{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Special histograms in physt\n", "\n", "Sometimes, it is necessary to bin values in transformed coordinates (e.g. *polar*). In principle,\n", "it is possible to create histograms from already transformed values (i.e. *r* and *φ*). However,\n", "this is not always the best way to go as each set of coordinates has its own peculiarities (e.g.\n", "*the typical range of values for azimuthal angle*)\n", "\n", "Physt provides a general framework for constructing the **transformed histograms** (see a dedicated \n", "section of this document) and a couple of most frequently used variants:\n", "\n", "* **PolarHistogram**\n", "* **SphericalHistogram**\n", "* **CylindricalHistogram**" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Necessary import evil\n", "from physt import cylindrical, polar, spherical\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Generate some points in the Cartesian coordinates\n", "np.random.seed(42)\n", "\n", "x = np.random.rand(1000) \n", "y = np.random.rand(1000)\n", "z = np.random.rand(1000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Polar histogram\n", "\n", "This histograms maps values to **radius** (r) and **azimuthal angle** (φ, ranging from 0 to 2π).\n", "\n", "By default (unless you specify the `phi_bins` parameter), the whole azimuthal range is spanned (even if there are no values that fall in parts of the circle)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": "PolarHistogram(bins=(10, 16), total=1000, dtype=int64)" }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a polar histogram with default parameters\n", "hist = polar(x, y)\n", "ax = hist.plot.polar_map()\n", "hist" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": "[array([[0.02704268, 0.16306851],\n [0.16306851, 0.29909433],\n [0.29909433, 0.43512015],\n [0.43512015, 0.57114597],\n [0.57114597, 0.7071718 ],\n [0.7071718 , 0.84319762],\n [0.84319762, 0.97922344],\n [0.97922344, 1.11524926],\n [1.11524926, 1.25127509],\n [1.25127509, 1.38730091]]),\n array([[0. , 0.39269908],\n [0.39269908, 0.78539816],\n [0.78539816, 1.17809725],\n [1.17809725, 1.57079633],\n [1.57079633, 1.96349541],\n [1.96349541, 2.35619449],\n [2.35619449, 2.74889357],\n [2.74889357, 3.14159265],\n [3.14159265, 3.53429174],\n [3.53429174, 3.92699082],\n [3.92699082, 4.3196899 ],\n [4.3196899 , 4.71238898],\n [4.71238898, 5.10508806],\n [5.10508806, 5.49778714],\n [5.49778714, 5.89048623],\n [5.89048623, 6.28318531]])]" }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hist.bins" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a polar histogram with different binning\n", "hist2 = polar(x+.3, y+.3, radial_bins=\"human\", phi_bins=\"human\")\n", "ax = hist2.plot.polar_map(density=True)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": "('r', 'phi')" }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Default axes names\n", "hist.axis_names" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When working with *any* transformed histograms, you can fill values in the **original**, or **transformed**\n", "coordinates. All methods working with coordinates understand the parameter `transformed` which (if True)\n", "says that the method parameter are already in the transformed coordinated; otherwise, all values are considered to be in the original coordinates and transformed on inserting (creating, searching)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Non-transformed (7, 3)\n", "Transformed (0, 2)\n", "Non-transformed None\n", "Transformed (0, 6)\n" ] } ], "source": [ "# Using transformed / untransformed values\n", "print(\"Non-transformed\", hist.find_bin((0.1, 1)))\n", "print(\"Transformed\", hist.find_bin((0.1, 1), transformed=True))\n", "\n", "print(\"Non-transformed\", hist.find_bin((0.1, 2.7))) # Value\n", "print(\"Transformed\", hist.find_bin((0.1, 2.7), transformed=True))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Simple plotting, similar to Histogram2D\n", "hist.plot.polar_map(density=True, show_zero=False, cmap=\"Wistia\", lw=0.5, figsize=(5, 5));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Adding new values" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add a single, untransformed value\n", "hist.fill((-.5, -.5), weight=12)\n", "hist.plot.polar_map(density=True, show_zero=True, cmap=\"Reds\", lw=0.5, figsize=(5, 5));" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add a couple of values, transformed\n", "data = [[.5, 3.05], [.5, 3.2], [.7, 3.3]]\n", "weights = [1, 5, 20]\n", "\n", "hist.fill_n(data, weights=weights, transformed=True)\n", "hist.plot.polar_map(density=True, show_zero=True, cmap=\"Reds\", lw=0.5, figsize=(5, 5));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Projections\n", "\n", "The projections are stored using specialized Histogram1D subclasses that keep (in the case of radial) information about the proper bin sizes." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": "RadialHistogram(bins=(10,), total=1026, dtype=int64)" }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "radial = hist.projection(\"r\")\n", "radial.plot(density=True, color=\"red\", alpha=0.5).set_title(\"Density\")\n", "radial.plot(label=\"absolute\", color=\"blue\", alpha=0.5).set_title(\"Absolute\")\n", "radial.plot(label=\"cumulative\", cumulative=True, density=True, color=\"green\", alpha=0.5).set_title(\"Cumulative\")\n", "radial" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": "" }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hist.projection(\"phi\").plot(cmap=\"rainbow\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cylindrical histogram\n", "To be implemented" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": "CylindricalHistogram(bins=(10, 16, 10), total=100, dtype=int64)" }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = np.random.rand(100, 3)\n", "h = cylindrical(data)\n", "h" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": "PolarHistogram(bins=(10, 16), total=100, dtype=int64)" }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# %matplotlib qt\n", "proj = h.projection(\"rho\", \"phi\")\n", "proj.plot.polar_map()\n", "proj" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": "CylindricalSurfaceHistogram(bins=(16, 10), total=100, dtype=int64)" }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "proj = h.projection(\"phi\", \"z\")\n", "ax = proj.plot.cylinder_map(show_zero=False)\n", "ax.view_init(50, 70)\n", "proj" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spherical histogram\n", "To be implemented" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": "SphericalHistogram(bins=(10, 16, 16), total=1000000, dtype=int64)" }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n = 1000000\n", "data = np.empty((n, 3))\n", "data[:,0] = np.random.normal(0, 1, n)\n", "data[:,1] = np.random.normal(0, 1.3, n)\n", "data[:,2] = np.random.normal(1, 1.2, n)\n", "h = spherical(data)\n", "h" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": "SphericalSurfaceHistogram(bins=(16, 16), total=1000000, dtype=int64)" }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": "
", "image/png": "iVBORw0KGgoAAAANSUhEUgAAAj8AAAIvCAYAAACberqsAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/av/WaAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOyddXhcZd6G7zMad28bqbtrakhxWNzd5UOLLOzisMsu7CKLbHHZXRYWl+KFQqEtpaVJLUmTNo37xMb1+yM9w8x0koylSdv3vq5cTSPveedk5pxnfvZILpfLhUAgEAgEAsEhgmKwNyAQCAQCgUCwPxHiRyAQCAQCwSGFED8CgUAgEAgOKYT4EQgEAoFAcEghxI9AIBAIBIJDCiF+BAKBQCAQHFII8SMQCAQCgeCQQogfgUAgEAgEhxRC/AgEAoFAIDikEOJHIBAIBALBIYUQPwKBQCAQCA4phPgRCAQCgUBwSCHEj0AgEAgEgkMKIX4EAoFAIBAcUgjxIxAIBAKB4JBCiB+BQCAQCASHFEL8CAQCgUAgOKQQ4kcgEAgEAsEhhRA/AoFAIBAIDimE+BEIBAKBQHBIIcSPQCAQCASCQwohfgQCgUAgEBxSCPEjEAgEAoHgkEKIH4FAIBAIBIcUQvwIBAKBQCA4pBDiRyAQCAQCwSGFED8CgUAgEAgOKYT4EQgEAoFAcEghxI9AIBAIBIJDCiF+BAKBQCAQHFII8SMQCAQCgeCQQogfgUAgEAgEhxRC/AgEAoFAIDikEOJHIBAIBALBIYUQPwKBQCAQCA4phPgRCAQCgUBwSCHEj0AgEAgEgkMKIX4EAoFAIBAcUgjxIxAIBAKB4JBCiB+BQCAQCASHFEL8CAQCgUAgOKQQ4kcgEAgEAsEhhRA/AoFAIBAIDimE+BEIBAKBQHBIIcSPQCAQCASCQwohfgQCgUAgEBxSCPEjEAgEAoHgkEKIH4FAIBAIBIcUQvwIBAKBQCA4pBDiRyAQCAQCwSGFarA3IBAcyrhcLux2O2azGaVSiUqlQqlUolAokCRpsLcnEAgEByWSy+VyDfYmBIJDEafTic1mw+FwYDabAZAkCUmS3EJIFkPy1wUCgUAQPkL8CAT7GZfL5RY+TqcTSZKwWq0oFApcLpf7+y6XS4ghgUAgGACE+BEI9iMul8sd7YGeSI/L5XKLH38/35sYUqvVKJVKd5pMIBAIBIEhan4Egv2EZ5rLs6anr/cfstiRxY0shux2OzabDQCFQuEVFRJiSCAQCPpGRH4EggHG5XLhcDiw2+04nc59ipmdTmevkZ9A1pYjQwaDgbq6OsaNGyfEkEAgEPSBiPwIBAOIb5or0l1cvpGh9vZ2AGw2mzsyJEmSEEMCgUDggRA/AsEA4XA43EXN/YmeSAkil8uFUqn0+r+cbrNarW6x5CmGVCqVKJ4WCASHFEL8CAQRxuVyYTQaaW9vJyUlJeBoj1zQHCr+flcujvY8hq8YUigU+xRQCzEkEAgOZkTsWyCIILKw6OjoYPv27UEJn0jQ3zqebfOy2JFTcwaDge7ubrq6ujAYDFgsFux2e8T2JhAIBEMFEfkRCCKAZ0TF5XK5a2r2ZwQllGN5RoZkkSMXYFssFndkyLdmSESGBALBgYwQPwJBmMit53a7HcAtGAYjYhLOMWVBI8SQQCA42BHiRyAIg95m98jDC/cnkRYgfYkhi8WC1WoF/M8ZEmJIIBAMZYT4EQhCoL/ZPYMhfuR9DRSeYkiuFZI/LBYLv/76K6NGjSI2NtZdT6RSqYRJq0AgGHII8SMQBEkgs3uCET8mk4mqqioSEhJITk5GrVaHtK/9LTA8/cWUSiVdXV1uMeRp1KpQKFCr1cKxXiAQDBmE+BEIgkCuf+lvdk+g4qehoYHt27eTmJhIW1sb27ZtIy4ujuTkZJKTk0lKSkKlCvxlOtidWXIBtW9kSIghgUAwlBDiRyAIADnN5dnN1d8Nuy8h4nA4KCkpoampiSlTppCUlAT0TGZub2+nvb2diooKTCYT8fHxJCUlucWQ59weT4aagPCNDPUmhnwd64UYEggEA40QPwJBP4RiUdFXt1d3dzfFxcWoVCoKCwuJiopyFw9rNBoyMzPJzMwEwGKxuMVQWVkZFovFnR5LTk4mISHBLYYGq85Ipr9z0psYkguozWYzCoVinwJqIYYEAkGkEeJHIOgDz2iP5807EHyFiMvlora2ltLSUvLy8hg9enS/LfFarZasrCyysrKAnvogWQzV19djt9tJTEwkKSmJ2NjYQU97BYPv+ZTFkMPhwOFw9NpaL8SQQCAIFyF+BAI/+JvdE8wNVx5yKIsmu93Otm3b0Ol0zJgxg7S0tJD2FR0dTXR0NDk5OV42Gh0dHdTU1ABQVFTkjgzFx8cfMELB16S1NzEkp8k8fckOlMcoEAiGBkL8CAQ+yLN7nE4nQFgO6C6Xi66uLoqKioiJiWHhwoVotdqI7FOSJGJjY4mNjWX48OGYTCbWrVtHSkoKHR0dVFVVAbjrhZKTk4mNjR1QoRDJyFNvYshut2Oz2dzf960ZEmJIIBD0hxA/AsFePC0qAnFi7wv5hr1nzx527drFqFGjKCgoGNCbsnzMESNGkJubi8vloru7m/b2dnQ6Hbt370ahUHiJoZiYmANGKPQlhnQ6HY2NjYwbN24fk9ZwxKtAIDg4EeJHIOC3CE1zczPDhw8Pu65ELmCurq5m9uzZJCcnR2qr/eJZn5SQkEBCQgJ5eXk4nU63GGppaaGiogKVSuUWQsnJyURFRR2QYkh+bHKK0TMy5Dt9WoghgUAgxI/gkEeO9uj1enbv3k1ubm5Y6+l0OoqLiwGYO3cuMTExkdhmvwTSgZaYmEhiYiL5+fk4HA66urpob2+noaGBsrIytFqtV2QoKipqv+w9UsjdYvBbZMhms/VpxSHEkEBw6CHEj+CQxdeiQm6/Dme9Xbt2UVlZyZgxYygtLQ1qQGGkCPQxKJVKt8iBns62zs5O2tvbqauro7S0lKioKK/IkEajGcith4W/Kdu+aTJZ6FqtVhEZEggOYYT4ERyS+JvdE44Tu9lspri4GKvVyrx584iLi6O0tHS/tp6Hm65SKpWkpKSQkpICgN1up6Ojg/b2dqqqqti+fTuxsbFe06c9rTgGM10WyHmWi6M9f0cWQzabzf0znmJI7iYTCAQHF0L8CA455Nk9vkXNoYqflpYWtmzZQkZGBrNmzUKlUrk7xQJdL5IDCiO1jkqlIi0tzd2WL0+f7ujoYPfu3RgMBi8rjgNpxhD0LYbkyJBCofDbTSYQCA5shPgRHDL4zu7x58Qui5ZAcDqd7Ny5k5qaGiZNmkROTo7XWvIx9xcDfVNWq9VkZGSQkZEB9EyfliND5eXl2Gw2SkpKSEtLIzk5mcTExF6tOIYiwYghz24yIYYEggMPIX4EhwS+s3v8zYIJJvpiNBopLi7G6XRSWFhIbGzsPmvB4BiN7q9jarVaLyuONWvWkJ6ejtlspqSkBKvV6mXFkZiYOKD1NJEWIZ5iSD6n/sSQb82QEEMCwdBHiB/BQU0ws3uCdWLPyclh/Pjxvd7Q97fX1mDfdCVJIjU1lcTERLd5qT8rDs/p05ESQwN9nj09yTyP53Q6sVqttLW10dbWxsiRI4UYEggOAIT4ERy0BGtIKosVeU6OL75O7HLEo7/19jdDofZGkqRerTja29upqanB6XR6udUfaFYc8JsYstls6HQ6CgoKsFgsfbbWHyiPUSA4mBHiR3BQIkd7HA5HwAMLff24PPF1Yo+Oju53vUMt8tMXvlYcLpcLg8HgFkOVlZVIkrRfrTgijZwm83Ssd7lcQgwJBEMQIX4EBxW+s3uCmdTsr06nNyf2QNcbDPEzWJGfYG7ikiQRFxdHXFwcI0aM8LLiaGtrc1txeLbV92fFMdgiwrd43jM65CuGPB3r1Wq1cKwXCPYzQvwIDhqCTXP54isewnViH6y014GIPysOefp0U1MT5eXl+1hxeEbfBvs893f8vsSQ2Wx2/4wQQwLB/kGIH8FBQW+ze4LBU/x0dnaG7cR+qEV+IolswJqUlERBQUGvVhyyEJLHFwwWvdWJ9UagYsh3xpAQQwJBZBDiR3BA4zm7x+VyRcSJvaqqisrKyrCd2IMVP8HeQPtaZ7AYqGP7WnHY7Xa3FUdNTQ3d3d0oFApKS0sHzYojnL9db2LI6XS6xZA8hVyIIYEgfIT4ERywOJ1O2traAIiLiwv7RiBbHNTU1ETEiX0w0l6Hyo1QpVKRmppKamoqAHV1ddTU1KBUKgOy4og0kf479yaGHA4HDofDq2ZIiCGBIHiE+BEccHjO7qmurkatVjNu3Liw1vR0Yp81axYJCQlh7/NQbnXf38hTl8eMGQOA1Wp1T5/etWsXRqOR+Ph4txBKSkqKqOlspKJ2veHPpNVXDDU0NJCZmUlMTIyXL5kQQwLBvgjxIzig8GdRESkn9nHjxrFjx46I3RQDvem4XC7a29tRqVTExcWFnT4RgEaj2ceKQ/YlKy8vx2w2u8VQpKw49ue59yeGKioqSEpKcn/PX82QEEMCQQ9C/AgOGDxn98gX/nCd2Lds2YLFYmHevHkkJCRQVlYWlL9XXwTiFWa329mxYwfNzc04nc4+O5oC5UBodd/faLVasrKyyMrKAvCaPi1bccjTp5OSkoK24hjsaJscZVSpVKjVandkyG63Y7PZvMSQpy/ZQNqNCARDGSF+BEOevmb3SJLkbm0PBk8n9pkzZ7qjPZFMVfUnBrq7uykqKkKj0TBv3jyUSqV71o1vR1NKSkpARbyDLUAGSwQEm3aKiooiOzub7OxsXC4XJpPJLYbq6uqCtuIY6LRXf8jnXd5jb2kyIYYEgh6E+BEMafqb3RNs5KcvJ3aIvPjxt5bL5aKuro6SkhLy8/MZOXIkDocDp9O5T0eTXLfir4g3OTnZb4pusKMQBxqSJBETE0NMTAzDhg3bx4qjuroal8vlNX3aX3pyKIifvnzr+hJD4H/6tBBDgoMVIX4EQxbZNLKv2T2BpJZk+nNil9cbSPEjp7laW1vdgxPlyJYvKpWKtLQ093BF3yJek8m0T93KYEd+Dgb8WXHo9fo+rTgilSoNlf7Ejy+9iSFPx3pJkoQYEhy0CPEjGHLIYsBms/U7uyfQyI+nE/u4ceN6LW5VKBQRrfnx3Juc5tJqtRQWFhIVFeX+uUBuWr5FvL51K/L5qqurIysrK6Ku6YcykiQRHx9PfHw8ubm5OJ1Otxhqa2tj165dbqFQV1fnrtXan0I0WPHjiz8xJNfYyZEhXzEkd5MJBAciQvwIhhShOLH3JVYG04ldXsvTHyw/P5/Ro0dH5Kbhr25lw4YN7ghXIKmag4X9WXOjUCj2seIoLy+no6PDbcWhVqvdxdOhFq4HQ7jixxe5HshzfVkM+YsMeXaTCQQHAkL8CIYMntGeQKMhfUV+BtuJXZIk7HY7W7Zsoa2tLSR/sGCOJc93GTVqFPHx8fukajyNQgcjOnGwolAoiIqKIjY2lsmTJ+NwOOjs7KSjo8OvFUdycnJIdil9EWnx40sgYkj+Wnx8vHCsFwx5hPgRDDq+s3uCmUXiL/IzVJzYHQ4HFRUVxMbGeqW5BhLPLjjfVI2nUejOnTvRaDRenWSRviEfSnhGnpRKJSkpKaSkpAD7WnHs2LGDmJgYr+nT4VpxDLT48cWfGGptbaWiooLZs2f7nT4txJBgKCHEj2BQkd89ygIm2BoV38hPJJzYw635kcVXV1cX6enpzJw5s9+LfiTTFf7Emz+j0M7OTnQ6nd8bcnJyctB2EIf6ja23x+9rxWGz2ejo6KCjo4M9e/ag1+vDtuLY3+LHF9+hivBbw0JvVhxCDAkGEyF+BIOCZ9g8HCd2zwLlSDixhzsx2m63s337dtra2khISCAjI2NIXuB9oxPyDVlOkW3bts2rkywpKSmgCcgHypyfgTh+oKjVatLT00lPTwf6tuKQu/j6mzo+2I/fcw+eETD56yDEkGBoIcSPYL8TbFFzX8hDDvfs2UN5efl+d2L3pLu7m82bNxMVFcXChQvZtm1bwGsN9Gyh/vC9Ict2EO3t7ZSVlWGxWEhISHCnyRISEkQnmQfhiI/erDg8z31/VhxDQfw4nc5ex1GAtxiSPywWC1arFfA/Z2iwH5Pg4EWIH8F+xdOiIhIO1A6HA6PRyJ49ewbNid2zxqigoIBRo0a53wEfqMamvnYQ8gRknU5HXV0dDofDq5MsPj4+7GMKevB37uXIkK8VR3JyMgkJCUNC/MhjKfrDNzrkK4Y8I0Py9GmVSiUc6wURRYgfwX5Bnt1TX19PVVUVc+bMCftCptPpKCsrA2DhwoVB10n4I9iaH88018yZM911HfJa+1v8DNTNITo6mujoaHJycnC5XBgMBnd0Ys+ePe7z1tLSglarJSYmZr/fqAY77TXQ596fFUdtbS0Oh4O4uDhcLhddXV3ExcUNSlSut8hPf/Qlhsxms/tnZDEkR4aEGBKEgxA/ggHHM80lfx7ORcvTiT0nJ4e2traICB8Iruanq6uLoqIid5rLt8boQI789IUkScTFxREXF8eIESNwOp10d3ezZcsWOjs7aWho8DJoTUlJGfBOt8G29NhfkRd/VhwGg4HGxkb3EM3Bmu8UaOSnPwIVQ76O9UIMCYJBiB/BgCLP7pGLmlUqVVjdVL5O7Dabjba2tojtNxDB0luaK5S1Is1gXPwVCgWJiYmo1WpGjx5NYmIiXV1d6HQ66uvrKSsrIyoqyquTLNzW7qHIYJx7WYimp6fT2NjIwoUL/VpxeJ77gYrKhRr56Y/exJDT6XSLIYVCsU/NkBBDgr4Q4kcwIPjO7pEvROG0kstO7HL7uEqlor29PaK+Sv0JFrmVvr29fZ80V7BrDRSDHQVRKpX9GrTGxcV5dZL118001Bnsc+7ZaeU736m7u5v29nZaWlqoqKhApVJ5RYYiNewyUpGf/uhLDMmCb/LkyUIMCfrkwL7iCIYkvrN7PC9WobSSezqxT5w4kWHDhrm/F2mB0Ze3l5zmio6OprCwsN9W+mD2Fsk5P4OJv8frz6BVjkyUl5djNpv77WYKhIO15iec48tRucTERPLz8/scdil/hJqiHKjIT394Xl9k3zW5C9ThcPRaQB3MMFXBwYcQP4KI4Tm7pzeLimCNQ/tzYo+kESn4Fywul4uamhrKysr6THMFstb+YLCjEP2h0WjIzMx0+6zJBq06nY4dO3Zgt9u9upkCMWgdCo95sMVPIFGX3oZdtre3U1dXR2lpachWHPsr8tMXcnpd/pD3JTdc2O32fQYyevqSCTF06CDEjyAi+M7u6e1CEoxYCcSJPRITmX3X8zcxOpA0V39r7Q8OxIu3r0Gr0Wh0R4aqq6txuVxeN+PY2Ngh9zgHW3yFGnmKpBXHYEV+fPfgK8Dka5GvGLLb7e7mi94KqAUHL0L8CMImmNk9gYiVYJzYIy0wPNcLNs0Vzt4iedMY7BtxOEiSRGxsLLGxsQwfPhyXy4Ver0en09HW1sauXbu8aor2h2N6oAx25CcSx+/NikOupTEYDL3Waw2FyE8gewhGDMlpMiGGDj6E+BGEjGcoOVCLiv5qfvR6PUVFRQE7sYdrR+GLXCtQXV1NWVkZI0eOZOTIkSHPLxGRn/DwLODNy8vzqllpbGxk586daLVaNBqNe0jeYBi0DrbgHKiao76sOCoqKrysOIxG46Cb48pvwIKhPzEE/qdPCzF0YCPEjyAkQrWokMWK78Xa5XJRV1dHSUlJUE7sva0XDk1NTdjt9qDTXL4cajU/+0N4+atZ6ejooKqqCr1ez08//URMTIzbqT4Uk9BQGKoFz5GmLyuO9vZ2HA4Her3ea/p0KMXroRKJ89CbGLLZbFitVvf3hRg6sBHiRxA0vrN7grnYyBcIp9PpviiG48QuHzsSF72uri6amprcUadw38UGW48UCdFysEV++kOpVJKamorBYECtVjN+/Hg6OjrQ6XR+TUIDNWgNlkNF/Pjia8WhUCiIj4+nvb2d+vp67Ha72xNOFkMDKRI8ryuRwp8YklP9cmTIVwzJ3WSCoYsQP4KA8ZzdI+fWg32B+4qfzs5OiouLiY6ODsmJ3XO9UC+qnt1c8fHxJCYmRiR8H0zkR6/XYzKZSEpKCuvmMFjRpqFCXwatpaWlfn2xDoZ37IMtvuQ9aLVacnJy3DYo/qw4fKdPR/L874+ia7keSMZTDMmRoe7ubnftmmc3mWDoIMSPICCcTid2uz1sJ3b5QudwOKirqwvbid1zvkcoeHZzzZo1i+bm5oh1jwU6LbqmpobS0lJ3Ci8pKcmdtgmls2kwxc9gHtvfefKMTPi7GTudThITE93nO1QriMEWH4N9fNhXeEiSfysO+fxXVVW5O/lkQRSuFUc4b4JCxZ8YqqioYPjw4V5RI98C6sH+ex3qCPEj6JNAZvcEg/y7W7duxWAwhO3E7hmKDhZ/3VwtLS0Ru4EHMi16+/bt7nRfbGys++YsdzbJHlnyzbm/AXSH6gU1kL9ZXzdjnU4XlhXEYIuPwT6+vIe+hIckeXvCyZ18nlYcck1XqFYcgyF+fJHT3Wq1GrVa7Tcy5K+AerD/focaQvwIesXlctHd3e2ewBuJIWDt7e3uzyPhxB5K5MczzeXbzRXJ7rG+xI9sQqnVaiksLESpVGKz2faxJvAdQBcdHe11c/Z3/g7ltFcw+N6M/VlBqNXqgKcfD+bNa6jM2AlmD56dfH1ZcXhGhvqz4hgK4kfehxwN8owMya9Np9OJ1Wr1mj4txND+RYgfgV/kdyr19fXodDpmzZoV1nqeTuySJDF+/PiIdOHIgizQG77NZmP79u3uNJc83M1zvUiKB39r1dXVsWPHDq+uNtkDzROFQuG+6Y4cORK73e71Lnnbtm3Ex8e7o0KJiYnighkGvlYQ/qYfywatKSkpXgP/BltwHgiRn/7wZ8Uhn/9ArTiGivjpreVe/hsJMTT4CPEj8MJ3do9sHBgOshO72Wxm3rx5/PLLLxGfzRNI5MezuLq3bq5Iih/fKJLn8Mbp06e7i3IDRaVS+S3m1el0lJSUYLPZ3BfN2NhYd7Ruf3GwpX38TT/ubeCfxWIZ9Fqrwb45Rjr65Cn+gT7FqPwxEN1eoRCoCPMnhuQPi8WC1WoF/M8ZGuy/94GOED8CN/5m9yiVyrAKgP05sUfaj6u/VJXL5aK6upqdO3f2O7Qw0nuT92UwGCgqKkKhUPgd3hjKhcy3mNdoNLJ161ZMJhNFRUUA7ptCSkpKxNy7D1X6MmjV6/V0dXXR2to6KDNuhoL4GegJz32J0erqarZv345KpSI6Oprm5uZe08L7g1BFmGdpgadjvSyGejNpFY71wSPEjwD4LezqO7tHoVC4xVCw6+0vJ/a+Ij82m41t27bR0dHhN83lb61I1/w0Njaybds2hg0bxrhx4wbkBiHbQkRFRZGenk52drbbFqKlpYXy8nJ3ykBOkw32NN4DHU+DVovFQkJCAlqt1mvGjdxWn5KSMqCRuKEgfvZ33ZGvGLXZbGzZsgWXy+VOC/dmxTGQyAXOkXid9yWGzGaz+2dkMeTpSzbYz4ehjhA/hzhymkvu5vJ90YRSAOzpxL5gwQLi4uK8vr+/Ij+dnZ0UFRURGxvLwoULezVk9CTSwqy7u5tt27YxefJk9yC4gcRTtCYkJJCQkOBVv6LT6dyGlbGxsV71K5G4MQx27ctgotFovGbcyAatOp2O6upqAK9OpkgatA4F8TPY3l5qtRqtVktCQgK5ublekbmKigpMJhPx8fHuv8FADbyUr20D9SZHiKHIIMTPIUwgFhXBCpVAnNgjLX58Iz/BpLn8rRWJG7jJZKKqqgqr1UphYSGxsbH9HjdS+Nu/b8rAZrO5bwzl5eWYzWavSbyJiYlDonA0UAb75u97zuVInKdBq9zJ5DvGIBIGrYP9+IfKHjwjLp6ROfAeeFlWVuaO1kU6TSlfi/ZHyrM/MbRjxw5Gjx5NTEzMPo71g/23GmyE+DlE8Yz29NXCHmjaKxgn9oGM/ASb5hqIvcl1TrGxsURHR/crfCJJoBc0tVrt5dHkOfyvrq4Oh8PhdWMOd/jcwU5/N35JktyRONmgVS7ebWhooKysDK1W63XOg0lLDnbUBYZGp1VfqTdfKw7P57xnmlIeMhofHx/S4/F8M7m/8byWKxQK2traGDNmDE6nE4vFgtlsRqFQ7FNAfSiKISF+DjE8LSqAPoUPBCYGgnViH6ian1DSXJHcmzzZdc+ePUycOBGXy0V9fX1Qx44Eoew/Ojqa6Ohod8rGd/if3Hkj1wuFE6U4GAk26uHbyWS3291iqLq62istGYhB61CJugyFPQQqOnyf83KasqOjw2v6t/w3CLRmSz4Pg30uZBEmF0bDb91kDocDh8PRa2v9oSCGhPg5hJBn9wSTk+5L/LhcoTuxRzrt1dTURENDQ1hWGfJaoYgHi8VCcXExFouF+fPnEx8fT11d3X6vgYnEBcvf8L+urq59ohSyEEpOTkaj0Rz0F8uBRKVSkZqaSmpqKuCdlvQ0aPWc6eRrqTDY5/9Ajj75S1P6WnFAYDVbQ6ndHryv8552G+Athux2u/v7cheZp0nrYD+/Io0QP4cAnuPVg3Vi702oyNYMbW1tQTuxR1L82Gw2zGYzTU1NYVtlQPBO7AA6nY7i4mKSk5Pd7fzyWoNRABzpY8qWA0lJSRQUFHi1GFdVVbF9+3bi4uKwWCx0d3eTkpKy3y/+g33zj/TxfdOSZrPZfSMuKSnxMmhNSUkZEjfcwf4bQORSb/6sOOSaLZ1Ox+7du3u14uhtwOH+JpD0W29iyG63Y7PZvMSQQqFg06ZNzJ8/P6So+lBDiJ+DnECKmvvCn1CJhBN7JMSPnOYCGDt2bNjCB4ITLHJL7a5duxg3bhwjRozwOreDIX72x82nt3k3O3fupK6ujqqqqn1avIfCzWAgGegbf1RUFNnZ2WRnZ/s1aLXb7URFRbnHGQxGjdZQqfkZqC4r35qt3qw45OvhYItBh8MR9DDEvsRQZ2cnS5cupb29XYgfwdBGjvbI70RCeSF6dhAAVFVVhe3EHq748ezmGjVqFM3NzRG74AXa2m+1Wtm6dSt6vZ65c+eSmJi4z88MlvjZ38eUu2qqq6vJzc0lPj7e/Q65pqYGl8vlNWwxWLPKA4X99ZgkaV+D1m3btrntTzwNQj1rtAZ6f4N9s4f9J8D8WaHIqeGWlhasVivr1q3zigz1Z0ocaWTxEw6eYshkMgHs1waOgUSIn4MQX4uKcIrX5AuJ3DbZ3d0ddnopnBu0ZzeXvI+2trb9YkYq09HRQVFREQkJCRQWFvZaiHqwpL2Cwd+NWR626Nni7VkvtL9vCgPBYJ9zpVJJXFwcBQUF7qiETqfz64mVkpIyIAMuD7SC50iiVCq9OiP37NnD6NGj+7TiGOjoSaTPhcFgIDo6etDTq5FCiJ+DjHDTXL7IL57169eTlJQUESf2UCM/cporLi7Oq5srlDqd3uhLsHhGnEaPHk1+fn6/7c0HY9orGCTpN+duzxZvnU7nLpaPiYnxGrYYyvNrKEQdhkrNkWdUoqCgYB9PLM9zLn+E+5qWn+cHa9or2D30ZcUh18kF080XCpGI/Hii1+sjOphzsBHi5yDC4XDQ2NhIfHx8RLpv5JoWgNzc3KCGBfZFsOLH5XL1mW4LZQp1b/QmpOx2O9u2bevVDb63tQ61yE9/+LZ422w2901B7mryHbZ4ILzTHOxz3pf48zfg0tOg1dMGIiUlhcTExKCnfQ/kVONgGCodZ77PWX9WHHJb/e7du71MciNlxRFp8WMwGIiJiYnYeoONED8HAZ6ze4qLi5k9e3bYYW1PJ3aAnJyciCn+YMSPzWZj69atdHV19Zpui2Tkx5+Q6u7uZvPmzX26wftDRH76R61W7+NUr9PpaG9vZ8eOHe7Bc3KabH871QfKYEeegjm+7zm3Wq3uc+5v8nEg077l5/lg/22GQuQnkG4v324+i8XiFqTyxPX4+Piw3gQMhPg5mIadCvFzgONvdk+4N1xfJ/Zvv/12QO0oeqOjo4Pi4mLi4uIoLCzsNUce6ciP51q1tbWUlJSQn5/P6NGjg+6cOJQiP5G4KGq1Wq+uJk9/rD179iBJ0j7DFuXjDvZF+UARP75oNJqAJh/3JUDl1/Ngn4OhEvkJdg9ardbLisPfaINgBWmkxx8YDIaDptgZhPg5YPGc3eNpURGqCzv07sQ+EHYUfe3RM80VaG1NpGt+HA4HO3bsoLm5Oeg5Rr5r7U8GWwBEEt/Bc57txZ6FvCkpKVit1ojXTATDUE57BUtv0779DfuTu/eGQs3PUBBg8j7CFR2+ow08xZCnIPWcPu177iM9b0iO/BwsCPFzAOJb1Ow5fVOpVIYkBPpyYh8I8WOz2fx+L5A0l7/1InXzkR/runXrUKlULFy4MORupEMt8jPQ+GsvllMFra2t2Gw295DFSNVNBMqBlPYKBn/TvuXuvdbWVnf3XkJCAtATsRgs65OhUncUadEhSVKvVhzt7e3U1NTgdDq93Orj4+NFzU8/CPFzgNHf7J5QhEpjYyPbtm3r1Yl9IMSPv/UCTXMFul4otLa2YrfbSUtLY+zYsWFdxAbjZjjY73r3p/BSKpVelhBWq5W0tDR0Ot0+TvUpKSkkJCQM2I3xYBU/vigUCvewv/z8fHf3XnNzM9DTFSobtMoidH8NxBsq4meg6476s+KorKxEkiTUajUajSZiXVoi8iMYFAKd3aNUKgNOewXqxB5OKq239TzFSrBpLl8ikfZyOp2UlpZSV1eHJEmMHz8+rPXkfQUqBrq6umhsbAw4n98XB2vkpz9UKpVfp3q5rd7z3XFKSspB1bY7WOJL7t5Tq9U0NjaycOHCPlu6k5OTBywaN5TSXvtzAnJvVhw7d+7EYrGwadMmry7LpKSkkAaNCvEj2O8EM7sn0ChIME7sA2FEKt+gQ0lz+VsvnP2ZTCaKiopwuVzMnDmTjRs3hryW7776EyIul8tdVJ2cnOzO53sOpAvmJj3YF/7Bwt959le7Inc1yVOQPYcthpOuGQqRn8GMeMjH92d9IouhioqKiHQx9Ua4A10jxWB7e8lWHDExMaSmppKXl+eePt3U1ER5ebnbiiOY574oeBbsVxwOR1CGpP0JlVCc2Acq7SVPSo6Pjw8qzeVvvVAjU83NzWzdupWsrCzGjx+P1Wp1d42EexHtT/w4HA62b99Oa2srM2fOdLeRet6kd+/e7b5QybNa+mu1P1QjP33h+e44NzfX7VSv0+ncTvXyBF5ZEAVbQD3Y4mcwj9/bdGeNRtOnQavNZiMhIcGrkyxU4TAU2tyH0j7kmh9fY2JPKw75uS+nKuUPf9cYg8EQ0HyzAwUhfoYonrN75HdVgVzc+kp7herEPhCRH4PBwC+//BJSmsvfesHuz+l0Ul5eTnV1NZMmTSInJwf4rV5goMWPwWCgqKgIpVLpFn5Wq9XvTdp3IrKcRpAnInumEQbzBjjY77iDwfOGAN4TeOXBf3KEQh7811eEYrAF52CLn0AjT75dTJ6Fu9XV1bhcrpBTk0NFdES6xTxUeit49rTiANympXLx9I4dO9wTwGNiYlAoFAwbNiyktNcPP/zAY489xqZNm2hoaOCDDz7glFNO6fN3Vq9ezfLly9m+fTsjRozg7rvv5pJLLvH6mWeffZbHHnuMxsZGpk2bxtNPP83cuXOD2psQP0MQp9OJ3W4PyaKiN6ESjhN7JMWP1WqlpqYGk8nE3LlzI+LEHmy3l9lspri4GJvNtk9nm3yeI3Ez6038NDU1sXXrVoYNG8a4ceP6PL/+JiLLNwvPol45KjQUbsKDRTg3f990jcVi2WfOiu+sG88b7VAQH0Mx8tMX/gp39Xq9V+Gu5/O/P4PWoSJ+Bjvt5bmPQESYSqXyahzwfCOwatUqbr75ZnJzc8nIyCA1NZX29vaAr9sGg4Fp06Zx2WWXcdppp/X785WVlZxwwglcc801/Oc//2HVqlVcccUVZGdnc8wxxwDw9ttvs3z5clasWMG8efN48sknOeaYYygrK3NHGANBiJ8hRG+ze4Khr2LiUJ3YQ22f90VOc2k0Gvco90gQjDhra2ujuLiYtLQ0Zs2atU/x5UCKH89o05QpU9xD5YLBdzKsyWRyp8hqampwOBxotVpiYmJISUnZL27eQ4FI3/y1Wq178J/L5fI6z9XV1QBerumDLT6GwvHDveF7+sB5piZ95zp5piY938QNdt2TzFARYaFGoDzfCIwZM4ZjjjmGr7/+mueff56VK1fyyiuvMH36dA4//HCOOOIIFi9eTHx8vN+1jjvuOI477riAj71ixQoKCgr4+9//DsCECRP48ccfeeKJJ9zi5/HHH+fKK6/k0ksvdf+OvK8777wz8McZ8E8KBhTPNBcQkvAB77SX1Wpl69atYTuxhxv5cblc7Nmzh4qKCkaPHk1MTAy7du0KeT1fAi0s3r17N7t372b8+PEMHz7c7/mVvxYJsSfvy+VyYbVaKS4uxmq17hNtCofo6GiGDRvmdlAvKSnBaDTS0tJCeXm5ewjg/m47PpiQpN+c6uUIhTxssaWlhYqKCpxOJ7t37yYjI2PAXNP7YrDFz0A4uvurVZEjEr7pmeTk5ANedESaSEWgsrOzueiii3jppZd48sknWbx4MatXr+bbb7/lxhtv5I9//KNbiITLunXrWLZsmdfXjjnmGG6++Wag5562adMm7rrrLvf3FQoFy5YtY926dUEdS4ifIYDn7B55SnOoyMW/Op2O4uJiEhMTwyomhvC6qaxWK9u2baOrq4s5c+aQlJRES0vLfpkb5LmHLVu2YDQamTdvnnsgW29rQeQiPwDt7e0UFxeTkpLCzJkzB6zVV5IktFotSqWScePGed0s5LbjuLg4txg6UExDhxpyN01CQgJ5eXk4HA7WrFmDRqNxd+7JkbeBbu+WGQjxEQz7I+riO9fJ16DVYDCgUCioqKhwt3QPxvP7QEt7BYrc7ZWdnc25557LueeeC0TmjaJMY2PjPiNXMjMz6erqco+ucDgcfn+mtLQ0qGMJ8TOIBDq7JxgkSaK9vZ26ujrGjh1Lbm5u2GuGmvbqrZtrIFvne9tDYmIiCxYs6LeDJ5JpL5mNGzcybty4fv8Wkbh5eZ4Lf0MA5dSN3Gkj17GkpKQc8KaFg7V3pVKJJEnk5uYSGxvrvinrdDp27dqFyWTap3g60jfHgzHy0x++Bq01NTXU1tZis9n2MWgd6CGXngyVCFQkxY9cnO4vYj0UHmsoCPEzSLhcLiwWi/uiEQnhYzabaWhowGq19hvhCIZgxYpnmmvMmDHk5eV5PbaBED++63nWOvnbQ19ryb8fDna7nR07dgAwa9YstwDpj0jcxHrbu6eBpT/TULm41NM09EBhKBV6+96U5fZunU7H9u3bsdvtXh1NkRCdgy1+hkK9jVKpJCoqigkTJrj9sGSxX1dXh8PhcJ/33gxaI8FQSXsdiMamWVlZNDU1eX2tqamJhIQEoqOjUSqVKJVKvz8TbA2lED+DgNPpxGq1smbNGiZMmOC+SIaD7MQeHR1NXFxcxIQPBCdWPOuM5DRXOOsFuj/Pm4/NZmPbtm10dnaGVOsUrieXXq9n8+bN7rqPxMTEgH4vUu31gf6cP9NQ37k3clQoKSkp4KjZoUhffzt/7d3yTdlTdAbS0RTK8fcHg512k/cgCzDZD8uzHs7TAmLPnj1IkuR13kOZeuyPoZD2kptnIm1s2lthc6RYsGABn332mdfXvv76axYsWAD0vIGbNWsWq1atcrfMO51OVq1axfXXXx/UsYT42Y/IaS65m0upVIb9jtXXid3hcLh9diJFoEME5dqWhISEPuuMIm346Smmurq6KCoqIiYmJuRap3DEWX19Pdu3byc/P5/8/HxWrVq136MSoRzP0zS0oKDA3e7qm7qRo0IDkboJl8G++QYaWZRFp2wUKotOuaMpFG+swRY/QyHy09fN3p9Bq2/RuufU45SUlJAMjQdCdISCfL2OVOTHarVis9mCFj96vZ6Kigr3/ysrKykqKiIlJYXc3Fzuuusu6urqeOONNwC45ppreOaZZ7jjjju47LLL+Pbbb/nf//7HypUr3WssX76ciy++mNmzZzN37lyefPJJDAZD0EXXQvzsJ/xZVATjw+UPf07ssodRJOnLhR36T3P5W28g0l41NTWUlpYycuRIRo4cGfLNIBRxJnuDNTQ0MG3aNDIyMtx/2/0pfiJ1A/Sde+OZuvH0yZJv0HI4PNDHKruDd3Z20t3d7f7Q6/V0d3djMpnQ6/UYjUZqa2vR6/VccsklLFq0KKSb0kAT6t/YV3T2VqTuWS/kr3h6sMXPUIv89Ifnec/Pz3dPPdbpdNTX13tN/JY/AhWhEDnRESqRFj8GgwEg6LTXxo0bOfzww93/X758OQAXX3wxr732Gg0NDe7REQAFBQWsXLmSW265haeeeorhw4fz0ksvudvcAc4++2xaWlq49957aWxsZPr06XzxxRe9elP2hhA/+wHPaI9nC3s44qc3J/ZIm5DKa/YmVgJJcwWzXijIc1jKy8uZOXNmwPU1vRGs+PH0BluwYAExMTHudeT97U8iebzvv/+eBx54gIyMDDQaDWazGbPZjNFoxGAwYDKZsFgsXoX7Ej0RTqfDgdPpwOl07v3oeVfsdLlwBrFFlQR2F3z88cdIQHSUhsSkFHLz8pg4cSJz584lNzfXPaV7fyOf70jc/P0VqcupGs8iXll0ykW8gy1+hnrkpz/8TT3uTYTKnWT+RKjnm9vBJBKdw57o9XogePFz2GGH9Xk9eu211/z+zubNm/tc9/rrrw86zeWLED8DSH+ze0IRKg6Hwx1h8OfEHqmBhJ70tk/PNNfChQsD9kKSL9aRuGDr9XpKS0txOp0RiwoEI35aW1spLi4mMzOTCRMmeL3TGgzxE875NJvNfPjhh6xcuZJVq77BbDJhd/z2XFIoJJxOFzFqBYmxGqJUSrRqBYlqJdHRSqLVSqI1KqJUSqLUSqLUCqLUSrQqhdf/o9QKtKq+/t/z+V3vbePDzfXMzkngpRPG0WywUtJqpLTNyI5WA9u3b+bnn3/m1VdfBUCrUhIbH09Wds8bgpkzZ7JkyRKmTZu2X25GAyE+NBoNmZmZ7te557DF2tpadwTO6