{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Gaussian Mixture Model Thresholding\n", "\n", "This notebook demonstrates the `GMMThresholding` class from the `cc_mapping` package, which provides a flexible, semi-supervised approach to categorizing samples based on continuous features using Gaussian Mixture Models (GMMs).\n", "\n", "## Key Features\n", "\n", "- **Automatic threshold determination**: Fit GMMs and automatically calculate decision boundaries\n", "- **Manual threshold override**: Specify custom thresholds while leveraging GMM visualization\n", "- **Label collapsing**: Fit many GMM components for adaptive boundaries, then collapse to fewer categories\n", "- **Exploratory visualization**: Explore data distributions before committing to thresholding\n", "- **Comprehensive visualization**: Multiple plotting methods to understand your data and thresholds" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Import all required libraries\n", "from pathlib import Path\n", "from urllib.request import urlretrieve\n", "\n", "import anndata as ad\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "\n", "from cc_mapping.thresholding import GMMThresholding\n", "from cc_mapping.utils import create_boolean_label_combination\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "## Setup and Data Loading" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "url = \"https://zenodo.org/records/4525425/files/control_manifold_allfeatures.csv?download=1\"\n", "\n", "cwd = Path.cwd()\n", "\n", "download_path = cwd / \"data\" / \"control_manifold_allfeatures.csv\"\n", "\n", "if not download_path.parent.exists():\n", " download_path.parent.mkdir(parents=True)\n", " urlretrieve(url, download_path)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Results directory created at: c:\\Users\\dap182\\Documents\\git\\cc_mapping\\notebooks\\results\n", "Single threshold results directory: c:\\Users\\dap182\\Documents\\git\\cc_mapping\\notebooks\\results\\single\n" ] } ], "source": [ "# Create results directory structure for saving figures\n", "results_dir = cwd / \"results\"\n", "single_results_dir = results_dir / \"single\"\n", "\n", "# Create directories if they don't exist\n", "results_dir.mkdir(exist_ok=True)\n", "single_results_dir.mkdir(exist_ok=True)\n", "\n", "print(f\"Results directory created at: {results_dir}\")\n", "print(f\"Single threshold results directory: {single_results_dir}\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " E2F1 (nuc median) cycA (nuc median) cycD1 (nuc median) \\\n", "Unnamed: 0.1.1 \n", "0 0.006851 0.005875 0.019471 \n", "1 0.012360 0.028153 0.007462 \n", "2 0.007279 0.005707 0.006592 \n", "3 0.006531 0.016602 0.009369 \n", "5 0.006744 0.006027 0.009033 \n", "\n", " p21 (nuc median) Int_Intg_DNA_nuc Skp2 (nuc median) \\\n", "Unnamed: 0.1.1 \n", "0 0.026032 5.746899 0.006493 \n", "1 0.004318 8.852262 0.022797 \n", "2 0.003632 4.951003 0.015366 \n", "3 0.006264 10.466743 0.019196 \n", "5 0.005295 5.249119 0.010422 \n", "\n", " Cdt1 (nuc median) Nuc area Cdh1 (nuc median) \\\n", "Unnamed: 0.1.1 \n", "0 0.005158 553.0 0.014336 \n", "1 0.005951 490.0 0.015229 \n", "2 0.004929 363.0 0.005730 \n", "3 0.005234 579.0 0.009361 \n", "5 0.007797 296.0 0.008896 \n", "\n", " cycE (nuc median) ... STAT3 (phospho/total nuc) age \\\n", "Unnamed: 0.1.1 ... \n", "0 0.009262 ... 1.770186 10.263173 \n", "1 0.008392 ... 1.455814 12.109644 \n", "2 0.009117 ... 1.290323 4.954907 \n", "3 0.007118 ... 1.435065 13.424587 \n", "5 0.007767 ... 1.266304 1.828240 \n", "\n", " phase PHATE_1 PHATE_2 PCNA foci DNA content \\\n", "Unnamed: 0.1.1 \n", "0 G1 -0.020654 0.007907 0.005151 2.298759 \n", "1 S 0.025945 -0.000735 0.006861 3.540905 \n", "2 G1 0.002961 -0.004575 0.004148 1.980401 \n", "3 G2 0.034884 0.002944 0.002457 4.186697 \n", "5 G1 -0.019039 0.000584 0.003277 2.099648 \n", "\n", " Local cell density annotated age annotated phase \n", "Unnamed: 0.1.1 \n", "0 7.0 NaN NaN \n", "1 1.0 NaN NaN \n", "2 6.0 NaN NaN \n", "3 9.0 NaN NaN \n", "5 3.0 NaN NaN \n", "\n", "[5 rows x 299 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "csv = pd.read_csv(download_path, index_col=0, low_memory=False)\n", "csv.index = csv.index.astype(str)\n", "csv.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# convert the dataframe into an anndata object\n", "# ensure the data is not of object type (e.g. contains strings)\n", "adata = ad.AnnData(\n", " X=csv.values[:,:-10].astype(np.float32),\n", ")\n", "adata.var_names = csv.columns.values[:-10]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['E2F1 (nuc median)', 'cycA (nuc median)', 'cycD1 (nuc median)']" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(adata.var_names)[:3]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "## Exploratory Data Analysis\n", "\n", "Before performing GMM thresholding, explore your data distribution to:\n", "- Understand the shape of your data distribution\n", "- Decide how many GMM components to use\n", "- Determine appropriate manual threshold values\n", "- Identify potential data quality issues" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Initialize for Exploration" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Initialize the GMM thresholding object for exploration\n", "# Note: We don't need to fit() or categorize_samples() yet for exploratory plots\n", "gmm_explore = GMMThresholding(\n", " adata=adata, \n", " feature='cycD1 (nuc median)',\n", " label_obs_save_str='cell_cycle_explore'\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Histogram Distribution" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot histogram without any thresholding\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "\n", "gmm_explore.plot_feature_distribution_exploratory(\n", " hist_kwargs={'bins': 100, 'color': 'steelblue', 'alpha': 0.7},\n", " x_axis_limits=(0, 0.08),\n", " ax=ax\n", ")\n", "\n", "ax.set_title('CycD1 Distribution - Exploratory View')\n", "ax.set_xlabel('CycD1 (nuc median)')\n", "ax.set_ylabel('Density')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Strip Plot with