQ7W1qLWVcXeUn7Jw2byaSZN3wQQrB3714KCwtpbm7OJxg517WJiQnGxsYYGxvLu7CVlJRQUlKC2+3GsiwGBgYYGhq6IP5jT08P3d3dBINBIpEIjY1n5+Hbts22bdtYtGjRHOOMV5ofeAn/9/DDH/6QT33qUxw8ePAVsR6/WDiOw9atW6msrCSdTjMxMYGiKBQXF1NSUkJxcTFut5vdXZNc+7qPgOoFRUVRXQS8QTxZj4Nir4XfJalxOY1uK2ucI2ZR6da1atRXuCkIzP2shztNSsM6piXYfjhN0AfNlRqJNAzG/DgoDI1EsRyYMhWmLUFAtwl5FYIehcWlssk0EoKqEoXJaTjaI2iodnP5IpWi8AwtZ2paYzox97lzHMFYVE4gekZMkmmFsZhFZZHOqiYdT5YrbzuQNmFy2qFzwCBj2CDg6puv43DUJJpSeHU9PNMeJeMpJnB6O8K2WLM4jN+zMDVICMHIFCy97Coe6YaC3r2Y05OUFXvz5nM+j6QCGbMOcbrP4GS/jccFZQWwqtmLoij0DaWYmJbunOVFkpbXr1fw/X+8l729Uf72qw9RHmtHKAqXr1/Lk8/txUElmXIQAqIp2W/04s/+hlDwwg11ZqO3t5fe3t58D9vFYjpt8U+PnuYTN7cQ8S3M8T8fhmMZ/G6NUFYk3zAMtm/fztq1ayksLJSr49lrS6fT+fFhYmICXdfz40POTdlxHNxuN21tbcRiMTZs2DDvnKlUim3btnHllVcSCkn3qyeffJLLL7+cUChEV1cXfX19bN68ecHv5fjx4ySTyTzX/HzqXxeL3+vRpqKigrvuuov777+fz372s7+Vcwoh8kvkuZmcEILa2lpWLF/Oz+67jJWv/giTsQTXb17L0zuP8sBDz/BnH3kHT/7yKXbuPMg3v/NLGhpqUFWVI0faePvrtvChN1yRP8cXnupgOm1RHnLz1g3r+MGTBzBjUV54fCuggKJSEHBzqN/B73Ghewux0hOg6OjYBDwzD5iikO+ABxkQx5MQNVX+/F03YVk2+w6c5GRbL8GAjz/5wOtpbqjkqeOj+BNjDA6NsX7NYtavWcRbP/h5AIqKi/n6L04A4HG7iMdT6JqGOxRkYnQa055JxisjKle2eAh4NDK2zrGeuUHT7VJQVUjZGn49a8esu9BdYJkWU5PDnDoSzX8WR1HRcHAcaKz2E7ctDEfDV9vEYP84LiG72qcTSfa3edmweOYRmUy52dgyf4nS7xLcvkLjO7uTWAlBxgcgzZJyBkCmo2ImUjhk3UB9hTz8yxfk/n4fI1MpPJqCICu7gsLoRJxIKMANm+Y3qZwLOX3Xzs7OvPX8xUJVlDlOrGfCdgRJw84H0zPhd2tzuIC5Kvn+/fupqanhb391CsPI8AetCpOTk/j9foqLi1m+fDmFhYULOqNVVFTQ09PD0NAQlZWV57z+mpoaOjs7mZ6eprz83BxHTdNoaWnh9OnTc+ylL1XIL+Guu+7iwx/+ME899RQ33XTTb+WcuSr4+Pg4Y2NjmKbJwMAA9fX1NDQ0UFBQgKIoOEKQMm3cwIaGQipqqxnqGcwaG2ikHcgI0IAKVcERklaYEgJHSCMyRZGVV02FkFfGq8lpe15CHvLJZ/lAh8FkQlBUIN+fiDv0DMcI+6C2RMrb6ppALsjNXZULR+DmjTPxojchiGcUEikVn1fB55E63rOlFnNQVQXLtlFVlbqy3Pgkj5WjhcyGx6WypN6b/T4FQ8d3Uu1xUa/Y9J2AVkBYnSQrixnuG8Z2FQPDC/4eiqJAuJiHetzETh/EnZmgtmKu2VMiLbAsgdslr71/1GRk0qKkAAp9UF0mXSQTKZuxmIPfo1ISkd/PkB3mve9+A5/42XF6Tx6nPCarxLGay1A1+Rkt00EIQdJUcISCLRR+8dxR3nbbwk2I50N1dTVdXV0MDw/nnSovBjnvjHNFyIRh4dLUrHLYfJQXzKUSut1u6uvraW9v57LLLuOGL+3g3asLaPUlSCQSeSOf5uZmgsHgnPjsOPL7MU2ThoYGtm3bxvj4+DxHdJ/PR21tLadOnWLdunXYto1lWflV1Lq6Orq6uhgcHFzQ1bS5uZnnnnuOiYkJioqKLlFWXmnce++9PPjggxfk2nc+TKVMjg/NbygwDIOhoSGOHDnC1q1b2b17N9FolIqKCjZt2sR3Oz2cjqmUlJQQKQhSUSYVH47YRbh0jWNtfbxuSQFPfuVe/vqeOwHo6urjj95yDQA/emT7HPOVb7xtNX+w2M+j//0zXv2hr/PWm9ZRU1GIbRig+9E8EZ44LhiPC6ZTDuUhFV+wFM3l55pVTQihzpnpgwzk/VE4NAiKqtNc6OI7P3iM7z/0JCfbetE1jYJwmE9//oe896Nf4dSuvXg8Xt581/VcsX4ZfQPjDI9O4XLpvHiok5IClWs3VOP1aoDCtCnoG51GUVUp22VlAIFpmAQ9Gh63Tt+ETd+Uw3OH04xFbQzTwXEEuqbkk3HhLuB1r7uTez/wZl51580Ey2bUM3aPRfhebDW7TsikWlUE05Ea1NIGrLFxXOMyGVdUDduG4hI3yZSFYTqkMjapRILi4MK/fcSvUOaZCVAZE4Ym4NSAYDIOpulgqTrp3JJmVJrdrFjayGhUrg7YAikDJrKkcs3F7Tesx+26+HlzY2MjQ0NDL/m+/tPrm1hbGz7r+999sY93/ff+Cz5eLvDpus6OHTtY5R7hxmrpjLhp0yY2bdrE4sWLKS4uXrDioGlanv94+vTp85oN5ayPU6nUBVW5q6ur0TRtDs/9UkJ+CW63m/e+972vGLWxYyzBcGz+pD6ZTNLT08P+/ft55plnOHr0KKZp0tzcTOvKdXzxoMAbLiYcDufvyx/tHeAt39ybP8aDn34n2BmwDYTjYNk2tu1gCUia5BvIVUVBV2UybmfdhRMGaNlVvQL/fHqbP1uUmZiWGt8hn9zWpcGqWmguh8IA+NyQY8clMjbDMZP20Qz7ejKUnGE6XB4R/GxPmhfbDPqGPew+qtA/7MY4g2IohKBryGYwXsxYwkc04TA5PZeuMZ2ycbIfcGTSZGzKwrIkXVBVFfxeFV2xsW3BZMwilXFQhEOAaZpq/AwP9HEoWcf+iTC948q88c8M1dDAJPWMU1k6k0ge7UhydEDlhcNJ2vsysiIPVJe62LDEy7pWL4sb/AT9uqy0T5r4PUo+Ge8Ytjlg1fDnP9jH4aOncPccACBa3Mp/vO96du05AsjfzhZSvx1F9hp99zf75v1OFwpVVWloaKCjo+MlNbQHPTr/dOfSeVKHs/HRh47ylWcuXGAgJ1E7NTXFs88+y9uaLJYUyrFsy5YtbNiwgcbGRkKh0LzYnNMlF0Kg6/o5+eBNTU1MTEwwOTmJYRhz1LRUVc0XZxYaY9xu9zmP/XLxe10hB7j66qupqqrioYce4h3veMfLOtavjwzz0wND/Oi964hGo4yPj+cbFYLBICUlJaxcuZJIJDIn6VjfUIQRHUGIVj7ztZ9wvK0PRVH40t3X8K3vRHn8+UP87MndfOJ9d1JSKDPCksIQyWzT3NKmSgzT5vt7e3lu60F+/MjOOdc1nhF85E/ewue/8jCDw9M4KFSGBItKoMArH/ZfHxd4PD5SsRguDQwTogkwbIgZoGgKpT6H1iIFsEimLMIFARa31OHzutl1oJ3TnbLCYJgWz71whOdekMGkuaGCTDbCNTdUkpweYmWjF5jklrUqO0/pbGuz8Ae9NIUzpE2FI302CJuxmMFPXoxiayFsG16zUqWuSGp1Z6nvqCromnwYzelxfvjDh+gakoFxWYMbsk5oza4xao1R7MKZh/mK4ADbD85o/a5a3sIL+9pZ3eQi5M5gWmBmu58CHkgbCpYt5lFZokmbipAKs1RpAl4I+mT1SVFVhCnyXEBHwNIlDew82AVIh720BV4VkmSd2IAbN68GYDJpsKN9kt7JFB+8puGc96FhOXz+2T6uLyuhs7NznlTTK4HXr61ky6Lic26TTCbzy4w5WalIJMLIyAh3Xr/poug0uYBbVlZGT08PAwMD1NTUnHOfyspKDh06xOTkJGVlZefcNufKdvToUaqrqy9RVS4hjw984AM0NzfT29tLbW3tyzrWvz7ZQXOpnw9f28DExES+Cp5OpyksLKS4uJjW1lYCgUA+6UgYFqsr/YwNDVJVPDNJvn1l+RzVoivXLOIzH30rv3h6Dy+eHMV2LBxFzfpUKCQMgQpomnSvtGyQctjyPNLkTSHonz8RDXgVppOQdqAgqOQlFP1uudqYNmEwpjAUV5hMpEnGp7DNlPTVUHX8XjceRSayGVOw/ajFL3dZXFahMjFm8uyYid/nYfGydRzYvwuvR8HrVlEVhaF4gKOdU9RGhhBusLNSgvGkIODT5GqB5TBtOYRDLsoKZbw3LZm433jtlQyOTfHY/n5CdoZU2qSpYm7SH/TrBNNZEQMFUhlwz6Idxk8eYmIiTmWpBz3riXCyO0VBTRPTtgvGThDwzT1mrloOYJgOPUMZ0oagslju3zfmcKRfoSo0QfPIwXwxx1tYyjvfdguf/eJ/EY3F8Xq9xFNpLHtGwcxw4MUjc0UXBqJpfrx3gDW1Yba0njs2t48m+PGxFJt8FiMjI+ddRXwp+JvbFuM/R++SEIJoNJofI6anpwmHwxQWFpLJZHjPtVdcFB0k97yYpkltbS3d3d2Mjo7Oi/2z1bUWLVqE2+2ek+DnVg96e3upr6+fd56GhgZ6enoYHR192fHgTPzejzqzTSBeTkKeyWS4tlplicvFs88+C0BxcTE1NTWsWrVqnvblbNxzw1K2bdvGf3znl/zjf/wEgC/+v3eTcQc5NCitwGPxNCcGpvjb/5CKG598723c/1OZeB882ceGd36Bm26+el4yDnD9FUtYVlfKs1+7l9Vv+QKmabGhbuZ9VYGr6hxGo9JKWahyOcrvAY8DET/IVhKFwnAQq6iSsooyrm6M0D80wc9+I89ZGA7ynre9isaaMvYebmPX3pMcP91He5dsPPR53VRUFOP45ypaLK7W2Nlp87plJgGPfIDbhhwyaZtNi4Ksb5KTkERGEPBkHzpL0DnikEg7bFheRTIZRVek6UxNicak4ScaSzMRs2islAG6sGD+7a5rCiJczA1XruSFgTQ79+1BVWeamQB+vsfkqiU6xUHpBJpK22iqpMqAVE5RBZQE5STBMOWgp8+KRQ4ahmliCVUaQ2gudh/qRlGgIFxA30gMIRQMh2wyLqvk0Wzz7Ud+fJTSkJvVNWevWucgEMQzFtW1dXQe3UdjYyOjKfjati7+/vYlr4hpUMCjE/DM/T5t22ZqaiofYFOpFIWFhZSUlBCqaODoSIarVlVy4MABent7z6uvfCZUVcp9NjY20tbWRlVV1TkDtp3tTuvr66O5ufm8SXZZWRkdHR10d3fT3Nx8qUJ+CYA0p3r1q1/NAw88wN/8zd+8pGMIIUgkEnx0Y5CJiXGeeaYTr9dLSUkJixcvprCw8Kz3Z8Ct87Gbl7B//36sxS357QIena8+d4KmkgB/fK3skdhwzSZuffW13Pbuf6R/NAGooKgYjge3quAo0s5h5rogaWfvc0XgOFIFStcEQ1MO3eOCaEqwvFJDVxUqCxVask2IkwmB4kDPlMKeAQWQz6edTqNqKj+67584sW8fD/1qO2GPws7Dgt1Hzby53PJynYBXJRzSaWkox+dWOH1iL74sDS5rJk0mGWVjs4Zlq5iWI2OvJnuGesYsusct4kmDuOVmY71CQ7nc36WrFBWo7Nu3R343dUVMjMXxl7rmPdvJtAUoOIrOhOWj2h+B+ACKCpYFwjIoLy0ghcCXLbo0VXkw7EFcCYPyOl1ODGYVVdsHDKpLdEYmTaZiFkkDqorlBGI06nCs36GkQKHFlqty7mABMUvjgN5K179/D39ijMJICJ+/gLHJfgSyQOYIBRtIpTOkMyZej4uUaXPLv+/kDZdV4nedP4k1bUHCcGhcJt07y8rKePLEGD2TKe7eVHfe/S8EVeH5OY9hGPlJ6Pj4OEIISkpKJFVlWkPzulldFWT79u2Mj49TWlp6wedTVRVN07BtG03T8mpbpaWl837vXFI9NjY2r+n/fMWZ2UIANTU1r+g48XufkAO8/e1v58///M/Zt28fl112Yc1zjuMwNTWVv7ni8TjhcJji4mKaGurnLC2eD5qmobgCfOoLUvP2pldfz403bGZ4eJThrFrGO+68mn/59uNMTE1TV1nEI0dGOdE1w3nTPB5iuo+3376RBx95Mf/6O25bxwdvWpL//5c+/lo+8I8PMZmEwlkFSkcIAl6IRyFhKBQF5HKMpspUfOPaJYQLQvQMTHDwWAdDJ9o49OzM/sGgj77ROJ/+t5/i87rZsLqZG7as4yMfvIu+/lFsx2HzxqW8+8++jk/YLKtXSWUEnWM2R/odNFUwi7pObaFKxtDyyTiQT8YBXLrCoioN0JiaHMWwFII+cGvZ5T3dj68wSCQwwXTCRNdUXG4dTdMRjkkuJ9VcHm6/9WoefvgZzGnZPe0KR3CcRN7U4c71Mxdm25KrFks52LacuISylZGwD4ysU137uMKVa+q4em09P/jpVsDEUTQyGRsHlXRKyjy6PB76RqbxeNyMJkwsZCe+cGRS7srSVT7+qhYiPp3qyAx38UtPd+DR1XkVc4+u8bnXSe54YrSMzs5OwlWNePSZxtcz8fODQzSW+FlVXbDwBmdBKpXKJ+DH+yY4Hdd54+pSWltbKSoqygez506P8+ujI7x2TSXNzc28+OKL1NfXn3OieiZyVfKSkhK6u7vPWsHIIWeVHAgE8kn2uaAoCosXL2bfvn3U1tZeMgW6hDzuvfde/vAP/5C/+Iu/uOD7wjTNfLPy+Pg4pmlSVFREeVkZy5ctu6gVotnuzgUlFdz/fA9/fG0j791UP6eP4xeHhllSEWRickrq46GiqDoZx4fhSDdglypwqbKpM+NIPjJI8yBFlSuj4zHBN57OMJWxqC9WWF0dJGUImkpkYeZgv8Cn2pQFYTgu8GsOlUGbkFvgUX0UR4r51pe/BkB1OPt9KSr7u8YoLfBw9cowti0r06VhDbc2CTaUFSok04K+MQfhCHRN4HeDrqvoOng9cyuu9aUq9aUu0qaHsahNZBb3XQhBOuPg88p9MokJAr75FVvTckhnJRIdx0I3UzieOCl95liFBS7AYtAqJWQN49JVXC4Vlwt8HjdTMWlvL9W35Dmm4yYn4qZsnjXlWBr0yRWL4/0OlRGoLZLj7C03X8cXT3oI+T0EOo/jT4whVI11113P4z99NPt5wHTAEmA5ktr44C+f572vvxafS+Mrb17JlU2FuGZxtt/1X/u5d0sDGxvmGp8tqQjy97cvwXEcOjs7GRkZQVe1s/K9Lcfhvm3d/MHGmotq4sypZuXGiOe7YoT8Pq5dUs6aNWvm5EnfP9aO36Wxrk424be3t1NScmHyjjnkEnLLsvKV7oV6jnLyuN3d3QQC8xVmzizOnIna2lqEEDiOc0Eu0heKSwk5UFBQwNvf/na+8Y1v8J//+Z9n3S6XfIyPjzMxMYGmaRQXF9PY2EhRURE/OjDCSk+I5sj5q5hn4kT3eF5Kb3gizpM7DvHrHccQQnDrNWsoLwnz2OM7ANi4ejEPPbEjv++KRTVcc8eNBDwuSmpXs9ldxA1FFo6mU9wwd7Z7zdpGIl5p4R5055YqRV6jVlUgip/hmMNdV7VQVuJnz/F+XtjXQcaYkZgqKgyxbFEt9TVlpDIG3/npCwgUXLpGKm2wdddxtu46DkBDbSmb1y/CsAVtnUMEvPIBL/AplAdgMixIG/DkcZPWUgi5FUIum87BNMNRg/JsQBdCkDYcyYHUFLQsbUQ2ms/wuUzLITY6QjIDq1bpOI5C77hJj+ElWBhmRC1gc7WCPnwCIUz27fw5ZtbRPVxcSGI6TjRuEfJraJqSDwiWLc9v2/J07qwjXQ6qOnMNdRFBoU/lJ7+SjZuOopJO24BK2pQyiBlbITqVwufzMBjL4KBgOQKBRq5CvqxF0jK+trWL6oiXT97cmj/HhoYIrlnV7l8fGebaRSVzmikbGxvZtWsXjY2N/M1tZ69IHx6IoWvKeRPy3EQ0F2CTySSRSISSkhIq3GXsPja5IEVmS2txfhk1FApRWlpKR0fHRdNpZlfJT548eU56SU6DvLW1lf37919Qkp2zWe7o6GD16tUXdW2X8LuLG2+8kWAwyC9+8Qve8IY3LLjN7OQjR1X0+/2UlJSwfPly/MEC/v25bt6/pBL/RSpTKIqSbzhrLCjh1Egc03b40jMdvH5tJXVFcqL+mdcuBeCjVkbyURQFgUPKBo+qIJBW8ylbJtZCQNyRm0Z8Il+ESGUEpiPAyaAKGU90VfLPT4847Oy0uGuFAijUFTgsLsrFIQXQMTIyoBYVFlBZUUJVRSnr1iwjGHCz9ckfo2LM+4yyMg9+r4JLtUmZAtuWxnNBf66BUxDwzsTjHHXQ61KpKZHJpG0LppMW0bhFuKCAdNwhErBkoUMIxqM2JZGZmOHSVQoLXJi2gnBsLFucdRUxPRkjqpvoukIklOUdKwpF4blxpXfUYDiu4FEd2RcEFIXk9UUTEPIp1BZJjnvj+k18+aSLTDKBmJ6gZrINgDVXbWb7E9tIpjJ5QyDHgZQtPwfC5j+++zjvff21CCH46E+O8oXXL+eaWXSVV68oz98b02mL5zsmuGXZDIVjNpf82iuuOGvya9qCF7umuG1l+XkT8tkT0bGxMRzHoaioiOrqalyJInSvm5aW+VX4j94wk/jW1NTQ1dX1kug0uq5jWRaaptHc3Mzp06cpLy+ft5paV1dHW1vbglxwRVFYtGjRWccNVVVpbm5+RZNxuJSQ53HvvfdyxRVX8E//9E95G23btud0u6dSKSKRCMXFxQt2+vZNpqheYJnmQnDnq67gCw/8gr7hSQ7tfJG/PnKERYuaAFi3vJEHHt7G1HSSpc1VrF5cy0NPHsjve+RUH2UHj/Pw37weRwjuWlNJdcTL1tPjfPJnx7BiUwx397LrcBcvHO6loVAj5IG0OXMj6pqs7DZUF3H78lYee2Yfe3cfmXON5aUR1q5spqGuAkVRmZpOMjmd5PndJ6X9cWsNH33/axgcmaSjZ5gd+9pobx+gq3eUrl6p7VkUVNi4aO5tt6JKoanQwXZmHpg1dQGK/CqGYZPO2FLzNevamTIFIzEAQUNVAS7FRMFGEblGT2iucXN63IeqSspHJKBQ4JvGtmLUCEi0CdxuDZ9HLmtWNCzhhBmgf99e1tfLQB9L2hzpA6/PhSpMasMOPo+KS1fmyBo6jsC0xTwPiyPH5eqGpXswkxkECmnFhSNM/MEA0xNJvD4PA7EMiiqpLI4g29QpP9/ipmoA/uV1y+YNEpuaZrqk0qbNvz7VTn2Rn+VVofzrwWCQsrKy83LJ//LWRWd9L51Oz1lm1DQt3+1eVFSEyyUDdANw/fLqsx5nNpqbm9m5cycNDQ0viUteVFSEz+c7Z+U7py9bXCyb4To7Oy+IJrNo0SJ2797N8uXLL3HJLwGQ990999zDN77xjTkJeW4JPvd8CCEoKiqisrKSlStXzlkBShgWXeNJqR/9EqTiysvLOXXqFG4rydf/QE4W71pTybLK0LxtX331ah5+fKc0LFMh5UBagK6AO/vHFpDKVl0LvU5eFQogkXZIWxbYaXpHHUw7gktX0FSFAz0pir3g1jw4QuDTFWxHMDxtMhY3+Pqn76a5oYqy0iK8HpnI/OapF/nq1/+blc2eeQouQgiOdBgIIVjVIr+vgoDK2JTFZBKqSma+q4mpNMOWyP4mEAm5MEwnu4+OZUPXkIHfLbeZmIxSUlJMcWUzExmL+sIAu3d2kpqKUxuZuQZFyRVXNHItm9MJE9MShEMuNFVhOmFSqmZQVQXbFgyMGgT8Lgr8cxvAk2mHgRGLgJad9CCoLdMpyNIgp5IOjSXy+g4PZJgcNChrfwJVzPBdqupqiff3MzY6QXFhAT1DktJoZ5s7DccBYTEyNpG//qf/9EoKvHPvqzetm1EKOTkc5wtPtvOqpaVzFLRyleRzJb8+l8a337l2wfdmK8eNjY0RjUYJBAIL9sz90YUND3nKSXt7O2VlZRdVJc+dy7IsKisr6ezspL+/fx7fW9M0CgoKmJ6exnGceQn7xY4brwR+r3XIz8TmzZtZv349gUCAsrIympubcbvdec3X2Uvw/xP4r4ee4N5PfwtUndncgq/+9btp75vgC//1KPe8+Xo+/+dvoXtogh/++kUe23GMnYe78XlcfO+f72bNsgbe/e09vHVpkLHRSX64s4tDLx6cOYmiE/G7uKl17rlzOq+Wo5DOFsI1TSUc8hMu8DGddujqG+dsQke6rjGZtPPvq6qKGg5z1zVLWVRZQFfvCMdO99FStLA1rWE6ZIxzK2fMRtqQSXDalFxDgWx2aSqTFe2RmNR+9XlUdH3ug+Y4AtsRuLKv96f9mE6EEydkk8yVi5Rs05PAsESe8+hxKbh1BdMSxJICJbuNqoDHLasWo1FQFZWP3PtGevtH6BsY58DxXkZGp6itreB4+zCoKtNpB6GoTBmyKzyesWQObmfAMcFMUhZx0/nMf1zwd3I2xONxdu3axaZNm/D5fOfd3nGcfLPN+Pg48XicgoKCvO7rQl3uc/YXgvu2d/OWddVE/AsnHqeG4xijXSiKctHSjI7jYFkWU1NTHD16lC1btuQnBbORa7xZt042We/atYtrrrnmgmgytm2/ZA33S/jdxPj4ONXV1Xzuc5/j8OHD3Hzzzei6TigUymuCh8Ph/1G98ra2Nqanp1m7duHkKIeMZXPwWBc/+tU2/vOHz4G/XEqZqmr22c1VyIW0qS8QXNusUlXmQddU9rQZPH0ijp2aAGHz5mtqaarwk0xb/HjnOMsrfRQF9KxxHGw9NYFh2oQ8Kt/6zD1MTE4zOjZF/9AYA4PjqE6MTSvlc5fKODyzL0Vduc6KpvkuukIIjnWbRIJ6foLgCEEsbtE5bJIwIGk4pAybRNogkTYIBwIsKnWRMqUeuKZC2A8e17nVkly6kqfBOI6gvHjmeobHDRwhqCyRr+USdMcRJFJ2flxQVfB5NGxHkErbDE7kPgdEQirFBSpet4LjCDpHBD63g98FxwZNbMemociLEAKXS0eoOhnVzbi3HP/AadA0Vi5r4YU9p7AdmMoojBkqacvGyURZUR9m109evmRzT08P/f39XHGOKvlsnMs7ori4+LzjzFAsza+OjJyVr542bYaiaXqP76OlpeW8MrdnIjdG6LrO2NgYJ0+e5Oqrr55X0d63bx+Tk5MsXrx4QZGAc40buq5fqpC/0pienubpp5/m0Ucf5fTp0+zYsYONGzfynve8hyuuuAK/3/9bae7qGRjlI5/5zrxkXNc1fvToLq69fAUAz7x4nDs++nWeem5G7grVTSoDd/3p1/IvPXvG8W/fspK23lGOdwyxtERndmLtODKx1XWFeELQ2lTNkkX1DIxEOXS8h562XBOmQktDOZGCAIXhAJECP+ECP8Nj03z/V3vQVA0U8twqZ3KSH/9cUmvKiwu4ekMrQaESj863KTfPtJI7D7xuBS8KIZ+k3NiOXFLN/VaRgBx00hkH3RakTPD7dNyqXJbNLc0KIZgcjtE3HkVVVdwlJYzHxygNySq5rslBSwjy+wxMCKYS0qE05IOQP7eEKr/Vhroy/u4LPyIQ8BGPS9lBRVGwvJKrZrt9kE7i9XsRRpq0aWeT8TQ4lnTbQ+AvLCSesQh6zv2Y3re9mxWVITY1F817r300QUNxgNLSUrq6uli6dOmCxzAMIx9cx8fHURSFkpISGhoaKC4uXjDhPRtM22FH+wQ3Ly1bMCHvn0pz19d389P3rqb3+H4aGhoW5PGdDbkqeSQSoaCggM7OThYtml/hn+3SGQ6HKS0tpb29/YImAJf445eQQ19fH4899hiPPvoojuPwsY99jOuuu45IJMJll12GxzM/qfyfQk1NDdu3byeZTOLz+TBtgVufPwH4h9+cxrIFn/+Ld1FbW8unvvJrHEXDEdIGSFFVEA6OEOCY+FTwerzoWQ7xmkYXaxoL2d0VwLdoPU32YUAmnpc3BHDrssHStBQs26Gx0EckII1vPv+VH827nobKmRgWbr6OVxd0QGZGYlQISa/JGDAwZuN1aWjZSnQqY3Nq0OSFTgchHLy6wKc5eHWHQp9KVUEgH2d8LiAbcgxL0jBdOmi6hq7YGBakDKkKo6vg98hCUC62W5aTL+CUF8+NAZFwgJ4xCyMZzxrmSWqL6UAsaaGrcpV5MiWPvbhaIxLM0mgcwf5Oh1gGLquVq7zxZJollUGEENx8/RW88+238yc/OkqhZrL34YcBaG1t5IU9p1AUhYwl8g7QjuOAY1F8ASofhuXwd78+xYeva6Q0NPdedYSgfTRJU3U1nZ2dC6qS5H6fM1WzfD5fno61kHfEuTA6bbCjfeKsCfkvDw9z/44evnlXEx0dHQtSTs6F3MTTtu08H7y3t5eGhoY52xmGQWVl5VlFAsLhMGVlZbS1tbFixYo57/1P5IW/9wn5u971Lo4cOcItt9zC/fffz913381f/dVfcf311/9Wr+Mvv/A9MoaJqstlwBwsy+a5F48R8LkJBbyc6BzkROfg3J0dg9LSMkbHZzTQNU3Fth0W15dx06Zl/PFbtnDPP/6A4x3DZM7QWI2n5CzfdrKGNFMp9v9iRq2lpCiEpyhCfW05YU3h53t6qA6msTKDTESTJJNpBAp6uACrppEvv+9qlha6eWbXSZ7ZeZLdhzoYHo/x0KN7qS+GJVWy2iyyHjiW1N7KJ75O9jXbkYm3Nit5ThownRZ4dAWPSxpRaKrC7F4UIQS21PCSNsNph7QpqxcgqyIel5TVsh1BWRh6nRKSKYOC5DDeIhm0bSFd5pSsgYb8rhx8HijwK3NVVByBacm606GTstk2Hk/h93l4051XcdnKZv7ob6UFd27yEUtIHqXlCDRFYAs7a31tgWMSLCrO/ibnhu2IOfdM/pqE4E337+FLb1zBmqamPJfc65UVmVgslg+wsVgsXwWvr6/Pm4+8FHh0jf9+19mbo6sjXrZ9bDNFATfWVCXt7e2sWnVx5kc5LnlDQwMHDx6kvr5+XmKU45Dn0Nrayo4dOy5oAnBJYeUSQFYCV69ezZIlS7jlllu47bbb+OM//mP++7//O+/099uE1+ulrKyM3t5eto95eebUOA++e/6z9kdbGqXJGHCioz87yddAURGKisjywhGyAFAW8OBxzwTRHDf7VWtLifnMvGeOYTq4dRVVd1FbW8Opkx2ASmFQVkTLyouJRAo4OGLw1s3N6MEQ1RXFTA20kxiVK7VG33P585iWIJaAk5MFTA6MsG6JF3+2CVMIwcmeNCdGoMjnsLkOZqxT5DZSDUzG8ljSZjAKLlUKALh1qYmeNgTCcRMIFTLsgKNlCPkcLNNkNDqNSwPh9aFUVuOM91BfTH71VNIRZVwfGYozETMpyBZgkmmYTMp+oIhPuljbDrhUhZYqlUhQji+nBxx6JmDaUGguk7F/KmmxpFIKFtx60yYMEz77xe8RHYjSNzmF6tj4CyMcOCRNgkIFIWIj0wiU7CTKAmFTv+T8VAqByI4R89/b1xPl7gcP8OInrs43UuZUSWzbniPNmclkKCwspLS0lKVLl76sFcSV1QV88x1rzvr+XWsquXFpKQUejc7OTgYHB6muvkC+SxaapmFZFo7j0NraypEjR6ipqZnDcshkMpSVlTE5OUlPT8+8hB2gpaWFHTt20NjYeFGFo5eC33vKSiqVmrO88slPfpLjx4/z/e9//7d6HfXXvJ+xSZlQh4IB/H4fqCoBr5uO3hEA3vemG/nur3aRTM9tiFncUsu7Xn8tLsfkn+57hIloYt7xAfzBAkxLZXONQnHBTMU3npKJcNqAeFoGDpdLZ/niejr7xhkcmz5/YqioTBgOoNBcU8yWzct4fE8Xk4MjFEWCWC43a4rSFCpyPS+WUfDrDqoir0MIwZHeNLoGbo8Xr2JQ4HfJarsQmKbC7CJ6ftFVkUm7R5eJfCwpsIGwT8HrmuF6W7YgZanEEjK6+r0yWAe9MvA+c1yaH62rd8jR8OIp6Tjn9yqkDUgZApcOPnduGRWSGYinBcFs3pdIQyKj4C0uprEsTO9IjJG4iZ5JYhgWjsdHYjqFgsKECS63i1jKBNsAYYCVlv92TB74zL28+bbN57lzzo2JhEFRQFZ6Dhw4gG3beDyePN91tgX3K1np29M9RU2hl4qCc9ND0uk0zz//PBs3brzoBCcXbI8dO4bf759X/d+3bx9FRUVzguzhw4dxHOe8DZv/E8uRl/B/E7PHCCEEGzZs4A//8A9573vf+1u/lu1t4zxzfIirgiOsWHcFU2mH1rJzJwm3vO+zbNvXITXBFZmUzyS2Nl7V5MYlYcoiGgG/zvi0w64ug9dtCKHPalRPpCzSGZto3OavPvlHfPX+h+jqGSRjQEtzHemSapYVakSCIU70jqNbBrtP9JOKTWMZGVY0uFi3eKbqnEgLJmJSn1vJTh4qSjz5hDyWsNl9KkORX+RdITO2Ixv7NUFhQKM84snLz9qOYCruEAmo+YZ/kAWZ8ajN2UYwIeRY4giw0HFcHqoLwaeYxOLGgo7FpiVIze9LJZmBqaTCFUukEdCedoeBqJSzrSkSLC6VogSxhA2Kyo3XXs5vnj9BJhadcxxd1wgUROgfnKCwMEzPUAxHQMJSGM0IHDMBRozxXfflefovFbkxwrZttm3bRmlpKZlMJu8dkaMqFhYWvqIx8Ynjo2xZVHxWZZccBgcHaWtrY/PmzRdNBzNNyb91uVzs3r2b0tLSfM+REIInnniCTZs2kUwmOXLkCNdcc82CtOQjR45gWRZr1qzJv3amfvkrgd/7CvmZXKcPfvCDLFq0iP7+/ouekb0cfO+LH+XzD/yCJ58/xHQ8wXR8Jqm+euMKtu09xTcfeoqv/vXdHOsY4oGHt5JISce3VDLFv377UcaGZeNkQcCLy+fDSGdQFUF0WtImkmkT3e1DUWQwCWRzJUWR3HFHCFxuHQyHwsIw2/bNuGz5vC5KI16uuKwVVXfTPZ7g+FCc9XVhXjjWT2/fKB6fD5ciaO8bp/2H2/L7JpLyOq8rngmJBR6pdztDHYGykBuXDrrmoCiu7LUpCAd0HTS5qimNdhTZSGTaMJUSGCaEveCexfhJmwIUcGWpJyFNEPJIAyHDUXGrMsPPTTbsUISRxBR1Efn/gFcuew5NCHQNPO6ZZPz0iMLotMCrQWMJ2ePIP16Pm7HBccZyZELA+P/snXd4HPW5/T8zs72pd8uS5d6NewcciLExIdQklAQIaVxIAjckN9z0DklIIRASQnJDCSFAgIRmunvvRbZk2epd2tX23Wm/P2Z3rbVlW7It2797dZ6Hx0jaKdu+8855z3sOUJCbQbdiIhSIkpPjoas1QDjZrtAVwyBY10HXMIkCSxdNG+CnKB26rmNSoxw+3JgatgHDsmnq1KmDqnf93YdHWDohn0/NOvl3yGazUVJSQk1NTdpi1x8kWfKysjK2b99OeXl52vf5WIYcDLZjzZo1qY7AiTDEkA8hid6fKUEQ+NKXvsRvfvMbPvvZz57zz4nLaqI42wW6n2hPJ6P7IVmQ0IzZlGQxLkocLcg1JEE1Cl5RIC5rHG5VqWkJUtWRycIJWXi7u8jIyCCiRRDifswmgfrGNmrrWxAEAVnVaWz10bKngT0nOY8ILtq6Y7gdBmvb1K4QCCmpYlwWTDT5JAozNNx2kUBIIceZIEFsEhkOoc/XO67oWBIDpzkeo2CMy0aH1W41UjodNjHVgVV1w2lG0zRkRScQ1gxJogAmFHRFobvDKNBlXTSuHQ4TJkEFTSEmGx3UmAwkhmMtonFtyHYLVBQZr603BA0+gbAmMDpXZWwegEBXII5ZMpOd5WLtpkpifj9mu4PP3XQ5PTGd1Ye9jHMovPz6RjRRor61B0mSCMX0hEWlwZBbzOIZF+OapqFHAxxsNDqlsizT1tZGRUUFY8eOHTTJri8i853XDvD0bdMZlXfyG8rCwsITDmaeCsey5L1dU1RVRdM0rFYrTqcTh8NBbW0to0aNOm4/o0aNYvXq1fT09JCRMXAXvf7i/zxD3hdWrFjBlClT+Na3vnXujvnYJr7x0VFMyrMy7+vPMdrswyEKvPaBoRWfc9F4Nu2uwWY18+effJEF08fyxAur+P3f36MrwYh7nDZmLJrDijmj+fbPnyIcCJCV4eRPP/4S133ld2BykOe0MblAw2kzBl50BKIxnWDUsFQKxSCsSARiRivuizdfSnaWmw5fiPU7qtmwpyllz3gs4pqOMz+PDI+dcE8Qp9uJKb+AUDiG1t3JpVktuPsgYVVNJxLTT8hgnAnCMWPo0pKQqVhMR28CkghFNWzuTN7Z3cOUfA2L2dAd9sWMANR5wSrquI5ZCyNxY6DIH4WoIuJxWVlx2UyK8rMIRWXW765n3eYDIAj0yMZCHksMhapyKBV7jSbz0fmTePn33xjw8z3WckpV1TQWvKqqCovFwrhx4069s3OEWCzG2rVrmTVr1kmL5L6gqiqqqnLw4EFMJlOazu/DDz9kypQpZGena+srKysJh8PMmDHjhPsdDPZjCP87EA6HKS4u5qWXXmLevHnn5JiHOkJ87pldvPqlWTR6o3ziT1v51WILH1k8/5Sf0w827uHqLz5kBGWJCZZcFAEjJSjbJnDxpHzyMo1wm3f3KdS0tPPlm5cwYdHF/Pztan59w2T2rP+AusrdqKpOU6dBJIiSGX9QNthiUaKsJBur283IkjzWHekhENcQ0RltaaU0y7hu1LYpOC1GuJovIlBHPgG/jOTrIM+tM3u8IYXo7pEJx1Qc1uNJA00zBut9AY2esIokiBTlSmS7Bdq8Og0dGjqQ4YSRRdJxycq9EY3rtITtBHUzHtWPoKZrOnUgrJiIRRXcVjCbDeJFVsBmFXDbRTxOIc0FS1Z11lZDMK4zLl8jWXNuqfFSUpSPizgWi53ungj5uZkUFhXiD0Zo7ArRFYgixsIIuo4umglGFKKqQFwTCKsQVlS0qI+xpW62v/Lzk39w+kBv++auri7MZnOKBc/IyGDjxo2MHz/+lOnG5xJtbW0cPHiQBQsWDJill2UZXdexWq1s27YNj8fD2LFjCYVCrFu3jssvvxxBEOju7mb79u0sXry4zxmiAwcOEAwGmTlzpuHKMwhzRv/nGfK+cNddd3HnnXfyjW98Y0DDbGeCry6pYHKxh0yHmVe+/ymCzYfwuBzMnDyK7/32eTbtqGTqxNHsOlDHTf/5CFnFJdxwwzIqX/8ZDz39Pmoswg2Xz+CeX7zAf37n7dR+vT0hnlpzyGBGBBGrlCgAVVAlY2HTElpuLRGjbDZJ6DGV0mF5/OR/PjzuXB1uJ4LZQo7LSlc4TjgSJ+YPoAGBtg4CbWBxuXAUFVGQn0nNwXqm2NpA0xKsgoimJUN2jFNLFuMx2WC7E6Q6DlvCklHWU6x4JC4Qkw3W3GnVcdmOSlPissFmJ4tuh9WIuveFIaSIiJqKhIbDLuAxVEFoOvR0e8m2GVpxWQF/CARBx+M0inlVA29YI2Zyk2MLpr0ekigSihp2i7JqFPKSJNDUHecP/1jPsYiarKjxGILJhK7KqKoxxGnYHRr/XX3ZrH59bpIJgMkC3OfzpbyPj7WcAsOXfPPmzZSXlw8olKc/2FLrZVKJB/tJ4pL7wqGuOIXFwzh06FC/g7mSSBYjw4cPZ+vWrSmdn67rxOPxPhfNkSNHsmrVKrxeb8ridAhD6C8cDge33XYbTzzxxDkryEuzbPznZSNxW02MK3TxzG0X4a3ZSXd3Nzk5Oby+t43DHSHuudSwyu0IxLj68c386oaJLJo9kXdfephD+w7w6LNvsrOyFjTBaCXqGrMnjsdhDSeSJnXKckUmFGXjlNvI1AKIokihGGS9twsASRJwO0TsuaUcPlhnBLHpMHFsBdsqG4lHu9i8vTZ17hlOgdLpxlrT3qMRCsXxJMKMfL44WWIjI1wSmUVmMlxH1w6LGZJMvj+kcbhVJhCVcdmtTBxTjqDGUcIBYkoQkwg1LRr7j86JggAdfp1oTMFqNhjwpERSEsFiFsjNMBxQykwRmruCeAN6aluDyDG04Zk2Bd1qzD5ZLSJWc7r1LYCi6DT36NR2CzT1QIZdY36ZkSyq6Tr7m4LcfsPlrF+7BVEU8fZEcNgt9IQUDm89mNpP8hWQJSvRcAxRMhkuZBrE9KQHucaVFw8sxLCv7Ii+7JuTvuR9JVyeCeKqxrY6H/Mqsk/94F5QNZ1W2YbFYqGxsfGkYXB9IcmSq6rK6NGj2bJlC2VlZamh/+RzTGZQnMjmsKKigtWrVw84QXQgGCrI+8DSpUux2Wy89tprXHPNNefkmJeNO/oGjyt08YudFvKbmrj39hVUN3Tw7MvvU1lVyyeXz+fld7fibW7iid8+SeDQfjbIeSzMjPKR235EJBpHEASK8jJpbvcyduQwfP4QICBJFuySltLMHSNFR0uED0RkI0Z4b63hhjJnchmFuW56Yio7a9rpbu8mrgTp6kjf3mozMX5EIbuqWogHgzTu2kfjrn2ATuYEY6GLxnXCMWO4MumM4rQbX4guv04oCtluQy6i69ATTLDVopDQER4d5gRQFIGWbiOUR9eNgtgkgMep43YYA58mSSDbBVm6Qlw2ZCiKouMLGgyKUehDdq8ZFbvVeH1aukHRdcIxgYe/9Un+9sJbdPVybvzcZz7Ojj2HWbV+d6p9KwrGtD6IeNw2LCYT2dlumqMCXYEY4a5uEAUiMRmzJCIrcppcRRB0Zs5In+jujd6WU11dXcTjcSMBsKCAiRMnntRyKmnRVltbe1ZZcl3Xuecfe/nldRNZ0Ifby8lwx9M7+fFVoxF9Tfh8PjIzM/u9rSiKmEwm7HY7RUVFVFdXM23atFSbsi9dvMVioby8nKqqKmbPnt3nRWeIHR/CyfClL32JqVOn8rOf/eycMIlWk8SKyYZHtACMyHPy9FonNlc9OTk5ZDvMRDOP3mB77CZG5jnJcVjY3ejnC8/vZ8P9C7npY4toae/m6VdX8+HGvdx7x1U89sd/YjEn7WoFRhcIgI3ubi971r7HPz97K3/+/aOEw5HU/jM8Dva3hhEx3KVUTWDjjprU+QmCgGYyY7Oa8AsmAlEZtw0kXSEv0yg5FUXH4xIZlmfF1osFb/cqhMIKGS4jzbmmVSESBR0Jq0lClmHnvjojJdkGpTnGeh2OQXVrIsUyBYOQcVr01OB/WDUi6CVBp92nUFEk4XaIDMsz4bCqtHYbTL7VbNgWZrnE47qqYAzNByM6PSGdQNjoMh/sEYlpYEJl9jDDhaWhO872Iz6+evNH2LF1N2A8Fx3NmEGKhCjIz6Ri3GhWVXcRUzRK3RINlTUIgoA/qqEjENaMjqCR4qwzc2r/siO6u7tTCcfHZkf0hWQoT2dn51ktPA+0BrnnH3tZfd+CtPC6U2FfS4DP/HUnr94+ltrqk4fB9YWkK5eqqng8HnJycjh8+DDZ2dnHXR9Gjx7Npk2b+kyRtlgsjBgxgqqqKnJzc/t9/IFgSLJyAjz44IO8+eabvPHGG4N2jPcPduK0SMwZcTxL9/3XDzJC6GRMWRHrWzQ2//tV/v3+VtwuB9/92qfZuHkfL67cdNx2C6aP4cH7b+afq/by8OMvcMWiqYwfXcavnl2DxeJghFOlwHNUPw4giBLBsEpUhrgi4I8JyJKVjpBM6bA8Glq6icbT23ii2YzZYkLVdARNRQ4HDR00IJgtOLLziIYiqNEYo4dnMtXdbRAyuo6SSBqTpKNBFIGwoWt3nOZcoayQCLYwfg7HDGsriwnsFmO/xzIaR7c1vHQ1zdjGnJjOT0JJ3Dgk4XTYufnOm/nWW3V8f0E2f37qXwRDEWQF4qpAXIWYIhDDRKdqJsthprsnhNZrMFaURMJxFdQYAgq6fNTycNyYMnIXX8nKewz27WSWU7m5uWRmZg6ojRcIBNi8eTMLFizokyV/bNURmnti/OhjAyvYFU3DdBqa9FBcwWkxcejQIXw+HzNnzhzwPuLxOPF4nE2bNjF37lxEUWT9+vWpduRx56oorFq1iilTphx30RmsduQQ/nfhsssuY/HixXzta18btGP8ZUM9yybmHzcc3R2K851/V/LRzA6konHoojlVsL9T2cHcEVm4Eyx0eyBGsy/KtNJ07eszmxox6zJP//oPFGTpWM0SzT3QFYpx/XUfpXbXRgT1aDozFgfhQBhNVdElGw0tYcCQOcYUAYfbTVtQJR6X0dSjmRQAl08xMTzXWKMiUZVoXDWCWZxHNd/tPoWOboVQVGNksQmrReBwq0Jnj8FWm00amqaTneVGQsZukjl2HjASh+5w4odE17crCHYpzU34OJTkiJQkkj4jMZ24wnGBP0oi/C0Q1vAFdbqDpDmXKBrs6dIBndE5GtOHmfBHFN7a2cYtV83F39pCPC5TkJfD4fouEAQCUR1VshAJy+h9ZHzENYGoKhBQIa6BqiiGrFHxc8c9t/PI7QsBgwXv7Zo10OyIY1FXV0dLSwtz5szpc7vP/HUH108v4qrJhf3ep/Eanf41wmGWUoOZI0aMGND2vX3Jo9EoGzZsYMSIEQQCgeO6sjt37sRsNvdpj6soCqtXr2by5Ml9+pafKYYY8hPgs5/9LN/97nc5cODAoOlt9zb7ybSbjyvIt9X7uKg0g+nZTp5ef4QWPYO/PHgPKz73YzburOJr33ucG5bN54Vff4VH//EhH67fRVFBNt+950ZuudIw9v/cL14BYFxFCTsPNIBoSbXrNN1YcCwmyPC4aOkIIkoiaszQ3RlWgXEkSeJQQwe6pmOSRPKynOgmCW+3l1jYRyyS/nw8bhuhmIYajxNqawJBYMXiSeRo3XR16tgsxgJnNkHvxVpW9IR9Vfr+ZPVoYRxToCcsGPHBiZMURXDbdBwWEvs8CofV+E/TjG19IRAFI3bZYjLYD5NkDJZG48ZiLSdI6mDEOD2rGRyWo8W4w+ng4gXTKS8t5s9/f5uchgZ+u9tYkZPseFaWh4Y2v3HOcQVVUemMGfob0WpFslmRY3HCoQgWk0BcUdA12XhCugK6xh1XL+D6q6alFtdjLafGjRt3RvZLp2LJR+U56YkqfWx5cpzOQgvgNCLyKCsro6Ghge7u7uN036c8doIxKSkpobq6mhEjRmC1Wk94ETKZTFRUVKTYjt6PG2LHh9Af3HXXXdx7773ce++9g+bIs/ZQN9NLM44ryD+o6uQLi0agdsL/7GliaoURnKLpOg++fYifXj2OWeXGdeWfO1rYVu/jC4vKuag0I0WCPLb6COWRNgRBR9cFonGN7Q0Cgghf+dRSdk8q5W/PvUA84VSRNXoa3j37EOJdqHIYAYgqxhySrEFjZygxdAhGR1ZEEyUkk0hXQKY4U8BkErHbJOy9rA1bOhXqWuOpoJ1wQo4IEIlBtlsnyykgpdaXZMVtECidAfBHoDzPWK9LjrmXznZBZTPYehE2MdWQQFolo9hv6tIIRXUqikTsVgF74lrkC2p4AxqR2NHKW9PBGzaYeKMbkBgA1cApxRmWKTC52GCgj7SHmTlvBrKvm3hcZurkMXR2h40gO1nHbDITDBnTofkFObQEjA63x2GGaJTm7jBxDRTdYMcN0ksBXeerl42mubn5uOyIsrIycnJyzohUOBVLPrnEw+kMfZ3pNWLkyJHs3r2bYcOGDUhO3JsldzqdFBYW0tbW1mc3Nmlz2Jc9rslkYuTIkbS0tAxKQT7EkJ8Et956K263m1/84hfn9Lj/2t3KgdYg//mREVz9yGpunDmMTy8cjc8f4pu/eIanX1mFruvYrGa+/OkrueaKeXz/rSN8ZFIxdy0xIjhXfOEhPti0jwfu+QQP/ektFNFFjlmn0KHjsRt2fsOKcwGBxuYOcGYQ6vYTVyEUF+iOCyhWI9jG7bYT8HXROxtekkQwmRA1BTkaAxL6ZyA3OxOXy0ltczeZVoF55cbqFo4lhyUNuUokJiBrOplOo+iNK8ZUuqIaA5PBmLEQ2UwCFumoBjBZL+m6MUkfVQwJi5Iovu1mgQy7TsYxyg1FhYhsMDpR2ZjtL80yNOeaRpqNVVOPQEQTkEQdq0XkqZ/dwd3PbGdEqJ6O1qNanbyCPGZPG83qDZW0dviMC5QgEYhqqLpAjyKg2+1Ew1G0XsOwJklEiYUQBQ1NjqS8x+0Wked//jlQDX1bkuHIzs4+qxf9k7Hkaw918cd1dUiCwA+uGsewTNs5K1IPHz5MZ2cns2bNGvAx4/E4siyn/NY7OjpOqvFN2nyNHTs2LQlOFMVzNjsyhP9/oSgKZWVlPPLII1xxxRXn9Ng/fKOK2eWZjMqAT/11H//4/CzKc119PlbXdXwRmUt/tYG/3TGdCUWGvWhc1fjRr1/k4J5tOG2GbG9zo8DiKQVcd/lMurt9XPaRBUTDEYLhCJ/8Rz1XSDW01lYjCgIxbNQ1R1E0CMcFAppEQDZmkoyVLuFlPlZnWOZRq9jcTKNQDEc1tlRFCUaN64ksq5gEw61kSoVRgIUiKrKSlDsaRS8Ya3ibX6A7YhzHZdEJKDrZTgGzpCMCo3LSO51w1AnLG4KmbhKstJ4qrN1WGFUiYpEEjrRrBMKGBBGMf02iIXeJyAKKZhzLaTVuBDwOcPYilWQsjB5Zxu49VQAU5GczrGRYSt4YjOrEVIGYIhBWBBS97/XOp4CiamiamkhyjoES4aUHbyIroQXPzc09o+yIvlBbW0tbW1ufsr7HVh1hbU03i0Zls2JyIaVZp06APhvQdZ2tW7eSnZ2dsi/sL5IseVJTvnr1akpLS/tkwvfu3Yuqqn3a42qahtlsHpTU9qGC/CTYsGEDV1xxBYcOHRp0Q/gTobq6mnA4nPbB2Fl5hG/+/BlWb9kPCAhmW6JW1ikvzmXRjLFs3XeYypom3CVlBDp6sFqdFNt17CZDT2fvdfMsSaJh/YRARIaoKtAVEwgoiYVVDgM6VosJRZDQYiF0ReZYiKKASZKIywa76rBbmV7kwGU7yiJEYkbhresgSUa8MRisSL0Xsu3gPINaSNONwlxWIRw3juGygsfGce3NJGTV8A/v7yyixWxiyaKLWHHFfFrbfbz5/jZWb9hndBbiEFUl4qpOVIWQCrHERUSQRPIzHYRCYYLBIKAnFlijGEeVuftTl/Clmz5Kbm4uTqdzUAvhXbt2YbPZ+hxgae6JcqAlwH0v7efxm6Ywtw9Z1WBAURTWrl3LpEmTBqzTSy64dXV1tLe343K5Tjkk2tDQwJEjR1i4cGFq+FWSpEFZbIfwvw/f+9732LhxI/9MJCuea+i6zqZNmxg2bNgpGbuYomI1pS9y8z/+bUblxU/oQpIzbDjmkVPJ6znMtr1HsKoRkiWDrsOhVmPNC8kCPkUkmhgWFQUBVdPQNI2PTxbIcxkyxXavgsch4XCY2FcbJ9iry2oxw7AckRzPUXvDYFjFH9ap9wq0+AXAMCTXdKPjmefSyHfq2ExGd2BPq05r0Ai4c1thznDR6KBKx7tmKZqRu9HYDdG40KekRUDHeoyE0W41GPwMu1GI94am63QFZa5YMo9JY0fyyB+fx2w2ceenP05tQwcvvLoKMKShBvkFYUUkrglgNqMjkO20IGs6mqrR5o8ga8a6aDhwxUCLghane9OTg5oSmyQsJk6c2CdLvq3ex+HOED956xCbv7EI8yn8xM8WvF4vO3fuZMGCBQPuAiiKgq7rWCwWVq9ejdlsZsGC47M+IpEIa9asYd68eX3mY5jN5kGxDB4qyE8CXdeZPn06d955J7fffvt5OYdIJMK6detYsGBB2rCerusUL/g8/ih9i+NUGdCw2J3IuMi1mci0GomQTosR+263WxBtDrwdPjRdIC8/lyONncRVAW9cwC+DZBaRI0aamdxLo2Ixmww7ITUht+gFk9mMy+kkFI4yrzzT8PA+RZHdE9Yx9fIk7+spNQR08rPdzJ48ArfDRndPiA1bK3GZ9RMW27oOIRkCMVARsFsg06bjMBsFekwRaPHr5DuMx7YGIcsONlPCA73X12P4sHzGjh5ORkYG3d4gqzbsxR842j6NyEa6ZyAOCiL+hBeurOtG4A9HGXJBwHjttORCqzB5dAlrn/8JJtPgtL+PRZIlX7hw4QkX9paeKEUZZ9eN5VSora2ltbX1hPrFk0GWZWRZZsOGDeTk5JzU2hCMIn7t2rWMGDEi5XE7FAo0hP6iubmZESNGsGPHjj5T/s4FmpqaqKurY968eQP6vjy++ghP/+JxhucY8kV/XEBRVaaPLcbnDxBIrG1ZRSV4W5pS2xmOXDrRONR2CkRlCMoiXlkgpqppxzCLOrNLBCYNT7iqBIyCqLnbCNBREw5fOW6BccPE1I1Bd0DDLGrEFVhXIyDrAnaLYY1rkSDbrpNr10+qCwfoCKpsbTRan5l2O26rhMemMyZfJ6GCQNXgYJtAW0DALIApYRCgImASdCySTlkOZDqPJ3V03bC5DcQFGr1xli2ayA/uvQlJEnngB49S39DKx5YtJicnh9/96RV0XaeiopTdlY0oKoRlgYAiEFIF4idgyBVFQdcUoxhXo6DEmDiqkM0vPdSft/mMcDKWHIw6pC0QO2UA3NnG9u3bcbvdjB49ekDb9WbJN2/eTCgUYu7cuX16i5/MHnewbHGHaKCTIBkC8dhjj3HbbbedF22p3W4nLy+PxsbGtA/fv97bgj8UBVPfrSJPhgt/T4C4KmGzmjAnFhIdgwGMyhpxuwtrMIqmC6g2F7VN3YCRiJmIH0COBEEQkGPG4iygo6sycdXQRZskEUVO6o11bDYb0biMz+cj3913tG6SIe+MCASiCnlOsCXOqdkfR01YB8ZUBUHXKcpxM768iDxFJRqTqTpYj8ViwmoxM3VcGSXFeZhMEqG4xtOvbyYuK7isInl2AY9VwGUh4RmuU+cHccRURowrwimHMPs7UHcdAAyW3mMRmLdgBvfcvIT91Q1UH2mho8PLqtogEUHhjfd3Ee814JqX42HezHEcONLO9r2GBZggCATjeiJYgtTNkcMqEYvFUVUFPSHvMdxVNNBVfvPtz6YV44+vrmVMgYslYwdnotvtdpOTk0NtbW2fLDlwzotxMIKL6urq6OjoGLCDhSRJ6LqO0+nE7/ej6/pJv7eiKDJ69GgOHDhAcXExkiQNaciH0G8UFxfzsY99jCeffJIf/vCH5+UcCgsLqa6uxuv1Dmj2YvvOQ1hEo0Moq/ButYIW7+Hn3/osubm5vPbeJlZ/sCZVjMdMDm65/VZ+9/CfsEtKqiuraCJxXUDRdWM9Q0vJG0vdIo5ea5rLLtLm0+gKgqwJuGwwqkgkx21853whnb0NGqIIE4ogGIeCDJ18h9Yn6dIVhoYenY6gzOgsmeE5jjQmPMchghIBAXoiGmE9g66YwOEeHbcFJhRoFLhgQpGOywbVHQKyKiKgk+GAQrdOnsuw3k1C06GhB5r8Ip0h43nouo6jcBj333MTDruVXz32N+obWsnwuNi2+zAHD60GoKSkgN2VjcbrmRjUjGkCMd0IKgLSpKFGmJFmdFA1g8ARBJXnfnUfcVXjW/86wFcuraAkc3DW6dLS0pNqyQVBOOfFOBha8m3btjF8+PABdQl6a8llWU59d/oyEjgf9rhDBfkpcNNNN3H//fezZcsWZs+efV7OobS0lN27d1NRUYEkSRxpaOOz33w0YeCtJaKQDcyYUMbUUfm8sHILCCYEk4OkY5MoGo/PznTT0dWD5vcSAZwOG22+ICCgSBbUeDzREgQ1kQoGgBpHR6cgJ4NuXw9yXEZRdWNQNDFuHo2EAQGzxYLHZsVmOZ5VaO6Brii4zHFKPQZ1brdZmTSpnK07D6EeGzykw6EjLSd8ffYdqEv9/3CnAJixWkzk5WUxcsJo1le34Yr1EO/uoMwDNO+moWV3Gvs9dfJY1ie8YNeu3sam9TuRlXS2pzbx76RxZYwdVUJJcR61jZ2s2lhJU6sXURQIx3RkDTQMfTy6CroMSpRwQgtpkkRUVTdYj0Qxftt1lzJnmmFj9Yk/beXWOaXYzIaWcTBRUVHBli1bKC8vT1vY3j3QwW8/OMK/vnTuP/OSJFFRUcGhQ4cG7IUriiKCIGAymQiHw7S3t1NQUHDSbZJJcPX19QOe3h/CEL70pS/xiU98gv/+7/8+697+/YEkSZSUlFBfX3/KgjxpmdrV1YW/5mDaIP30Ih2rycOzL31IMBSmvaOb5R9djISG1+dnySVz+d0WL3GrC0vchyRCvhu6I4YsT9MShWOiIDeJkOO0ku0WiMY0rBZjqLM4R8AbNmaHSrINeYqm69S0wb5m0DSRDKcxue+26ggJabw/ZgzhK5qON6LTHlARBSh0SYwoNiOKFlqCKt2BMJKuMqEkk7iiYhNiyKqGKoeRTU5U0aiuOyOwplZgfD5MyNMZnqXjsuk09QiMytGx9+rqRmWo6xIIxgzipjmcWNsTEAWN2xaX8/qrK9m2o5L2Ti+SJFJaWsLGrQdxOmxMGl/Be+v3IwhGV0HVhISLCii9woiSq51OMiBEOfqfKvPFW5Zx2wuH+NsdHpwW6YTd4bMBSZJSvuTHDr//6M0qJFHgm0sHxlKfDWRkZJCdnX1SMulESBbk8Xic8vJyNm/e3KeRwMnscQeLtBmSrPQD99xzD93d3TzxxBPn5fi6rrNx40aGDx9OSUkJL7+9iVv+89cgGfopu91GUW4mhdl2mtu91Lb4jA0tmYhmJ3YJMsyQ6TShyjLXLp3Bm9uPMCrXiUmAHfvrAQF3VibNbT0A+GSIKBqCHkWLh7HbzERCQRbPn0b94SPUNnUweexwFk8bzpc+fQ0jhhfj84d46uUPefy5lbS2dXPxhBKO7fzrCR35sR86yWzDHzRYd5vVTElRDhkeJ4e7wphEkWyLwISxw5EkCbNJShRe0O0LEIvFCYUidHT56ejqIdBLmCgIAhctWcg3b7uMp19exbuvv5da8MrLipHtbqp6dISGw+jHtFuLC7OJ6RJaPMq4UcOwWsy0dQfZsbcWRU1/BmaTRFSFcEwjokJQTQwgKZGE7i+xoOqGh6xxbqCrKtkeGztf+xU5mYZWbe2hLsYWuMjrK9Z0ELBz507sdnvawuYNx9nTFGDx6Jxzcg7HQtM01q1bx6hRo9IGLk+GeDxOV1cXHR0ddHR0UFxcjM/nY8GCBadcQDs6Oti9ezeLFy8edO3+EP53Qdd1xo8fz/3338+nPvWp83IO0WiUtWvX9iltTAaHdXV14fV6sVht5Oflct3XnmeUJ3ycQ1VvZGdn8PCPv8rmHQd57C8vgxw77jF7WyVaIgKKHAMlDBjr6OgcF0UZZooSdU4wopObIaV5jgPUd+vsbjSkH6KoMyJHZ2S2UdDruuHzvaNZpj1otFadZoEMm0iBy4zL2re0zCQZgT69IYoCUVViQ22csHLUDQag0CMwtxSsvV6LiAyNPdAUEAlFwSIariohFUQtQo7DYOCzHSLWYyx1LRYzH7/yEp5+4QNkWeG6j13C319dZzhvIRGOacQ1CMgifkVHVeSUbfBx0NXEIGeUwmwH+978Le9Xd7N0Qn5aOuhg4URzPQdagwgCjC3oe5h4sHEq+96+kPwutLe3EwgEuPjii6mrq6O7u7tPWU5f9riDaYs7VJD3A/v372f69OlnZAhf2xXmrxsb+M7yMad1sW9sbKShoYHZs2dT19jCtI99w7CYEo9fkCRJQtUlsLgRTTajIDdBlsuCEo9RUpSDa9gwDm7ZldombvcQ6wkgSCKBuE5cg6iiImlhVDkKqozLYeHmFfP4w3MrGV6cy9rnf0J7SyOqqjJp0iS6fUF+/df3+GDjQUK+LiqO6XBpOsiyMUyTn5vJtMmjyM3J4m8vryIUjlNanMfYMWV8uPEgoXA0MRTUv4+nySSRl+2mtDiHz9+0hD+uOkDTwSP01BvRbZ+5cQnK8DG8s24PYls9oyePwx0PsWrtLkKBEAAzLxrDj75+E+u3HqS53cfeg418sH4/qqb1eUy71czoEXns90GwtRM5LiNrpDxjNVU2hjbVqMEc6Rq5GXY6vYGUI012hovHf/gFrrx04N7bZwt+v58tW7acVEt+PtDY2JjSxvY1QKPrOoFAIGUN6ff7cblc5ObmkpWVhcvlYvPmzYwZM4bi4uKTHkvXdTZv3kx2djYTJ04cKsiHMCD89re/5bnnnuO999477X28U9lBRzDGTbNOz05t165d2O12Kioq0oLD2gNx/njQxIPLShkzvJCbntrLJ2cU8d1vPkp5luG4VeeNYLVK/Pqbn0GSRPY0B3j/32+iyHKCOTi6DgtmC/GEJZWqwe52EW8Mwy1KCYKuYjGZqMjJxG6RKM/XsZgEYrIRnuNwmCjKFIgrOisPCrQn0jFdFo35w3WSPERc0ZEVqGqNYzWJZCSsEnt/N1VNoz0QZcr4ERRkOKmsqkVVNQSMgtztshGXZZRe3c64olPrVegOa/REdbSEdttpFZhbZibLIXCgXaOyRUFFBNGYKcmwQYFTx2XWyO1DjZnhcTHzovHMmDaeivIS/vPbj9PW4cXhsNPuNbx0TSYT3pCCpguEFAG/KhCVVXQlkmDce1/vEv+va8ackRrj3f/5NvOmD44N88lw5MgROjo6Tsv9ajCxe/duzGYz48eP7/Pvmqbh9Xrp7Oyko6ODaDRKdnY2OTk5ZGVlYbfbEUWRNWvW9JlJAcZzb2lpSc1oDKYL11BB3k9ceumlXHbZZdx7772ntf2RzjBPrq/nh1eNHfAHOhaL0d7ezsGDB1MaqO/9YSVb9tYaDxCMD4jHZSczw82RhlY00Q5mF5LJikWELLMxKW6Tjn+7LflFdDW2AtAjG8Msqq4jqxrE/ZhEFSUe5aufXsZjz7xOXFZ44ZGvsfySGXR5fXzzl/9g5+EgLS2d2ESwSirDMox1XBKNZaUnMU1eYNOw263Mn3MRm3dU0druBSAzw4kmWGhu9530tZg5xYiGVlQNRVFp7/LT0eVPk5/kZrn57fc+SXtrI9WNUf76/PsALFl8Efd96Ro2H+7kxWf/zf79R4znbzExZWIFuw820+0L9XlcURQYXpwDgkBPMEY4KhOVNUKReOpaJUgS3VEVTU84qyhhUGOIuoymyly+YDLvrd2Bpmncft0SPnvDR5gyrtywkBwk9ERkvv7yfn70sXHkufoutv1RmZrKvTidTsaMOXH6W0xR6QzKg6ZXPBaaprF+/XoqKipSBXXvlNLOzk4URSEnJ4fc3FxycnJSTElyeKe9vZ26uro0F5UTwev1snXrVi6//PIL6sZkCBc+fD4fJSUlvPvuu31apfUHb+5rpyMQ49NzSwe0XZIFb2hooKnJ0Hsng8NycnJwuDN4aWcrn5hZgkUS2dPkp7W5lQe+9yQ5icLSF46RV1rKxGIPqqrR4g0R9Plw2XSiiUhnu9PBxCuvw2S18eJv/oTbagzTd0dhX6cOSgjkIKgyZfnFWEwmijMNLbbdalzzmr06m5pFxhYItPRodIYAXafYA3OHg1kSCMV1tjfEKcuUyLRLROOGZW0Sqqbhj8SJazo2ux2baEKWjQdMGFPKhLGlrF67jXA4ykPf+wKTJ4wgFpfp6u7hkT/8nUOHG3vtS6e6I8qRrjiGg4uIKIhoeiIXAhFRMlOUYWFSgUhvQtobkunwR+kKxtARqF/zOD6fj8bGZp545h1q6tpxOW20dkcBAd3hIej1oyESkkHWBXpkHVWJG6/dcQx5siDXQYlx/dJZ/PXnXxnQZ6M/2Frn46UdLfz0430Xtbqu4wvF2LV14yndrzqDcSwmAY/t3NjGBoNBNm3axPz581OdoWg0mro+dHd3YzKZUtaQOTk5qYF9VVVRVRWLxUJ9fX1a0d0bqqqyevVqxo8fT2Fh4VBBfiHghRde4Otf/zp79uwZFLub3tA0jZ6enhTDEQgEyMjIwBvVeHRHjJ/ecBFSNMBdDz6Hr72dI3UtKatBAEQTmJ1gciKZrJhFyLUaOu+7b70Em0miqa2bji4/H24+lPI/1UxmfBEFDYirCe2aHAQ1wrCCTGaMK+XV97ZwyZyJXLP8Izz2wnpqGrswJT7AJkHHLUF5lppmE2V2eVgyawzvrdmBoqjEFZDVxDYmCZvNQrs3gqYL5Ga7WTh7PG3dIXYcaMQbiIIio6gavcOEesNhNXP5ogncfNVsfvzIKxyubyc/x8Pk0bncct3F1Df7+PmjLwM6WRkuAnENJRLGbDFz+63LyM908cCDf0+x8TarmTEVReRkuTnS1EUoHKWlI0gkrvZ5fLPHTVzR8fUEQRCJKhq6poIaTjDkMRZMH8OOPVWEo3EunTWKZx7+zwFFxJ8uIrLK7z48wpcWl+OyHt+b7gzGufRX63nmlvF0Ht57Upb8b1sa+duWJl67a85gn3YKLS0tVFVVUVZWlmq5904pzcrKOuH3UVEUVFVl69ataS4qJ0N7e3tquHMIQxgI7rzzTnRd55FHHhn0Y/W+Me3q6iIej5Odnc0Hh3ys77Ty7OfmoGg6v/uwlrsvLqctEMMblpkxPBOAq7/8GF21dZzgHj2FnGwPUy5dxKubahhjixHwh+nx9iDJ0bTVeGuzTCQaBDnErVdfzuqNVZhFnRF5GhbJSIZOFjp1Xo2NdUYKm92kManIREVuMlVUZX1NGJOgclGpE7fNhKyALFpYOGcyhXlZxOMKR+rb2bKjOv26l4KO02IQQn997L8oyDs6kBeLxbnxSz+hs7ObLKcFW+JC1doTZU9jAEUjUZRr5DrNFGZYKfDYUu4vnSGNYFTG6w/Q6gszeexwSvOzmDuhFDkepa6xm/rmblRVw2IxYXe6aWr1oUhWImHjxiasCMiakb4ZUxLsuBI2WPC+GHLAYZU49N5jZJzAKOFMUN0e4sOqTj63sKzPv7+2p42H36vhyauLTsmS3/38HkoybedUV75nzx4URcHtdqellObl5ZGbm4vL5erzfJOkjSAISJLE2rVrU0X3sWhoaKC2tpYFCxYMmgc5DBXk/YYsywwfPpzHHnuMpUuXnvX9R6NRurq6Und1ydStnJycVOrWv3c28tO3qnjqMxcxqiiL771+kKXj82jrifCTl7dz7+wsvvKDPxGKaWB2gMmJaLJiEQWK3eYU0wGQ6bYTisRTg4vlI4rZUdWMIIqEZWPQEDWaiOkNc9enLuOxZ98CsxvMVhAdIBiaOotoLLaKqlDi0BmWIZxw0MTtdtLaGQIEliy+iNVbqvH1GKz0hLGl7KtpJxiO970xkJ/jQVFV4nGFuKymLchfu3Mply8Yz93f/gutCabd7bTw2I/vpNPr50e//DuxuOGfnp3l4f6vfoLmlm5+/tirKIrKnItGcfnCifzh+bUcaerm2G9GTqaTOdNH8f7BTrpbO5FlxYiR7nVpiqu6wa6okVQxPnl0MS2t7XR6A1w6dxI/+8rHURSZadOm9euz4Q3H8YUVRvTVJz0L2NccYEKRi507d56UJZdVjUBUIds5uLHyvduMnZ2dhMNhHA4HpaWl5Obm4nD073VILrhdXV1UV1ezePHiUxbaQ6FAQzhdbN++nUWLFnHo0KE+bdTOBLquEwwGU9cIn8+XdmOamZmJJEl89blt1LQH+OfdiwjFNB54tZIfXz2Oh989TCiu8vD1RghK1oKvMSZTwm42ZoVuvv5Ssp1WBCAYV5DQefnfq4wBe5MZ+sid0BOpyaoGO1sixKJ+rrvqEvbtb8HrDeA06eS7NbKcR70HPA5jrTzcGScma4wusKbsbqvaIuysDzE6z0ZFniNVRKmChY4AfZ5DcXEeDpeTQzWthCJRxpTnI6Lh7TLC2xx2Kx63kwyPk6uXL2DJoosIhCLc/7OnWLttP0o4zIRhWYiiQDAqs7e+m6IsJ8XZjjRf7Yis0uSTOdQRozjXyU/vWsbaDXupqe8kHu8jk8PhIqiZ0Hp6sFjMdAdkdASiqjHIGVAgroMqJ9hxJZQoyA1IkojFbMJiMeN22PjNdz7LFYsuOuHno6YjRI7TQqbj7K9dUVmlwRtlRLaVtWvXMnnyZHJy+p4t8kdlzJKIvb+hHqcJWZZT34WOjg4URSE3N5fCwsIBpZT2ZsmT9qELFiw4juRJ2uNWVFRQXl4+aITNUEE+AHz7299m+/btvPDCC2e8r94seGdnJ6FQCI/HkyrCT5S6tWvXLhwOR5oF4mef2cmUYg9fWVLBL/70Kt995J+pglyQLFglgVyPjUunj2BHdSvdHd40TWBWtoeaNj8goOjGFDtK2GihKTHQ4giSBR0RTAm5gmAByWxM0+thTGYXdlFjuEvHJBkl6m9+9Dn2VB7mSF0rLqcNWYHX39sGCIRlUto9AJPZgjdkLGwlBZmMGlFEVFGpqu/kSFO38ZoZB05tU5Tn4Wu3XkI0HOGXT76NJIr87defY/zIIj710Juo9TU0NXVgs5r5+bduJstt58e/+yflwwuwWSy8+u5ONMUo6PPLirlm3jB+/8JOQhHjPOw2M5oOZaX5mCxm2nxhDjV50ZV0VsZqMaFKJkLBiMFpqInkTSVKhlMiy2WltrGdKePKWPmX72Axiaxbt445c+bgcrmQVe2koQqPr65lU62Xv3z6xAvy2UBPTw9bt25l0aJFAx5a+enKaiYVu7lq8vHsQn+QbDN2dXWxt6GLbZ0id87OJzc3F0VROHToEAsWLBjwQqgoCpqmsX37dkpKSk7pFT0UCjSEM8G8efO44YYb+OIXv3jG+0reTCYLD1mWyc7OThXhvYc3k0iGuUyZMiXlGhGRFRb/cj2PfnIys8sNtjh/4dcZnSWe1MdbFHTcdjHN9epT1y1hzMhS1u08wlMvrsGdYKL9UZmatjayxswi2t6OWwKXWaXYreO0gSiCP6LT2BNizoh0xrLdH2NXXQ/+cJxpZTnkJWz0yoYXU1nVnPLrtlnNuJx2SotzcbkcNHf42ZkwJOgNs6SRbTeOeSw+ee0SPv2Jy2nxx/iPv+/htx8fybpVq/hgfSXdXn/aY7OzPBwmi5FZFp556X0EycKIXDdFWXbEXse02iyMLCsi0+MibM/g7TYRutpxNFWDIBCOGzctIUVA1QUiKkRSYT8xUEPYRZWD7/wGp91qmAe0tVFdXZ0qDhVNO2ns/K3/s51Fo3L4/AlY7rOF09WSxxSVL/5tN9+9cizlOQMnlpI3pMl66YMaP2aLlRWTC8jLy6OpqQlN05g8efKA9x2PxxFFEUmSWLduHSNHjuwzZKulpYWDBw9y6aWXDg11XghobGykoqKCXbt2UVY28A/+sSy4KIop/Wt2dna/3uTu7m52797NokWLkCSJ2q4wyx/dxPtfnUehx8aPHn2Bn/7xtVRBjmTB1ss6TxQELG4nxS4ztc3dxxW50aRUJTHVbTiDqClHF0QziCasJhFPZjYdvgjLF4wDJc7BfTW4LUdDemxWMwV5WVgsJlrbvSn3E1mFmCowdlQJkZhK5eFWI1I5y01hcS6b9zUSlfuWh7g9TlRVQ1cUIjGjcP71/R9n++4aXnt/N1keB3d95nJsxUXMHJ7Bjx58mt0HmjBJIt/+yrWsbIWa1Wtoa2wDwOWwMH5CKbozk1Xv7kDTdSaNKWHpJVP5wRPvEIsf3xIVRBFPbjbtLR3HucUYyZuJYU4tztQxJezaX0NebhYbnv8RRfnGRXL//v2oqoo1fwSffHIb7987n0x73+yGltDzH5uyNxjYsWPHKbXkfeFfu1sZnmVnWmn/mEFd19NuSJNtxtzcXDo1B//a7+VHHxufeuzGjRspKSlh+PDhAzqvJEvu9XqprKzk4osvPmnBPVSQD+FM8NRTT/HTn/6UrVu3DnhWqHfR0dXVhc/nw+FwpK4RJ5Nn9UZ1dTWhUCjVgTtWatbW6WXG9Q9S6jJmfFxOG5IkIYlG6z4UV4mEI+iqioCOUFSK02ZG8HUSC0VTXcbe0HQdxWZmf5MRuuKUINOiMTxDw2IyUjgBGrtDRGJxZozMRtd1vIqVopISRhRnc2DvAfz+IKLJxF13XEt7Z4A/P/smAJnZ+ShIeP1hOrsDacd2Zbjo7okiKyoWk4jLpGKRNC6aPJJv/Mc1BIJhNmzezz9e/RCArAwXZRXDkDLz+MwV0+jpasFmd/Ly6+vYve8Qss3N9VcvYfboXGqaOrGoYVZWBtj0/ro0T/WJ48r57C3LKSzIprnVS08gxCP/3klzTS1awHAri2oSsqwRVyGqicQ1w4FLVVXD9lYxBmEvWjSf53/4aUoy7anPwrp166ioqOCdepW397fz7B0nDjmLKSpmSTwujfRsI+m4cjKWvC+oms4f1tTyqVklZB0bb3qibVQ1bV4oHo+nvgurGlUESUoNQEciEdavX58iuQaC5DXCbDbT3t5OVVUVixcvPu67pus669evp6ysjJEjRw7oGP3FUEE+QFxzzTWMGjWK73//+6d8rKZp+Hy+VBGeZMF7RA9FedlMHD4wj2U43gIRoNEbYViW8UX+74ef5dd/fTtRkNtBspGb4aCiOIu2rgBtXYET7js7y01zp99gxtXeBbmC1Wojpuhkuh0IZjtef5hPLJvNyx8eIC6rlHrMWLQ4VknHaZMQBdIm2wE8HiddQZlYNI5ksuALHy12JbOZjrBM8uagJD8Dm91KdyBCW1cgzW1l2Udncs1l06jeXcUjz63BZjXxw/uv55WXPqTykOFXbjJJzLuoghUfnc7f/vkhh2ta087FZjVx7x2Xcdnii3j9w3388NHX0DSdworhLJ83il/8zweAIe25dcVMrE47G+v9HOqMgK+b2up6AMwWEyZBJxKLgxIH1ERXQWHksGxqao0Bokcf/E9uW37USSW5gEyfOZuD3co5i6Y/FXp6eti2bRsLFy486yxA7zZjZ2cnuq6nDduc7HgdHR3s37+fhQsXnjZLvmvXLnJzcxk1atQJHzuU0jmEM0E0GqWkpIRnn32WxYsXn/LxsiynacEVRSE7O5vDERsXTxhGTsbALeWOTXeOKxq+iEx+wr7kB4++yFP/3IbzFPedVulommVv6EB2toeGNj8iIAmJGHpEmntUREnCJAoUWFWGuXXMJiMJNGmvOGXiKG64eglmi4mRI4azZsNO/vg//yQajePK8DBy7iI69uyiqsZYOzUdOgKgYRRIJpNETrYHWdWpa+1JkwwC5NuNGabhZcV8+tqF5OdmYMnOY8fWPbz0wltEY+mSyDHjK5h+UQUfmTmOg9VHQJcxSRImi52aui527DnMgWrDrQtRZNqlF3Pz4jHs3F/HqvX7qDrc1LcbmNlKIBhHFwznsqgmENFAVTU0VQEtDmoEMzH++ycPcOeiEWnFalNTE7W1tYycNB1vRGF84fER7ucDhw8fpquri5kzZ551x5VIJEJHRwednZ14vV6sVmvavNDJ1uYDBw4Qi8VOa6g6Ho8jCAJms5kNGzZQWlraJ+kaCoVwu91DQ50XCt555x1uueUWDhw40OfwW+/We1dXF5IkpblAmM1m7v/nfoozrNz7kYHfZUVlle+8vIvLCqJcvjh9Iri+O8KDjzzL//xzjVGQS1YwpbeHbBYTM8YVM648n2df35b6vSsnC2d2BnUHDOcRlHAiiMBgegEKC/Jo7fQzdVw5uw4ZDPMd117Ms69tJcdiRA7bE4vuD792AzmZTg4daaGmrg1vIMK6LVWomo7TYaW9J4amC2Rmeajv8KPohndrbk4G9W2+XumfBsqKsmjtDhJLsOJmq4Xvf/4y1m49xPubq3FkuNnz7Jd5/vUt/M8/16dYFFEUyJ88jlmuEB9uMQKECvIyuHbZXPYeamH1liqCIcNbd8T4CvxxjepE0NDlCyeyt7kHMRqhqb2HaCydGZLMAmokmPpZAHTVKMbNooYcMzoCLoeNhrVPYDnG8Hfv3r189e1u7vnIGK6e2j+px6nkLWcDpxtLfCyS7g/JBbanpwen05laYDMyMvo9IJ20JczPzx9weE+SAenp6WHv3r0sXrz4hMW/2Wwe9KHtIfzvxv3338+RI0