XRiMpkiVrcSLAda5Kc//Bm0+k5W92fQKl97B1v8DES9T2xs7KA/rkgixM8AIc/u6evFEKxQ8XRiX7hwod9unEhHVfytGWyay9968jrhXDDl+pqMjAza29sjlg4J5Bx6Dk2cMGECw4cP3+dnghE/kbxxBCq29uzZw1tvvcW3335LWVkpnZ2dOJ0uVEoF08alUzhtLPOnZDNlTBo/FdXxn89K+WlzHWaHi0yVgquW5rP86LFoVAqsdiddJiudRjtdZhvdZjtdJhvdZgfdZhsGqwODxU6b3oLB4sBotWOyOTFZHZhsDsw2B2abE6vdgcXuYleLHrPNSWq0ioumZBKnVjApP5nD872L1/VWO2VtJkrbjJS2GilpM7C1sZJPS0v44IMPAFBKEjExUaSmZ1BQMJKpU6eyYMEClixZEpFhk/tT3PoW8cp2EG1tbWzbti0idSuhMBQiPwO5B18R6pkG3rFjB3a7ncTExIgNLw2XSM/40ev1QfmsHQgI8RNhPC0q+pvdE2jaKxgn9oFOe8lpLr1eH3CayxfPKcqhXKycTiclJSVuUzu1Wk17e3vQ6/S1v75uaDabjS1btqDX6/sdKRBMFClSc3784XQ6Wb16Ne+//z7r16+ntqYKo8kCQHKClsKpOcyfOpF5U7KZPi4Drcb7wpmXncB5x03g63VV3P7k91TWdXH3+9u59/0d2EK8+UuAViGhUUpoFBJRCgVRSolumxOzzUmKWkGbyc51X5QDoFFIxGqUZMdpGJ8aw+zseA7PT2Judjyzsr0LMe1OJ3s6zO5IUWmbka0tOjb+VMt3333HU0891ZNC06qJT0xmRG4uEydOZPbs2Rx++OHk5eUF/DgimfYKBtkOIi4ujoqKCubNm+e+KXvWrXgOWwzWqT5QhkrkZ6CHScr0ZtDa0tICwJo1a7zqhfa3cIi0+DEaje50/sGCED8RxF9Rc3+Fv/0JlWCd2Acq7eV0Ovfp5gr1QioLnlD2aTQaKSoqAnDX1/RELPbP0MTOzk6KioqIi4sL6BxEurMtEFwuFx0dHbzzzjt88cUXbNlSTFtbK3a7E0mC0SOSOPvo0cybnM28qdkU5CT4fZ5arXY++2kPH6/excYdTTS19kRjAIbFalg6LJ61jXpquy1cVpDM0vRYtMrfREzU3s97viYRpez5unbv5yrJv2AYtbKMTJRUHVaA3QU7DVZKDVZK9VZK9Fa2dlv4ZGcr75e1AqCUIEalJDVGxajkaKZlxrF4eCJH5CczemwMJ/mcmxajjdI2o3cKrWwLGzdudHedqJQSWk0UUTExaLVannnmmX3G7vsyWDd/zyJb+WY7cuRIr449T6d6z469SA7BG+zIz2AJMM8OvoSEBIqKipg+fbo7Irdr1y6vv02o4wyCQUR++keInwjhaVER6MDC/oRKKE7sA5H2kiQJk8nExo0bQ0pz+RKq+GlubmbLli3k5OQwfvx4r5kekRQYvdl5yNYFwXST7S/xs23bNt5++22+/vprqqv2YDAacbkgSqNkzqQsFhw3i3lTspg9MYukeP/Po4ZWPW9/UcY3P1ezY3cbnd0W7E4XSgmmpsVyysQMFmbHU5gdz7C4ns6XBoOVpe/v4NU9HZyUE8+JOeHNl/q6sZtKg41/TExHq1SgBWYkRjEj0Tt943C5qDLZKNH3iKJSg5Vt3VZ+qe1i1Z4OHv+5FoBolYIErZLchCjGpkSjVoJGoaCm20qj3kqryYbeasds73mcjr1/KrvDhd1kwmY1o3O4OPP003C4YPjw4dx+++2cf/757u6foTJg0ff52JtTvU6n85rwLafIwhn6N1TEz1DYg0ql8rI/kQ1adTodjY2NXuMM5I9Ie8ENRM3PUEnpRQohfsIkHIsKpVKJxWLxu6Y8nTjYtu1Ip72sVit79uzBYrEwf/78gAf29YVc+B2o+PF0Q588eTLZ2dle3x9ouwyHw8GOHTtoaWkJuptsIMSP1Wrls88+46OPPmLjxo00NtZjsfSMIshOi+XYBcOYPyWbuVOymTQyFZVq34ug0+lkw/ZG3v1qJz8V11NV14XB0lOYn6BRsjA7nkUT0lmYE8+cjFhi1P7fRWbHalhz+kQO/6CE09bW8N95wzl9ROjPkes2NZCmUXJFP2soJYmRMRpGxmg4IcP7e61WByV6y15RZOPDRj2/NHTza0M3Dn7rHsuIUTM+NYZh8Rqy4/Z+xPb8mxOvJTtWQ4JWyZ5OMy8VN/L85gZqa2tZfvNN3HTTTQwbNoyTTjqJa665Bhj8yE9/x/d1qpdTNZ5O9Z71QsFEJ/ZnyqmvPQy2+PE34NDToFX+GX8GrXJELpCBooHsI9LTnUXaS+Am2DSXL/5u2uE6scuDEyPRSSWnuaKiooiOjo6I8JEJVLCYzWaKi4ux2Wy9uqGHY7za297kG4rRaGTz5s0olUoKCwuDLiCNhPhxOp18+eWX3HfffZSXl+N0OPBdMTUxivycBFKTojFbHazb2sDm0ma0GhVRWiVRWhVNbQZqGrvZVdNJi86IdW8nV0GClrNGJlOYHc/C7HjGJUehCOK5kxmj4YfTJnLEByWc83MtbzhdnJuXFPTj/Lapm10GK09MSCdKGfpNLE2jZE5CFJ82G3ijtpNWm5NEpYIrcuJYmBjFv5v0fNhipM1ooynKyuXTsrhoSu8zQgqSovnT0gLuX5THR+VtPPdrPd9VddJYX8eKFStYsWIFUVoNBSNHcc0110TM4TpQQqk58p3wLTvV63Q699A/tVrtNWyxr+jEUKn5GWzxE8ge/Bm0yiJ0165dGI1Gr06yUAxaB0L8iMiPAPhtdk84hqS+Bc+RcGL3TCmF+uR3uVxUVlaya9cuxowZQ3x8PNu2bQtprd4IRBS0trayZcsW0tPTmThxYq+PJ5Kt8557k9Nsw4YNY9y4cSFdWEMVP3q9nhdffJH//e9/7CgtQQE4HE7GT8xCo1VhtdixWh3YbHs/rA7K67spqe7AbnNgt/fM1XHvA9yCSbW3Zf2E/CSeWJTHmOTwPbzSotV8f9pEln1YwkUbajE7nFw6MiWoNa7d1ECKWsFVuaGL7I2dJm4vaWVtuwmrC+YkaPn76HjOTI8leq+gOjU9lnqLnVcaunmurpuLPy3j+i/LOXVcGn89fCRZcf5fd2qlgjPGp3PG+HQqdCZeKGrgxaJGOix2rFYrJSUl3HTTTdxz9x+54MKLuPvuu/fLDSMSBdeeTvXy0L/Ozk6v6ERsbKxbDPnOuRnsOUMwdMRPsNddtVpNRkYGGRk9IUzP9GRpaSlWq9WdnvSc7dQXQvz0jxA/QeI7uyccQ1I5ReVyudi1axeVlZVhO7HLL4pQn/xWq5UtW7ZgMBiYO3cuiYmJdHR0DHj7vCee56O3NnJPPFvKI3UBrq+vp62tzW+aLRiCET87duzgqaee4oMPP8Rqs+JyOFEoJFxOF1Nn5XLL749ixuzcgI+9rbiWu5a/T1VlGxnxGh44egwZcRq+KGvlkx3NrNzTwedVHaRGqViYHc+VEzM4Ni9024rkKBXfnjqBYz4q4cpN9VhdcPUobwHkdDrR25102Jx02Zx02hx02ZxsajeyU2/lL+NS3SIlUOxOJ49XtvOPPR3UWxxoFRKXZMdzbU4803upb8rRqrg7P5m78pL4vM3Ec/Vd/GtbM//Z3syE1BjuW5zLGeMz/P4uwOiUaB49YiQPLcnn/bJWnttcz481Xagk6OrW89xzz/HiC88zfcZM7r//fhYvXhzUYwqGgeg2UyqVbl+3UaNGeUUnPOfcyFGhoeBnNRTETyTOg2960mQyuc+952wnWQz5M8YVNT/9I8RPEPjO7vEdWhgsSqUSm83GL7/8gtlsjogTuyx4QhEr7e3tFBUVkZSU5NXJtD9mB8lYrVaKi4sxmUwBnw/PuUHhYrFYMBgMmM3mXtNswdCX+HE6nTzzzDP89a9/RdfRjsvhBAkUaiWSy4ULGDs+k1t+fxQLFo0K+LlWubuFO295n9Jt9SREqXjsxPFctzCX6L11O6dOyWKFy0Vps4Evylr4rKSFlbt1fLi7Ha1SYmSClt8VJHP9tCyGxwVeiGl3Ovm+vovceC0/Nxn4v0313LipHiRwusBJz0dvKIC7ytp4sFxHolpBXrSaKfFaFiRpOSotluHR3nUQuwxWlpe08HWrEZPTxbgYNU+PSeLCrDgS/NQ5+UMpSZyYFsOJaTFUmW28VK/n+fouzvyglERNOWdNTOcvS/NJifEfDdKqFJw7KYNzJ2VQ2mbkhc0NvFzcSJfVgcPh4JdffuGEE04gLTWF8y+4kLvuuivitROe16OBwjc64emYXl9fj9VqxWg0AvR6Qx5ohoL4ifQeJEkiJiaGmJgYL4NW+dxXVlb6NWgdiMjPQDu672+E+AkAz9k9vhYV4WAwGOjq6iI7O5uZM2dGpGAw2GJi8E5z+Ys87S/x4yu+Aj0fkZqkLB9foVAwcuTIiLzT8Sd+Nm3axFFHHYXZasFpd6CO0TLu1EI0cdFUfLIeY1s3+SNTufn2ozji6PEBP9eam7q48+b3+PWXKjRKiXuWjWb50nwSovYtnpQkiQmZcUzIjOOWJQUYrQ6+36Xji7IWPi1p4a+/NvDorw0kRamYkxHLJRPSOXN0CiqPC7vObOc/ZS18uqeD4hYjbWYbdlePiJkSraLD7qTB5uT3CVqSlAq0EkRJElE+/2olOKnJQJpC4vakKEqsDnbYHGzrtrC+w8yLNT3H00oQp1KQqFKgsznptDtRSnBGeizXDUtgUaI2rNdlXpSah0Ymc29+Ep+0GXmurosXixp5tbiRqRmxPLy0gONG9Z7KG58aw+PLRvGnpfm8W9rKc7/Ws76+G5Uk0dqm46mnnuKfzz3DrNlzeeCBB5g/f37Ie/VkMFJOUVFR5OTkkJOTg8vl4tdff0Wj0bhvyJ5O9XLx9EAzVMTPQPp6eRq05ubmehm0Njc3u2u1FAoFMTExmM3miAy6NBgMbuF7sCDETz/IU1Tr6urcLd7hXmhkJ/bq6mo0Gg1Tp06N0G57CMYzzF+ay5eBap+X1/ScGB1K2i+cuUHy8eXuujFjxtDS0hKxi6in+Nm1axfnnnsuW7dtRR0bxaz/O5Exv5uP0+bgi2ufpqOyiexhidz9+Gkcf9IUlAGmfzo7jdx924f8uHonEnDz4nzuPGIkabGB14zFaJQcNyGd4yak89QpsLvNyJdlLXxW2so3O1v5qrqTS76RSFIrUCsVdFkc6O1OXECMQqIwVs3irDgKYzXMi1UTr1SwyWhjbmkray0Ovs3pPdqxwWyny+ni3iQt1yR4R5r0ThdlNgelVgc7bE6e7bKw22ZHokdk5WtVnJUey+KkyE0yViskTkuP5bT0WCqMNl6o7+bFhm6O/982EjQKCoclcunUTCalxzImORqNT5QpWq3kwimZXDglk20tBp7f3MBrW5rQ2xzY7Q7WrVvH0UcfTXp6Gpdeehm33XZbWDeowa63kT2kUlNTycnJcbd2t7e3e7V2ew5bDKWesT+GQrv9/k7/+TNo7ezsZOfOnej1etatW+c16DIpKSmkcy/SXocYcrTHbDZTUVFBQUFB2Gt6OrFPnDiR3bt3R2Cn3gQqVnpLc/lbT45+ReqFLa9ps9nYunUrXV1dEZkYHSx2u51t27bR3t7u7q5ra2uLWHu6JEk0NDRw/vnn8/2aH1CqVSy462zm33Y6uvI6Prn47+hKa0hOjeWeh07k1DNnoNYE9rI0Gq08dM8nfPnJNhwOJ1fMG8E9y0YxPCn8d9kjU2O4tjCPawvzsNqd3P9VOY9+u5tmhwNwoARmRKt4KTeRqTFqlH5uvrNi1NyVFcefG/W8o7dwZi8ptPcMVtTA/yXs+/04hcQsrYp0pYIX9QY6nS6mapW8kh3HB91WVnSYOW17M0llCs7LiOWRUSkBp7xknE4n5SY7xQYrO/Q2Ksw2asx2Gq0O2u1OjE4Xlr3F411WJ19UtvNlZbu7gFyjlNAoFWiVCuI1ClKj1WTGqBkWryUvUUvhsATOmZDOlmYDL29pZFOjHpUELS2tPProozz5xOPMnTefhx56iFmzZgW1dxh88QPeURfP1u6CggLsdjudnZ3odDovk1DPG3IkoiWi7ui3Wq3Y2FiSkpLIzs72GnQpi5j+DFp9EeLnEMF3do9KpXIXJodzkfF1Yu/u7o64FQX0L376S3P5Ww8i+8JWKBTo9XpKSkrc05JDfTcYatpLr9ezefNmtFothYWF7lbeSEW6dDod9957Lz9v3AAumH3D7yi862xMui7eXPYHmjdXEBun5da7jubsC+YS5Sc95Q+73cFjf/qS9/67EYvVwTnTs3nwmDGMSY98Tn7N7jYueWsru3UmcqNVPDI2jZwoFXfvbOOndhNLKnTcmh7LvVn+TQ/vyYrjvQ4zl7WaOCFGTYzPz7hcLt422BipVhDl5/ddLhev661c32rEBvw1I4Y7UnuiSLOi1dybHsNH3VaeaTfz3N4IzYw4DY+MSuGI5Gj0difFBgtbu22UmaxUmh3UWuy0WB107RU1FofLqxZJAaRGqRgeo2ZirJrhMWqGRasZFtPzUW2wceX6GpQKiftPnojV7qSpy0JTl5n6DjMNnWbK6rrQW/Z9bauVEhqVwssw1mqz8+OPP3L44YeTmZnB5ZdfwfLlywN+PQwF8dNX1EWlUvl1qtfpdG6net9hi6FcZ4ZC5Geg016BIgvBvgxad+7cicViISEhwcug1d85NBqNoubnYMff7B5ZGYf6xPZ0Yp88eTJZWVlAcOmpYOhr3UDSXL6Em1byRT7H5eXljB49Oqghjv4Ipc6poaGBbdu2+fVKC3c2j9Fo5Nprr+XdD97Habcz7fJjWHTPebhcLt4/40/Urd2ORqPimhsP48JL5xMX33/Kw2q1s7Woltde/Im1P+zCanMwIimKu04cx8L8ZKJUCkxWO9EBRo36Y1tDN+e/WczWhm5SNUqem5TB5SMS0Sh6/k5r5kfzXZuJu8vbeKBRz+MtBu7IiOUPmd4iSKuQ+Hd+EnNLWzmp0cCqHG8PrmKrgyq7k4eT9z0HTXYnV7Qa+dRoY5RawarcBPJ8Hp9GkjgzQcuZCVpKLXZubDLwdbeVI4savdr7ZaIUElkxavIToxgRo2Z4rLewGRatJitajUrR9/NxeIya362u5C+flbHpniMYlbHvu2KzzUHzXlHUI472ft7d83lDh5n6ThNNXRb0ZjtI0NTUzJ///Gce/etfWLR4CQ8//HC/afGhcNMPRoB5moT6djPV1NTgcrm86oUCdaof7KgL9FzrB8o/Ldh9+LtX+Rq0ep77+vp6t0Gr7EeWnJyMSqUKK/Lz7LPP8thjj7m9GJ9++mnmzp3r92cPO+wwvv/++32+fvzxx7Ny5UoALrnkEl5//XWv7x9zzDF88cUXQe1LiB8PepvdIz+JQqmg78uJfSBMSOV1/QkBeY5Qf2kuf+tBZMSP7FVmMpnIz89n1KhRYa8J3oMJ+8LpdFJWVkZdXR3Tpk3zW8QXqvixWq3ccsstvPGff2GzWJl4zlKWPHAhUclxfHzR36j6+lcUksTFlxdy2dWLSEr2roMxGq0U/1pD8eYadpY2Ub1HR0tzN0ajFYvZhu+WajrMXPf+Du+9A0qFhEKS/5VQKno+VJKERiX12EaoFESrlUSre/6N1SiJ0ypRKxR8v1tHlc5EtAL+NDaNG/OTiPVJJUmSxBFpMfyUGs03rUbuLm/jngY9jzUbuDMzjt9nxLifN57pr3f1Fs7wSH+9Z7ChAm5K9E55vae3cmWrEb3TxZ2pUTziR1wAtNmdfGO08aXeykq9lWaHCwWQopBod7pQSfBqYS5TkqMYHqMhUR36aApPlmXHs/qo0Rzz7W6m3v8Na36/lJl53gNJo9RKclNjyE3tu7vL7nByxRu/8vraavfXnLhYvXo1ixYtIiMjg2uvvZabbrrJb4piKER+Qh1y6K+bSa/Xo9Pp3L5YslO9nCbrrT5KDFr8jUDvVdHR0URHR7sL1+Wp3zqdjldffZUXXniBmTNnIkmSuxwgmHP89ttvs3z5clasWMG8efN48sknOeaYYygrK/N77X3//fexWq3u/7e1tTFt2jTOPPNMr5879thjefXVV93/D8UeRIgfvGf3yO+ifLudgKCEiqcTe25uLmPGjNnnRRHJacye+Iofl8vF7t272b17d0gFxeHU1HjimWaSzf0iRSCRH7PZTFFREQ6Hg8LCwl5bjoMVP06nk7vvvptnV/wTi9HEmJPms/RPF5FUkMmnlz9FxQc/4XK6OOPcWZx38Txqq9r596vrKS9roqZaR2uLHqPRitVidwsclUpB9vAkJk8bRl5+KmaTlfff2sQxI1N4ctkojDYHJrsTo82B0ebE6PW5A5Pv12wOjHYneqsDvbXn8y6jjca965jsTsx2p1e0xOqCx/e080mzngVJUZyUGcuS5Oh9omRHpceyLC2Gr1qN/HFnG3+o7+avTXruzopjeXqPCLonK453O8xc2mrieI/019sGK3kqBXF7/9/ucHJ9m4k39VZyVArW5CUyKeq3y5Td5WKDyc6XBisr9TZ+NdtxAbEKifFqBcuTNFydGEWSSsEqo42T6rq4dkMtxSeMI0kT2XTE3LQY1h4zmiO+2UXhX75n5Y2FHDkh+I4YlVLBq5fMIjM+ike/3MmI/FSOPWUqX360herKNlrbWnjggQd44IEHWLp0KY8++igTJkxw//5QED+Rij7JTvXx8fFuXyy5Xqiuro7S0lKio6O9hi2q1eqI1ySGylBJe4WyD9+p3xMnTuSoo47iq6++4q233uLmm2/m/vvv54gjjuDII4/kiCOO6LcO9vHHH+fKK690Tz1fsWIFK1eu5JVXXuHOO+/c5+dTUry7Kd966y1iYmL2ET/yLKRwOOTFj9PpxG6392lRIUlSUCmqQJ3YPSNKkfTF8dxrKGkuX+RujnDET319Pdu3b3enmYqKiiLqedVf5KetrY3i4uJ+p0VD4HYZTqeTxx57jL/+7TGM3XryjpjGYX++hLRJuXx8/mPs/mwDDnvPOlHRaj5451fe/vcv7t/XaJTkDE9m+qxc8vJTGJGXQm5eKnn5KWRkJbi7vYx6C0fM/xtZcVr+ddI4UqIHJqx++coyXtnSxLP5SYzQKtmkt7LJaGOD3sq6DjOP7+lAJUGCSsHIGDXzk6I4IT2OZWnRqBQKjkmP5ei0GD5vMXD3zjZur+vmT00G7suM5ebMOP6dl8i8sjZ+12jgm5x4dlgdlNuc/HFv1Ocro42LWgy0OVxcnaTlub0ptBqbgy/1Nr4wWPnKYKPb6UIFZKsUXJyg4brEKOb4OSdHxqj5bngCR9d1M/mTUtYfN4ZJESgG92RCYhQ/HzuGI77ZxXFP/sS/r5jNWXNGBL2OJEn89YzJZCRoue2drXz10Rb++9X11FW18/WnW/niw2Jq9uj48ccfmDdvHgqFgj/+8Y/ceuutQ0L8DFTUxbNlHnqsIGRfLNkKIiEhIaRGiYFgKBRdy/sIV4SpVCoWLVrEwoULeeWVV1i9ejVWq5Vvv/2W1157jWuuuYY1a9b0OrLBarWyadMm7rrrLvfXFAoFy5YtY926dQHt4eWXX+acc87Zp95o9erVZGRkkJyczBFHHMHDDz8clOciHMLiJ9jZPYGKn2Cc2CNdS+O5rtPpdKe5kpOTg0pz+aM/B/recDgclJSU0NTUxPTp00lPT/faY6ToTbB4FncHMi1a3lt/wmzFihXc+8D9dLV3kDNvPKc8cgnG5g6+uO4Zmot249rbHRQVpWL4iBQKRqeRm5dCbl4KI/JTyc1LIT0jLqAL5cXnvILFZOP9i6YNmPD5pLyN17c0cWl6DNdl9aSYTvKwvWiyOthstLHJYGWT3sYGg5VnOjt5pqoTJRCvUpAfrWJOUjTHp8ewdv4Ivm7riQTdUtfNQ416HsiO587MWB5pMvCewcoOa0/X2LWJWq5rNfLPLgtpColVeYmYnC5uazHyqd5KubXn75qggFlaFefHa7goQYsmgHM3L1rNTyMSOKK2izmflbPqqFEsiHBheG6shnXHjOHob3dz/ou/0Nxt5fojQkvn3nr0GNLjNFz62iZOXvh3/vfNTVxz6zKuXn4ku8qa+frTrXz+QRF11e38+c9/4qGHHiIzM5P77ruPBQsWRPRxBcP+qjtSq9Wkp6e7ryMWi8WdIgP4+eefSUxMdKfIwnGqD4WhEH2CyIowebBiamoqY8aMYcmSJdx///3o9fo+RzS0trbicDjc9UUymZmZlJaW9nvcDRs2sG3bNl5++WWvrx977LGcdtppFBQUsGvXLv7whz9w3HHHsW7duqAE3yEpfnwtKgKZ3dOf+AnFiT2UdFogKBQKmpqaaG9vZ9y4cYwYMSLsC0AoYkU2BVUoFBQWFu5T7zRQZqQycht9d3d3UFGvvtJeb731FrfdcTutzS2kT8nn8LtOo3r1Vt458X5sRrP75+66/3iOPm4SqWmxYZ37xx/5itIdjTy1bBRzc8Kb/t0bOqOVcz7YwcgoFU/nJ/n9mUyNkmM1So71mKejszvZbLCyyWDjV4OVn/VWXqzp5MWaThRAnFJiRLSaqfEaSvVWbqjtIkUpoQQuaTYwXCkRK8HCej01difpSompWiVHVXdidYFGgnyVgluSorghSUuBRoXZ6aTO7mS92U6D3UWjw0mzw0Wbw0mbw0mHw0Wn00W3y4XBCWanCysuLC6wuWDJVxVolAo0ColYpUSiRkmqVkWGVklOjJoRMRoK4jSMidcwNiGK6ADb5tOjVHy/bBQnfV/JTW8V09xl4cFTJob097ioMI+0eC2nPbeekxf+jTe/vIGcEcmMHp/J6PGZXHPrkVSUNvH1J1v5/MNi6muauOGG67nuuuv429/+xlVXXRXSccNhsOpttFot2dnZpKam0tzczKxZs7za6iF0p/pQGCppr0hOeDabzTgcDuLjvZsVBrr1/eWXX2bKlCn7FEefc8457s+nTJnC1KlTGTVqFKtXr+bII48MeP1DTvzI0R6Hw+FO5wRCfx1UoTixB5tOCwSLxUJHRwculyvkNJc/gu2mktv6ezMFHejIT1dXF0VFRcTGxrJgwYKg2uj9iZ/PPvuM62+8gfraOmKzksmcPpKu2la++/0rKFQqRp9SSFRSHFtf+pyzzpvNeRfNC/sxbVi7mzdeXsupY9O4YXZO2Ov5w2x3Mvv1zZgcLm4bEcfPeisuwOnqaf92unpqgPb93IXL1VOYm6dRMEITxUnJUejtLkrNNkpMdnaY7GzXW72O1+lw4QD0Lii1752dszc12OpwscrY84Ykdu/05yaHi+e7LDzXacbugr5eKWp65gIlKCUSlQoyVRIpSolERc9HsdnOapOdc0el4ASajFYaDTZ26q2sb7Vjc+4reFUKCc3ej2ilRKJaSYpWSUaUipwoNSNi1RTEaRgVr2V8vIYvjxjJ2WuqeHhlKc3dFlZcOCOkv8vxU7L47rbFHPvkT5x1xJO89OHVjJ/U8xyQJIkxE7IYMyGLa29fRnlJI19/spWP3t7E739/Bx999BEfffRRRFPp/THYHWfyaz8uLo74+HiGDx++z/Tj8vJyNBqNOyqUkpIS8WGLQyHt5XQ6cblcERM/sm1JsK3uaWlpKJVKmpqavL7e1NTUb72OwWDgrbfe4sEHH+z3OCNHjiQtLY2KigohfvzhO7snWEPS3kRKuE7skRQB8l6USiVZWVkREz4QeNrLs5vKs63fl3DbyX3xjPzU1tZSUlIScATO397kx7pmzRquvvrq34ZRShLGlk4Mje3kLJzE4ouPZuwZizG1dfL6pCsZPymLO+4+NuzH09Vl4oYr32R4vJZXTxgb1rtVg9XOT7VdrK/rprhZT0W7mQaDFb3NgdnmdBc4X72nI+x994f8CpIfjdtpHm9hY3BBohLmR6kYo1aQpFSS6CFkEtyfK9xfj+qnPX2Vwcrq6i4uHJ/GUblJXt9zuVx02xy0mOy0mGwe//Z83my00Wyy0Wi0UWm0sUlnwuLwI5akHvd3pQTP/1DJe7/Wcc3SAi5bmEdBenDvlBeMSmXtnYdx5ONruOykFTz5+kXMXTza62ckSWLsxGzGTszm3MsL+b8LXuOntT8yIncE7737HoWFhUEdM1QGu9NKPr5vo4q/6cc6nc7Lqd5z2GK4gnEopL3ka1ekxI9er3d35QWDRqNh1qxZrFq1ilNOOcW9t1WrVnH99df3+bvvvPMOFouFCy64oN/j1NbW0tbWFrQB9SEhfvzN7gn2heorfiLlxB6JyI9nN5c8PDHSBCLSTCYTxcXFOBwOFixY0Oc7hYGI/MjTmpuamvosNA9krZKSEi644AJ2lOwAF0gqJS67g8T8TCZfegwTzj+CpIKeF5vTbufV8ZcRpVXy5D/PQaMN/2V18ZkvY7PY+eCcKSRG9b9ep9nOj7Wd/FzXzZYWPbvazTQabOhtDiz23wSOWiGRnxTF/GEJjEmJJi1azR9WV3JBajSXZMQiwW8fkuTzf7z/v/dnFHs/t7lc/NBtZXWnme0mO01WB3b2jdYo6YkeuTz+b6fnYmT3+Ll6u4t6vQ2V1DOfJ16CLKWCAo2SiRolM6JUjIhRkhlgampxtAoFUNpu5qhc7+9JkkSCRkWCRsWoxMCsJgw2h5dQavYSTXZ+qOuiutvCwyvLeHhlGbFRKkamxrBsQgaXFOYxdUT/b04mDUtgwx8O54jH13Djha9z7xOnc/yp0/3+bEpaHC+9eyW3XvFvNq6t5Ljjj+Pcc87lueeeG/Ab8mBHfgI5vqdTPeB2qtfpdG6nenngX0pKCgkJCUE/pqGQ9vK8z0UCecZPKPe35cuXc/HFFzN79mzmzp3Lk08+icFgcHd/XXTRRQwbNoxHHnnE6/defvllTjnllH2KmPV6PQ888ACnn346WVlZ7Nq1izvuuIPRo0dzzDHHBLW3g178OJ1OrFZrSNEeTzxFitlsZsuWLRFxYg931o/FYmHLli1eLuilpaX7zYVdpqWlhS1btpCZmcmECRP6vQAMxIyjnTt3otFo9qkvCoby8nLOOussynaWISmV4AJNYiwTzz+SSRceSdbcfY1G3zv+bgwtHTz38gXkDEsK+3H8+b6VVJS38PyxY5iR9Vu0oM1oZU1tFz/Xd7O1xcDudjPNRit6qxOLx8RgrVKiICmaRSMSGZMSzejkaEbv/Xd4ghaFx/7tTid3f1+JAzgywJs+9KSqPmk38WWnmV8NNmosDgxOl1vojACOA0qACnoEUBRgA6IBE5CplGh0uFDv7a+XAA1gpccvbGKsmpPTY9EoJCpNNnab7VQY7Xyit/K+R9BFLUG0QiJBkshRKRilUTBJo2JmlJIF0WqS9oojjUJBtFJBSbsp4MfZF7FqJbFqJfm9vPwf+7Weu9ZW88s7F7NhawNrN9fyw8Zanvimgie+qSBaqyQ3OZrDxqZzUWEuhaP8d6vkpsaw/s7DOOapn7j/5nfRtei54KpF/vcUp+XpNy7m3pvf5atPtvLmm2/y9Tdf88H7H0TcQ1BmIMZ1BEsoERdfp3rPgX9bt27F6XSSlJTkFkOxsf3X7w2FtFewJR39YTAYAh406cvZZ59NS0sL9957L42NjUyfPp0vvvjCXQRdXV29zz7Lysr48ccf+eqrr/ZZT6lUsmXLFl5//XU6OjrIycnh6KOP5qGHHgp61s9BK37kNJfczRWO8IHfxE9LSwtbt24lLS0tIk7soXZRAV7dXDNmzHDvRaFQeA2KigS9iR+Xy0VFRQV79uxh4sSJDBs2LOD1bDZbRPbW0tKCXq8nJSWFWbNmhfSir6io4IwzzqCsfCcupxOFUsnIE+cz+eKjKDhuDkqN/y6rDY+9Q9U3v3L1DUtZfNiYcB8KX3+xjbf+tYHMGDUf7Gzl8Q21NBttGG0OrzRLlErBqORoDs9Ldgsb+SMnXhPwc12lUJAVp2GPHysGmUarnQ/azXzbaaHYYKXB5sTgdOGixwpiFPA7YCYwAxgO3A18JIHZBXOiVBwbo+KxdjPJColbErT8sd3MPzPjuKhRT7ZawZxYDf/SmRiuVrI8K45V3Ra+7DCzqdtKslrBiakxrBiXSkGMBqfLRZPVQaXJTqXJRqXJzh6znQqTjV0mOxu7rDj57fmvlSSiFJCskLA4nHy4S8fVkzKYNgB2IJ5MSY3B4YKGFj3nHD+Bc47vmc3T0KJnfVE9a4vqWLOxhud/qOT5HyrRapQMS9CyaEwq580dwVETM9zP5bR4Ld/ftoRTn1vPUw9/TmtzNzfffZzf46o1Kv70zFmkpMfx1ivraGluYfHSJVx1xZU89thjEX+ccrp5sGt+wj2+78A/g8GATqfbx6leTpP5e4M1FNJekSx2hh7xE461xfXXX99rmmv16tX7fG3cuHG9lkRER0fz5ZdfhrwXTw5K8ROJNJcvcgdVRUVFUDf5/ggl7eWb5vLt5gpHUPWGP/FjsVgoLi7GYrEwf/78fboBgl0vWDyFV0xMDDk5OSFdeG677TaeXfFPXHYH2fPGM+nioxl31hKiU/qO6DVu3MlPf3yZeYUjufbGw0J8FLC1uJZ/v7qen9fupl1nxAU0GW2sqelkVHIMR4+M+03c7BU6mbGBC5z+KEiKprZJD0CFycb77SZ+6LKy1WilxebEtPc6pAYmAOfwm9CZCsiVABuBG/b+6wBOj9WwPDkKk9PF8fXdpCkUrM6J4/dtJlTAUTFqbk+O4t42E//Kj+HYBC1XVXdyV20X/8hN4I2CZN5vN/HvNhP/atTzr0Y9GRolp2fEck9+EoVJURT6cXO3O13UWew94shsZ89egbTNYKXGbqXBaGP6W1uJUSsYmxjFiQXJXD05g+G9GK+GypS9k52/+7mahTN/G7GQnR7HqUeN5dSjxgKg6zSxvrietb/WsWZTLf9aX8Mb62pQqxRkxmuZPzKFs+cM45RpOay8sZCLXtnIv57/kZambv709Fl+j61QKLjt/hNIy4jnmb98hcvh5Pnnn+fTlZ/y8UcfM2ZM+EJdRn4dD3bkJ5LHlySJuLg44uLiyM3NdTvV63Q6GhoaKCsrIyoqyksMqdXqIZH2ivQe9Hp9QFGvA42DTvz0ZlERDkajkdbWVgAWLFgQ0Ra/YMWPvzSXL5Gup/G3pmfUKZQIWLgFz1arleLiYkwmE/Pnzw8p1VdVVcUxxx5LVVUV2sRYzlnzOGkT8wI7vtHMu8vuIDk5hkefOsM9kDAQbDY7H79fzEfvbaZ0eyMmkw2FQmL21Bx0cVpaGrsov2YuaTHqAb/g/NrQzZ52E/VWB9r1te54SRQwDTiZHpEzkx7h46+c/1/AvUAVECPBjUlR3JAURb5ayUfdFs5q1DNcpWB1djwjVAp+ttiZE60iWiFxQ1IUj7abubyqk+KJ6SyIVXN2ZQfXVHXyP52Jz8amckV6LA1WB++0m/hXm4nnart4vraLYVoV52XFcldBspeTu0ohkRetJi9azWEe+5z9cy2SJLHqrMk0Gaysqurg88p2Hv6ljj/9UkeCVsnU1BjOHJ3CpRPSiQvTJy0nVk28RsmmHY19/lxKYjTHLxnF8Ut6ZgN1GSz8sqWBtUV1/Liplg+K6nl3Ux0qpYK0OA0zc5OYMiyBLz4spq25m+f+e6lf0S9JEpf+31JSUmN5+Pcf4gIaW5qYO38et96ynLvvvjusxyczVCI/Ayk6PJ3qoWeQrTxssbKykm3bthEXF4fL5aKzsxONRjNoIijSqbeD0dEdDiLxI8/ukacIR2qeg9yyHR0dTVJSUsSfBMEIlba2NrZs2bJPmsvfmgMxO0h2tpeHBoYzQygcgdbR0UFRUZG7w06lUgXs7SXz2GOPcf9DD+GwWkGS+N279wQsfADeWrwcq97EE69cTkpq/yHhpoZO3nhlHd99U0pDXSd2u5P4OA3HHTaaZYtHctiCfJISorjnsW/57wdbSY+NbAuuJ5sbuvnz2iq+qeygw2JHKfUUH6uBV4FZwGh6CpF7w0qP4Hke6ACGqxQ8nhzFZQlaEvYKwTc6zVzeZGCcRsm32XFkKHv+5s0OF5fsHdaYoFRwe3IU97WZ2GSwMitWw9pxqTzYoOfhRj2ZRY18PiaV+fFabsyM48bMOCotdt7WmfhXm5G/VHXyt6pOCqJVXJYTz80jEonyUwD996oONnVb+dthBRyRlwTAuRMzehoXOsx8s6eDb6o6+KaqnTX13dyyporUKDXzMuO4YFwqp41OQRXkDUWSJKamxbC7uiOo30uI1XLkgnyOXJAPgMlsZ9P2RtYV9USGvtnagNXmQKGQ2LSuksOnPMxrH15DwRj/1honnzOb5NRY7rj6v0gqJZmTcnn00Ud57733+PTTT8OOYh+MkZ/+8HVLt1gstLW1UVpayq5duygpKdln2OL+EocDkfYKttPrQOCgED/y7B6n00lDQwPZ2dlh/7F8ndj1ej0mU2QKJT0JJPLTX5rL35oDEfmx2Wz8+uuv6PX6sGcIhSJ+XC4XNTU1lJWVMWbMGPLy8tznIdD1mpubOfbYY9mxYwfsvUkveeRycg+fHvA+vrt1Bc2bK7jz3uOYPrN3K4P1P+3iv29sYNMvVXR1mnC5YHR+CtdcMJtli0cyc3I2Kp8bdVZGHFZ7ZP92AEWN3fzppyq+2dNBh7lH8CzLiuec/CROHp7AvyvbuXFjPY8Cv9JTy+OPBnpSWysBMz2t6LclR3FKnAalx3Py6XYTt7QYmaVV8UVWLMl7z/WnJjs2YGn0b5eeG5KieKzdzOXVnRRNSEclSTyYE8+yeA1n7+lgcWkrN2bG8ffcnudbgVbFndnx3Jkdzw6Tjf+29Qihu3a1c+/udsbHqLl2eAJXDotHpVBQabTyh13tLBmRyC1zvG/0kiS5U4rXzMjG4XRR1KxnVVUHX+3p4MuaDj7Z0476a4nsWDWHDUvgyknpLMoJ7Lk/LTWGzTvbAvrZ3oiOUrFo1nAWzRrO7ZfPw2pzUFzazNrNdXy+Zje/bG3gjCOfIn9UGjfedSxLj56wzxpLjprAircv58aLXqdpWxVLbj+Fdc98xuSpU8KOAslvOgZb/Axm5Emr1bqF0Pz587FYLO5OsurqardTvSyGQi0gDoSBED8i8jPE8LSokJ/8kWgd93Rilw0wKysrB8yBva91A0lz+Vsz0uLHbrdTXV1NSkpK2FYZEPwe5aieTqfzO0gykDTaCy+8wPLbb8fhcpF8+ql0fPgRo04uZM7tZ/b5e55UfvELm//xAUcfP4nzLvYeZGg0Wnn3vxtZ+fFWdpc3YzbbUakULJydy9FLR7Js0UhG9HPTzEqPw+5w0mq0khYTXvSnN8Fz9l7Bk+LRkn/D+HS0SgXX/FzLZGAL3heHdcCNQBE9bepnxmtYnhTFXD92Gw+3GbmvzcSSaBWfZMYR5zF/5796K0qg0OP3Ej2iP78arMzcG/VaEq9lx4R0rqju5PEmPSs7TPwwPo0Mj3TUxGg1Dw1X8+CweDYZe4TQf3RGritr45ZyHdPi1FSa7GiUCv59wjivTjd/KBUSs7LimZUVzx3zRmC2O1lb18Wqqg6+qGznX6WtvFHaSpRKQUG8hmPzkrh2ciZjkv13F05JjcFkaaJLbyEhQjVFGrWSOVOymTMlm2MXj6Tw3H8xcuF4WnY2sPzyf5OUGst5lxVy6fVLvATB9Dl5vPrh1Vx77ius+8ennLziGja+8i2PPvooK1as4KuvviI9PZ3k5OSg0tj+ZuzsbwZb/IB3i7mvU708bLGlpYWKigpUKpXXsMVQXMn72ocQP/1zwIqf3oqaVSpVyCKlLyf2SE9ilukrShNomsuXSKa9XC4X1dXVtLa2kpSUxIwZMyJykQtmYrQsRuU2dn8Xir7EVEdHByeceCKbNm4kZtpUht3/R3addzEJuRkc99rtAT8eQ3M7n5z+AMOHJ/PgX05GkiQqd7fwr1fWs+a7nbQ063E4nKQkRXPasRNYtngki+fmEhuEiMlM67nIbGk2cER+8OJnS1M3D/9UzdeV7f0KHl+uGpOKRiFx2boaJgDbgX8DDwA1QKwkcUuSlhuSohih9n9xvbXZwBMdZk6IUfNORuw+gwd/sjiYEaUi1ufrcu3PZXujPzLJKgXvFiTxSpuJ62s6yd/azMt5iZyb5p1qlCSJ2bEaZsdqeGxEAj/qrdxS3cHGbitOF8RrlHxZqeOKacENQotSKTgiL4kj8pL405J82s02Vld3usXQE0WNPFHUSJxGycTkKE4ZmcKVE9PdwnVKagwu4Lv1VZy8bGxQxw6E0blJaDVKohNjeLDqOTb/bx2rHv+E5x77mpef/Z5lx03k1vtOIDG5JxI+alwmr39yLdee+wofXPkcp730f0w4cTaf//4Njj/heF579TVcLldQ824Ge8YPDA3x01udqSRJJCQkkJCQQF5ennvYYnt7u/t+ExMT4xZDwYrP3vYRKeSC54ONA1L8eFpU+D7ZQhUp/TmxD0QdDfjfr+cAxfHjxzN8+PCgp1FHIvIjDw1sb28nIyODqKioiL27C7RGR665GjFihJcY9aW3yM9bb73FVddei9VmI+eu20m/4lJKDjsayeXglI8eQJsY2Iva6XTy5oKbcDkcnH7OLJb/39tsKapD393j5zVpXAbn/24SRy0exeRxGSj6mTbcG5l726+3txg4Ij8wmxRZ8HxT2U77XsFzpEdKqy/B48slo1LQKCTO/6maaHqiPHlqBf9IiuKSxCivKI4vVzR280qXlXPiNLyeHoPa57nidDppcjg5L35fUSdHf+5vM1FktDLdQzBKksTlaTEsjNNwVmUH51d28Fa7ifdG+a/DWau3cnFlO3ssDkalRHP1nGG8/Gs9V35ZwR/WVPGXJflcNrXv8fq9kRyl5tSxaZw6tuf6UNttYVVVB9/s6RFDf1hXw93ra0jSqpiZHstJe73S1myqHRDxo1QqmDgqjartNag0KuZcsJjZ5y9i15oSVj3+KSvf38QXH29l6ozh3PHQSYydmE32sCRe++gabrzodd677BmO/tP5nPvf5bx94ZNcfMnFrPlhDSqVCp1OR11dHU6n08sfyzdlM9jTneU9DAXxE0jExd+wxY6ODnQ6Hbt27cJkMhEfH+8+34mJiUE9tkhHfoxGY0TdAoYKB5T4CcSiQqlUug1LAyUQJ/ZwIkp94TuTJ5Q0l781wxU/3d3dbN68mejoaAoLC9mzZ0/Q57Uv+tuj0+lk586d1NbWMmXKlH2cgX3xjSQZjUZOOeUUflizhqixYxj/j78TPX4clf93M9aaWk74z12kTy4IaK9Op5P/zL+BzspGVEoFT/z1a6K0KpbOz+OoJaM4cmEBmUFaF/RG1t51ynXGPn9uS1M3f/6pmq98BM/ZeYmcMiIxKMHjybZ2E38s6ulOUikkrE4XeqeLersTNS5+M6bw5oz6Lt7T27gqXsNzaTFe9T8yX5vsWF2wNMZ/yvTGpCge05m4tKqTzR7RH5nxUSp+GZfKH+u7+XuzgZziRr4Zl8bUvUKp3Gzj3F3tbDbZSIlWs+J3Y7h8Vg4qpYJbF+bxzvYm7vlmN5d/Uc5dP+zhr0vzuWRKaCJIZni8losnZ3Lx5ExcLhc72ozueqHvqjv4pqYThQLeXLmDWZOzOPeE0MxO+2L6hAxKPv/NJVuSJEYvmcjoJRNpqWjk+6c/Z+1LqzjvuGcZnpvM9Xcew7ITJvP825dzx9Vv8uUf/sP8/zuOSz+/lzd+92fmLpjHmtU/MHnyZFwuF3q9Hp1OR2trK7t27UKtVrtvzCkpKUMi8jMU9hBql5WvU73ZbHYPW9y+fTt2u91r2GJ/05YHQvxEarTLUOKAET+Bzu4JRqQE48S+P9JecporJSUlqDSXL+FGqWRvrPz8fEaPHu2eFhppF/be1jObzRQXF2O32/u1yfBcT478fPrpp5x/0UVYzGaybriOzBuuRaHR0Prf/9Gx8nNmXH8yE849vN81nU4n6x/6DxufeA9rl5EorZLzTpnKssUjWTBrONowW6H9ERerIUqroqrTss/3tjbp+dNPVV6C54iseM4JU/AAWO1OLl5XzbvVncSpFLw8dxjn5iXxbk0nT+1s4xGdicc7zCyNVvNEegwT9x7L6XRybF03X5vs3Jao5dGU3rss/2OwoQAW9mLXkahUcFtKNA/4if7IaBUSfxuewFEJWs6v7GD2jhaWZ8ayxWTn6y4LapWC+48YyS2FucR5nA+FQuLsKVmcMSmTd7Y1cc+q3Vz6eTl3/rCHR5cWcNHkvsV1IEiSxKS0WCalxXLjrGHYHE5Oem87X+7pIDYhmusf+po7H/+e05aN5b7/W0hSQuATtfti6tgMXn1/K4a2bmJTvWdtpY/O4oynLuX4B85i7Uur+O7Jz/j9Nf8lITmGsy6ax99ePI8/3fUxK5/5jM66Nq5e82deOfp+Fiwq5NOPPnHP74qPj/dK2Xj6Y0VHR+NwOGhrayMpKWlQWryHwmTlSEWfoqKiyM7OJjs7G5fLhdFodA9b3LNnj7vt3nPYoudrLtLiR6S9BpFgZvcEKlKCdWIfyLSX3W6noqIi5DSXvzVDESoOh4MdO3bQ3Ny8T+pvf4kfnU5HUVERaWlpTJo0KeAXsSRJmM1mli1bxo9r16LNHcHYf/yd2Gk9I/1NO8upu/cBsuaM47C/XdXnWk6nk5/ufo3Nz3yEVW8ib95ouho6SHLZefiOI4J/sEEgSRJpqbHUdfeIn21Neh5eW8VXu3tqeBQSHO4heFIj4CP2n906rt1QR7fdyWUjk/nr9CzS9q57YUEyFxYks0ln4tmdbfynqoMpVZ3kqhTclRzFy51mNlidPJQcxR+T+k6LrjHbmapVuVvh/dET/TFzWVUnv/qJ/gAYnU7qrXamRqv4Tm/l8WYjNqeLa+cO4/4jRpER13utlFIhcc7ULM6cnMnbW5u4d9UuLv5sJ3d8X8nfDivggknhiyCZX5v0fFPTyQlnzOC+v53GT9+W8dar63njo228uXIH08dn8OANi5k3LSes40zem4Lb8vFGFlzqX9THJMWy7LbfcfhNx1P0/gZW/f0TXnrqO954/kcOO2o8p58/h/f+8zP6hnauXfcXXj7qfo4/8XhefflVTj75ZPc6vikbq9VKbW2tuwvTYrG4W7xTUlKIj4/fLymxoRD5GYhZQ5IkERsbS2xsLCNGjHA71et0Opqamti5cydardark8zpdIbdkOKJ0WgU4md/I8/ukdMtgQwtDCTtpdPp2LJlCwkJCQE7sQ9U2svpdNLe3o5erw/bJ0wmFKFiMBgoKipCqVSycOFCoqK835VGun3et0bH5XKxZ88eKioqQhKAn376ac/cHpuN9MsvIef2W1DsfQxOs5mKM89DEx/Nye/d26tVhdNu54c7X6b4+ZXYDGZGLhrPCfedwdjDJ/HCqX+j4aeS8B50gKQmRbOtrJHUv/9Iu9mOBByRFcc5+UkREzwA1XorJ62uZGuHmfEJWl6cO4yFvVg+zEqJ5pX5w3lsRhav7m7n6Z1tXN1iRC31DD781Gijyu6kUKvimBg1OT4t/E6nkwaHk9P91Pt4kqRUcFtKFA+2mSg2WpkWo6HOaucNnZnPO81stzjodDhxuECjkFiUE09unIY3d7bxc20XaTGBnRulQuK8aVmcPSWTt7Y0cu+q3Vy4cie3r67k8cNHcu5E/zNzAsXpdHLC+ztISo3j9vtPQKlUsOSoCSw5agJVu1t5942f+eCtjRx/9TtkpsVy5ZnTuOH8WfuMPgiEiaPSUCgkylZt7VX8yCjVKmadXcjMsxZQuW4n3z7xKV9/8AuSUkKrVVG9fievnfgnrv7+YV773Z+5+NJL+MufH+Gaa67xu55GoyExMZHm5mbmzZuHyWRyRymqq6sBvFJkoXru9cdQqPnZH9EnT6f6goICHA6He9hiVVUV27dvR6VSERsb625SCdeCSXR7DQJyfQ8QcCtlX5GfcJzYByLy09bWxu7du1EoFO5hfZFAPgeBmg3KRcXDhw9n7Nixfl/AAxn5sdlsbN26la6urpDmB23cuJF77r8fdVoqI59+grh5c7y+X37OhTi6ujjtm0eJH7av07vdauX7215g2ytfYjNaGHv4JI6/9wxGL/ltXkp8RiK7rJEXv56U7Wrllge+ZFtJI0gS6Rolf52WxSkjEkkLwNk9UJxOJzdvqmdFuQ6lBI9Nz+LGcWmoAyjSTtWquG1COiVdZl7Z3cEpKTF0OpxsNdr4udvKS9099WtaSSJO6hl+OEmtIEMpYXFBnCTxUbeFbhd0O53onWBwujA4XRhdPR9tDhdOYF5pG2qlAv1e09ZEjZKlIxJZnBPPopx4ZqbHotkbRVqQFc8NP+xh4j/Ws+X6+WgCFBFKhcT507M5e0om/93SxL3f7uK8T8u49bvdPHHESM6eEJoIOv/TMtqMNp554XziE71v+Hkj07j1/hO47o6j+PyDIv77yjoe/udaHntlA8vm5/HnW5YwPCvwN0FRWhUjRyRRW7Qn4N+RJImRheMYWTiO1spmfnjmC3564RuQHLSVN/D0rNu4/pfHePfyZ/n9nb+nvr6eBx980O9ant6Jcov38OHDe41SyEJItoSIBENB/AzGHpRKJampqW73c3nyvcvlYufOnVgsFhISEtznOxSneiF+BgFZ8AQTAVCpVH6HEYbrxB6soOgLTxGWk5NDZ2dnxIQP/DZmvr+9Op1OSktLqa+v77eoeKDEj1xYHRMTE3AUzhOTycSixYuRtFpGv/k6UaNHeX2/7i9/w7i5mCV/vYLcw6Z5fc9utvLtzf9kx7++xm6yMv6oqRx/7+mMLBy3z3HiMhKwDcDwQYBtpU3c+tBXbC9rIUqt4PbjxvHh5np2NevJilZFVPh8Wd/N+T9V02axc8rwBP4xM5sRQU6Tfr68jdd2d3BFZiwvjEpxP8f0DidlJjs7jDZKTDZ2GG1sNdp4y2BDPnMP6PofFKqWeqI6NpeL4/ISOSE/mUXZ8YxL7j2tdv20LBI0Si75ZhdjnljL9hvmExfEeVMpFVw4I5tzp2by5t5I0DmflLH8u0qeOmIkZ4z3n4Lzx6o97fxvZxtnXDiXBUt799CKjtFw2vlzOfW8ORRtqOLt19fz+Wfb+HzNbkbnJvGHqxdw0uGBeXDNnJjJpz/uCXiPnqQVZHDa3y/iuPvOYP2r3/Ht4yvpqG3jb+Ou5/Kv7mP9P7/gyaeepK6ujpdffnmf3++t28s3SuHPEiI+Pt4thoLtavLdw8HmqRUKGo0GlUpFZmYmOTk5bqd6nU5HbW2t26leFkP9eXbJBq/B+DYeKBwQ4icY/EV+IuHELj+pwxU/shmo2Wxm/vz57idnJJEvIH29EzGZTBQVFeFyudyDHPtbM9Lix263s379egoKChg1alRI51Wu1cp/4rF9hE/XDz/S8sJLjD5lIXNu+22QodVoZtX1z1D21nfYzTYmnTCT4+85nbw53r/vSXxGAnZr5LrdAIp3NHLrQ19RWt5CjEbF3SeO56Zlo0mJ07D86DEs/ev3nPZDFe8uzuN3I8JrNe2w2jl59R5+bDYwLEbNG0vzOD4n+BTr+hYDN2yqZ168lmdHpnj9zeKUCmbFaZjlU3NjdbqYWtSAQZJ4Y1EuUUoFUUrJ779apYRCkqjWW8l/bwfxagVXTAos+nLRhHTiNUrO+qKcUU+speSm+aQEOShSpVRw0Ywczpuaxb+LG7nv292c+XEpw77bzVNHjOL0cftGDr0eq93J6R+XkpGdwE1/PDagY0qSxIx5+cyYl09LUxcfvPkL/3v9Zy656zMSE6I497jx/PHaBcRE9f5Ypo5N590vy7BZbKi1oUVTohNiOPymE1jyf8fy9V8+ZOV9/+PFo+5n4Q0nsOD/juedZ96hsbGRTz75xOu6Emi9jT9LCDlF5tnVJIuhYMw0h0LkZygUXYP3ufB1qtfr9bS3t9PW1sauXbtQqVReYwx8yx0gfFf3ocrg/6UijGfNj9PppKysjKKiIsaNG8fUqVNDjrDI4iecdu+2tjZ++ukntFothYWFxMfHD4gVhbzX3tJ0zc3NrF27loSEBObNmxeQFUgkxY/T6WTXrl24XC6mT5/u7igLlhkzZoAkkXHNlSQdf4zX92ytbVRedR2J+Vkc99ptPQXRXQZWXvAXnk09ne2vfcXEY6fz+42PcO3Hd/QpfADi0xNxOV209tOCHggbi+s5/KzXOOGi/1Bb3c79J0+k5m/H8cApE0nZKxzS47V8//uljM6M44w1VXxc0xny8f60tZGsd3ewtsXAnRPTKT1hbEjCp9ls56jVe0hXK/lwfBqaAGcZaRQSTTYnizJiOTw7ngUZscxIjWFCUhQF8VqyY9Qka1VEqxTuCcy5cRqOzonnw90dQe3x1FEpfHbSOLrMNkY/vpbaTnOwDxPoEUGXzMyh4pZCXjl1IgqFgjM+KmHEPzfwwc7WXn/vtA9L6LTYefips4iJDX5qb3pmAlfdciSf//J7HnnuHPLHZbLi7SJGHvUCv7vuXbbubPH7e5PHpuN0uij5qjjoY/qiVCmZedYCAKIyUvnpyU8o/6qIJbefwpo1a5g/f77XeI5Q5/xotVqys7OZOHEiCxcuZPbs2aSmptLe3s6mTZv46aef2L59Ow0NDVgs+3Y/ejIUxM9Q2AP03u0lSRLx8fHk5uYyffp0lixZwqRJk4iOjqahoYF169axbt06ysrK3I0vEHra69lnnyU/P5+oqCjmzZvHhg0bev3Z1157zSvTI0nSPkLM5XJx7733kp2dTXR0NMuWLaO8vDzofckM+chPsMiFyUajkeLiYpxOZ0Sc2OUnUygCwOVyUVFRwZ49e/Yp5h2IFnp5bd+9Op1OKioqqKqqYtKkSeTkBN5lEinxYzKZ2Lx5s7vY2XeYZKD8/ve/p2TnTmLnzibn9lu8vud0Otl58hlILienfHg/LqeLj896mF0fr8VhszPjjPkc+8fTGDYlN+DjxaX3iIWKSh1pKaH5xv28uZY7Hv6aiiodCVFqHj51Ev93xCgS/FhEwG8CaOlff+CMNVW8sziPk4OIAG1sM3La93uoMdpYkh7Lijk5TEgMrb3a6XQy+8sK7E4Xn03OIEMTeHjf6nTS7XAyMzW483bNuFS+rO/m7Z2tnD028OfJUblJfHPKRI79uISJT61j03VzGZMW2jtXtVLBpbNyuGB6Fm9sbuD+73Zz2ocljIjX8vSykZw85rd9fVTeymeV7Vxw5SJmzMsP6Xju46qVHH3SFI4+aQrlJY2888Z6PnlnM4df/CY5mfHccP5MLj99qvtmO2VMT1qu5Isipp40O6xjA6SNzkITqyVh4igm3H01xcsfZe0znzPtnMVseftHJk+dwob1P5OUlBSRUgBJkoiLiyMuLs7d1eQ5Bbm0tJTo6Gh3VMi3kHcoCI+hkPaCwFvdFQqFO+oDvznV63Q6Xn75ZV5++WVGjx5NcnIyxcXFjB07NuCC9bfffpvly5ezYsUK5s2bx5NPPskxxxxDWVkZGRn+I7kJCQmUlZW5/+/7nHr00Uf5xz/+weuvv05BQQH33HMPxxxzDDt27PAbser38Qf9G0McpVKJ2Wxm7dq1JCYmMn/+/IgUa8mzboKN/FgsFn755RcaGxuZP3/+PqakAxH5kSRpH1FlNpv55ZdfaG5uZsGCBUEJH4hMwXdLS4v77zJz5kyAgKY8+/LNN9/w1DNPo0pJpuC5fyD5RPOq/u9mrLV1HP73q/nx7lf5Z+ZZlL+3hhmnz+PurX/n8rduDkr4QE/aC6CyJvgU5Y8bqll06sucduXbtLZ089czJlP7t+O564TxvQofmfR4LT/8fgljsuI588cqPgogAmS2Ozl1dSXzvyjHYHfy7wXDWX1kQcjCB2DZdz0i6s2xqUwLskbomw4LDhfMTA2u0+eE4YmkaVU8/EtdUL8HsDAnnh9On4RKkpj27M/8WtcV9BqeqJUKLp89jF23LOTFUybglOCUD0rIW7GBj8tbMVrtnP95OSMKUrnu9mVhHcuXMROy+MMjp/DVpjtZft8JoFVz59+/J/fIFVxz/xe06IwkJUSRnRFH9S+7InJMhULBiFkj6SrZRf7Fp3DE2jeJKRhO8f9+JGV0Fs3NzUyZNoWqqqoBER7yjXnkyJHMnj2bRYsWMWrUKFwuF+Xl5axZs4ZNmzZRWVlJZ2fnkEg5DYU9yPsIRYTJacmxY8fy97//neLiYi699FL0ej133XUXycnJHHnkkTzyyCNs2LChz/vB448/zpVXXsmll17KxIkTWbFiBTExMbzyyiu9/o4kSWRlZbk/PGtQXS4XTz75JHfffTcnn3wyU6dO5Y033qC+vp4PP/ww6McKB5n4cTgc1NbWYjKZmDx5MhMnToyoEg82StPa2upOcy1YsMBv0dhAzQ/yjNS0tbWxdu1aoqOjQxaD4UR+5MhXUVER48ePZ9KkSe53bcGu2djYyIknnghIjHzxn6jTUr2+3/Kft+j47AtUMVq+vfk5dn2yntnnLuSekse55N83kDUhtEml8Rk9EZfq+sDTT9+tq2TB717i7GvfoUtn5O9nTaXmseO5/dhxQRXjpsVr+f6OJYzJjOfMNX0LoJfK20h7dzsf1XZx1agUKk4ax/n5yWG9M79jcwPfNRt4MDeRU4OM3gCsbO8pcp6REpz4USskrhybQmm7iVajtf9f8GFGeixrz5hEolpJ4Qsb+aEy/No6jUrBFbOHsXv5Qp4/eTx24OQPSkj+x3oMZjsPP3Um2qjIzVjxJD4xmvMuL+TDH27h2f9cyuyFo3j3y51MOullDrvoTZLjtbRVNkfsePlzR2PTdfQce1w+h635F6OuPYe28gZQSnS2dzJn/ly2b98+4Dd9eQryuHHjWLBgAfPnzyc7OxuDwcCWLVvcEaLa2loMBkNIb6rCZShEn+R9ROK+l5eXx5lnnkl7eztlZWVs2bKF008/nY0bN3LCCSeg1+v9/p7VamXTpk0sW/bbmwCFQsGyZctYt25dr8fT6/Xk5eUxYsQITj75ZLZv3+7+XmVlJY2NjV5rJiYmMm/evD7X7IvB/0v1QTAXbL1ez7p16zCZTGg0GrKywhtb749AozTyu5PNmzczduzYPmuN5DUj/WKVRdWuXbv49ddfGTNmDFOmTAlranQo4kd+IdTX1zN//nz3mHTPouxAsdvt5OfnAzDiwXuJneHdvdX9y0Zq774PhVKB02pj/sVLua/sSS589VoyxgRnaOlLbFqPcK1v6u73Z79es4t5J77IBde/j6nbzFPnTaP6seO55egxxIY4o0cWQGOzewTQB9UdXt/f1W1m4selXPlzLaPjNKw/ehTPzRlGchDpKX/8r6qDx0tbOSM1hruHhzaD6uduC8Nj1CFNoL5iTCp2F9y1riakY49PiWb9mZPJjlVz1Gu/8nFJZMSBRqXgqjnDuXNxHmqVAqvThUIh8Z8Xf4p4JNcXhULB/CWjefLVC/lk7a1ceM0iKhu72bGrDWO7nm2f/RqR4+TOGoXDbKOrZDcASq2GqX+9lQXvPYkyJgZJqcRsMHHu+efx888/R+SYgSIX8U6ePJlFixYRGxtLTEwMLS0t/PLLL6xdu5aSkhIaGxu96pMGkqGU9oqUCNPr9SiVSqKjoxk7dizXXXcd7733Hk1NTb2OJGltbcXhcOzTPZyZmUljY6Pf3xk3bhyvvPIKH330Ef/+979xOp0UFhZSW1sL4P69YNbsjyEtfgLB5XJRW1vLunXrSE9PZ8qUKQN28QlkgKKcXpLTXP0N65OfpJGO/igUCkpLS6mrq2PevHn7pNtCWS/Y89rZ2cnatWtRKpX7RL56q0vqiwkTJ4JCQfLpp5B6/jle39Ot/JyKsy5AAhZetYz7y//Bec9fRdrIyEzsVaqURCXG0Nxq6PVnPv+2nDknvMDFN3+I3Wjl2QumU/Xocdxw5GiiwxQh4C2Azv6xmg+qO3A6nVy5roYJH++k2mjjH7Oy2XTMaOaGEKHxZXunmQvX1zIxRs3rY1JCfv7stjiYmxbafkbGazk8K453dulC+n2AvAQt686YxMiEKE7/71b+XdQQ8loyX5e3MeyxNdy4cif5YzJ4+rWLOO28OXz58RaOmvEXtm6uDvsYgZA9PJkb7jyGd765CaVGBZLE8797lMcX34O+NbxUX+7skQDUffSt19ezjlnEsl/+R9rintS13Wrj1ttv41//+ldYxwsVuSQhMzOTGTNmsHjxYiZMmIBaraa6upoff/yRDRs2UFFRQVtb24BE2mFopL3kN9KREmFyp5fv44r041ywYAEXXXQR06dPZ+nSpbz//vukp6fz/PPPR/Q4ngzpgmfo3a0b/DuxG43GiM3j8aW/yE9raytbtmwJqqU+nELq3ujo6MBsNrvTbZEYJBaM+HG5XO5x96NHjyY/P3+fv4XnLKJAuOyyy6ipqyNqzGhy//yg13pVt92F7r0PAIhKjOHsZy4LaM1giUuLp6193zk1H31ZyoNPfk9Ds57hydG8cNFMLl6YF/CgvWBIjesRQEsf/YEzfqgiWiVhsLs4JzeRx2dmk91PDVGg6K12Fn69i3iFxMqJ6cT0YUnRFw6nky6Hk1lhiLFrxqVy9vdVfLxbx+9GpoS0Rlashp/OmMTRH5VwyXvb6TDbuH5+cHVfAGUtBs56eytbm/Skpsfz8BMncdwpPYXHiw4fy+FHT+DeW9/j8lNf5MQzZ3L3X0/eLzfE5Vf8Gxdw0a//pPyDn1j/5/9yd+51HHX7SZzwwNkhrZlakEFUQjRtazbBnVd4fS8qK42FHz9LxdP/Yfu9zwAu/u+G62lsbOT2228P/wEFiWfKyZ8FhzzrprS0FJvNRmJioru9O1IWHEMh7SULu0iLn2BIS0tDqVTS1NTk9fWmpqaAMzJqtZoZM2ZQUVEB4P69pqYmsrN/i+I3NTUxffr0oPYnc8BGfuSogtVqZeHChe6uIaVSicvlGpCcb281P75prmDSS5GM/MgWEb/88gsajYb8/PyITVCVxU9/59XhcLB161YqKiqYNWsWBQUFvV5YAhVUb7zxBm++9V8U0dGMfOmfbtsKe3s72w87Gt0775F30e/IPmkp5k7jgOX7E7KT6ez6rXX6vc92MOOYFVz7h5VoHE5euXQWu/9yLFcuLRgQ4SOTGqdl0ehUkMBgdxGjVJAfqyZVHZkLntPpZNZXuzHYnXwyIZ0RYdhp/NBtDanY2ZNTRiSSrFFy/4bakNcASIlS8d2pE1mYk8BNK3fy8He7A/7dDpOV49/YzKRn1lPeZeWG3x/NJ2uWc8Jp071ueIVLx/DBqps49uSpfPTWRo6d8yg7d4QfaeqLD/77CyVb61j00CWkTx1J4X0Xcum2Fxm2eApfPPw+fxxxDbvX7Qx6XUmSyJ0ziu5S/+dJUigYc9OFLP3uVaKHZ4Ek8dBDD3HTTTeF+5CCpi/hodFoyMzMZMKECRQWFjJ37lzS09Pp6upi8+bNrFmzhm3btlFXV+d3QG6gRNpQNBTk6+lgih+NRsOsWbNYtWqV175WrVrFggULAlpDvo/IQqegoICsrCyvNbu6uvj5558DXtOXA078yDf4DRs2MGzYMGbPno1W+9s8jUjM4+kNf+In2DSXL3LINlzxY7PZKCoqYs+ePcyePZuYmJiIDyWEviM1BoPBXXdVWFjofufV15r97bG4uJirrroKXJD/zBNoc0cA0LXmJ7YXHoa9vo5ZL9zPzGfuJjonE5fThbk79AtYXyRmJqI32fjvR1uZdtQ/ueGez4mR4PXLZ1PxyDFcuigf9QCKHgCb3cnCP6/m+e8rOX1cOv86aRyTMmL5S0krCe/v4LjVlZR3hTbbRubMn2rY2W3hpdEpLEgIflaNJ5/sneg8M8hiZ080SgWXj0lha6uJDnN4r+t4jZIvfjeeY/OSuHfVbm79vG9RYLc7ue7jEjIf/YkvK3SceeE8Pv3xVi69dglRvRQ2xydG8/ATZ/D4C+dhtzq44ITn+PsDK8Pad290dRr5632fkTlzDLOXn+7+evKYYZz55SOc+NYfsdtcPLn0Pv554iNYjcE9N/Jmj8LW0Xf6LHnmRI5Y/19GnH0cAK++9hqnnXZa8A8mDAKNusgWHMOHD2fq1KksXryYadOmERsbS2NjI+vXr3fPumlubsZms0V8DwOJnHqLVNZDFj/Brrd8+XJefPFFXn/9dUpKSrj22msxGAxceumlAFx00UXcdddd7p9/8MEH+eqrr9i9eze//vorF1xwAVVVVVxxRU/EUZIkbr75Zh5++GE+/vhjtm7dykUXXUROTg6nnHJKSI/tgEp7BeLE3t+Av3DwFT+hpLl6WzccodLV1UVRUZGXRUSkJzJ7puf8vcCbmprYunVrn/5gvvS3x46ODubNmwdA1i03kHj4UgBqH/4Lra+8TkxuNvP++zcSJ48GIDqrp/PLqNMTnRB+zYsvFqOFzk4Ttz74FaMz4njyyjmcPXcEygCH/YVLdZuRuQ9/S3OXhb8cVsAd83uE9gWTM9nU0M3Tm+p5c3sz4z8rZ1SshgemZHJuflJQx/jL9mY+qO3i1px4Ls4If0TEui4LmdEqMsJMx10xJpW/bW/h7vU1PHNYQVhrRasUfHj8WC78ehdP/FRNh8nOy6dN3OfnHv+pinu/q8RgtnPY0RO4+a5jyBsZ+Lyhw4+ZyLTZefzpDx/x5ktr+fbz7Tz338vIKwhttpU/brzoDRw2B8e9djsKn3f7kiQx/qylFBw7m7X3vcGmf3zInZlXcfJfzmPp/wU2fTp31igcFhsdW8pImrqv7YuMOj6W2S88QOayBWy+/mFWrf6OOXPmsG7duoha9/RGqIMWe7Pg0Ol0bguOhIQEd4qsLwuOoSR+IoVerw9puvPZZ59NS0sL9957L42NjUyfPp0vvvjCXbBcXV3ttc/29nauvPJKGhsbSU5OZtasWaxdu5aJE397Xd5xxx0YDAauuuoqOjo6WLRoEV988UVIM37gABA/MoE6sfubcRMp5HXlCcV79uxhwoQJDBs2LCylHep+5WLv0tLSfSwiIt1C31t3ltPppLy8nJqaGiZPnhxUl11f9VxOp5MRubmgVBK/eCFZN1yHXW+g4szzMO0oIefUZcx87h7U8b+9MKOG9RzbqDOQmh/kA+wDm8XG86c8RtnXW3G5YMrwBDbft2y/iR6Az7Y0cPpzP6OW4LOzJnPsKO+o2qzseF47cRyPHVHAS0WNPL2pnvPW1XDtxnouKkjiz1MyiNP0/XL/qqGbe7Y2cVRSFH8NUjT1RoXFzoLM8EXUuMQoFmXE8ubO1rDFD/TM7fnP0aNJ1Ch54dd62s023j+vp3vw09IWrviolKZuCxOm5HD7fcczY05+SMdJSY3lbyvO5YuPt/CnP3zMWUf+g4uvXcx1tx8V9mNY+d5mtm6uZdGDF5M2qff9aRNiOfyJa5l08dF8edUTvHvjq6x+6jOu+uj3ZPcz+kEueq7/+Ls+xY/MiLOOJWXOZDZcdBdlRaWMHDmS7du3D7g3VKSER28WHDqdrl8LjqHQ7RXp1JvRaAx5Tt7111/P9ddf7/d7q1ev9vr/E088wRNPPNHnepIk8eCDD/ZqsBssQ178yCagu3fvDtiJPZCurFBQKpXuoYVWq5X58+dH5EUdilCx2+3s2LGD1tZWZs6c6Xb19dzrQKS9PNe0WCwUFRVhs9lYsGBB0O8Q+or8HHvssdgcDtSZmeT/4+8Yi7ey68JLcRpNTP3b7Yy8+qx9ngcxI3reVRh0/udPhELZqq28dMbjmLtNXHLtEhx2J2+88CPnv7CBt66ZF7Hj9MU9H2zjkZU7GZUcxadnTmZMHymk9BgNdxXmcvv8EXxc3sZTv9Tx9M42nq/QUZgWw5Mzs5mWvO/vVxusnPJDFXlaFW+PS0MZoQLQTnt4xc6eXDMulQvWVPNVVQdH5yWFvZ5SIbHi8AIStUoe+7WB+St+psvioLTVSGZ2In955BSOPnFyRKYXH3fyNGbNL+DB33/Iy/9YzVcfb+Wfb11G9rDQHodRb+ZPf/iY9CkFzLnjrIB+J2P6KC5Y/w+2vPQ539/xIn+Zfjszz1rA+a9e22t0Jjk3jeikWFp/DLx9PrZgOEu/fZWSPz3Pzr+/Sn5BAU2NjQMaARqoqItswZGdne02+ZT9yHbv3u32xkpJScFutw+JyE8kxU+okZ8DgSEvfrZu3YpOpwvKiV22uIg0VquVlpYWsrKymDVrVsRezMEKFb1eT1FREWq1msLCQr9hv0invWS/FXlNnU5HcXExKSkpIZ+L3vb4/PPP88MPPyBpNIx8+Z+0vvEmjU8+jTY9mXkfP0PKnMl+14vJ73kXa4yA+HE6nbxx4bP8+r+1ZGQn8twrFzB9Th4ulwuHw8l/Xl6LRqngjSvnhH2s3rDbnRzzxI98W9rC78ak8u+TxhEfYPGxSiFx2rg0ThuXxrYWA89uque1LY3M+KKC3Bg1f5iUzhUjk1EoFFjtPdYVKgk+n5hOUoTqljbordjCLHb25PS8JK5bX8s9P9dERPyUt5t4rbSF72q7UCsV/FKvR5IkbvnjcZx90Tw0YRR6+yMjM4GnX72Qj/73K3+971NOXfI41966jIuvWxL0Wjdd8i+sFjvHvX47SnXg+5QUCqZddQJjTl3I93e8yMbXv2brp5s4d8VVzDq7cN+flyTy5o6msmhPUPtTqFVMuv//sHXq2fPaBxx77LF88803Qa0RKHKDy0ALD08LjtzcXLcFh06no66uDovFQklJCWlpaX4tOPYHkY4+herrdSAw5MXPqFGjGD9+fFBPokinvWRPrObmZpKSkpg6dWrE1obg9ltfX8/27dvJzc1lzJgxvb7gB2JytLxmZWUlFRUVjBs3Lqz5Qf7Ez5YtW9zdIsP/dD+19z2EYcNGMpYtYPbLD6FNTep1vajs9J4OqDDFT03RHp479s90t3Rx+nmzWX73cW6TSkmSuPWe47DbHPzrjZ/RqCReujR8LyVf6ttNzHnoW+o7zTy4OI8/Lsx1m34Gy+T0WP557BgeOayA17Y08uQvdVz9Sz23bm7k7NxENumMtFkcfDEpnTERapUH+CgCxc6eRCkVXDo6hefK2tBb7f2m8XxZW9/Nv3e2srq2kz0GGyZrz+sjPSWGE5eNQalQ8O7nJbQ2d0dc+MhIksQpZ89i7sKR3Hvr+/zjkS9Z+X4R//zvpaSmBxZF/vqTrfy6oYoFd59PxrS+DXl7IyY9ieNevZ0plx3Ll1c9wWvnP8XXj37I1R/9nuTh3lHkvDmjKF+9PaToSsq8KVS++A4bNmzgpptu4qmnngppv30hX0P2d9TF1xvr+++/Z/jw4ZhMJsrLyzGbzSQkJLhTZPHx8QO+x0jX/Bysju5wAIifuLi4oG/ikUx7mc1miouLsVqt5ObmDsi00ECEitPpdE8snTZtWq/mcDID5RlWUlKC0Whkzpw5JCUlhbWer/gxGo3MnTsXJImE/2fvvOOqqv8//jx3s/ceslRwK6CCq9RSs+GorGxalpYtbVppZWXTSrMsy9SyMhtWVmaZ5gA3iAzFBSiyN9wLd53fH3gJlHHv5SLY7/t8PHiI957zOe/Lvfec13nPMVdy7rW3MJSX02vBbHo8cQ9CG19qiUSCVCZrl/j57vE17PzwD5ycVCxddQcjxlyc5yAIAk+9NBG93sBnXx1ALpXw0Z2DrD7mhWxNL+D6pYmAyE839ub67h5t7mMOrioZjw0O5JHYADafLGPpwVw+O1WGVKgfJfHQyTJ62FUR66hgjIuKoU4KZO04ke6uqsNdIcXf3naCamZ3D97PKGbh3rO8MyKkxe30RiO/ni5n/fESEvOrOFdrQKur/46FBrlx4xXdGTIggCEDAwn0dTrv1RSp0+r58tPd9Ojly8TJA2xm94X4B7rxydf38O3afSx59XeujXubxxdM4OY7h7a6n0at5cUnf8Q9Moihz93abjsCR/Tl7pRPOPjeD+xeuIYXIx5hxOyrmPLOnQ0X0eDoMAxaPRVJGbhF97ZoffeYei+txMuHz1evpn///syYYds+XJ0lfpqzw9PTE3v7+jCvRqNpCJGdOXMGURQbQmTu7u7Y2dnZvBedrcNeNTU1F6VU/Ffo8uLHmg+HrTw/jau5oqOj290HoiXaEipqtZrk5GSgvhOm6cvVGrb2/FRVVWEwGDAYDK0mnFvChQnPMTExcP6LW/XPDmRODsRt+givUeZ7VgS5zKqwV/HpApaNeYWS7CLGTOjNc69dj5t7y3c8EomE+a9ej05nZMWGQyhkEt6/bYDFx72QV37J4KWfMwh2VvLrzX2ItFG+TGMkgsA1Ee6Euirpl3WIIQHOhLvZkVJYw9biGn4tq+XFM5VIBbCTSvCSCnS3kxHtoOBKFxUjXZQozbjQZGr0xHpZXibbGr3d7Ij1tGft0eIm4qdaq+eb4yX8eLKMQ0U1FNcZ0BuMSCUCvXt4Mz46kKEDA4jtH4CHa/OeKIlEYOmL48nKXc9LT/5IaIQXvfpaNwvOHCQSCbfcPZS4URE8/9h3vPHcL/zy7SGWr7sbZ5fm3/d5931JnUbLjWueQqqwjaiUymUMfvJmIqddwd+Pfsg/S3/nwFe7uOvLR4i6qh/BMfXepdyftlksfhzCg5A52iMEhSENCObxJ54gMjKS+PiLQ2zWYjqHdKb4aS70ZmdnR0BAAAEBAYiiSFVVFaWlpRQVFXHixAnkcnmDEHJzc7PJObUjxE+3bt1stl5XosuLH2tob86PKcyVnZ1NVFQUgYGBgO3DaSZaW7ewsJCUlBT8/f2JjIw0+wsukUhs5qUyhdqkUindu3e3yZcUmnp+Hn74YU6dPg2iCIKAW2w/Bn/xOnZ+XhatKcikFnt+trzxE78t/BaFQsqr793IhEn9zbpgSyQSFrwxCb3ewLKNh1HIpLx1c1+Ljm3CaDQy8f0ENqcWMCHMna9viMTFguGn1jB+fSqOCinf39QHH8f699QoipypqCOjuIb0ohrSi9WkFNSQUFzDlvI6FudWITkvitwlAhEqGQMdFYxyVjLaRYVjo3yhMoNIjI3Fm1Zv5LYQVx4/cI4Ht50ktbSW1FINFVoDRqOIUiElpq8/t0cHMqR/AIP6+uFgQSjPTiXny3cncdXt65g57TM27ZrXqgi2Bd1CPVn9w/18sXI3y9/6kwmxb/Lsa9dz7Y1NvYnb/0hn3+5TxD55M74xPWxuh3OwN5N+fJGTm/bw54PL+Oia1wgfHsnMH5/AwcOJkoQki9cUBAG32D6UpBzHc/3fFN8+nusnT+ZIcnKTTr3twXQOsbUXxRobWhIegiDg7OyMs7MzISEhGAwGysvLKSsrIzs7m7S0NBwdHRuEkKurq1UipiOqvcy52b4c+U+Kn/aIFFOYS6fTXVTN1VHip7ncF1MJeU5ODn369LH4RGGLsJfRaOTo0aPk5eUxYMAAjh49atPuyabX/dNPP7Fy5Uo4f/Lq/vid9FowG4k1SdRKhdmen+riSpaOXcS5I2eIiQtj0ZIp+Pq7WnQ8qVTCy+9MRa8z8s6vR1DIBF6d0nxCdksUVtYSu+hvcko1PBcfxMsjQ6zO7zGXp/8+RU5lHesm92oQPlDvFermqqKbq4rxEf+6u0VRJK9aS8Z5QZReVMORwhqSimrYdq6KJeeqEKjvoeMqEfCRCWiNIjsKqrj1nzo0eiMao4hGb6TWIFJnNKI1iGiN9T86o4geMIhgFMGIeP538fwPGI0ijT99H6UW4eyoJG5wMEMHBjJkYAB9e3ojl7Xv5O/j6ci69ydz7YyvuWXCcn7dPbfDE1elUgl3zxrB8Ct78NxjG3hx7vds/PogS9fcgb2jitpaLc8/9j0uYf7EL7yjQ20Jv3YowaMHsOfVr9n31nqeC5iNytmOmhPZVq3nPrhffbWYiyvuy76k5M5rGTZiBEfT021yI2XKRepM8WO6Lph7cyqVSvHw8GgIKWm12oYQWeMRHCYxZO4IDltXvf0v4bkTsTbsZU3OT1FRESkpKXh7exMVFXXRCe9SeX4aC7C4uDirPnztrfbSaDQkJycjimJDqC0zM9Pm5fO5ublMmzYNQSZFqlIS89ki/CaOsnpNqYM91UVtT15P/HwbG+asQjQYeerFiUy7a4jVJw2pVMKr79+IXm9g8W8ZKKQSFt5wcdO85tiZWcT4d3djNIpsmBzFjZGWebqs4XiJmnf353JtD09u7dN67pgJQRDwd1Li76RkzAXztYpqtGScF0TpxTWkFarZl1sBwM5CNTKJBoVMglIuQSmTopRLsVMpUCmkuMml2CulOCikqORSVHIJqsa/y5v7XcqaXVnsyCzm2N8PdshFr29Pb1a8OpEZT/7MzGmr+Pz7+21+jOaI6OnDlz/PZtXyf/jk/W1cHf0GL707lZ+/PYSmppbJa55EprKN57U15PYqRrx6D71uH8Ofs5dydkcKAOq8Quz9zPvMmHCL6Y2o06M7fADlwMG4vvkxxY/cyVVXX80/F/R7sYau0FywvXlHCoUCX19ffH19EUURtVrdMI8sKyurSXK1KV+oOToi7PU/8XMZYWnYq3GYq1evXgQENB/n70jPj2ldU56Rl5cXvXr1svqD3J6cn+LiYg4fPtwwD8dkg63L5w0GA1ePG4cgk+HYPZi4b5fgEBrYrjXlzo5Ul7Tcjl+rrmX5hNc5tfsoPXv789r7NxEa0X7BIZNJef2DaTwx62te3nQUhUzCsxMjW93n7c3HePb7NPwdFWy6qQ99vS9NVcX4b1NRySR8MrGHTYSDl4MCLwcFIxuVn9/wTQp/nCqjeuUUZFYORW0NO4WUP47ks31PNlfGhdh8fYAJV0Qwf85wXv1gF6899xPzX72hQ45zIXK5lAceG82IMT157tENPPXA1wAMemwK/nHmiWpb4REVzI1bXmOZ21QMmjr+Gngjo7Z+hkvv7mav4X4+T6h2628oBw5GGX8lTvNeJOnthcyePZuPPvqoXTZa293ZltjS+yQIAg4ODjg4OBAYGIjRaGzIF8rPzyczMxOVStXgFXJzc2uY4WgwGJqMe2ov/xM/lxlSqdTsfBdLvCwd6fmpq6vjxIkTnD59ukmeUXvWtFSomBpKtmSDrcXPrFmz0Or1CBIBv4mj2i18AOSuTqhzzzX7XMovB1h7+wdo1XU88Pho7n1oFLJ2hkiaHFsu5a0Pb+Hxmet4fmM6CpmEeeMuzs0wGo1M/XAPPyXlMbqbK99OjsLdhiXmrbFwRxanymtZfUMkfk62O0leSGaJmghfpw4RPgBX9/FBJZfwyVcHO0z8AMy5M5bjp0vZsO4APXr5ceP0wR12rAuRSSUYDP8G+k79upeRr824JJ6fxvx662IMmjqCF7/IuXeWsW3kXQz9+i18rx5m1v5Kb3dU/t7okvc1PGZ/ywz0p4+z7qt19O/fn1mzZlltX1fw/Ni6xLwxrY3gOHXqFBqNBicnJ9zc3NBoNC16hSzF1NTxf+LnMsLcsFdbYa7m1u0I8SOKIsXFxUilUouaObaGpZ4frVZLSkoKarW6RRtsKX5eeeUV0jIyEBycEHR16Cps05VZ6eFKaWX9ZHfTXZher2fVze9x5JeDBAa7s3jZPfTu1zFVPAqljCWf3Maj937JU9+lopAKPDz237vk0motsa/8zamiGp4YEsjiK0KRXaIxGdnltby+5wzjwt25s5/5Y0isIb9Gx4TuHRfCs1fKmNjfnz9SOnZiuiAIvDV/LKfPlPPGgk2Ed/dm4OCQDj1mebmaZx9az97E0ygc7Ri79EHkjio2z3yPT0Lv4O4jn2Dv6dKhNpg4l5jO8Z8T8brzVrzvuBWX0aPIvG0Ge26eR7+3nyDsvhvNWsdjaH/y/trb8H9BEHB+chH6rBM8PX8+UVFRjBplXbi7K4ifS2lDayM4KioqGn5MITJrBpOaaM94i65Ol5/q3hGl7kajkczMTJKTk4mMjKRv375mJTR2hPgx9YAAiI+Pt4nwAcs8PxUVFSQkJCCRSIiLi2vRBluJn4SEBF555RUAPN//FBRK9JW2ET8KLzeMOgPamjoATiVm8pzvLFJ+OsCtdw/l2z/mdJjwMaFUyXnvs9sZODiEx9YfYcX2UwDsPVVCt6d+52ypmnXXR/LW6LBLJnwArl5/BJlEYOW1PTs8TFCjMxDl37HznKbGBlKt1nIgpXlPn61QKmSsfucGfDwcePDONRTkVXTIcfR6PYuf/4WxsW+yd89pYh6dxKzTa4h++Ab63TOOG39dhLayhk8j7qI082yH2NAYo9HIj5NfQubuTsAz8wBQBvgT9dN6HAYN4PDcNznynHlNC91ie2OsrsbYqFWIIJfj9tZKJN5+TLnppobzoDV2dgXx01lzvUwjOHr37o2LiwvdunXDzc2N0tJSDhw4wO7du0lLSyMvL4+6ujqL1v4ve366vPixhtZyfmpra9m/fz+FhYXExcW1mN/THBKJBFEUbSIARFHk9OnTHDhwAA8PD5ycnGxaUWKOUBFFkTNnzrBv3z6Cg4MZOHBgQ+y4OWxRQVZeXs7o0aMBcHvuVVTRQ0AuR1vRdpKyOajOl8ZXF1fy1f2f8P6oF7GTC6xYdw9PLpyISnVpwksqlZxln99Bv0HBzPkqmVs/3suIxf/gLJeQeOcAbuttWdJoe1mckE1mqYb3xnUnyMW6KcjmklFUg84gEuVvGyHfEhMH+CGTCnz4xYEOPQ6Ah6sdXy2dggS47dqP0GptOztwwxd7Gdn/db79Yi9hEwZzX/qnjH7nAVRu/wrIsHEx3LbjHSQyKWsHzubs7lSb2nAh2x77CE1hGSFvvIzM+V87ZK4u9Pj6c9wmjuPE+1+wd/pTba7lFt0HjEbqdvzZ5HGJixtuy75EL5EyND6e48ePU1NTY1FVaVcQPx0Z9rIEo9GIg4MDwcHBDBgwgJEjR9K7d29UKhVnz55l9+7d7N27l8zMTIqLi1uNkBiNxv+Jn8uNljw0RUVF7N69G3t7e6uqqEzipL3eH51OR1JSEtnZ2cTGxuLt7W3zbsxthb0MBgOpqakcP36cQYMGERYW1qY3wBaen7CwMBAEHKfdieON0wEQVHboylpOUrYEU1+gN2Pnk/DZ34y/oR8//PUIQ4ZbNwagXbbYK1i+9k5c3R3YcCAXURT5eHx3Bvl2rEfkQs5V1fHirhyuCHHlvoG26a3SGn+dKgPocPHjbCdnbG8fdh+0zmNgKT3DPPj09WspK6nmrkkf22TNg3tOMS7uLV57/hccw/25dftbTNm4EPfuzd+U+cX04M6972Pv5cK3Y57i6Lf/2MSOCyk7nkvyil9xveZqXK8ec9HzEqWCsOVL8HlgBud++pttI+/A2MqF1HVAJEgk1O3886LnZCHhuL61kqqqKqZMmcL+/ftJSEggIyODgoKCNvM3u4L46Qo2wMXVXqYqsfDwcGJjYxkxYgShoaENrVR27tzJwYMHOX36NBUVFU3O7zU1NQBWiZ/ly5cTEhKCSqViyJAh7Nu3r8VtV65cyYgRIxqSt8eOHXvR9nfffXfDfEnTz/jx4y22qzGd/261gS1K3Y1GI8eOHWsS5rLGRWn6cLdH/JhCTKIoEh8f39DMytbhtNa8NDU1NezZs4eamhri4+PNbl/eXvEzfvx41HV1KAbG4vrkwn/XtbNHW24bz09Ndi6CRECvruOtj27llXdvxMnFNgmA1rB6xU5Ki6uJ6eGFnUrO9d+lEfjBXpbtP2tzwdsSV39zBIkg8Pn1kZekKmZPbgUSAbr7dvwd402xgVRU1ZFxoqjDjwUwOj6URfOu5GhaHs8/vsHqdfJyy7nj+hXMvPVzqg0CE9c8wT2HlhM8qu25gW4RAdy5bykeUcH8On0xB5Z8Z7UdLfH9Nc8hqJR0e2VBi9sIEglBLzxN0EvPUZ50lD/6TGrRgyuzV+EUGYouLbnZ55VDR+L85CKys7NZunQpUVFRyOVysrOz2bVrF/v37+fkyZOUlZU12xOts4VHZ4a9LrSjtb+FXC7H29ubyMhI4uLiGDp0KL6+vlRXV3P48GF27drF+++/z1tvvdUwVcBS8bN+/Xrmzp3LwoULOXToEP3792fcuHEUFhY2u/327du59dZb2bZtG4mJiQQFBXH11VeTm5vbZLvx48eTl5fX8PP1119bZNeFdHnxA5YLoMZiora2ln379lFUVGRxmOtCTKWM1ggVURTJyclh3759BAYGMmjQoIYGX7auomptzYKCAhITE3F3d2fw4MHNToS3dE1zWLZsGdt37kTq5YPnkk8QGoXXBAdH9JXtFz9Za34i863PkSnlaLV6Cs6Vt3vN9vD5ih18tuwfrovrxvYl13Hmm+kse3gYds4qHvnrFM7vJjLj12OU19o2hNKYJfvOklas5u2rwglpYayDrUkvVtPN0wGFDSvpWuL6QQEIAixf2/GhLxP33jyAu6b257cfD/PFyt0W7Vtbq+WZOeu5duS7ZBwrIH7B7Txwcg197ryqzdl1jXHwcWP6zncIvrI//zy1kr8fb1+5eGP2vbme8pPnCFrwLHLvtpPWfe69k/CPl1JXUMIfvW+g5nRus9t5DOmHWJzf4jr2N9+F/c138dfWrTzzzDNEREQwePBghg8fTlBQEHV1daSlpbFjxw4OHz7MmTNnqKmp6RLip6uEvSzt82MawdG3b19GjBjBgAEDkMlkbNq0iUmTJmFnZ8ecOXNYv349xcXFZq25ZMkSZs6cyT333EOvXr1YsWIF9vb2rFq1qtnt161bx4MPPsiAAQOIjIzk008/xWg0snXr1ibbKZXKhl5Ivr6+DQNlraXz360OwJTzYwpzOTo6Wt0ssKW1LUGv15OSksLJkycZNGgQ4eHhTQRdR3l+Gq9p8n6lpKTQp08foqKiLP6yWit+MjIyePKpp0Amw/OD1UjdmjbJkzg5o69SW7xuY05+soHkR14lMDqcp7M+JuzKvrzz2h/88PWluyg2Zv3aPSx/40/GDgrgq2fHIJNKcFDJeeDaXqR/dhO/vzaBkf39WZ1SgPfSPQxbm8SBPNt4v0wU1mh5bnsWw4JcmB3TsUnejTlbWUffwEtTjeTppGREDy+2JWZdkuNB/c3YK09cwbDoYN5f/AcJ/xw3a79P3t/GqAGv88emI/SaPpoHTqxm+MLbUThYl4OldLLnpl8XEXnLFRx6/0d+uvFlq9ZpjLq4gl0Lv8BxSAyet5pXyQXgds3V9Ph2DaJB5K/B0yjZc/jibWJ6Y1Rr0Be1LICc5r2ELCKK9Rs2NJxrTA0Ae/XqxbBhw4iJicHNzY2SkhL279/PqVOnqKmpMStE1lF0BQEG7WtyaBrB8dBDD/HPP//w22+/oVQqcXV1ZfHixfj4+DBo0CDmz5/fYk6WVqvl4MGDjB07tuExiUTC2LFjSUxMNMsOtVqNTqfD3b3pdWL79u14e3vTs2dPZs+eTUlJiVWvs8Gudu3dRREEAb1eT3JyMlFRUfTp08dmLklLS8irq6tJTEykrq6uxRBTR4gfU3K2KIrU1dVx4MCBBu+Xr691Zc7WiB+tVsvAgQNBFPF4/QMU3S9u/Cdxckav1lg9OuP4+19w5Mm3CBkWxX1/vYijtyt3/fQsQYN78OpzP/P7TxefiDuSn787xFsLfyW+ty/fLbwKpaLpZ08QBMZGB/LzK+NJX3Uzs67rRXKxhsFrkui2fC8fHzpnE0/g1d8cQURk9Q2RHT4uozFVWkOH5/s05qbBgZRWaDjTQVVYzSGXSfnszWsJ8nNm7sx15J4pbXHbvzenc+WgxXy0ZCveMT2468AHTFz9BE4Bnu22Q6qQc90XTzH4yZs4/sMu1sU90q7PzvcTn0c0Ggl561WLPe5OsdFEbfoWqasrOyfM4sx3fzR53jThvXbLLy2uIchkKIePRkTg448vzqsSBAFHR8eGhN4RI0bg5eWFRCIxK0TWUdi6s7I1iKJoUzuMRiP29va8/fbbJCcnc+7cOZ544gmUSmWLn43i4mIMBgM+Pj5NHvfx8SE/v2XR25inn34af3//JgJq/PjxrF27lq1bt/LGG2/wzz//MGHChHZdN/9z4kej0ZCSUt+KfciQIfj7+9t0fUuEyrlz50hMTMTHx4eYmJgWO292VNgLoLS0lISEBJRKJUOHDm2X98uartEmoeX80BPYjx7X/LqubmAU0Vdb7v05+sanpL2wlIjRfZmx+QWUjvWhHYWDihmbX8C3XwjPz/2B7X9mWLy2Nfz5ayqLnvqRQd29+HnROOyUrVfwRQS4sGR2HGe/mc6S2XFI7RXM+uMEru/tYdbvmVRaGRL78GAuhwtrWDwmnAj3SzeYML+6jjq98ZKKn8nRAYgiLFu9/5IdE8DFScXXSyejkEuYfu1HaNRNvQ4njhYwZez7zJv1FaKTE5N/XMht/7yN7yDzuyObgyCRcOWb9zF6yQPk7T3KZz3vQauutXid9K+2UnAgE/95j6AKC7HKFlV4GL1+/Q5VjwgO3LuAzHc+b3jOKTIUqZ0S7d4dra4h7zsIDHreevudNo8nlUpRqVQ4OzubFSKz5WzCxnQFz4/ptdlK/FxY6eXj48Ntt93GwoULW9mrfbz++ut88803/Pjjj01SMm655Rauv/56+vbty6RJk9i0aRP79+9nezvGo1wW4sfcO5CioiISEhIahpFaks9iLuaUe5sqqTIyMhgwYAA9evRo9YvRUZ4fgIMHDxIWFka/fv3aXUpviUgTRZExY8agrq3Fbuw1OM98uOV1z4fBLO31k/riBxx95WN6XhPNXb88h9yuqbhUOdtz318v4tnDnydmf8PeXSctWt9Sdv59jPmPfEuvbu789tp4HC3o2uxkr2DODX04+vk0fl40jsG9ffg4OR/PpXu44stkUgrM/9uUqrXM+/s0gwOceWRw+7tmW8K/lV6XrqItwN2emFA3/tjRse9vc4QGubH67Ruorqzl9us+wmg0Ulmh4cE7V3PzNcvJza9m9JIHmHnsU3pMiu/QhPPYx6dw3dfPUpldwMrQO6jOb9kbdSH6Wi1bHliKqns4Pg/MaJcdcm8vIn9Yh/PwONJe/JCkh+t7eglSKa6DeqHPTG99/z4DASguKmTnzp1tHq9xsnFbIbLdu3eTnp5Ofn6+TUNkXUH8WDpctS1qamosbpDo6emJVCqloKCgyeMFBQVtRhzefvttXn/9dbZs2UK/fq0n/oeFheHp6cmJEyfMtu1CLgvx0xaNq7lMYS5of0l6c7TVPVqtVrN3716qqqqIj4/Hy6vthEGToLLVXYler+fIkSMA9O/fn27dutnkpGsKpbWFTqfjhRdeYPeePcjCuuO+aEmrx5e617v/LenynPLUOxx/Zw29pw7ljh+eRqZsXmjYuzsx8++XcQn2Ys49X3D4YI7Zx7CEfQknmTdzHeF+zvzx+jW4Olo3OkIiEZgwOJjNi6/hyMqbuPeaSPYW1DDg80OEfriXNSltu47HfZuKwSiy5oZIpJewiSLA7jP1oafIS+j5Abh5cBBFJTUUlbYvd8wahkUH8db8sZw6UcR1I95lTOwb7Nl1ikEPXc+s02uJfWwKUsWl6S/V65YruHnza+hravms5wyK0rLM2u+nG19Gr64ldMliJK30+jIXqYMDEatX4DFtKlmfb2TXdQ9iNBpxH9wXsaKs9X09vJD41Hvsn3nmmTaP1dJsr+ZCZL169UKhUJCTk8OuXbvYt28fJ06coLS0tF3e965Q7WW63tnKjurqahwcLJs3qFAoiI6ObpKsbEpejouLa3G/N998k0WLFrF582ZiYmLaPM7Zs2cpKSnBz8/61h2XvfjRaDRNqrn8/f0RBMHqye5t0Zrnp6CggISEBNzc3BgyZIjZM1ZMSt0WoS9TjpHptZu8YLbAnLBXZWUl33//PW8vWYLg4IjXB6uR2LcedpF41AtEnZmen6SHX+HkR18zcPpIbv16HlJ56x4tJx9XHti+CAdvV2be+jlH02w7EuFIUg4P37mWQE8H/npzIp42aiIYGezKsjnDOPP1dN68fygGhZy7f83EZUkCj2w5gbqZRnufJedxMK+aRVeGEul5aQalNialoBpvZyXOl2hWmYkpMYEYRfjwi0sX+iopV7Ni3QGmzPqWl5ftQpAInDtbhmuPQO5N+4Sx78/GzuPSikCAkDEDmb5rCTKljC9j55CzLbnV7XP+Tub05gP43HcXDgPaLrU3F4lcTshbr+A/72GKtu1ja+zNuPTpjqjVoj16pNV9FQNiQSrlSFp6m52fzfW6SKVS3N3dm1SRBQcHo9VqSU9PZ8eOHSQnJ5OTk0N1dbVFN6NdodrLZIOtvItqtdpi8QMwd+5cVq5cyZo1a8jIyGD27NnU1NRwzz33AHDnnXfy7LPPNmz/xhtv8MILL7Bq1SpCQkLIz88nPz+f6ur660F1dTVPPvkke/bsISsri61bt3LDDTcQERHBuHHNp1KYw2Uhflp6MwsLC0lISGi2msuaqixzaE5UGY1Gjh49ypEjR6yqpDIp9fbae2GOka3/Bm2FvUzHv/vuu0EQ8Hr/M2R+bVcZSb3rk+N0ZnR53n/fC2R9vpHYGWO5afXDSM0sp3YJ9OT+fxahdHXg7qkryTppm74wmel5zJy2Ci8XFVvfuhbfDsivcXVU8tiUvhxfM40fXryagZHeLDt4Drf393DV1ylkFNc3I6us1fPwnycZ6OvIvLggm9thDlkVtfS5RJVejQn3caR3gAubtppXeWUNufmVvL0ygWvu/oqI0R/S5+qPefG9HRzKLCFoRBSTX7+NwAEhlJ/Iw8GnfWW47cVnYAR37luGo587342fT/q6rc1uZzQa+WnaK8h9vPB/4hGb2yEIAv6PzyHkndeoPp5D8tw3Aaj9c1Or+8n7DgKjEYwGnnzyyVa3tTbk1FyIzN3dvclYCHNDZF0h7GVr71N1dbVVOaLTpk3j7bffZsGCBQwYMIDk5GQ2b97ckASdk5NDXt6/N6AfffQRWq2WG2+8ET8/v4aft99+G6i/PqakpHD99dfTo0cP7r33XqKjo9m5c2e7JthfloNNTd0pc3Jy6N27d7NJzR05gb3xuhqNhsOHD2MwGIiLi7NKKbe3eaJJfJ07d47+/fvj7e3dsK4tE6lbWs90/Ly8PG699VYA3J5/DeUg8yZgS73rXZdthb323v405zZuJe6hCVy39D6LTzYeYb7cv30RHw17ltuuW8F3f8zBP8j6i1TWySLunvwJLnZy/n77WoK8O7apn1Qq4bq4blwX143UrFKW/5TGF39m0ufTg4S5qhBFEa3ByJpJUcg66URcXmegd8Cl93YA3DwkkJc3plNZXYuzY/u9bxkni1n/Syo7953hVG5FQ0Kzo5czPcYPoPvIKLqPiMK3V0DDZ7H3+AG8OugZ1l89n7v2LW23De3BNdSXO/e+z7cTnuf3u9+i6kwRQ565pck2fz7wHnUllXT/4h2kVpy7zMVz2lTkPt6cuG8OSKXU7dkBDz/b4vbyvoNAFME9gD/+2opWq23oi3YhthAephCZKUxmMBioqKigtLSUnJwc0tPTcXR0xN3dHXd3d1xcXJoIja4S9rKlADPl/FjDnDlzmDNnTrPPXZiknJWV1epadnZ2/PHHH61uYw2XnfgxiQ29Xt9q756OFD8mAWCaCu/j40NUVFS7+itYU0kF9U0ck5KSGjpG2zcKMVm7Zks0J35qa2tJTk7GYDDw66+/otZocLz1bhyn3Gr+up71Ya/WEp4Tpj5KwR+7GfnEDUx48y6rXbvekYHcv20RK0bM5+ZrlrNx66N4elseGjx3pozp136ESi5h61vXEuZ3aS/4fULc+ejREbxyTyyfbz7GO9+lUFJZh0QQGLY6CW87OZGe9sT6OzEm1J2hgU5IO1gQqbV6NJe4zL0xU2ICWfhDGiu/TmLezJbzC1pi3+FcvvstnYSDZzlTWEOdpl7suAV50P+mOLqPiCRiRBSeYd4tfv78egVy/cs3s/G5r0n+9HcG3DehXa+pvdh7uXLbP2+z8cZF7HzucypzCrnqw3oPT1FaFqlr/sR98nW4XDmyw21xuWIEkT9+RcZ1N2M4loqxogyJS/M3H/KevUEmR+Lqg6E0l5dffrlhGPKFdITXxRQiM/Wa0Wq1DZPT09PT0ev1uLq6Nmyj1+s73fNj63L79oify4HLQvyYTjSFhYUcOXLELLHRkTk/Op2O48ePk5WVRa9evdrVNbrxupZ6aUpKSkhOTm7x72GLQaSNuVD8lJaWcvjwYTw8POjduzdTb7wRRBHnGQ9avK4gkzab82M0Gtl97YMU7zjA6Bdu4qqXbm13TNuvXwj3/fkin1y5gKlXLeOnfx7D1dX8cFVxYRXTxn+ADJG/3ryWyGDXdtnTHjycVTxxc3+W/ZSKn4cDD03pS0Z2KUdOlvJXdhmbjpew8J8spBIBe7kEb3sFPT3szosiN+KCXGzmJdqWVY5Ix8/0aoneAc6EeTnww+ajbYofo9HI34lZ/Lj5KPtTzpFXokZXV3++8O7hz+C7ouk+IoqI4ZG4Bri3utaFjJk7kYPf7WHrIx8SeeMIVK6dOxhS4aBi6s8vsXnmexxesYmqs8VM+fllfrj2BST29gS9OP+S2VJ7/CTo9SCRUDJjMl7fb292O0GuQNazN4aCIqQ9h/LZ6jUtih9RFDtceJhCZL6+voiiiFqtbhBDp06dahh4bRJNLXmpOhJbix+1Wm1Wwc7lymUhfkxhlTNnzrQY5rqQjsr5EUWRgoICZDIZQ4cOtVlCsSWeKlEUOXXqFKdOnSIqKorAwObLmW0d9mpclZadnc3x48fp2bMnQUFB7Nq1i/Ky+ioOo0aDpV9BQSpDV1nT5DGj0cjOq+6jdG8K416dzpXzze842xZBg3swY/MCPr3qRaaMWcqmfx7D3oxQSXm5mhvHLsWoM7DlrWvpF2beXLSOZM2WTM4Vq/nk6Su5fVzPhseNRpGzhdWkZ5VyNLuM9KwyUk+Vsi2njN9OlPLSjux6UaSQ4mUno4d7vadodKgbw4MtF0U7cs5Xevld2sGtJgRB4OYhQbzzeya1tXpUqn9Pb1qtnl+3neCXvzI5lJZPUbkGg86AIBEI6NeNkTcPJ2JkFOHDeuLo0T77pTIpd69+sMuEvwCkchnXfD4Pp0BPEl/9muW+N6MpLCf0/TeRe1gm7qxFX15BzsJXwSsAye1PYHj3cSoWP4vLs4ub3V4xIBb1hi9Q3P4aNe/dwbp165g+ffpF213qZGNBEHBwcMDBwYGgoCCMRiP79u1DLpdz5syZNkNkHYWtxU91dXX9IOr/KJeF+MnJyaGkpMSiERUdEfYqLS0lNzcXhUJBXFxcu/vmNMZcoaLT6UhJSaG6upohQ4bg7NzyXXZHhL0MBgMpKSmUlpY29NAAmiQliuqalpZoGZmsSc6P0Whk+4g7qDh8jIlL7mHE49e32/4LCR3Ri7t+ns/qia8weewyftr+KCpVy3ds1VW1TB39PnVqLb+/fg2xPbvGXdHTK/fSPdCVW8c2bZ4nkQgE+zoR7OvE+KHdGh4XxXpRlJFdRkZWGRnZZRw5WcKO7DI2nyxl0c5sJBIBe/m/oij6vKdoeJALClnzF5rk/CqcVDJ8bFTtZg1TYgJ5fdNRPvn6IK7Odvy+/TgpmUWUVdRiNBiRyqV0iwnnqit6ETEiirC47qicbD/zrKuFv6D+oh2/4DYyf9xNybGzCPZ2uE+x/feqJc4ufgdDZRWSpd8hhPdFSN6F5oevUI68GtWwKy/aXt5nEKxbieAbhuAZxGuLFzcrfi6F56c1TBVW/v7+eHp6otVqKSsro7S0lIyMDHQ6XZMQmaW9c8zF1nlHarW6SRrFf43LQvx069YNPz8/i95YW4a9RFHk9OnTnDx5Ek9PT0RRtKnwAfPEWkVFBcnJyTg6OhIfH4+8jX4ctg571dXVodVqqa2tJT4+viHTPjc3l+SUIwj9r0Q8vA2jNeJHKmvI+THq9fw99Faqjp5m0ocPMHT2eJu9hgvpcfUApn/3JF9OeYMbr1rGxm2PNvve1tZqmTrmfaoqNPyyaDzD+1g3IsTWvLPhMCWVtXwwbxRSqXkXAEEQCPJxIsjHiasHBzc8LooiuUU1ZGSXcTSrlPTsek/RrqxS/jhVymu7spEI9Z4iTzsZPdztiPZ34spubozq5srxUg2R/s4tntiNRiNqrYFytY4KjY5KtY5yjZYqjYGqWh3Vtfr6nzo9NXV61FoD6vP/1moNaHQGanVG6vRG6nQGtHojWoMRnd6IXgS9UcQggkwm4bWPdoMIcjsF4fE9iR9Vn5zcLTYMeSsC15aMmTuRQ9/tZesjH3WJ8Ne+d75jx4IvMKhrcYwfSnXCHk49NJfwD9/t8GNXHzhE8br1CCOuQxJRX04vefQtDMcOUf7UA3j/tvei/B9F3/pmh/o9P6CY8CBnvpxPUlJS/bicRnSVSiuTDQqFAh8fH3x8fJoNkclksgYhZMsQWUckPNtiHmZX5bIQPxKJxGJFa6uwl1ar5ciRI1RXVzN48GAqKysv6l5pC9ry0pw9e5aMjAzCwsIICwsz687Blp4fU74VQGxsbJMv2eOPPw6AbOJsdIe3IdZY1qkZALkcbUUVRq2Wv2KnUXPqDFM/e4jYGWPb3red9L5hCLese5yvb1vCtAkfsuGPOU1en1arZ+qYpZQUVfP9wqsYM+