Density" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\dap182\\AppData\\Local\\Temp\\ipykernel_49784\\869146395.py:9: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", " plt.tight_layout()\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot strip plot with density coloring (no thresholding yet)\n", "fig, (ax_strip, ax_hist) = gmm_explore.plot_feature_strip_plot_exploratory(\n", " scatter_density=True,\n", " x_axis_limits=(0, 0.08),\n", " hist_kwargs={'bins': 100, 'color': 'black'},\n", ")\n", "\n", "plt.suptitle('CycD1 Distribution - Strip Plot with Density', y=1.02)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The optimal number of components is 2\n" ] }, { "data": { "image/png": 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gG7aXQvsM2mRQRWj8wSDY4sfKumoU7akIxo6g+htXycgEd5RxjjZU7AulN0c/AsYfFfZhXzowSjDW1fL2cLz2z0OGufXxeypUNSKrGD9wBrSF4kcPmd5op3Q1R+cPeQdoXrBm5CSk5EII7wvnf+bMmTb3o6kD3y1kaTsDsqQrVqyoL+6sz6EBFwx//etf07TvxN4vci8QtD/88EOHAQxVpGmBcwb2WcXIsIe2bduKM6C2DM1iu3btSvFz0HaNC0tUESdl5MiR+rzh4hoXGvYwCAtq86zt3r1bfyeSC/Cp/axLlCiha+YwaIsBTX0ooacGfhfxuqgKx4IaR+veEfj7QVMeArqj2oW0fh/SgyVsL4FkH6OUg3YVlGBxRY9uVEYbFH4Y8COB7jgoPWM7JKuhbc1RuyzawNHOih95fLntu4ugbRrBHO3MaBNH1y38aOB18Rz8AeOPEaMuoQr++eef139s+APECFo4LuPHLLGrenS5QVU4Ahz+mFG6S2v7a0bCeUepAQEMCVqojsZ5QKkDPwAZMXADzh+6MCERC91x0KULzRf2pRB8JmhLxahXKFHghxnt747a/lAaQqkdP6C42MMPPS4Mf/75Z13Vbp1glh74HiEhCCUb/Iji4hA1Obgf3Zvw/UZJCz/yqZXU+8VIYPjM0ISE84Z2cVzgIIES31c06aQWzhFqinCxhosE/N3gYg7fB+RyOOp+llZIFsVng9Ki8XdvfRGNUiygxI/PD+cA6+jCltw5wzlHqRS/BdYjnaHbFv7e0fXMGpLb8Jkl9/ea2s/61Vdf1bVH+B3DtrhYwPtKy3cP7wfd7VDziLZs+7/LCRMm6M8e3w/UMOJ36I8//tDJZvgtwnqGytCcdMqQbl3okoVBHP7xj38kGMwCHf7RdQXdRMqWLauf72igB8OkSZMSdC2y9/nnn6vq1avr7kYYnKNixYpq5MiRulsH7NmzR3d/weAexuAq7dq104M2WLPvloQuTBiwAAOhhIWF6e426L5k360jscFjjG4d+D+tA6fYczSQiKNuXdYDp6CrCD6TWrVqJTpwiv3gNUkNdpHYsRmDblh360JXIHRLwWdTr1493S3OvvsL/Pzzz3pAiICAgGQHTkH3NHSZw0AU6BqD71NSA6ektFuOI/gOvPvuu/o7hQFicB7RDRHdci5fvpzsOTEeS+n7hd9++0117NhRD/KD7yuO98UXX1Rr1qxJ8jtj/5j9wCljxozR3cNwzgoXLpzkwCkpeQ+OXL16Vb+nb7/9NtluXRgYpmnTpmr16tUp/k4eP35cvfbaa7prIrrs4e8d3yt0JbN+L+hKice//PJLlVIp/axhypQpuksaPh+8Pn5LEuvW5eh9GE6cOGE5H/aD41ifU3yP8Znhs0PXTpw3/O5lND/8k7GXCGQmKCVjcAVcjTvKXiUiz4KSIqq6kWTqLqj+x0A5KP2mNxmQ/ocBmxKFazlU56FKy+hTTUSeDRNolC5dWo8KaD1jV0bmz6B6Gs1CGOWOnIdt2JQAkqPQxQFBGu2eaJ8kInNATVhqprV0NrQ946KBnI8lbEoA1d9IwEFijjEONhERuRcDNhERkQmwHzYREZEJMGATERGZAJPO3ASDFWBOYgzckJqhIYmIyLt642AwKYzXntyASgzYboJgndJJDYiIyLthaFVMxpIUBmw3MSZOwIdkP4QgeQDM1GOMTYwLqwwYSpSIfM+dO3d04S0lc4IzYLuJUQ2OYM2A7YHu3cPcefHrmAjivxNGEBG5QkqaRllsICIiMgEGbCIiIhNgwCYiIjIBBmwiIiITYMAmIiIyAQZsIiIiE2C3LiKHfxkBIsZcvlgnInIz/hIRORIcLDJrFs8NEXkMVokTERGZAEvYJhUXFyebNm2Sy5cvS4ECBaRBgwbi7+/v7sPyHkqJ3LgRv547N4YhcvcREZGPY8A2oUWLFsmgQYPkwoULlvswaPzHH38sHTt2dOuxeY3790Xy5o1f59CkROQBWCVuwmDduXNnm2ANFy9e1PfjcSIi8j4M2CarBkfJGvOn2jPuGzx4sN6OiIi8CwO2iaDN2r5kbR+0MV0ntiMiIu/CgG0iSDBz5nZERGQeDNgmgmxwZ25HRETmwYBtIui6hWzwxCY6x/2FCxfW2xERkXdhwDYR9LNG1y1ILGh/9NFH7I/tDBiOtEeP+IVDkxKRB2DANhn0s164cKEULFjQ5v6goCB9P/thO3Fo0jlz4hesExG5GQO2CSEonzlzRtatWyczZ87U9z169Ejq16/v7kMjIiIXYcA2cfV448aNpX///lK9enV935IlS9x9WN4D/drv3YtfHPR7JyLKaAzYXuC5557T///nP/9x96F419CkYWHxC9aJiNyMAdsL/N///Z/+f+XKlRIbG+vuwyEiIhdgwPYCVapU0d297t+/L2vXrnX34RARkQswYHsBdPEyqsV/+eUXdx8OERG5AAO2l7AO2I4mByEiInNjwPYSTZo0kSxZsuhpNn/77Td3Hw4RETkZA7aXCAkJkRYtWuh1ZosTEXkfBmwvzBZnO7YT+PuLdO4cv2CdiMjN/BQbPN3izp07kj17domOjpZs2bI5ZZ/Xrl2T/PnzW+bFRuY4ERF5RyxgCduL5M2bV+rUqaPXFy9e7O7DISIiJ2LA9jIc9YyIyDsxYHtpOzYGUImJiXH34ZgXxhDHFKZYsE5E5GYM2F6mXLlyUrx4cXn48KGsWrXK3YdDREROwoDthaOeMVuciMj7MGB7cTs2Es/i4uLcfThEROQEDNheqEGDBrqbwPXr12XHjh3uPhwiInICBmwvFBgYKK1bt9brHPWMiMg7MGB7KbZjExF5lwB3HwC5RqtWrcTf318OHTokv//+u84cp1TAcKRt2vxvnYjIzVjC9lLh4eHSsGFDvc6xxdMgJERkyZL4BetERG7GgO3FOOoZEZH3YMD2gXbsjRs3yu3bt919OERElA4M2F6sRIkSeuSzJ0+eyPLly919OOaC4UizZIlfODQpEXkABmwvx2zxdLh/P34hIvIApgvYGCO7SpUqegjOvXv32jw2f/58/VhoaKhERkbK5MmTEzx//fr1Uq1aNQkODpaSJUvKnDlzEmwza9YsKVq0qISEhEhUVFSCwUdiY2Olf//+kitXLgkLC5NOnTrJ1atXxZPbsZcuXSqPHz929+EQEZGvBOyRI0dKREREgvuXLVsm3bp1k759+8rBgwflk08+kWnTpsnMmTMt25w+fVratm0rTZo00cF+8ODB8uqrr8qKFSss23z//fcydOhQGT16tOzZs0cqV64sLVu2lGvXrlm2GTJkiM68XrBggWzYsEEuXbokHTt2FE9Uu3ZtyZ07t27D3rx5s7sPh4iI0kqZyNKlS1XZsmXVoUOHFA79t99+szzWtWtX1blzZ5vtp0+frgoVKqSePn2qb48cOVJVqFDBZpsuXbqoli1bWm7XqlVL9e/f33I7Li5ORUREqPHjx+vbt2/fVoGBgWrBggWWbY4cOaKPZ+vWrSl+L9HR0fo5+N/VevTooV9ryJAhLn8trxEToxT+PLBgnYjIBVITC0xTwkaV82uvvSbffvutrvJ2VFWOKmxrmTNnlgsXLsjZs2f17a1bt0qzZs1stkHpGffDo0ePZPfu3TbbZMqUSd82tsHjqFq23qZs2bJSpEgRyzaO4Pju3Lljs2R0OzaGKVUIQUREZDqmCNgIMj179tTV3TVq1HC4DQLvokWLZM2aNfL06VM5fvy4TJkyRT92+fJl/f+VK1ckX758Ns/DbQTPBw8eyI0bN/TsVo62wXONfQQFBUmOHDkS3caR8ePH6wk5jKVw4cKSUVq0aKGP+dSpU3L06NEMe10iIvKSgP3222/r5LGkFgSYGTNmyN27d2XUqFGJ7gul7zfffFPatWungxPabl966SVLKdndcOzR0dGW5fz58xn22kiMQ7s9cNSzFMJ3plGj+MUDvj9ERG79JRo2bJgcOXIkyQVjYK9du1ZXNyOzOyAgQGd3A0rbPXr00OsI7hMnTpSYmBhdBY7Sbq1atfRjxjja+fPnT5DNjdvZsmXT1edIzsL42462wXONfaDq3H4gEuttHMGx43Wsl4xkXS1OKZA5M7oUxC9YJyLy5ck/8uTJo5fkTJ8+XT744APLbWRlowocGd3odmUNAbdgwYJ6fe7cuVKnTh3La2Ad3ZusrVq1St8PKJlXr15dV6t36NBB34fqddxG6R3wOKavxH3ozgXHjh2Tc+fOWfbjiVDzgK5ouPDBPNkpOe9ERORBlAmdPn06QZb49evX1T/+8Q+dsY37Bw4cqEJCQtT27dst2/z+++8qNDRUjRgxQm83a9Ys5e/vr5YvX27ZZt68eSo4OFjNmTNHHT58WPXp00flyJFDXblyxbJN3759VZEiRdTatWvVrl27VJ06dfSSGhmZJW6oUqWKfk28NyIicr/UxAKvCti1a9dWWbJk0UG5adOmatu2bQmeu27dOh24goKCVPHixdXs2bMTbDNjxgwdkLENunnZ7+fBgweqX79+Kjw8XL/W888/ry5fvuzxAfudd97Rr9mpU6cMe03TQleu3LnjF3brIiIXSU0s8MM/7i7l+yJkpiNbHAloGdWevWvXLqlZs6ZOQkNGPNrVKREYPzwsLH49JiZ+THEiIjfGAqa/+hAMyVqgQAGdmIchWomIyDwYsH0IurdxjmwiInNiwPYxRsBGf2y2hhARmQcDto9p2rSp7nOOgVv27dvn7sMhIqIUYsD2MQjWzZs31+sc9YyIyDwYsH0QRz1LAQxHinHrsXBoUiLyAOzW5UPdugwYthXZ4nDx4kWH84sTEZHrsVsXJQljnhtDui5evJhni4jIBFgl7qOss8WJiMjzMWD7eDv26tWr5f79++4+HM+Dc1K0aPzC80NEHoAB20c988wzEhkZKbGxsTpokx2M2Hv2bPzC0XuJyAMwYPsozB/ObHEiIvNgwPZhRjs2Es8w7zcREXkuBmwf1qhRI8maNatcvXpVdu7c6e7DISKiJDBg+7CgoCBp1aqVXme2OBGRZ2PA9nFsxyYiMgcGbB/XunVrPe3mgQMH5MyZM+4+HM/h5ydSvnz8gnUiIjdjwPZxuXLlkvr16+t1VotbCQ0VOXQofsE6EZGbMWATRz0jIjIBBmyytGOvX79eD0RPRESehwGbpHTp0np5/PixrFixgmcEMBxphQrxC4cmJSIPwIBNGrPF7WA40sOH4xcOTUpEHoABm2xGPVu6dKk8efKEZ4WIyMMwYJNWt25dyZkzp/zxxx+yZcsWnhUiIg/DgE1aQECAtGnTRq+zexcRkedhwCYLtmMTEXkuBmyyaNmypQQGBsrx48fl2LFjPDNERB6EAZsssmXLJo0bN9brPl8tjuFIIyPjFw5NSkQegAGbHGaL+3zAxnCkGFsdC4cmJSIPwIBNDgP2r7/+Kjdv3uTZISLyEAzYZKNo0aJSsWJFefr0qSxbtoxnh4jIQzBgUwLMFheRBw9EataMX7BORORmDNiUaLX48uXL5dGjR755hp4+Fdm1K37BOhGRmzFgUwI1a9aUfPnyyd27d2XDhg08Q0REHoABmxJ+KTJlknbt2ul1n88WJyLyEAzYlGw7tuJsVUREbseATQ41a9ZMQkJC5OzZs3Lw4EGeJSIiN2PAJodCQ0N10DZK2URE5F4M2JQonx/1LHdu0QsRkQdgwKZEGYln27dvlytXrvjWmcqSReT69fgF60REbsaATYmKiIiQGjVq6PUlS5bwTBERuZHpAvbDhw+lSpUq4ufnJ3v37rV5bP78+foxtL9GRkbK5MmTbR5fv369fp79Yl96nDVrlh6iE0lXUVFRsmPHDpvHY2NjpX///pIrVy4JCwuTTp06ydWrV8UbcdQzIiLPYLqAPXLkSF3ys4dxr7t16yZ9+/bVWc2ffPKJTJs2TWbOnJlgW8z1fPnyZcuSN29ey2Pff/+9DB06VEaPHi179uyRypUr63mir127ZtlmyJAhun/yggUL9MAily5dko4dO4o3t2OvWrVKHvjSEJ14r5hqFIsvvW8i8lzKRJYuXarKli2rDh06pHDov/32m+Wxrl27qs6dO9tsP336dFWoUCH19OlTfXvdunX6ebdu3Ur0NWrVqqX69+9vuR0XF6ciIiLU+PHj9e3bt2+rwMBAtWDBAss2R44c0fvdunVrit9LdHS0fg7+92Q4d4ULF9bH+ssvvyifEROD3ufxC9aJiFwgNbHANCVsVDm/9tpr8u233+oqb0dV5ajCtpY5c2a5cOGC7ktsDdXmBQoUkObNm8vmzZst92Pc7N27d1u6MxmjfuH21q1b9W08/vjxY5ttypYtK0WKFLFs4wiO786dOzaLGaDJwOezxYmIPIApAjZG2urZs6eu7jaSoOyh2nrRokWyZs0aPTXk8ePHZcqUKfoxVHsDgvSnn34qP/zwg14KFy4sjRs31lXfcOPGDYmLi9PjaFvDbaOdG/8HBQVJjhw5Et3GkfHjx0v27NktC17bbO3YaAbAuSUiIh8L2G+//bbDJDDr5ejRozJjxgw9EcWoUaMS3RdK32+++abuioSAWrt2bXnppZcspWQoU6aMvP7661K9enWpW7eufP311/p/tHW7Go49Ojraspw/f17MAhc1SK7DhY9xcUNERD4UsIcNGyZHjhxJcilevLisXbtWVzcHBwdLQECAlCxZUj8fpe0ePXrodQT3iRMnSkxMjK4CR2m3Vq1a+jHsIzHY5uTJk3o9d+7c4u/vnyDjG7fz58+v1/E/qs5v376d6DaO4NizZctms5gFjh01GMBRz4iIfDBg58mTR7f/JrWgtDx9+nTZt2+f7saFZenSpZaM7rFjx9rsEwG3YMGC+nlz586VOnXq6NdJDPaHqnLAc1D6RrW6AVXAuI39AB4PDAy02QZZ5+fOnbNs443Yjk1E5F4BYgJI6LKG6lkoUaKEFCpUyNL+vHDhQl19i37Ss2fPtnS7Mnz00UdSrFgxqVChgt7myy+/1KX3lStXWrZBly6U2lF6R+kbz7l375706tVLP4725969e+vtcubMqUvKAwYM0MEa1fDeqk2bNrppARc4uDix/0y8koPkRiIidzFFwE6pb775RoYPH66T1BBAMVCKUS0OqMpGNfzFixd1pnmlSpVk9erV0qRJE8s2Xbp0kevXr8u7776rq9WRUb58+XKbRDS0eSN4YcAUZH+juhj9vr0ZailwTpFVv3jxYunXr594NQxHeu+eu4+CiMjCD327/neTMgq6daG0jgQ0s7RnT5o0Sd566y19gYKLGCIiyrhYYIpuXeRZ7djr1q3TWftERJRxGLApxZAEiAx9NC1Yt/t7pdhYkbZt4xesExG5GQM2pZhPjXoWFyeC3ghYsE5E5GYM2JSmUc8w3SZGhSMioozBgE2pUq9ePT0sK7rRbdu2jWePiCiDMGBTqmDQGPTJBo56RkSUcRiwKdV8ph2biMiDMGBTqrVq1UqP6Y6x3o1x2ImIyLUYsCnV0IbdsGFDvc5SNhFRxmDApnRli3ttOzaGJsUggFiwTkTkZgzYlK527E2bNsmtW7d4FomIXIwBm9IEc4xj1jP0xV62bBnPIhGRizFgU5p5dbY4hiN94YX4hUOTEpEHYMCmdLdjo4T9+PFj7zqTGMVt4cL4hSO6EZEHYMCmNMNc45gnG9PCoS2biIhchwGb0szf31/atWvn3dniREQeggGbnNKOjYCt0AWKiIhcggGb0qV58+YSHBwsp0+flsOHD/NsEhG5CAM2pUtYWJg8++yz3pstTkTkIRiwKd28ftQzIiIPwIBN6WYknmF+7GvXrnnHGQ0NFYmJiV+wTkTkZgzYlG6FChWSatWq6aSzJUuWeMcZ9fOLH0McC9aJiNyMAZucwqtHPSMi8gAM2OQURjv2ihUrJNYbhvJ8+FCkZ8/4BetERG7GgE1OUbVqVSlYsKDcv39f1q1bZ/6z+uSJyDffxC9YJyJyMwZscgo/Pz+bQVSIiMi5GLDJJe3YHPWMiMi5GLDJaTCASmhoqFy8eFF+++03nlkiIidiwCanCQkJkRYtWuh1ZosTETkXAzY5FUc9IyJyDQZscqq2bdvqBLQ9e/bIhQsXeHaJiJyEAZucKm/evFK7dm29vnjxYvOeXQxHimFWsXBoUiLyAAzY5HReMeoZhiPNkyd+4dCkROQBGLDJZe3Ya9askXv37vEMExE5AQM2OV358uWlWLFi8vDhQ1m1apU5zzCGI+3fP37h0KRE5AEYsMnpkHRm+mxxDEf6ySfxC4cmJSIPwIBNLm3HRuJZXFwczzIRUToxYJNLNGzYULJnzy7Xr1+XHTt28CwTEaUTAza5RGBgoLRq1cr82eJERB6CAZtcxvTt2EREHoQBm1ymdevW4u/vL4cOHZLff/+dZ5qIyBcCdtGiRXX2sfUyYcIEm232798vDRo00JNQFC5cWCZNmpRgPwsWLJCyZcvqbSpWrChLly61eRzTQr777rtSoEAByZw5szRr1kxOnDhhs80ff/wh3bp1k2zZskmOHDmkd+/eEhMT46J3bl7h4eH68wBWixMR+UjAhvfff18uX75sWQYMGGB57M6dO3qmqMjISNm9e7dMnjxZ3nvvPfn8888t22zZskW6du2qAyymf+zQoYNeDh48aNkGQX769Ony6aefyvbt2yVLlizSsmVLiY2NtWyDYI1SI/oYIwt648aN0qdPnww8E+Zh2lHPMmcWOX06fsE6EZG7KZOIjIxU06ZNS/TxTz75RIWHh6uHDx9a7nvrrbdUmTJlLLdffPFF1bZtW5vnRUVFqddff12vP336VOXPn19NnjzZ8vjt27dVcHCwmjt3rr59+PBhhdO2c+dOyzbLli1Tfn5+6uLFiyl+P9HR0Xo/+N+bHT9+XL/PgIAAfS6JiChtscBUJWxUgefKlUuqVq2qS9BPrAa02Lp1q+5KFBQUZLkPJeNjx47JrVu3LNugitsatsH9cPr0ably5YrNNuiaFBUVZdkG/6MavEaNGpZtsH2mTJl0iTwxGPULtQDWiy8oVaqUboLAZ7V8+XJ3Hw4RkWmZJmAPHDhQ5s2bJ+vWrZPXX39dxo0bJyNHjrQ8jkCbL18+m+cYt/FYUttYP279vMS2wYxU1gICAiRnzpyWbRwZP368Dv7GgjZ2X2HKbPFHj0RGjIhfsE5E5MsB++23306QSGa/HD16VG87dOhQady4sVSqVEn69u0rU6ZMkRkzZuiSqxmMGjVKoqOjLcv58+fF19qxkeD3+PFjMQUc54cfxi9mOWYi8moB7nzxYcOGSc+ePZPcpnjx4g7vRzU1qlnPnDkjZcqUkfz588vVq1dttjFu4zHjf0fbWD9u3IcscettqlSpYtnmGuZItoLjQOa48XxHgoOD9eKL6tSpo5sybt68KZs3b9YXXkREZKISdp48eXT7ZlKLdZu0tb179+p2Y6N6GkEB2drWJThkcSOYo3uRsQ2mfLSGbXA/YIYpBF3rbdDWjLZpYxv8f/v2bZ2Jbli7dq08ffpUX0RQQuiL3bZtW3NmixMReQplAlu2bNEZ4nv37lWnTp1S3333ncqTJ4/q3r27ZRtkIOfLl0/9+c9/VgcPHlTz5s1ToaGh6rPPPrNss3nzZp2t/OGHH6ojR46o0aNHq8DAQHXgwAHLNhMmTFA5cuRQP//8s9q/f79q3769KlasmHrw4IFlm1atWqmqVauq7du3q19//VWVKlVKde3aNVXvyVeyxA0LFy7U77dkyZI6G9/jxcQohT8PLFgnInKB1MSCNAdsdJ86evSoevz4sXK13bt36+5X2bNnVyEhIapcuXJq3LhxKjY21ma7ffv2qfr16+tuWAULFtTB1978+fNV6dKlVVBQkKpQoYJasmSJzeMIJu+8844O/thP06ZN1bFjx2y2uXnzpg7QYWFhKlu2bKpXr17q7t27qXpPvhaw79y5o8853jMuljweAzYRZYDUxAI//JOaEvn9+/f1gCXffPONvn38+HHdzoz7ChYsqBPJKHmoake2OBLQMGKaL8BkICtWrJCJEyfaZPh7pHv3RMLC4tcxil2WLO4+IiLy8ViQKS3Zzvv27ZP169fr4T2t+yJ///33aTti8gmmHfWMiMgDpDpg//TTTzJz5kypX7++7nZlqFChgpw6dcrZx0deGLAxROyNGzfEo2E4UgxZi4VDkxKRGQP29evXEwwcAvfu3bMJ4ET2ihQpIpUrV9YZ9faTrnicTJlwFRq/YJ2IyM1S/UuEITmXLFliuW0E6S+//NLS9YnIq0Y9IyIy48ApGBIU8xwfPnxYDxjy8ccf63VUc27YsME1R0leVS3+97//XSefYZQ6jx1MBsORjhsXv/6Xv4gkMh4AEZHHlrDRdo1BSxCsMZ/0ypUrdRU5JsWoXr26a46SvAa+IxhFDvOHI3HRY2EAnjFj4hcOTUpEZh2atESJEvLFF184/2jI62F0unbt2unvD7LFMVsaERG5oIR97ty5JBei1LRjp3IYACIin5XqEnbRokWTzAaPi4tL7zGRl2vatKlkzpxZz1i2f/9+nTlORERODti//fabzW1MtoH7pk6dKmPHjk3t7sgHIVg3b95cl7CxMGATEbkgYDv6cUVXr4iICJk8ebJ07NgxtbskH80WR7BGO/Y777zj7sMhIvJ4ThsRAtNY7ty501m7Iy+HxDPAd+bSpUvuPhwiIu8L2Bio3HrBgOVHjx6Vv/3tb1KqVCnXHCV5Hcw7XqtWLb1uPRCPx8A4+Tt2xC9WY+YTEZmmSjxHjhwJks6Q6Vu4cGGZN2+eM4+NfCBbfMeOHbpq/LXXXhOP4u8vUrOmu4+CiMgi1dNr2o9mhn61efLkkZIlS0pAQJq6dfskX5xe056RIY5Z327evCmhoaHuPiQiIo+NBamOsI0aNUrPsRFZYKS8yMhIOXv2rKxevdrSP9tjhib9+OP49UGDODQpEbldigJ2aiZq8KgfXfJoaFpBtjima0W2uEd9dzAc6ciR8ev9+jFgE5E5qsRR7Z2infn5ceCUFGKVeLxVq1ZJixYtJF++fDpbPKXfNZe7d08kLCx+PSZGJEsWdx8REfl4LEjRryPmL07JwlHOKC1NLFmzZpWrV6/Krl27eAKJiBLhIcUZ8lVBQUHSqlUrvc45somIEpemtO579+7pbHFM9vEIyTlWBg4cmJZdkg9DO/aCBQt0O/YHH3zg7sMhIvKObl0YN7xNmzZy//59Hbhz5swpN27c0F1yMC/277//7rqj9SJsw/4fdOnCdwfNKmfOnNGZ427HNmwiMmMbtrUhQ4boEtGtW7f0JA7btm3T3XKqV68uH374YXqOm3xUrly5pF69enodpWwiInJCwN67d68MGzZMZ/P6+/vLw4cP9ShnkyZNkr/85S