d46qmnjvvbsa33np4eHA5H6vqQlZWFIAgsfng9P792wmndqFe1Bfnz+3u4Y0bOcZ2uvc1+rv7sjxHjEg7TqS79OlYTmG0WBNlwIcksLsZhEvF6A7R19qSVwmFZpTmkgGTBJEmUu1QyLDrJGvOSyxewY8MGVFVjwdypXH7pHJ79x5tU1xjF7qTxI1m+dBG/euxFvD1BXE47gbBCKCoTVSXMDjc9wQiRmEKSuBEEAVUQCcZVNMAq6JS7NI5tJuaVD2fOFUu477KRVNU0sn5HFfsrD1NdVY+qaVicTm6/ZiYjyodz4FArm3dUsf/g0cA5QRCoGFmKVDqaeGcHss/LwUNH3VrycjLQzBa8qglTVg7hjk4irW1oCIRkUHQBv2owxZqavK4apNd/3LSEh77+6eNefU3TeOXdtXx/i8bKe+b2OxFzsK8RiqKkZFEDYcn7QpK07D0vlJWVlbpGOByOfhf9sViMtWvXMmvWLDwez4DPQ1EUTCYT3d3d7Nu3j8WLF/fZLbVYLEPBQBcKNE1j3LhxPPDAA9x4441pH6iuri5CoRAZGRmpItztdp/VNy8UV/jWqwe42NPBxbOnpUW6fu6ZnRxc9S7btuw1tN6SFRDJy8nAarXiC8QIRo6yA26HBTkmY3M7CYZihucskJ/lotvbaTDcasyIftcVBFHAbHEQlxXmXjSOjXvq8LhcxOI6GSawSDrOU9w4jh1ZQkt3mKY2HzarmeagwYqbzCaC0aMFryhJOKwisWiYDI+TopJ8mjQ7gmRBam2kvdNoCY6YMo5oYyPenhAjirNYuHgixbl2/rbDj95QS7jFYMavvriChbMn8/fV1dQcrMPXy94wO9PJrR+fx0sf7md3dQuiIFA+YSQHK4+gHnNjIFmtSFYLeiSAHAkhSBJ6PJLQ5GtHPWM1BVGE65bO484bL2PhzOMtpYLBIM+/u4mPXTqHvH4wYf6ozCUPr+fZO6afVbZE03Wq20OpgIczYcn7ajOeSvfaX3R1dbF7924WLlw4YIYiyZLv3bsXj8dzwnS3oYJ8CGeKmpoaJkyYwP79+ykqKkpjwTs7O1FVNfWdyMnJOaPvRF/Y0+Tnbxtr+Wh2V9ogc1zRmPPQGg69+hI5DjeiYFz6jy8AjOuVTdKwpL4KetrfktB0w8dbByIKtIfCIFoQJBPDHTrZdrCZjZAfgIvnTWDHrkpj8D0Bm9XC1VdejM3u4A9/eQ1FVSkvLSCvIJ8P1u0FjHRMbyzhQy6KiCaJQEQmroOOkEi1BKuoU2LXMIswemIFSixOU10z6BpjR5Vw12cu55WDPiLhCOtbYaozjG/Xdrw9QY6FIAhMHFfO4nlTWDB3ElaLhXu/8ycqq48W4oUTJxDVJTo6/YRDUTJEBX9nd+pVCimCUYwrxmyWqqqJ60MMtCiCJtO89g94XH3rquvq6nhvbyO3L5/frzri/YOdfPe1A6z5z4WnfOxAEIgq+KNySlJzJix5LBZLBbglpbu9O6VnIhmsqqoiFApx0UUDn7eSE/WP2Wxm8+bNFBQUUFFRkfaYwQwFgqGC/LTwne98h6eeeorhw4djtVq577770hxRzoVLQ1VVFZFIJK09E5VVPv/A73jpnR0gWZAsdo5Noc/0OCkqyKfySDsAw4bl4e30EYrKjC7N5b5bFjMsz82XH3yeI01doKmJ1pphyZSXk0WHL4zZZMLicBOJi1gkEQGdLLOOSYBLZ5URimpUHW7BajEzcewwvP4IlYfbCSYGJm1WMwFZJxBTkTUdVTci5XWThBoOpMUS94bV6SR//DjUmEJz5SEQBD566SQ2bKxCTrQinW4HkyeUobozyVdDbFhrBCC5nFbCUcMZpbggk2Gjy1kyZwyFLgvf+/1bHG7qIifDgae0mMrdh0DXsXjcWDM8mFAZkWFiX10HStCPKitIJhNqNAjoRiGuJ91pZK5aMoPvfeWTjKsoOen7uGvXLmw2W7/jfzce8TKzLOOkAz5b63yMzneScQJN+nHn0NjDLX/Zzt2XjOD2+cOxSOKAWPJIJJKadh9om3Eg0HWdrVu3kp2dPWANX5IBCQaD7Ny5k0WLFvWZ7jaY7McQ/m9A13UWLFiQ6hBdcsklfOxjH0tzRBnsm76ktLG0tDRtQC0YUyi8+Btk2mxIgrEOH/tx1wFFMWQVDuloMQ2QleXGbLHQ1RPBF4gkM4dTf/eGgsi6AJKVCreI06IbMka7hJZIQp42cRg1R5qM12nuVG65cRl/e+l93nx3MwAzLxpLfZOPww3GNUpWIRiH9rhkuLr0OqamaWi6nsqhyLAI5FkNfsQ6dgJhyUKGXcJSvQsloX1XrQ5Gjywho6iQ3JIiNEmi6sMP8DYbckdLRibXL5vLpQum8NiGVpYOM7F92wE+XL+Hbl8Qt8uBL3c4lpAfX2NLn6+/YLMTCkaRdSGV2qwoijFfpMUNBzMlym3XLObR73/+hO+jqqqsXbuWCRMm9BlacyzCcZUDrQGmJ+wt+9ynprO2ppvFo7L7vdb9fnUt7x/s4NY5pXxsSiGyLLN27VqmTp16XOT8sdB1Hb/fnxbglpwXys3NPaGBxekgHo+zdu1apk+fPmBb4d4seU9PD7t27WLx4sVp9dxQQX6BYPv27fztb3/jzTff5ODBg2iaxk033cSdd955XtKrkjrBhQsXphUWN9zzC95YswfExPg7gCCSnelBQ8QXiGCxmBg5cyaVm/ektisflsNty6bwj7e3sb/m6CJTUZLF4brmRHyvwRYPLymkvtWLYPGgixZMgmF9mNmr/rtqyRTsNgtrtlTT0tGT+n12lovsbA/bq1tRVB2TSSIYU5BMElo8gJ7Q4g0ryiZutpNbmEdbFCZkmVi/cQ9qzJCXmJwuTK4sol3dmOx2ciZNIN7RQaSxMc1BpqAgi+EjiqnZtjf1O1tONq6SYrxtXfjaOlKhEg6XA0+mk9o640LgyPIQ7mzlOP9DQDKbUCMJPX4ihRNdB13llo8t4vEffqFfn4lkSubpOJucCFf8biNfvmQEyycV9Hubg61BvvXvAzxx81QyHWZ8Ph/bt2/vkyXvq82YmZlJfdzJuiaZX1w/edC+D16vl507d54RS15ZWYnNZmPChAnHPWaoIB/C6eKVV17h1Vdf5a233qKnpwdN0/iv//ovbrzxxlO6+wwGmpqaqK+vZ+7cuanPtK7reBZ8A8l06rXGKug4JACdpC+AqkPvAlzTDTJFTzh0ReQYqhJDkqwUOc04TIYnOOjMmFTGwWpDBrJo9ihmTp/EiPJhPPbkvziQmMmJ5Q7H1tNJIBjB47Ljj2gEwnE0HRqiiUAXTUNPFeEJMkQzUi6z7Tayj1GSalm56GWjcDdUIgZ9x6VZZJaXUzprJp2HqugKq3g9xWQoIfKiXbQdrkOLRVOPtbscRO3Z+Bubju7f5UE3W1B1gbH5Lpq7AnS0Gs5gKUcVVe1VjBt2uKUFGez69y+xWk6+jp3tlMy67jDX/mELb909lzx3/wLQZFXjzX3tfFDVya+unwQYnaDu7u4+WfKkQ1DyGqFpGjk5ObzVIFCY7ebT88rP+HmcCIcOHaKnp4cZM048BHsi9GbJt23bRlZWVhopNdi2uEMFeT/x5z//mbVr17J8+fJUYqfZbObXv/71Ge/7YFuQ0fnOAU9IJ32je39grv7CT3l3Y6Vh+iqIWCwWNN1ItnTYrIaV1OFWpsyfRYNPJtLSgiXTg9zeTCRkyDgcNgs3XD6dimFZPPjsKsLdXcbO1djRg5schvOKZAdBxC4ZaaB9wWo1M3dqBTtqO6lt6iK5oDudNrr9CZZFMY5tdjiQw/7jPGdFi4XswiIUu4dQYz1yLI7Z40ESLERDhlbbXTacktHlXDc+k217alm98QCaLCNareRXDCfe0mxMufuD9L6o5Od4CNncEAnR1eHFbDYhuZxEO5oBsLjdiBYrJZk2ugJR4qEA4R4foiCgKXEgcUHQVa796Bye/NndvLavg65g/IRhC71xLBv94vZmhmXZmTsiizf2tvHoqlpe/4/+h/Foun5Wpu17n1c8Hk8trl1dXWltxuzsbMxmM9XtQTYe8XLrnIElDQ4U27Ztw+PxDFjjnmRAwuFwSpLT29N8sNmPIfzvxt13343D4WDZsmXMnTuXcePG8dBDD3HVVVed0X5lVaO2K8LofOeAtuvLAnHdtgN89O4nEcRTywIkUcQhGWRLkiRXEYio+nFMdRKaqqLGvIgmBzl2G26zjivlvKVTnOfB7zfsBSVJRNOMwtphtzFvzmRefXsb6DqF+VnUtvqRZQ1Nh6gq0BrRDFewlDzQIEBSnUk0PI4MPGYBi9VMdlEevqYW0DR0pxsmXoQqSFyUoVKghzhYVY+3tQMBHcXuIlo6HpOvHYu3FVE+eq2TzGZKx4zA58gh2NKGtyYxZyVKqJKZ0AlyM2IahDXj2qurCecyLQZqHBMKd9x3FzcsGMv8ipMzzEnNdpKN1nSdX793mFvmDCPfbeW//1WJ3SzxrWX9d8Y6G9eI3ix5VlYW4XA4NS+UdAg6tiu0cn87TovEwlFnpj3v73mdir0/Fr1Z8mAwyNatW1m8eHFqXnCwXbiGCvLTxNatW7n00ks5dOgQbvfp63lDcYV5D63l6dsuYuqwgYVJHGuBCHDrf/6af769GUQJUZJS09+lJUU0tHbz8ctm88qHeygqyMY0cQa+3dsIdBp38wU5Hu68Zj6BUJDnXt9IR2IwUpJEJo8uYee+Q4kjC4li3AaiOZEGKuCwmnjwnuWEwyH27K9BlZzUBTUcVjM7dh2iqycMgkBuloumDv9R7aIawyzpmEWVcNgori1uD9aMTDLVII1tPnTN0N5Iosg1l83ktfVVRKMxxkwYjT8u0Fp7lLHIz88k5shgfEU+h3YeIJjUBwpCiu325GYxrKyIjrDCaCds3lNLMBzDZDaR4xJp6/ACxkCTHDzK8CdhkkSUeBQwbCIFdB5+4DY+/8mPArCqqpOeqMLHppx6WNPn87Fjx44U6/ub9w8zKt/JlZMK8EVkqtuCzCo/ty4sdz6zk4uHWymKN+FyuQgEAoPWZhwozlTjrqoqVVVViKKY5ls7FAo0hLOJH//4x3zwwQf861//OqP9fHCwk2+8sp/N3zi1a8uxqK6uJhwOp6SN1939MG9taQQxISPr8+qvAwKIEiZJSnzPdURAQ0AQjHVYUVVUTQddR4eUbISYF9HswmWz4THp2CUNswRGULDOyNJc2to7U0dzlAynLNPBlu0HAdDsLkI+gzRRBIlw3Ehp7o7GDaYZPX1mR1cTBblOljsfswgmkwhWG6aCQtydjcQiUTCZICObqRPL6RQdNGsWRpiidG3diBbrRTYBumQiY1gJclYBomRirlvmgw376fGHASgsKaCqth0QEEQRi8NOWNHw2Mz4wzEC4Rg6Aqqqomnq0SFO1WDIn/zJFwlllzG3PIuJxaeuH2pqavD5fMyYMQNZ1fjqC/u4//KRlOc4ONQRwiQKp+XvfbroCsX51JPb+MZsO+a4H1EUicViZGVlpRIyz/ZsxEBwJhp3WZbRdR2r1cqOHTtwOByMH2/MgA0V5BcwZs2axS233MLnPve5M9qPLyKf0IP6ZNB1nQ0bNlBWVpayQNy8q5pvPPQ0m3dXA1CQl0Nbd4DJY8vZc6iFESW5NHVHiffy+bZazJRPGseDdy7hlq/+imDYWJyK8jK549pF1NS18PfX16UfXLIashjJisl0NG1tyezRlBZm8sxrW43FuhdsLgfBSDyl5RNE0OVoSneNrpDpsiJbXWSYNWKhEDo6kieb0aV5dHT5qU60NkeVF3Go0QdAZk4Ww8eNoaOhjZbmjrRjWlxOLCYJJWDcXAgmE5b8fOLBEBGvL+2xFSXZBPw+OrwBPC47Iio+Xw+iKOJ0u1AQKPZY6PAF8PsMhwFdUzBJAn/6yV3csGz+gN/DJJLa6GOHSE6FJ9fVUZxpZ9nE/NM+dhK924zvHeig2KGT5xDxeDxMmDChT1eh84XkQtlf7X0SSQYkGo2yZcsW5s+fn/KtHSrIh3A20dbWRllZGZs3bz6p1WZ/cLrXiGMtEIdf+hW6QomCO4UTlACCGSSzwaQmUpl767WPbq4Z+9ABNMNbW7JhttjJNOl4zHqiiNdxWgR0XWNMeR49PT1c87ElvLByO12tHYCAanUSTnQwY7pITDGGRiMaROQ4mhwhxY4nO5NooBpZGW53PvZjRlbmzJtI0+EG/N2+tN9brGY0VwZKXgn2jlpMQR+yK5NoQRkIJtTOdkzd7ejyUQY8K8OJYLZQ22KQNIIk4o1px1kvCoLBjGuqetSpTIuCEuf6pbP468+/cuo3rxeS2ugZM2YMKAVW03W++UolX1pcflYK9qSLXGtbO28d9DKv2ISuyFRUVFBWVnbBWMYm/dInTZpEbm7ugLbtzZJHIhE2btzIokWLsNvtg26LO1SQnwH+8pe/8Mtf/pJNmzadN7awsbGRxsZG5syZk3YO+w81MPvabxiLp2RBEAWcTjfBcIxvfeka/vjP9bR3+SnMz0QaN53X7/8IhU4TU6/5Fm1dfkaU5LLp+e/itFuZ/8nvsOtAHZIkUl6cR01Dm1GMm2yGZEU0Mboki4ZW33HnZ8vOZuLIAixKjA+21gAgmk1oET+pC4EmHw0g0o4P4umNuTPGs7eqiWA4xkfmT2ZrZRM9AYNVv3LRJGZMHoHbYWfHwRZeeH8PckzG43GQl59Nc0sX0VAk7fLjzHRjcdiZkG9l3fYq0DTcLhsBnw/QjcHNWJhjL1pJuYrDbuHZh7/KRxdOG9D7diy6urrYs2cPCxcuHNAd+HNbmij0WLl07MAWHTBu6MLhcEqK4vV6j2sz+v3+VCT4hVSsBgIBNm/ezIIFC/oczjwZkgtuTU0NsiynJvKHQoGGcLZx0003kZuby89+9rPzdg69052zZt1JXJdImLSefEPBbBAvQvLxGNvoaqIg7rV96mfdWM8lK6LJjtMk4jLpWETdYK5FHYdFOKr/FgTDHcVmRRNMdPvCIIiEZR1FN3TpQdXwIleVGHq85+i8DnpKKiiKoJkyMTuyENAZPTyX4blutu025CWFo8pYMGccE1w6G3fWsP9gA4HQUW345IUzaIsKdDS1QVcbevxoEW6yWnEUFFBRlMna7YfRwmFEk4Q/piLrIAgiqq6hq1rqFdH1BIufCokzdONTxpSw9u8/QToNW8KqqirC4XAq8Kk/0HWdH79VzW1zS1NZJQOBpmn4/f6UFCXpIpebm0teXh5Op5PDhw/j9XqZOXPmqXd4DlFbW0tbWxuzZ88ecH2mKAq6rmOxWNi9ezcmk4lJkyYNugvXUEF+BgiHwwwbNoznn3+eBQsWnJdzUFWV1atXM21augUiwM33/YpX3tlMcWE+zR0+poyvYHdVE0vmjOfbX/wYiiOT36+tY+mEfD4+tZCIrNLU2MaCm38EwPiRxWx5/rscONzMZbf9CF8gbCzOgmTQ25LVCB8SjDvGm5ZOw+2wcuBIG4FwlKnlbvyqhX9tOIIcNlp9ZouIHE54hAs6mpxYFDUVdIWZkyqISjZKMq1YBJ1Orx+L2UyHP8L+KoMdd7ucBCJG4W7LzGLyqFK27KxOe+6jhuehuTLxtvvx+tItrWxZmWS4LPj8AWRfN1ovK5oMj4OehGbe47Tg9wcQMHTmuq7REwgTi8YAnSyPk5ce/Tpzphnavbcr23FaTCwYOTDdGkBcUVm5ZjNTKopPKwW2v1BVFa/XmyrCk23G3r6vx2Lbtm1kZGScMct3trFr1y4sFkuqnTgQxONxZFlm48aNzJkzh4yMjKFQoCGcdaxZs4arr76a6urq89bC7y1tzJp9B6omkFZg0/t/e9kbiiZDlpgsyFOSPy29AE9JSHoVyYkMDLPJQqbJ2NQmalgS0hWLdPS4+UX51NR3gqajixKhmIaGkNJga5qOqmlGcRvpoLerlcft4O5blvGFT32UsqXfwmRNtxmePqaII4eNWSBRFBhfUcisKeXMnFyGL6bzP69soL2m9rjXTDeZyRlWSHdcJEuQqa9rS3UGTGYTXREFLfEayspREkkQjFdWUxMyGl1ODXFmOMx87Tv38Ym5FZRkDoxEAGjzBdm4cRNLFsw+I5nsqRCPx1Od0q4u41rY25bwWGImqdnuqwY5n0g61IwfP578/IF1kHuz5PF4PNVlGmyHpKGC/Axx77330tzczF/+8pfzdg5VVVVEo1GmTJmS9vtVm/ex/LM/wmq1EFMgw+2kp1c6ptlqZdzkcWx4/C7eruzg+69Xsf7+hThnHLVh+vFXruemFXP55q9e4Pk3NyUk2ILBjgMgYrW7iJ0g6j4JySShyRF0VcZskpBjYdA1JFFAlWMIgm4MvujaCfdhs9vJdLto7ephRGkhXf4o/mAEQRC46tKLcLucVNd3snV/XUo7b7WYGV5SRHVDFxazRKbLRHtHd9p+83M8RJEI+XtQIyFEUQBNQVMVRElEixsFeG+MHzWMp37+ZSaMOjrA+PvVtWTYTak434Hgjb1t/PjNKn4yW2PRokVn9UufbDMmF1iz2ZxiOLKzs09ZhJ6Js8lgIhgMsmnTJubPnz/gYie54NbW1hIKhZg5c+ZQQT6Esw5d15kyZQp33303t95663k7h6QF4g33/o7dB+r6fJwgCoiCgCRJxOOyUZCbTlGQ68cW5Rj/SmaQnAgmGxaThE00PMJtko5FBJtZoCjXhW6xUltn6Mk1USIYM/TiIRXiuoCqaUeLW03Grvcwa/JIll8yncWzJjCmohS7IU7HOedekKwIQIbbTiSmoGk6U0cVQDxOfXP3cc95xLAc5kwu5e0Pd6GqGkvmT+BwQGPPoTa0Hl/aY61uFyHVMAVI6cP1pMuLwvEdA82QqihRBF1m7d9/xB93Brjr4nImFQ8suAbgv/9VSVe3j/+Y4UqbfTlT9A6r6ujowO/343K50gLcTsUw99a4X0ior6+nqakpzWmov+jNku/fvx9FUU6LbR8IhgryM0RVVRWTJ0/mwIEDFBT032bubCKpE5w4fQ75mS4k8ajF1axr7qeypomMjAx6ghGyMj1k5eZw+Ehzavvv3X0t937mo7T0xCh0mbn3wef4y8trjjmKYLDi6Hzt9mX84qn3U39ZNH00bpeDnlCcvTVt9AQNDbrDaaOsNBtTLMyeamPoUhQFtLjBlqdkKuiGhhzIzXJTPiyf/LxcNrTK3Ld8Ik1Nbby9dheHG4x0UIvNCCeyWsyMGzWcXQePBjU4bBbmTRtFSWEuB+s62LSnNnH6UkrrKIoCuVlOzBYz3Z1eIpFIanu71UwkHDIeh46myphMEl/45EeZPXU0Y0cUU1FagNMxcIbjZNB0nc5gjEN7tjN8+PA07+CBQtd1enp6Ugts7zZjbm4uLpdrwIvKhcqS79271wjwmDhxwNsmWfJNmzYxY8YMCgoKhkKBhnDW8fvf/54nn3yS1atXn7dzaGxspKGhgRETpiIqxppmNhlDm2aThCSJaWvCA69WsvIf/+TA3oPGAKiQZNUThbd+DEuuc1RLDsbQv8kFJgeSyYwoCthFsIn6cd7mxuNN+KMqCCIBWUdBQFFVY5hfM+aL0GQ++MvXmD3ZyCD425ZGXtrRwkufn4Wu67jmfDXB6BvPw2I2YTGbiMUVivM8zJ88nByPnVgkxoHDrVTVtqdY75GlObgcVvZUt6TIHABHhhuPy05dq49wr6RmRVWNbROd3ZTbC/R6TbTUEOcj376DO274yBm9h6G4QiQSZdfWTcybN6/PbmZ/oShKWliVoihpAW4DlQFeqCy5pmmsW7eO0aNHU1jYvzTs3tsqioIkSSnHosWLFw9Iwz9QDBXkZwGXX345Cxcu5P777z9v57Bz506++p6fr3xkNNdMK0r9/onn3+GrP/ozFouFeILEznQ7uPS2O/BV7uKDD4wwBk9mBlNHFbKrsg5/L21dCpI1UZAbriu7X/wWMz/5UyLHxMmbTCLjywtp6AiCphgylyQ0Y1EVRQFNTrDOCQ3gxKkT+duPP8uoMuPcNV1nW50v5S6iKCqPPP0G33r4bwAUFuTS2mnYZ5WV5FOUn0NNQwcd3kDa+RTm59LabVgq2iwmRhRncqi2Ja3NaLeZyc1w0tndQySalNAYbP3Fcybys/tvZcrYsycjiSkqX31hH99cOprh2enMbktLCzU1NcyfP39AxaEsy2ksOJBKi83NzeV7bx5ixvBMru312RgILlSWPBwOs2HDBubOnYvTOTBbuOSCW19fj8/nY+HChUMF+RDOOgKBAMXFxbzxxhvnjUFUVZUX3lrND7fB+1+dT4Hn5APagajCxb9YQ2Tdq9Q3tvcqyCEZ2mYxmyjKz6KitIAJo0sZW17MiNICRgzLZ+4NDxCMi2ByGqx1gnl3SgZT7jAZIXJZGU6auiIoCRvFgJLQi6squq71mi+SQZP57DUL+O237wCgJyLT0hNjXKGLhtZOxn3sByn5pMlsRUnUx9kZTgKhdBeVwhw3M8cPQ9RU1m45mBY1UVaSg9VuZe+RdkKxo51fl8OCpun0BBMETjJ/Inl+aQV54nVS4nzyynk8+dP/GND7tb8lwONravntjccz4adLQvSeF+ru7sZms6UcUWwuD7c9tYuffXw8I/MGto4mcSb+34OJxsZG6urqmDdv3oDX994seSAQIDc3d1CvEUMTTGcBd911F1/5yle47777zlvLu7S0lLsn7OaK8enDfZ+6ahFff/Ap4vE4P7rvJn76x3/jC4QRD27mC8vnkmOFF9/ajN/Xw5qtxuR4bqaLy+ZPpKWjh1VbDmC1mIlpvT6EosSHew7zl29ewVsba/jX+sPkZ7uJxFTqWrrZc+go+44gIIoiWsxgndE1tIT5PqqM027h7i/czKjJk1PFOBhDk72t/kwmiXtvv4puX5CH//wvWts6cTkdCJKJuqZ26pqMMJ+K0kKK8rMIhONUHm6htb0TBEPEGA1HqTxkFOzZHgeCruL1h4iEYjSEDJ25xSwRjxp2hv/52Y/xvS9/4qx/ASVRYHSeE6f1+M9KQUEBNTU1tLa2UlxcfMJ99G4zdnZ20tPTk2ozTps27bg248Wjcyg9jaGeJLKysvB4PNTX1w84JXMw4XA4KCoq4vDhwwNu44qiwQqWlJTQ2NhIZ2fngLWGQxjCqeB2u7nlllt44oknzluxIkkSM8YM4yFP4JTFOIDbZmLrf1+Cpi5m5cZ9bNpXz97qBmaNzGfJvMmMKC0gL7tv69Nd9V14ps4luHENiMbNuy6aUQWBECICAiggCeDvDENvvXiiGDcSohPMuC4bHVQ1jtVytGTJsJtTacT//mCb8XhBB0FEkWMIkgkdie6eEOXF2eRmOAlF49S1eGntCvDa2koACjMdeKwmnE4bh1t72Fl3VNpis0hIkkRPIIzXb5A4ggC6KqcX4lq8l4yHRHGuMaY8n9//4AsDfr88NhOjT1AYjxgxgo0bNzJy5MiTMtnJALfkQGYkEknNC40dOzaNwNB0nRWTC8hzn34OQ1lZGWvWrMHr9V5QLHlxcTG1tbWnvKb2BVEUURQFRVHIysoadMJmiCE/C1AUhfLycn7961+zfPny83IOSQvE8vLy4z50n/n6b3nxzQ18+ppLUDSBv73Wy8JQlBgzoohITCEQkVkyYxQrLrmIS+dO5Jp7fsvOA/V8887l5GU5+eUzq+jwhbjzxoXcvGQCwwrzyMrKIhpXeOBXL/Knl1YhSiayc7KJROOokoQWDhJPerymEi0NVmH6xAr+8uDdaYV4f7BxZxX3fP9P7D/UAEBxYS6iaKKp3ZtmyWW1WpBMVsJRY2I+0+NAQqPL28vhBXA7bESiURRZBnTsNgu//8EXzsjG8EzQ2NhIfX098+bNS7vgqaqaln52pm3GgeJCZckjkQjr169nzpw5KQvD/iLJksdiMfLz84dSOocwKNizZw9z5syhurr6vBUrx1og9gcfHOzkJyureefL83h6UwNZDjMrJqe3/ntL5Do7O/H5g9TF7Dz48NO09SiGI5doBtGCIJmQRBFXInBIFwTCik5cTw5v9irGNfloMa7JTBtfxmt/fICsjOO/4zfd91teXbU3FYhnkDCGAYEgmY4LWx6Wn0l+jovWzgAd3lDa3xw2M5Io4PWHU1cJSRTQNBVdTdgs6rrhnKInJCuqnEoLTaIgN5N1//gJRXln//3evXs3FouFcePGpf0+FouldUolSUqbFxpsF6kLlSVvbm7m8OHDA+48w9GEZ5vNNujX2KGC/CzhBz/4AWvXruWVV145b+fQ0NBAU1PTcRaIb3y4jRvu+QUA2175Ob5AhJff3cI/3txIe9fxoTdgBN9MGlPGzqpmCnNc/NdnLuWSORPIz88jw+PhwJEW7v7hU8RkhY7uAA2txw/MJJEuUTGkIF++bQXf//InsJiNBWJVdReH2oN8dkH/pCGyrPDI02/wk9+/RCR61KIqw+MiJyuD7p7QUbmMaE7oHpXU+bjsFvyBUNoQaUlBNssvmc7nPvFRJo4e3LTJk0HTNNauXcvYsWNxu91ptoRWqzW1wJ6LO/ZjsXXrVrKysi4olhzgwIEDxGKxVADKQCDLMuFwmKysrEFfcIfwfxeLFi1ixYoV3HPPPeftHHpbIPYH/qjM3qYA8yqymP7T1SydkMfPPj6hTyeOpEQuJycHi8XCum2VfPT2n4ApWZBbU0W5SRIxC6Do9ArQSco/lIRvd6IoV2Vuv/5SJly8hKmlWX26WH3kM99n4+66hM2JZAykCpJRmAMIIpluJ4Ik4fOnW9/arRZUTcNlt6QV4aIooGsqutZLH54klJK68YSkxmoS+e+7rqM4P4ucLDd52RlMHF2aur6dbfS2fU0W4R0dHQSDwbQAN7fbfU5JhqRf+vTp08nMzDxnxz0VkoTl6cxnJUmbYDB4RrNd/cFQQX6W0NLSQnl5Odu2bRtwuMvZQtIC8aKLLkr7MnR6/YxccheKYujhpk0dx4z5s/nFnZezZtsB2ruNkJvOzm6+8asXU9s997M7uP+3b9DYZqRWWswmpk8oY0x5Ia9/uJOunqPMQklBFvPmTOK1tzegKprBgjgsdHb5SA25qAoFuRn86Sd3sWReurxgVXUX1e1B7uxnQZ5Ec1s3/3pvC++s28XqLfsJR3ppBQURyWxBVQ2DKrvVTDic7ik+vqKIRTNGc9uNy5gytqzPxUvXdeq6I6lgBV9E5qXtzdw+f/hZiajvjWhcob61C397Az09Pei6fpwt4ZkusFFZ5b2DnVw5aeBDyN3d3ezateuCY8mj0Sjr1q1j1qxZeDyndjDQdZ36+nreeustVq5cyapVq3jxxRe58sorz8HZDuH/Ip577jm+853vsGPHjvM2q9BXunNf+O0Hh5lempGKONd1nbYuL6EewzI1EAjgdrtTBfiJnDgWfOIBdlbWJ1xXrEZRLlkQRIMp10lIVHprsVOFeBwBjd99905uu/ZS/rCmlolF7j5j15fe8QPWbqsCRJBMR4tyJExmC4p6bJkj4nLa0RAIR4/OQRnruYbW2/ErIT85+m/Ci11TQI1jMYm8+Nh/MWXSKPJchhxoX3OAem+YZRPPvtFDW0+YUI+XxlojR0EUxbR5oYGmF/eFBm+EZl+UOSMGzu4fOnQIv9/P9OnTz/g8ziZaW1upqqpiwYIF/ZIWa5rGrl27ePPNN3nrrbfYv38/7e3tA+7CDgRDBflZxI033khJSQk//vGPz9s5HDx4kFgslmaBqOs6767fzR///jZvrtqRknUUF2QzatIEZhSZaWr3EpN1PnHlfO756fN0+YJ8asV8vvWla/n5n9/k9dW76OgOHHc8j9PGFYumIMejvPzOlr5PKjG4OWFsGa//4Zvk5wzOlHIsLrN++0HeXb+Ld9buYl91Ayl3mIQDgN1m4dK5k1h+8XSuWHwRboeFTZs2nTRgZnOtl889u4st31iMxSRyuDPEt/51gD/fOg2b+cxnBnq3GV/a08WGNoFfLc2jvb2diRMnnnX3nqq2IF/4227+fddsXNaBMzgXKkteVVVFKBRKBf0cC0VR2E0imaoAADh6SURBVLJlC2+++SYrV66ksrKSefPmsXz5cq666iomTpw4JFkZwqAhFosxfPhwnnzySZYsWXJeziFpgTh8+PBUujOAqukpdy6AJ9bWMaHQQcDvp7bNyzh7EF3X01jw/iT3tnX6+M6vn+OZV9eAydqrKD9qEtA7qTlVkCtx3A4Lrz3xADMnn9rZ6X9eep//+N4Txg+i2SjGRSk1P5T4AwgCJpMZVdOPylhEEyAc75SS+vmo7/nRgtxwUMnJdLLq2R/ySlWQvc0Bnrx1GgCv7GphZ6Of7105sCThvqDrOqFQKHWNeHCDnxK3ic/OyKK9vZ2FCxee9RTlZzc3sq6mm8c+NeXUDz4GFzJLvnHjRkpKShg+fHiffw+FQnzwwQe8+eabvP322wQCAS677DJWrFjB8uXLKSo6PVOE/mKoID+L+PDDD7nuuuuoqqo6byEQ4XCY9evXs3DhwlSB+fC7NdR7I/zsqlHs2FvFn194j399uItgOHbc9hNHl/LDe2/mhq/+GlXVmD55JEHdzMUTijGbTaiJ1LQRw/KYNaWCH/x9Iwe3bKG904coCnx0/iTe27AHOelLrmtYLSZ+fN9NTBhmPy2T/tPF1j2HuO7un9PZ7efyBVP5/Ccv55I5k3DY0xevnTt34nA4GDNmzHH7eHNfO6qmM7s8k3z32Vn0dF3H7/enFthAIJBqM3oys9HMNvLdNo4cOUJnZyczZ868oArFC5Ulj8fj/PjHP2bJkiVcfPHF6LqOz+fj3Xff5a233uKdd95B0zSWLl3KlVdeybJly8jOzr6gXtsh/O/GAw88wL59+3juuefO2zkkLRB7ezNf98ct3DijmOVjPGmD4tt9VoLY+dLiEWRkeHBYj/++v3ugg5aeGLfOOb6dX9ka4G9bmnB2HOaHv3omvShPSQnVxFCkwTijyYwdUcgbT36bwtzMfj+vA4ebuPHLv6CmrjVRkCeK8pRlr3D0JgASP0spZ5Z+FeFJnbiukeVxsOa5H/HaoRAXj8mhLNuRGjI9U6iqmmZLGI/HU/NCJmcGHpcDp8V0wZIj1dXVBAKBC44lb2xs5Ic//CE///nP8Xg86LpObW0tb731Fm+99RZr1qyhpKQkRdIsXrz4nMoYhwryswhd15k4cSL33nsvN9988zk7bktPFF9EZnyhkd61Y8cO3G43FRUV9PT0sL+uleaObrKESMqP2uFy8+bq3fzpH+/S3BVAy8hH6GqivauHG5cvYPqkUfzXL0980TCbTchyr5Ahm40pI/LZtvdQ2uPGjxrGX352N5PHllFbW0tHRwezZs0a0PMLxRVkRSfTMfDFrrXTx4GaRhbPmnDCNrHP5zthPPzz25pQNf24sJ9QTGFXo5/5/UzllGWZ7u5uOjo66OrqQtO0U7YZk96uU6dOJTu77+M88Goln5hRzNRhg+eNeix0XWfr1q3k5OScN3nWifDlL3+ZjRs3ctNNN7Fy5UrWr1/PmDFjWL58OStWrGD+/PkX1E3EEP5voa6ujtGjR7Nv3740hnqwsafJT2GGlTyXNS3d2e1209XVxYaqFiyxHmyiSk5OTmptShYj33h5PxaTyA+vGnfcvt+ubKe1J8an5x6du2npifL+wQ4qcp2sPtTNP3c0k9NZzaqV7xtFeUJPbswVyWl68Y/On8DfH/kGVkv/v6cdgRgZdjPhcIQb7vk567cf7KUjF47aNqbsG4WjA6AY+RonLsJ7SVYSDPq08eU89YuvMHJ4Id997SDXTC1kWmn6GlzbFUZWNUbn90/iEIlE0mwJLRZL6vpwogC3rq4u9uzZw8KFC/sc2GwPxPj+61U8dM14nKfRDT1dXKgsuaZpzJw5k2nTplFcXMzKlSupqqpi/vz5qSJ83Lhx501SNlSQn2U88sgjPPPMM3zwwQdndb/NPVGKM/q+U3v0wyPsafbz+E1TicViHDh0hI6WRiRJStOX9RV7u685QEWendaeOPVHjnDV536Cqmr88N5PMWXcCFo6vARCUTq6/VTWd7Crso76hhZjY0HAJAoocjy1UFnMJr5zz40smTeZcCTGnKmjUx9uWZZZs2YNM2bMGJC5/oNvH6KuK3xa7bP+YsuWLeTm5jJixIh+PX7NoS6+9a8DrLpvQZ9/P7bN6PP5cDgcqQW2vxG8p9LjPbrqCEsn5DPqNL1jTxdJlnzRokWDPrl/KsRiMdauXctbb73F66+/Tl1dHTNmzODWW29lxYoVVFRUDLHgQ7hgcNVVVzF58mS+9a1vnbV9qppOVyh+wi7eLX/ZxkfH53PrnGEEgkF2761EiYVRFOWk61Jc1ajpCJHrtCAIApkOE6aTrFsv72yhNMtOTNH4ygt7UVSNnf99CU+uq6M8x8Hqle/yiydfSxTlyYJcAdWQq/z3F65m/sQCFi9ePKCi6OrHN3P9RcXcOmcYcVnhC9/+Pf94fX2i6D62CD+mQBdMHGXHjy3C9ZTvemlBJp+5bgmfuupiyoedusv74MpqfBGFn358fJ9/1zQtzZ0mFAqRmZmZei+cTucp1y1d19m8eTMFBQWUl5cf93dfRObx1bXc+5EKrKZza8l8obDkuq7j9Xp55513UteIcDjM9ddfz8c//nGuuOIKsrKyLohrxFBBfpbR09NDcXExb7/99gm1rANFZzDOxQ+v45UvzmZ0fnrh1R2KseTXG/jl0nycip/qtgAP7Tbx4zkwceTwVDHy+Wd3ccf84cztNaQRiivMe2gNVpPEP+6cyRef282oaD3/89TLacdw2K3kZXuw2B3EdZHpIwvo8gVYvXkfADarmdlTRrNgxjhuWDafsRUnZn4OHDiALMsD8owOxRTiqkaW48yHVU6Ejo4O9u/fz6JFi1hV3U1PVObjUwemF1NVFa/Xm5p4791mzM3NPS0ZU5JpGOhNzGDjfLLkuq7T1tbG22+/zZtvvskHH3yAy+Vi2bJlXHnllWzfvp1Vq1axevXqC2KRHcIQeuOtt97i9ttv58CBA2etW/Ov3a08/F4NH957PEHw1r5WfrbyEL9flkNnZydv18bZ2mXivolxZs2aRWZmJk2+CPe9uI8nbpmKx3b0nD6s6uS+F/dRmGHlsU9O4do/bGHlPXNZU9PNhsPdzC7P4obpR212f/HOIcYWurhqciFdwRjN/iiTi9PXra/+8EmeeOF9I80TQFOwmUVeevTrXDx7wgnte0+G9kCMTLsZSyICVNd1fvGnV/nNX1/D28t84LgCXRSPpjjrvYtyowgfVVbITVct4ror5qFEeojH40yZMoU/rq1jfkUWk4pPPUDeG/F4PM2WUBCE1PWhL8KsX8+9vZ3KykoWLlx43nJQ+sL5vHZpmsaBAwdSUpSNGzcyfvx4li9fzpVXXskDDzzA0qVL+fa3v31Oz+tUGCrIBwGf//znkWWZRx999Kzts747kkp1PNZy6oBXZ97IHPITXqMHOqJk6/40C8S/b21i0ahsSjLTi8JAVGZTrY+LR+ewtznAyFwH3/vNc/zlxfeP+oefAGaTxK/++3Zu+tjifrcX+9K4XwjobYu0pVOiOxTnEzNL+KCqk6smnzhy93TajAPFwYMHiUQiTJs27Yz3dTbR1dWVcmwYbJb82In3nTt3ctFFF6WkKDNmzEgxan6/n4qKCp599lmWLl06qOc1hCEMFJqmMXr0aL7//e9z7bXXnpV9KppGeyCe6qKGQqHUNaK100uHbGbOyHxDg2x30xVWCDRV43Q6GT16NKGYwt+3NvHpuaWYpXRmuskXoa4rwtyKLDYe9jJ/ZDZb63y8XdmBJMA3lqZbKOq6ftIbYV3XueObjxoMNlBalMPKv3yHspI8oG+N++lC13UO1bWyblsla7dVsmrzfprbeln0JmUrvYrw8pJ8bvrYQq67Yj7jepFLSR/3+fPn8/CqRi4bl0eey0JXKM7sXiF2xx4/EAikrhF+vx+Xy5VKyPR4+g5XGuhz3LhxI8OGDaO09PzZ9faFc8