jSDQltDaPRyKtfJTGwhxfXDw9p93qCIBDo7UigtyNXxf5bKi+KIueKa8jIKjsfPisl7XQpu7PK2HKqjMW7cpAI9fufrdHhNGsjBqOIUaz/EY0ixvM/liKRCsjlMuQKKQqlDIVSjkIpR+lsj71KjrudHJWdHIVShlJV/++xlFxOHi1g7o4XCRwQYnY7BFsjlUm5a/XsTg9/ZW9N4pc736LmXAn2gwYQ9PILOPTvy5mFr1D0+Rfk9++D7wP3dtjxjTodWU88D/aOCE/9O31esHNE+sIqDA9f3Wz+j8Q3AMHVHX3aThye/o66bxfxxBNPXDTtu6uIn+auUc2FyExVZLYOkXVEwrMt+8R1BbKysggNDQUuE/FjDbYIe1VUVJCUlISzs3ODp6WmpqbDq8gaYzAYSE9Pp6ioiEGDBjU7GNXSNS1BFEVOnDhBVlYW3bt3JzMz8wJhoOXXzX8gGTYZIaR3/T41lnt+BKUddYVl/DlgKpqz+Uz74jEGTh/VLtstof8tI9BptHw34wNuv24FX/4yC4lEgl6v5+Zxy8jLLeer+WOY2Ch81Nk89/l+qtQ6Xr1/aIeOTRAEgQAvRwK8HBl7gSjKK1FzNLuMjKxSnlmxhx59/enRJ+C8UJGhPC9M6kWLDKVShkL1r1BRKOX1/1de/JhCKUNmhXD5+5cUnr9/HQhCpwkfE50Z/qo8W8SPUxeRfyATuZcXIR8swe36iQ2flcAXnqE28wRnF7+DXWQkLqOGdYgdBStXU3viJJKnP0JygZdDCOuNZM4bGN6bS8Ubz+Py9L9JzYIgoBgQS92BfQh2TihG38P+LR9TVFTUJBG3pQ7PlxJzvS4SiQQ3Nzfc3NwIDw+3aYjsf9VebRMUFNTQY+iyED/WfLClUil1dXVWHU8URXJycsjMzCQiIoKQkJAGGy5V/yCoj7kmJSUhlUqJj4+3eFZZexOetVotKSkpqNVqhg4dikwm4+jRo4ii2PD3WLBgAQZtHYprHwTn+hOSUW2F50elovxQGoJUwm3fPknfqZaXKreXmHvGoK2p4+eHVzJz2ipWrp/BbdeuIPtUCaueGMWNI7tO8p9Wq2f5T+mMGhjAFZ3kiRIEAX9PB/w9HQj1d+bJ5QlMu38EY2/o3yn2mBgUHw7ArpVb6Rbd+e/Zv+GvD+kxZRj27h1bDafXatk8833Sv94OEgl+jz+MzwP3Irmg47wgkxG6YilHJ07hxL0P0nvbb6iCbPtZqjtzlnNvL4XwvkhGT212G2H89Pr8n+++QDXyKpRx/970yPsOom7HXxj1WhTj7ke7+UOefvppVq1a1bBNV/H8WNto0dwQmZubW6tN/WyZ8yOK4n8y7CWVShtmjF0WHZ6twVqRotfrOXz4MKdOnSI6OprQ0NAm4qujxM+FISpT92p3d3cGDx5s1ZDW9oS9KisrSUxMRCKREBcXh5OTU8OXu3Hb909XfY7QcwiS8AFIZDKQSBHVls9XMpw7C1IJV86f2inCx0T8nGsY//odHNqXxYg+r3A8I58PHh7GHVf16DSbmmPOBwlo6vQsmjmks00BYG9a/cwx/26XpnKoNVw9HAiL9OXY36mdbQrwb/jLqDOwYfzzHXqsg8s28r7HzaSt/QvXiRPovfMv/B6bc5HwMSFzcSbii08RZDKOXnsjxlrLp8G3hCiKZM9/qT4hedG6FrcTBAHJo2+DTxBlT87EWFHe8Jyi7yAwGjAc2ozEKxhZzER++OmXJvmcnS1+Gpe5twdTiCwoKIj+/fszcuRIevfujVKp5MyZM+zevbvJLLILz+22zvlRq9X/OfHTmP+Jn0ZUVVWRkJCATqcjPj6+ocFVe9c1h8Zl5JmZmRw+fJjevXtbPCqjuTUtJTc3l7179xIYGMjAgQMbEqsvnEH2xRdfUF1ZgeyGRp08pVKMFub8lL//OtRqkDs7sv2NjeTszbTYZltyxdNT8O0fgrpGi0Ih5cjpUqrVtpsA3V4qa7Ss+/sE1w8PJSbSu7PNAeDw8WIA/IM6X/wADLmiOxVn2zes0paYwl/5B46R/OnvNl//zM4jLA+azl+PfIQiNJyeP31L6LJ3UPi1nZivCg0h7JNl6MvKybjhlja3N5fy3/+kctsOhMkPIPFo3Q7B3hHpgs9Bp6Pk3ikNj8t69QdBQHfgNwAUEx7CqKtr0j24s8WP6TNmaxtMIbLw8HBiY2MZPnw43bp1Q6fTkZGRwc6dO0lKSmqYRabX620e9vqvip9XXnnlvyt+LE14zs3NZc+ePfj5+RETE9Oie7EjxY9Wq+XAgQMUFBQQFxfXrom1YHnYy2g0kp6eztGjRxkwYADh4eFNvF4XjuF4edEi8AxCEt2oGksitajUXZuZTvXaT/AZP4IrE79B4enGJ1cuoCC99WGGHcnR3w5QeCSb+PG96TMkjI83ZeB985eMf+ZXjp0p7zS7TNz7zj/o9AZevNe88SGXgmM55ShVclw6YLaZNUQPj0Cn1XP0r9YHaF5KxsydSPDAMLY+8iHq0kqbrFmVV8IXwx7jqyueorYOur3/Fj03fYfDoAEWreM8YhhBL7+AJi2DU4881W67DNXVZD/3Erh7I9xjnrdLCOuN5KHXMZzOpOLNFwCQ2NkjC+uJ4eQBAKTdB4OdE/v3/zvA9r8qfi7EFCKLiooiPj6e2NhYPD09KSsr4+DBgxQXF1NYWEheXp7VKR8mDAYDGo3mP5fzA/D999/z8ssvXx7ix9qcH3NEisFgIDU1laNHjzJw4EC6d+/e6vE6SvzodDrOnj2LXC63qJ9Ra1gS9qqtrWXfvn2Ul5cTFxfXbGfPxp6fffv2cebMGWTXPYjQ+G5DYr7nx2g0UvTA7cidHRn44ULsAnwY9tsnSOzt+GDI05Tn2Gb4qCWoy6v56qa38Qvx4PmPb+edH2ezaueTXH1LLP+kFtDv/u/oc9+3/JyYdcltAzhXUsOve3K4/eqeRHbr3OGZjckuqMI3yK3TE09NDBgaikQqkLjmn842pQFbhr+Mej2/3/cuH3W7i7z9J/B9eDa9d/2Fx5QbEKy8CHvdNR3PO26j9MefKfh0Tbvsy33rffQlpUieX2WRKBAm3I5wxWQ0G9ZSt6f+vZMPiEUsr09SFSQSpBExnM0917BPZ/f5MYmfSznb68IQ2YgRI3BwcEChUHD27Fl2797N3r17OX78OCUlJRZfs2rOF63816q9UlNTufPOO3n66acvD/EDlgsgc/r81NTUsGfPHqqrqxk2bBienp5mrWsKT9kCU7fkgoICnJyc6N+/v816CJkb9iotLSUhIQEHBweGDBnSYmMrQRAQBAGj0ci8efNAYYd09G0XHFRmds5P2bOPYCwtZuDHL6L0qr+QO4YHEb9pBSIC7/afS3Wxbe6QzWXllQswaHW8uOou7BzqvX+hUX488e7NbDiykHueGU+BxsDUF//E9+YveGXdIfT6SxdaufvN7YjA83fHXLJjmkNhWS3BYW1/fy4V9g5KogYEcXLX0c42pQm2CH8d+mgT77rdRMpnm3EZN5ZeO7bg/8SjSG3QkC7opedwjBvMmVfepCphr1Vr1BxJo3DVFwgxY5D0tsw7WZ//8w54B1L2xEyMlRX1eT+1aozFOQDIegxFU1uH0WhsOBd3pvgxGAwN58bOQiKRIJFI8PPzIzY2lhEjRhASEoJer+fo0aMNIbLs7GyqqqravH6ZxM9/Lex14MAB1Gr1/++wV35+PomJiXh4eFiUUGxS97bw/jROrg4ICMDe3t6mX6C2wl6iKJKVlcXBgweJiIigT58+bd69SCQS8vLy2H8oCenV9yDYXXBnIJWbVe2l2bUN9ZZNhNw7Fd/xI5o859KnO3Ebl6PTaHm396PUVmvaXM8WbFnwFXnJp3lw0Q1E9Lm46sXV05Hb517FtykLmP/RdNyCPHhp7UHcpqzh9sVbKSy3PNHbEo7nVrAjJY9Zk3oT5NO17shq6vT4B3eNfB8TQ0Z1p6qgokNm/LUHa8NfuYnpfNjtTv58cBny4G70+P4rwj56H2Wg7Sq0BLmcsBXLUPj5cvyu+9Hm5Vu0v2gw1Pf0UdohPLfSOhsuyP+R9x0EgC7xBwCkETFg1PP33383XMQ72/PT2dVm0DThWS6XNxsiKy8v59ChQ+zevZu0tLQWQ2Q1NTUolco2G+lebtx9992IolgvmDvbmI6ipfCU0WgkIyOD1NRU+vbtS2RkpEUfXFuJn+rqahITE9FqtcTHx+Pg4GDzcFprYS+T8Dp9+jSxsbEEBweb3Thx/vz5YDQgu+b+izeQKxGrqlpdw6hRU/rUg9gH+9H71ceb3cZ9SD+GfPsu6tIq3u3zKHptxyYc5x46yT+Lf2DI2Cgm3ze81W3lChlX3RTNJ9vmsnTTHGLH9uLbf04TPP1rhj26kX1Hbd8EE+CO1/9GIZfy5PRBHbK+tej1Ruq0evy6mPiJHhaBQW/k0AbrPBgdhaXhr5rCctaNeoIvh89DU62j2zuvE/n7jzgO7hjvn8zNlYi1K0EiIX3CFIwWfPcK13yFJi0dyaxXkKis90QJ4X2QPLQYw6lj1GxYg+DgiD5lGwDSiGhAYOPGjZcs36Y1bD1Wwlpa6vPTXIisd+/eqFSqi0JkycnJVFVVUV1dbfXN+PLlywkJCUGlUjFkyBD27dvX6vYbNmwgMjISlUpF3759+e2335o8L4oiCxYswM/PDzs7O8aOHcvx48cttutCLhvxY23Yq7F7T6PRsHfvXsrKyoiPj8fHx8cqOwRBaJdQycvLIzExER8fn4bkaluPooCWw16mcJ9JeLm6upq9piiK/Lp5C5Kh1yN4BV30vKC0w1jduvgpmn0nRo2GmM9fQ+bQ8lwl79FDiVn9OhU5xSwdOK/DKnf0Wi2fXfUSTq52PLvc/KnxgiDQd2gYL6+5m68OPseUmSNIyalg+GM/E3bH13y22XYhl/1HC0k6XsJj0/rj5Wr7WVTt4fDJYkSjSEAXKHNvTO/oYOQKKQe+3t3ZplyEOeEvo8HAH7OXsjzwdnITM/CZPZPeu//C4+YpVuf1mIsqIpywFcvQl5RydNKtZu2jzSsgd/E70K0Hkgm3t9sGYcIdCKMmofl2DYKTM4bcjPrH7V2Q+IaRkJCA9rww68yQ06UerNqaHeaIsAuryEaMGEFoaCh6vZ5nn32WkJAQHnnkEZydnUlOTrbovLt+/Xrmzp3LwoULOXToEP3792fcuHEUFhY2u31CQgK33nor9957L0lJSUyaNIlJkyaRmvpvm4o333yTpUuXsmLFCvbu3YuDgwPjxo2jtp1tGTr/HesgTHkzpjeuqKiIhIQEnJ2dW81raQtBEKxOejZ5ndLS0ujfvz89evRo+NJ0RCJ1c2GvgoICEhMT8fT0bLWqrSW++uorDNpaZNc92PwGSvtWE56rv1uHNnkfkfPvxy2mT5vH879hNAOWL6Aw/SwfDXvWIlvNZe31i1GXVfHCJ3fg4mFdjNs32J0HF93A92kvMue1yWiVCma9uxP3KWuY+1F9T572cM/b23FykPPoTZ3bQLA5DmTUn9j8grtOAjaAQimj/5Awsvaf7GxTmqW18FfKqj94z/0mklf8isuYK+m1/Q8CnpmH9BLmYDhfMYLAhfNRp6Ryet78NrfPWfgKRp0eyaKvbXL8xvk/xsICqP63dYE0Mp6ss/UtOaB+bEFFRUWntDboKmEva+2Qy+V4e3sTFRXFr7/+yt9//01MTAyVlZWMHDkSPz8/br/9dtauXdvQHbkllixZwsyZM7nnnnvo1asXK1aswN7evklTysa8//77jB8/nieffJKoqCgWLVrEoEGD+OCDD4D6m+333nuP559/nhtuuIF+/fqxdu1azp07x8aNGy1+rY3p/HesgzApYJ1OR2ZmJsnJyURFRdG7d+92uyitESqmaqrS0lLi4+Px9m7an6UjxE/jNU39g1JSUujTp4/F4T4T3/3wI0L4QCQ9YpvfQOXQYqm7vrCA8jdfxHVQb7rPu8fsY3a743r6vD6PM3syWXXNIottbo19n/7J8S3JTH9sLINGdm97hzawd1IxZeYI1h2YzytfzCCsfxDLNqbhMXUt1z33O6fOWZ7AveXAGTLPVvDsHdE4O1yaoZyWcORUCQB+XaTHT2MGj4pAXVJFbbXtmvfZiubCX3kHMlkRfje/37sEqV8A3b/9krCVH6AMvtjLeinwmnEnHrfdTMm3P1CwpuVGheVb/6H8ty0I19yJxMd2tgoOTkgXrAKJBAwGjOk7gfq8H32thoCAAARBQK1Wc/jwYXbt2sWRI0fIzc1tt2fAXLpC2EsURZuMt5BIJA2hsdDQUEpKStiwYQOhoaEsX76cW29t2Quo1Wo5ePAgY8eObbLe2LFjSUxMbHafxMTEJtsDjBs3rmH706dPk5+f32QbFxcXhgwZ0uKa5nJZjLewBtOFPSkpCYPBYLPycbBcqJSUlHD48GG8vLzo1atXsx/Q9o6iaA7TmlqtlsOHD6PRaNr1d3jzzTfR1mqQN25qeAGCnSOipvnE36L7piEIELPq1fpu0BYQ/tBt6MorOfb6Sr65/V1u+bL5XCFLKM8p4pc5K+kxIJi7nxrX7vUaI5VKGDahD8Mm9OFEai7ff7KTP789QNS93xIZ5MobM4cwPta8i8Ts93bh7WbP/Tf0tqmNtuLE2QqcXe2ws+96wix6WARGo8jetTsY9eDVnW3ORTTM/pr/NSuj7qU08xxSZ2eC33wFj5unNm0j0QkIgkDQogXUnjjFmYWvYR/VE6cLco0MGg3ZzywAF3eE2a/a3obwvkhmLcL4wTPUbngVxz6jkHavv/n65ZdfGDx4MH369EEURaqqqigpKSE/P5/MzEzs7OyajIfoCJHSFcJeti63r66uxtHREYVCwciRIxk5ciSLFi1qtXiguLgYg8FwUTqJj48PR482nwKQn5/f7Pb5+fkNz5sea2kba7lsxI+lMd3S0lKgvjGULcvHwfz+OaIocvr0aU6ePElkZCSBgYEtvo6OCnvp9XoSEhJwcXEhPj6+XX8H0zRlSfcWvD4Ads6ItZom87+gvouzPvsUA5Y9j0OYdXeGPec/gLa8kuQV67F3d+T6pTOtWgfqTxYrRjyHVCqw8NM7kMk77iIT0SeAp5fewsznJ/LL6gR+WLmT657fjJebHY9P7sO8m/q1ePL8ZtsJcoqqWT5vFCpF1/y6ni2sxr+b+QN3LyU9+vpj76Dk0Pd7upT4KTtbQuLq7aT+nkxexjkQBMqO5+F17134PzYHqXPXqeaTKBSEr/yAjGumkDn9Pvru/AOF778Xo7x3l6MrKETy6vqOEwFVFSAIGM+m19vk3xOU9mzfvp2hQ4cC9dcIZ2dnnJ2dG3JYTENDMzMzqaurazI01NHR0Sa5Ql0h7GW6dthK/KjV6mYbHNryOtrZ/HdeyXlEUeTUqVMNQ+HCwsJs/oaZI1R0Oh1HjhyhqqqKwYMH4+Li0ur27ZnD1RIlJSXU1tbSo0ePi2aUWUNZWRkAYl0NLa0kOLiAKCJqNAjn86oaujhPGEHwXZOsPr4gCPR94wl05dUkfPAb9h7OjF04zaq1frj/I8pzinhh5R34XaILt7u3E3c9NY5bHx3D3z8msf6DbcxftZ9FXyUzZVg3lsyKw925acuFuR8lEurnzB3je14SG62hpKqOwUO6To+fxkilEmJGRHBgT1an2lF8uoCEVdtI/yOF/OP5aKvq2zco3F3wHDMMp54hHHt9JaJW16WEjwmZuzsRa1Zy7LobSb9mKv32bUcik6E5mkn+is8Q+g1DMmhU2wtZgZifjXHdO0gcvTBWFaLbuxH5kElII2JIS89oUXjIZDK8vLzw8vJCFEU0Gk3D0NCsrCykUmmDEHJ3d0ehsM5z2RXCXrauerNmtIWnpydSqZSCgqbVrgUFBQ3DRC/E19e31e1N/xYUFDSZeFBQUMCAAQMssu9C/lPixzSFvKamhsGDB3P48OEOSYBrq4dQZWUlycnJODg4EBcXZ9aXypbVXqbE6ry8PKRSKWFhtplsbfKmUdvK+ApHVwBETQ3Y2zft4rx8YbsFmCCRMPCjBegqqvjr5W+x93Aifs41Fq1x7PdDHFq9lfG3DWb05IHtsscaFEoZ42+JZdy0GA7vPsmGj/5h3ZY0vvnnFEN6evHeg/EMjPDkg42pFFXU8u6jI5BJu256nqbOgF9Q10p2bkzsyAh2/pFOZWEFzt6t34TYiryMsyR+vp2Mv45QeLIQXU19/onSxwPva67AY9ggPIdH4xDxb4uJskPpFK/fQODzTyGxYpBxR2PXszuhH73HyXtmcWzybUT+9A1ZTz4PcgXCgs877LiG5fXJ1r7zdpD/zkhqv3utXvz0GELpMfPyPgRBwN7eHnt7ewIDAzEajVRUVFBaWkpOTg7p6ek4OTk1CCEXFxezhURXCHuZbLBV1Vt1dbXFoy0UCgXR0dFs3bqVSZMmAfXXoq1btzaZxdaYuLg4tm7dymOPPdbw2J9//klcXP1w69DQUHx9fdm6dWuD2KmsrGTv3r3Mnj3b4tfVmMtG/LT1ppaXl5OcnNwQ3pHL5ZdsAntjzp49S0ZGBmFhYYSFhZn9YbSVrbW1tSQlJSGKIgMGDCApKanda5oor6hP1hVrW2nm51if9GqsqUHq4fVvF+cN7zV0cW4vEpmM2LWvkzj5YX557DPs3BwYON28u87aSjVf3fQWvkHuPLJ4sk3ssRZBEBgwPIIBwyPIPV3MDyt38usXexgyZyPB3g4UldfSJ8ydSSNtI147gqoaLVqtvsuVuTcmengEoiiye+VWJjw3pe0drCDn0CkS1+zg2LZUirNK0KvrxY5doC9+k6/GY9hAPIZHY9/Nv8VzQq+FD7F92G3kzH+RkCWvd4id7cVlzJUEPPcUua+8Qca1N6FOSa3v6ePg3CHHM+75A/b9idOVDyNzC8BpxANU/P4qxsJspBGxaPX1Hvb4+HiL1jWVe5tKvrVabYNXKC0tDYPBgJubW4MYaq06uKuEvWzpfWop7NUWc+fO5a677iImJobBgwfz3nvvUVNTwz331Be43HnnnQQEBLB48WIAHn30UUaNGsU777zDxIkT+eabbzhw4ACffPIJUH+OfOyxx3jllVfo3r07oaGhvPDCC/j7+zcILGu5bMRPS5jGQxw/fpyIiAhCQkIaTi4ymaxDurs2J1QMBgMZGRkUFBQwcOBAs0ZlNMaUnHxhrowlmBKrTWWLWq0Wg8HQrjUbo6k93+ysFc+P4FQvcMSa6la7OLcXqUrJkG/fZfc1D/Dt3R9g5+5I5IToNvf75MoX0NdpeXHVgw3jK7oCAaGePPzaZO55Zjy/r9vHmrf+QF2nJ+10Gd7XrcLDSUlEoAsDe3hxxcAARvb3Q9EFcoD2pte7rLtag8PGdIvwwtXDgZRfDtpM/JxMOMaetTs4viODkpwSDOe/G/ahAQRMuwbP4YPwGDYIuwDze4m59OuJ36Sx5P+0icAXn0fm3DVHC3jNvIeS9d+jPpIGbt5IJjfT7NQGiLVqjB88jeDggcv1rwDgGHc3FZtfQ/PFs9g/sByAnTt38sADD7TrWAqFAl9fX3x9fRFFkerqakpLSykqKuL48eMolUo8PDwaEqcbp1J0hbCXrcVPTU2NVYO1p02bRlFREQsWLCA/P58BAwawefPmhoTlnJycJkIxPj6er776iueff5758+fTvXt3Nm7cSJ8+/7ZBeeqpp6ipqeH++++nvLyc4cOHs3nzZrOnMrRE558924FOpyM1NZWKigpiYmJwc2vqWejICeyN11Wr1SQnJyMIAvHx8djZWd6EzvTBteaLZBpTceLECSIjIwkKqk8oNn3IbCF+9Ho9Bt350tG6VsSPc73oM5QWt9nFub3InRyI/2k5O6+awdpJb/DAtpfpFh/Z4vZ/vbSec4dO8dArN9C9X2CH2NReHJ3tuGn2KNZ/sA03DwduvHc4pzPzOZGez96j+Ww7lMuSb5KRSATsVHI8nRVEBLoS3cObKwb5M7yfPzLZpbsLPZRZP3y2q422aIwgCAy5ogf//JFh1f5Go5Fj29LYt24XJ3YepfxcOYa6erHj2COE4Dsn4TF8EB7xA1H5tC/3Keq5WeT9tJWcp58j7KP327VWR1C+ZSvZ8+ZjKC8DhQrqNB3m+TCuXwrF+XjO+uHffmjO3tgPnIr68E+IKicE7xCOHDli0+MKgoCTkxNOTk5069YNg8HQkDh98uRJNBoNzs7ODWJIr9d3uufH1gLMmpwfE3PmzGkxzLV9+/aLHrvpppu46aabWlxPEARefvllXn75ZavsaYnLRvxcePE25dXY29sTHx/fbF7NpRA/RUVFpKSk4OfnZ3XvHNOaYLmC1+v1pKamUl5eTmxsbJNuzY3XbO+Xs/EJRmzN8+NaPw2+9MWnzndx/rDVLs7tReHuQvymFewccw+fjFnInP1v4ten20XbnUs+xbZXNjB4dCRTHxjZYfbYgoxD2ZQUVDLv9clMvjuu4XFRFCkprOL0sYLzP/mcTMsnISOfrQfO8uZXhxpEkZeLku6BrsREejM6OoAhvXw7RBSlny5FIhHw9r80uTTWEjMigj++T6LoZAFe4a17Y4xGI6m/JXHgmwROJWRSnl+BUasDQcC5VwTd7huL57B6saPwcLWpnU6RoQTecg253/2BvrQUmXvXEJV1Z3I5OfNBatOPgncQwksfgEyB+NxNiB89Bw8ttunxxNxTiOuXoggdgl3kmCbPOY18APXBb9H+/A6ynnHkHvjZpse+EKlUiqenZ4M3v3HidE5ODkajEZVKhaOjI+7u7hY3jrUFts47qqmpsSrsdTlx2YgfE6IokpubS0ZGBqGhoYSHh7daPt5RYS+9Xs/x48fJysqid+/e+Pv7t2tN0wfXkqTn6upqkpKSUCqVzQpAa9ZsiUOHDtX/IkigtZwf1/rmjcaifCKfm2VWF+f2YufnxbBfV7Bj9N18OPQZ5qa9j1u3f5tI6vV6Phv7Io4uKp6xYHxFZ/HRgp9RquSMu7FpMrYgCHj6OOPp40xso4aMoihSlFfRSBQVcCI9j52p+fy5/wyLvziIRCJgbyfH20VFz2BXoiO9GRMdSGyUd7tOmqfOVeLp44xM1vmzjVojelg4ADs//pMpbzYdvaDX6zn8434ObtjD6b0nqCqsxKjTg0SCa/9IwiZfU+/ZGToAuWvHV2JFPns/ud/+TtbcZ4hY/UmHH681jFotOU8+R+lPv4JMjnDPC3DD/QiK+gu8OHQ84m9fYJw+F8n5G5/2IooixmVPg0SK130Xd4tWdItFHtAX7ZZPUd00n9pd31BcXGxxqoG12NnZERAQQEBAAEajkZSUFIxGI7m5uRw9ehR7e3vc3d3x8PDAxcXlkoTEOiLs9V+b6H4hl5X4MRgMpKWlUVxczKBBg/DwaL1Eua2qrPZQWFiIVCpl6NChODm1/4QoCIJF5e4FBQUcOXKEoKAgunfv3uwFzHSRt4X4SUtLq/9FIoG6lsWPqHJCkElx7N7Noi7O7cUhNJBhv65g59gZvNd/Lk+e+BBHz/okzC+uX0xNaRVvfzcLN6+uV0bcGHV1LRkHc7hu+mDsHc2LaQuCgLe/K97+rgy58t+SeFEUKcgtbxBEWedF0dbkc/y+J4dXVh9AKpVgr5Lh42ZHz2BXYiJ9GBMTwKAeXmaJorziGgK6Wz4j71LjG+iGb5AbaX8c5tqXb+bQhj0kfbeXrIOnqC6uQtQbEGQyXAf1IuK2WDyGDcR9SH9kjtYP57QWh9BAut01mey1G9Hm5aPwa75MuKMpWvsVZ199q75j+5ibEWa8gODe1Bbh/kWIB7ZifHkGkiW/2OS44q5NiEn/4Hz1U0gdLj7HC4KA0xUPUbpuFqJeC6LIDz/8wP33d0zuUWtIJJKGkvng4GB0Oh1lZWWUlJSQkZGBTqdr6C3k4eFh9bDQtugI8WOL61pX5rIRP2q1mr179yKXy4mPjzcr2akjwl7l5eWcOXMGqVTa7qaBF2KOvaIocvz4cbKzs+nbt2+L/ROgfXPILuTEiRMICgdE0dBq2Mv447uIegNVx7Io/CvR5onOreHcK4K4n5az+5oHeLfXIzx56iNSNySQufkQtz48muhRPS6ZLdayavFm9DoDk++Ka3vjNhAEof6iH+hG3Jh/c6GMRiMFZ8ubeorS8thyIJdfE7J5aVV9fxwHlRxfdzsiu7kSG+XDmJhA+oV7NBFFFRodg0I7rk+S0WhEXa2lulJDdWUtNVW1VFfV/6uu0aKp0aKuqUNTraVWU0etWketRktdrZ66Wh11tTp0Wj3aOj3lxdXUni3ncZcZiAYDEoUct9i+9JhxXuzE9kVq1zVKzHs8dS/ZX/xE1mNP0WP92kt67JrDRzg1+1F0Z85CeF+Eh95EiGp+grzgF4I49SH4dinGIwlI+lpWdXUhoqYa4/JnkTj74jrxhRa3cxg4lbIfnka3/UuQq/jjjz86RfxA02ov05wsb29vRFFErVZTWlpKSUkJp06dQi6XN+ktJJfLbWaDrcWPtfMvLxcuG/Ejl8vx8/MjNDTUbDe9VCqlrq7OJscXRZEzZ85w7NgxPD09MRgMNm+e2JbnxzSmora21uwxFbYam3H27FnkLkHoKs+0mvBs+PsLZD17IZYWs//2Jxm26WPch166YZzusX0Z+t17JE5+mHd6PkRtSTXd+wUx49kJl8yG9rBl/QH6Dg4hLKrj7vYlEgl+we74BbsTf1VUw+NGo5G8M2WcPprfIIqOp+Xx+94z/LwrixdW7kUqk+CokuPnYU9ksCtqjZaC3HI+f3crmpo6NGottRodtRoddedFiLZOh7ZWj1arR6fVo9Ma0OkMGPRGDAYjBoOI0fjvj2g0NvwrGkXLX59cilQhQ6aUI1MpkKkUyFUKHAI8qT2RR8jMGwmYcjWug3ohVXa9kRwAdgE+hN5/M6dXrKc2KxtVyMV5bLZGX1HJ6QcfpWrXHnBwRnjsPbjq1jYnyAvTHkXc8hXGxbOQfJXSLhuM696BimI85/zW+jHlKpyG3Uvl3+8jBPcm5Uhqq9t3JC0JD0EQcHBwwMHBgaCgIAwGQ0NvoaysLNLS0nB2dm4QQs7OzlaHoG2Z8yOK4v88P10JhUJBeHi4RfvYyuuh1+tJS0ujtLSU6OhoNBoNZ8+ebfe6F9Jao8OKigqSkpJwcXEhLi7ObOFli87Rer2ec+fykPvEoas612KpuyEjESqKcZ77JHajx5M3cSSJk+cwYuvnOPeKaJcNluA1ajCxa99g363zQBCIHtUdibRr5/kA7PotlapyNTfOaN/ds7VIJBICunkQ0M2D4eP+nSNmMBg5l11ykafo54QsjCLs++c4+/453nQtmQSpQn5egMiRKRXI7BTIXRxQ2CtxsFMgt1cgt1PWP69SILdT/Pu7Sl6/ver8Y3bK+sfO/79+W9Pv/64hU8lbvAgUHz/Hkh4PovTywCNuQEf+KW1Cj3n3kPXZ92Q9+iSRP33bYccxGo3kvf0eBR9/Dno9TLof4bYnEMzs3SPYOcLMlxHfnIVhwwdIb2p59l9riFlHEb9fgTJiFKrwYW1u7zjsXiq3vouYd4JCg77T+u2YKzwad5SOiIigrq6uwSuUm5uLKIpNegtZUjXcVfr8XE5cNuLHmjipLXJ+qqurSU5Obgi3KZVK8vPzO6RzdEtizdQ4MTw83OIxFe3tHF1TU8OhQ4eo0dTh4BaMcEbWYpND/ZcvIdjZ4zD+eiT29vh99zt5N4wl4drZjNy2Bvtu7UsKtwhJ/d/I3tOZr5f+zY+rEhg/LZoHFl6HqgsO4ARYtfg3XNztGXlNxyeJW4JUKiEozIugMC9GTvjXtt1b0nn6ztVM+3oeIcOjGgSJVClH2gUToD0i/FA42VG88wA9n7q3s81pE6WXO+FzpnN8yWrURzOxj7R92Lb8r7/JnjsfQ1kpDBiFMPs1hGArjnPFFPj5U8Qv3sJ4w31IFJaFD0VRxLD0SZDK8br3S7P2kbkHY9f7GjTpfyAa9ezbt69hztelxFrRpVQq8fPzw8/Pr2Eoa2lpqVVDWf+X82M5Xbdnvg1or+cnPz+fPXv24OXlRWxsbEMJY0d2jm4sVIxGI6mpqRw7doxBgwZZ1DG6pTUtobCwkMTERDw9PdHp6pC7BiNIZM0mPBtr1Ygnk3C84UYk52PFMr8AfL78Hm1lDbuvnUVdUalVdlhDytzXcQ70ZN6Z1dyx+SX8Bvdk42e7uTbieZ655RPyz1w6W8yhJL+S7MxCJt0Vh7wLNC80h5yT9T1+AmMicAn0xN7DGYWDqksKH6i/gQqM7U51xqnONsVsIh65A6mdiuzHnrTputrcc2RMmMSpGbMxyO0RFn6B8NoG64QP9X9b4aHXoa4W8Y0HLd5f/Ps7SNuLy7hnkajM7xbtNGo2GOsrer///nuLj2sLbJFvYxrKGhISQnR0NCNGjCA8PBxRFMnMzGTHjh0kJSWRnZ1NVVUVotg0HGxL8aPX66mrq/uf56crIQjCRW96a1hb6m40GsnMzOTs2bP07du3oTtl43U7un+QRqMhOTkZwOrGiWBd2EsURU6ePMnp06fp06cParUajAbkLkEIUiVGdeVF+xi+XQx6HY43TW/yuKJHL7w+XE3RrDtIuGEOw/9YidypY79UZ779ndrcQsZ//hgypZyIcdFEjIum4EgWie9uZP8X27gt5jXConyZ88okBgy/dCG5lvhwwU+IRpHrbx/S2aaYzdnTxQA4+XeNXjTmEDSkO9m7rGt22Bko3JzpPvcujr66guqkwzgObF/+nFGvJ+ep5yj9cRNIpAh3zYfJsxAs9NQ0hxDRH3H87Yh/fo0xJxOJmUJKrK7AuOIFpK4BuFw116JjKruPROYVgb7oJAkJCdaY3W46YrZX46GsQEPidEtDWW2Z8FxdXQ3wP8/P5Yw1Ya/a2lr2799PcXExcXFxFwkf6HjxU1JSQkJCAk5OTgwePNhq4WNa0xLPj06nIykpidzcXIYOHYqfnx8HDhwAQO4ahCBXgab6ov0M279G0WcAih4Xd1i2GxyPx6vvUpV+gr3THm/ojttRpD27BPdwP/rdfmWTx336hjBp1WPMPbOakfNvJvdsBY9P/pCb+r7Mz5/v7pBQpjkYjUYSNqcx7OoofAJcO8UGa8g/U4bCyQ6FfdcZE9IWgbHdMWh1lCWld7YpZhM2+1bkzo7kzH26XesUrVvP4T6DKd3wIwy/HuGzfQjTHrOJ8DEh3DUfFEqML88wex/j2jegugLPGessP54g4DSq3tOUefK0xfvbgkuRa2QayNqvXz9GjBhB7969USqVnDlzhl27dlFSUkJJSQllZWXtPo/V1NTndP7X+/z8p8WPpSKltLSUhIQE7OzsiIuLa9Ht11HiRxAECgsLOXToED179qRPnz7tVvOWhL2qq6vZs2cPRqORuLi4BuVv6vEjdw1GIrO7KOHZkLIDKktxuuWOFtd2mHA9rk88T8nuQxyc8RxiB/Vfylr1PXWFpYx59Y4Wwy9Ovm6Mfvl25uWu4dqPHsJob8e7T37PteHP88FzG9HWdqw4u5CfVydSq9YytZMSna2lpLAKJ9+uO829OQJj6718eT9u7WRLzEfu5ECPJ++l9uRpqnbvsXj/mtQ0jgwbw5lnXkD07obw9iYkT69A8LR8dlNbCK6eCHc+C2cyMW77oc3txRNHEH/+DFXUVSi7tT2brzkcYm9BUNhRp66mvLzcqjXaw6We7WUayhoeHk5sbCzDhw9HqVRiNBpJS0tj586dHD58mLNnz6JWqy2KlkC9+FGpVJ0+r6yjuazEj6X5LuaGvURR5PTp0xw8eJCIiAj69u3b6htvEj+WfqhaQ6/XU1lZSXl5OYMHDyYw0Dazp8wNexUUFLBnzx58fHyIjo5u0i362LFjIJUjdfBGorC/qM+P/qtFCA4O2I+7ttVjON8+A+e7Z5H3y9+kzH3Dpn8/ExkvLcerVzC9bhre5rYKexWxD0zg4cyPmb5pIT6DIvj+4x1MDHue527/jKJz5Ta3rznWL/sbv2B3okd0fvjNEspLanANvjRddW2Fc4AH9p7OFCcc6mxTLCJ05k0oPFzJfuo5s/fRV1Zz/M77ODbxRnSllQiPLEFYthWhdweHVq+dAQERGJc93eqNl2g0Ynh/HshVeN69xurDSVROOAy9EyRSvv2246rimkMUxQ4Je1mCQqFAKpUSFBTEsGHDiI6OxtXVlaKiIvbu3UtiYiJHjx6lqKjIrOthdXU1Dg4OXb4Tfnu5rMSPpZgjUnQ6HcnJyWRnZzN48GCCg4PbfNMbDyG1BdXV1SQmJiKKIgEBAbi42G5OUlthL1PTxJSUFPr06UOPHj0uev27d+9G7uSHIJEgUTg0SXg2aqoRs1JwnDwNiRmNJ90efwaH628ka9X3HH11hfUvrBlOLF2LtrSCsYvvsuhkJJFI6DExlnu2v86spKX0unkEiX9mMG3gKzwwZglH9nZcguzpo3kUnC3nxnvjO304oqWo1TpcAjuuwWFHIAgCQUN6UHMip7NNsQipnYrI+fejzTlD+Za/W91WFEXOvbOUlIFxVG3fBdfdi7DqAMKEOxAuwd28IJMjPLgYaioQVzzfsp1bvobMZFyvfQmJon0N9ZyGzwSjgY8//rhd61iK6drS2d9dk/dJEAQcHR3p1q0bAwcOZOTIkfTs2ROJRMLJkyfZuXMnBw8e5PTp01RWVjZ7bfz/MNcL/uPix9QLp6WLf1VVFYmJiRgMBuLj480WHY0HhraX/Px8EhMT8fb2bja/qL20FvbS6XQcOnSIvLw8hg4d2mK3aIPBgCCrz+sQFI6grf33ua9fAb0Op5tuM9smz1feQTXsCjLf+JRTK76x4NW0jNFoJPONT/GLjqDndYOtXsdvQBhTv5jH3OxVDH9qKtmnS3nk2g+Y1v9lfl231ya2NubDF35CKpMw4ebmO+h2ZbR1+ssq2dlE4ODu6CurOi3Hy1q63TUZlb83Z55/scVtKrb9Q8rAePLf+wAiYxE++gfJrFcRnFwvmZ0AwqArYOh4xF/XYiwvuuh5sbIU4ycLkXqE4DxqdruPJxoNIAjk5+e3ey1LMH2GOjtE1JL3SSqV4uHhQY8ePRg6dChxcXH4+fk1tHDZuXMnqampnDt3jrKyMuDfuV7t9fyUlpYyffp0nJ2dcXV15d57721Ipm5p+4cffpiePXtiZ2dHcHAwjzzyCBUVFU22EwThop9vvrH8OnJZiR9rwl7QvEjJzc1lz549+Pv7XxTmaQvTh6w94sdoNHLs2DFSU1Pp168fPXv2RCaT2fyE3FLYyyT8gCb5Pc3h4eGBUVvv7ZEonUGvbcjZMezcgHJADPKw7i3u3xxeH36OvFcfjjz5Fmc3bLZo3+Y4tvgTdJU1XLX4Lpu4a50DPBn72l08cW4t1yybhVau5O1H13Nt2HOsePEXtNr2D8zVavUc3n2Kq6cOxNnt8molr9fr0Wv1OAdcXp4fqM/7MeoMlOw80NmmWIREISfy+dno8vIp3bipyXPavHwyJk7l5F33YxCUCM+vRnj9B4RuFxcgXCqE+xcBYrPJz8bPXwVNDV73tf/mRxRFyjY8DoK0/ucSYjq3drbnx9xSd5VKhb+/P3379mX48OH0798fe3t7zp07x5VXXkm/fv1Ys2YNcrkcjUbTLpumT59OWloaf/75J5s2bWLHjh2tjiA5d+4c586d4+233yY1NZXVq1ezefNm7r334p5cn3/+OXl5eQ0/kyZNsti+y0r8WIrpA9k4zmlKCjt69CgDBgwgIiLC4otle2dmabVaDhw4QGFhIUOHDm3w+HREInVzYS9T/yI/Pz8GDRrU5nwZT09PjLp68SNVnRdJdTUYDv0FVWWtJjq3hEQiwXfdT8gCgzk08wUK/7K+TNWo13Nq2ZcED+tF2NgBVq/THAoHFUMeupZHT3zCrRufx6NvKOs/2MbE0OdYcPfnFOdVtL1IC3zx9p/otHqm3N3+OV6XmrOnSkAUcb4cPT+x9UI9b9P2zjXECoJuvQb70EDOvvwaUP/Zz37yOVLjx6DJOIZwx9MIn+5BGDax03M2BL8QmPoQpO/HeOTf77d49CDib19i1/c6FP69W17ATNTJP1J3cjdK5xA0tbYZZ2QupnNrZ/+trenzI5FIcHFxISwsjJiYGLZs2cK8efNQq9UcO3YMd3d3xo8fz5IlS0hLS7MoRzMjI4PNmzfz6aefMmTIEIYPH86yZcv45ptvOHfuXLP79OnTh++//57rrruO8PBwRo8ezauvvsovv/xyUa6Sq6srvr6+DT/mzPq86PVbvMdlhCAITcrdNRoNe/bsobKykvj4+IYeCtZgrVApLy8nISEBuVx+0XwuW83hakzjNU0Ns44cOUK/fv3o3r27WV9aDw8PRF39XYBEeT40WKdG/82rCE7O2F9l3dwsiUyG3/d/IHF1Z+8t8yjdf8SqddIXLEVfo2Hs4js77CQkkUqJvGEo9+56k/v3v0vk5Dh2/ZbKtIGLmH31exw9ZHkOyaa1ifToG0DkgKAOsLhjOZmeB4BzwOUnfhw8nXEO8KB0z+HONsViJDIZUQseRF9UzOmH53G4z2BKvtkA8RPrS9dvnYegtL41hq0Rpj0Krp4YF9eHtkSDAcP7T4DSHo87Pm33+sa6asp+eAqZgx8+g+ag19axd+9esrKyWsxpsSWNc206C1EUbVJx5u3tzV133cX48eMZPXo0hw4dYsKECfz111/ExsYyc+ZMs9dKTEzE1dWVmJh/w/ljx45FIpGwd6/56QMVFRU4OztfNM7poYcewtPTk8GDB7Nq1Sqr3ufLqsmhNZhESlFRESkpKfj6+hIVFdVuN6U14ufMmTMcPXqUiIgIQkJCLvrCdJTnR6vVotVqSUlJQaPRmD0U1YSTkxOivg5RFJHYuQJgLM1DzE7D+fZ7EBTW93mR2Nvj++Of9XPAJs1h5NbVOEWGmr2/Uasl69PvCB87kG4jLs1YiICY7tz09VNc/eY97F32C/s/+o3Z497HJ9CNGc+O52oz8ncO7TxOeXE1Dz5/zSWw2PZknygEuCw9PwDBcT059qd1Yruz0JZXcubrX8n7ZRtIpJT9/CsE9URY+DpCO6epdxRN5n59t7y+p9CpNNymLUUib39/qMotb2OsKqL7zX9gqKsCjFRWVmJvb092djYSiQR3d3c8PDxwd3e3KL3BHDq70gtsn3dkyvmJiooiKiqKRx99lNra2oacIHPIz8/H29u7yWMymQx3d3ez87KKi4tZtGjRRaGyl19+mdGjR2Nvb8+WLVt48MEHqa6u5pFHHjHbPrjMxI816loikZCTk0NBQQG9evUiICDAJrZYIlQMBgMZGRkUFhYyaNAgPDyaz5OwxRDS5tasq6sjMTERJycnhg4d2maY60KcnZ0BEVGnQXpe/OjXvw4GPY43mp/o3BIyN3d81/9O/tSr2H3tLEZuW419kHk9SFKeeAuDpo4xi+9stx2W4hLkxdVvzmDUC7dwaNWfJLz9I4sf/Ipl8zdy/d3x3PPM1S0OoP3kpU3YOyoZc8Olm3hvS3KzS0EARx/XzjbFKgIHdyftxz0YtVokNr4g2gpteSVn1v1C3qZ/qEg9gb6iCkQjgr0Dssg+6NMPw6xXuqzwacA092vtm4iCgNS7O07x97R7WV3hcSr/fg+ngOE4BY5AXVQvZs+ePctVV12F0VgvhEpKSjhz5gzp6ek4OTk1iKH2TFE30VnDVBtj67wjk/hpjEqlws/Pj2eeeYY33nij1f0zMtrfQb2yspKJEyfSq1cvXnzxxSbPvfDCCw2/Dxw4kJqaGt56663/tvixFJPHo6SkhKFDh9q0Xbe54kej0ZCUlIQgCMTHx7cam+wIz091dTUlJSWEh4cTHh5ulYCsFz9g1NUgta8XbmLKPyhjhiIPCbOJnfKgILxXf0fBHZNJuO5BRvy1CqVn6w309GoNZ7/aROQNQwmIsSzh2pYoneyJe/QGhsy5lqMb97D7rR/46r2/2LDiH4aN780jiyfj5vXvZ6+ytIYTqbncdN9wlHaWCdGuQmFuOfbuzkjll+cpJDA2AtFgpGBLAn7XXtHZ5gCgLa0gZ90v5P/6DxVpJ9BXVNeLHQdHFNHx2MXGo4iOQxYRiaito3Bsf1j3NgwY2dmmt4ogCHDnM4jzbwRBsF2S8/dPIggywq+vX0/hHAxAenp9926JRIKrqyuurq6Eh4ej1WobpqgfOXIEo9HYMB7Cw8PDqryRS93gsDkuhfgxMW/ePO6+++5W9w8LC8PX15fCwsImj+v1ekpLS1usKjZRVVXF+PHjcXJy4scff2zzZn3IkCEsWrSIurq6hvmb5nB5nrnMoKKigqSkJCQSCRERETafU2KOUCkuLubw4cNmh9raO4G9MUajkePHj5Ofn4+joyMREdY30DO1ADBq1Q3iB70Wp2mWJzq3hrJXH7yWfUbRQ/ewZ/LDDPv9E2SOLVdBHX7kVQxaLaNfud2mdliLRCql19Rh9Jo6jDN7jpLwzo9s/z6BHZuOEDUwiEden0KP/oF8/PImDHojk+669BOobUVpYdVlG/IC8B8UDgLk/76j08RPXUk5Z9b9TN6vO6hMO4m+sgpEEcHRqV7sxMShiIlHFhGJcMG5Q7Czx27cDWh++xGjXo+kBQ9jZyMaDPD7WsTPF4GkvhpL4dP+6fSa1F+pPboV38FPIbOr/xzKlC5I5A6cPHmy2X0UCkVDgmxzU9Tt7e0bxJCrq6tZoqYrhL1Myc62yjuqqanB3b3573bjeWOtERcXR3l5OQcPHiQ6ur5z999//43RaGTIkJabbFZWVjJu3DiUSiU///yzWYI0OTkZNzc3i4QPXGbix5w3VxRFzpw5w7Fjx4iIiKC4uLhDbGlN/Jg6Rp88eZKoqCizuzXbyvOj1Wo5fPgwtbW1NvkbmMSPqK1B5lAvfiQurtiPubrdtl6IXfxI3Be9Tenz89h36zyGfr8UieJi5a8tr+Tcj3/S95aR+PQJsbkd7SVoaCTTNjxLWVYBe5f+zIGPN/PA2HfxC3anpLCSmBERBIZeXt2RG1NZrsEnMqSzzbAalbM97mF+lB1IvWTHrCsuI+fLn8n/bQeVaafQV5nEjjOK2GHYRQ9FEROHLPxisdMcdtdPQ/PTN/DTJzDV8knqHY2Yvg/xg6fgdBoyrwicxsyg7Jf5qFN/w76P9bluRq2Gsu+eQGbvhf+wF5s8p3AK4uzZs22uYZqibpqkrtPpKCsro7S0lKNHj6LT6XBzc2vwCtnZ2TV7/ekKYS9b22CLJodRUVGMHz+emTNnsmLFCnQ6HXPmzOGWW27B398fqG83M2bMGNauXcvgwYOprKzk6quvRq1W8+WXX1JZWUllZf0QbS8vL6RSKb/88gsFBQUMHToUlUrFn3/+yWuvvcYTTzxhsY2XlfhpC4PBQFpaGsXFxURHR+Pu7k55eblVk93boiWhotfrOXLkCBUVFQwePNiibs22qPaqrKwkKSkJZ2dn4uLiKC4ubregcnOrDz8ZdTXInXxBJsNu5GgEecfkSjheOxlDcRFF777GwfueJ2b14osuBkmzX0bUG7jypektrNI1cAvxYfySmVyx8DYOfbaFHa9tQKvRcTDhFFd3X4iHtwMh3b3pHdONwVf0IKKXX6efTM1BU6u/LCu9GtMtviepG/d32Pq1haXkfPkT+b/vpDL9FIaq6nqx4+RSL3Zi4lEMGoosvKdZYudC5P1jkAYEY9i0qkuJH7G0AHHVrJ1iLQABAABJREFUIti6HkHpiPu05TgNuQtRX0f5lteo3Ppeu8RP1db3MFTk0X3yzxd9V5QuoRSXWN6/SS6X4+3tjbe3N6IoolarG4aFnjx5EoVC0ZA07ebm1qSBbmd/X60pc2+Nmpoam0RK1q1bx5w5cxgzZgwSiYSpU6eydOnShud1Oh3Hjh1Dra5vo3Lo0KGGSrALIxWnT58mJCQEuVzO8uXLefzxxxFFkYiICJYsWWJRJZqJ/4z4qampISkpCblc3iS3pqOGkDaXnFxdXU1SUhIqlYr4+HiLKwvaa+u5c+dIS0sjLCyMsLAwBEGwiaAyuUCNWg260lOg11Oz6Ufsx07AfrTtvT8ALnffj6G4kHNrV3LkKQ/6vvVkw51XbWEJhX/sZOA9V+HR3TYJ7B2NysWB+LmTyfx1P2f3HGP0wlsoSMshL/k0CX9nsnNzOite+R2JTIqdgwJvX2dCe/rQb3AIQ0b3JCjM+rYMHYFOe/mLn4DYCJLX/YO+Wt1qeNVcaguKyfni53qxc/T0v2LH2QVF7AjsY87n7IR2t0rsXIggCNhNupXqj97CWHQOiZd/u9dsD6JeB798hrh2Mei0OERPw2PaR0hk9edBQabEof8Uqg99a7Vo0JdkUfHn2zj4xuISOvai5xUu3ajI29Gu1yEIAg4ODjg4OBAcHIzBYKC8vLxBCGk0GlxcXHB3d0ev1//nxI9arbbJeAt3d3e++uqrFp8PCQlpUqJ+xRVXtFmyPn78eMaPH99u2+AyEz8thb0KCgo4cuQIgYGB9OjRo8mHsXGfH1ty4br5+fkcOXKEbt26md0/50KsrfYydYvOzc1lwIABTWKythQ/oq6G2pLj9Q86uFL0xIP4fPY1qoGx7Vq/xeM+8TyG4mJOf7wepacrPZ+pL3k8dP8CEI2MeuGWDjluR5K7/wQ9rolmxFNTGx4zGgyUnS6gIDWHgtRsCtNyyEs6zbZfU/n75xQApAoZDo5KfPxdiOjlR7+hoQy9sgdefq6X/DXUqrUYtPrLOucH6psdikaRvF+2EXTrRIv31+QXkbP2Zwo2nxc71TXnxY4rysGjcIiOQxEThzTUuvOBOdhNnEr1h2/CmlfhieUdcgxzEFN214e4zmQi84nCe8bXKLwuzjN0GHQT1fvWot7/NY5DLPfalv3wNADhNzQ/wFTpHIy2rtamHhnTiAhTla5Go2lInC4pKUEQBNLT0xs8Q5ZW07YXWydd28rz09W5rMTPhZiSes+cOUOfPn2azSLvaM+P0WgkMzOTs2fP0q9fv3bN5zIlPIuiaPbJUqvVkpycjFarJS4u7iLFbovX7+lZn5ti1KrRFtSXMSpf307dM6MonH03vut+RBHe/iTG5vB6/T0KSoo4+urHKDzd8LlqGCX/7Cdm1jW4dvNue4EuxLlDJ9BWqYm6oWnCn0QqxSPCH48If3pN+jcJWq/VUXI8j8K0elFUcCSb/OTTnPjuEL9/exAAmVKOo5MSvyA3uvfxZ2BcGEOu7Nmh4zJOnG9weDnO9WqM34BQBKmEgi27zRI/mrwistdspOCPXVQdy/pX7Li4oRx6JQ4x8SiihyINsbxrvLVIffxRDB6Bdk/7R8RYg1h0DvHThbBjI4LKGY/pn+EYPa3F7VURI5E4eFC14yOLxY8m4080qb/hPXAOCofmz7MK52AQDeTk5BASEmLR+uZiZ2dHQEAAAQEBnDp1ioqKCpRKJdnZ2aSlpeHs7NyQK+Tk5NThniFbJ11XV1djb395jduxhstW/NTV1ZGcnIxOp2v2om9CKpVSV2f7ludSqZTa2loOHDjQovCwZk0wX8mbKtpcXV0ZNGhQsz1lbOH5MXmSjNoatKWnQGmPxCsI5ev/UPdEHAX33Ybf178g8zWvN4/Fx//4C/JvvoaUua9jF+yPIJUwcv7NHXKsjiRxyUYEiUCPa8wbYipTyPHpHYxP72D63jy84XGdpo6io2cpSM2hMDWbgtRsziZnkZG0l5+/qI+ZK+wUODmrCAhxp2ffAAYOC2fwqB6o7Nufp3XqWH2Tsstxrldj5CoF3r2CKE9qvi+JOreAnLUbKfhjd73YqVHXix1Xd5Rxo8+LnTik3cI6tcOv3Q3T0O7dgfHANiQxV16SY4raOtj4MeK6t8BgwHHoPbhPebfNqjNBIsVh4E1UJa7CqNc2hMTaPJ6+jtINc5Gq3Ai84s0Wt1M41XdLP3jwYIeJnyZ2iSJ2dnYNrUTq6uoavEKmxOvG5fSWViSZgy3DXqIo/s/z0xUxnWBKS0s5fPgw7u7uREdHt9hIDjou7KXT6SgsLMTb27tF4WEpjQextvVhzs3NJT09nfDwcEJDQ1s8+dpC/KhUKhAERF0NuoqzCO71uQUSryCUC3+lbsE4Cu6fju8XPyK1IMHbXCQSCb7fbOLs+OFozuTj6O1CdX4ZTn6Xl+fh5F/JBMdHYe/evhOL3E6J/8Bw/AeGN3m8tlJNUXoOBWk5FKbmkJ+SxYmULFL2ZrHh090gCCjtFLi42REU5knUgEAGDY9gQFwYCoX5n9+zJ+urBy/3sBdA8NAeJH21CwD