+p3R1RgjmyPQKGI123Ln7h0KREZMaAHRgYaOl6g2pMtGMDivSY35goLVBrA+vXr9dVRB4xNGnjxvEL1omIzBawq1atapmVC11y3n33XfnXv/4lgwcPlmeeecYVx0g+ALO9lS5dWs+vvmLFCncfDhGReQO20cd63LhxUqBAAb0+duxYCQ8PlzfeeEOuX78un3/+ueuOlHymlO0R7dgY6WzWrPgF60REZskSx3SIPXv2lFdeeUWXhCh9mCWe0MaNG3WtDXoeYCAVt04mwyxxIjJrlnj//v1l4cKFUq5cOWnQoIHMmTNHd+0icpa6devqGps//vhDtm7dyhNLRJSWgP3OO+/IyZMnZc2aNVK8eHF58803ddU45jHevn17SndDlCiUqNu2betZ2eJERGZNOmvcuLF88803cuXKFZkyZYocOXJE6tSpIxUqVJCpU6e65ijJZ3hUOzYRkZlHOnNkyZIl0r17d7l9+zYnAEkhtmE7hnac3Llzy5MnT+TYsWPuy5dgGzYRmX2kMwPar9GOjSQhDHqB0aqQNU6UHvjiohYHWMomIkpHwN6yZYu8+uqruv0aiWhFixaVdevWyfHjx+Xtt99O7e6IEq0WZzs2EVEaAjaGHjUyxA8cOCCTJ0/W7dhoz27YsGFKd0OU4oC9efNmPTGIWwQHiyxeHL9gnYjILG3YefLkkZdffll69+7NEc2cgG3YSatYsaIcPHhQvv32W/29IyLy9ViQ4pEpLl26pMcRJ8oIyItAwEY7NgM2EVEqqsQZrMkd1eLLli2TR48eZfzJx3Ckc+bELxyalIg8QJqzxIlcqVatWno2uLt37+ohSzMcLhJ69Ypf3HHBQERkhwGbPBKmcG3Xrp1eZ7Y4EREDNnl4OzagHdsJ4/sQEflGCRtJZ8OHD9cZbfaQ3TZixAg9w5KroL+3n5+fzTJhwgSbbfbv36+7nYWEhEjhwoV1VzRrGOjFfh/Y1hoCA+b4Rj/zzJkzS7NmzeTEiRM222Byim7duumMvhw5cujM+ZiYGJe9d1+Fcx8cHCxnzpzRCWhERL4sxQEb44QjWDtKO0dKOtoaXT2W+Pvvvy+XL1+2LAMGDLA8hmNr0aKFREZGyu7du3U/8ffeey/BHN04fut9nD171uZxBPnp06fLp59+qic1yZIli7Rs2VJiY2Mt2yBYHzp0SFatWiWLFy/Wbax9+vRx6Xv3RTj3CNrAUc+IyOepFKpQoYLatGlToo9v3rxZlS9fXrlKZGSkmjZtWqKPf/LJJyo8PFw9fPjQct9bb72lypQpY7k9e/ZslT179kT38fTpU5U/f341efJky323b99WwcHBau7cufr24cOHUTerdu7cadlm2bJlys/PT128eDHF7yc6OlrvB/9T4j799FN9nqKiojL2NMXEoBI+fsE6EZELpCYWpLiEffr0aSlSpEiijxcqVEhXXboSqsAxZnnVqlV1CRoTRBgwfzJGXAsKCrLch5IxJpC4deuW5T5UXaMUjirz9u3b65Ky9XvE6G1Gqc6oPYiKirLMz4z/UQ1eo0YNyzbYHklSSU0z+vDhQ10LYL1Q8ozEsx07dujPhojIV6U4YKM9N6mAjMewjasMHDhQ5s2bp8ctf/3112XcuHEycuRIy+P4Mc+XL5/Nc4zbxg99mTJl5Ouvv5aff/5ZvvvuO3n69KnUrVtXLly4YLOdo/0Yj+F/dDeyn8c5Z86cSQaU8ePH6+BvLLhgoOQVLFhQqlevrnMLMCtchsFwpPPnxy8cmpSIzBSwUcrEMJGJ+ec//6n7zqYGJguxTwKzX44ePaq3HTp0qJ7FqVKlStK3b189F/eMGTN0yTWlMG83pgGtUqWKnmVs0aJFesjVzz77TFxt1KhROjnPWM6fP+/y1/TGbPEMExAg8sIL8QvWiYjcLMW/RMgQb968uS4dIiPcKIUiMxyJWsjAXrlyZapefNiwYdKzZ88ktylevHiiFxCoEkfJHiXn/PnzJ8hSN27jscRGb0P1+smTJ222w/OQJW69HwR5Y5tr167Z7AfHgczxxF4HkO2MhdI26tno0aP19+vBgwcurckhIjJ9CbtJkyYya9YsmTlzpkREREh4eLiuBsY67kdp99lnn03Vi6N0W7Zs2SQX6zZpa3v37tXtxkb1NErPyNZ+bDWMJLK4EcxxrI7ExcXpmceM4FysWDEddNesWWPZBm3NaJvG/o3XuX37ts5EN6xdu1ZXr+MigpwPF0vIkUCwxrnOEMiPWLAgfrHKlSAicpvUZrRduHBBTZ06VfXr10+98cYbOnP7/PnzypW2bNmiX2fv3r3q1KlT6rvvvlN58uRR3bt3t8nmzpcvn/rzn/+sDh48qObNm6dCQ0PVZ599ZtlmzJgxasWKFXofu3fvVi+99JIKCQlRhw4dsmwzYcIElSNHDvXzzz+r/fv3q/bt26tixYqpBw8eWLZp1aqVqlq1qtq+fbv69ddfValSpVTXrl1T9Z6YJZ46+K7h69qnTx+VIZglTkQZIDWxINUB2x0QXNGtB12yEGDLlSunxo0bp2JjY22227dvn6pfv77uhlWwYEEdfK0NHjxYFSlSRAUFBeng3qZNG7Vnz54EXbveeecd/Tj207RpU3Xs2DGbbW7evKkDdFhYmMqWLZvq1auXunv3bqreEwN26qDrHL7UERERKi4uTrkcAzYRZYDUxIIUz4ed0vGcjQQhShrnw04dDFyTO3duuXfvnuzcudOmW51L3LsnEhYWv45R7LJkce3rEZFPuuOK+bA7dOiQ7DbI6ka7MJGzYQhZ9KtHZj+yxV0esImIzJp0hqSq5BYGa8qIObI5excR+SJOr0mm0bZtW12Lgx4C7MdORL4m1QH75s2blnX8aGJmK/TLRpcqIldCN0Cjex0nAyEiX5PigI3+ypjiEv2e0T8apZyaNWvKtGnT9IxY6IP9008/ufZoyedl2Khn6P8/e3b8kshYAEREHhmwMW53xYoVdUkaQ4RiUgZUUSKzDZNrYHxv+/mpiVzVjo0BVDClq8sEBopgFD4sWCcicrMUd+tClxr8SGIsb8x4hfRzdK/BxAyAMb9r166tRwGj5LFbV9rg61qqVCk5deqU/PDDD9KxY0d+3YjIJ2JBikvY1mNlh4WFSZYsWWyG/MS6S0s8RP/tOpgh2eIYjhSzg2Hh0KREZLakM/xYJnWbKCPbsTHdpsu6EmIWOMzFjSUVM8IREblKquYNxMxaxoxTGHkK01yipA2pmeaSKD3q16+vq5Bu3Lgh27Ztk3r16vGEEpHXS3EJu0ePHjpDHD+UWF5++WU9U5dxG49hrmkiV8O0qG3atNHr7N5FRL4ixUln5FxMOkufuXPnyp/+9CcpV66cHD58WJyOY4kTkVmTzog8SatWrSQgIECOHDkiJ0+edPfhEBG5HAM2mRJ6JTRo0ECvs1qciHwBAzaZVoaNekZE5AEYsMm0jP7YGH0Po+05FYYjnTkzfuHQpETkARiwybRKlCgh5cuX132xly9f7tydYzjS/v3jFw5NSkQegAGbTI1zZBORr2DAJq9ox162bJk8fvzYeTvGCGrr18cvrhpNjYgoFRiwydSioqL0xDTow7hp0ybn7Tg2VqRJk/gF60REbsaATabm7++vp3oFZosTkTdjwCavasfmwH1E5K0YsMn0WrRoIUFBQfL777/rkc+IiLwRAzaZHuZnf/bZZ10/RzYRkRsxYJNX4KhnROTtGLDJKxiJZ1u3bpVr1665+3CIiJyOAZu8QuHChaVq1ao66Wzp0qXp3yFGN5s0KX7hSGdE5AEYsMlrOHXUM4wfPmJE/MKxxInIAzBgk9e1Y69cuVJiOdgJEXkZBmzyGtWqVZOIiAi5d++erFu3Ln07w3CkO3fGLxyalIg8AAM2eQ0/Pz9LtXi6Rz1DCb1WrfiFpXUi8gAM2ORVrAM2Rz0jIm/CgE1eBQOohIaGyoULF2Tv3r3uPhwiIqdhwCavkjlzZmnevLle56hnRORNGLDJ63DUMyLyRgzY5HXatm2rE9B2794tFy9edPfhEBE5BQM2eZ18+fJJVFSUXl+8eLG7D4eIyCkYsMkrpXvUMwxHOnp0/MKhSYnIA/gp9n1xizt37kj27NklOjpasmXL5p6D8GIHDx6UihUrSnBwsNy8eVOyZMni7kMiIkpXLGAJm7xShQoVpGjRovLw4UNZtWqVuw+HiCjdGLDJKyHpLF3Z4k+fihw6FL9gnYjIzUwTsFFawo+w9TJhwgTL45jsoWfPnroaNCAgQDp06OBwP+vXr9djTqOqtGTJkjJnzpwE28yaNUu/XkhIiE5e2rFjh83jeK3+/ftLrly5JCwsTDp16iRXr151wbsmZ7RjI/HsaWqD7oMHIs88E79gnYjIzUwTsOH999+Xy5cvW5YBAwZYHouLi9ODZgwcOFCaNWvm8PmnT5/WXX6aNGmiR8EaPHiwvPrqq7JixQrLNt9//70MHTpURo8eLXv27JHKlStLy5Yt5dq1a5ZthgwZokttCxYskA0bNsilS5ekY8eOLn73lFoNGzbUbUL47OwvuoiITEeZRGRkpJo2bVqKtu3Ro4dq3759gvtHjhypKlSoYHNfly5dVMuWLS23a9Wqpfr372+5HRcXpyIiItT48eP17du3b6vAwEC1YMECyzZHjhxROJVbt25N8fuJjo7Wz8H/5DovvviiPs+jRo1K3RNjYpTCnwcWrBMRuUBqYoGpStioAkc1dNWqVWXy5Mny5MmTVD1/69atCUrfKD3jfnj06JEebMN6m0yZMunbxjZ4/PHjxzbblC1bVooUKWLZxhEkPyEb0Hoh1+OoZ0TkLQLEJFDVjbbnnDlzypYtW2TUqFG6Wnzq1Kkp3seVK1f0oBrWcBvB88GDB3Lr1i1dte5om6NHj1r2ERQUJDly5EiwDR5LzPjx42XMmDEpPlZyjtatW4u/v7/u5oUmkWLFivHUEpEpubWE/fbbbydIJLNfjECJduXGjRtLpUqVpG/fvjJlyhSZMWOGLrmaAS4w0M/OWM6fP+/uQ/IJuMCrX7++c+bIJiLy1RL2sGHDdGZ3UooXL+7wfmRvo0r8zJkzUqZMmRS9Xv78+RNkc+M2EpOQsIaSGBZH2+C5xj5QdX779m2bUrb1No4gKx0LuSdbHMmBGPUMNTVERGbk1oCdJ08evaQFsrzRvpw3b94UP6dOnTqydOlSm/swqAbuB1R1V69eXdasWWPpFobuQLj95ptv6tt4PDAwUN+H7lxw7NgxOXfunGU/5Hnt2MOHD9dBG7UbGFUoWRiOdPjw/60TEbmZKdqwkcy1fft23R0ra9as+ja6Vr388ssSHh5u2e7w4cO69PvHH3/I3bt3dVCHKlWq6P9RlT5z5kwZOXKkvPLKK7J27VqZP3++LFmyxLIPVL336NFDatSoIbVq1ZKPPvpI7t27J7169dKP48e+d+/eejtUt6J0ju5lCNa1a9fO8HNDyStVqpSuhcGF1fLly6VLly7JPykoSGTyZJ5eIvIcygR2796toqKiVPbs2VVISIgqV66cGjdunIqNjU3Q9QtvyX6xtm7dOlWlShUVFBSkihcvrmbPnp3g9WbMmKGKFCmit0E3r23bttk8/uDBA9WvXz8VHh6uQkND1fPPP68uX76cqvfEbl0Za8SIEfq70K1btwx+ZSIi58QCTv7hJpz8I2Nt2rRJD6SCGhkMpILR8JKEkdHOnYtfL1IE/fsy5DiJyLfc4eQfRLbQZIE+/Oi6t3nz5uRPD4YjRRcwLByalIg8AIsN5BNQom7Tpk365sgmInIjBmzyuVHPELA5DTwRmQ0DNvmMFi1a6C55J0+e1BnjRERmwoBNPgNd8NA1EDjqGRGZDQM2+eQc2WzHJiKzYcAmnwzYmEDmxo0b7j4cIqIUY8AmnxIZGaknkMGQs/bD1NpAP+1+/eKX5PpsExFlAAZs8jkpmiMbE7XMmhW/cNIWIvIADNjks9XiGFfcLNOzEhExYJPPwcQumAo1JiZGz+DlkFIi16/HL1gnInIzBmzyOZiWtV27dklni9+/L4KpW7FgnYjIzRiwSXy9HZujnhGRGTBgk09q2rSphISEyLlz52