mSR6NR1qxZkxrab21t5ZJLLuHKK6/kyiuvpLy8PPVar1q1iquvvprDhw+fUA56PjBUkA8Cdu7cyYIFC6iurj4r+qkTfamThV9fllOKorBmzZrjLBAHAlXV+Ou6Gg63eLlqbCadXj+vbKllzZb9ZGghfvnN21g4s+923Mmwa9cu7HZ7n0OU/UUwpuC0SGeVAW1ububIkSPMnz8fQRDY0+Tna//cx7/vmoMlcZHqq82YkZGRWmD702YcKJKWfqcTfDOYSLLkA5H6DGTfyYn3pDVh74n3ZcuWUVRUdMLX+vHHH8ftdp/TWY4hDKG/eOihh3jjjTd44403zsr+enfnOjs7iUajqe5cTk5OWipjEv21QDwVHni1ko+My+UjY42C+nPP7GRWeRafX3hiC1tN0/jtU6/T4w/ztTuvxuk4Ss6oqsqaNWuYPHkyOTnHWxz2F4Gogtt2PFHQ2NrFum0HWL/9AC+8uZ6eQJhhhTncdNUirl82nwmjhp1wXdmzZw9mszkVyPPn9fUcaAvy0DUTUo9RFCU1L9TZ2YmqqmnzQmfbEQUMS7/q6moWLFhw3vTPfSEej7NmzRpmzpx51llyXddpbW1l5cqVqU5pZmYmy5cvZ/ny5Vx22WUnvV7eddddfPGLX0xzpDvfGCrIBwnz58/n2muv5a677jqt7ZNDgMkFVtO0NPlDf77UfVkgDhRbar10hWWumGBo5toDMdoDMSYVe1A1nQbvUX/uY9HSE6WoD927z+djx44dZ8SsfuQ36/nKpRV8bMqJ2euBIhnIM27cuDQnmGRHIjmQeTbajANFZWUliqIMOB5+sHGqoaKBQNd16urqUm3G1atXU1JSwrJly7jqqqu4+OKLL6iuyhCGcLro7OyktLSUdevWHZe22F+caXcu2RUsKys7owHTf2xrZuowD2MLjOJnf0uAHKeFAo+VnohMXNVS/ty9EVNUQjGVbOfxUsSamhp6enpOm1k93Bni6t9v4f175/V57CT8wTB1TR1MGjO8X0RKMpBn0aJFaYP4veeFvF4vdrs9FeDW33mhM4Gu66xfv54RI0YMOB5+sHEqO9qBQFVVdu7cmeqU7tq1i5kzZ6Y6pRdddNEFdUMyUAwV5IOEZ555hh/96Eds27atX190XdcJBoNpllNOpzNV9J3Ol3qw5CHt/iiCILC/Nch9L+5j638tOu457m3288knt7H+/oVpmkQ4OohSVFTUpx9of1DdHqI0y3ZWfMB7o7a2lra2NsaNG5dq+fanIzHYSMbDz5s3D4ej7xug8wFd19myZQt5eXmnxZIrisKmTZtSbcYLaeJ9CEMYTHz605/G5XLxi1/8ol+P1zQNn8+XukaEw+EBDwEei8bGRhobG49Ldz5TVLcHGZ5t5+H3DtPki/K7TxxPJPxxbR0fHOzkuc8eH7OeHNQ+k67g3mb/gDXe/cH27dvxeDxkZWWl5oV6dySSAW7nGk1NTdTW1qY6vBcKzoQlT9ZF77//Pm+99RZvv/024XCYyy67jCuvvJLly5dTUFBwQT3fM8FQQT5IiEajDBs2jKeffpqLL764z8ckW1vJBVZRlLQv9dkoopMWiKNGnTpcob9Y/Mu1FGbY+MedM+kMxsl19T1s2Vv3fixaW1s5dOgQCxYsGLQv05/W1eELy3zt8lM/9+R70d7eTktLC6IoprHgg8nM1nWHaffHmHUCHWISe/fuRRRFJkyYcNLHnWsMhCU/duL9nXfeQRAErrjiCq688soLauJ9CEMYTGzcuJGlS5dy6NChPiUlYFxHkrNCXV1dSJKUti6daVeqtwViVtbAUxn7gj8qM++htXxlSQWfnjMMRdP7DCCLyCrBqELeCZxh9u3bhyAIg7re3fXcbq6fXsySsbmnfGzyvWhpacHn82G1WtM6EoM5R7PpiJfiTBulWSc2BtA0jXXr1jFmzJizHiZ3phgIS67rOkeOHEmRNGvWrKGsrIxly5axYsUKFi1a9L+2U3p+/cr+F8Nms3HHHXfwxBNPpAry3lZ4XV1daa2tiRMnkpWVNWA2UNE0/ry+gU/NLOlTLzd8+HD27NlDRUXFWWMaf33jJPLdRhF+omIcOGExDpCfn091dTXt7e2DtnhML80gImsn/PuJ2owFBQUoisLUqVPP+jm1+qPc9fc9/OnmqalW7aqqLrbW+05ZkI8YMYKNGzdSUVFxQS1I2dnZOBwOGhoa+mTJkxPvK1euTE28jxs3juXLl/PKK68wf/78826dOIQhnGvMmTOHkSNH8o9//IPbb78dOPGMSm5uLhUVFbhcrgHfrDb3RHnvQGefwT2SJFFSUkJDQ8NZK8g9NjO/un4il4zJwXISqz27WcJ+kg5nWVkZmzZtYtSoUWclDr4vnMwyVtf1tPciGAymAtzi8TjDhg2jrOzEOvnTxduV7by+p53f3Dgp9bu/bmxg4ajs4/IwekMURcrKyjh8+DD5+fkXFKlRVlbG2rVr8fv9eDzHdy1kWWbjxo2pIvzQoUMsXLiQ5cuX88gjjzBu3LgL6vkMFoaugoOIL37xi4wbN44//OEPbNiwgU984hNYLBays7PJz89n/PjxZ9zaiskaq6o6uWJCfp8FeXZ2NhaLhdbW1tPSlmm6TnsgRqHnaAE4vTTzTE4ZMBaP0tJS6uvrB68gH56Z9rOmaWmDT5FIhKysLPLy8tLei2S7NBgMntEQ5W/eP8y4QhdLJxzVo2fazVw9pRBXr/fq03NL00I1ToSkhKm2tva0daeDAUEQKCgo4O677+bpp58mMzOTaDTK2rVrU1q/5MT7jTfeyFNPPZU28T6EIfxfhCAIfOlLX+Lhhx8mGAxy8OBBrrvuutSMyogRI87KjEpLT5RV1X0X5EBKyx6NRk/rRj8UU1A0PS2l8qMTzjyN2eVykZWVRUNDw6AlUV49NX0GSZbllFSxs7MTXdfJzc2lrKyMnJyc1I2B0+mkqqqK0tLS0ya64orG1/65j69dNiqNvBqT7yI2Pp1I6m8GR0lJSSrhOS8v77TOazBgtVoJh8Pce++9PPnkk+i6Tnd3N2+//TZvvfUW7777LiaTiSuuuILvfve7LF26lMzMzP9z14ghycogoKamJjVB//bbb+NwOFi+fDlf+9rXGDdu3DnxCn27sh27WWLRqBwaGhrSLBAHgvcPdvK1l/bx4DUTuHz82f2Cn25Q0EAQi8XSfF9NJlO/2oz79+9H0zQmTZrU59/7g79vbWJEjoM5I84O8wSGpd+WLVuOGyo631BVlRkzZlBeXo7VauXDDz/E4/GkfF9PNfE+hCH8X4GqqmzdupU33niD1157je3bt1NWVsaKFSt44IEHztmMyuNralkxqYBhWXZ27tyJy+U6LWnjj96sYm9TgO9fNTY12Hm20NnZyb59+wbNY/tks1t5eXl4PJ4+C25d11m3bh0jR46kqGhgeRVJKJrGL989zB3zSk8o2zkd1NbW0t7ezqxZsy6ogra2tpZp06Zx6623cuDAATZt2sTEiRNTA5lz5869oHzUzweGCvKzjPr6ekaPHs3ixYtZvnw5drudH/zgB1RWVp7TyO7H19TisZm4adawflkgPr+tiXcqO/jTLdPSfq9qOn9eX0+DN8IP+ohNPlOcDSeY3jhZmzEvL6/fLd9QKMTGjRtZsGBBv1ijVdVdvH+wk++vGHs2nsZJsX37dtxuN6NHjz71gwcRvSfeV65cyc6dOxFFkfvvv59rr72W6dOnDw1kDmEIx+DJJ5/k/vvvZ+nSpSxfvpxVq1YRiUR44oknzul5/Mff9/DFRWVMLvGk5kBOZoF474t7mVDo5nPH2BkGogrfe/0gi0ZlDzhM7VQ4W04wvaGqatrsVjLALWld298uQUNDA42Njf32S3/kwyMUZ1i57qLBdUFJXu+nTp163j22I5EIq1evTlnXNjY2kpOTw3e+8x1WrFjB8OH9c7f5v4KhgnwQEAqFUkM6qqoycuRIfvrTn3L11Veft3M6ePAg8Xj8hLZ5Tb4oDd5IWpLnuUAybGHBggUDSrJ8u7KdbIeFmWWZfbYZc3JyyMvLS2szDhS7du3CZrMxduypi+z9LQG2N/Rwy+wTa/zOFpK2kQsXLjynN3lJNqm3N3hy4n358uUsW7aMa665huuvv57777//nJ3XEIbw/xOi0SgmkynVnTtw4ADTpk2jqqqK3NxTDxcOBpKF78kSMrfX+8h2Wk5ocztYaGpqoq6ujnnz5g2oePvTujqunlJIntuasojs6OjA6/WmDWRmZWWdFjOb9EufNGlSv963f+9pJcdpYX7F4BfJNTU1+Hw+Zsw43sFmMKHrOs3Nzal5oQ8++IDs7OxUp3TSpElMmjSJdevWnbUk8/9NGCrIzwF++tOf8s477/Daa6+dt3PoywJR0TT+tK6em2aVHGdNeC4x0KAgXdf52ZsHcItx5uTE09qMSVvCs8HM9vT0sG3bNhYtWnROC9/+YOvWrWRnZw96bH1y4j3pDZ6ceL/iiiu46qqrjpt4f+ONN7jttts4cuTICZ0jhjCEIaRjyZIlLFmyhPvuu++8nUNf0sYmX5R3D3TwmX7MuAwWTicoSFFVbv/rdm6eaMej+tMsIvPy8nA4HGeFmT18+DDd3d3MnDnzjPd1NnEuY+tVVWX79u2peaG9e/cya9asVELm1KlT067HX/3qV6mrq+Pll18e1PP6/xFDBfk5QHt7O8OHD2fjxo1nlE55ptixYwcejyc1IBOKK3zh2d385OrxJ3VEGWz0JyjoRG3GZBE+EHZ9IDhXhe9AcTYDeY5FXxPvCxYs4Morr2TFihUnnXjXdZ3/+q//4itf+coFF1AxhCFcqHjxxRe5//772bNnz3mTeSUtEHtLG3c09PD71bX88eaz7zg1EPQnKCgej6fNCx1rXTsYTk7nYg7qdFFVVUU4HGbatGlndb/J5PD33nuPlStXsnLlSmKxGJdffjlXXnkly5YtO6nLS0tLC7/5zW/4yU9+MiRpPAZDBfk5ws0330xWVhYPPfTQeTuH5IDMokWLLrgvwubNmykoKEizkTo2iW6gbcZ3KjtYOCr7pNZap0LvoaLuiMLHH9/C3z8746R+sOcCyXClwsLCM7be6j3xvnLlSt555x0kSWLZsmVceeWV/2cn3ocwhHMFWZYpKyvj0UcfZenSpeftPM72TM/ZQjJcpndQkK7r+P3+1DUiaamXvEZ4PJ6TrlmhmMLGWi8fGXtmZgUHDx4kGo0ydepUVu5v5/E1tbz8hdlntM+zgaRb2OzZs3G73We0L13XqampSXVK165dy4gRI1IDmReaycD/rxgqyM8R1q1bx4oVK6iurj5vSYsXcrxuW1sbBw8eZOLEiSk9+Jkk0UVllct/u5HHPjmZySWnn9am6zobN25k2LBhlAwbxtuVHVw2LhfTBXBD097eTmVl5Wk5ECS9wZNtxuTEezJ8Ye7cuUPe4EMYwjnEd77zHbZu3cqLL7543s5hsNKdzwb279+Pqqrk5+eninBN08jJyUmx4FZr/91KttR6+frLlbz31XmIZ0A2JOeg5s2bRwwz+1sCLBzVP2nNYKOyshJZlk/rBisej7Nx40beeOMN/l979xoV5XXuAfw/iEQB5S5yGUDkIl7xhkZBUURlBppLbZo2aUxN1UhccbU2xqZZWU3SpEm6kpWktUdNTqKJuszpaU+TmjCACgFBkaAEFeSiwoAXbjLcZoCZed/zIWfe4yRydeAd9P/7CMM7G5S9H/bez/Okp6fjypUriI2NlU5KIyIiuEljYwzIR4goipgzZw62bNmC9evXyzaO2tpaXLt2DTExMXbxy2Q5ZmxsbERDQwMcHR0xadIkqSzhUO5u786tRsqsyQhwt82Ccv36dVy6dGlYu4oOxa1/LCiV/d/xNBgMyM3Nla6iNDQ0ID4+XrrrFxwcbFffH9G9pK6uDlOnTkVxcfGwNJwZqDspgWhroihCr9ejsbER9fX1aGtrg7Ozs1QRxd3dfdCnvS36HhwoqEPq8ikY42Cb+c5euygbDAbk5+dj8eLF/eb0iKKI5uZmKSHz2LFjcHJysjop7e/Uge4Mt8BGiEKhQGpqKvbu3YsnnnhCtv/Ufn5+qKysRGtra68lEIeT5f5ZY2PjD44Zx40bB51OhxkzZvT7nMqGDqSXNmJr/A87Q5bUtSF2qqfNAnJfX19UVVUNa1fRoVAoFAgJCUFVVRUCAgJ+sDB9P+M9OzsbHh4eUKlUeP/995GQkMDESyI7ERgYiOTkZHz00Ud4+eWXZRuHUqnEuXPnMGXKFFnqQpvNZqsGbt3d3fDw8ICfnx8cHBzg6ek5oEZBaRfqoVAosPZ7TYraukz49mobjGYBYxxs8/0FBwfj9OnTmDp16qB26Yfb+PHjMXnyZFRXV992XRUEARcuXJCuohQWFmLWrFlS35SYmJh7vjb4SOIO+Qhqb29HQEAAjhw5ImtWdn8lEG3NZDJZlSUUBMEqIdMygZlMJuTk5GDevHn9/rFQXNuK/z57HX/80ch0rNRqtbh27dqQmisNJ1EU8etf/xozZszAxo0bpYx3ywR77ty5PjPeich+HD16FD//+c9RXl4uW2A3kBKIttbV1WWVkOnk5GTVwM0SFA6kXrrFgdN1cHRQ4NEFtqlf3p+zZ89iwoQJdnGycKu2tjasW7cOu3btQnh4OPR6PXJycqST0ubmZqxcuVIqTahUKu1qjbuXMCAfYampqWhvb8eePXtkG0NnZydOnjyJuLg4m076H+VrsXiKB6Imu0Kv10sTbEtLC5ydnaUJtq9jRktSUVBYFNydbVNq8D/zalDVqMefHowa8jPsqdnCrURRxBtvvIHdu3djzZo1yMzMlDLeVSoVVCpVnxnvRGQ/BEFAVFQUfve73+GRRx6RbRx30t25N/oeM/6SfQVbl4fA2WkMWltbpZPSzs5OuLm5SWtEbw3cLNf0lEolXD19bbZGbD70LdZOn4SHoofe2KilpQXFxcV9VguTgyiKWLNmDbq6ujBp0iRkZ2fDx8dHyhdauXKlbHltZM1+/tfcI1JTU7Fw4UK8/vrrA66pamsuLi7w8vKS7iz2J6OsAT0mEcmzer+uIQgCKq+3wMXYgpuX2qVjRh8fH0RFRQ34Fz4oKAg5uXlYf+Qm/uNncwbdqKi9y4Rn/+scXn8gCn5u311ZWRbujVkBPYN6zvc5OjpCqVSiurpa9oBcFEVcvnxZSsg8ceIEBEFAS0sLDh06hNjYWLs6NiWigXFwcMCWLVvwwQcfyBqQ+/n5oaqqasBXG//29RUkTPNBpK9rr6/pNHTh4tWbKD7XCWNHCwDA29sbU6ZMgZeX14DyhRQKBYKCgqA5ewV/LbmE08/HYeyYwZ34fVOjw4HTdXj3JzOljz22MBCh3ncWlLq7u8PFxQVXr16VNQcA+O7azzfffCPtgp8/fx4A8Pzzz+ONN97AzJkzeVJqh/gvMsJmzpyJmJgYHDhwwKbPPV7ehK8rmgb8eqVSibq6OgiC0O9rW/RG3Oz8YUDb1dWFuro6FBcXIzs7G0k+rZjlMxaRkZGIj4+HZ/A07D7biXGDqBE+fvx4+E2ehDcTvLEw2H3AX2dx31gHzFO6wfW+//9bM3ySC2JC7rwDaVBQEFpaWtDe3n7Hzxqsnp4e5OTkYOfOnZg/fz7mz58PjUYDtVqNc+fO4e2338b169excuVKBuNEo9j69etx9uxZKYiylf/M10J70zCg1zo6OsLf3x9arXZAr69v70ZHt8nqY5Z8oStXruD06dP4tvAkNkcJ8HV3QXR0NJYvX46rDpOQdqVnUMn7fn5+CHU1YfePpw46GAcAb1cnzAm0rry1LNwLgXdYylahUCA4OBg1NTUDWldtSRRFtLa24p///Cc2bdqEqVOn4uGHH0ZNTQ22b9+OGzduQKVSwWw2Y/bs2QzG7RSvrMjg8OHDePHFF1FcXGyzX4wP82rg6KDAk/cHobG9Gw/t+a5edm+TjKUEYmhoKPz8BnZMZ/mlt1RF6e+YsbbFgI9PavFiUsSgykrZc4fMsrIymEymYb9/b8l4z8jIgEajwdGjR60y3levXg03Nzfp563X6xESEoJ9+/ZBpVIN69iIaHht2LABjo6OePfdd232zGf/6xyeXKzEvCD3/6uXXYP/2byw19cPpQSi2Wy2yhcymUxW+ULff86x8kbcaO3GYzGBg/peLl++jJaWlhFvDd+fkSwtLIoiqqqqpJPS/Px8TJ06FUlJSUhJSUFsbKzV+nnq1CkkJiaipqZG9lNeuj0G5DLo6emBUqnEBx98gFWrVtn8+YIoIr20AYlRPn3Wy9Zqtbh+/ToWLVrU62uMRqNVsg0Aq7qvw9UM4HaNguyBZZFaunSpzbuDCoKA0tJSaYK1ZLxb7votWrSoz0SmTz/9FIGBgVixYoVNx0VEI6uoqAjx8fGorKzExIlD76PQm+bOHpReb0dcP/WyB5KoeGu+0M2bNzFu3DipLKGHh8ew7MZaGgXZoumNrdXV1UGr1eL++++3ee5OT08P8vPzpTVCq9UiLi5Oqg0eFhbW53v+4Q9/wIYNGxAUFGTTcZFtMCCXye9//3uUlJTgs88+k20MRqMRvz+Yiy2rZ2OKvzeA7/7q7ujokCbY1tZWuLi4SBPsrbuyw6m+vh4VFRVYunSp3R2vlZSUwMnJCdOm3XmFF4PBgK+//hppaWnIyMhAU1MTVqxYIVVFYcY70b1p0aJF+NnPfoZNmzbJNoZy7Q18nF2G1x9fLs3DgiBAp9NJCZkGgwEeHh5WDdxGQmlpKURRHFCZ3JFkNptx4sQJTJ8+HT4+d9YFVBRFNDY2Si3qjx07hvHjx1udlE6YMIFrxF2CSZ0y2bx5M8LCwlBbWzugpi7DwmEMtF33ofSSFq5jv/vFb25uhtFohKenJ/z8/DBr1ixZOrZNmjQJlZWVaGhowOTJk0f8/fsSEhKCwsJChIaGDvqEQBRFXL16FRqNBunp6cjOzoa3tzeSkpKwa9cuZrwTEQBgy5Yt+POf/4yNGzfKFnCZxzqjqk2BGq0WTmPHSielY8aMgbe3N8LDw+Hp6SlLVZGgoCAUFBQgLCzMrvJmxowZg6CgIFRXVw8pIBcEAefPn5d2wYuKijBnzhyoVCrs2LEDCxcuZG3wuxR3yGX0wAMPICoqCi+99NKIv7flmLG+vh46nU46ZvTx8Rm2Y8bBslypsZeuorcqKiqCu7v7gKrUmM1mFBUVSRPshQsXsGjRImkXfNasWXbx8yYi+2EwGBAQEIDPPvsMS5cuHdH3FkURbW1taGpqwrVr19DV1WWVL2Qvu7L2WvvbaDQiNzd3QD01gO/W46ysLGmjRqfTYeXKldIaERAQYBc/bxpeDMhllJ6ejvXr1+PixYvDdhfbwnLMaLmKotfrpWPGhoYGeHh42N2kZqn9PXfuXFm6ivalrwYVlsXs2LFj0Gg0yMjIgNFoRGJiItRqNVQqFby9vTnBElGftm/fjtraWuzbt2/Y38toNEoJmc3NzRAEAV5eXvD09ERFRcWAg8uRNJhGQSOtoqICer0e0dHRP/icKIqora2VGrjl5OTA19dXyhdasWKFzXOUyP4xIJeRIAiIiIjASy+9hHXr1tn8+d3d3VbJNg4ODtIOh5eXl3TM2NTUhAsXLiAuLs7udmorKipgMBgwZ84cuYdiRRRFvPzyy/D09MSzzz5rlfGenp6OvLw8hIaGQqVS3TbjnYioP5WVlZg5cyYuXrwIX9/e+0AMhSiK6OzslNYInU4HFxcXaY1wc3OT1gNLw7bZs2fbdAx36tZGQYGBg6vUMtwMBgN+8Ytf4MUXX0R0dDRMJhMKCwulXfDS0lLcf//90hoxffp0u1t/aWTxDrmMHBwc8PTTT+PDDz+0SUB+6zFjU1MT2traMHHiRKn5Qm/HjJbgvL6+XiqBKIgiTIIIpyHUebUlpVKJvLw86PV6u7pbrVAo4Ovri9deew21tbXIzMxETU0N4uLi8KMf/Qh79+7tN+OdiKgv4eHhWL58OT755BM899xzd/w8s9mMlpYWqXRtT08PPD094evrixkzZvS6K6tUKpGfn4+uri4pp6jHJGDsGIWsc5yl9nd1dbXdXesYN24cRFHEtm3bEB4ejoyMDAiCgDVr1mDHjh1ISkqCp6enXY2Z5MUdcpk1NzcjMDAQubm5mD59+qC/3mg04ubNm1JCpuWY0bLLMdCrMFqtFjdu3EBMTAwA4K/ZV1Bc14oPH48e9JhsraSkBPfddx8iIyNlHYcoimhqakJ6erpUG7yzsxOxsbHYunUrVq9ejYkTJ3KCJSKb+fzzz7F161aUlpYO6VqGwWCwOil1cnKS1gdPT88BP/P797V//lERVk3zwYYl8pbQEwRBWj/vtKrJnRJFERUVFdBoNEhLS0N+fj4EQcCmTZvw6KOPYunSpTwppV4xILcDTz75JMaNG4d33nmn39fe7pjR2dlZmmDd3d2HdOxlMpmQk5OD+fPnw83NDU0dPWg1GDHVZ2RKWPVFzkZBt8t4nz17NlQqFZKTk1FYWIiPP/4YRUVFDMSJyOZMJhNCQ0Px9ttvQ61W9/t6QRCkBm5NTU3o7OyEu7u7VVnCocxVzc3NOH/+vHS1sbKhA96uTvBwHt78p4GQs1FQd3c38vLypPvgdXV1WLZsmVQb/De/+Q2mTZuGN998c8THRqMLA3I7UFBQgMTERFRVVcHV1fUHn7/1mLGpqQnd3d1W3c9slfxx8eJFmEwmzJw50ybPs6XCwkL4+PggJCRk2N9Lr9cjOztbuuvX0tLSa8a7Xq9HcHAwDh06hMTExGEfGxHde1599VXk5ubiX//6120/39PTY9XATaFQWOUL2WIjYyS7UA7WSDYKEkURDQ0N0knp8ePH4eLiApVKBbVajcTERKuu1Xl5eVCpVNBqtXBzcxvWsdHoxoDcDoiiiAULFuDJJ5/EU089BQDo6uqSGi/cyTHjYHR2duLUqVOIjY21q7quANDQ0IDy8vJhaRQkiiLq6uqkHY6vv/56UBnvu3fvRkBAAFJSUmw6LiIiALhx4waCg4NRVFSE0NBQiKKI9vZ2q3whV1dXqYHbcF2dq62txbVr1+yyFG1ZWRnMZvOwbCgJgoCSkhLppPTs2bOYO3euFIQvWLCgz3Vp27Zt2Lp1K8LDw20+Nrp7MCC3E3v37sWf/vQnrFixAnV1ddi6dSvc3NykCXaox4yDdebMGbi5uQ2ovvZIEkUReXl5CAsLs0mjIJPJhG+++UaqimLJeE9KSkJKSgpmzJjBjHcishs//vGP0d7eDmdnZ/j6+iIlJcUqX2gkNlHsuRStLTeURFGUaoNbuii3tbUhISEBycnJSEpKgr+/v939UUKjG6usyKi5uRlpaWn48ssvpWYAZWVleOyxx7B8+XJZkj+USiVKS0sxZcoUuwpIFQoFgoKCUFNTA19f30FPhKIoorW1FUePHoVGo0FmZibMZjNWr16N5557DklJSfDy8uIES0R2o7KyEl9++SW+/PJLZGdnQxAE/OQnP0FycjLi4+NHfI52dHSEv78/amtr7S4gd3FxgaenJ2pra4fUU0MURWi1Wqva4H5+flCpVPjoo4+wbNky1ganYcWAXEb79u3DoUOHoFKpsG3bNhw8eBBNTU3YsGGDbGPy9vbGmDFjrEog2gt/f39cunQJOp0OHh4e/b7+1ox3jUaD/Px8hIeHQ6VS4e9//zsz3onIrm3fvh3d3d1ISUnB3/72Nzz44INISEhAQkKCbGOylEAMDw+XSiDai+DgYJSUlGDKlCkDutZpMplw+vRp6aS0vLwcS5YsgUqlwjvvvIOoqCi72piiuxuvrMhIFEWrHdny8nLMmTMH5eXlspZv+n4JRHtSWVkJvV7fa6Og7u5u5OfnS3f9amtrsXz5cinjPTQ0lLvgRDQqfH+N2LVrF/bv34/s7Gz5BoXvSiBOnDjRLq82FhQUICAgAEql8raf1+l0yMzMlE5KAWDt2rVQqVRISkqCh4cH1wiSBQNyO7Nq1SosX74c27dvl20MRqMRubm5UglEe9LV1YXt27cjNTUVM2bM6DPjXaVSITExsdeGSEREo0lbWxv8/f2Rnp6OuXPnyjYOe+7uXFZWhnfeeQe7d+/GmDFjIAgCysvLpZPSU6dOYdq0aVLS/pIlS6Su1URyYkBuZ/7xj39g+/btOHfu3LBUUhkoey6B+OCDD0KhUCAmJgbp6ek4c+YMoqOjpdrg/WW8ExGNVps3b0ZPTw927dol2xgsJRBDQ0Pt7mpjV1cXwsLC8Mtf/hIGgwEajQbXrl1DfHy8dFIaEhLCTRqyOwzI7YzRaERISAj+8pe/YO3atbKNw95KIHZ2diIrKwsajQZffPEFmpubkZSUhIcffpgZ70R0z/j222+xZMkSVFZWyppYqdVqcf36dSxatEi2MViIooj6+nqkp6dL1xUVCgWeeOIJqFQqrFq1atjrkxPdKW4j2pmxY8di48aN2Lt3r6zjcHFxgYeHB65evSrL+4uiiJqaGuzZswcPPfQQgoKCsHPnTjg7O+PAgQOIjY1FfHw8fvWrX1k16iEiupvNmTMH0dHROHjwoKzj8Pf3R2dnJ1pbW2V5f0EQcObMGbz22mtYtmwZIiIisG/fPsybNw9paWlwdHREamoqHnroIQbjNCpwh9wOXb16FaGhoTh79uyIdKbsTWNjI0pLS0fsnmBvGe+W2uC3Zrx//vnneOaZZ3DlyhVWSiGie8rBgwfxyiuv4MyZM7JuRly8eBFGoxGzZs0a9vcSRRGdnZ04fvw40tLSkJmZiY6ODqxatQpqtRoqlQqTJ0+Wfh7PPPMM2tvb8cknnwz72IhsgQG5nVq3bh2Cg4Px6quvyjYGWzfjud3zdTqdVBs8IyMDALBmzRqo1eo+M97NZjMSExOxa9cuREVF2XxsRET2qru7G4GBgdi/fz/i4+NlG0dnZydOnjyJuLi4YbnaKIoiqqurpYTM3NxcKJVKaZMmLi6u19KLFRUV2LhxI44fPy5rPhbRQDEgt1PHjx/HT3/6U1RUVMh6h7umpgb19fU2K4EoCIJVbfCTJ08iMjJSSshkxjsRUf927tyJ8vJy2a+u2Lq7s9FoREFBgXRSWllZiaVLl0oJmdOmTeMVRborMSC3U6IoIioqCjt27MCjjz4q2zhsUQKxu7sbJ06ckJJtLBnvliB8ypQpnGCJiAahuroakZGRKC0tlbXSyZ2WQBRFES0tLcjIyIBGo8HRo0fh4OCAtWvXQq1WY+3atXB3d+caQXc9BuR27L333sPhw4dx7NgxWcdRVlYGs9k84BKI3894z87OxoQJE5CUlAS1Ws2MdyIiG1Cr1Zg7dy5eeOEF2cYwlBKIgiDg4sWL0i74qVOnMH36dGmTZvHixTwppXsOA3I7ptPpEBAQgGPHjmH27NmyjaOjowMFBQWIi4uDk5PTbV8jCAK+/fZbaRe8uLgY8+bNkybYefPmsTY4EZENffXVV9i4cSNKS0tlTW4fSHfnrq4u5ObmSkH4jRs3sGLFCqjVaqjVagQHB3MXnO5pDMjt3FNPPQWFQoH3339f1nEcPXoUOp0O69atA/D/Ge9ZWVlIS0tDRkZGnxnvRERkW2azGWFhYXj99dfxwAMPyDYOk8mETz/9FNHR0VIHUVEUcf36damLclZWFjw8PKBSqaBWq5GQkAAXFxfZxkxkbxiQ27kzZ85g2bJlqKyslLWN/eHDh7Fjxw5kZGRIDXpyc3MRGBgo7YIvW7as14x3IiKyvTfeeAMZGRk4cuSIrOPYsGEDdDodXnjhBWkXvKSkBAsWLJB2waOjo3lSStQLBuSjwOLFi/HII4/g6aefHvH3tmS8f/XVV9i1axcEQUBsbCzUajVSUlKY8U5EJKPGxkYolUqcOnUKERERI/reoiiio6MDx48fx6FDh3DkyBG4urpala719fXlGkE0AAzIR4H9+/fjzTffRGFh4bBPbJaM98zMTGg0GmRmZkoZ7wBQVVWFkydPcoIlIrITjz/+ONzd3fHWW28N+3uJoojLly9LpWtPnDiB4OBgqFQq5OXlISkpCa+88sqwj4PobsOAfBQwGAwIDAzEoUOHEBcXZ/PnWzLeLRNsQUEBoqKifpDxbkkyzcnJwfz5820+DiIiGrz8/HyoVCpUVlYOy71so9GIkydPSvlCly5dkk5Kk5OTERERAYVCga+++gpPPfUUampqei0AQES3x4B8lPjtb3+L6upqm7UBHmrG+5YtW+Dk5IT33nvPJuMgIqI7I4oi5s6di82bN2P9+vU2eV5zczMyMjKQnp6OzMxMODk5SbXB16xZAzc3tx+sEYIgIDIyEu+++y7UavUdj4PoXsKAfJS4dOkSpk+fjrKysiG1sRdFETdu3JBqg2dlZcHd3d0q493V1bXf5+h0Ori6urJGLBGRHdm7dy92796N3NzcIV0pFAQBZWVlUuna06dPY+bMmdJJ6aJFiwbUgr65uRleXl5D+RaI7mkMyEeRNWvWYPHixXj++ecH9Hqz2Yzi4mJpgrVkvFsmWGa8ExHdHTo6OuDv748jR45gwYIFA/oag8GAnJwc6SpKQ0MDVq5cKZ2UKpVK5gsRjRAG5KPIF198gdTUVJSWlt52h/rWjHeNRoOMjAzo9XokJiYy452I6C63detWtLa2Ys+ePbf9vCiKuHbtGjQaDdLT05GVlQUvLy/ppHTlypWsDU4kEwbko4jZbEZoaCjeeustpKSkAPhugr1y5Yp0Fzw3N1fKeE9OTkZcXBzuu+8+mUdORETDrbS0FPPnz0dFRYV0bcRsNqOoqEhK2j9//jxiYmKkXfDZs2fzpJTIDjAgH2X++Mc/IisrCzt27JCC8EuXLmHp0qVSxntkZCR3wYmI7kHx8fGIj49HeHi4dFLa09NjdVLq4+PDNYLIzjAgH2W0Wi2Cg4Ph4eGB5OTkPjPeiYjo3vLqq6/ipZdeQkREhNTALTY2FmPHjpV7aETUBwbko9C///1vJCUlsdIJERFZaW1tRWFhIRISErhJQzSKMCAnIiIiIpIRMzmIiIiIiGTEgJyIiIiISEYMyImIiIiIZMSAnIiIiIhIRgzIiYiIiIhkxICciIiIiEhGDMiJiIiIiGTEgJyIiIiISEYMyImIiIiIZMSAnIiIiIhIRgzIiYiIiIhkxICciIiIiEhGDMiJiIiIiGTEgJyIiIiISEYMyImIiIiIZMSAnIiIiIhIRgzIiYiIiIhkxICciIiIiEhGDMiJiIiIiGTEgJyIiIiISEYMyImIiIiIZMSAnIiIiIhIRgzIiYiIiIhkxICciIiIiEhGDMiJiIiIiGT0v5AuWkS9BYsYAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "density = 1 / c._core_distances\n", "with np.errstate(divide=\"ignore\", invalid=\"ignore\"):\n", " coreness = 1 / d.boundary_coefficient_\n", "coreness = np.where(np.isinf(coreness), 0, coreness)\n", "\n", "titles = [\"Density\", \"Coreness\"]\n", "profiles = [density, coreness]\n", "min_contour = [20, 0.1]\n", "\n", "tri = mtri.Triangulation(data[:, 0], data[:, 1])\n", "fig = plt.figure(figsize=(6, 3))\n", "for i, (title, profile, min_c) in enumerate(zip(titles, profiles, min_contour)):\n", " ax = fig.add_subplot(1, 2, 1 + i, projection=\"3d\", computed_zorder=False)\n", " plt.title(title)\n", " ax.view_init(elev=50, azim=-110)\n", " ax.scatter(\n", " data[:, 0],\n", " data[:, 1],\n", " np.repeat(profile.min(), data.shape[0]),\n", " s=1,\n", " alpha=1,\n", " edgecolor=\"none\",\n", " linewidth=0,\n", " )\n", " ax.tricontour(\n", " tri,\n", " profile,\n", " levels=np.exp(np.linspace(np.log(min_c), np.log(profile.max()), 20)),\n", " cmap=\"cividis\",\n", " )\n", " ax.set_xticklabels([])\n", " ax.set_yticklabels([])\n", " ax.set_zticklabels([])\n", " xlim = ax.get_xlim()\n", " ylim = ax.get_ylim()\n", " zlim = ax.get_zlim()\n", " ax.set_box_aspect(aspect=(3, 3, 1.5))\n", "plt.subplots_adjust(-0.1, -0.1, 1.1, 1.1)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Drawing the difference between the (normalized) profiles in color is slightly\n", "easer to read. The blue points represent peaks in the coreness profile that do\n", "not exist in the density profile. Red points indicate the opposite pattern." ] }, { "cell_type": "code", "execution_count": 259, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib.colors import BoundaryNorm\n", "\n", "\n", "def normalise(x):\n", " i = x.min()\n", " a = x.max()\n", " return (x - i) / (a - i)\n", "\n", "\n", "n_density = normalise(density[mask])\n", "n_coreness = normalise(coreness[mask])\n", "\n", "norm = BoundaryNorm(np.linspace(0, 1, 4), 256)\n", "fig = plt.figure()\n", "plt.scatter(*data[~mask].T, c=\"silver\", s=0.5)\n", "plt.scatter(\n", " *data[mask].T,\n", " c=[(norm(d) / 256, 0, norm(c) / 256) for d, c in zip(n_density, n_coreness)],\n", " s=1\n", ")\n", "plt.axis(\"off\")\n", "fig.add_axes([0.72, 0.22, 0.2, 0.22])\n", "X, Y = np.meshgrid(np.linspace(0, 1, 4), np.linspace(0, 1, 4))\n", "Z = np.concat((X[:, :, None], np.zeros_like(X)[:, :, None], Y[:, :, None]), axis=2)\n", "plt.imshow(Z, extent=(0, 1, 0, 1), origin=\"lower\")\n", "plt.xlabel(\"Density\")\n", "plt.ylabel(\"Coreness\")\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "work", "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": "3.10.15" } }, "nbformat": 4, "nbformat_minor": 2 }