1mTyy126kcEsCVZnZ9Z4dQOLmgWLYWBxi4lBExyMNbvn71hmorhhHpb0D4ldvwiUQP+LBvxE/eBrys5EH9MNnxjfI3Mwf0eIw6Caqdq2geudKnK98yKx9qrYvx1CSTfj161v1cph6/aSmpjJ16tQWt7MVF4bXlEolfn5++Pn5NZTTl5SUcO7cOY4dO4a9vX1DeMzV1dUmHpuumvPT1bmsxI+phPzEiRP07NmToKCgNk9Ctg57mUrpz5w5g729Pf3797fZidD0RWhNrBiNRo4ePUpeXh4DBw5sCEm1hK1evyBIMWrVGGqKECL6/mtzWH/kc9eie/t2iubMwHvlOiRWNAtrC4lMhv2IK6n57is0lRpWRD+Ge7gfV791D1GTuv5g0OrCctRFFUQ9ObnDjqFytidoaCRBQ5tO8laXVDYIosK0HPIOZ5F6OIuDO0/w5bLtCBIBpb0Cdw8HgsO96DUoiNgretB7UHCzJ+dzOaVI5FLsPbrG3aHRaESrrqWuXI2mvIbaCjV1lWpqK9VoqzTUVmrQVteirdagralDp65DW1OHXlNHceY59DUafvYejnh+irXE3RPFiKtxGFRfei4N6lpi50IEpQrVNVPR/PRNh3asFgtyEFc8B3s2I9i74XnPVzj0vc7idZTdBiN1CaA6cZVZ4kdfnkvF5sXYeffHrfv1rW4rd/BBkMg4evSoxXZZg9FobPHGt3E5fWhoaEM5fUlJCenp6ej1etzc3BrEkLWhpo6o9rJk/NHlymUlfvR6PUVFRcTGxuLq6mrWPlKp1Gal7gaDgfT0dIqKiujWrRuVlZU2PSmaqrNaEiumUJ9erycuLs6sL4tEIkEURYvyiJq1TSLFqK3BqKtB4tX0Lk826Gq4923qPp1L8dMP47VkBUIHdD2t3bkN5349GfLrSs6s/ZHTS7/gm8mvYu/lyvCnphA3d1KnV160ROK7GxGNIpHXt9zgq6Ow93AmdGQfQkf+O/tMFEWq88vOi6JsClLrK88OJp5mz9/HWPX2X0ikElT2Sjy9HQnp6UOfmGAGX9GTwnPlOHq7XvR5MhgM1FWoqS2vQVNeU/97lYa6SjV1lRrqqjX1AqS6Dm1NLbqaOnSaOnQaLTqNFn2tFn2tDn2dDkOdHoNOh0FrwKA3IhqMGI1GjAYR0WBEFI2IRhEMRkQrPJuCTIpEoUCQ1X9OJWE9cZgyvT5nJ/DiuXtdHbvrbkLz3Vr44QO4Za5N1xbrNPDdcsRv3gXAacRs3G54w+rvmiAIOEbfQsX29zHWViNRtX6hLd84H9FgIOKGDWasLUHu4E9mZqZVtlmKwWAwu6r3wnL6mpoaSkpKKCoq4vjx46hUqobwmKurq9nRBFsmPGu1WnQ63f/CXl0NuVzOkCFDLJrgaquwl1qtJjk5uWFMRVlZmUWD3sylJU9NeXk5SUlJuLu707t3b7O/GKYTlMFgsCo0J4oip06dqg+f6dSI+loEj4ubNsrG3IlYnIvmx7cpffUF3F941aYXEGNlBYbiAnzvn4LcxYmwh+8kZNat5H2/hZPvrmbLk6vY9uLXDLjrSq5+awYKe9t7n9pD+vcJuEf44dm9c8uRTQiCgJOfO05+7kSMHdDwuCiKlOcUNQgiU+XZ7j+PsuO3VD58+TcEiQBSKS/YTUM01osP0WAESycrCwIShQyJUoFUoUCiUiBVqZCq7JB6qlDYqZDaK5HaqZAqFUjslEiVCqQq5b+/2ymRqJRIVUqkqsZrnH/u/PYNv9upkCrlDeJcX63mZ59RKHr2xn7SrTb8C19a5L0HIO0WhuH3L2wmfkRRhL1/IH74DBSfQxEci/c9XyNztr6ow4TDoJuo+PsdKre9j+uE51rcrvb4TtRJP+DZ9x6UzuaF1pQuIeTnJ7XbRnOwtqpMEAQcHR1xdHSkW7du6PX6hnL648ePU1tbi6ura4NXyMHBocXzqS09PzU19aHe/3l+/gPYIuxjGlPh5+dHZGQkEomkQ6vILgx7nT17loyMjBanwbdG4yRqS9Hr9aSmplJeXo5UKkNfcQ4MegTP5jtWy6c9i1iaS/WGdUi9fXCd9ajFx2yJyi9XgcGIz7X/5jRI5HICbpmI/7RrKNm+l1PvrWH/h79x8NM/6T5uIBM/fBCXwM7voqzXainPKmTY46277LsCgiDg1s0bt27e9Jz4bwsDo8FA6akCClOz2XDHuygDfAi4YXQLAkOJVKmsFyLnf68XKee3U9X/LlHIO93DInO0R+ntjv7kpfEUdBSCIGA/6Vaqli7GmJeNxK9bu9YTc08ifjQfDv6NxNETz/t+wD7qKhtZC3K/3si8ulOz7+sWxY9o0FG64TEkSmeCxy4ze22FSwjl+XttZWqr2MrrIpPJ8PT0bEhjUKvVDYnTp06dQiaTNZTbu7m5NSmnt8T71BbV1dUA/8v56YoIgmCR56c9IsXk9Th16tRFE+FtOYerMY3tNRqNZGRkkJ+f3+o0+NYwJ4+oOdRqNUlJSchkMuLj45HLpdQVpAG0KH4AFLM/oK7kHBXLlyD19MbpRtvcTdf8/gt2wf44Rl48SFUQBDyvHIrnlUOpTM3k9LIvyfz2NzJD7sV/UBjXLJ9NYGzHlOKbQ/LqrRh1eiKvH9xpNrQXiVSKZ3d/PLv7I0jfx3PYQHq/2HW6CrcHp56hlB4709lmtBvVNVOpWra4vufPM59YtYZYW1Mf3vpuOQhSXMbMw2XCQpuHkwVBwDHmFso3v4a+uhiZ48U3KVU7V6IvyCT0mtVIJOZfqiQyOwwdcG5ujo6a7WVvb4+9vT2BgYEYjUbKy8spLS3l9OnTpKWl4eTk1CCG9Hq9TT0/9vb2XTZ9wJb851+htTk/Op2OpKQkzp49y5AhQ5oIH9O6Hdk/qLa2ln379lFRUUF8fLxVwgfqTzKCIFhka0lJCYmJibi5uREbG4tCoUAhl6EtO1W/ZiviB0A+/zuE4F6Uvvws6m1/WmV3Y4xaLYbcbPwmX9Wmp8C5Tw/6f/wyV6b9Rugjd5CfnsvKIfN4N/w+Ur/d2W5brCHp879QuToQNLRnpxzf1hi0BhQerp1ths1wigyB6srONqPdSD29UcRdAfst/86Jooi48yfEGUPg22Uouw0lcOFx3Ca+1GEXQocBN4JooHLLWxc9Z6gspOLXl1F59MIjyvxmpnWV2RQf+RzZJbqyXYrxFhKJBHd3dyIiIhgyZAhxcXH4+/tTU1NDcnIyJSUlFBQUkJeX1+62LtXV1a2G2P5L/OfFjynnxxJvUVVVFYmJiRiNRuLi4nB2dr5om44SP1KptOH49vb2DBkyBDs7u3avaY7nRxRFsrKyOHToED179qRXr14NX2ylQg76OhAEBLeLm0k2RiKRoFj8N7j5UTRvNrXJls/aaUz1xvWIOj0+FkzfVvl7E/nSo4zJ3ELUa/PQaAxsmPYGr3tNZ+fiDR3itWuJgpQsoiYNRdIBSeCdgVGnR+lu+5YGnYVTjxCMtRqMWm1nm9Ju7G+YBupqjInmNz0Us48hPj0J8bX7kBgEfGZvwm/OZmQOHdvKQO4VjiJgAOqkHy56ruznFxD1dUS00Mm5Jc5ufxZRNBIaGmIjK1vH1t2VzUGlUuHv70+fPn0YPnw4Dg4OKJVKcnNz2b17N/v27ePkyZOUlZVZ5fH//xDygstQ/FiqSC3NecnLy2PPnj34+fkRHR3dYizVJH4sEVXmoNPpOHHiBKGhofTt29cmXyxzev0YDAZSU1M5ffo0MTExF02ib2jO5eyFIGu7fbtEpkD51i5QOFA46y607cipqPnxW+TurrjG9G174wuQOTkQ+tB0rkz7jQGrFiPz9eGv+Wt41elmfn7gA+qq1VbbZQ6n/j6MTl1H5HUdMwLkUlNbpUY0/Mc8P927gVFEd+RQZ5vSbpQjr0JwdIZvlrS5rVhThXHlAsQHR8HRQ7iMe47gF09gFzHyElhaj0PMLRirCtGXZDc8Vnd6D+r9X+He40ZUbhePyGiJypztlB3/AUQ9/fr16whzL6Kjwl7mIpFIEAQBX19fYmJiGD58OMHBwdTV1ZGWlsbOnTtJSUkhNzcXzflWDq1h6u78P8/Pf4DGjQNbw5Rfk5aWRv/+/duczyWVShtKyG2B0WgkNTUVjUZDcHCwxYnNrdHWzDBTiK26upq4uLiGKe6NMXmfLixzb/W4jq4o3/gHUW+kcObt6PPzLLbdaDSiO34M3+tHt6t8XiKT4X/jeIbv/oYhmz7BLT6ag59s5nWP6Xw58UXKswutXrs19i77BYlMSsTVAztk/UtN6Yn691Dh6dq5htgQxx71ycG6Q3s62ZL2I8gV2F17I5xKxaitbXYbURQRt36LOCMWNn6MKuIKgl86hdu4Zy+xteAwYCqIIhV/vFFvm9FA6bePI1E4EjLO/Lwl0agnZ+tjCJL6m7QRI0Z0iL0X0tWmuisUCnx9fenVqxfDhg1j0KBBODs7U1BQwJ49e9izZw+ZmZmUlJQ0e034/9LjB/4fiB+TMm4t76euro79+/dTUlJCXFwc3t5tz4wyV1SZQ21tLXv37qWyshIPD492h7kupLWwV1lZGYmJiTg6OjJ48OD6bs7NYGdnBxIpglewRceWeAWhfPEXDOVlFN5/O4aKCov212z/C7GuDp+JV1i0X0sIgoDHyFhif/iAEXu/w3/aNZzYksR74fexIuZRchKbH3VgLdk70ggf0x+lo23f086i9FQBwH8q7GUf5ItEIUd3LLWzTbEJdtfdDHodfPPeRc+JJ48gzp2A+PZDSCV2+M7Ziu+sn5CoLg7tXwpkLn4ow+LRpP4GQHXCanTnUgka9abZoy8Aig6vpLb0KN5B9RWVEyZM6BB7L6Qzwl4X0lKpuyAIODk5ERISwqBBgxgxYgTh4eGIosixY8fYuXMnycnJ5OTkcPr0aYxGY0POT3spLS1l+vTpODs74+rqyr333ttQSdYSV1xxRUOOquln1qxZTbbJyclh4sSJ2Nvb4+3tzZNPPml1H7/LTvxY6g0RBKHV/Jzy8nISEhJQqVQMHTrU7DfeVuKnrKyMhIQEHB0dGTJkCAqFwua5RC2Fvc6ePcuBAwcIDQ2lT58+rX6J7e3tQZC0mezc7PHDBiJ/fA26nCyK5szAWNv8HWlzVH+9BomdCo9Rtq+UcooKp9/yF7ky/XfCHr+Hosx8Phv2FEtC7+Xwum3tXr/sdD6asiqiJl36xoYdRcV5D9l/KewlSCQ4hAaizzrV2abYBHlkH2ThPWHLVw2PiVXlGD98GvHhMXAqHbfrXiVowVFUIZ0fjnWMnoaxpoTak7sp/2UBStdwvPrNMHt/nbqYs7sWYO/cA6WdPzK5HX5+HTNn8EI6O+wF5gswmUyGl5cXPXv2JC4ujtjYWDw8PCgtLeWqq66iR48e/Pjjj9TW1lJh4U3qhUyfPp20tDT+/PNPNm3axI4dO7j//vvb3G/mzJnk5eU1/Lz55r9z3AwGAxMnTkSr1ZKQkMCaNWtYvXo1CxYssMrGy078WENz4kcURXJycti/fz+hoaH069fPoiaAbXVjbgtRFMnOzubAgQNEREQ0iI/2rNkSF65pNBpJT0/n2LFjDBo0yKwQm729PRhb7vHTFrLocchmvEldyiGKn34Y0czXqD2SjPf4EUhVth8IaELl60XPBXMYfWwLvd54kjod/HD7Oyz2uI3tL39tdXL07rd/BBF6Xtv5FxhbUZlbAvy3xA+Ac+9wxNKOCX12BnaTboXSfIw5mYibv0CcEQO/rsGu1zUEv5yNy5W268HVXuz73QCClKJPpiFqawi/fr1F+5/b/SJGnYZ+IzdQVZaMxyX0SnaVsJelNgiCgIODA0FBQQwYMIDk5GTefPNNZDIZaWlpeHp6MnLkSF577TUOHTpk0TkwIyODzZs38+mnnzJkyBCGDx/OsmXL+Oabbzh37lyr+9rb2+Pr69vw07jYaMuWLaSnp/Pll18yYMAAJkyYwKJFi1i+fDlaK4oV/t+In8auMYPBwJEjRzhx4gTR0dFW59dYW/FlSi4+efIk0dHRBAcHNxy/I/oHNV5Tq9Wyf/9+ysrKiIuLM7uEXiaT1U+0tlL8AMjH3o1s0jw02/6k9LUFbeZL1aYkYaypxvfajh/WCPUN70Jm3coVRzYxcM2bKIIC2LZwHa863czGGe9RW2lZcnTmL/vw7R/aJRot2oqqvDKQSJC7/LfyAhy7ByNqOjb5/VKiGDKivuP2w2MQ35+LVOmO3+O78Ll3PRKFdTOkOgqpgweq8GGIddW4hl+HvVeftnc6j7ogmaKUz/AKnIiDSxRVpcl4eXly4MABTp8+TUVFhc2LUkyYcj47M+wliqJNQm+Ojo5MmTKFvn37cvPNN3PixAluv/12Dhw4wJVXXsmLL75o9lqJiYm4uroSExPT8NjYsWORSCTs3dt688l169bh6elJnz59ePbZZ1Gr//1OJiYm0rdvX3x8/u0wPm7cOCorK0lLSzP/xZ7nsmxyaCmNR1yYmvdJpVLi4+NbzHExB2vEj0ajISkpqWFMxoXHl0ql6HQ6q21qDpPnp7KykkOHDuHq6kp0dLRFni7TCaQ94gfOd4EuOUP1t18i9fJutQt05ZpPEKRSvK4e3q5jWopEJsNv8lX4ThpLWWISJ99dTdLnf3H4y+2EXtmX61Y8hFto6+X+ddVqqvJKiL537CWy+tJQXViO3MXxP1cN4tS9G6JWi74wH5l36+9tV8RYWoL6p2+o27EF/clMxJrz+RV6He5TluA8vO2QQ2egryyg7Of51J7YARIpIeNWmr2vKIpkb30UicyO3sPWUqc5h15XwejRdxEQEEBJSQlnzpxBEISGmVnu7u4264ZsOvd3pufHZIMtmxyaRm7cf//93H///7F33vFt1Pcbf99p2rLlve14xTPDcZxlSNirrAJhlU0ZLbOsUuiizBboAAotpWzKKpQZViAbyCDxiu3EMx7xtjwlWfPu94csxY63LSd28nter7wUS3ff+2rc3fP9jOe5EbvdPoiEjIXm5uYhdbNKpZLg4GCam5tH3O+yyy4jPj6e6OhoioqK+NWvfkVZWRkffPCBZ9yBxAfw/D3auCNh1pGfycBNUtra2igqKhpkU+GNcceLjo4OCgoKCA8PH6ShMxDTkfZSKBR0dXVRVlZGUlISSUlJE755WfrrdOTWWkiYeMv5QKhv/scBFeiwcPxXD68Cbd2xleBVS1AFHB6TPUEQCD5mMcHHLMZYvo99z/6H6jc/4emUGwmfH8+Zz9xIwnHDfxY7//kFkkOa1arOw6HP0IsmOPBwT8Pr8HR87fgW5dkXHubZjA2puxPzx+9i3bQWR+VeZFOvKzKrC0Qx/2SUmSuRmvdh+/Kf+C257HBPdwhkp4Pe7/9N52d/QHZY8YtcgbF5G7aefSjDxtem3rH3v5iatpOc/RhKpS9dLZsAOOOMM4iKiiIqKgpJkujt7fUQodLS0kHqyHq9ftJE3h1NP5zkxz0Hb5Kfg4mLSqUiICCA++67j8cff3zU/ffsmXzDyMCaoAULFhAVFcXJJ59MVVUVycnJkx53JBwV5EcURZqamujo6BhiUzEVjJf8uOt7KioqSE9PJy5u5HZxb6e9ZFnGaDTS19fHokWLxtXJNhxuvPFGNmzchO2ZG9A8+Dli8tRat1W/+QDbvavoePB+FMGh+J442DfIXl+P1N1F5LknTek43oJfaiILnvkdqb+9mdoX3qXm+bd55fj70ceFcfIjV7DoqpMHbV/45kb8IoOIWjTUjmM2w9JtRh0+dWPLmQb/FBf5se3e5WoVn2GQeroxf/pfrBu/xFGxF9nY40pr+QagnHc8ysyVKDJXIcake27mjsqd2L54DlPh//BffvVhfgcHYNm3DcP7v8DeVII2KJ20s/6H095D8bu5mNuK8R0H+XHajNRvvBe1bzSJ834JQG9nEYLgsuNxQxRFAgICCAgIICkpCZvNhsFgoKOjg8LCQgBPVCgkJGRCUaGZEvlxd0Z5AyaTacSmn7vvvptrrrlm1P2TkpKIjIyktXVw/ZzD4aCjo4PIyPFHVZcvdzWKVFZWkpycTGRkJDt27Bi0TUuLq/t0IuO6ccSTH7vdTm9vL7Iss3z58mHVmieL8ZAfp9NJSUkJBoOBJUuWDKuhM9Exxwu73U5hYSFWq5WYmJhJEx/obx2VZXA6sD52IZrH1iFGJEx6PFEUUf9pA9bbsmm7+yYiXn4H7aIDOeKeV/4JskzEmSdM+hjTAU14CKm/vZnku65l/5ufUv3Ua3x49d/44o4XWX7rWRz/+0sRRBHD3v3kXDe2Hcdsg9VoIXDB9Cr/Hg6o9H6oQ4NwVJYd7qkAIBl76Pvsf1jXf4G9vBS5twdkCXz8UWauQpF5HMrMYxFjMxFGuPkqEhaCUo1595oZQX6cva10rPk9ph/+g6jyJ+nkfxOeeRUANpNLP8raMT4x1KYdT+DoayPnlHWe54ydRfj5+Y1KRtRqtScqJMsyPT09GAwGj3m0v7+/hwzp9fpRx3IXOx/Oc9xd7OxN8uPvP3ykPSwsjLCwsDHHyM3Npauri127dpGTkwPA+vXrkSTJQ2jGg4KCAgBP515ubi6PPvoora2tnnvZ119/jV6vJzMzc9zjujHryM9EvuTe3l5PfU1MTIxXiQ+MTVTc9T2iKJKbmzuu+iJvpb2MRiN5eXnodDoiIyMnVN8zHLRaLVpfP4hbjqV6C7ZHzkfz6NcI+skX87pUoL/DevtiWn9+NVFvfYQqKQWAvs3r0C/KQBs9ecI2nVD4+hB/w8XM+elqWj7bSNVfX2HTw+/w7Z8/JHZpCg6r/YhLeQE4LA7UR5DGz0Do0xLoqDw8BqeS2Ujf5x9iXfc59r3FyL3dLrKj1aHMWIVi3iqUGasQ58wbkewcDEGpRjF3Cbb9+dM8+9EhS056t75M55rfIdsthKReQvLJLw7S8VH5hIMgYukaW27A0lVF8w9/JTDsWIIiDtQD9nTkkRgXPe55CYIwJCrkdlLfvXs3siwTHBzsIUMelft+zJROL28WXHvD3iIjI4MzzjiDG264geeffx673c6tt97KpZdeSnS06/tpaGjg5JNP5vXXX2fZsmVUVVXx1ltvceaZZxISEkJRURF33nknxx13nEet+7TTTiMzM5Mrr7ySJ554gubmZn77299yyy23DPluxoNZR37Gi8bGRkpKSkhISJhUG9x4MBr5MRgMFBQUEBkZSUZGxrhPEm+kvVpaWti9ezdz5swhJSWFsrIyr6TSoqPC2W9sJeL6D2h54Tysf7wEzR8+RdBMvnvErQJtvXsFLddfTuRbH4PWB2d7K1E3XTTlOU83BIWCyHNPJvLck+ncXkD1U69T+9kGEEXeuvBx/CMCCc+MJXZFOilnZBO1KOmwXzCnAqfdccS1ubvhn55IR/6hifxIlj4sX3yI5ZvPXGSnpxMkCdS+KDOORTHvOJSZKxHjFyCIk7+5KdKPwVbxw2G7UVtrd2J473ZsjUVoA1NIvfB9fIPTh2wniApUPmHYjfvHHLN+wy8REFl43AHfL6ejj77eahYuvHjSc3WrI0dGRiLLsqdWqLGxkbKyMnQ63aBaoZkscDhZeEvh+c033+TWW2/l5JNPRhRFVq9ezTPPPON53W63U1ZW5imkVqvVfPPNNzz11FOYTCbi4uJYvXo1v/3tbz37KBQK1qxZw0033URubi46nY6rr76ahx56aFJzPOLIjyRJlJWV0dDQQFZWFuHh4ZSVlU2bCelw+kE1NTVUVlaSkZExxCNrMmOOF7IsU1VVxb59+1iwYIEnD6pQKKbs9gswf948qj/7Em3ySkIufg7Duzdhe+o61Pe8gaCY/E/JpQK9Buvvf0TrjVegXXk8OCUiDlGLu7cQtHwROW8v4puUU1HqfAg6ZjG9hWWUry1k76c/8M1v3kBQKtD4+aCPDSZifjzxq+aRdlYOQfGzo45GsjvQHKHkxy8lHsliQXI4EKcYKT0YksWCZe3HWL5Zg720CLm7CyQnqLQo0o9BOe84lJmrEBMWTulcOhjKtBXYPvozlvL1+KYfus5Dp8lA52cPYNz2GqJKR+KJzxEx//pR91H7xWA3tYy6Tfe+tXRXf86c9F+g1h6IOpu6SwDJa7YWgiCg1+vR6/UkJiZit9s9tULuqJBOp0OSJKxW66QiD96ANwmYLMuj1vxMBMHBwbz11lsjvp6QkDBIgiAuLo5NmzaNOW58fDyff/75lOcHs5D8jJb2slqtFBQU4HA4OOaYY1zCfLja7Lxx8z8YBxMVt35PR0cHS5cuJTAwcMJjTjbt5XA42L17Nz09PaxYsWJQ3nY8xqbjQW5uLp988gn2tkr8l16Go7OO7i8fxf7yvaiu/8uU8s4eFei/XIn9jUp8E+PwS02c8pwPBxzdvURfeAYZj90DgCxJmGsaMJZW0Lunit6SCnqKymj973fsfmcLa24BUa1CG+BLUEIYUYuSSDxhPilnLMY3+PDYDgwHi7Hf1PQITXv5p8aDJGEvzkOzaGopS8lmw/rNGixrP8FWUoDc1dlPdjQoUnNRnroKReYqFImLxmUUPFko5i4FQcCU//4hIT+yJGHc/hodn/4G2WYmOPl85p72KqJybHKg9ovD2lg74uuS00bd+jtRqoOYu/iJQa/1dhYB02droVKphkSF6uvr6e3t5fvvv0en03nSYwEBAYcsyuZthenRan6ONMw68jMSOjs7KSgoIDg4eIhVgzeLiAdi4Lhu/SCl0tVtMNmVwGTSXmazmby8PDQaDbm5uUM6FrxFfs466yzuv/9+7E3FqCPSCDrtPhyGGkzfvIoQEoPqgrunNL4y53Tknz6B8+VfYu/qYd9zbxJ39fko/WaWKNtoMNc3IVms6BceCO0LooguKQ5dUhwRZx/oXnNabZgqajDuqaS3tJLe4grad5fR8MNadv57LQAKHy2+wTpC5kYSsySF5JOzSDhxAWqtd7RKJoLOSpeWxpFkajoQ/u52913bJ0x+JIcD6/ovsHz1Efbd+UidHSA5QKlGkboc5cnHochYiSJ5McIEPKumCsFXjxiTjnXf1mk/lrU+35Xi2p+PRp9E6gXvoQsZv2Ch2i8ayTmy9U1r/j+wdlWzcNU7Q274xs4iVGpfQkOnX1DUHRUKCwujr6+PrKwsT61QSUkJTqdzUK3QVLTkxsJ0pL28EfmZDZiV5EcQBE/IzG1TUV5eTmpq6iC1ZDemk/xYrVba29spLCz0in7QROfqPnZ0dDRpaWnDHttb7z81NRVRqcHWuNvlxgyE/eR5HB11WN99FCE4CuUJU9MUURz/Exz/vguHQ2bPr/9CxWP/JP5nPyHh55eiCR+fGvXhROsXrtCtfkHamNsqNGr081PRz08d9Ly9x4ixrBpjaSW9pRX0FlfQUFhOzaYSvvvLRyAKqHx98Av3JywtlrgVaSSfnk3s0pRpXXEaqlzk50hNe/nOiUJQKbHvLRpzW8nhwLrxKyxffYy9aBdSpwGcDlCoUKQsQ3PCcSgyV6JIzkFQHZ6UiBuKjGOxb3xz2sZ3mjvp+uIher97EUHlQ/xxfyMq6+YJj6PWxSA7h4/Q203NNH73ELrA+YTHXzDk9Z6OfAIPseq4O+qiUqmIiIggIiLCIy1iMBhobm6mvLwcX19fj8BiYGCgV8/R6Uh7HS2u7rOS/Lgx3jbyg+0tvAVRFOnu7qapqclr+kHjjdIMrC0a69jeivwABAXqMTfsHvRcxE1raHxiCfZ//QIhMALFopNH2HscaHC1uoY88jfE4BA6H/stVX97meqnXyX2ih+TeOuV+PVrssxEGDb/gKBSoktNmPQYKr0fQUsXErR0sN6Jta3jACEqraS3qIzKjSWUf7GLdQ+8haBUoNb5oI8OImL+HOYcm0Ha2UsJSfaOyaPH1PQITXsJCgW6hBj6aod2HEmShG3L1/R9/qGL7BjawWkHhRJF8hLUx12DMmMlirlLENTTt9KfDJRpK7B//SK2phLUUfO8Nq4sSRh3vkXnJ/cjWXoISjqHuae9jkLlM6nx1LooZMmBo68Dpc9gOYX9W36LLNnIOv69IfvZbV30duQTFXloJRiGKyJ3O6m73dTtdjudnZ0YDAZKS0txOp0EBQV5yJCPz+Q+Kze8mfayWCw4nc7/T3vNdAxMM43VRj7Q3sJbcDgcNDc3YzKZWL58OQEB3rkhuKM0siyPWEMzkPQtW7ZszGN7i/zY7XYiwsMoqy8YMn70Xd+z/9FMbH+5Es2DXyAmZU3qGNJ+V7eNGBqOZn4Wke98jqOhjo6H72f/fz6m/tUPiDjrBJLvvJbApVNTmp4O9BZX4J8+F1Hl/ToOTVgwmuOXDXK4lyWJvvomeksrXcRoTyU9hXsp+XAbxe99x+d3vIioVqHx9yEoIYzIhYkkHD+ftDNz0IVN7Dd7pJqaDoR+XjLmDfkusvP9Riyf/w9bwQ9I7W0usiMqUCQtRn3M5S69nblLptTteCigSF0BgHHnOwSf87BXxrQ17Mbw/i+w1u5A7R9P6kVf4Bc+NeFTtZ+rDdrUWkBA/IH0sLFpB4aS/xCRcCm+/kOVfquLHkaSrNxzzz1TOv5EMZ6oi0qlIjw8nPDw8EFRoZaWFsrLy/Hx8fF0kE0mKuTNtJe78+r/Iz8zGG1tbRQUFBATEzNiqmcgvJ32MplM5OfnI8uyRyfCW3D/kEc6sQZqB423tsgb79+tG5SRkUFp6f9wmjpQ6A6stES1luh7ttHwxyysj612iSCGTzxCIze7Vt2KsAP6PsqYOYQ//yZSTzedjz9A69ef0bJmA0ErFpF057WEn75y3Non0w1rq4HgC5aMvaGXIIgivvEx+MbHEPGj4z3PS3Y7pspajKVV9O6ppLekgo6iMhpfXUfeK98AoPDR4BPoS0hyJNE5c0k6aSHJp2Sh9h1+ITEbTE0lmw1bZw+2LiP2nl4c3SbsPSYcRhP2XhOOXjNOcx8OoxmH2YLTbMHZZ8HZZ8VpsWKqqkfq7aY1dy44bC6yk7gI9fJLXGQnZRmCdnbVRIghMQhBUVgqNkx5LKmvm84vH6H32+cRFFrmrHyC6GzvOMSrdS7yYzGUesiPLEvUffMLRKWOeSteGrKPqXsP9WXPgSxx3XXXeWUe48VEoy4HR4XcqscGg4E9e/Zgt9s9UaGQkJBxRYW8SX6MRiOCIHgahY50zDryI8sy+/fvJzMz0yOYNBa8SX7a2tooLCz0iCbW13tXFM19Mg33ox6PN9hIY04l8uN+z3FxcVxyySX873//w95UgmLu4LZSpX84Ubeto/Fvq7A97BZBnFidjtzm6vZQBA/dT9QHEPLoU0h/eJLu5/5M93tvsOuSX6CbG0/y3T8l+qIfIaqnr3NmLDiMZpymvkHFzocLokqFf8Zc/DPmEsXpnucdpj6Me6sGFVk3FZdT++0etj79KQgCKl8tulB/QtNjiF2WSspp2cTmprlMTfW6cRFNyWZzEZDuXmzdvTi6jf0kxIyjt//R1IfD2IfT7PrnMFtxWixIfVacVhuS1YbTake22ZFsdiSHE9nhRHZKSJIMkoQsSYMemaiDt0KBoFIjqDUIGjWyA5AkVKf+FFXWySjSViBoZy7ZGy+UmSux7/pq0vvLsoxp17t0fPwrJHMXgfFnMPf0N1GqvUcE1X6u1L2ls9LznKHkDcyt+aQufXqQKKJ7Tnt/uAMBgS+/mvx7myymqp2kVCoHRYVMJhMGg4HW1lYqKio8USF3rdBwJEeSpCkL2LrhLnY+0lTpR8KsIz+CIJCdnT1II2AsKJXKKdf8yLJMdXU11dXVzJs3j+joaFpbW6fFhBQYQlbq6uooKysjLS2NOXPmTGjMybbPD6wrcr/n+Ph4EARsjbvRzh2qqaGOyiTiuvdpefF8rI9fiub3H08oLSAbGhH89QiqkTtiRJWKoDvuJ/AX92H87xv0vvAMRTc9wN4HniHp9quIu+YCVPpDf8Nq+XIzyDL6hWMXOx8uKHU+BObMJzBncBeOzdBJ756q/pqiSnp3l7Nvy14qv8pn48PvIigUyMggyayJPw3Z4SIcklPyDgkRFQhqdf8/DYJGg6DVImgCEfRaBB8fFFotgkaLoNEg9j8KAx+1Wte+oz169tG6jnXQjaNvywZab74GVe4FKFOWTvXjnjFQpK7A/t37OHpbUfpPTDXd1lSC4f07sO7bitovjpSLPsY/wvufjULtj6j0wdbtWgA5rN3Ub7ofrS6eOWlDC6jb96+hs3k9Op2O3Nxcr89nLHiz2FgQBPz8/DyO6g6Hw1MrtHfv3kFRoeDgYE90xul0es2l3mg0/j/5memY6M18PHU0o8GtodPd3T3IH2w6HNgFQRg0riRJlJaW0traSk5ODsHBEy/qm0z7/Eh1RVqtFo3WF1tTyYj7+qSdSMiFz2J472ZsT1/vEkEcp0qt3N2GImRs/xjoDyNfchX+l1xF36av6frzI+z93VNUPPY88TdeQsJNP0EbdejsMdo3bANBwH9e6tgbzzCoQ4IIWbmEkJUHUnayLGNpaKG3tAJjaSVVf34RJwoUWcsGkQpRq4X+x0Hk4mByMvDxYGLiZVHBycKdbpUay+GIIj/LARnTrncIOOH2ce0jWXrpWvtHejY9i6BQE5f7CDFLfjmt81T5RmHv9/lq2voYTms3i09fM3RuTitlO+8ARDZsmHo6bzLwdpv5QCiVSo+XlizLmM1mDAYDbW1tVFRUoNVqCQkJwWw2ey1N5Q1ri9mEmXHFmWaMVUczGoxGI/n5+Wi1Wo455phBLHu6WujdaSqr1Up+vqv4Mjc3d9KdARNNe1ksFvLzXX5AwxWTR0WE0VA/ul+Q//IrcHTW0r32T9hf/hWq654cF/GUeztRpA4tahwLPsefis/xp2IrLaLz0d+y7+9vsO/vbxBz2dkk3X4VfmnT767ek1+Kz5zoWaVLNBoEQcAnNhKf2EjCT1tFzfNvo4xPI/ypFw731KYNitB+8tNcdZhn4l2IsRmg0dG356sxyY8sy5gK3qfjw18hmdoJiDuJlB+9jVI9/YKbGv84+rqr6DPspSXvWYIjTyQgdCgJrdvzNBZTPXPmxJGefnjSzJIkoZqGxoaDIQgCOp0OnU7HnDlzPFGhjo4OjEYjvb29dHV1eWqFJkuGjEYjvr6+/x/5OZLgzok6HI4JkZ/W1laKioqIi4sjJWWohsp0dJGBi1R1d3dTUVExrGjjRDGRCFV3dzd5eXmEhIQwb968YY87b948ar78GllyjhrRCTrjNzg6ajF9/bJLBPH8O8eegM08qNh5olBnLiTizU9wNDfS+civaXjnc/a/8TFhp68i+a5rCVqxaNpO7r76FsJOPvTh90MFyWZH5T/7619GgxgcAqKI1H54DE6nC4IookzPxVZZMOp2tpa9dLx/J5aqLah00WSs3oB/1IpDM0lA7ReLqb2QuvV3IYhK5q96e8g2VnMj1bsfBmQ+/vjjQza3g3G4/NIGRoV6e3sJCwtDEATa29uprKxEq9V6BBaDgoLGfe84mjR+YJaSn4nevARBQBCEcROAgR5Z8+fPJypqeJ2U6Uh7uY9fWlpKSkoKCQkJU75Zu9NeY6X93Gawc+fOHfW4K1eu5LPPPsPeVok6YvT6lrDLXsDeUYftnYddIojHXzr6ZO1Wz+p7KlBGRhP27KtIZiNdTzyI4YtPaPtqCwE580m++6dEnHm8VzvEJIcDp9GE/wwodp4uSHYngs+RHRYXRBExIAipo/FwT8XrUKTl4ti9AclhG1I8LFlNdH39OD0bn0YQVcQs+z1xy39zyOeo1kUh2U301q0nYd59qNWBQ7apyP81kmQnJSWFxMTDZ4EznWmv8UKWZXx9fQkLC2POnDk4nU5PrVB5eTk2m43AwMBBtUIjXdePJnVngJnRHzzNEARh3Ckqu91Ofn4+DQ0NrFixYkTiAy5SIcuy1wQEJUliz5492Gw2kpOTSUxM9EqUwr06GalIXJZlysrKKC0tZdGiRWMe96yzzgLA3lQ8ruNH3vw5yrAU7M/fhrNw/YjbSZIEDptXyI8boq8fwX94kqjvStD/7Bf0VtSTd9ldbFr0Y+pe/QCnxTuebx3f7kJ2Osel7DxbITsciEdBG6wiNBx62g/3NLwORdoKkJyYd3/ieU6WZUyFH9Hwxyx6NjyFPnoVOdfWHhbiAy6tH1lyoFSHkpT14JDXu9u307zvTZCd3H///Yc1RXO4Ij8DcXC7vUKhIDQ0lLS0NHJzc1m2bBkhISEYDAZ++OEHtm7dSllZGe3t7UPuh96K/HR0dHD55Zej1+sJDAzkuuuuw2g0jrh9TU2NJ0Bx8L/33jsgajnc6++8886k53lUkB8Yn8qz0Whk69atnhqbsZQuR+rMmgxsNhu7du3CYDDg5+fnVQbunudw5M/hcJCXl0dLSwsrVqwgLGzsYuPU1FQQlXRveAbJ1jfm9qIoEn33d4i+wdj+fCXSvhHsA7qaQZK8Sn48c1AqCbj5bmK27Cbogcexmh0U3/4w69PPoPIvL2Hv7JnS+K1rvwWY0Z1eU4XsdCLojvywuCIyCtnUdbin4XUokhaDQom58CMA7G2VtDx/Lm2vXYHogIzzviTz/K9QagMPy/y692+iufAfAGQs+/sQYiHLEnt33AaCguXLlxMSEjItkffxYqaQn5GiT27Nnri4OBYtWsSqVatIS0tDEAQqKirYvHkz+fn5/P3vfycvL8/T7TVVXH755ZSUlPD111+zZs0aNm/ezI033jji9nFxcTQ1NQ369+CDD+Ln5zfEqPaVV14ZtN1555036XnOSvIzGbY/VuSnpaWFrVu3EhkZSU5OzrjaB90/uqm20ff29rJ161aUSiUrVqxArVZ79aR2n6AHkzSTycTWrVuRZZnc3NwJsf7srAXY9ufT9p9rkaWx5yqqfYm+ZxuCoMT66Gqk1roh20h1e1zbho6v22uy8LvgJ0R/vYPQf7yBHBBK+cPPsS79NPb8+i/07W+e1JhdP+xGHRI0K/zHJgvZKR0VkR9leDiMg9TPNghqLYqELKy1O+j8/EEaHl+Ctfp7YpbeR851tQTEHj/2INMAm7mFirXXsOfD07D01ICgJCLhwiHbNVW/QW9HPshOHnzwQWRZZsuWLeTl5VFXV4fJZJqQBMpUMRPSXhOZg0KhICQkhNTUVHJzc1m+fDlBQUGsWbOG0047jRdffJGCggI+/vhjent7JzWfPXv28OWXX/Liiy+yfPlyVq5cyd///nfeeecdGhuHTyUrFAoiIyMH/fvwww+5+OKLh9yTAgMDB203FdPYWUl+JoORipNlWaaiooKioiIWLFhAamrquMmVKIoIgjClyE9zczPbtm0jJiaGRYsWoVQqvV5L5H4/A8dsb29n27ZthIWFkZOTM+GuhUceeQRREOkr/oyOj341rouOUh9B1O3roM+I7ZHzkXs7Br0uN7k6bBTTTH7c8Dn2eKI+Wk/Ef79CmbaAmn++zYYFZ1Fww2/pKamY0Fjm6nr02ZnTNNMZAukoifyEhiM7bId7Gl6F7LDhKNsKShVOYyvd6/6Cf+Rycn5aQ9yKoemlQzInyUlz0fMUvJ5JR8V7RCdeTWjUGaiG6Spz2HqoyPsVIHDuuecyf/581Go1K1asIDw8nM7OzjHTOt7GTIj8TEVryNfXl4SEBL766itqamo44YQT0Gg03HvvvYSEhHDSSSfx5JNPUlNTM+4xt27dSmBgIEuWHJDMOOWUUxBFke3bt49rjF27dlFQUDCsYvctt9xCaGgoy5Yt4+WXX54S2Z2VBc+TwXCRH7vdTlFRESaTiRUrVkzK0G2y7e6yLFNZWUlNTQ0LFy4kIiJi0JjeqiOCAzVP7qLn2tpaKioqpmTG6ufnx0UXrebdd9+l99vnUQbPGZd+iEsE8b+0vLga258uRf3AxwhqVwu/3NJvbTENaa9R55SSTsRrH+Boa6Xzsd/Q9OFaGt/9jNCTjyH5zmsIXrVkTEJs7+4lIOvILXZ2WCwgHR2RH0VoGDhsSA4H4gzRH5ooZKcDqaYQR8lmHCWbcZZtBbsVRAXIEik/+i8hyecetvkZW3ZRveFmzG0F+PqnkX3ch+j0KWz5JAWNb9yQ7fcV/xG7tROQefbZZz3Ew8fHh9jYWGJjY3E6nXR1dXmKfa1W6yC7CG/bNnjTVHQycNebeiP65Ofnh0ql4uyzz+ahhx6iurqaL774gi+++ILk5GQSEhLGNU5zczPh4YOv30qlkuDgYJqbxxdVf+mll8jIyOCYY44Z9PxDDz3ESSedhK+vL2vXruXmm2/GaDRy++3j0606GLPyzJ5s2mtgeqq3t5f8/HyPOuhk9RomQ34cDgeFhYWYTKZh003ToR8kiiIOh4OSkhLa2tpYunQpgYGBUxrvgQce4MOPPsVmNdP5ya9RBkSjyx4arj4YPmknE3Lh0xj+exu2Z25AfddrCKICub0BVCoEv8PjKqwMCyfsb/9G6jPT9ZdHMKz5H+3rvke/MJ3ku39K5LknIQxzoekprUS22Y/oTi97WycAgu9REPkJCwdZRm6pgpjZUcMlSxJSXQmOPVtwFm/CsedbsJpd3mQ+wegST0S/4EIEtR+Nb1+Kxn8owTgUcFi7qN/6e1p2v4Co9CVz6T+JnXs9AE6nhT5THZHhKwftY+6poG7PU4DERRddRGBgIB0dHUOIhzutExISQkpKCn19fRgMhkEt4ANNRKdKGryp8DwZuO8R3iJgA2t+kpKSuOWWW7jlllsAuO+++3j88cdH3X/Pnj1TnkNfXx9vvfUWv/vd74a8NvC57OxsTCYTTz755NFFfiaDgWmv5uZmdu/eTUJCAnPnzp1Sx8BEiYpbNNHHx2dE0uUtF/aBEASB4uJiRFEcVrhwohBFEaVSyU0/v4Gnn34aUaWj7c3rUegj0SavHHN//+VX4+ioo/vrJ7C/ej+qax9H7mxGERx62EW2RB9fgn/7GIG/fgTjy/+g9/UXyL/6XrRxUSTfcQ2xl5+DwveA4GTrZxsBZoSn13TB0upydD86Ij/9Qof796CYoeRHlmWkxnKcJZtxlG7BUbIJzD0giIjaQHxjluM//wICFv0EUX3gO+ur3wGAtadmyi7sE51ve9nb1G65G4e1m/CYc5l/zH9QKg9ch0w9ewGJwPDBK/6ynXcDIIpKnn76aWDslJO72Ndd8OtwODxRoYPtIsZrInowDnfay33f8RYBG63b6+677+aaa64Zdf+kpCQiIyNpbW0d9LzbwDUyMnLMObz//vuYzWauuuqqMbddvnw5Dz/8MFardVwG3wfjqCE/7shPWVkZ9fX1Q1JNUxl3vORnoEHoaLVF3o789PT0YLfb8fPzIycnxysni5ugPfroo/zrhZcQ/VOw9tTS8uKFRP1iA+rIjDHHCPrR73B01GD66kWEkBjo7UA8xCmv0SCKIvrrb0V//a2Y1nxA97NPUnL3Hyl7+FkSb76c+BsuQR0SSMf3eSh8tfgmTC6FOBtgN/RHfo6Gmh+3xUXTzFF5lmUZubWmn+hsxlm8EbnXAAiIWj0+EQvwyzyXgMVXovQJHHEchY/LHsfae+hEHPs69lC94VZ6G79F4zuHnFM/JyAkZ8h2xi6XZU5o9IEOn/bGrzA0fgHAlVde5bk5S5I0oUWSUqkkNDSU0NBQUlNTMZlMdHR0DDERdUeFxkNqZkLkx22H5A2YzeYRyY9bVHEs5Obm0tXVxa5du8jJcX3H69evR5Ikli9fPub+L730Eueee+64jlVQUEBQUNCkiA8cReQHXCJ+oiiyYsUKrylZjoeoyLLMvn37qKqq8hiEjgZ3isobcEe5VCoVCQkJXjtZ3UXZSqWSe395Fw899BAJp/yL2k130fL8uUTdtQWlfmymH3b5Sy4RxLceBKUa5fyZGT3RnX0BurMvwPLDVroef4CKP71A1V9eJu6aC+jZXYb/gnSviibONNjaXMXpR0fkx3XhdbbVHtZ5SIb9OEq/dUV3dm9A7nLVTAgafzRh6fgtv43AJVej9Bv/Ik7h6yI/NtP0izg67WYafniMxry/Iooq5i58hKR5vxpxe1N3KaKoRauLBUCS7JTt+AUgolSo+POf/+zZdipRl4Emom67iI6ODgwGA6WlpTidzkFRoeGi5O56m8MZ+fE2+fKGyGFGRgZnnHEGN9xwA88//zx2u51bb72VSy+91HPfa2ho4OSTT+b1119n2bJlnn0rKyvZvHkzn3/++ZBxP/30U48ci1ar5euvv+axxx7jnnvumfRcZyX5mWhapLe3l5aWFk8ruTf9WMYiPw6Hg+LiYrq6ugaZoo41ptU6NfE9d0F1bW0tWVlZVFZWejWVNjA1d9999/HXvz1Na8FzpK/+gj3vnULLv84j6ravEbVj1+9E3vIVjX/KxtFVi+x0INtto7q6H05ol+YS+f5abPuq6Hrkfupeeh+QMUu1FN3yAP6Zc/HPTMF/XsoR1fbu1kE6GiI/glqDoPND7mg4pMeVultxlm5xRXeK1iP3W2wIah3qkBT8Fl1DwJJrUQdOvl5H1AYAAnZzi5dmPTw6qj9l38ZfYDc1ERR+HFmr3htWrXkgertLUKgOXC/qy56jz1gNyBy7csUgEuJN4qFUKgkPDyc8PBxZljEajRgMBpqbmykvL8fX19dDhAICAgZd+w532stbx5dl2Wsih2+++Sa33norJ598MqIosnr1ap555hnP63a7nbKyMsxm86D9Xn75ZWJjYznttNOGjKlSqXjuuee48847kWWZuXPn8te//pUbbrhh0vOcleQHXARoPG1uTU1NFBcXExAQgEaj8boR3Wjkx2w2k5+fj1KpJDc3d9zhual2ezkcDoqKijAajZ4o1759+6aN/IiiyB8e+B333HMP9t4G5p7xGpVfXEHrq1cQccP7CIrRP3NRFIm+Zyt1v4nGsvFrGs/IRX/NTehW/wTRd2bKrasTkwl/6b84OjtoOmkxdptE04fraHjrU+j/XFSBevznp+K/ILWfEM3FL30uSt3kDGoPJ2wd3YCrHupogCIkDKmrdewNpwDZ2Iljz3c4SjfjLNqA1FzpekHlgzooEd3KOwjMuQZNWKrXjimICkSNP46+Nq+NORCWnhpqNt1FV81nqDRh5Jz4BSGRJ41rX2NXEVrdHABsllaqC/8AyKhUWj788MNB205X1EUQBPz9/fH39ychIQG73e6JChUXFyPLMkFBQZ5mkcOd9vJ25GcyHc8HIzg4mLfeemvE1xMSEoa9dz/22GM89thjw+5zxhlncMYZZ0x5bgMxa8nPWJAkifLycvbv309WVhZms5nOzk6vH2ck8mMwGCgoKCAqKor09PQJnahTqfkxm83k5eWh0Wg8gong/SLqgePZbDaWLl2Kvz6Q/d/9ngVXFRB7zMPs//Y3tL93O6GX/GPMaJ2o9kXhH4lTISOLKrr+8jDd//wr/pdfh99PrkERPDOjKKK/HiQJ/9vux/eCK5BsNuy7tmLdvhl7SSFdZfvo2lmMZLG4dhAEtDGR6LPS8Z+X4ooUzUvBNyluRrdVO3r6Iz8zlIx6G4rIKJyVNV4dUzb34CjbirNkC47ijUj1pYAMKi2qgDnol/+MwCXXoI3K8upxD4bCJwiHpWPsDScAyWmjKf9p9u94GGSZ+PS7SMn647ivew6HCYu5nuCokwGoLPgdTqfrnHn66b96zKk9xztEKSeVSkVERAQRERHIskxvby8Gg4GmpibApUkTGhpKSEgIer3+kDZrTAf5OZq8vWbu1XYKsNlsFBYWYrFYyM3NRafTUV9f77U6moE4mKjIskxdXR3l5eWkp6cTFzfxEPVkicpohMvbRdTuuiSj0ciuXbvQ6/U8+cSf+PnPf45h79tEL7kLa3cVbTteQhU0h8DT7x9zTGVwAs7WEnT/rsZRvgPbK7+k58Vn6Xnln/hd8BP8r7oBZewcr70Hb0AyuFbQgp8rnSmq1Whyj0eTO1gtV+rswPrdeqy7tuIoL6H9uwLa1n6LbLe79lcp8UtJRJ+Vhl9miidSpIkMO+zdbwD2rl4QBIRJdMXMRijDI7CVlExpDNlqxlm+HUfpFpy7N+KsKQRZAqUalX8M/jlXE7D4KnzjD51rOoDCNwSnqdtr43Xv38i+9bdg6a5CH7yYRas+QOs7el3jwTB1u9qkA8JX0mPYRWPlK4BMQkIiV1xxxZDtD0e9jSAI6PV69Ho9ERERbNu2jTlz5mAwGCgsLATwpMeCg4PH5RIwFXiT/Hgz7TVbMGvJz0hpr56eHvLy8ggICCA3N9ezYhhJ4XmqGEgqnE4npaWltLe3s2TJEoKCgqY85nhRV1dHWVnZiIRrOiI/ZrOZbdu2ER8fz9y5c8nOzuYPf3iI/VsfJDjtYhJPfg5r9z66vnoURVAc/suGXsQGQh2zAGv1t8jGLpSpy1D+cRNSUxXWF+/E+P6bGN97A9/Tz8H/2ptQp80MNWVni6sIVfQbvZZLDArG5+wL8Tl7sA6SY18Fli3rsRf9gLmqHNOnm5De/dyTOlPq/fCfl4p+QSp+/VEi/4y5KP0P7QrN0WtC0GhnBBE7FHALHU4Est2Ks3JnP9nZgLNqF0hOUKhQ+kWiX3gxAdlX4JN0wmGtFVHoQrF1Tb3g2WZuoXbLrzCUv41SFcDCY98mcs7qSY1l7C4FICTqdIo2X4ggiMiyxKuvvoLdbvd0NQ00aT7cxcZKpdJjsyDLMj09PRgMBurr6yktLUWv13vIkL+/v9fPHW8SQLPZjCzLXkl7zRbMWvIzHBobGykpKSEpKYmkpKRBP7bpEA50j2u327FYLOTn5wNMWUdnInN1O8G3tLSMSri8SX5kWaa7u5uOjg4WLlxIVFSU57W///1pLrroItpLXiN84Q2knreG4jcWY3j3FpQBUfiknTziuNqEXHq3/BOpsRxFqqsLQIxKxud3nyD1GLC+fDfmb77A/MXHaHKPQ3/dLWiWrDisN2RHa38HziQvGsrEFPwSU4CfeZ6THA7seduwbtuMo6SA7qp9dBfsQeo74DeliQ5HvzAd/bwUV6Ro3lx0c+MRvVzT5obDaEI4Sup9oN/iwj46+ZGdDpzV+ThLN+Mo3oyzfJuLMIlKFLow/DPOQb/oMnRpZx52G4SBUOhCkfpTSpOBLDlpKf43dd//BtlpITrpGjKX/hNRnPztxNRdiqjQ0tWykZ52lw3CaaedRlZWFpIkef7Bgajz4TzvDy42FgSBgIAAAgICSEpKwmq1emqF6uvrEQRhUFTIG7Wn3oz8uIuP/z/yM8sgSRJlZWU0NDSwaNGiYTUCppP89PT0sHXrVkJDQ8nMzJzyD3K8RMVms5Gfn4/D4SA3N3dUoS5vvX9JkigpKaGrq4ugoKBBxAfgnHPOIT4hgf1bHyY08wpEpQ/zL99GwctptL58KZG3r0MTs3DYsTUpx7mO0VjhIT9uiPoQfO54Fcnah+3N32Hd/DZtWy9BnbkQ/+tvxefE0w5Lq7nU7iqKHSvyMxGISiWaZSvRLBssFil1d2H9fgO2nVuxlxVj2FZM+/ptyDbXTVpQKtElz0Gfle4hRP6ZKWhjIqZ8o3Aa+46KNnc3FGHhIDmROpsQg1y/cVlyItUWuyI7JZtw7PnOZYAqKlD4huA39xT8F1yE/7wLEJXTQ0K9AYVvMLJkn9S+xpZdVK+/CXN74SBbiqmit7sYhUJH+a57AAGVSsNrr73mSR1JkoTT6fSQIJPJhI+PD3a73eOxeCgJ5lhRF41GQ1RUFFFRUUiSRHd3NwaDgdra2iFRIT8/v0mdn94kP0ajEVEUpyx+O5sw68mP1WqlsLAQm83mqe8ZDkqlclpqfnp7e2lvbyc9PZ34+HivrEbGQ1R6e3vJy8tDr9eTk5MzpCDwYHgj8uMmW06nk8TERLq6uobd7vl//pMf/ehMWgr/RVTOHYhKLfMv307Rawto+dePib5zM8qgoak5pV8oqDRIjeUjvw+ND9qf/hnpmiewf/hnbF/8E8NdN6KMS8D/pzejO/t8BPXkRK8mA6nDpXwseJH8jAQxIBCfH52Pz4/OH/S8o3Yflu/WYS/4gb6qMsyfb0H+31fIbgVYP1/8M1P6U2cpnkJrVcD4o1XOPstR0ebuhlvo0L7rcwSn0+WRVboZ+npdKso+QejmHIv//PPRL7wUUT17aqEUPkETJj+j2VJ4A72dRdhtXYAMyNx99x2DZEHcKS9ZlikpKaGvr4+UFBfpGnitdG833URoIho7oigSFBTkicpbLBYMBoOHDA205QgODh7zWj6ZOYwFd7Hz0ZLWhllMfgRBoLu7m/z8fAIDA1m8ePGoPxpvR34kSWLv3r20tbWh1+vHbfw2Hozl6t7S0kJRURGJiYkkJyeP6wc7Vad4N9kKCAhgwYIFNDU1jUimTjzxRFLT0qja8UfC5/8UhUaPWhdJ5kUbKHnnWFqeP5fIX6xH4Ts0RSdq/JEaRiY/A9+PZvW9aFbfi33969je/yOdD95L99+fwP+an+G3+jLEQ+AR5uzst304BORnJCjjE/GLvx4uO3AzkpxO7IU7sW3bhL04n57aanp2VyBZ+qC/Vk4TGYZ+QZqrHb8/SqRLSUBUD41aOPv6EEMPf8edLMtgtyFbLEhWC7LVimy1IFusyLb+x0HPW5BtVtfjwOcH/F+yWJD7+pAtfch9FmSbBclkBMD6yj0gCC7LiMhF+GWehz77cpTaw/d9TxUK32Bkp31cNSMH21KExZzDgmPeHGRLMVU47L3YLE2ev0OCw/jNb34zZDtJkiguLsZoNLJ06VI0Go3nGuSOCsmy7FnkuqNB0xEVmorGjlarJSYmhpiYGCRJ8thuVFdXU1JSQkBAgIcMjUZIvB35mWwEarZi1pKf/fv3U1xcTHJyMomJiWN+aW7yI8vylL/ggemmlJQUWlq8Kxg2ks6PLMtUVVWxb9++CdtzKBQKbLaJFXC60draSlFRkaew2X0xGS2S9NKL/2bVquOp23IfCSc/5/LaCZtPytn/pfzT1bS+dAmRN32KoBwcpVEGxGCvL53Q/FQnXYXqpKtw5H+F9fXf0P23x+h5/in8fnIN/pf/FEXI2FLpk4XU3eVyyp5h4WJRoUCzeDmaxYMl5SVjD9atm7Ht/A7H3mIMu/bQvmmHJ3WGQkSX5Eqd+Q+IEkkW2xAyKTudQ4nGMORiIAGRht1+wN+WPuS+PiRL3wFSY7Ug223INivY7R7yNv4PQ3R9R4KAICpAEEEUkQURRCUolC4tKpUalGoEVSByYDB0GPBJOpGYS15DqQudytcxo6DwDQFk7OYmNH4jW7KYO/awb/0t9DZ9N6otxVThLnYGBeDkhX8/P4RYSJLE7t27MZvNLFmyZJCEx8DHgfVB7lSZG96MCnmr2FgURYKDgwkODh5kxmowGNi3bx8qlcpDhIKCggYt8J1Op9d068xms9dd72c6Zi35USgUZGdnExo6vouSmyG7LRkmC3c3WWBgIDk5ORgMBq/XEg1H1AYqRa9YsWLCVfmTSXvJskxNTQ2VlZXMnz9/UH3PWOMtXbqU8PBQWotfRhOQRPRSlwx5YOLpxJ/wV2o33EHbWzcSdsUrg2p1VJHp2PLeQ7ZbEVQTS18ps09HmX06jqo8bC/dTe8rz9P72gvozr8E/dWu1Ji3IfV0I8yicLHop8fn1LPxOfXsQc87Gmqxfrsee/4OLJVl9H31Pc0ffu1JnSEI0PUt9cdmuYiM3QYT/d0LQj8REUFwkRDBQ0wUyKIClCoEpaqfhPiCXxAEaRHVWlD7IGh8QKND0PiCVgdaPwQfPwStP4KvP/jqEXz0CLoA175q30ndpGRjJ6YbkvCJzjqiiA+40l4Alu7qYcmP026i4Yc/jtuWYiqQZZmO5nXuI5OVlTVEzM7pdFJUVITNZmPJkiWj3vAHkht3JMhNhLwZFZquVnsfHx9iY2OJjY3F6XR6okKVlZVYLBYCAwM9ukIOh8NrNTr/n/aaRYiOjp5QDY+b8EyF/LjVogd2k01HIbWbqLlzun19feTl5aFUKjnmmGMmpR8x0bSXu7C5vb2dZcuWERAQMGS8schUbW0ter2e/d/9FrV/LKHplwIQsfBGrF3VNOc9RWfQHILPedizj2bOEky73kVu2YcQOzmfL2XyYpSPbUBqqcX60h2YPnwH0/tv4nPqWeh/ejPqjPmTGnc4yL09CLrZ3x6qjIlHecm1cMm1nuckScKxOx/r1o2YXnoGVL4Ic7IQ1D4Iah/Q+ILGB0Hr5yIhWh2Cjz/4+LseffWIukDw1YMuAFE5My1LhkU/8Zbs5jE2nH3w+HsNY27qsaUwNxEUNj5bismiz1jDnp230970BaBAEATefvvtQds4nU4KCgpwOp0sXrx4QpEONzkZeD11LyqnGhXytsDgcBhYCwSu6Iw7KlRV5TLdtVqt+Pv7ExgYOKX5uNNeRxNmLfmZKARBQBCESREVWZYpLy+nvr6erKwswsMPOI9PB/kZuHLp6ekhPz+fiIgIMjIyJr3amIhlhtVqJT8/H1mWR2zbH41MybLsucC0tbURGBjEvrXXo/aLRh/r6uiac9yfsHRV07XhbyiDYtGvdLV6a+e6xAGlxgrESZIfzxwj4vH59YdIxg5sL/+Svg2f0bd2DZplx6K//hY0y46d8kpHMhsPa73PdEIURdRZOaizcjC/9RKKZeegvfGZsXc8EuAmP7a+MTacfVD4uG6mNuMB8uOypbiTrprPXbYUJ4zflmKikJw2asueonL3QyC7ryFOLr30J8THx3u2czgc5OfnIwjCmDWd48FwUaGBHWQDW+nd94uRrreHQ2TR19cXX19f4uLicDqd7Nq1C0EQKCsrw2azDTJjHa3zdziM5uh+pOKoIj+TISp2u53CwkL6+vqGdYOfzsjP/v37qaysJC0tjTlzpqZsPN60V29vL7t27SIwMJAFCxaMuJoYabyBYWZwRdxaWpqJiIyi/OMLmHfpFnxCMgBIPfe/FL+5go4P70EZGIPv/LNRRqSDQjlqx9dEIfoFo739JSSbBdvbf8C68T+03XgZqvR56K+/FZ+TzkCY5KpJNptRxMSPveFshyy70lNHCQRRAaIS2XEER35Mzf22FE+xf8cjk7KlmCg6W7+lZMfPMPdWEBCwCLu9B7O5Bq1Gyz/+8Q/Pdna7nby8PFQqFVlZWV6PsowUFRqYKoOR02PeNBWdDBQKBQqFgujoaCIiIjxRoba2NioqKvDx8fEQocDAwDHnajQa/7/mZ7ZgMit2hUIxoVSZ0WgkLy8PnU43ohv8VLuohoNbubqqqorFixd7wp5TwXhI2kS6yNxtpwfP2x1Wdm8DLuGsPaUlZGTOZ+8HZzLvsu9R61z1Q5k/+ZbCl9Npff1qom75Ek38UgSV77g6viYKUa1Fe/WfkK58DPsnT+H47DkM99yEImYO+p/ehO6c1QiaieXQZasVQR8w9oazHLIsIyhm7eViclCqkO2TFwOcqRDUOhCVGJt3UPRm9pRsKcYLm7Wd8vz7aNz3GkqlPzmL/4NCqWPHjvMAuP/X93qIiM1mIy8vD61Wy8KFCw8JyRgtKjRceuxQpL3GgnsOgiCg0+nQ6XTMmTMHh8NBZ2cn7e3tlJaW4nQ6B0WFhovkH23WFgAzR3b0EGAiFhctLS1s27aNyMjIUXPNSqXSc7J4AzabjV27dgGQlZXlFeIDo0d+ZFmmurqaoqIiFixY4OnoGmu8gz3N3BeL4cLFc+bMYcP6b7Cb2yj78Byctt7+cZQsuGInCoWWlhfOx95WhcIvHKl+zxTf8ehz15x3F7p/V6H5+XNIfQ46H76fxtNX0PPyP5B6e8Y9lmy3I/of+eQHWXJ1Rh1NUGmQ7EdO2kuWZWyGKrp3vowgiJhad+Iwt7Hw2LdZcfq2aSE+sizRUPUK336aTlPNm8RE/4QzTm8jOvpi9u79PaAgIiKSFStWsHHjRnbu3MnWrVvRaDSHjPgcDFEUUSgUqNVqtFotGo0GpVLpWfA5HA7s/Z587mve4cBIOj9KpZKwsDAyMjI49thjWbx4MXq9nubmZrZu3cr27duprKyks7PTEwzwFvl59NFHOeaYY/D19SUwMHBc+8iyzO9//3uioqLw8fHhlFNOoaKiYtA2HR0dXH755ej1egIDA7nuuuswGo1TmutRRX7GE/2QZZnKykqKioqYP38+qampY0ZAAK9Ef4xGI9u2bfOceN5qY4SRI1ROp5Pdu3dTW1vLsmXLiIyMHPd47pN+YMTHHSIeDsuWLeOVl/9Nn2EPFWt+giy5TjylNpDMS79Ftltpef4cFAGRSE2VXiOUo0F1/GXonitBe9/7yD6hdD/zOI2nLqPrb4/hbBuHhIHTgXAI9IQOO2QZjrLIj6DUIDush3saU4K9p4Hu/Ldo+t+NVD0xl+q/LaD549uRJSdqn2hOuKB50n5cY8HYXcKOb06gZMeNqJUhHHfcTnJy3kAUlTS3fEpPTxHg5N133+HYY48lOzvbc0MzGAxs27aN8vJyOjo6DhvBANe1TqVSodFoUKvVdHR00NraSnBwME6nE4fDgc1mw+FwHNJ5jif6JAgC/v7+JCQkkJOTw8qVK0lISPAsspOSkvjxj39MXV2dV+Zks9m46KKLuOmmm8a9zxNPPMEzzzzD888/z/bt29HpdJx++ulYLAeirpdffjklJSV8/fXXrFmzhs2bN3PjjTdOaa6z9mo22bTXaCTF4XCwe/duenp6xt1O7o0uMhiqpbNlyxavptOGK3geT2HzSHCTn4HdE6MRHzcuvvhiKisrefTRx9i37lYST/kngiDgE5RC2nmfsPeDM3H0NIPThtzZhBA8PWH4g6HMOhnlX7bjrCnC+tJd9L7xb3rfeBHdeRfhf/XPUcUnDruf7DhayA9wmMP8hxxqDbJzdpEfp9mAad8WzFUbMFV+g71jHwCiyg+fgLlEpl1LyNwLKXxnMRFxF0zJj2skOBwmqosfpWbvXxEFFZmZjzM3+W7P67IssXfv7wCR445bydKlS+nr66O0tJTw8HAyMjJwOBx0dHTQ3t7O7t27kSSJkJAQQkNDCQ0NnXbH9JHQ0tJCWVkZWVlZBAcHT1sr/XgwmbojlUpFREQEERERpKWl8dZbb7FmzRo+//xzPv30U7Zv386ZZ57JmWeeyfLlyyec2nvwwQcBePXVV8e1vSzLPPXUU/z2t7/lxz/+MQCvv/46ERERfPTRR1x66aXs2bOHL7/8kh9++IElS5YA8Pe//50zzzyTP//5z0RHT+4eMWvJz2QwmsWF2WwmLy8PtVpNbm7uuE8u981+skRFlmX27dtHVVXVIC2d6XBhHzieW68oKCiI+fPnT/hH7j7p7HY7CoViXMTHjV//+tdUVFTw3/++ijYggehl9wGgj11F4in/ZN/aG4D+jq9DRH7cUCQsxPfhb5Da6rG+dCemj9/H9ME7+Jx0BvrrbkY9L2vwDk7nUZL2ko+6tJeg0s74yI9kNWKu+RZz9SZMleuwtpQAMoLSB61/PCELbydi3nX4Bh/onDS1FwHgH+g9yQc32ho+o/SHW7D2NREaegJLct5HrR7cDdnU9BG9vSUAvPnmm5hMJnbt2kV4eDhpaWkIgjDoJu12TG9vb6e+vp6SkhL0ej2hoaGEhYVNi2P6cGhsbGTv3r1DyhEGFk0fCoFFN6Zad6RQKFi5ciUrV66ktraWq6++mpSUFD7//HPOPfdcJEni/fff56STpqfrD2Dfvn00NzdzyimneJ4LCAhg+fLlbN26lUsvvZStW7cSGBjoIT4Ap5xyCqIosn37ds4///zhhh4TR9XVbKTIT3t7O4WFhURHR5OWljahH+hUtH6cTifFxcV0dnayfPnyQV423u4iG5j2chc2D9Qrmgjc4osajYZvv/2W0NBQwsPDCQkJGXf065VXXqF63z52fv8H1P5zCM24DICwzCuwdFXT9MOfsL7yS+TVv0K5/MeHvNhWDIvD5773kYxd2F77FX1bPqFv3RdoluS63ORzVyFb+kByHh2RH46+tBcqLbJpZhU8S3YLffU7MFdvxFS5DktDHshOBIUatS6GsMxriMi4Fv/I5SOOYe2pASAgeKnX5mUx1bNn1x20NXyCSh3KihVfEB528pDtZFlib9nvAZFbb70ZtVrNzp07iY6OHrHWcKBjenJyMlar1dPZVFdXhyiKnojQRK5BE0FDQwNlZWUsWrSI4ODgYbcZqWjaLf3hzaiQe3xventFRERw+eWXc/nll+N0Ovnhhx88/mnThebmZoAhbgURERGe15qbmwfJy4ArkBEcHOzZZjKYtVczb6S9BioYZ2ZmEhMzstT7aJhIIbUbFouFvLw8RFEkNzcXjWawmrG3u8jc772qqorq6uoJ22O44T6hBUFg5cqV9PT00NbWRlVVFbt37yY4OJiwsDDCwsLGTKNtWL+etLR0qtfegNovCn3ciQDEHfN72opfxtFUhfXv12N7+yHUP74D5XE/QVAfWhsJ0S8Q7S3/QvrZ37G//SDWDa/TdtMVqFIy8D1ndf82RwH5kWWEoyzyg1qD3NN7WKcgOx1YGvP6Izvr6avbiuy0gahC5RNOyNzVhKVfSUDsKeO+kVp7a0EQ0QVMPfIjSQ7qyv9OZdHvkWWJxMTbmZf55xHn0tj0P4zGvYArArxz507i4uImtAjTaDRER0cTHR3t8cZqb2/3XIOCgoI8ZGgko+uJYDzE52BMp8Cie7yB408VZrN50GelUChYsWIFAPfddx+PP/74qPvv2bOH9PSp6bIdahxVV7OBre5Op5OSkhIMBsOwCsYTwUSJSldXF/n5+YSGhjJv3rxhf/QTESUcD9zFw/X19UOiTBMZw93d4F65BAYGEhgYSEpKCmazmdbWVpqbmykrK8PPz4/w8HDCwsKGNc0TRZHCwgLiE5Io/+RCMi/ZjG/oPACSz3iFsg/OxC/9TCxNrjoc238fRXX2bahOuRbB99AKC4pKNZorH0V1+cPYP38OxydP0/3XRwAwf/Q2zoZ6lCkZKFMyptVL7LBBlo+6mh9B7YPsnJj7+VQhSxLW1lIX2alaj7l6M7LdBIICpTaEwLhTCU39CcHJ50+6XsfaW4coaqecgulq30bpjp9j7C5Fr1/AsqUf4+sbN+L2suzs7/ASef75f5CXl0dCQgKJicPX040HA72xUlNTMZvNtLe3097eTmVlJRqNxpMeCwoKmvB73r9/P+Xl5WRnZ3tc2Sc7T28JLMKBMgtvpdFG6/a6++67ueaaa0bdPykpaVLHdTfYtLS0DLJPamlpYdGiRZ5tWltbB+3nrgkbb4POcJjV5EcQhAl1BCmVSux2O319feTn5yOKIsccc8yQqMtEMZEUVUNDA6WlpaSkpBAfHz/iasebaS+r1UphYSHg8tyazGpo4Ek6Un2Pr68vCQkJnm6C9vZ22traqKmpQaVSERYWRnh4+CDRLV9fX4oK80lNy6Tsg7OYd9l3qP1iCJhzImp9PH3785h7z15M+zbR8tkvsb3zILYPn0R1xs9QnfFzxIBDSzREUURz9m1ozr4N60d/xf7uw9h2bsW2dRO4hdH8A1ClzUOZmokyJQNVSgbKxBQE7cRUV2cUjsJuLzQ+yNL0kh9ZlrF37MNcvQFT1UZMVeuR+jpBEFGoA9FHLCckeTUhqZehVHtHhM7aW4tCOfmx7LZOKgp/w/7KF1EodGQvepm4uCvH3K+h8T1Mpgr0ej2xsbEkJydPWbz1YPj6+jJnzhzmzJmD0+nEYDDQ3t5OSUkJDoeD4OBgT1RorMh0fX09FRUVUyY+B2OqAouAJ/ruDfIjyzImk2nEBh93JH86kJiYSGRkJOvWrfOQnZ6eHrZv3+7pGMvNzaWrq4tdu3aRk+My1l2/fj2SJLF8+cjp3bFwVF3NFAoF3d3dbN26lfDwcDIzM73y4xlPlEaWZcrKymhoaBiXIau30l4DC5t7enom3D7vzlcPXGmMJzytVqs9oWmn00lHRwdtbW2ezg33aiw0NJSAgAD+/szfuOXWX1D24TlkXrwRhUZP/PF/puLTC+kueIvAJdfgd0cBfQ27aP74F1g/eRr7mmddju5n34YY5t2L6HigOusW7O8+jObKP6I4/gqkPd/hLFqHVJWPraoK2+58sPbrxAgCiug5KNPnu8jQ3HRXlCg6bpCx68zF0VfwjErrkWPwJuw9DZirN/d3ZK3D0dsECCjUenyDMghedC7hmdei0o4vxTJRWLqqUGsmbtYqyzJNNW+xN+9OnPYeoqNWs3jx64ji2M0hrqjPA4DI448/TkpKCrGxsZOY/fihUCgIDw8nPDwcWZYxGo20t7d7Cpf9/Pw8RCggIGDQda2+vp7KykoWL148br2ayWKiAotumyZviix6y96irq6Ojo4O6urqPL5sAHPnzvWMn56ezh//+EfOP/98BEHgjjvu4JFHHiElJYXExER+97vfER0dzXnnnQdARkYGZ5xxBjfccAPPP/88drudW2+9lUsvvXTSnV5wlJGfnp4eDAYDmZmZxMXFea1DYCzl6IMtMsYTefFG2qu5uZndu3eTnJxMQkICTU1NExpzJMXmiUKhUHhWD+7OjdbWVqqrqykuLgZgwYIFvP7ay1x19bVUrLmE1PM+ISj5bFR+MRg2/omA7CsQFEp8YnJIvPlbbIYqmj++FfO6V7F//TLKY1aj+vEdKOIyJzXHyUBUaUCpRupoQqVUIi44HuWC4wdtI3W34Sz4Gmfpt0i1u7Fu/x7rpq/A/XvRaFElp6FMn49ybrqHGIn6wEP2PsaFozHtpdIgy1NfgHjaz6s3Yqr4BntHNQCiSodPQAoRqdcQPu86tP4jp4y8CauxjoDgia2YTT17Kd1xC51tm/HxiefYFV8TELBo3Pvvb3gHs7mKuLg4TjnllCndtCYDt96Nv78/iYmJ2Gw2T1TIfYN2E6G+vj5qamrIzs6eduJzMMaKCrnvMzabzdPB640FvNvVfar4/e9/z2uvveb5Ozs7G4ANGzZwwgknAFBWVkZ3d7dnm3vvvReTycSNN95IV1cXK1eu5MsvvxwUmXvzzTe59dZbOfnkkxFFkdWrV/PMM1PzGZzV5Ge8aS9JkigtLaW9vR29Xu/1UOtoRGU8FhkjjTmV9vmqqir27ds3qLB5IsauA/UrJtLGPhYGdm7odDpKS0sJCwvDZrMREBDAz268nn/96wVq1t1M4qkvELfyUaq/vIae4v8RkHWJZxx1SDJzfvoFDmMrzZ/8AuP2j3F89x6K7NNRn3cnitTJh0MnBKUGuXPkjgMxIAzx+MtQHX+Z5zlJkpBqi3EWfI1UsQNHQxn2zz8Cq9lFMgAxJAxl6jxU/akz5dx0lAnJCKrD5Ix+NBY8q7TI8sQXIJLViLn2O8xVG0doP7+tv/08w/tzHgMOWw9OWw86/7nj2t7p6GNf6Z/YV/oEgqAkPe1hUlPvn9AxJcnRH/UR+Pzzzw858RkOarWaqKgooqKiPAbSbW1tHpNQPz8/Ojs7USgUw9YrHiocHBVyk6GWlhY0Go2HDE2llV6SJK8pPL/66qtjavwcfM8WBIGHHnqIhx56aMR9goODeeutt6Y8v4E44q9mbiE/SZJITU2lqanJ68cYiai0tbVRWFhIXFzcmErRB2OyaS+3YnNXV9cQocbxRpOGK2z2JtzkrL6+nuzsbI9mhs1mIzMzk5aWFj766A00+nhiVvyWuk2/xLDhj+gXXDQkRaT0Cyf2sreRbGZaPvslPUXv0Jf/FWLqctTn340i65TpvXBpfZE7Gie0iyiKiIkLUSYuHPS8ZDHj3L0BZ8kmpOoCbKUl2HZtBVu/1oxCgSIuEVXGggNRopQMxLDIaX2Prt/M0VfzI6g0II19Do7Zfp5xDREZ1+AfteIQzHp0WHtdSr5+4+j0am9aS+mOm7CY6wkOPpZlSz9ArZ54Kq6u/hX6+mo4/fTTJ10YO50QRZHAwEC6urqQJImsrCxsNhttbW1UV1ejVqs9UaHg4ODD5unlvhZXVFTQ1dXlcbqfqsCiyWQCGJeo75GEI/pq1t3dTV5eHsHBwcyfPx+DweB1E1IYvYV+3rx5k1rpKBQKbDbbhPaxWCzk5+cjCMKI7fNjkZ/xFDZPBW5to97eXpYuXTpoteGuE3rzzTc5++yz2bDhEdT+c4jJ/R2162/HuPdT/DN/POy4otqXqPOfI+Kcp2lf/xCd21/A8vjFiLEZqM6/e9q0ggS/IOT2/V4ZS9T6Ii49C9XSswY9L7XV4chfi7Tne5z1pVg2rYOvPvHcmAWdH8qUTFRpmSjnZqBMSUeZnI7oO/UwNgDu3+FRRn5Qa4aN/MhOB5amfFdkp2oDfbXfH9R+fgFhaVcSEHfqYXX+Hg5ujR/9KBo/FnMjZXn30FL/HipVMMuXfUJExI8mfCybrYPSPfdRV/cyIPLBBx9MctbTj3379lFbW0tOTo6nEzY2Nhan0+kxCS0rK8NqtRIUFOSpV/TxOXRNDO660fb2dpYsWTLo2FNppTebzQBeSXvNJszqq9loN2Z3V9XcuXNJSEiYkhjhWBg4rrda6Cc6VzfRCwkJYf78+SO2z4805mQLmycCq9VKQUEBoiiybNmyUVW0P/nkExbn5FDxzU2knfcxCm0Q7ev/iF/GuaN7rSmVhJ/2EKGn/IHOrc9h2PxEv1bQg6h/fKfXtYLEwAic+wq9Nt6wxwibg/q06+G06z3PSZKEVL4dZ8E3SFW7cNRXYt9T7EqdufeLjEGVNh9lagaquekoUzJRxMYjTHTl6o48iUdXzQ8qLeA6L6wtJaO3n6f8hOC5k28/P1RwRX4E/IMWDHlNlpzUVz5PReFvkJw2EuJ/zvz5z0yYwMmyzP79/6G45C4cjh60Gh9K95R46R14H9XV1dTV1ZGTkzMk+qFQKDxRH3dXVHt7u8fmwtfX1/P6wC5Wb0OWZcrLy2lraxtCfGB0gcWBrfTDRYVMJhNKpXLKXc+zDTP7TJ0EJEmirKyMxsZGFi1aNKhFbzR7i6nATSrckRdgwl5ZB2MiaS93YfNAojfSmMNFfg4ubHbrTHgTvb29FBQUEBQUNK4uO1EU2bZ1Kymp6VR8ejEhGZfRtvtFTBVf45d62pjHE0WRkGNvI+TY2+gufIe2tb+fFq0gISQWijch262uNMkhgiiKiOm5KNNzBz0vGTtwFqxzFVjXFGLN24n1u/Xg6G/ZVqlRJqagypjvihLNzUCVko4YFDLMUfrHtPWrHM+yyI8sy+C0g60P2WYBu/XA/z3PWcBmOfDcgG2cpd+C5KDisdhB7ef+EcsITb7Qq+3nhwrW3lpEhc8QktZt2Enpjp/T21WIn18my5d9jE43cf0do7GMwqKbMBg2AwK+PjqKS4omJah6KOBOvw9HfA6GIAj4+fnh5+dHQkICdrv9kPiPuYlPa2srOTk5Y0abxiuw6L7O9/b2otPpZlyUcroxu65mY8Bms1FYWIjVah22q2o6Iz9Go5GtW7cSEhLCvHnzppwXHm/7vLuwOSsra4gE+MEYjvxMd30P4GlxdwuajfcYWq2WnT9sJz1jPh0VHyMotbRveAxdyqkTmmdA1qUEZF2KqWIdzZ/dje2dh7ymFSREuG4QclcLwmFotz8Yol8w4sqLUK28aNDzzvq9OArWIpVtx9mwF8faz+DT9w5oEwUGu4qrU+cdaMVPnIug0XoiP1NJG8qy3E8+LMgewtEH/QTkAPlwvXZgu1FIitWMbDW7ol0Dx7X3Ex2HzVNAPm4IoivCJYiADDL46tOmvf38UMHaW4tCceDmabd1U1n0e+or/olC4cvChc+TEH/9KCMMD6fTQkXln6io+JPnOV9fPwoKds1I4iPLMtXV1dTX17NkyZJJFfuO5j9WWlqKXq8nJCRkSv5jsixTUVFBS0sLS5Yswdd34mR7LIHF0tJSHA7HlM25ZxuOmHfa29tLXl4e/v7+rFixYtgv0U1+3N5U3oI7FJqamjpq5GUiGIuouQubu7u7x+1AP1xt0nQXNrv1MjIzMyelxhkREcGmjes45thVyJIDS/0O+mq+xTdx1YTH0qWcTPIdBfQ15NH88e0HtIJOvNKlFRQeP+ExxZhUAFfH1wwgPyNBEZeOIi4dzjnwnOSwIRVvdhVZV+djK6/AVrDTRT4ARBFFzBwUsS6C59j+Cc6a3QeIy0CyYTUjW/tcuka2PmQ3kbFb+4mIHZc1/HghgCi6SEg/IRH6/y8ICtffChWiQoWg0CAoNQgafwQ/LYJSi6jyQVDrENS+iGqd65/GD0Hjj6jxR6H1R9AGIPoEoNAGoPAJAvXg1W/757+l+7vnWXDhpql/ATMElq4qVJoQZFmmpe499uz6BXZbJxER55Cz+C2UyolHq9va1lFY9HPM5hr8fVIwWepdC5ed2ydtGTSdcC8aGxoaJk18DsZw/mNupena2tpB6bPx+o/JskxlZSXNzc3k5ORMivgcjIOjQuXl5fzud79jxYoVh62Q+3BhVpMf983anfZJTEwkOTl5VNVkwGsMdyArd+tHeAujRX7cvmAKhWJCDvQDIz/TXdjsTj+6Q7VTsQ9ZuHAh777zFhdffCmIAu0b/sicSZAfN3xiFvdrBVW7tILWv479m1dQHnMBqnPvQDFn3rjHUsS7umbkTu93EU43RKUacdEpKBedMuh5qaMJZ/5anHu/Q6otwVbwA4gKHDs+9URFhAEkBGEAEVFqEJRaBN+AASTEF6H/UaH2Q1D7IWp0CBp/FBp/RK0e0SfARUp8ghB9gxBnQDpJsvYece391t46fHUJ7NrwIzpa1qHVRrPi2C0EBS2b+FjWVopL7qah4W1UykCy5z5FSe1DKFXw3vvvEBgY6PWF5lThJhSNjY3k5OR4hfgMB41GQ0xMDDExMR7/sba2NiorK8flP+YmaI2NjSxZsmRaipGrq6s555xzuOyyy/jrX/86o76nQ4FZfWa7yUdtbe24jDrdhMcb5MfhcFBYWIjJZCI5ORmDwTCl8Q7GSDU/7sLm0XzBRoI78jMw7zsdxMdut7N7926sVivLli3zSkfEWWedxRNP/Il77/0V5uqN9O3/AZ/YqblSq0OSmPPTz3GY2mn++HaM2z/F8d37KBad5tIKShtHa3JYPAgi0ihaP7MNYnAU4slXozr5agCk9nrMty0k4rJX8M9afZhnd+ggWXoQhIkpos9UyLJMX8cenLYuem0FCKKalJTfkJH+4CTGkqite4nS0ntxOvtIiLyW9Dn3siH/eAShj48/+ZDAwECPcfN0O66Pf94HiM90EYrhMNB/LC0tbZD/WEVFBVqt1tM95vYfq66u9kSmpmOetbW1nHXWWZxzzjn89a9/PerqfWCWk5+6ujqamppYvnz5uNI+A6XBpwKz2UxeXh4ajYbc3FwMBsMQ47WpYri0V1NTE8XFxWMWNo8EQRA8uV33394mPm7fNK1Wy9KlS716sbvllluoqKjg3y+9Qvu6R4m98n8IXuhAUupCib3sLZdW0Oe/pKfwXfoK1rq0gs67C8WikWuMRFEEpXpWRn7GDa3r3JKd1sM8kUMLydKDKM5e8mMzNdK9fwPd+zfQVbcWu7kFEPD1ncuqlVvQTMLioqdnN4WFP6ezazt+PnNZufgTRFHN+rxVyPSyZctG5s93RUMlSaK7u5u2trZBjuvuG7030jjjhXuh3NzcfEiJz3AYy39Mo9FgtVrJysqalnk2NDRw1llncdppp/Hss88elcQHZjn5mTNnDuHh4RPyq5pq0bPBYKCgoICYmBhSU1MRRXFaCqkHRn7cK5ba2tohHWzjhSzLiKJIU1MTSqWSsLAwr3UjuNHV1UVBQQGRkZGez8bbeOqpp1i3bh3VFWup/tsCQo7/JfpFlyEqp95pJap9iTrvOSLOHqAV9MQliLHpqM67G+WK84Yv+lVpkDuOZPLjSg3IjonpTs12SH3diJOogTlccFg66W7cTPf+9XTXfY2luwoAUalD55+GKKuwWQ2cdGLJhM9Nh8NEefnDVFX9DVFUs2ju30iNux2TpY71eatwSp1s3LTOQ3zAdQ0LCgoiKChoiON6eXk5Pj4+HiJ0KNrEp1I0PF042H9s7969NDY2otPpyM/PH9V/bDJobm7mrLPOYtWqVTz//PNHLfGBWU5+RFGcsFHnZNvdZVmmrq6O8vJyMjIyBpnyTQf5cdf8OBwOdu/eTU9Pz7gjXAfDXdiclJREc3Mz9fX17Nmzh8DAQI/T+lRTU01NTR63em/bhxyMwsJCli5dyt69ZTR/dAtt3zxIyKq7CVxyLaJm6jn8wVpB/6Bj8xNYn70B2zsPoT73DpTHXzZIK0jw8ZuwyvNsgqhUAgKy42iL/HSjUM1c4Teno4/epu/6IzvfYG4vBGREhQ8+unjmpN1ObPIN+AWkY+1rYdPH8URGnDPhG15Ly2cUFt2MxdJEeOCJHLPgfdRKPWZrAxvyTsDubOObb77yuHKPhIERD4fDMcTs2N0ZFRIS4tU28bKyMo8+zkwiPgejpqaGlpYWli1bhr+//yD/Mbd47cAU4kTvfa2trZx99tnk5OTw0ksvHXUFzgdjVpOfyWAyRMXdDtja2sqSJUsICgqa8phjwT3m9u3bUSqVEypsHoiBHV2+vr4kJyeTnJyMxWKhra2N1tZWKioq0Ol0hIeHT7gt090yWldXR1ZW1phu9d6AKIr88MMPLF++nNLSUiRzN61f3Ef7+kcJPvY2glbchMJ36i3JLq2gWwk59la6C991aQW9fA/W/z6K+pzbUJ3yUwRfPYJ/KJKXVJ5nLATx6CM/1l7UmqjDPQ0PZMmBsXWni+zUr8PYvBVZciCIKjTaaKITryQm+TqCwo4Zsm/jvjdAlsnMeHzcx+vra6C4+A6amj9ErQrj+EVfERF0kus1azMb8k7A6mjiyy8/Y+nSidXfKZXKQREPd5t4bW0tJSUl6PV6T1Rost5a7kjKcIrIMw01NTUehWn3Anck/7F9+/ZRXFxMQEAAoaGhhIWFodPpRv2MDAYD5557LhkZGbz++utHVUv7SJjVn8BkToiJEhW3KrHT6SQ3N3fYE2g6yE9vby8Aer1+woXNMLZis1arJS4ujri4OOx2O+3t7bS1tVFbW4tKpfJEhEYLRzudTkpLS+nq6hpiVTHdEEWRrVu3snBhFrW1tcTk/IrOmjW0b/gjhs1/IWj5zwg69jZUeu+YKAZkXUJA1iUDtIIexvbhn1GdfiP46JAby71ynBkLQTz6an6svSj8Ug/b8V1FyqWuNFb9erobNiE5TCAoUWtCCYs+i+jEKwmNHj2aI8sy+yv/hY/PHPz8ksdxXCf79v2DPXt/gyTZmRtzK4vm/s1zDIutjQ35J2Kx7efTNR9xzDFDydZEcHCbuMVi8aTHBnprhYWFERQUNK6IhSzL7Nmzh46OjhlPfGpra9m3b9+oQotu/7HAwEBSUlI8n9F4/Mc6Ozv58Y9/TEJCAm+//faEI0ZHKmY1+ZkMFArFuNNePT095OXlERgYyIIFC0Y86bytH9TY2EhxcTEAaWlpkyI+B0uajzYvlUrlWWE4nc4h4eiwsDDPKsz9GdhsNgoKCgBYtmzZYZFGVyqVFBTkk5KaRkPek6Sf+T4a/wSqNt5Mx/fP0rH1OQIXX0XwqrtQh3jHUPGAVlA+zZ/cjvXTZzweW/YN/0FMzEKMST2kas+HBIJ49NX82EwoNJOXaJgMLD01niLl7vpvcFgMgIhSHUhgyAoi51xEZMLlE9Lj6WzdRJ+phvnz/jbmtl1duygovJGenkL0vvNYufBT/HwO6F9Z7QY25p+E2VLN/z54j+OPP34yb3NUaLVaYmNjh3hr7dmzB5vNRnBwsOd6NJyK/kDiMx5F5MOJ2tpaqqurB3mKjQcjfUZlZWUYjUaeeuopTjjhBE477TTuuusuIiIieO+997xe5zmbcdSRH6VSOa4ojVs7KCkpiaSkpFHJw0AZ8ankUd0dCXV1dSxatIi8vLxxubAfPMZAq4qJEieFQuEhO7Ise7o1KisrKS4uJjg4GL1eT2NjIwEBAV5Rs54K1Go1e/eUEp+QSNkXF5N+9scsWL0RS2891RtuoivvDbp2voL/gtWEHHcP2qiFY445HvjEZJN40xZsHfvY/+ZF2NrKsb5wm+tFQUSMTHIRoTnzPP+E4OhZq6UhiEdXzY/ssILTjlITOK3Hsfe10b1/I93719NV9zU2Yz0ACpUeP30G4Wl3E5N8HWrN5NO4+ytfRBR9SEi4ZeR52HvYW/YA+/Y9i0L0ZUnav0iKPqD0LMsy+9v+R175rdjsHbz2+iucdtrYNjNTxUBxwLS0NEwmE21tbTQ1NbF3715PQXBYWJiHPJSWltLZ2cmSJUumZDE03airq6O6uprFixdPiPgcjIP9x1pbW1mxYgWffvopjz32GFqtlhtvvJFt27ZxzDHH/H/kpx+zmvxMR9rL3VlVU1MzLssI95jgSgNNlgi4C5t7e3tZsWKFJ889EfLjbcVmQRAGhVpNJhM1NTVUV1cDrtVHfX094eHhh7WQ0MfHh8qKcuLi4tn72flknvs5+uiVZJ67Brulg32bbqOj9FN6d7+PLuU0Qk74Fb7xuWMPPA6ogxNJuGUHFQ+Foks/G93ckzDXbMHaXIwjbx2ObR95IkP46FHEz0dMWHCAFMWmI2hmbhGmG/JRVvMjWV1pZ8UUSMdwcNp66Wnc4ilS7ussBUBU+OLrl0x0xk+InXsDvn4JXjmezWqgpf5/hIefPuxCSJZlmpo+ZPfuW7HaDESFnEXuvHdRKg6QBlNfDbvKb6a54ytA4Kmn/sbq1Yde72mgt1ZiYuKggmC3ppD7+p6TkzOjiU99fT1VVVUsXrx4SgKwB0MQBCIiIvjlL3/Jtm3byM3N5Wc/+xnr1q3j4osvxmq1cvrpp/PAAw+QmZnptePORsxq8jMZjJb2GthZNV7LCDgQXZls3U9fXx95eXmoVCpWrFjhCU1OpJboUHh0dXR00NzczLx58wgODqa9vZ3W1lYqKyvx9fX1FEzr9fpDHuHQ6/Xs21dF3Jx49nx6DpnnrcU/YikqbTCpp7+Jw2am9vtf0l72FnUVa/GZs4KQE36FLuW0Kc9VFEU0kQswV28g5pLXCFo22H29r24bpoq1WOp3YGuswFFdgGxzu68LCGFzEJMWoRgYJQqNQ5hJbaiCAM6jJ+0lWY0AU/bykpxWepu3e9JYxtZdIDsRRA1a3xhik28kJvl6AkKyvTHtIWja9way7CQz409DXjObaygsuoW2tq/QqiM5afEmQgMOLAokyU55/VMU73sAGSerVq3iyy+/nJZ5TgYDC4KdTicFBQX09PSgVqvZtm3bYdMUGgv79++nsrKS7OxsrxIfN/r6+rjkkktwOp18+eWX+Pv7c8UVVyBJErt27eKzzz6b0cTwUGHWkx9BEDwpnvFgpLSXW7hQrVZPuLNKEIRJFz13dnaSn59PREQEGRkZg1Zn4xnTXdg8nVYVbp2MpqYmFi9e7Ol2c+ecHQ6Hp/jObbvhLph2K5YeCgQHB7N921aWrziGPR//iHkXrEcX6kpzKdW+JJ/wHInHPU399gdp3v1P9r9+PpqIeYSccB/+886bkmBiUO5NNL33U8zVm9ClHLCLEEURXcIx6BIGF4U6TO0Yy7/CXL0Za1Mh9qIt2HZ+Bs5+Yq72QYzLRExceIAUxWV6xYl+MhAExdEV+bH0AKDyGTvyOxCyLGFqL3QVKNevo6fpW2SnFUFQotZGEBm3mujEqwmOPGXazwtZlqmvfAGtNhZ//wzP85Jkp6r6KcrK/gCyTPqce1mY/MdB+7Z3b+WHvTfQa96LUqlg9+7d0y5hMVm4u3GtVivHHHMMGo3msGkKjYX9+/dTXl7O4sWLCQwM9Pr4FouFyy67DJPJxNq1awct4EVRZOnSpRPuzDtSMevJz0ShUCiw2+2Dnuvo6CA/P5+oqCjS09MndWJMhvw0NDRQWlpKamoqc+bMGUJaRrK4cOPgwubpID7uaFhfXx/Lli0bdgWlVCqJjIwkMjISSZLo7OyktbWVkpISnE6nJycfGho6bS2WsixTW1tLa2sr3327mWNXHkfpR6cx74IN+AYfuPCLopL43IeJW/4gzYVP05D3JI3vXokqKGFKgon+Cy6m+cOb6Sn+YBD5GQlKXSiB2ZcTmH255zlJkrA2FWAs/xJL3XasbWU46/+Lw2bGbQoqBEUjJi5ETFjgIUVCRKJXlK5HhXh0pr1UvqMLisqyjKW7oj+ys57u/etx2npAUKBSBxEScRJR8ZcSMedixEPsE9bV/h3m3opBUZ+Oju8pKPwZRuNeAv0WsXLBJ/hqD3RE2uydFFX/murGfyMg8stf3sMDDzwwY2vVJEmiuLgYo9FITk6Op/HicGgKjYWGhgbKy8vJzs6eFuJjs9m46qqraGtr45tvvpmWqNKRhKOS/FgsFs/fdXV1lJWVkZ6eTlxc3KTHHYuoDIQ7klJfX092dvaI2jijmZtOtbB5PLBYLOTn56NWq1m6dOm4CuVEUSQkJISQkBDS09M92hTV1dWegml3esxbHWIDTVSXLFmCXq9n184d5CxZRslHpzL/go34BM4dMs/o7DuJzr6T1j1vULf99/2CiQ8RsuquCQsmiqKIJiqL3uIPiDz3aQTFxIsKRVHEJ2YxPjGLBz3vsPRgrvgaU9VGrE0F2PfuxF64Hrs7DaVUI8amDyqwVsRlIvh7sV5FPLq6vSSLi/yofYfq/IxkG6FUBeAfmEVE3AXEJF6NUj1xQVJvYn/lS4iilqSkO7DZOtmz59fU1v0bpcKf5ZlvEB/xE8+2sixT3/oOeRW/wG7vYt68TF544QWysrJmNPHZvXs3ZrOZJUuWjEhiDoWm0FhobGykrKyMRYsWDdGJ8wbsdjvXXnstdXV1rF+/nuBg79aqHYkQ5InkjGYg7Hb7hIqCa2pq6OzsJCsri71799LU1ER2dvaUfyzffvstaWlpY1pPOBwOioqKMBqNLF68eFRtnK1bt5KYmEhkZOSg5w9FfU93dzcFBQWEhYVNOhp2MNydGm1tbXR3d3suOuHh4ZP2sHF/nhaLhezs7EFtrdu2bePkU05H5RvOgtWb0PiPHrbv2PcZNd/+EmtPNaLGn+Bjbydoxc/HLZjYXfguTe9dS+zVH+OXcuqk3s9EYGkpxVT+FX21W7G2luIwtbpqieR+iQN9GGLCQsSE+QcKrKNSEJQTJ2bGn6Wii11G1NX/9fbbmJHoLfgvLW9fS8619YiialjbCIVSh69/KmExZxObfD1aX+9oSnkDdlsnGz+MJTTkeOJir2R38R04HD3EhJ7P8szXUYgHiIKxr4qdZTfR2rkOtVrDk08+wapVq0hNTZ0VxCcnJ2fS0ZuBmkIGg2FSmkJjobGxkb1797Jo0aJpISUOh4Prr7+e4uJiNm7cOK4mnf/HUUh+9u/fT0NDA4IgYLfbWbx4sVd0IL7//nuSkpKGEJWB6OvrY9euXajVahYtWjTmCbt9+3bi4uKIjj5wUR0Y8ZkOY1KAlpYWSkpKSE5OHjYd5w1YrVZPwXRHRwdardYTERqvh43FYqGgoACVSsXChQuHjUx98MEHXHnVtai0IcQu+w3h6VeP6dfU0/g9+zbfhrmjFEGpIWjZjeMSTJQkiYqHQtEvvJioC54fc/7TAclmwVS9HnPVeiwNedg6qnFausGdshKViNFzh7Thi4ERo45rvDkDn9B5xFz/ySF4F96HLMvIDguy3dL/2Idk73P97f6/w4ps70O299FXtYne/HfwDcnCbCjCZRuhResbT2jUqcTMvQH/gJnbLVNX/hx7d92JzjcFk7kcH00cKxd8QJD/gaiiU7JRVvcXSmseQpYl7rzrdk455RSio6OZO3fujCY+7gXP4sWLvZa2GqiX09bWNi5NobHQ1NTEnj17yMrKIiQkxCvzPHjON910Ez/88AMbN24kKmrmKJLPdBx15Ke6uprKykrCwsJYsGCB12pQtm/fTmxsLDExMcO+Plph80jYuXMnERERnnScu75nOguba2pq2LdvH/Pnzz9kKwiHw4HBYPBEhURR9ESEgoODh/2sent7yc/PJyQkZMzP86WXXuL2238BgFIbTHT2XUTMvxGlevTiYbOhlKqNN2Ns/QFgXIKJtS+chLWlhJRf759U6mu6YOusxVj2BX0132JtLsFubEa2GQ+04euCXHVE8QPa8GNSPR5mptsWovGfQ+zP1055Li4i0k80+gmJ5Pl/Xz8ZsQz4e+jrssPaT17cr5uRba5/0sD9HJZ+zZ6JpuwEEBVotTEERRxHbNJPCQpfOeX3Pt2QZQljVzGF312KubcSUdSQEX8/8xJ+O2i7tq4t/LD3Rox9FSQkxPPUU0+hUCiIjY0lJSVlRhOfwsJCrFYrOTk506ZZI8uyJ1Ld3t5Od3f3EE2hsT6j5uZmSktLp434SJLEbbfdxpYtW9iwYcOUyjaORsx68uNwOMZda9PS0kJhYSFKpZITTzzRqyf4zp07CQ8PH7Yjwl3YnJaWNqGOifz8fIKCgoiPj5+QYvNkIEkSe/bswWAwsGjRoimJbk11Hl1dXbS2ttLW1obdbh9UMK1SqWhvb2f37t3Ex8eTmJg47s/ipptu4vXXXwcERJWOqKzbiVp4Cyqf0f3I3IKJ3Q0bQXKMKpjYs/t9Gt+9itirPsIvdfpF4KYCyeGgr/ZbTJXfYNn/A9b2SpyWLrD3uTYQRMSIRMTELByF61Bqggg64c4D5MRDRCz9ZKWfcNjMyDZTPzkx90dXLEgOKzisyE4b7gLu8UEAQQRRRBBEEBSuR0QEUYEgKBEUKgRRjahQIyi0iEoNokKLqPJFVPogKn0RVToUKh2iyg+F2g+F2h+FOsD1qAlAoQlEqQlAqQ2m8osrMdV/y4mrW7z/wXsZfcYaDC3rMTSvo6P5G+y2DkBEp03g5JytaNUHft9WewdFlfeyr/kVVCotL7/8b3JzcyktLUWtVmO1WtHr9Z5zbrpqYCYDp9NJUVERNpuNxYsXH1KxvoGaQu3t7YiiOMhk9OBFtDt6vnDhwmnxO5Qkibvvvpu1a9eyYcMGEhISvH6MIx1HBflxm29WV1eTkJBAY2Oj12XZ8/PzCQwMJDExcdBxy8vL2b9//6RMPwsLC/Hz8yM+Pn5aC5ttNhtFRUU4HA4WLVo0YzQgZFmmt7fXY8BqMpnw9fXFbDZ7OuQmCofDweWXX86aNWtAEBFEFZHzbyRq0R1o/GJH3dcjmLjvU2SnFV3K6YSccO8gwURX6isM/cILibrgXxOe30yAo7cZY9mXmPdtwdK8G0dPA5KlC9yXCkHh+uwEsf+x/283ERFVCAoVokKDoNC4HpVaDwlRqHz6iYif61Hth6jSo1DrUWj0KDX6fiIShEITiEJ16O0JCl5KRaMMIfeMHYf82GPBZm2no2UjHS3raW/8Cou5DgClUo8oarDZ2ggLOJ4TF6/37CPLMrUt/yG/4k4cjh4uung1//73v+nt7aWgoMCT4nano9va2ujo6EClUnm9BmYycDqdFBYW4nA4yM7OPqwqxZIkeZTv29vbMZvNgzSFent7KS4uZuHChWPWgE72+Pfffz8fffQRGzduJDl5bL+2/8dQHPHkx+l0snv3brq6uli8eDGyLLNr1y5OOukkr86jqKgIX19f5s6d65lXYWEhJpOJnJycSRX07t69G7VaTWJi4rQVNptMJgoKCvDz82P+/PmH1apiNLj9epqamvD19cVkMuHv7z+oYHoin09PTw+rV6/m+++/d93MEQjPuIro7LvwCUwZdd+BgomSwzxEMLH2hZOxNu92pb6UR4aXTu2Lp2Np3M2Sm5pmTCRguuC0Gdn1j1Cik65l/vIXDvd0cDrMdLZ9S0fzetqb1mLsLsZVg+SLzjeJyLAzSZjzM2y2FrZsPQGtOpozV1R4Fkq95nJ2lv2ctq5NxMbG8f7777FgwQIMBgOFhYWkpqYSGzuU+LtrYNw3ebvdPqgG5lD5+c0k4jMcBmoKdXR0IMsyYWFhzJkzx+uaQpIk8cADD/D222+zYcMG0tLSvDb20YZZT36cTueIis19fX3k5+ejUCjIzs5GrVZjNBrZunUrp57q3W6ckpISlEolaWlpHsFEjUbDokWLJnWyyrJMVVUV1dXVhISEEBER4Un7eAsdHR0UFhYSGxs7owscnU4nJSUl9PT0kJ2djU6nw2azeQqmDQYDGo3GUzAdGBg47vdSVVXFRRddTFnZXhcJkiVC5q4mJudXHoHEkSBJDpdgYvE/kWy9HsFEZJnG/15F7FUf4pd6ujc+gsOOhv9eS2/Reyy9vXf6NYUOM4xN2yl993gW5L5BVMKlh/z4kuSgp2Oni+w0f013+zZk2YEgqvHRxBIWciIJcdcTFHRArM7cV8fGb5ciSXbOzt2HWhWIU7Kyt/ZxSmsfRUDgd7//Nffeey+AR/MmIyNjXEWysixjNBo9RKinp+eQpMfcys2SJJGdnT1tOmHeQGtrK0VFRcTHx3uuT97UFJJlmUcffZSXXnqJ9evXM2/ePC/O/ujDEUt+3AXG4eHhZGZmeth3X18fmzZt4vTTT/fqybp3714kSSIyMnLKgonu+h6n00lfX5+n/sVoNBIUFOS5yU8lPdXQ0MDevXtJT08fsUh7JmCge/xIHXJOp3NQwTQwqGB6PNGsb7/9lmuu+SlNTQ0gKEF2EDjndGKW3Ic+6phR95UkySOY6LAYUAbG4+hpJCDrEqJWH/7IgTfQuvb3dGz+M9k31KLSjd4ZNtvRuvtFatbdxgmrW1GrA6f9eLIsY+rZ01+zs56Olg04nSaXKrQ6lOCgY4iPvZrw0B8Nez1xOIxs+v5YTKZKTl3yAwF+82jt3MgPZTdi6qtmxYrlvPfee54269bWVnbv3s38+fOJiJjcd3ko0mNOp5P8/HxkWZ7xxKetrY2ioiIWLFjgaRQZqCnkvn5PVlNIlmWefPJJnn32WdavX8/Chd4xaD6acUSSn/3797Nnzx7S0tKIi4sb9AOz2+2sW7eOU045xasnU0VFBR0dHfT09Ey4sNkNt1WFO413cGGzmwi1trZOWifHbdzqrkOayWJYJpOJ/Px8/P39x52Sc+fj3YTRarUOKpgea+X1n//8h7vvvhejsdtDgvyjjiF2yf0ExJ065sXKLZhoNzWCqMI3cRXaqIVoIhegiZyPJjRtVqbCuna+SvNHNzP/8h/wDVtwuKczrahZ/wvaS//DKRd1TdsxLOb9GJrX09Gyjvamr7Fb2wARlSqQQH02MVEXERt9BcoxZBlk2cn2XatpafuCFZnvEh64ioLKe6hteQOdrz+vvPoSZ511lmf75uZmSkpKBt2kp4rpSI85HI5Bi57ZQHzGIpOT1RSSZZmnn36aP//5z3z99dfk5ORM11s5qjDryY8kSR67CrfSb2NjI4sWLRq2vVCSJNauXcuJJ57otZy1LMvs2LGDrq4ulixZMqm2xokqNttsNk8hcEdHBz4+PmMaizqdToqLi+nt7fWkj2YqOjs7KSwsJCYmZtIpuYGh+tbWVoxGI4GBgZ7PaSR9J0mSeOSRR/jrX5/Gbrf0p8Oc+IYsJHbprwlO+nF/t9HIaC7+N/s23QbICAotsrNfVVxUog6ZizY6G03UArQR89FEzkfpP7I+1EyAqeZ76l88hbTzPyUgfvoFHA8nSt89AUd3I8f9uMprY9ptnXS0bPKQnT5jv1Ciwh+9XzpRET8mfs71aNQTa4oo3vsrKqv/Smb8b9H5xFNQcRcOp4nLLr+Uf/zjH4NIg1tsb7o6kMA76TGHw0F+fj6CIJCdnT1j6xAB2tvbKSoqIjMzc1SNt4MxmqZQSEiI59okyzL/+Mc/ePTRR/nqq69Yvnz5dL2Vow5HDPmx2Wwe/YfFixeP6uL71VdfsWrVKq84/boLm906EMuWLZvwGG6PLqfTOanCZrdOTmtrK+3t7SgUCo+cu7vgzi0IqFAoyMrKOmR+NpOBe3WamprqVe2Kvr4+T2qss7MTPz8/T+RsuIuyxWLhpz/9KR9/vAZwutqtZQmNPpnYJfcRmvoTxFG0fOp3PML+Hx4m/tgnCE6+gM6az+lt3IzZUIzN1ITTbgTZFeUTfYLQRmWhjcpyRYgi56MOS5+Uz9h0wGHuoPKxWJJOf4nQjMvH3mGWQpZldv0jlKCQY8k58bNJj+N0Wuhq+56O5nW0N39Nb2cBICOKWnx9EokIO4PEOTfi5zd6cf1oqKl/mYLdNxKizwUEDD3fEx+fwPvvv0dm5mABxvr6eioqKqZNZXgkTDQ95iY+oiiyaNGiGU183AXjEyU+B+NgTaE333yTDRs2cNJJJxEYGMg///lPvvjiC4499lgvzv7/cUSQn87OTvLy8vDz82PhwoVjhkjXrVvH0qVLp6xl4y5s1mq1hIWF0draOmHHXG9bVUiSREdHhyftI8syAQEBdHV1ERoayrx58w6bo/FYGCiyOJ2rU3ClPwcWTKtUqkEF0wM/o4aGBq699lq2bt2BJNkBAZBR6aKIWfxLwjOuRaEankgX/TcXU3shCy78Fr/wwZ5dkuSgt3EznbVfY2z9AUtXJQ5bF7LDrbOjQB2SjDZmsYsQRcxHG7UAhV/kYSlO3/s7PXHHPkTUkrsO+bEPFaw9tRS+nEbS/N8xd8Hvx72fLDnp6cyjo2UD7U1r6WrfiizZEAQVWk00oSHHEx93HaHB3rmBtRs28d3205CRAQGFqODhR/7AL37xiyHb1tbWUl1dPW2GmuPFWOkxURTJz89HqVSSlZU1K4jPeAvGJ4Lm5mY++ugj/ve///HDDz/g5+fHj3/8Y84++2xOPfXUw6bBdqRh1pOfjo4Otm7dypw5c8atTLpx40aysrKmZDDndoKPjo4mLS2NlpYWamtrWbFixbjHOBSKzbW1tVRWVqJUKgc5rIeFhc2ollFJkti7dy/t7e1kZ2fj73/oTCGdTqfH9dlNGENDQwkPDyckJMRzETYajdx99928++77rnQYru9LqQnsV43+GUrNYCdlh83IrlfjUWlDyLp0F4pxmF3ajI101nxGd+MWzIYibMYmnPbeA1EibSCayAVooxehiZyPNnKBK0qkml59prI/hBCx8EbmHPf4tB7ncKKz+jMqPlnN8tO+JyBk5IWMLMuYeyswtKyjo3kdhub1OB29ICjQqEIIClxBXMwVREWc5/XFhtFUycbvluNw9AIyq1at5J133hmW2Ozbt4+amhoWL148o1y+D06PdXd3o1AoUKvVzJ8/f9wWN4cDHR0dFBQUkJ6ePsh6yFuQZZm3336bO+64gw8++ACtVsuaNWtYs2YNlZWVnHTSSXz22WczmhzOBsx68mO322lubp5Q8d6WLVvIyMiYdGShvr7e0ynlTsu0trZSUVExrtDkWIXN3oAsy9TV1VFVVcW8efMIDw/HZDJ5Cqa92Tk2VbjNSa1WK9nZ2Yd1LrIsDyqYtlgsg5zo+/r62L59O++99x4ffPAxFoupf08RUelDVNatRC28FZXvgd9jV/069nx6DqFzL2Luqa9O6rt2RYm+o6t+LcaWH+jrqsBh7RwQJRJRByejjclGEzEfTdSC/lqiaK/9tsofiSYo4QySz3jVK+PNRDRs/yON2x7l5ItNQ0iLta+pv0h5Pe1NX2GzuNzcVaoAAvyziI66kDkxV6FUTk8tnSTZ6ezaQV7RTzH31aDz1fHGf17jtNOGKom7hV3r6+vJyck5pIuJicJut7Nz504AtFotnZ2dM0Zc8WBMN/EBeP/997n55pt57733+NGPfjToterqanbu3MnFF188qbE3b97Mk08+ya5du2hqauLDDz/kvPPOG3WfjRs3ctddd1FSUkJcXBy//e1vueaaawZt89xzz/Hkk0/S3NxMVlYWf//73ydVAnIoMevJjyzL2GwT8+0ZjwnpcBitoNpgMFBSUsJxxx035nwHFjZPl1XF3r17aWtrY9GiRcOu+Nz1L62trXR1deHv7++pEzqUhdAWi4X8/Hw0Gs24UpaHEgNz8a2trfT09AAQGhpKWloaWq2Wxx9/nKef+ju9xm7XToICQVQSkXkd0dl3epzkqzf9gpbi50k++UXC06/02hxtpmY6az6np3EzpvZCbMaGwbVE2gBXlCgqy/UYOR91eAbiJFSTK59IwUc/l4wLv/La/GcaKj+7nJ7a9Zy0uhW7rZvO1s39ZGct5t5yABQKHX66VCLDzyFxzo1otdNTrC7LMr3GElrb19HW/jXthk04pT4EQcH55/+Y1157bdiokizLVFRU0NTURE5ODn5+ftMyP2/Abreza9cuNBoNWVlZiKI4Y8QVD4ZbPiUtLW3a5EE+/vhjrr/+et5++23OPfdcr4//xRdf8N1335GTk8MFF1wwJvlx+zz+/Oc/5/rrr2fdunXccccdfPbZZ5x+ukvD7N133+Wqq67i+eefZ/ny5Tz11FO89957lJWVzWiH+aOS/OzYsYOYmJgJ/YDtdjuFhYX09fWRk5MzpFi6q6uL/Px8TjzxxFHn6s36npHm6fa/WbRo0bgc64frHHMXAo/HwG+y6OnpIT8/n7CwsElrIh0q7N+/n7KyMqKiorBYLHR0dKDT6Tyf05tvvskf//g4BoNLZ8ilGg1haZcTs/hufILSyftPJnZjAwsv2YFP0PQps0qSRG/z93TXraW3eXt/lKhjQJRIQBWU5IkSaaMWoIlYgDIgZtTvet+zyxGsVhZeXTRtc59uyLKMLNmRHH1Ijj5kRx+Sw+L622mh6vOrkKxGfP1T6OnYBUiIogZfn3jCQ08jYc6N6P2nz83d3FdPm2E9be3raG1bi83eDrjPC5mMjAzef/+9Eb2cZFmmrKyMtra2Ya9TMwk2m81TM7lw4cIRidzB3WNuZfdD6T3W1dVFXl7eiGrY3sBnn33GNddcw+uvv87q1aun5RgDIQjCmOTnV7/6FZ999hnFxcWe5y699FK6urr48ssvAVi+fDlLly7l2WefBVzXn7i4OG677Tbuu+++aX0PU8HMWWZPEpP54SsUinGboYJLbyYvLw8fHx9WrFgxbK3MWGMeCuJjNpspKCjAx8eHpUuXjjuKolarPWRwYOdYXl6ep3PMHX72FkFxK8wmJSURHx8/Y/P7bqXt+vp6Fi9e7KkTs9vtns9p586dzJs3j7Vrv+Tbb7/l8cefoLGxAYC2srdo2/sGwUnnkXjc05R/fhHlX17Ggou/R1RMzwpWFEUColcSED3YhdxmbqWz9gt69m/EbCjCXP4NvSUfgeTSyRI1/mgiFw7WJQrPRFS7bqAKXRjWzjyvzlWWnB4iIg0kIo4+ZKdl0N9DXndYkJwHvWY3IznMOPsfXa7uFqT+sVymqtJYnyA2cxOx0ZcSH3stIcHHTxsxt9m7aDdspM2wnta2rzCZXS3wSoU/ouDuyJSIiIjk7bffGrXV2W0B09HRwZIlS8a18DlcsNls7Nq1C19fXxYsWDDi5ysIAv7+/vj7+5OUlOTpHmtvb6empuaQpMfcC9uUlJRpIz5ff/0111xzDS+++OIhIT7jxdatWznllFMGPXf66adzxx13AAe+x/vvv9/zuiiKnHLKKWzduvVQTnXCmPXkZzKYCPkxGAwUFBQQExNDWlraiDfp0cac7sJmOKCLExUVRWpq6qSPoVQqiYiIICIiwtNJ19raSnFxMZIkeSIdAwuBJwp32+1UW0SnG5IkUVpaSmdnJ0uXLh2UPlCpVERGRhIZGenpsGtrayMlJYUXXvgX5eXlPP30M9TW1gDQse9TOqo/ROkTjrmjlNrv7ydx1V8P6ftR+4YTkXE1ERlXD3qPppYddNZ+gbFlB32Gcrob8pEcZtcGgoAqMAFtTDaO3mac1i7a974zPmLi6MPpMCPZXQ7vHjLi3tdpA3l4a5oRMdBIlQMO74Kg6P+nRBTViKIGpUKDqAhBodYiKnxQKHxd/1Q6FAodCqUfSpUfSqU/CpWelv0f0trwMaccX4GfLt6Ln/wBOJ1WOrq+90R2unryARmF6INOm0ha3F0E61dQsf8Z2ru/RRAU3HnnL7jwwgsJCwvDZrMNK1Ph/q12d3ezZMmSGWNOPBzcN0ydTsf8+fMnRCw1Go1noTYwPbZnz55pSY91d3eTn5/P3LlzvSq7MRAbNmzg8ssv55///CeXXnro7VRGQ3Nz8xDhxoiICHp6eujr66OzsxOn0znsNnv37j2UU50wjgjyIwgCE8neKZXKEf3ABqKuro6ysjIyMjLGZPwKhcKj1+M+mQ8ubJ4u4tPU1ERpaanXdXFEUSQkJISQkBDS09M9hcDl5eVYrVZCQkI8UaHxdI65axEaGxtZvHjxYW27HQtu/Sa73c6yZctGvZCKokhoaCihoaGkp6fT09NDbGwsCxYsIC8vjxdeeIGqKteK3mHpACSai55DrYsmIPYkfIMzEcdQ8p0uiKKIf9QK/KMGdyna+trpqvmC7oZNmNsLMVesx2nrBaD6y2v6txIGkI8BRISBRESF4CEjehTaCESFFoXCF1Hhg1Lpi6j0Q6n06ycj/qiU/ihUAahUASjVgSiVAajUQShVAdMWgZEkO2UF9+Dvl+FV4iPLEt09hbQZ1tHa9jWGzm+RJCuCoMJHHUV8xJUkRV1HWNBKTH01FFX/hrKSixEEJXfffTcPPPCAp+6srq6O0tJSAgICPGkfnU6HJEns3r0bs9nMkiVLDltNzHhgtVrZtWuXx0h5Kt+nQqHwnHcD02MNDQ2UlpZ6FPAnmx7r7u4mLy+P5OTkaSM+W7Zs4dJLL+Wpp57iyiuvnLER8CMRRwT5mSjGivy4C4bdBYPjEQVzR0HcQoVuIiRJrhD7dHV0uVMyIylaewuCIBAYGEhgYCApKSmezjH3BTkoKMgTFRpu1elWlzYajSxbtmxG1yIMLMJesmTJhIqwBUEgICCAgIAAUlJSyMrK4uyzz2b79u08/vjjlJVV9G8oUrf1N57/a/VJ6MIXowtZgG/IAnxDF6LWea9Ta6JQ+4QSnnEl4RkHirNNhlKK3skmc/FzxCZeg6iYuUKZE0Vr46fYrG1kZf59ymOZzNWuyE77N7S2f4PD0Q0o0KiCiQg6lYTIK4gJPR9RdP2ubPYuCit/Rfn+p0GWyc3NZc2aNZ7zSK/Xo9frSU5O9lgktLW1UVVVhVar9Sz8li5dOiuIj7+/v9f1xrydHuvp6SEvL4+kpKRJWRWNB9u2bePiiy/mT3/6E9ddd92MJD6RkZG0tLQMeq6lpQW9Xo+Pjw8KhQKFQjHsNjM5qg9HMflxW2IcDLvdTkFBAVarldzc3HHfpAeSH7emjiRJCIIwLatVt9N5d3f3kJTMdEMQBPz8/PDz8yMpKWlQ51h5ebmnc8y94nKbkwqCwNKlS2e0urTRaCQ/P5/g4GAyMjKm/N3pdDp0Oh0JCQmcd955FBUVce+997Ljh139W7isMyzd1TjMrRgqP/CkghTqAHxDF+IXtshDiHyDMg5blEgXkokoajEZy48o4gNQW/EcSmUAMVEXTnhfq62ddsMGWtvX0dr2JX2W/YCAUuFPoN9CYsNWkxh1LSrlgXZzu8NIS+dmmju+oabpVezOXnQ6H4qKika9aWi1WmJjY/m/9s47rKm7feN3wt57yJKl4mALuKq24gQBa/dwdL3aan+tWrtetWqto+Ol1lpb6+qwWqZ1b9QqtbI3ijKUEUYIIyFknd8f9JwmyCYJAb+f6/JqCSfJOSHJuc/zfZ77dnJyQmtrK9LS0tDa2gqgrT+DPsFbWVlp1OQkLXxMTU0xduxYlZ/o+7M81tjYiNTUVLi5uWH4cNUsf6akpODJJ5/Epk2b8Oabb2qk8AGAiRMn4tSpUwq3nT9/HhMnTgTQ1i8aGBiIixcvMo3TMpkMFy9exIoVK9S9u71Ccz4d/aC3y15aWloQCoUP3c7n85m16AkTJvT6ip/NZkMikUBbW1ul/T2tra3IzMwE0NZpP9BiwsDAAC4uLnBxcWEmx2pqanDv3j3o6elBLBbD1NQUvr6+GvWF3B4ul4vMzEy4uLjA3d1d6X87PT09BAUF4fLly6iqqsJbb72FM2fO/fNbCtraZvAJ3A8dXSvUcs6innsTfO5tcDgpkEn/9fPRN/X4t0pk7Q0jax/oGA5TyxeotqENGmr/UvnzqJPmxgLU11yFm8vyHm0vkQpQx732T5PyOTQ2ZQMAtNiGMDbwxPDhL8PD4T8w0v93qUQmE6O24QY43Iuo4p4Ft/FvUJCCxdKBlhaFo0d/Q3h4eI/3WSKRIDs7G9ra2ggKCoKWlhYaGhqYilB2drbCCX4gm5+FQiFSU1NhZmamFuHTnq6Wx/Lz8xWmxyiKQlpaGtzc3DqdqOsvGRkZiIyMxMcff4y3335bra9Hc3MzioqKmJ+Li4uRkZEBS0tLuLi44MMPP0R5eTl++uknAMCyZcuwa9curF27Fq+88gouXbqE33//HSdP/hv9smrVKixevBjjx49HcHAwoqOjwefzsXTpUrUdV18Y9KPuQFu1hl5e6gklJSXgcrkICPg3bqCnjc1dcfHiRQQEBMDIyEhlwoeuTJibm2PMmDEaY/7VEXTasYGBAVpbW6GlpcUsjSlzckwZ0Hlio0aNUtlER0c0NzdjzZo1+Pnnn9E20iyDtd0sjPWNhpHJv7lPQiEHNZUnUFdzFY0NmRC2lLc5/P7j56OlawYja18Y/VMlMrL2gYHlaKVPlBWcXAhe2TnMfJIHNltzHML7Q376KpQV7cHcUA50dR6ODpDJJOA1pjJNylzeX6AoCdgsXRjoOcHO4gm4ObwBK9N/07YpikKjIB+c+ovgcM+juv4ypDIBWCxtWFiYY+LEELzxxht44oknev05EIvFSE9Ph5aWVqf5VwKBgLkI4fF4TI6dtbW1Su0r2iMUCpGSkgILCwuMGTNG4yoc8stjtbW1kMlkzBKjKqbHcnJyMG/ePLzzzjv4+OOP1f56JCUldWjHsnjxYhw8eBBLlixBSUkJkpKSFO7z7rvvIi8vD05OTli3bt1DJoe7du1iTA79/Pywc+dOjQ9hfSTFz4MHD1BZWcnkcPWmsbkj6Mbmv/76CyKRCHZ2drC1tVW6RXttbS2ys7NVVplQJnQTNi0m5CfHqqurlTY5pgxKS0tx9+5deHt7w8bGZkD2QSQSYd26ddi1axdYrLbqmNvIVfD0+hDa2h0vacpkMtTXXf+3StR0G2JxvWKVyMwTxjYBMLT2ZkSRjmHfs8Gqcr5H8ZW3MWnm3zC18O/TY2gSEgkfl/9wgqnxWEybdB3AP94y/ELU1F5Cdd0F1NReglTaDBZLC3o6NrAymwRX+8UYZjlPQbgIWstRXX/xn+rOGbT+49FjbmaOwPH+eOaZZ/DMM8/0q1JLe+PQpqA9+dzQOXY1NTWoq6tjKiE2NjawtLRU2WevpaUFqampzBKyJn9fNTc349atW7CxsYGWlpZKzBXz8/Mxd+5cLFu2DBs3btTo1+NRYEiIH4lE0ivfnsrKSpSWliI4OBgFBQWoqqqCv79/n7K+5Bub6bVlOhqho3T1vlJWVsaMhys7SE+ZUBSF4uJilJaWwsfHp8MmbDpCgu4TEgqFvZ4cU9a+3r59m7la0YTsI5lMhg0bNuCrr74CwIaung3cR66Gmbk/TMx9oKvbffO9UFiF6ooT4NZeQWND1j9Voma5KpE5jGx8YWTt17ZsZuUDA0uvHlWJxEIuUvY5YEzAN3Dx/E9/D3fAeXBvP3JS/oNg/98hlbX807dzFq2if6IrtM1hbuwHF9tnMdz+JWhr/bt8JJI0oIZ3hVnKam5pa2Y30DfG2HFemD9/PpYsWaK0gN6eeuN0BX0RQleFRCIRrKysmGUfZS2hDzbhk5qaCicnJ3h4eABQvrni7du3MXfuXCxatAhbt27VqKr3o8ojKX6qq6tRWFgIfX19tLa2IiAgoE/TR+2jKuTf0O0rHRRFMZWO3lxtyWQyhRO0Jo+Hy2QyxmTNz8+vR3lCdIRE+8yxribHlIH89Jm/v79GTp+9++67+OGHvWgLUG2rbOrq2cHM3B+m5n4wMfOGqZkPjExGtHnfdIFMJkF93XXUVJ0Dj3sT/OY77apEWm1VItsAGFqNg5G1DwytfKBjaPfQl/zN760wzGkhvIN/VMFR9xzarVkqbYFM2tLBf4XMz4q/a2X+v+pBPISC+6BfXy0tY5gajISDdQTcHV6Hgd6/zcdSmQjcxr/+7dtpanOA1tbWh7u7C2bOnInXXnsNI0eOVPqxCoVCpKWlKXVSqqMTvPx4uJGRUZ9ES0tLC1JSUhjrB00WPnw+HykpKXB0dISnp2en28kvj9XV1fVqeuzevXuYM2cOnnrqKXz11VdE+GgIj6T4KS8vR05ODmxsbPqcJ9Ubx2b5sMzq6mqIRCImNdza2rrT56cDP4VCIfz9/TXasZWO1RCLxfDz8+uzaOksc6w/X8Yd7WtGRgYoioKfn9+AN4x3hUgkws2bN3H58mX8/fffSE9PB4/XABZLGxTVNrHIZuvB2GQ0TC38YWrmA1MzX5iYeUNH17zbxxe2VKC68gTqaq+iiZcFobBCsUqkZwEjaz8YWfu0CSJrH9w++xLYEhmmzstTeCyKkj0kQGRS4T/iQ9itQGl/u1QigFTK/+e/gnbiRQiZrCduzfKw2vyIoPXPkIQMAAUdbUu42D4ND4f/wMx4rMLxNPBzwOFeBKf+PKp5VyCTCcFmaWPYMHs8NnUKFi9e3G2eX3+hqyiq7ptpbW1lKkJcLhd6enqMEOpp5VogECA1NRU2NjZ97p1UF/LCx8PDo8f72pvssdLSUsyZMwdhYWHYtWsXET4axJAQP1KptEemhUBb30x6ejooisLMmTP79OGUr/j01r+HvtqihZBAIFBIDadPxC0tLcjIyICenh68vb3VthTUF1paWpCeng4DAwN4e3srbaJLJBKhtrYW1dXVqKurg76+PrOM2NemTXpf6aUDTW4Yb2lpYa72OzKEu337NhNUmJOTi8rKaohELQDaPtJ6+sNgah4AM/M2MWRi5gMjY4+eVYlq/0QN5yzquX9D0HwHYjHv3yrRP+gbOLWJEVkrZNJWRoz1HNockTZGlHNqRltALJulyzg2a7H12wwS2f+6NWtrGUFb2whaWm1GidraptDRNm0zSNQyg46OOXR0zKGrYwlt7bbqnljcgOSU+eDW38Q4940YM/xfa36+sAyc+guo5l5EFfccRBIuADYsLCwQFBSIZ599Fk899ZTaphZpMaHuKopUKmVcy2tqaiCTyRTG6Dv6PhIIBEhJSYGdnV2/XObVAT3ZO2zYMHh6evZ5X9tXz4qLi/H5559jxowZmDZtGt577z2Ehobi+++/J8JHw3hkxA9FUSgrK8Pt27fh7u6Oe/fuYebMmb16HrqxWZlRFe1Tw83NzWFqaoqKigrY2dlh1KhRGv2haWhoQEZGBmxtbVW6r1KplGnapPupejs5Rgep0q+rJn85NzU1IS0trdf7yufzceLECZw9exaZmZkoL69EM18ASkZXifRhbDqG6SEyNfOBiZkPdDqYcmpPi+ABaqpOoariJGo5p6CtZQZzM39oMdERRtDWaouOaBMiJtDRNv1HkPwjRLTNoaNrAR1tM8bkT520ttbg+t+z0dSch4ARO+Fs+wyqeZeZpSy+sBgAYGhoCm/v0YiMjMTixYsHZLmZPkEPtJigKAqNjY3MZ4/P5zNL0zY2NjAwMGD21d7eHiNGjNDozxYt0lSxr7W1tfjtt99w8uRJ3Lx5E9ra2li0aBEiIiLw+OOPa3TsyKPGIyF+6F4UDofDLB8lJSVh9uzZPX7jq8OxWSgUoqioCJWVlQDanF3pSoeRkZFSn0sZ0JlfHh4ecHFxUdsXnnw/VU1NDaRSKfNFbG1t3WE1p7a2FllZWRofpAr86zfk6uoKV1fXfu0rvYz4999/4+LFi7h9+zbu37+P2loeWlsF+LdK5AAzi0CYmvv+I4i8YWjk/s8y0cPcuh6JmqozeOKxdJiajO1wG01D0HIf12/OhKClBFamEyCR8sFrzgBAQUfHAG5uzggJCcHjjz/OvJfo/6q78kqL394uyagD+j1VU1OD+vp6GBgYQCgUws7ODmPGjNHoizW6kmZra6syQVldXY158+bB29sbixcvxqlTp3D8+HHU1tZi5syZ2Lx5M7y9vZX+vITeMSTEj0wm69SxmXYXFovFCAgIgIGBAcRiMS5evIjQ0NAela+7amxWFvSUVElJCby9vWFmZsZUhOrq6mBkZMQIob7k1CibsrIyFBUVYezYsQ+F2qkT+qqUXkaUnxyztraGrq4uysvLUVBQoPGTckCbLXxOTg68vLzg6Oio1MemR57p95RYLMadO3eQnZ2NvLw8FBeXgsdr/LeXSMsAJqbjYGru19ZLZO4DE1NvaOuYQCxqxMWTjrCymIxJwWdU8n5su+AQQSr7pw9I9m/z8r+3CRVua1uGk99OyNxWW3cVInFdm0cPWweOjsMwbdpULFmyhHGspZ+3qamJ+fx1VOlQJXS0Am1pocnweDykpaUxwyN0zh29PKZJy8p0I7YqhU9dXR3CwsIwcuRI/Pbbb4xopigK2dnZOH78OJ5//vl+/V2//fZbxlPH19cX33zzDYKDgzvcdvr06bhy5cpDt8+bN48xKlyyZAkOHTqk8PvZs2fjzJkzfd7HwcCQFj/Nzc1IS0uDsbGxQmOzTCbDuXPn8Pjjj3fr3dCbxub+7D+dHt7RlJREImFOWrW1tdDV1WWEkLK9hLqDHg+vrKzUyOkzev29uroaTU1N0NPTg0gkwtixYzU+a4ZOu1eH31D7ng6KopgmfA6HgzNnziA5ORn5+QXgcGoVqkT6Bk4wswiEoLkITY258Bv3HYyMRiiKEZlc87KsBVKpoK2JuZ2AkUr4kEj5bQ3Nsn8anWXCtj6ivjQ0gw2wWGibkKOh/mlulmH69Ol49dVXERER0eO+nfaVDiMjI0YIKdswkMfjIT09XaUOw8qCHhGnq1MURYHH4zGvVWtrK9MIbGNjM6C5Y7TwUWUjdn19PebPnw9nZ2fExMSoZJDi6NGjWLRoEfbs2YOQkBBER0cjJiYGhYWFsLW1fWh7LpcLkUjE/FxXVwdfX1/8+OOPjFHhkiVLwOFwcODAAWY7PT29Plm/DCaGrPipqalhogo6Wtc9e/YsHnvssS5HnNUhfEQiETIzMyGTyeDn59ftFwR90qKXfFgsFiOEVO2aLJVKkZ2dDT6fr7Hj4TQymQw5OTmoq6uDoaEhmpqaYGxsrLCMONDVMxo6oPbBgwcDIijbTyO2trY+5P3S2NiIs2fPIikpCbdu3UJp6X00N/P/eYTOJi3/aWhGu9eZkoFC26QVDYvFgo6ODvT09KCvrw8DAwMYGxvDxMQE5ubmsLS0hJWVFezs7GBvbw9LS0smQNbCwgIWFhYd9lPQlTRlid+ODAPp18nS0rJfn7/6+nqkp6djxIgRKksRVxZNTU1ITU2Fs7Nzh4artIUF3Qjc0NDQL5+c/kC7TFtZWamsabyhoQERERGwtrZGYmKiyoReSEgIgoKCsGvXLgBt33POzs5YuXIlPvjgg27vHx0djfXr16OyspJppViyZAl4PB4SExNVss+aypAQPxRFMeqWoiiUlpbizp07GDt2LBwcHDq8z8WLFxEUFART044bPen+HlUKHz6fj/T0dGaap7clYplMBh6Px5y06N4XVbgmt7a2IiMjA1paWvD19dXo6TM694i2CNDX1+90cszGxkbt1TN5ZDIZCgoKUFdXB39/f7UG1HaE/EmLrp6ZmZkxy4hVVVUoKyuDv78/TE1NcfPmTRw7dgy+vr4YOXIkzM3NYWFhAVNT0wHPcauoqEBBQYHKKmnte88kEkmf+4Tq6uqQmZmJUaNGKX25U9nICx/aFLA76M8fLYZ0dXUZIaTKizZa+KjSbLGpqQkLFiyAoaEhjh8/rrJlUZFIBENDQ8TGxjIhokBbNAWPx8OxY8e6fQxvb29MnDgRP/zwA3PbkiVLkJiYCF1dXVhYWOCJJ57Ap59+2qFB7VBiSIkfevmouroaAQEBXV5BJyUlwdfX96HSHj3RRfsGqaKxGWj7ssvKyoKTk1O/Ri1pOvISkndN7s+JSD5PTFkGa6qitbUV6enp0NbW7lSkSaVS1NXVMSctNputtupZ+/3Izs6GQCBAQECARk6CCIVCRghxuVywWCw4ODjAyckJJiYmGlM9aw/dk+bn5wdLy+5dsftLR31C5ubmzOevqxNiTU0NsrOzMXr0aI3vSaOFz/Dhw+Hm5tanx5D3yaEHFuhKozKby+lAVQsLC5UJHz6fj4ULF4LNZuPkyZMqHUypqKiAo6Mjbty4odCjtnbtWly5cgU3b97s8v5///03QkJCcPPmTYUeoSNHjsDQ0BBubm64e/cuPvroIxgbGyM5OVmjeraUzZARP/QJWiKRMI3NXXHt2jWMHj1awXpeHY3NQFu2GJ0l1lllqj+09xLi8/kKQqg3a9H05BF9laepJzvg30oanR7dk7+fvN0/XT2TN6BU1YefDqdksVjw8/PT6EqaTCZDbm4ueDwehg8fDh6Ph9raWujo6Kjl6r03UBSFkpISlJSUICAgYMAiS3raJ0Qvy40bN25ABwd6QmNjI1JTU+Hq6tpn4dMeedFYU1OD5uZmmJubM0Kor2KitbUVKSkpTAC0Kr63Wlpa8PTTT0MkEuH06dM9crTvD/0VP//5z3+QnJyMrKysLre7d+8ePDw8cOHCBcyYMUMp+66JDGxdWkkIhUIkJyfD1NQUgYGBPapyaGtrK4zHK9u/pyMoisKdO3dQUVEBf39/lV2RslgsmJiYwMTEBB4eHhAIBKiurkZ5eTny8/OZK9Lu4iMqKiqQn5+vMpGmTHg8HjIyMhib+p7+/dhsNqysrGBlZYVRo0Yxk2NFRUXIycnp0ICyv9BRBYPBaFEqlTIu48HBwdDT04OLiwtkMhnTMJ2Tk8OY4NFLrgOx5EVRFIqKilBRUYHx48er/GTUFQYGBnBxcYGLi4tCn1BaWhrTJ6SlpYX79+/Dx8dnwAJ1e0pDQwPS0tKU3ojNYrFgamrKJKnTlcaamhrcuXMHhoaGjGjs6fJ0a2srUlNTYWZmpjLhIxQK8cILL4DP5+PcuXNqea/RF2McDkfhdg6H020/G5/Px5EjR7Bp06Zun8fd3R3W1tYoKioa0uJnyFR+iouL4eDg0OM3+t9//w1HR0c4OjqqpbFZIpEgJycHfD4ffn5+A+bbI7+MUV9fz8RHyHsJURSFe/fuoaysrNNwUk2C9htSdqOofOZYU1NTj5cxuoKeQKQdezWhWtIZdAwIgC6rU/J2AzU1NWhpaVH7lA9FUSgoKEBtbS0CAgI00hcL+LfSWFxcjPr6erDZbAWPKk2sANLCh/bIUhcSiQR1dXVMnxAAhTH6jgS2SCRCSkoKTE1NMXbsWJUNqbz00kuorKzE+fPn1bKsShMSEoLg4GB88803ANreTy4uLlixYkWXDc8HDx7EsmXLUF5e3u33+YMHD+Di4oLExEREREQodf81iSEhfoC2N2RvDoXOn3FyclJ5xUcoFCIjI6PLPpSBgG5C5HA44HK5MDAwgI2NDZqbm9HU1ISAgIABb8DtDno8fNy4cR2OeioLoVDInNzr6+v7NDlGjzHT/i2avITY2trK+Lf4+Pj0qjrV3rWcNuuk89mUDb0s19jY2KMl74GGfs/S3wXtl3z6K7CVCf2epY1MB4r2Y/RCoVDBe4keakhJSWEGSFTx+RKLxViyZAnu3buHixcvKrRNqIOjR49i8eLF+P777xEcHIzo6Gj8/vvvKCgogJ2dHRYtWgRHR0ds3bpV4X6PPfYYHB0dceTIEYXbm5ubsXHjRixcuBD29va4e/cu1q5di6amJmRnZw+oPYGqeWTFT0ZGBkxMTJgPtKoamxsbG5GRkQErKyuMHj1aY6/0JRIJOBwO7ty5A7FYDD09PdjZ2cHOzm5Ap6E6g17iKC8vV/t4uFgsVjCg1NPT69Z3SVXVKVUgEAiQlpbG9Ev05z0rH5ZJ2w7QE4nK8Mihm8ZbWloQEBCg8V/WpaWluHfvHvz9/R96z6rTT6gnaIrw6QhaYNfU1KChoQFGRkYQiUQwNjaGn5+fSpaSJRIJXnvtNeTm5uLy5csqvdjqil27djEmh35+fti5cydCQkIAtJkaurq64uDBg8z2hYWF8PLywrlz5x6KdGppaUFUVNQ/gck8ODg4YNasWdi8ebPG96D1l0dS/FAUxSxBubq6wtLSUiUfFvqENxgiFeQDP8eMGcNMjqnbS6gn0Ff6DQ0N8Pf3H9Aljs4mx+R9Xx48eIDbt28PuBt2T6BjFezt7ZXugksvY9BmnR29Vr19vMzMTEilUvj7+2tMRbUz6KXkgICATi02aFTpJ9QTBpPnEJ0rBrS9J7S1tZX+WkmlUixfvhy3bt1CUlKSxk/lEbpnyIgfsVjM5G51Bd3Y3NzcjPv376O6uhoURSn44/T3w0J7Dd27d0/lyzHKgA4n7ShEU51eQj1BLBYzJ7yemEKqk44mx/T19SEQCAZFUyt9pU+PMatSrLd/rWiPHPp91Z2QoaflaN+pgfYU6graxLK8vBwBAQG9bo6Vf61qamogFotVmjtGC5+RI0fCyclJqY+tbMRiMVJTU2FgYMDkZbV/reTH6PsytCCTybBy5Upcu3YNly9f1ngxSOgZj5T46aixmfbH4XA4qK6uhlgsZk7ufRl1pkNUa2trGSM4TYbD4SA3Nxeenp7dlrblG1s5HA5aW1sVxsJVfeUtFAqRnp7epz4UdSOTyZCdnc0YuolEIpVMjikLOvh1IK706XFnunrG5/MVGqbbTySKRCKkpqYOivcBHQfD4XAQGBjY7yplV6Phtra2/e4T4nK5yMjIGBRmi7Twod8H7S9aacsP+rWiDTvp95WhoWG3Al8mk2H16tU4d+4cLl++rPGRI4Se88iIn544Nst/CXM4HAiFQubk3hOjQLoqIZFI4Ofnp5GmdTQURaGsrAx3797tU3WKdgKmRSN9wqKXx5R9cm9qakJ6evqgmJKSSqXIyclBc3Mz04CriskxZVFZWYm8vDyNyT8TCARMRYiORaBfKy0tLaSlpTHTPJr8PpCfQAsMDFRJHIwy+4Rol2kvLy+Nt7YQi8VIS0uDnp5eh8KnI4RCIbOUyOVyoa+vz1TQzM3NH3oMmUyGDz/8EImJiUhKSuqxmzVhcDDkxU9fHZs7Orl3ZRQoEAiQnp4OIyMjjBs3TqPL8DKZjLka9fPzU4oRHO0lRE/4mJmZwc7OTiknd9poUR3LMf1FflnO39+/QxHY3m5gIDPH6MkjHx8ftU+u9ASRSKTQME1RFIyMjODl5QVzc3ONfS9QFMWEFQcGBqpF4PanT2gwCh9dXV34+vr2SQDTvXr0GL1MJoOJiQmysrIQFRUFc3NzrF+/HkeOHEFSUhJGjhypgiMhDCRDRvxIJBJG4NC0d2zuz0RX+yt3CwsL5oQlEAiQmZkJBweHDkNUNQk696qlpQX+/v4q+VLu6ORuZ2en4CXUU+iqxGAwWqTHw/X09ODr69uj5Rh6coz+Eu7J5JgykPdy6mjySNOgYxXMzc2hra2N2tpasFgshZO7pix/0Q35tF3EQFSAO+oToi/e2i9R00uegyFeQyKRIC0tDdra2vDz81NK5Y9ufUhJScH//d//4cGDBxg5ciTKysqQkJCA0NBQJew5QdMYsuJHvr+HxWIptTze0tLCCCEejwcAsLOzw4gRIwZ8CaMraL8hHR0d+Pj4qGU6pv1YuIGBAXNy7yobio4pKC4uhq+vr8YbLfL5fKSlpcHCwqLP4+Hyk2PyJ3dbW1ulTvhQFIXCwkKmD0XTvZwaGhoYfyS68kc34tPvra5O7uqE7vUSCAQIDAzUiN6urvqEtLW1maidwSR8enpx0VsoisKGDRtw7NgxWFpaIi0tDWPHjsX8+fMRERGBwMBAjV5qJfScISl+1OHYTE9wlJWVwcHBAXw+X8Ex2c7OTiVr/H2lqakJGRkZ/To59xf5Ueeamhro6OgwQkh+CYPulaiurh4UTeP0ybm30Rpd0dGUnTLiI+RtAtS1HNMf6Abcrhry5bPs6JO7vAGeuo6RjgJpbW1FQECARgifjqD7hMrLy9Hc3Ax9fX0MGzZswPyEeoJEIkF6ejrYbLbKfHwoisLXX3+NL774AufPn0dgYCDq6+tx5swZHD9+HKdOncKhQ4cQGRnZ5+f49ttvGY8eX19ffPPNNwoho/IcPHgQS5cuVbhNT08PQqFQYZ83bNiAvXv3gsfjYfLkyfjuu+8wYsSIPu/jo8KQET9SqRQSiUQtwoduaG1qaoKfnx9z5Uz3J9BVDiMjI0YIqbuXQx46QV6TemZkMpmCEKKrHNbW1igvL1fpspwyoZcMPDw8VGb9T0/Z0e8tOj6it5Nj8idnf39/jbIJ6Ag67by3k0f0yZ2uzNI9VTY2NjA2NlbZd0JGRsag8Ryqrq5mkuTZbDbznaWlpcWIbHX4CfUEqVSKtLQ0lQuf3bt347PPPsOZM2cY00B5xGIxAPT5b3v06FEsWrQIe/bsQUhICKKjoxETE4PCwsIOB04OHjyI//u//0NhYSFzG4vFUvAK2759O7Zu3YpDhw7Bzc0N69atQ3Z2NvLy8jR64EYTGDLiRyKRQCwW97qxube0trYiIyMDbDYbvr6+nZ546OZDeglDX1+f6XvparlH2ZSXl6OgoABjxozR2LI2XeWoqqpCRUUFKIqCnZ0d7O3tB8RLqKfQwa/qnpKi+89qamqY5nK6gtaZWOxpTpemUFVVhdzc3H6nnXfUU0UvJZqZmSnl5E5XJQDA399fo4cdgH+Fj7e3t8JJt7M+IbqCNhDvGalUqvDaqkr4/Pjjj1i/fj1OnTqFyZMnK/05gLZcrqCgIOzatQtA2+vt7OyMlStXdpjLdfDgQbzzzjtMa0VH++3g4IDVq1djzZo1ANqq0HZ2djh48CCee+45lRzHUGHIiJ89e/bAw8MDwcHB0NbWVom46OvSkVQqZTK0amtroaOjwwghVTW10sty9+/fh6+vr1rD9/qC/LTc8OHDGeEobzegScGPJSUluHfv3oD3I3XUXE6f3OkqR39yugaC8vJyFBYWKn0CTSqVgsvlMsIRAHNi76vIljdbVFVVQplwOBzk5OQ8JHzao2o/oZ5AV9NkMhkCAgJUJnx++uknrF27FsePH8f06dOV/hxA26qAoaEhYmNjERUVxdy+ePFi8Hg8HDt27KH7HDx4EK+99hocHR2Z1+Czzz7D2LFjAbQ5hnt4eCA9PR1+fn7M/aZNmwY/Pz98/fXXKjmWoYJmX6L0EIqikJaWhg8//BAGBgaYP38+FixYgEmTJintKowuwbu6uvZ66UhLS4vJyZL/Aqa/NOX7XpRxJSrf1xEUFDRoGlqHDRvGRCpYWFjA09OTqXKUlpYiNzdXYblnIJZtaNO6qqoqjB8/fsD7kfT19eHs7AxnZ2eFamNJSQn09PRgYWGB2tpaWFpaarwvDqCYfWVhYaHUx5Yf/ZYPyrx9+zZaW1sVGqZ7spQoEokUvGY0XfjQ1bSeuI2zWCyYmprC1NQUHh4eaGlpYd5bd+7cUXnumLzwUWXF5/Dhw3jvvfdw7NgxlQkfoG15XCqVPlTFtLOzQ0FBQYf3GTVqFPbv3w8fHx80NDTgiy++wKRJk5CbmwsnJydUVVUxj9H+MenfETpnyFR+gLYvowsXLiAuLg7Hjh0Dm81GeHg4FixYgMcee6xPDYgUReH+/fsoKirCmDFjlLq8QZeZORwOampqQFEUI4T6ut4uEomQmZkJiqLg5+ensU2XNLSo7EnPjPyUXUNDQ4+We5SJvKgMCAjQqIb29kilUjx48ABFRUUAwOQdaVIvhzz06P39+/fh7++vFO+p3jy3/FIibULZVZWDrqYZGhrC29tb417P9lRVVSEvLw/e3t79jlkRi8UKHjnK7hOSSqWMWWxAQIDKlhFjYmLw1ltvISYmBnPnzlXJc9BUVFTA0dERN27cwMSJE5nb165diytXruDmzZvdPoZYLMbo0aPx/PPPY/Pmzbhx4wYmT56MiooKhZaGZ555BiwWC0ePHlXJsQwVhkTlh0ZXVxfz5s3DvHnzsGfPHly5cgWxsbF4/fXXIRKJEB4ejqioKDz++OM9qhrIZDIUFhaiuroagYGBSv9CZrPZsLKygpWVFXMlyuFwkJeX16cMLXrpyNjYGOPGjdP4K9HeBn4aGBhg+PDhGD58OFpbWxkhdOfOHQWjQFVUuiQSCbKysiASiRAUFKTxzcJNTU24d+8e3NzcMHz4cCaoNj8/HxKJRKHKMdA9Ku2raequVLJYLBgbG8PY2Bju7u4KS4l0lYOuNpqYmKC1tRWpqamDwmUaaPPKys/PV9oyoo6ODuzt7WFvb6/QJ5Sfn9/vPiGZTIasrCyVC5/ExES8+eab+O2331QufAAwUUkcDkfhdg6H0+MLah0dHfj7+zMXNPT9OByOgvihzWsJXTOkKj+dIZVKce3aNcTFxSEhIQHNzc2YO3cuoqKiEBoa2uGVnVgsRnZ2NlpbW+Hn56fWqSN6uod2lxaJRAp9Lx19IfB4PGRkZCgsHWkq8v1Ifn5+/V7e6MhLiBaOyijJi0QipKenM/4iAy0WuoOupnWU0yUf4VJdXQ2BQMCcrFQRS9IdFEUhPz8fdXV1KouA6A/yrsm1tbXQ1taGRCKBubm5yrxmlElFRQUKCgrU0pvWkeUAXUGjs7S6QiaTITMzEyKRCAEBASrr7ztx4gSWLl2Kn376CQsXLlTJc3RESEgIgoOD8c033wBoO14XFxesWLGiw4bn9kilUowdOxbz5s3DV199xTQ8r1mzBqtXrwYANDY2wtbWljQ894BHQvzII5VK8ddffzFCqLa2FrNnz0ZkZCRmz54NY2NjFBYWYvHixVi/fj1mzZo1oCc7+guFFkItLS0KMRs6OjpMOOlAhFL2FplMxtj++/v7K/0qn24up6fstLW1O/QS6ikCgYDJkho3btyguMrvTU4Xn89nhGNPJ8eUhUwmU8hA0/TR3ObmZqSkpEBXV5eJ05FvmNY0UaxO4dMR7Zvxu+oTois+tEeSqoTP2bNn8fLLL+PHH39Uuzg4evQoFi9ejO+//x7BwcGIjo7G77//joKCAtjZ2WHRokVwdHTE1q1bAQCbNm3ChAkT4OnpCR6Ph88//xyJiYlITU3FmDFjALSNum/btk1h1D0rK4uMuveAR078yCOTyZCamorY2FgkJCTgwYMHmDx5Mm7duoWZM2di7969GtczQ19ZVVdXo7m5GQYGBmhpacHYsWM1dpSdRiKRIDMzE2KxWC3BrzKZjGkur66uBoBe9VQ1NjYiPT0d9vb2Gl9NA4CysjIUFRX1+WTX0clKfilRmcc/WAwBaZqbm5Gamophw4YxBnINDQ3MNBTtvUSf3Ad6WZSemPPz89OISc/2fUJsNlvBciAvLw8tLS0IDAxUmfC5fPkynn32WezevRsvv/zygHyed+3axZgc+vn5YefOnYyn0PTp0+Hq6oqDBw8CAN59913Ex8ejqqoKFhYWCAwMxKeffgp/f3/m8WiTwx9++AE8Hg9TpkzB7t27SRZZD3ikxY88MpkMO3bswPr16zFy5EgUFRXhiSeeQGRkJMLCwmBhYaFRJz/6qpn2EBIIBDA3N2fCRDVN9ctHawzE0hHdU0ULIYlEorCU2H75gg5TdXV1haurq0b97dsj3yzs5+enlJyu9j5VdOYYnYDdn9dDIpEgIyODacrXFPuCzqBzxZycnODh4dHhsXfkvUQLod7m2fUXupdOU4RPe9r7CbW2tkJLSwuenp6ws7NTiRC+du0annrqKURHR+OVV17R6M8zQT0Q8YO2k8fmzZvx5ZdfMg1weXl5TEUoLy8P06ZNQ1RUFMLDw2FtbT2gHx66+Va+H0koFCrkjZmamjJeQgPtktzc3Iz09PQBjdaQh+6pol8voVCosJRYV1eH3NzcQRGmSud0VVdXIyAgQCXNwvIJ2PJu3H2Z7qETuelgSk3vmaFtGGh39J7Q2trKVNC4XC4MDQ2Z95aq4yPu37+PO3fuqMQqQNnQOWhNTU2wtbUFl8vtdZ9QT0hOTsaCBQuwbds2LF++nAgfAgAifgC0jRsePXoUJ06cgLe3t8LvKIrCnTt3GCGUkZGByZMnIyoqChEREbCzs1Prh0koFCI9PR26urqdhpO2//LtT6p6f6mvr0dGRgacnZ07vWoeaOSXEpuamgAATk5OcHd3H/Dli64YiJwu+cwx2gW4u2Z8msE2Hs7j8ZCeng53d/c+R5dIJBKFhmnaa8jW1hYWFhZKfQ1oSw5/f3+lVP9UCV255vP5CgGw9NJrTU2NUoRjSkoKIiIisHHjRrz99tsa+f1DGBiI+AFQUFAAc3PzbhtE6aTxuLg4xMfH4++//8aECRMQGRmJyMhIODo6qvTD1dTUhPT0dFhbW8PLy6tHX5z0JBSHwwGXy4WBgQEjhFSVc0RDu8mOGjUKTk5OKnseZUBRFIqKivDgwQMMGzYMTU1NA+Il1FNoLxSRSDRgOV1dTY6173tpaWlBamoqzM3NNaL61x10oKoyhwjo5R5aOEqlUqVZDpSVleHu3buDQvhQFMVkI44fP77LiKCO+oRsbGxgaWnZbdUwIyMDYWFh+Oijj7BmzRoifAgKEPHTRyiKwoMHDxAfH4/4+Hhcv34dgYGBjBBSdp8IHaDp5ubW58emr0LpmA09PT1GCCm7HF9aWoq7d+8qxVRN1chkMuTn54PL5SIgIICpjnVUQaOF0EAG1dKRCiwWS6N6ZjqbHDM2NkZeXh4j2jX9JFRXV4fMzMxeB6r2Bvmw2pqaGvD5fIWG6d707NGu2AEBAWo1h+wLFEUhNzcXjY2NCAwM7LFo7yp3rCNH7pycHMydOxerVq3CRx99pPHvOYL6IeJHCVAUhaqqKiQkJCAuLg5Xr16Ft7c3I4RGjBjRrw/fgwcPUFhYqNRwUrqPgxZC/R0Jp6EN6yorK9Xu1NsX6KkjoVAIf3//Tk86HQXV0q+Xqvs45KGXjgwMDODt7a2xPTO0CWVlZSUaGhqgo6MDJycn2NnZqbzi2B9oj6TRo0erdXpSIBAwFaGGhgaYmpoqNEx39nqVlJSguLh40AifvLw88Hg8jB8/vs/Vyo78hOjl36eeegosFgtz587FsmXLsHHjRo19rxEGFiJ+lAxFUaitrcWxY8cQFxeHixcvYtSoUYiMjERUVBRGjx7d4w8jvRRTXl4OX19flTUwymQy1NXVMV8mLBaLObH3pi9BKpUiNzcXTU1N8Pf31zjDuvaIRCJkZGT0uoJCC0f69VJFPltH0J5Dg2XpiO6ZcXZ2hpGREWNCqaury/S99HdyTJnQy7T9TZLvLyKRSKHiSAttGxsbhSDk4uJilJSUIDAwcMAz5rpDXvgEBgYqdRpVKBQiJiYG+/btYxzuR48eja+++grBwcEa/zkhDAxE/KgQiqJQX1+PP/74A/Hx8Th37hxcXV0ZIdRV0yctJBobG+Hv76+2RmX5voTq6mpQFKUQs9HZ/orFYoXxZU33bWlpaWFS5PsTBSLvJUTns/Xk9eotTU1NSEtLGzSeQ/TSUfuemfbJ6vTkGG0UOFAnKjoCQtOWaSUSicKkHd33IpPJUFNTM2iED72sPH78eJXZcNy7dw/z58+Ht7c3jI2NcerUKRgaGmL+/PmIjIwccMNagmZBxI8aaWhowIkTJxAfH48zZ87A3t6eEUIBAQHMF39FRQX279+PWbNmDaiQ6Mwbx87OTiFvjBYS9BSPpi7F0DQ3NyMtLQ02NjZK7UFp/3qJxWIFIdTXL156Ym4weA4BQHV1NXJycuDl5dWlVQA9OUZXOXozOaZMaF+cgXJC7in061VUVISGhgaw2WyF10tTer/koSgKBQUFqKurU6nwKS0txZw5cxAeHo5vvvkGbDYbYrEYV69exbFjx3DlyhWkpKT06zX69ttvGYNCX19ffPPNNwgODu5w27179+Knn35CTk4OACAwMBCfffaZwvZLlizBoUOHFO43e/ZsnDlzps/7SOg5RPwMEM3NzTh9+jTi4uJw6tQpWFhYICIiAgEBAfj4448xZswYxMfHa8yVirw3DofDQWtrK6ytrWFqaorS0lLY2dkNimZWWki4uLjA3d1dZfvbfhKqo1iSnkD3oIwcOVLjJ+aAf+M1vL29YWtr2+P7yb9e8g3A9Oulqmk2ekpKGRlzqkbezDIgIAAsFot5f/H5fFhYWDBiWxNMTuWFjyqtGMrLyzF79myEhoZiz549KqkeHj16FIsWLcKePXsQEhKC6OhoxMTEoLCwsMP3+YsvvojJkydj0qRJ0NfXx/bt25GQkIDc3FymiX7JkiXgcDg4cOAAcz89PT2Nfx8OFYj40QAEAgHOnTuH7777DhcvXoS3tzeCg4OxYMECTJo0SWMEEA3dcFhSUoKqqiqwWCxYWVkx7tKaeAUK/FuRGAgh0dzczFQ4mpqaYGFhwfQJdXZip4XEQPeg9BRlVlDoBmD5yTH6xK6sXjK6WXiwjIffvXsX5eXlCAwMfMjMsqWlhXl/8Xg8ZjLRxsZmQBrMafPNmpoajB8/XmXCp6qqCnPmzMGkSZOwb98+lVWdQ0JCEBQUhF27dgFoq8I5Oztj5cqVPQ4ltbCwwK5du7Bo0SIAbeKHx+MhMTFRJftM6BrNOqs+ohgaGqKlpQV//vknvv76a7i6uiI+Ph4vvfQStLS0EB4ejgULFuCxxx7TCGHBYrGYq/Rx48bB1NQU1dXVKCsrQ15eHiwsLBghpCkmgfSJedy4cb2qSCgLY2NjGBsbw83NjTlRVVVVobCwEKampowQok/sdE6Xn5+fRi/F0MhPHSlDSBgaGjLLfPKWA0VFRf3OHKMoCsXFxSgrKxs0PTNFRUWoqKjoUPgAgIGBAVxcXODi4gKRSMQYKxYXF0NPT0+tDeb0xKeqhU91dTXCwsIwfvx4/PjjjyoTPiKRCKmpqfjwww+Z29hsNkJDQ5GcnNyjxxAIBBCLxQ/FjSQlJTGDJU888QQ+/fTTQfF5HwqQys8AQ1EUtm7dim3btuH333/HnDlzmN+JxWIkJSUhLi4OiYmJEIvFCA8PR2RkJB5//PEBM7YrLi5GaWkpfHx8HvqgtrS0MEtj9BU77SU0EKV4eqmgrKxMI5c22nsJGRkZQUdHh5mYGywViQcPHiAgIEDlQoK2HKCN73R0dHpl0dATIaFJyO/v+PHjez340D6aBIBCg7myBQPtiF9VVYXx48erbOKztrYWYWFhGDVqFH777TeVXhRWVFTA0dERN27cwMSJE5nb165diytXruDmzZvdPsabb76Js2fPIjc3l/kePHLkCAwNDeHm5oa7d+/io48+grGxMZKTkzW+b3IoQMTPACOVSvHWW29h+fLl8PX17XQ7iUSCP//8E7GxsUhMTERzczPmzZuHqKgozJgxQ23RBgUFBaitrYW/vz9MTEy63J62qudwOEzeWPsKhyqhew5qampUlnulTMRiMbKyssDj8QBgwLyEeoo6csW6ov3kGACFzLH2JxC6IsHhcBAYGKj2qJfeIi8klLG/8g35dKCovMN0fwcraKFWWVmpUuFTX1+P8PBwuLi4ICYmRuUDIf0VP9u2bcOOHTuQlJQEHx+fTre7d+8ePDw8cOHCBcyYMUNp+0/oGCJ+BiFSqRR//fUXkzdWV1eHOXPmIDIyErNnz1bJlzptBtjS0oKAgIBeV3FEIhHTw9HeLVlVYZx0dpC/v79GRVN0BJ3T1djYiICAAOjq6g6Il1Bv9jc/Px/19fVqyxXrio4m7aytrRkHYG1tbUa4BwYGarwHlbxQU4WQoCiKSaKvrq5WCBTtS5RLfytUPaWhoQERERGwsbFBQkKCWqrfIpEIhoaGiI2NRVRUFHP74sWLwePxcOzYsU7v+8UXX+DTTz/FhQsXMH78+G6fy8bGBp9++in+85//KGPXCV1AxM8gRyaTISUlhRFCFRUVmDlzJiIjIzF37lylLEO0trYiIyMDWlpa8PX17XeJmc4bo03vDAwMYGtrqzT338HmOSSf00ULH3m68l7qScaRsqHTuPl8fp+EsKqRdwCmJ6F0dXUhk8kGheu4fLOwuoQaXaWtrq5GfX0901dlY2MDExOTLj+T8s3YqhQ+TU1NiIqKgrGxMf744w+1Cu6QkBAEBwfjm2++AdD2GXBxccGKFSs6bXjesWMHtmzZgrNnz2LChAndPseDBw/g4uKCxMREREREKHX/CQ9DxM8QQiaTITMzkxFC9+7dw4wZMxAZGYmwsLA+NTvy+Xykp6fDzMwMY8eOVXrFgc4bo2MjdHV1GSHUl6UeOvVeX18fPj4+Gr92Tud0sdnsHglLiqLQ0NAADoczIN443Qk1TUMmkyEjIwNNTU3Q19dHU1OT2pdfe4O6pqS6oqO+KvmG6fbfAXTPlyp7qPh8PhYuXAg2m42TJ0+qfcny6NGjWLx4Mb7//nsEBwcjOjoav//+OwoKCmBnZ4dFixbB0dERW7duBQBs374d69evx+HDhzF58mTmcejBh+bmZmzcuBELFy6Evb097t69i7Vr16KpqQnZ2dkaMygylCHiZ4hC28nHxsYiPj4e+fn5mD59OqKiohAeHg4rK6tuhQWPx0NGRgYcHR3h6emp8p6TrmIjLCwsun1+Pp+PtLQ0WFpaYvTo0QO+NNQdtFDra05XR15ClpaWsLOzU0oPR3voihoA+Pv7a5wFQ3voCpVAIEBgYCB0dXU7bDCnT+zdVThUDd2jVltbO2DCpz10XxXdME1RlMJyYmlpKcrKyjB+/HiVCZ+WlhY8/fTTEIlEOH36dLe9hqpi165djMmhn58fdu7ciZCQEADA9OnT4erqioMHDwIAXF1dUVpa+tBjbNiwAZ988glaWloQFRWF9PR08Hg8ODg4YNasWdi8efOgsLUYChDx8whAN07SQigzMxNTpkxBZGQkIiIiYGdn99CXfklJCe7duwdPT0+4uLiofZ/lYyOqq6uZGAQ7O7sO88YaGhqQnp6uNqHWX1SR0yXfwyHvJdTblPCOEIlESEtLg66uLnx9fTW+okb3qNEVqo4qau2rjr2dHFMm8hEQmtBD1RF01ZEWjy0tLQAANzc3ODs7q6QKKBQK8fzzz6OhoQFnz57V+CVLwuCBiJ9HDHpUPS4uDvHx8bh16xYmTpyIiIgIREZGwtHREdu3b8f+/ftx+fJlxo10IKFt/ekTu1QqZYSQpaUluFwusrOzB0yo9RZ15HS1N73rz1KPUChEWloajIyMusyj0xSkUikyMjIglUrh7+/fox613k6OKRO6SltfX6/SCAhlQoeqDhs2DI2NjSoxohSJRHjppZdQWVmJCxcuaJxNBWFwQ8TPIwxFUbh//z7i4+ORkJCAP//8E15eXigrK8PXX3+NZ599VuMqKPTVJ+0lJBKJmOZDT09Pja9IDEROl3xKeF1dXa9MAltaWpCamgoLC4tBsZQokUiQnp4OFosFPz+/Pi3NdTc5pkxPGYqikJubi4aGBqWnnauKkpISJk2eXoISCoVMFY3L5cLQ0JCpOvald08sFmPx4sUoLi7GpUuXiPEfQekQ8UMA0Pbl9cILL+Dq1avw9fXF1atX4ePjg8jISERGRmrcUhJdwSopKYGNjQ0aGxshFAo1OuhRE3K66GZWeqlHT0+PEUJmZmYKf2M6ANbW1hajRo3SqL9/R4jFYqSlpUFHR0dpS3MdTY4pK3NMXviMHz9+UDS5lpaW4t69e106Y9PLiXTDtJaWFlMR6mjJuqP7v/baa8jNzcXly5cHxJGdMPQh4ocAHo+HJ598Eo2NjThx4gTs7OxQW1uLhIQExMfH49KlS/Dy8mKE0OjRowe8MfT27duoqqqCv78/TE1NGd8SegqKz+crBIkO9FSSJuZ0ddRgTp+ktLS0kJGRAScnJ3h4eGi88KF7kugpP1VVqAQCAVNFa2ho6PNyIu3r1NTUhMDAwEEhfOgQ2N5EgsjbNNTU1EAqlT7kvySPVCrF8uXLkZKSgsuXL2PYsGGqOBQCYeiIny1btuDkyZPIyMiArq4u45LbFRRFYcOGDdi7dy94PB4mT56M7777DiNGjGC24XK5WLlyJY4fPw42m42FCxfi66+/1ni34N4wc+ZM6Ojo4Pfff3/ouCiKQn19Pf744w/ExcXh/PnzcHNzQ2RkJKKiojBu3Di1LoXIZDLk5OQwZoCdnXAEAgEjhHoaJKoq6JwuZQR+qgr5kxSHw4FYLIaJiQk8PDwGxEuoN7S2tiI1NRXGxsZqfT/2dXKMfg83NzcPOuETEBDQ56ZjiqLQ2NjIvGYCgQBsNhtpaWl4+umn4eTkhJUrV+LPP/9EUlLSgFVHCY8GQ0b8bNiwAebm5njw4AH27dvXI/Gzfft2bN26FYcOHYKbmxvWrVuH7Oxs5OXlMWvvc+fORWVlJb7//nuIxWIsXboUQUFBOHz4sIqPSH0UFRVh+PDhPVomamhowIkTJxAXF4ezZ89i2LBhjBDy9/dX6YlHIpEgMzMTYrG4Vx4zdN4YfbVuZmbGCCFVTtXI514NBnM9AKirq0NGRgacnZ0BtIVHikQitXoJ9QahUIjU1FSYmZkpbWquL3Q2OWZjY6PgjUMLHz6fz4zfazr3799HUVFRv4RPR/D5fNy4cQPr1q1Dbm4uhg8fjvr6esTGxpJ4B4LKGTLih+bgwYN45513uhU/FEXBwcEBq1evxpo1awC0ndjt7Oxw8OBBPPfcc8jPz8eYMWNw69Ytxpr8zJkzmDdvHh48eAAHBwdVH45G09zcjFOnTiEuLg6nT5+GpaUlIiIiEBUVhaCgIKVWC1pbW5Gens70c/T1BNza2soIofr6epiYmDBCSJnGaYMtVwwAOBwOcnJyMGbMGGa5oaOeF01ZTqSbsWlfJ01ZmpPJZEyYaHV1NQAwyzyVlZVoaWkZNMLnwYMHuH37NgICAlQWsiuTybB69WpcuXIFDg4OuHHjBlxdXREVFYXIyEiEhIRofKM9YfDxyL6jiouLUVVVhdDQUOY2MzMzhISEIDk5GQCQnJwMc3NzhUyW0NBQsNnsHiX5DnWMjY3xzDPP4OjRo6iqqsL//vc/1NfXY+HChRg9ejRWr16Na9euQSKR9Ot5BAIBbt26BSMjo36b6+np6cHZ2RmBgYGYOnUqnJycwOPxkJycjOTkZNy9exfNzc3ozzUBba7H5XIRFBQ0KIRPRUUFcnNz4ePjo9BnwWKxmOWviRMnYuLEiUyF9erVq0hJSUFZWRmEQqFa95fP5+PWrVuwtrbWKOEDAGw2GzY2NhgzZgymTZvGiPWcnBzU1NRAX18fdXV1EIvFA72rXUILH39/f5UKn/Xr1+P48eP4448/cOnSJdTW1mLLli2oqKhAWFgYjhw50u/n+fbbb+Hq6gp9fX2EhITg77//7nL7mJgYeHl5QV9fH97e3jh16pTC7ymKwvr16zFs2DAYGBggNDQUd+7c6fd+EtSH5tSv1UxVVRUAPNR8amdnx/yuqqrqoUkDbW1tWFpaMtsQ2jA0NMSCBQuwYMECCIVCXLhwAfHx8XjhhRegra2N+fPnY8GCBZgyZUqvprAaGxuRnp6uEk8cXV1dODo6wtHRUWEKqqSkhElUt7Oz65Xzr3z8Q1BQ0KC4ur9//z7u3LkDPz8/WFpadrmtkZER3Nzc4ObmBqFQyFSEbt++rbIqWnuam5uRmpoKBwcHjZtCbA+LxYKZmRlKSkpgaGgILy8vcLlclJSUIDc3F5aWlkyfkCb1/pSXlzPCR1X+OhRFYcuWLfj1119x+fJljBw5EkDbRdXChQuxcOFCiMViyGSyfj3P0aNHsWrVKuzZswchISGIjo7G7NmzUVhY2OEk2Y0bN/D8889j69atCA8Px+HDhxEVFYW0tDSMGzcOQFtu186dOxVaJmbPnq3QMkHQbDR62euDDz7A9u3bu9wmPz8fXl5ezM89Xfa6ceMGJk+ejIqKCoUr3WeeeQYsFgtHjx7FZ599hkOHDqGwsFDhvra2tti4cSOWL1/e+4N6xBCLxUhKSkJsbCwSExMhlUoRHh6OyMhITJ8+vcsv/Lq6OmRmZsLd3R2urq5q22epVMoIoZqaGqZ/w87O7qFxcHnkc7r66jGjbmi7gP5e3ffHS6g3NDU1ITU1Fc7OznB3d9do4QN07TTd2eSYjY2N2rOr5KmoqEBBQUGPxHBfoSgKO3bswO7du3Hp0iV4e3ur5HmAtlDSoKAg7Nq1C0BbtcnZ2RkrV67sMJT02WefBZ/Px4kTJ5jbJkyYAD8/P+zZs6dHLRMEzUejv51Xr16NJUuWdLmNu7t7nx7b3t4eQFufg7z44XA48PPzY7ah1+xpJBIJuFwuc39C1+jo6GDmzJmYOXMmvv32W/z555+IiYnBihUrwOfzERYWhsjISMyYMUOh+fjnn3+GsbExQkJC1N5bpaWlBTs7O9jZ2Sk4/6anpyvkjck3svY3p0vdUBSFoqIiVFRUYPz48f3OS5Kvosk3/966dYsJq+3IS6g3NDQ0IC0tDa6urnBzc+vX/qoDugookUg6jNgwNDTE8OHDMXz4cIhEIkZsFxUVMSaB6s4cq6ysVIvw+frrr/HNN9/gwoULKhU+IpEIqamp+PDDD5nb2Gw2QkNDmfaG9iQnJ2PVqlUKt82ePRuJiYkAum+ZIOJncKDR4sfGxgY2NjYqeWw3NzfY29vj4sWLjNhpbGzEzZs3mYrOxIkTwePxkJqaisDAQADApUuXIJPJmEA7Qs/R1tbG9OnTMX36dOzcuRPJycmIjY3F2rVrweVyMWfOHERGRiIjIwPffvstfvrppwFvKqe9b2xsbDB69GjU19eDw+EgOzsbFEUxJ/S7d+/CyspqULggtw/QVHaVQVtbG/b29rC3t1cQjxkZGWCxWAphtT19rXg8HtLT0+Hh4TEoIkzkhU9PIjZ0dXXh5OQEJycnBfGYkpLSbaq6sqisrER+fj58fX1VKnx2796Nzz//HGfPnkVAQIBKnoemtrYWUqm0w/aGgoKCDu9TVVXVbTsEfVtn2xA0H40WP72hrKwMXC4XZWVlTLYPAHh6ejINp15eXti6dSsWLFgAFouFd955B59++ilGjBjBrNs6ODggKioKADB69GjMmTMHr7/+Ovbs2QOxWIwVK1bgueeeG/CT8mBHS0sLU6ZMwZQpU/DVV1/h1q1bTEWotbUVM2fORHNzM5qamgYsxbk9bDYbVlZWsLKyYiIQHjx4gLy8PLBYLMhkMtTW1sLKykpjKz8ymQx5eXng8XhqSQ6XF4/yXkK5ublMRputrW2XrxmXy0VGRsaAOmP3BvlssYCAgF4vf8qLR/mAX1pw06+nMt9nVVVVjPBRlRcVRVH48ccf8emnn+LUqVMIDg5WyfMQCD1hyIif9evX49ChQ8zP/v7+AIDLly9j+vTpAIDCwkI0NDQw26xduxZ8Ph9vvPEGeDwepkyZgjNnzig0rP36669YsWIFZsyYwZgc7ty5Uz0H9YjAZrMREBCA3bt3w9zcHF999RVSUlKwfft2LF++HDNmzEBkZCTCwsL6tWyiTOh9qK2tZYwA6cZfTfXFkclkyMrKQktLC4KCgtTeYCsvHr28vJiMNvo1kx+hp1+z2tpaZGVlwcvLa1BccNDCRyaT9Un4tIfNZsPa2hrW1tYKuXbtX7P+xLlwOBzk5uaqXPgcOnQI69atw/HjxzF58mSVPE97rK2toaWlBQ6Ho3A7h8PptHXB3t6+y+170jJB0Hw0uuF5MNFbJ+iSkpJO+xZ+//13PP300wDQ4Yn+t99+G1Lrynw+H08//TQqKipw+vRpBY+Z3NxcxMbGIj4+HgUFBXj88ccRFRWFsLAwWFlZDZgQ6iyni/bFod2lW1paFE7qA5U31pekc3XRmZeQvr4+ysvLMW7cuEHRYyeVSpGeng6KovptydAd8q9ZTU0NmpubGRdzGxubHk8c0d5OPj4+KmsxoCgKhw8fxqpVq5CYmKh2A8OQkBAEBwfjm2++AQAmCHnFihWdNjwLBAIcP36cuW3SpEnw8fFRaHhes2YNVq9eDaCtZcLW1pY0PA8iiPhREr11gpZKpaipqVG47YcffsDnn3+OyspKRjSxWCwcOHAAc+bMYbYzNzcfUuOUN27cwKZNm3D06NFOHWTpPK+4uDjEx8cjMzMTjz32GCIjIxEREQFbW1u1CaGKigrk5+f3KKdL/qTe3NzMhGLa2tqqbQx+sE2hCQQC3L17l+mfkI8m0dT3vXyavL+/v9qXPdu7mJuamjJLip31dNFLaaoUPkCbZ85bb72F2NhYhe8xdXH06FEsXrwY33//PYKDgxEdHY3ff/8dBQUFsLOzw6JFi+Do6IitW7cCaPs+mjZtGrZt28b4DH322WcKo+7bt2/Htm3bFEbds7KyyKj7IIKIHyWgLCdof39/BAQEYN++fcxtLBYLCQkJTB/SUIWiqB6LF4qicO/ePcTFxSEhIQG3bt3CpEmTEBERgcjISDg4OKhMCPUnp0sgEDAnqMbGRpibm6v8pE4Hfurp6cHHx0dje5HkoUetfXx8YGxszIyDq9KRuz/QwocWlwP9GsvbDnC5XBgYGDAVIVNTU7BYLNTU1CArKwve3t4qTU1PTEzE66+/jiNHjmD+/Pkqe57u2LVrFz7//HNUVVXBz88PO3fuZIZWpk+fDldXVxw8eJDZPiYmBv/9739RUlKCESNGYMeOHZg3bx7zezoX8ocffmBaJnbv3s14FRE0HyJ+lMD+/fuxevVq1NfXM7dJJBLo6+sjJiYGCxYs6PYxUlNTMX78eFy/fh2TJk1ibmexWHBwcEBrayvc3d2xbNkyLF26VCP6XjQBiqJw//59RgjduHEDQUFBTMyGi4uLUl4rZed0yRsE8ng8xuPFzs5OaU3IdO6ViYmJ2gNo+wrtKtzRqLVIJEJtbS04HI7CSV3d4+Dy0FU1LS0tjRA+7ZFIJKirq2Myx7S1tWFsbIy6ujqVLyeeOHECS5cuxc8//4wnn3xSZc9DIPQFIn6UgDLMEN98800kJSUhLy9P4fbNmzfjiSeegKGhIc6dO4cNGzZgx44dePvtt5V6DEMBiqJQUVGBhIQExMfH49q1a/Dx8WEygjw8PPp0glR1Thft8UJfqRsbG8POzq5f1Q2BQIDU1FRm/H4wiGU6OdzPz69bV+HOgkS7M6JUJrTw0dbWhq+vr8YJn/bIZDKUlJTg7t270NbWBovFYhrzlT2hePbsWbz88svYt28fnn32WaU9LoGgLIj46YKeOkzHx8f3S/y0tLRg2LBhWLduHdNA1xnr16/HgQMHcP/+/Z4dxCMKRVGoqalBYmIi4uLicPnyZXh5eTFCyMvLq0cnSDqFu6mpCQEBASofDReLxaipqVGobtBCqKdOyXT8w7BhwzBixIhBIXxop+m+JIfLewnV1NSAxWLBxsYGdnZ2vfIS6g1isRhpaWnQ1dUdNMuJ9OTcmDFjYGdnx0yOVVdXo7W1VWFCsT8N8ZcvX8azzz6L7777Di+99NKgeP8RHj2I+OmCmpoa1NXVdbmNu7s7fvnll34te/3888949dVXUV5e3m3j4cmTJxEeHg6hUKhRWUCaDEVRqK+vx7FjxxAXF4cLFy7A3d0dkZGRiIqKwtixYzs8QcrndAUEBKg9p4uubnA4HNTW1kJPT48RQnTvRnsaGhqQnp4OFxcXuLm5afyJh+7fun//PgIDA/vt6SSTycDj8ZiTek+9hHqDWCxGamoq9PT04OvrOyiWE+momNGjRyuMZwPKmxwDgGvXruGpp55CdHQ0XnnlFY1//xEeXYj4UQJ0w3NKSgrjBH3u3DnMmTOnRw3P06dPh7W1NWJjY7t9ri1btuDLL78El8tVyr4/ijQ0NOD48eOIj4/HmTNn4OjoyAghPz8/sNlsVFdXY8mSJXj77bcRGho64BNSUqkUdXV1jBDS1tZWiNlgsVjgcrlMFtrw4cMHdH97gnzERmBgoNKXEymKQmNjI6qrq8HhcJRS3aAbyPX19eHj4zMohA9tEtmR8OkIenKspqaG6UfrbnIMaIuFWLBgAbZv345ly5YR4UPQaIj4URJz584Fh8NhnKCXLl2K8ePHM6Pu5eXlmDFjBn766ScFZ9OioiKMHDkSp06demgM9Pjx4+BwOJgwYQL09fVx/vx5rFmzBmvWrMHGjRvVenxDlaamJpw6dQrx8fE4deoUrK2tMXPmTJw9exaurq6IjY3VmKkiGplMxjSx0ss8JiYmqK+vx6hRowaFCzJFUSgsLER1dTUCAwNV/hpTFAU+n8/4L/H5/F7bDtA5UYaGhvD29h5UwqevJpGdTY5ZWVnBzMyMeQ1SUlIQERGBjRs34u233ybCh6DxEPGjJLhcLlasWKFgcrhz507mapY2NZR3nAaAjz76CL/88gtKSkoe+jI9c+YMPvzwQxQVFYGiKHh6emL58uV4/fXXB8UX72BDIBDgwIEDeP/995kIi/DwcERFRWHixIka2dchk8lQXFyMe/fuMU2s8ss8mvg+oSgK+fn5qKurU0vERke0tx0wMzODnZ0dbGxsOtyfwSh86uvrkZ6ejlGjRsHR0bHfjyc/OXbmzBns2rULM2bMQHBwMDZt2oSPP/4Ya9asIcLnH3766Se8++67qKioUGhRiIqKgomJCX7++ecB3DsCET8Ewj+kp6djzpw5WLx4MTZu3IiLFy8iLi4Of/zxB3R0dDB//nwsWLAAkydP1hiH5PLychQWFsLb2xvW1tZoaGhgqhsSiURhmUcTxBudLdbQ0IDAwECNMIQTCoUKXkLtp+1aW1uRmpoKY2PjQWMZoGzh0x6hUIgTJ07g999/R1JSEmQyGZ555hksWLAAs2bNGhBBq2nQgyx79+5lHPurq6vh6OiIc+fO4fHHHx/gPXy00fxPMaFHcLlcvPjiizA1NYW5uTleffVVNDc3d3mf6dOng8ViKfxbtmyZwjZlZWUICwuDoaEhbG1t8d5770EikajyUAaEa9eu4fHHH8fq1auxY8cOGBgYIDw8HAcOHEBVVRV++uknsFgsLF26FB4eHnjzzTdx7tw5iESiAdvn0tJSFBYWws/PDzY2NmCxWDA3N8eoUaMwZcoUBAQEQF9fH0VFRUhKSkJmZiYqKysH7O9HT841NjZi/PjxGiF8AEBfXx/Ozs4IDAzE1KlT4eLigoaGBvz111+4fv06kpOToa+v32ljvKbB4/GQnp6OkSNHqkT4AGBej7///hurVq3C+fPnYWNjg9WrV8Pa2hpPPvkk0tLSVPLcvf2uo6OHRo0aBQMDA7i4uODtt99WyHkE8NB3IYvFwpEjR/q8nwYGBnjhhRdw4MAB5rZffvkFLi4uCtV/wsBAKj9DhN7GawBt4mfkyJHYtGkTc5uhoSFMTU0BtDXZ+vn5wd7enondWLRoEV5//XV89tlnKj8mdXLr1i1kZ2fjlVde6XI7iUSCa9euISYmBseOHYNAIEBYWBgiIiIQGhqqlhM6RVEoLi5GWVlZjwwXO8vOopd51FHFokNVhULhgEzO9QWBQICUlBSwWCyIxWLGS0i+yVzToIWPp6cnnJ2dVfY8t2/fxty5c7F48WJs3bqVeS3oPL6EhARERkbCx8dH6c/d2++6nJwcbNiwAUuWLMGYMWNQWlqKZcuWwcfHR2HIRBVRQunp6QgKCkJpaSkcHR3h4+ODp59+GuvWrevzYxKUAxE/Q4C+xmtMnz4dfn5+iI6O7vD3p0+fRnh4OCoqKpgMqz179uD9999HTU3NoDiBqRKpVIobN24w7tI8Hg+zZ89GVFQUZs2aBUNDQ6U/J0VRuHPnDiorK/s8IcXn85kJKHqsmRZCqrBPoC0DxGIxAgICNGbJsCtod2wzMzOMHTsWFEU91GRO91ZZWlpqREWooaEBaWlpKhc+9+7dw5w5c/DMM8/giy++UOuxKytKKCYmBi+99BL4fD4zyamqKKHAwEA89dRTmDVrFoKDg1FSUqLSvw+hZwz8J5bQb5KTk2Fubs58GQBAaGgo2Gw2bt682eV9f/31V1hbW2PcuHH48MMPIRAIFB7X29tbIbxz9uzZaGxsRG5urvIPZJChpaWFxx57DNHR0SguLsbZs2cxfPhwrF+/Hq6urnjxxRcRExODpqYmpTwf3SjM4XAQFBTU59FwIyMjuLm5YcKECZg8eTKsra1RUVGBa9eu4datWygrK4NQKFTKPtO5V1KpFIGBgYNG+KSkpMDc3Bxjx44Fi8UCm82GjY0Nxo4di6lTpzJNz3l5ebhy5Qqys7PB4XAglUoHZJ9p4ePh4aHSE2tpaSnCwsIQFRWlduED9O+7Th46/LW9hcVbb70Fa2trBAcHY//+/VBGbeC1117DwYMHceDAAYSGhhLhoyFodrwzoUdUVVU9FE6ora0NS0tLJhm7I1544QUMHz4cDg4OyMrKwvvvv4/CwkLEx8czj9s+tZz+uavHfRRhs9mYMGECJkyYgO3btyMjIwOxsbHYunUrli1bhtDQUERGRmLevHl9il+Qd5oOCgpS2vKagYEBhg8fjuHDhzONvxwOB7dv34aJiQnT+NuXKpZYLEZGRgbYbPaAJJ33BVr4WFpadhoLwmazYWlpCUtLS4waNYrxEioqKkJOTo7SnJJ7SmNjI9LS0uDu7g4XFxeVPU95eTnCwsIwZ84c7Ny5c0CqXX39rpOntrYWmzdvxhtvvKFw+6ZNmxSihN588000Nzf3O0rohRdewJo1a7B371789NNP/XosgvIg4keD6Wm8Rl+R//B7e3tj2LBhmDFjBu7evQsPD48+P+6jDpvNRkBAAAICArBlyxbk5OQgNjYWO3fuxFtvvYXHH38cUVFRCAsLg6WlZbdCSCqVIisrC62trQgKClLZciPd+Ovs7Mz4u3A4HBQVFcHIyEghZqM76PgHHR2dQZF7BbRN56SmpnYpfNrDYrFgZmYGMzMzeHp6MkuKpaWlyM3NZbyEVLWk2NTUhLS0NLi5uanU2LKqqgrz5s3DtGnTsHv3bqULH1V/19E0NjYiLCwMY8aMwSeffKLwO/k+HH9/f/D5fHz++ef9Fj9mZmZYuHAhTp48qfQlNULfIeJHg1m9ejWWLFnS5Tbu7u6wt7dHdXW1wu0SiQRcLrdXqc0hISEA2owXPTw8YG9vj7///lthGw6HAwAqTYMeSrBYLHh7e8Pb2xuffPIJCgsLERcXh71792LlypWYOnUqIiMjMX/+fNja2j50wm1tbUV2djZkMplal410dXXh6OgIR0dHiMViJmajuLi42zR12hPHwMBg0Lggt7S0ICUlBdbW1j3OfWsPi8WCsbExjI2N4e7uzjglV1ZWoqCgAGZmZszrpoxR8KamJqSmpmL48OFwdXXt9+N1RnV1NcLCwhAcHIy9e/eqRMiq47uuqakJc+bMgYmJCRISErr9LIWEhGDz5s1obW3tt3AtLy/Hiy++SCKJNAjS8DwE6G+8Bs3169cxZcoUZGZmwsfHh2l4rqysZErNP/zwA9577z1UV1eTD3I/oDOtYmNjkZCQgNTUVEycOBGRkZGIiIiAg4MDampqEB4ejldeeQWvvfbagEdsAP8a3dExG7q6uswJ3czMjBE+g8kTRyAQIDU1FTY2Nhg1apRKprhaW1uZaTvaS4h+3frSu9Xc3IyUlBQMHz4cbm5uSt9fmtraWoSFhcHLywuHDx8e8J6tvn7XNTY2Yvbs2dDT08OpU6d6tIyrjCih+vp6JCUl4amnnkJeXh5GjRrV58ciKBcifoYIvY3XuHv3Lg4fPox58+bBysoKWVlZePfdd+Hk5IQrV64A+HfU3cHBATt27EBVVRVefvllvPbaa0Nu1H0goSgKZWVliI+PR3x8PJKTk+Hn54fq6mo4OzsjISFB6blXyoDOG6MnoNhsNqRSKczMzODv7z9ohE9KSgrs7OwwcuRItYyvi8VixlSxrq4O+vr6jBDqLLBWHlr4uLi4wN3dXWX7WV9fj/DwcLi4uCAmJkZjpjt7+13X2NiIWbNmQSAQICEhQSFKxcbGBlpaWiqLEnJ1dUV9fT3WrVuHNWvW9PvYCcqDiJ8hQm/jNe7fv4+XXnoJOTk54PP5cHZ2xoIFC/Df//6X8fkB2qY7li9fjqSkJBgZGWHx4sXYtm2bRlQhhiIUReHWrVsIDw+HoaEhKisr4e3tjaioKERGRsLd3V0j/WX4fD5u3boFHR0diMViZhTczs4OFhYWGimE+Hw+UlNT1Sp82iOVSlFbW4vq6upOA2vlaW5uRmpqKpycnFTal9fQ0MAsxSYkJGhUlbe333VJSUmduikXFxfD1dWVRAk9ghDxQyBoELdv30ZoaCjCwsKwa9cu1NbWIjExEXFxcUhKSsLo0aMZIaSqJZre0l5EAG1VA3qZRyqVMkLI0tJSI5qf+Xw+UlJSMGzYMIwYMUIjXkeZTAYul8u8bgAYIWRpacn0JTk6OsLDw0Nl+9zU1ISoqCgYGxvj+PHjGuPETSAoEyJ+CEqBtpCXvxr7+uuvO12u4XK52LBhA86dO4eysjLY2NggKioKmzdvVnAs7ugL/rfffsNzzz2nsmMZKAoLCzF16lQsWbIE27ZtUzh2iqLA5XJx7NgxxMfH48KFC/Dw8EBkZCSioqIwZsyYAblCpSsRDg4O8PT0fOjvRVEUGhoaGFNFsVgMa2tr2NnZDVjeWHf7rAlQFAUej8cIIbFYDIqiYGVlhXHjxqms8srn87Fw4UKw2WycPHlSYYmIQBhKEPFDUAqDyXJeU+Hz+YiNjcXixYu73ZbH4+H48eOIj4/H2bNn4eTkxAghX19ftQgh2l/GxcUFbm5u3YoIiqLQ1NTECCGhUMjEbKjLE4cWPqqunsshMgsAACKnSURBVCgTeknR0NAQYrGYed3oEXplvW4tLS14+umnIRKJcPr0aZiYmCjlcQkETYSIH0K/GYyW80OJpqYmnDp1CnFxcTh9+jSsra0RERGBBQsWYPz48SoRQrSjsJubW5/HrOm8MQ6HAz6fD0tLSyZmQxXNtXSjsLOzs8b2TrWHbsi2t7dnlufkc9roeBJ6eayvvTlCoRDPP/88GhoacPbs2W7z4giEwQ4RP4R+s3//fqxevRr19fXMbRKJBPr6+oiJicGCBQt69Dg//vgjPvzwQ9TU1DC3sVgsODg4oLW1Fe7u7li2bBmWLl06KE5cA4FAIMCZM2cQFxeHkydPwsTEBBEREYiKisKECROUssxUX1+PjIwMeHh4KM1RWCAQMEKoqalJKSd0eWhPHGdn50Fj4En3+Nja2nbakE17CVVXV6OhoaFPXkIikQgvvfQSqqqqcP78eVhYWCj7UAgEjYOM7BD6zWC0nB+qGBoa4sknn8STTz4JoVCI8+fPIy4uDs8++yz09PQwf/58LFiwAJMnT+5T30hdXR0yMzMxcuRIODk5KXW/XV1d4erqCqFQiOrqalRVVaGwsLDf5oC08FH1aLgyoYWPjY1Nl5No8vEkra2tzAj9nTt3FLyEjIyMOnwMsViMJUuW4P79+7h06RIRPoRHBlL5IXRKTy3n4+PjcejQIRQWFir8ztbWFhs3bsTy5cu7fIzGxkbMnDkTlpaW+OOPP7rsYVi/fj0OHDiA+/fv9/xACBCJRLh8+TJiY2Nx7NgxUBSF8PBwREVFYdq0aT1aZqqpqUF2dja8vLx6vJTZX9qbA5qYmCic0LujsbERqampcHV1VakZoDKRFz59neijXbnpEXraS0hbWxvDhw8Hm82GRCLBq6++ivz8fFy6dOmhCxgCYShDxA+hU2pqalBXV9flNu7u7vjll1/6vOzV1NSE2bNnw9DQECdOnOi2kfnkyZMIDw+HUCjUKO+RwYREIsHVq1cRGxuLxMREtLS0IDw8HJGRkXjiiSc6/BuUl5ejoKAA48aNeyjsVl3QeWO0OaCRkRFsbW1hZ2fXYWVDGX1J6oYOVrWysupzzEZ75L2EVq5cieLiYsyYMQMCgQC3b99GUlISiashPHIQ8UPoN4PNcp7wL1KpFNevX0dcXBwSEhLQ0NCAOXPmICoqCjNnzoShoSH27t2Lr7/+GufOnVNbxac7JBIJI4TkKxu0S7J80rkqAz+VSU8S5ZXxHMePH8f333/PxJAsWLAATz75JGbMmEEuKAiPDMS6ktBvRo8ejTlz5uD111/H33//jevXr2PFihV47rnnmJNleXk5vLy8mKBU2nKez+dj3759aGxsRFVVFaqqqiCVSgEAx48fx48//oicnBwUFRXhu+++w2effYaVK1cO2LEONbS0tDB16lR8/fXXKCkpwdmzZ+Hs7Iz//ve/cHV1RXh4OD744AN89NFHGiN8gLaesmHDhsHX1xfTp0+Hp6cnhEIhUlNTcfXqVdy6dQvDhg1TWkO2qqH3XZXCB2gLrL1+/ToqKyuRn5+PxMREmJiYYPny5bCxscHzzz+P1tZWlTw3l8vFiy++CFNTU5ibm+PVV19Fc3Nzl/eZPn06WCyWwr9ly5YpbFNWVoawsDAYGhrC1tYW7733HiQSiUqOgTB0IJUfglIglvNDC5lMhv/+97/48ssv4eXlxThPR0VFYd68eT3KoBoIuFwu0tPTYWxsjJaWFrBYLGZpzNzcXCPfN62trUhJSYG5uTnGjBmjstdVJpPhgw8+wB9//IHLly8rTL1RFIX09HRcuXIF7777rkqev7deYECb+Bk5ciQ2bdrE3GZoaMhE8ND5g/b29vj8889RWVmJRYsW4fXXXyf5g4QuIeKHQCA8RHR0NDZs2IBTp05h0qRJyMnJQUxMDBISEnD79m088cQTiIyMRHh4OCwsLDRCCNXX1yM9PR0jRoyAs7MzZDKZQswGRVEKMRuaIIRaW1uRmpoKU1NTjB07VqXCZ/369Th69CguX77MxJCoi756gU2fPh1+fn6Ijo7u8PenT59GeHg4KioqmF60PXv24P3330dNTY3GhLESNI+B//QTCH3k22+/haurK/T19RESEsIsqXVGTEwMvLy8oK+vD29vb5w6dUrh9xRFYf369Rg2bBgMDAwQGhqKO3fuqPIQNJKvvvoKmzZtwoULFzB58mSwWCx4e3tj06ZNyMrKQkZGBiZNmoQffvgB7u7uiIyMxL59+xiBMRDQwmfkyJFwdnYGALDZbFhZWWH06NGYOnUqfH19oa2tjfz8fFy5cgU5OTlM9thAIBKJ1CJ8KIrCli1bcPjwYZw/f17twgcAkpOTYW5uzggfAAgNDQWbzcbNmze7vO+vv/4Ka2trjBs3Dh9++CEEAoHC43p7eys04c+ePRuNjY3Izc1V/oEQhgxE/BAGJUePHsWqVauwYcMGpKWlwdfXF7Nnz2YCIdtz48YNPP/883j11VeRnp6OqKgoREVFIScnh9lmx44d2LlzJ/bs2YObN2/CyMgIs2fPhlAoVNdhaQQhISG4fPkygoKCHvodi8XC6NGjsW7dOqSmpiIvLw8zZ87EL7/8ghEjRmDevHnYs2cPKioq1CaE6KWurryHWCwWLCwsMGrUKEyZMgUBAQHQ09PD7du3ceXKFWRlZaGqqkptvSK08DExMVG58NmxYwd+/PFHnD9/HmPGjFHJ83RHX73AXnjhBfzyyy+4fPkyPvzwQ/z888946aWXFB63/fQh/XNPPcYIjyZk2YswKAkJCUFQUBB27doFoK2s7+zsjJUrV+KDDz54aPtnn30WfD4fJ06cYG6bMGEC/Pz8sGfPHlAUBQcHB6xevRpr1qwB0DYqbWdnh4MHDw7JIFVlQlEUysrKEBcXh/j4ePz1118IDg5GZGQkIiMj4ezsrJITPG26OGrUKDg6OvZpv5ubm8HhcFBdXY2WlhaFmA1V5I3RwsfIyAjjxo1T2fIbRVGIjo7Gl19+iYsXL8Lf31/pz6EuLzCaS5cuYcaMGSgqKoKHhwfeeOMNlJaW4uzZs8w2AoEARkZGOHXqFObOndv7gyI8EpDKD2HQQZ88QkNDmdvYbDZCQ0ORnJzc4X2Sk5MVtgfayuP09sXFxaiqqlLYxszMDCEhIZ0+JuFfWCwWhg8fjlWrVuHatWsoLS3F888/jzNnzsDb2xvTp0/H//73P9y7d09pFSFa+Hh5efVJ+ND7bWJiAk9PT0yaNAkTJkyAmZkZysrKcOXKFaSlpeHBgwcQiURK2WexWIy0tDQYGhqqXPh8++23+OKLL3DmzBmVCB8AWL16NfLz87v85+7uDnt7+4eqshKJBFwut1ceQyEhIQCAoqIiAIC9vT04HI7CNvTPxLuI0BUk3oIw6KitrYVUKu2w3F1QUNDhfTorj9Olcfq/XW1D6BksFguOjo5YuXIlVqxYAQ6Hg8TERMTHx2Pjxo0YM2YMoqKiEBkZ2WV0Q1fU1tYiKysLo0ePxrBhw5S270ZGRnB3d4e7uzuTN1ZRUYGCggKYm5szXkLdmXF2hFgsRmpqKgwMDODt7a1S4bN3715s2bIFp0+fRnBwsEqeBwBsbGxgY2PT7XYTJ04Ej8dDamoq4wV26dIlyGQyRtD0hIyMDABg/uYTJ07Eli1bUF1dzSyrnT9/HqampgO2xEcYHJDKD4FAUBksFgv29vZYtmwZzp49i8rKSrz99tu4desWJkyYgJCQEGzZsgW5ubmQyWQ9esza2lpkZmYqXfi0h84bCw4OxpQpU2Bra4vq6mr8+eef+Pvvv1FSUoKWlpYePRYtfOhme1UKn0OHDmH9+vU4fvw4Jk2apJLn6S198QK7e/cuNm/ejNTUVJSUlOCPP/7AokWLMHXqVPj4+AAAZs2ahTFjxuDll19GZmYmzp49i//+97946623iGEjoUuI+CEMOqytraGlpdVhubuzUndn5XF6e/q/vXlMQu9gsViwsrLCK6+8ghMnToDD4eD9999Hbm4upk2bhsDAQGzYsAEZGRmdCqHq6mpkZmZi7NixKhU+7dHX14eLiwvGjx+PqVOnwsHBAVwuF9evX8dff/2Fe/fugc/nd3hfeqlLT08PPj4+KhU+hw8fxvvvv4/ExERMnTpVJc/TV3799Vd4eXlhxowZmDdvHqZMmYIffviB+b1YLEZhYSEzzaWrq4sLFy5g1qxZ8PLywurVq7Fw4UIcP36cuY+WlhZOnDgBLS0tTJw4ES+99BIWLVqk4AtEIHQEaXgmDEpCQkIQHByMb775BkBbw7OLiwtWrFjRacOzQCBQ+OKcNGkSfHx8FBqe16xZg9WrVwNoc6G2tbUlDc9qoKmpCSdPnkRcXBxOnz4NW1tbREREYMGCBQgMDASbzcavv/6KXbt2IT4+Xq3CpyvEYrFC3piBgQFjqmhsbAypVIq0tDTo6OjA19dXpcInJiYGK1asQGxsLObMmaOS5yEQhgpE/BAGJUePHsXixYvx/fffIzg4GNHR0fj9999RUFAAOzs7LFq0CI6Ojti6dSuAtlH3adOmYdu2bQgLC8ORI0fw2WefIS0tDePGjQMAbN++Hdu2bcOhQ4fg5uaGdevWISsrC3l5eX3q8SD0DT6fjzNnziAuLg4nT56EmZkZJkyYgD/++AP/+9//sHjx4oHexQ6RSCQKSeq6urqQSqXQ19dHYGAgtLVV12KZmJiI119/HUeOHMH8+fNV9jwEwlCBiB/CoGXXrl34/PPPUVVVBT8/P+zcuZNpnpw+fTpcXV1x8OBBZvuYmBj897//RUlJCUaMGIEdO3Zg3rx5zO8pisKGDRvwww8/gMfjYcqUKdi9e/eAmMIR2mhpacHGjRvx5ZdfwsPDA42NjZg/fz4WLFiASZMmqVRQ9Ac6skIikUAmk0FLS0shZkOZY/8nTpzA0qVL8fPPP+PJJ59U2uMSCEMZIn4IBILGEhMTgyVLluDIkSOYPXs2Ll26hLi4OCQmJoLFYiE8PBxRUVGYOnWqxkQZ0EtdbDYbfn5+YLFY4HK54HA4qKmpAYvFYmI2LCws+rUUdvbsWbz00kvYv38/nn32WSUeBYEwtCENzwRCP+lNzMbevXvx2GOPwcLCAhYWFggNDX1o+yVLljyUZP0o9nAcPXoUS5YsQUxMDObPnw9dXV3MmTMHe/fuRWVlJY4cOQI9PT385z//gbu7O5YtW4bTp0+rLJW8J0ilUqSnpzPCR0tLC2w2G9bW1hg7diymTp0Kb29vsFgs5OTk4OrVq8jNzUVNTU2Pp91oLl++jJdffhl79uzBM888o6IjIhCGJqTyQyD0g6NHj2LRokXYs2cPQkJCEB0djZiYGBQWFj5k5w8AL774IiZPnoxJkyZBX18f27dvR0JCAnJzcxmjviVLloDD4eDAgQPM/fT09GBhYaG249IE4uPjYWho2K3wk0qluH79OmJjY5GYmIjGxkbMmTMHUVFRCA0NhaGhoVr2VyqVIiMjAxRFwd/fH1paWl1uT1EUGhoaGHdpsVgMGxsb2NraMhONnXHt2jU89dRT+Prrr7F06VKNCJYlEAYTRPwQCP2gtzEb7ZFKpbCwsMCuXbuwaNEiAG3ih8fjITExUZW7PiSRyWS4efMmYmNjkZCQgJqaGsyaNQtRUVGYPXs2jI2NVfK8tPCRyWQICAjoVvi0h6IoNDY2Mgn0QqEQ1tbWsLW1hY2NjUJvU3JyMhYsWIDt27dj2bJlRPgQCH2ALHsRCH2kLzEb7REIBBCLxbC0tFS4PSkpCba2thg1ahSWL1+Ouro6pe77UIXNZmPixIn48ssvUVRUhMuXL2PEiBHYvHkzXF1d8dxzz+G3335DQ0OD0mI2pFIpMjMzIZPJelTx6QgWiwUzMzOMGDECkyZNQnBwMIyNjVFSUoI1a9Zg5syZ2LlzJ86dO4eFCxfi008/JcKHQOgHRPwQCH2kq5iNnkZivP/++3BwcFAQUHPmzMFPP/2EixcvYvv27bhy5Qrmzp0LqVSq1P0f6rDZbIwfPx7btm1DQUEB/vrrL/j5+eF///sfXF1d8fTTT+Pnn38Gl8vtsxCSyWTIzMyERCKBv7+/UqbP6LwxDw8PTJw4EW+88QaCg4Oxf/9+LFy4ELa2ttDR0XnIkJNAIPQcIn4IhAFi27ZtOHLkCBISEhR8hJ577jlERETA29sbUVFROHHiBG7duoWkpKSB29lBDpvNho+PDzZt2oTs7GxkZGRg4sSJ2LNnD9zd3REVFYX9+/ejpqamx0JIXvgEBASobOx+zJgxeO6551BXV4dVq1Zh2bJl+PXXX+Hk5ISpU6ciOjoatbW1KnluLpeLF198EaampjA3N8err76K5ubmTrcvKSl5qFmf/hcTE8Ns19Hvjxw5opJjIBA6gogfAqGP9CVmg+aLL77Atm3bcO7cOSanqDPc3d1hbW3NJFkT+geLxcLo0aOxbt06pKWlIS8vDzNmzMBPP/0ET09PhIWF4fvvv0dlZWWnQogWPiKRSGkVn87Iz8/H/PnzsWLFCuzYsQOrVq3Cn3/+ifv37+O5557D8ePHUVFRoZLnfvHFF5Gbm4vz58/jxIkTuHr1Kt54441Ot3d2dkZlZaXCv40bN8LY2Bhz585V2PbAgQMK20VFRankGAiEDqEIBEKfCQ4OplasWMH8LJVKKUdHR2rr1q2d3mf79u2UqakplZyc3KPnuH//PsVisahjx471e38JnSOTyaji4mLqiy++oCZPnkxpa2tTkyZNorZv304VFBRQzc3NFJ/Pp7hcLrVw4ULq8OHDFI/Ho/h8vsr+paenU/b29tQHH3xAyWQytb4eeXl5FADq1q1bzG2nT5+mWCwWVV5e3uPH8fPzo1555RWF2wBQCQkJytpVAqHXEPFDIPSDI0eOUHp6etTBgwepvLw86o033qDMzc2pqqoqiqIo6uWXX6Y++OADZvtt27ZRurq6VGxsLFVZWcn8a2pqoiiKopqamqg1a9ZQycnJVHFxMXXhwgUqICCAGjFiBCUUCgfkGB9FZDIZdf/+ferrr7+mpk2bRmlra1NBQUHUpk2bqClTplCenp5UcXGxSoVPdnY25ejoSL377ruUVCpV+2uwb98+ytzcXOE2sVhMaWlpUfHx8T16jJSUFAoAdf36dYXbAVAODg6UlZUVFRQURO3bt0/t4o7waKOZ3vAEwiDh2WefRU1NDdavX8/EbJw5c4Zpgi4rK1Nw8P3uu+8gEonw1FNPKTzOhg0b8Mknn0BLSwtZWVk4dOgQeDweHBwcMGvWLGzevBl6enpqPbZHGRaLBScnJ7z99ttYuXIlOBwO4uLisGnTJohEInh6euLQoUOIjIzEiBEjlD51VVpairCwMERFReGLL75QWSBqV1RVVT3kVaWtrQ1LS8seN/Tv27cPo0ePxqRJkxRu37RpE5544gkYGhri3LlzePPNN9Hc3Iy3335baftPIHTJQKsvAqE3VFdXU3Z2dtSWLVuY265fv07p6OhQFy5cGMA9IwxlxGIx9cwzz1De3t5UQUEB9eOPP1Jz586ldHV1qXHjxlEff/wxdevWLWZprD//bt++Tbm6ulJvvPGGSio+77//PgWgy3/5+fnUli1bqJEjRz50fxsbG2r37t3dPo9AIKDMzMyoL774ottt161bRzk5OfXpeAiEvkAangmDChsbG+zfvx+ffPIJUlJS0NTUhJdffhkrVqzAjBkzBnr3BozeRGwcPHjwoUmb9qn1FEVh/fr1GDZsGAwMDBAaGoo7d+6o+jA0EolEgkWLFiEvLw8XL17EqFGj8Oqrr+LkyZPgcDh47733kJ2djcceewyBgYH45JNPGN+f3lJVVYV58+Zh+vTp2L17t0oqPqtXr0Z+fn6X/9zd3WFvb4/q6mqF+0okEnC53G4b+gEgNjYWAoGAMe/sipCQEDx48GBAo0kIjxgDrb4IhL7w5ptvUiNHjqReeOEFytvb+5Huhzly5Ailq6tL7d+/n8rNzaVef/11ytzcnOJwOB1uf+DAAcrU1FSh54juUaLZtm0bZWZmRiUmJlKZmZlUREQE5ebmRrW0tKjjkDSKwsJCavLkyZ2+njQNDQ3U4cOHqYULF1JGRkaUu7s79c4771BXrlyhmpqauq34FBcXU15eXtQLL7xASSQSNR1d59ANzykpKcxtZ8+e7XHD87Rp06iFCxf26Lk+/fRTysLCos/7SiD0FiJ+CIMSgUBAubu7Uzo6OlRWVtZA786AEhwcTL311lvMz1KplHJwcOh04uzAgQOUmZlZp48nk8koe3t76vPPP2du4/F4lJ6eHvXbb78pbb8HE71txm1ubqZiYmKo559/njI1NaVcXFyoFStWUOfPn6caGxsfEj6lpaXUuHHjqKeffpoSi8UqOoreM2fOHMrf35+6efMm9eeff1IjRoygnn/+eeb3Dx48oEaNGkXdvHlT4X537tyhWCwWdfr06Yce848//qD27t1LZWdnU3fu3KF2795NGRoaUuvXr1f58RAINGTZizAouXv3LioqKiCTyVBSUjLQuzNg9DVio7m5GcOHD4ezszMiIyORm5vL/K64uBhVVVUKj2lmZoaQkJAex3YMNXrb0GxkZISnnnoKhw8fRlVVFb755hs0NjbimWeewahRo7Bq1SpcvXoVEokE9fX1iIyMhIeHB3755ReVegb1ll9//RVeXl6YMWMG5s2bhylTpuCHH35gfi8Wi1FYWAiBQKBwv/3798PJyQmzZs166DF1dHTw7bffYuLEifDz88P333+Pr776Chs2bFD58RAINCTYlDDoEIlECA4Ohp+fH0aNGoXo6GhkZ2d3mKI+1KmoqICjoyNu3LiBiRMnMrevXbsWV65cwc2bNx+6T3JyMu7cuQMfHx80NDTgiy++wNWrV5GbmwsnJyfcuHEDkydPRkVFBYYNG8bc75lnngGLxcLRo0fVcmxDEZFIhIsXLyIuLg7Hjh0DRVFgsVgIDAzEsWPHyEQfgaAmSOWHMOj4+OOP0dDQgJ07d+L999/HyJEj8corrwz0bg0aJk6ciEWLFsHPzw/Tpk1DfHw8bGxs8P333w/0rg15dHV1MXfuXPz444+orKzEgQMH4OHhgYSEBCJ8CAQ1QsQPYVCRlJSE6Oho/PzzzzA1NQWbzcbPP/+Ma9eu4bvvvhvo3VM7/YnYoNHR0YG/vz8Tn0Hfrz+PSegebW1tzJ8/H3/99RcMDAwGencIhEcKIn4Ig4rp06dDLBZjypQpzG2urq5oaGjA8uXLB3DPBgZdXV0EBgbi4sWLzG0ymQwXL15UWAbrCqlUiuzsbGaJy83NDfb29gqP2djYiJs3b/b4MQkEAkGT0ZzOOgKB0CdWrVqFxYsXY/z48QgODkZ0dDT4fD6WLl0KAFi0aBEcHR2xdetWAG3uuhMmTICnpyd4PB4+//xzlJaW4rXXXgPQ1tz7zjvv4NNPP8WIESPg5uaGdevWwcHBgYRPEgiEIQERPwTCIKe3ERv19fV4/fXXUVVVBQsLCwQGBuLGjRsYM2YMs83atWvB5/PxxhtvgMfjYcqUKThz5sxDZogEAoEwGCHTXgQCgUAgEB4pSM8PgUBQGr2J2Zg+ffpDMRssFgthYWHMNkuWLHno93PmzFHHoRAIhCEMWfYiEAhK4ejRo1i1ahX27NmDkJAQREdHY/bs2SgsLOzQgyk+Ph4ikYj5ua6uDr6+vnj66acVtpszZw4OHDjA/ExGwgkEQn8hlR8CgaAUvvrqK7z++utYunQpxowZgz179sDQ0BD79+/vcHtLS0vY29sz/86fPw9DQ8OHxI+enp7CdhYWFuo4nEHNli1bMGnSJBgaGsLc3LxH96F6EGbL5XLx4osvwtTUFObm5nj11VfR3NysgiMgEFQLET8EAqHf9DVmQ559+/bhueeeg5GRkcLtSUlJsLW1xahRo7B8+XLU1dUpdd+HIiKRCE8//XSv7B927NiBnTt3Ys+ePbh58yaMjIwwe/ZsCIVCZpsXX3wRubm5OH/+PE6cOIGrV6/ijTfeUMUhEAiqZSCDxQgEwtCgvLycAkDduHFD4fb33nuPCg4O7vb+N2/epAA8FJD522+/UceOHaOysrKohIQEavTo0VRQUJBGpJ4PBroLsaXpSZgtnfJ+69YtZpvTp0/3OOWdQNAkSOWHQCAMOPv27YO3tzeCg4MVbn/uuecQEREBb29vREVF4cSJE7h16xaSkpIGZkeHKD0Js01OToa5uTnGjx/PbBMaGgo2m91hhhyBoMkQ8UMgEPpNf2I2+Hw+jhw5gldffbXb53F3d4e1tTUTxUFQDlVVVQDAeEPR2NnZMb+rqqp6qHFdW1sblpaWzDYEwmCBiB8CgdBv+hOzERMTg9bWVrz00kvdPs+DBw9QV1enkDb/qPDBBx90aA0g/6+goGCgd5NAGBSQUXcCgaAUehuzQbNv3z5ERUXByspK4fbm5mZs3LgRCxcuhL29Pe7evYu1a9fC09MTs2fPVttxaQqrV6/GkiVLutzG3d29T48tH2YrLyw5HA78/PyYbaqrqxXuJ5FIwOVySeAtYdBBxA+BQFAKvY3ZAIDCwkL8+eefOHfu3EOPp6WlhaysLBw6dAg8Hg8ODg6YNWsWNm/e/Eh6/djY2MDGxkYljy0fZkuLHTrMlp4YmzhxIng8HlJTUxEYGAgAuHTpEmQyGUJCQlSyXwSCqiDxFgQCgTDEKCsrA5fLxR9//IHPP/8c165dAwB4enrC2NgYAODl5YWtW7diwYIFAIDt27dj27ZtOHToEBNmm5WVhby8PCbTbe7cueBwONizZw/EYjGWLl2K8ePH4/DhwwNzoARCHyE9PwQCYUhx9epVzJ8/Hw4ODmCxWEhMTOz2PklJSQgICICenh48PT1x8ODBh7bpTXTHQLN+/Xr4+/tjw4YNaG5uhr+/P/z9/ZGSksJsU1hYiIaGBubntWvXYuXKlXjjjTcQFBSE5ubmh8Jsf/31V3h5eWHGjBmYN28epkyZgh9++EGtx0YgKANS+SEQCEOK06dP4/r16wgMDMSTTz6JhIQEREVFdbp9cXExxo0bh2XLluG1117DxYsX8c477+DkyZNMb9HRo0exaNEiheiOmJiYTqM7CASCZkPED4FAGLKwWKxuxc/777+PkydPIicnh7ntueeeA4/Hw5kzZwAAISEhCAoKwq5duwC0TbI5Oztj5cqV+OCDD1R6DAQCQfmQZS8CgfBIk5ycrGDuBwCzZ89mzP2UEd1BIBA0CyJ+CATCI01VVVWH5n6NjY1oaWlBbW0tpFJplwaABAJhcEHED4FAIBAIhEcK4vNDIBAeaezt7TuM5TA1NYWBgQG0tLT6HN1BIBA0E1L5IRAIjzQTJ05UiOUAgPPnzzOxHP2J7iAQCJoJET8EAmFI0dzcjIyMDGRkZABoG2XPyMhAWVkZAODDDz/EokWLmO2XLVuGe/fuYe3atSgoKMDu3bvx+++/491332W2WbVqFfbu3YtDhw4hPz8fy5cvV4juIBAIgwuy7EUgEIYUKSkpePzxx5mfV61aBQBYvHgxDh48iMrKSkYIAW3RDidPnsS7776Lr7/+Gk5OTvjxxx8V8sO6i+4gEAiDC+LzQyAQCAQC4ZGCLHsRCAQCgUB4pCDih0AgEAgEwiMFET8EAoFAIBAeKYj4IRAIBAKB8EhBxA+BQCAQCIRHCiJ+CAQCgUAgPFIQ8UMgEAgEAuGRgogfAoFAIBAIjxRE/BAIBAKBQHikIOKHQCAQCATCIwURPwQCgUAgEB4piPghEAgEAoHwSEHED4FAIBAIhEcKIn4IBAKBQCA8UhDxQyAQCAQC4ZGCiB8CgUAgEAiPFP8PAGQZhA+4bNkAAAAASUVORK5CYII=\n" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": "
", "image/png": "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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "globe = h.projection(\"theta\", \"phi\")\n", "# globe.plot()\n", "globe.plot.globe_map(density=True, figsize=(7, 7), cmap=\"rainbow\") \n", "globe.plot.globe_map(density=False, figsize=(7, 7))\n", "globe" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Implementing custom transformed histogram\n", "\n", "**TO BE WRITTEN**" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 1 }