T//v3uPhwiomQxYJNPCg0NlebNm+t1jnpGRGbAgE0+i6OeEZGZMGCTzzISz3bu3CmXL1929+EQESWJAZt8VoECBaRmzZp6ffHixe4+HCKiJDFgk09LdNQzDEfao0f8wqFJicgD+Cn2aXGLO3fuSPbs2SU6OlpP+0jusW/fPqlSpYrOGL9586ZORiMi8sRYwBI2+TRMBFKkSBGJjY2VNWvWuPtwiIgSxYBNPs3Pz89xtjiGI713L37h0KRE5AEYsMnnGe3YSDzDtJsahiMNC4tfODQpEXkABmzyeY0aNZKwsDC5cuWK7Nq1y+fPBxF5JgZs8nnBwcHSqlUrfR446hkReSoGbCKOekZEJsCATSQibdq00dNuYiKQs2fP8pwQkcdhwCYSkdy5c0vdunX1uWC1OBF5IgZsouRGPSMi8gAM2ET/ZfTHXrdundxB/+vOneMXf3+eIyJyuwB3HwCRpyhTpoyUKlVKTpw4ISs3bpTOCxa4+5CIiCxYwiZKbtQzIiIPwIBN5KAde+nSpfLkyROeGyLyGAzYRFbq1asn4eHh8uDmTQkIDESxO348cSIiN2PAJrISEBCg+2QTEXkaBmwiO0Y7NhGRJ2HAJrKDccX9M/3vT2Pjxo0SFxfH80REbsWATWRnzZo1umrc0LpNGylatKgsWrSI54qI3IYBm8gKgnLnzp3l4aNHNufl4sWL+n4GbSJyFwZsov9CtfegQYNEKZXgnBj3DR48mNXjROQWDNhE/7Vp0ya5cOGCXkeL9ZL/LnFWQfv8+fN6OyKijGaagI02RIxEZb1MmDDB8nhsbKz07NlTKlasqNsfO3TokGAf69evT7APLFeuXLHZbtasWfr1QkJCJCoqSnbs2GHzOF6rf//+kitXLgkLC5NOnTrJ1atXXfjuKSNcvnzZsv5QRNr9d3mYxHZERBnFNAEb3n//ff1jaSwDBgywqc7MnDmzDBw4UJo1a5bkfo4dO2azn7x581oe+/7772Xo0KEyevRo2bNnj1SuXFlatmwp165ds2wzZMgQPaPTggULZMOGDXLp0iXp2LGji941ZZQCBQqkaDt83kREGU6ZRGRkpJo2bVqKtu3Ro4dq3759gvvXrVuHhkh169atRJ9bq1Yt1b9/f8vtuLg4FRERocaPH69v3759WwUGBqoFCxZYtjly5Ije79atW1P8fqKjo/Vz8D95hidPnqhChQopPz8//dkktbRp00YdOnTI3YdMRCaXmlhgqhI2qsBRDV21alWZPHlymsd6rlKlii5NNW/eXDZv3my5/9GjR7J7926bEnqmTJn07a1bt+rbePzx48c225QtW1aKFCli2caRhw8fyp07d2wW8iz+/v7y8ccf6/UsIhLz3yX0vxODYGndurVucsFY42h+6du3L5tDiChDmCZgo6p73rx5eq7i119/XcaNGycjR45M1T4QpD/99FP54Ycf9FK4cGFp3LixrvqGGzdu6Kr1fPny2TwPt412bvwfFBQkOXLkSHQbR8aPHy/Zs2e3LHht8jxo2li4cKFERETooI0FChUqpO9HoD506JA8//zz8vTpU/nss8+kZMmS8sEHH8j9+/fdfPRE5NWUG7311lvJVj2iutmRr776SgUEBKjY2NgUV4k70rBhQ/Xyyy/r9YsXL+rX3LJli802I0aM0FXl8K9//UsFBQUl2E/NmjXVyJEjE30dHCeqPIzl/PnzrBL3YE9QPYU/DxG1YelSXV1ub+PGjfpzN76rBQsWVLNnz3a4LRGRqavEhw0bJkeOHElyKV68uMPnInsbVeJnzpxJ1zHUqlVLTp48qddz586tq0XtM75xO3/+/Hod/6Pq/Pbt24lu40hwcLBky5bNZiHPhe+BoWHDhja3DQ0aNJBt27bJ3LlzJTIyUg+u0qtXL6lRo4YeLY2IyJncGrDz5Mmj23+TWlD97MjevXt1+7J1hndaYD9GdjBeq3r16jY/tqj2xO06dero23g8MDDQZhtknZ87d86yDfkOfAdfeuklOXr0qEyaNEk3d+A7hRyHtm3b6upzIiKnUCaAKmpkiO/du1edOnVKfffddypPnjyqe/fuNtsha/e3335Tzz33nGrcuLFex2LAPn766Sd14sQJdeDAATVo0CCVKVMmtXr1ass28+bNU8HBwWrOnDnq8OHDqk+fPipHjhzqypUrlm369u2rihQpotauXat27dql6tSpo5fUYJa4h4uJsVSJ6/UUun79uho4cKBursGfF75f+A5dvnzZpYdLROaUmlhgioC9e/duFRUVpbJnz65CQkJUuXLl1Lhx4xK0X6Prl6N2cMPEiRNViRIl9D5y5sypgzqCrr0ZM2bogIy2arRdb9u2zebxBw8eqH79+qnw8HAVGhqqnn/++VT/IDNge7g0BmzD8ePHVceOHS3fwSxZsqj3339fxaRhX0TkvVITC/zwj3PK6pQa6NaF6tPo6Gi2Z3uiBw9EWreOX1+2TCRz5jTt5tdff9W5GsZoecg+R0Z59+7dHbaLE5FvuZOKWGCabl1EGQoBev36+CWNwRrq16+vE9PQJRHD3WKUtFdeeUXnQqxevdqph0xE3o0Bm8jFMOBKly5ddGIaBvzB1fS+ffv0wD1t2rSRgwcP8jMgomQxYBNlEHTtGz58uJw6dUpP44kR05YtW6bHq+/Tp0+SA+8QETFgEzly7x76HcYvWHciDK/70UcfyeHDh/VMb+g6+MUXX+gR0zDBzT0nvx4ReQcGbKLE3LgRv7hIqVKl9HCnSEzDQEAI1JglDvd//fXXephcIiIDAzaRm9WrV09PHIOpXYsVK6anfO3du7dUq1ZNVq1a5e7DIyIPwYBN5CGJaS+++KIejvfDDz/Uk8vs379fWrRooWcIY2IaETFgE3lYYhr6bWN8+8GDB+thcJcvX64T01577TVd+iYi38SATeSBkJg2bdo0nZjWuXNnnZj25Zdf6vbtMWPGMDGNyAcxYBN5MGSOL1iwQDZv3iy1a9fWgfq9995jYhqRD2LAJnL4l5FJpEaN+AXrbla3bl3ZsmWLzJ8/3yYxrWrVqrJy5Up3Hx4RZQD3/xIReSIMR7pzZ/ySjqFJnZ2Y9sILL+jEtKlTp0p4eLgcOHBAWrZsKa1atdLrROS9GLCJTJiYNmTIEJ2Yhv+RmLZixQqpUqWKvPrqq3q8ciLyPgzYRCaVM2dOXdJGiRslbySmffXVV7p9G+3cMTEx7j5EInIiBmwiR+7fFylaNH7BugcrUaKEbttGYlqdOnXk/v37OpO8dOnSOoBzxDQi78CATeQIpok/ezZ+McmU8UhMQ9BGVnnx4sV1YhqqyFFVjipzIjI3BmwiL4LENPTbRv9t9ONGYhpGSUNSGpLTMHoaEZkTAzaRlyamYaQ0TOU5dOhQnZiG7l8obaM7GBPTiMyHAZvIi6GEPWXKFDl69Kgeq1wppWcCQ2IaZgZjYhqReTBgE/kAtGljNjAMvoK2biSmYe5tBG7Mxc3ENCLPx4BN5EOQRY75tzEPN7LLr1y5In369NFV5ZhkBCVwIvJMDNhEjvj5iZQvH79g3csS0zp16qQT0z766CPdnxuJaZjGE4lp+/btc/chEpEDDNhEjoSGihw6FL9g3QsFBQXJoEGD9IhpmNITt1etWqXHJ3/llVfk4sWL7j5EIrLCgE3k45CY9uGHH+oR07p06aKrxWfPnq0HXmFiGpHnYMAmIkti2rx582Tr1q1Sr149S2IapvhEYtqTJ094pojciAGbyBEMR1qhQvzi4UOTOhvm3d60aZP88MMPOlhfvXrVkpi2bNkyJqYRuQkDNpEjyJY+fDh+8cHMaSSmdezYUQ4dOiQff/yxTkzDeps2baRFixayd+9edx8ikc9hwCaiRCERbeDAgXrEtBEjRujbq1evlmrVqkmvXr2YmEaUgRiwiShZOXLkkEmTJukR01566SVdLT5nzhw98Mo777wjd+/e5VkkcjEGbCJKsWLFisncuXNl27ZtUr9+fXnw4IF88MEHOnB//vnnTEwjciEGbCJKtaioKNm4caMsWrTIkpj2+uuvS+XKlWXp0qVMTCNyAQZsIkpzYtrzzz+vk9GmT58uuXLl0qOntW3bVpo3b87ENCInY8AmcgTDkUZGxi9eNjSpsyERbcCAAXrEtJEjR+rba9as0YlpPXv2lAsXLrj7EIm8gp/iaP9ucefOHcmePbtER0dLtmzZ3HMQRC5w5swZ+ctf/qLbuiFz5sx6Tu633npLsmbNatkOM4Shv/fly5elQIEC0qBBA/H39+dnQj7lTipiAUvYRORURYsWlX//+9+yfft2HYSRmDZ27Fjd1v3ZZ5/pxDS0fWO7Jk2ayJ/+9Cf9P27jfiJyjCVsN2EJm3wBKvB+/vlnXVV+4sQJfV/BggUd9t9Gmzhg6k8M2kLkC+6whE2UTg8eiNSsGb9gndIEQbhDhw46MW3GjBl6xLTEZgEzWucGDx6sq8uJyFaA3W0igqdPRXbt+t86pUtgYKC8+eabutr7ueeeS3Q7BO3z58/LX//6V2natKkUKlRIL9Zt30S+igGbiDJMSkdEmzhxol4MSMZB4EZ1uhHEjcW4D6V3o1qdyBsxYBNRhkE2eErUrFlTT++JLmHInkU7H/p4Y0lMSEhIgiBuH9jz5csnmTIx15bMiUlnbsKkMw93755IWFj8ekyMSJYs7j4ir4C2aVSLox3bUY9SlJARXE+fPm3p4hUTE6O3R/A2Fvvb169fT9HrBwQESERERJKBHRcVqMIn8rRYYJoSNv7Iz549a3Pf+PHj5e2339br69evl2nTpsmOHTv0CcDYxphdqFu3bjbPWbBggZ6sAH1FsQ2q3TBloAE/IqNHj5YvvvhCbt++LfXq1ZN//OMfelvDH3/8oQeK+OWXX/TVeqdOnfQUhGHGDzwROYQgjL+Vzp076+BsHbSN6uyPPvrIpj82/q7KlCmjl8Q8fPhQLl26ZBPE7QM7+nujS9m5c+f0khgcB0rijqrdrW+jfzlRRjJNCRsBu3fv3vLaa69Z7kMiSpb/lnzGjRun+3u2bt1a/7EtXrxYD9aALiXt2rXT22zZskUaNmyoAz3uQ19RBOw9e/bIM888o7fBbTz+zTff6IkOENwPHDigq+JQ5QZ4Dfzxo0/p48eP9TSDqMLD/lKKJWwPxxK2S6G/9aBBg2xGQStcuLAO1q7q0oVgfeXKlQSlc/vAjr/plECbeWLt6cbCQZHImbHAVAEb3T2wpBTGNEbw/vrrr/XtLl26yL1793QwN9SuXVuqVKkin376qb7aR3XZsGHDZPjw4fpxnETsA1MJYlrBI0eOSPny5WXnzp1So0YNvc3y5ct1KR1/7Hh+SjBgmyBgFy0av37mDKvEXcATRzp7+vSp3LhxI9Gqd2NB+3pKoFCRVKIcFozB7opkOU88v94kzknn1yurxGHChAny97//XYoUKaJHRxoyZIhuk0oMTkC5cuUst7du3apL3dZatmwpP/30k15HuxmuwJs1a2Z5HCcSMxPhuQjY+B9zAxvBGrA9qsYxshMmQ0isyg6L9YdEHgw1NylsF6W0wY9b48aNPer04e84b968esFY6I7gwh6/LUm1qWNBkxqy4jGHOJbEBAcHJ5sBj0JDaoKBoxoM7AfNERyUJv3cdX5NE7AHDhyo/4BQDYWq7VGjRukrm6lTpzrcfv78+boUjGprA4IxvvjWcBv3G48b9yW1Df6YreGiAcdlbOMIqtnHjBmT6vdNRJ4FpWFctGMxmtIcQW1ecsly165d0xfyp06d0ktiEKyNZLnEAjsex8QrCCbIEbCvPMVr436OJJc+7jy/bg3YSBiz7mvpCKqgy5Yta1MyrlSpkv5iYv5dBEJcoVpbt26dbldG4liFChXEE+ACw/o9oISNNjsi8k7IryldurRekkuWS6pdHY+j+hUDymBJCgoTt27dcpiBb9yHXCDsEwUN1CgYCy5ErG+n9X5P2pefk5sa8DmgZJ3Y+cXrodm2ffv2Lml+cGvARlsxpt9LSvHixR3ej2pqJJEg29s6e3TDhg16JCVkjHfv3t3mOfnz55erV6/a3IfbuN943LjPur8obqOd29gGV8XWcBzIHDee7wguKuwvLMiDYTjS1q3j15ctw5RT7j4i8kL4TUByK5bE4PcFv0GJVb0b9z169CjBb5MjqKpHLxdfkcmJFxKxsbGJDq1rPVIf2rZd0dzj1oCdJ08evaTF3r17Le1NBnTtQvY3Su19+vRJ8Jw6deroeXqtE9dWrVql7wf80SDoYhsjQKMkjLbpN954w7IPfOF3794t1atX1/etXbtWJ6vgIoK8BIYj3bDhf+tEboKSMKq8sSQVKJAs9+WXX+qpTZNTq1YtvT/8blkv2I/9fYndn5ptnXV/WqTnuWmF5lqfbcNGoheCJqbgQ9YlbiPh7OWXX5bw8HBLNTiCNaor0C/aaE9G1TnalwGPNWrUSKZMmaIzyOfNmye7du2Szz//XD9uVGd88MEHut+10a0LbUOYwACQxNaqVSvdvQyZ5egCgjGSkZCW0gxxIiJnwm8XCj9G4SM5KNR4WsJfSiil3HpRgXiBfCpnjeiXlhPg8Xbv3q2ioqJU9uzZVUhIiCpXrpwaN26cio2NtWzTo0cPNCokWBo1amSzr/nz56vSpUuroKAgVaFCBbVkyRKbx58+fareeecdlS9fPhUcHKyaNm2qjh07ZrPNzZs3VdeuXVVYWJjKli2b6tWrl7p7926q3lN0dLQ+PvxPHigmBq1U8QvWiUzgyZMnqlChQsrPz8/h7yHuL1y4sN6OPOP8piYWmKYftrdhP2wPx4FTyORZzOBoJDlmiXvW+eV82EREPgrBAkHDvs0b3b8YrM19flnCdhOWsD0cS9hkchzpzLU40hmRJwkNdfcREHnVSHLexN8N59cUWeJEbhmaFKVsIiIPwZnciYiITIABm4iIyAQYsIkciY3F/KzxC9aJiNyMbdhEjsTFiSxd+r91IiI3YwmbiIjIBBiwiYiITIABm4iIyAQYsImIiEyAAZuIiMgEmCXuJsYsLxhTnDyQ9Shn+IyYKU5ELmDEgJRMnMmA7SZ3797V/xcuXNhdh0ApFRHBc0VELo8J2bNnT3IbztblJk+fPpVLly5J1qxZLfOopuXKDAH//Pnzki1bNqcfo6/j+eU5Njt+hz3//KJkjWAdEREhmTIl3UrNErab4IPB/KnOgC8KA7br8Py6Hs8xz68vf3+zJ1OyNjDpjIiIyAQYsImIiEyAAdvEgoODZfTo0fp/4vk1I36HeX7NLDiDf4OZdEZERGQCLGETERGZAAM2ERGRCTBgExERmQADNhERkQkwYJvUxo0b5bnnntOj42CktJ9++sndh+Q1xo8fLzVr1tSj0OXNm1c6dOggx44dc/dheY1//OMfUqlSJctgE3Xq1JFly5a5+7C81oQJE/RvxODBg919KF7hvffe0+fTeilbtmyGvDYDtkndu3dPKleuLLNmzXL3oXidDRs2SP/+/WXbtm2yatUqefz4sbRo0UKfc0o/jPCHILJ7927ZtWuXPPvss9K+fXs5dOgQT6+T7dy5Uz777DN9gUTOU6FCBbl8+bJl+fXXXyUjcGhSk2rdurVeyPmWL19uc3vOnDm6pI0A07BhQ57ydELNkLWxY8fqUjcukPBDSM4RExMj3bp1ky+++EI++OADnlYnCggIkPz580tGYwmbKBnR0dH6/5w5c/JcOVlcXJzMmzdP116gapycB7VEbdu2lWbNmvG0OtmJEyd0c2Tx4sX1RdG5c+ckI7CETZTMrGpo+6tXr54888wzPFdOcuDAAR2gY2NjJSwsTH788UcpX748z6+T4CJoz549ukqcnCsqKkrXupUpU0ZXh48ZM0YaNGggBw8e1HkvrsSATZRMKQV/iBnVRuUr8GO3d+9eXXuxcOFC6dGjh84dYNBOP0z1OGjQIJ1/ERIS4oQ9kjXrpkjkBiCAR0ZGyvz586V3797iSgzYRIl48803ZfHixToj31lToVK8oKAgKVmypF6vXr26Lgl+/PHHOkGK0ge5FteuXZNq1arZND3gezxz5kx5+PCh+Pv78zQ7SY4cOaR06dJy8uRJcTUGbCIHE8oPGDBAV9OuX79eihUrxnOUAU0PCCSUfk2bNtVNDtZ69eqlux699dZbDNYuSO47deqU/PnPfxZXY8A28ZfE+oru9OnTuooRiVFFihRx67F5QzX4v//9b/n55591m9SVK1csk8xnzpzZ3YdneqNGjdLVivie3r17V59rXBitWLHC3YfmFfCdtc+3yJIli+TKlYt5GE4wfPhw3dMB1eCXLl3Ss3WhxqJr167iagzYJoX+q02aNLHcHjp0qP4fbYFIiKC0QxcjaNy4sc39s2fPlp49e/LUphOqa7t3764TdnARhHZABOvmzZvz3JLHu3Dhgg7ON2/elDx58kj9+vV1l0Ssuxqn1yQiIjIB9sMmIiIyAQZsIiIiE2DAJiIiMgEGbCIiIhNgwCYiIjIBBmwiIiITYMAmIiIyAQZsIiIiE2DAJjKpM2fOiJ+fnx6S1lMcPXpUateurWeJqlKlirsPh8irMGATpRGGKUXAnDBhgs39P/30k77fF2FcZYxbfezYMVmzZk2i22F8dkywUrx4cQkODpbChQvr8ZmTeo6vfsc6dOjg7sMgD8GATZQOKElOnDhRbt265TXn8dGjR2l+LmYtwtjKmBgBk00kVjOAKTXXrl0rkydP1jNLLV++XI+Nj4lXiMgxBmyidGjWrJnkz59fxo8fn+g27733XoLq4Y8++kiKFi2aoCQ1btw4yZcvn55j9/3335cnT57IiBEj9CxsmJMbE5A4qoauW7euvnjALE0bNmywefzgwYN6dqywsDC9b0wDeOPGDcvjmOQEc38PHjxYcufOLS1btkx0CkwcE44DpWK8JwRaA2oVMBcztsE63rcj/fr104/v2LFDOnXqpOcSrlChgp7ABpMoGM6dOyft27fXx50tWzZ58cUX5erVqwnO69dff61n/sJ22Dfmfp40aZL+XPLmzStjx461eX28NiZ4wTnB7Gso5S9cuNBmG1xEPPvss/pxXHj06dNHz5Bn/3l9+OGHUqBAAb0NLjYeP35s2QbThWJmp4IFC+pah6ioKD0rmQGT9OBzxsQn5cqV08ffqlUrPSmK8f6++eYbPWscjhkLno8LKnxeeF185rg4Sur7R15EEVGa9OjRQ7Vv314tWrRIhYSEqPPnz+v7f/zxR2X9pzV69GhVuXJlm+dOmzZNRUZG2uwra9asqn///uro0aPqq6++0vto2bKlGjt2rDp+/Lj6+9//rgIDAy2vc/r0ab1NoUKF1MKFC9Xhw4fVq6++qvdz48YNvc2tW7dUnjx51KhRo9SRI0fUnj17VPPmzVWTJk0sr92oUSMVFhamRowYoV8biyNTp05V2bJlU3PnztXbjBw5Uh8Pjg0uX76sKlSooIYNG6bX7969m2AfN2/eVH5+fmrcuHFJntu4uDhVpUoVVb9+fbVr1y61bds2Vb16dX2s1ucVx925c2d16NAh9Z///EcFBQXpczZgwAB9jF9//bU+R3i+Abdz5cqlvvjiC3Xs2DH1t7/9Tfn7++vzBzExMapAgQKqY8eO6sCBA2rNmjWqWLFi+jOy/rxwLvr27avP6y+//KJCQ0PV559/btkGn0XdunXVxo0b1cmTJ9XkyZNVcHCw5XzNnj1bn79mzZqpnTt3qt27d6ty5cqpP/3pT/pxnL8XX3xRtWrVSp9PLA8fPtT7KVy4sN7vmTNn1KZNm9S///3vJM8neQcGbKJ0BmyoXbu2euWVV9IVsHEbgcpQpkwZ1aBBA8vtJ0+eqCxZsuiAaR2wJ0yYYNnm8ePHOoBPnDhR30aQb9Gihc1rI+DjeQhWgCBYtWrVZN9vRESEvniwVrNmTdWvXz/LbbxPvN/EbN++Xb82LnKSsnLlSh1Ez507Z7kPQRnP3bFjh76N10GQvHPnjmUbBOuiRYsmOI/jx4+33MY+EGitRUVFqTfeeEOvI+iGh4frwG1YsmSJypQpk7py5YrN54XPxPDCCy+oLl266PWzZ8/q47948aLN6zRt2lRfPBkBG8eCYG6YNWuWypcvn8PvmAEXI88++6x6+vRpkueQvA+rxImcAO3YqL48cuRImveBauFMmf73J4nq64oVK1pu+/v766pXzCdtrU6dOpb1gIAAqVGjhuU49u3bJ+vWrdPVrcZStmxZS3uzAW3KSblz545cunRJ6tWrZ3M/bqfmPcfHy+Rhn0hEw2IoX768rkK2fj00K2TNmtXmnGE7+/OY1Dkzbhv7xf+VK1fW1djW7xNNAkims/688JkYUEVtvA6q1FE1j+p+63OP5grr8x4aGiolSpRwuI/EoDoePQPKlCkjAwcOlJUrVya5PXmPAHcfAJE3aNiwoW77HTVqlP5BtYbgYR+orNs6DYGBgTa30Wbp6D4EjpRCuyuyr3FBYQ/BwWAdnFypVKlS+j2g3d0ZXHHO0vPaxuvgvCOYo03fOqgDAndS+0juoqZatWpy+vRpWbZsmaxevVq37SOXwr4dnrwPS9hEToLuXb/88ots3brV5v48efLobkzWP8TO7DttnaiFJDUECSQxGT/uhw4d0iXRkiVL2iypCdJI+oqIiJDNmzfb3I/bKNGmFJLncGEza9YsuXfvXoLHb9++rf/H8Z8/f14vhsOHD+vHU/N6KTlnxm3jnOF/1ExYHx/eJy68UKpNiapVq+oSNkrL9ucdyXApFRQUpPfj6PPo0qWLfPHFF/L999/LDz/8IH/88UeK90vmxIBN5CSovu7WrZtMnz7d5n5kYV+/fl1nLqM6FMEKpSNnwf5+/PFHXWpFpjK6mL3yyiv6MdzGD3nXrl1l586d+vWRldyrVy+HgSApyFZHSR0BAlXDb7/9tr7wGDRoUKqPF69dq1YtHWhOnDihq6Fx3oyqapQYjfO5Z88enVHevXt3adSoka7yT68FCxbo7PLjx4/rvuPYPzKvAa+J7OsePXroDHs0KaDPOLLrUb2eEqgKx35wzIsWLdIlYrwGsrmXLFmS4uPEhdb+/fv1+UZmP2pmpk6dKnPnztWfN44f7wUXAWguIO/GgE3kROjSZF/9ihLbJ598ogMV2kbxw43uPs4s2WPBvn/99Vf5z3/+o7tngVEqRoBs0aKFDoLovoUfd+t23pRAeym6Xg0bNkzvB1268Fqo5k4NdKNCEEa/a+wLXdGaN2+uB01BdyujahjdmcLDw3VzAwI4noeLBWcYM2aMzJs3TypVqiT//Oc/dQA0Su5oV8ZFDS50atasKZ07d5amTZvKzJkzU/Ua6IKHgI33iJI5uoHhogld0FLqtdde08/FRQpqavBZos0eF3+4D8eHfu1Lly5N9edJ5uOHzDN3HwQRUUbBxQBqJDiCGJkNL8mIiIhMgAGbiIjIBNiti4h8ClsByaxYwiYiIjIBBmwiIiITYMAmIiIyAQZsIiIiE2DAJiIiMgEGbCIiIhNgwCYiIjIBBmwiIiLxfP8PTif/0dmSpHgAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# initialize the gmm thresholding object with the adata object and the feature of interest\n", "gmm_kwargs = {'init_params': 'k-means++', 'n_init':10, 'max_iter':1000}\n", "\n", "gmm_thresholding = GMMThresholding(adata= adata, \n", " feature = 'cycD1 (nuc median)',\n", " label_obs_save_str= 'Low/High DNA Content',\n", " gmm_kwargs = gmm_kwargs)\n", "\n", "# plot the bayesian information criterion curve to determine the optimal number of components\n", "component_range = 5\n", "gmm_thresholding.plot_bic_curve(\n", " component_range=component_range,\n", ")\n", "\n", "# the optimal number of components can be calculated without plotting as well\n", "optimal_component_number = gmm_thresholding.determine_optimal_components(component_range=component_range)\n", "print(f'The optimal number of components is {optimal_component_number}')\n", "\n", "#fit the GMM with the optimal number of components\n", "gmm_thresholding.fit(n_components=optimal_component_number)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "## Automatic Thresholding\n", "\n", "The standard workflow:\n", "1. Determine optimal number of GMM components using BIC\n", "2. Fit the GMM with the optimal number of components\n", "3. Categorize samples using automatically calculated decision boundaries" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Categorize samples using automatically calculated decision boundaries from the fitted GMM\n", "# The ordered_labels parameter specifies the labels from low to high feature values\n", "gmm_thresholding.categorize_samples(ordered_labels=['Low', 'High'])" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Figure saved to: c:\\Users\\dap182\\Documents\\git\\cc_mapping\\notebooks\\results\\single\\basic_threshold_histogram.png\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "gmm_thresholding.plot_hist_distribution_with_boundaries(\n", " save_path=single_results_dir / 'basic_threshold_histogram.png' # Optional: save the figure\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualize Results" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plots a strip plot with the labeled histogram and the decision boundaries, coloring by sample density\n", "hist_kwargs = {\"bins\": 100, 'color': 'black'}\n", "# Note: vmax is set to match the exploratory plot's auto-calculated range for consistent colorbars\n", "gmm_thresholding.plot_strip_plot_histogram_with_decision_boundaries(hist_kwargs=hist_kwargs, vmax=4, y_axis_limits=(0,0.06));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Strip plot colored by sample density:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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btWoV+R6ej/d6PrNevXqy0UYb1XhNx44d5e233455LBCOkiIdPi66SOTQQ0VI/1lxRZETTsj3ERkMhYt99hGZOFFkyRJiwCJrry3ihYENBkORh2MaNGggm2++uYwePbqGksHvW221VeR7eN59PXjllVeWvZ7PJNH1C/X6q/Dll1/KOuusI2WLgw8W+fhjkSeeEPn881AZMRgM0Zg0KSQgoE4d89ANhlINxxACOfzww6Vbt27SvXt3ufHGG4PqlyOPPDL4+8CBA6VNmzbL8jNOPfXUIKQydOhQ2X333eXRRx+V8ePHy/Dhw5d95llnnRVU0fTq1Uu23357efHFF+WZZ54JynXLGhtvHD4MBkN8ELZlvUA55BEjjGswGIqchEAWZs+eLRdddFGQXEr+BqRBk09pMEbFjKJnz57y8MMPywUXXCDnnXeebLDBBkHlS6dOnZa9hkRU8j8gLqeccoq0b99e/ve//wW9QwwGgyEhHn9c5NJLw9yQww+nD4ANmsFQin1CDAaDwWDIZmIqBm6xiFQF2AwO6lYpERVShompBoOhTEB5/HXXhUnRKAwbbJDvIzKUCRaJyE8isoCqQFCRNXNbfKgM9YcVliyR1uRU5ukwjIQYDIbsYepUkV12EVm8ODQAb70l8u23ZJHbqBuyCho2TK2okLqNG8sazZpJg/r1s+fxFyEqIWn//COzf/1Vpv71l2xQWZmXShUjIQaDIbuVJovwR6tAnsWPP4q0bWujbsgqmHVL69SRtVq0kBVs77BING7YUOrXqyfTvv9eFi1ZIvnYYc1IiMFgyB423TRUPVQJoafPGmvYiBtyg4oKqWMhmLgIxiePY5TXXXQNBkOJo107kZdfFtltN5EDDhAZM8ZCMQaDYRlMCTEYDNkFfTas14ahQPDzzJkyd+7crH7HKqusIq28fc4M0TASYjAYDIayISB79TtU5s/N7i7pK67SUJ4e9WBSRGS7vn2l3557ymns6VWGMBJiMBgMhrIACggEZKf6l0jzhu2y8h1zFk6VV+cOCb7L1JDEMBJiMBgMhrICBKRVoyzuofVP7T9i/MSJcurZZ8unU6bIGq1ayYX//rcMOPBAWbx4say65prywRtvSIf27eWZ55+XvQ48UF548knpu/PO8vEnn8i2ffrIL9OnB5vEFjosMdVgMBgMhgLC3LlzpW+/fnLQfvvJ7O++k1tvvFGOOflkeefdd4Od4rft2VPGvPlm8NrX3nhD1lt33Rq/995mm6IgIMBIiMFgMBgMBYTnXnpJVm/eXE4+4QSpX7++9N52Wzn4gAPkvoceCv6+fa9eNUjHkHPPrf79zTdlh169pFhgJMRgMBgMhgLCDzNmSNt11qnx3Lrt2skPNPqrIiGvv/VWsAHs7Dlz5OADD5Tvpk2T3377Td585x3ZoYiq0YyEGAwGg8FQQFizTZuAVLjg9zWrGv1t2qVL0HJ92O23Lwu9bLPVVnLjLbcEHVA7bbyxFAuMhBgMBoPBkEcsXrxY/v7772WPnbbbTmbNmSP/HT48+Ntb77wjDz32mAw8+ODg9ZCOXltvLTf+97+BKgJQP/h9u223lYoi6hJr1TEGg8FgKCtQRltIn33W+ecHD8U6a68tLzzxhJz273/LuRdfHFTHkJy6Tc+ey14D+aAyRkMvO263nZx85plFFYoBFZWVVfv5GgwGg8GQL0yYkNGP+5tddOvVk3ZrrSWNGjYs2GZl+cbfCxfK1O+/l3aLF2d+A7vNN0/4ElNCDAaDoVyBD3rrrSKvvBJuNnjOOSW9tw+kAHJgbdsLB0ZCDAaDoVxxxx0i2i786adFfv9dZOhQKWVARIpBoSgXWGKqwWAwlCtef12kTpUZWLpU5NVXk3/vnXeKrLxy+IDMGAxpwEiIwWAwlCu22CIkHwAy4iQ+xsX06SLHHSfyxx/h4/jjRbySUoMhGVg4xmAwGMoVp5wSkoiXXgqTCK++Orn3zZxZTV4A///5ZxGvwZbBkAhWHWMwGAyG1LBokUi3biKffBL+TnOs8eNFqqpQCrU6xrA8rDrGYDAYDMUFKmjeflvkgQfC3w89tHYExFC2sHCMwWAwGFIHCalaWWMwpAkjIQaDwWAoG9CwzPqEFA6MhBgMBoOhbAjI/v36yd9z52b1exqtsoo8PmpURvqRXPl//ycff/qpPHLvvUm9vmLFFWXS2LHSdZNNpBhgJMRgMBgMZQEUEAjIZfXrS7ss5bBMXbhQLpw7N/iuZEjIdn37Sr8995TTvNCWkonzzjpLShlGQgwGg8FQVoCAdGiU8Z1SqvHPP9n77BKDNSszGAwGg6FAcfEVV0i/gw5a9vunn30mW26/vazUqpVsv+uucvYFFwRqiotx778vnbbYQlZu3Vr2OvBA+Z12/AUKIyEGg8FgMBQB/vnnH9mrf3/Zdeed5Zfp0+XqSy+Vu++/f7nXPfbEE/Lac8/J9ClT5IcZM+SGYcOkUGEkxGAwGAyGPOLcIUNklTZtajyigMLxy6+/yvlnny0NGjSQHltsIf3322+51509eLC0aNFCVlllFdlv771lwocfSqHCSIjBYDAYDHnEVZdcInNnzKjxiMKPP/0krVu2lHr1qtM5115rreVe5ybENmnSRP6gNX+BwkiIwWAoD8yaFW66ttde4bb1BkORYY3WreXnWbNk8eLFy56b/v33Usyw6hiDwVAegHywvwmbrT37rMi4cSLdu+f7qAx5AGW0xfjZW3bvLqs0bSpXXXednHPGGfLh5MlB/sfGHTtKscJIiMFgKH0sWSLy3nvVv1dUiIwdaySkzECOBI3E6OORzTJavoPvyjTq168vT40YIcecdJJcc8MNssVmm8mhBx0kn33+uRQrbBddg8FQHmCr+o8+CgkJeOcdkZ49831UhhzvoltqbduPO/lkWVpZKXekWQFju+gaDAZDLvDMMyLnnCPy448ixx5rBKRMATnIFUHIBt565x1pu8460maNNWTMG2/IQ489Jk88/LAUKywcYzAYygNrrCES0VPBYCgmfPvdd3LQEUfIb3Pnyppt2sjVl1wiu+y4oxQrLBxTiqisDJPv6tbN95EYDAZDQYVjDIUVjrES3VLD+++LrLmmSIMGIgMG2B4GBoPBYChYGAkpNRx6qMjPP4dKyKOPiiS5/bPBYDCUHCorg6RNQ2wE45PHMbKckFKDEhBAOIbfDQaDoczQAC976VL5cdYsWb1ZM2lQv75U5PugCgiVIrLon39k9q+/BuPEeOUDRkJKDSeeKHL11WEfBLaq7t8/30dkMBhqi19/FRk8WGTKFJEDDhA588zwHjfElfnbVVbKTwsWyI/aQMzGrBpV6scKS5bI2nkMi1hiailOLFpST5smssceIuuum+8jMhgMtcXee4s891x1jxOqfA47rLTGNcOJqQpMLU3Oq0bO4KBulRKRNTqbRGKqKSGlBpg+C5bBYCgdfPBBNQFh8zLaz5caCckSMLD1qx6GwoMlphoMBkOhY+edRerUCZ0MNi/bYYd8H5HBkBGYEmIwGAyFjttuE1l7bZEvvhDZZx9TOw0lA8sJMRgMBkPJ5oQY8ghrVmYwGAwGg6FQYTkhBoPBYDAY8gIjIQaDwWAwGPICIyEGg8FgMBjyAiMhBoPBYDAY8gIjIQaDwWAwGPICIyEGg8FgMBjyAmtWZjAYDKWKf/4RefRRkXnzwo3vWrTI9xEZDDVgJMRgMBhKFRCPp54K271fdZXI5MkizZrl+6gMhmWwcIzBYDCUIubMCQmI7q49Y4bIyy/n+6gMhhowEmIwGAyKceNEOnYMwxZXX13c47LiiiKNG9d8rlWrfB2NwRAJIyEGg8EAli4V2XNPkS+/FJk9W+Tcc0XGjCnesWnUSOSRR0RWWUWkfv3wfHr3zvdRGQw1YDkhBoPBABYsCEMYLr79VmT77Yt3fPbeW+TXX8NwTB3zOQ2FB5uVBoPBoOGLPn3CJM66dUVWWklk552Lf2w4HyMghgKFKSEGg8GgePJJkdtvF/nlF5HDDhNZe20bG4Mhi6iorESnMxgMCbFoUShtk7RonqXBkFlMmGAjWmrYfPOEL7FwjMGQDMaPF1ljDZHWrcMbCzJiMBgMhlrBSIjBkAxOOknkt9/C/3/8scjQoTZuBoPBUAok5JZbbpG2bdtKo0aNpEePHvL+++/Hff3IkSOlQ4cOwes7d+4szz//fI2/H3HEEVJRUVHj0bdv3yyfhaGk8fvvYQmnJvrRBttgMBgMxU1CRowYIaeffroMGTJEJk6cKF26dJE+ffrIrFmzIl8/duxYGTBggAwaNEgmTZok/fr1Cx6ffPJJjddBOn766adlj0eolzcY0sV554XkQ/svHHecjaXBYDAUe2IqyscWW2whw4YNC35funSprLXWWnLyySfLOeecs9zr+/fvL3/++ac8++yzy57bcsstpWvXrnLbbbctU0Lmzp0ro0aNyuGZGEoeH30k8vnnIltvLbLmmvk+GoOhtGCJqaWHQk9MXbRokUyYMEF22mmn6gOqUyf4/d133418D8+7rwcoJ/7rX3/9dWnRooW0b99eTjjhBPmFkrsYWLhwocybN6/Gg+cMhhro0gUWbATEYDAYMoS8kpA5c+bIkiVLpGXLljWe5/eff/458j08n+j1hGLuv/9+GT16tFxzzTXyxhtvyK677hp8VxSuuuoqadq0aY0HzxkMBoPBYMgeSrJZ2UEHHbTs/ySubrLJJrLeeusF6siOO+643OvPPffcIC/FRcOGDXNyrAaDwWAwlCvyqoQ0b95c6tatKzNnzqzxPL+3irHbI8+n8nqw7rrrBt/19ddfR/4dwrHyyivXeBgJMRgMBoOhhElIgwYNZPPNNw/CJgoSU/l9q622inwPz7uvB6+88krM14MffvghyAlpTaMpg8FgMFRj7txw12CDoRxLdAmD3HHHHXLffffJlClTgiRSql+OPPLI4O8DBw4MwiWKU089VV588UUZOnSofP7553LxxRfL+PHj5SSaSYnI/Pnz5ayzzpJx48bJd999FxCWvffeW9Zff/0ggdVgMJQ5MLjaeK7cQdO91VYLtyJgDbVdPAzlRkIoub3uuuvkoosuCspsP/zww4BkaPLp9OnTgz4fip49e8rDDz8sw4cPD3qKPP7440EpbqdOnYK/E96ZPHmy7LXXXrLhhhsG/URQW9566y0LseQaLPQvvBCWtQJ+kpOzySYid92V88MxlDkwsKecEhrc5s1FrrtOyhqEtc86q7oJ3y23iCRoFGkwlFyfEEOJYvp0ke7dw4WOJl+QjksuITYmolVKb78d9twwGHIBDGyPHjWfw8GJk09W0vjuO5F27Wo+9+qroaOQB9DZupI9mgylg0LvE2IoYdx5JzXY4f/huRdeKDJtWjUBAV6XW4Mhq/jzz+WfW7Ag3B356afDB/8vF6yzjsiBB1b/DkHbdtt8HpGhDGEkxJAdUOKsIhtKSOPGoepRt274qF9fpHdvG/1Swvffi7zzTmjYCxHMPzeBff/9RdZeW2TXXUX23jt8kDcWo59QyYH7ku0sXn5Z5JlnRN54g2qBfB+Vocxg4RhD9vJBIBnsOAsBefLJMDxz7bVhYuCgQTUNgqG4MXKkyIABoQHHsL/3XmGGOeiE/MorobGl8/KHHy4vGX/wgUi3bvk6wrKFhWPKMxxjJMSQPSxeLDJ1Ki1tRVZe2Ua6lNG2bRhuAyhdF1wgcvHF1X+fOFHk8cdDgnL00SL1CqRP4ldfiWy4Yc3nvvhi+ecMWYeRkPIkIQWyEhhKEhiaDTbI91EYcoE6dUJ5X0Nw/O5u/LfllmEVBkoJyYfkDBUCmJ+XXioyZEj4Oz+NgOQFlpRanjAlxGAw1B7sWE2S4z//iKy3nsjYsWEpLMDI89BciyZNaOhTWKM+b1740xS7/MF20S09mBJiMBhygn79wsRUSrA33likUaPqv0FKlIAQqvHLQgsBRj4MhrzAwjEGgyEzIPfH2+E6AAmrJIDec09YFvrggzbiBoMhgIVjDAaDwZB/WDim9GDNygwGg8FgMBQqrFmZwWAwGAyGvMBIiMFgMBgMhrzASIjBYDAYDIa8wEiIwWAwGAyGvMBIiMFgMBgMhrzASIjBYDAYDIa8wEiIwWAwGAyGvMBIiMFgMBgMhrzASIjBYDAYDIa8wEiIwWAwGAyGvMBIiMFgMBQaZs4UmTEj30dhMGQdRkIMtQPbtx93nMghh4iMG2ejaagGu+ZusYXI3nuLTJ1qI5MsLrlEpFUrkTXXFDnhBJHKShs7Q8nCdtE1pI8lS0Tatxf57rtwoWzQQGTKFJG2bW1Uyx1vvinSu3f4/7p1RTp0EPnkk3wfVXGQ+rXXrvncBx+IdOsmpY6KigqpHD8+34dhyCRsF11DVvHTTyLffBOSkaVLRf7+W+T9923QDSKTJlWPAvPj00/Dn4b44B7y8ddfNmqGkoWFYwzpo2XLUDbG062oCH926WIjaghVEOaDPnr1Cn8a4mP99UX696/+fYcdRLbaykbNULIwEmJIH/Xri4weLdK3r8i224qMGhWGZwyGrl1FXn5Z5KCDRE47LZwbxQqOfZddRA49NAyXZBOQ+YcfFnn9dZFXXxV58UWRevWy+50GQx5hOSGlhsWLw/wMCILBYKgdJkwIk2tBnTqW25JFWE5ICcJyQsoMt98u0qSJyAoriFx5ZfgccfgvvxT5/fd8H13p4rffRObPz/dRGLIBkkIh9Tw0t8VyNAyGjMHCMaWCn38W+de/RBYtCtWQ888Xeecdkc02C0MkrVuH0q4hc8AwnXyySLNmIqusIjJsmI1uqWHLLUMFxM15atw430dlMJQMLBxTKqA0dqONaj43aFDYq4HKFRbRddcV+frrfB1h6eHdd0V69qz+HWM1a5bIaqulpqLceWfoZXO9Vl89K4dqqAVeeEHk1ltFWrQQueyykNAbMg4Lx5RnOMYynkoFqB1UJLzxRvh7585h9QrkQ732XMnIkJ4HHhD59luRfv1ENt1UShLz5i1/3n/+mTwJQbXaZhuRzz8Pfx8+POylQTjNUDjYddfwYTAYMg4Lx5QK8MJfeknkwQdF7r1XZOxYkeOPF2nePPw7ZOTyy3NzLKefLnLEESJXXCHSo4fIxIlSkoD0uQTrgANE1lor+fd/9ln4gLzwoKsoiZAGg8FQJjAlpJTQsGHYPl2x4ophmIZ26nQx7dgxN8eBCgK0OdUTT4S5KaWGRo3CvBvkevIEKONU5SkZIOtTfkkOjxJJWnUblsfChWFOhpWrGgwlBVNCSh2rrhpKybkiIGCddaobU0FE+L1UAfnYd99wjFNtxkW47KGHwoZv5BvcdZdIu3bZOtLiBGHEM84IQ1Qrrxz20DAYDCUDS0w1ZB6oLwMGhDkhBx8scsst1i3TkB7Icdpuu+rf6X9DMi+l6IaSgiWmliAsMdWQF6C6fPhh4Q0+vVJQHgh70P2ScJWhsDFnTs3f//kn7MliJKTkYJvXlScsJ8RQPjkFlNOi0iDxU4nCZnuWY1DY2HnnsLQcVQ3st18YxjIYDCUBIyGG8gBVJ1SiuLu8fvxx6ZYPlwrIA+HasX8LyhUl3waDoWRgJMRQHtCeKagggJAMyaCGwgfdaCn5NhgMJQerjjGUB9ZbL0yQpcoCj/qOO0TatJGCAR052Yn4qKNEfvkl30djMBgMOYFVxxjKC6qEpNLPI9ugjwq5DoAyX/qNPP98vo/KYEgMujCTV5WJXbutUV/pwXbRNRg8QD4KiYAAEmTdvio0lzMYCp3Mn3ZaWKVE3g5VZwZDGrBwjMFQCO3fIR+6U+v22+f7iAyGxP1bbropJCN//y1y5JHhvkkGQ4owElJM4IY/80yRpk3DHXOp8DAUP+i2SidQKj/wLtn7x2AoZPz66/L9WxYsyNfRGIoYlhNSTHjsMZH+/aurO2jx/fXX+T4qQymQW3JQfvhBZI89Cith11C4O0izH9Q334S/H3igyIgRtfpI65hagrCckBLDtGkh+QDsujp9er6PyFAKOOeckHyw63LnzuE8M+QHX3wRNtVjI8MhQ6oTqQu1f8t994WJ1banjyFNmBJSbAsUzbUWLQpzCOidcM89+T4qQ7GDsmWqHAAk9+qrRc46K99HVZ7YZJOwqZ7uQD1ypMj++0s5wJSQEoTtHVNiaN9eZPz4cGFCMrcGToZMoFkzkR9/DL1uFLbVV7dxzRe++qqagEAIcTwMhhKGJaYWG0hIRaY9+mjb98SQGVBeCRHR2D6b+xnyg333Dauk6L0BCdltN7sShpKGhWMMBkOogrDJX6NGNhr5BKFWOvt+/73IQQeJdO9ePtfDmpWVZTjGSIjBYDAY8g8jIaUHq44pcBB//+ADkY8+KtwseIPBUFhYvFjku+/CJmEGQ5HDckLyBZLP9t47lFu7dhU5+eS8HUpJga6NtjgbShU//yzSqVPYI4jkdBLVDYYihpGQfOGdd0Sefbb6d+LAhdL3A4LEfiaTJxePQsNx/vvfIiutFPYwuO22mn+fOTP8Ox1JqUAoBZA30KNHWGLLBnjWsbL0ce211Q0K584VGTxYSgUV3boFD0N5wUhI3ka+TnLPZUPKffRRkeHDo7eM5++77x4aty5dRE49VYoCeIQs0JARWkifeKLInDnh3/h9221Fhg4VGTZMZMstq/9WzPjXv8I4Oj0+Ro0S+b//y/cRGbINd38W5vr8+dn5HuZUtj7bYHBgJCRfoCui24SIPWHokphtUII5YIDIcceFbZd//73m3996S+Sll6p//89/RGbMkILHb78tn2/zxx/h/6dOre6/wIN9L8jFKXZwXtpTgrJO63Ra+oBcN25cfc0vuCDz3/Hf/4ZqIo9zz8385xsMDoyE5AuoHuwF88knIl9+mRsvdvZskSefrP6d8M8rryx/XFHHWuhA6aDluGLPPUXatg3/v8YaIiuuWH0e/NxgAyl6sHMpYOddSBfk0lD6HVVpYEar9E8/DcNwmcSsWWF+GoooSgvdc61qxZBF1MvmhxsSAE9m441zN0xNmog0bBj2g1C0aLG8MadhEoscOO88kdatpeCBd/juuyLPPBOeIySE8QUQEDZoIx+EpNVLLhFZf30pepx+ush664W5OzvtFKprhtIABOCRR0Ref11kiy3C5oQ6nyHV++yTne9FPYTQxlMZDYYMwvqElBsefzz0oEliZH+Qq66qXtzcBZD9K2hchZEzGAy5xV13hcQDlYuQG4oEidXZBvf+XntVJ81TuTduXEjsswzbO6YEYc3KDJHA02Fhq1/fBsiQGpDpaSnuGy7mk/+8IX0QZiF0qtVpqFxU1OXqGkNCUExRFKm+ygGMhJQgrFmZIRLkRBgBMaSCn34KE5mZN/zkd/DUUyKrrBKqZiRXF0tJdzHsEaUKJWqIm++UbUAm+/UT6d8/ZwTEUL6wcIzBYEgMQngPPBAqHhjFgQNFbr1VZNVVw3JOxauviuy4o41obUHuEuXxo0eHJeVasVLCMCWkBGFKiMFQ4oAUHHNMmJjbvn24BUA2QLM3TVjkJ507yStyCYhWVxhqD5Sl228PG5M9+GDJExBD+aIIai8NBkNM3HefyJ13hp7zN9+IHHxwdgbr2GOX/x0V5IADqp+jjXifPql/NlVN228v0rt3WA1iMBjKBpZJZihO0HyMHiuUL+aiyVsht27XCgoe/J4NkCNAlcR774XhAcYdPPxwWNJN0zt+NmuW2udS/rnLLtUt53fdNWzC1qqVFDQYBxp5kcR50UVhiXQpgdwe+heBDTdcvoLOYMgQLCfEEHrRP/wgsvbaIg0aFP6IkLlPnwQMAIlzb74ZtphnocQglxMgYuy3QWt6wiTkEdx4oxQNaITl7xfyxhsivXpJwWLevJD40kIdY02y7rffhkpQbYCSddNNYeI4PWC4H/MBzun448OtHQDhPkJDWSYilhNSgiiWnJBbbrlF2rZtK40aNZIePXrI+2yeFgcjR46UDh06BK/v3LmzPE8jqhg4/vjjg8l9YzEtzLkEja5YUOkgSk8QvNBCB71NtF05ZYSEBiAjNCW74w4pK7Cj6sSJIpddJvLQQyLXXy9FhQ4dwoZ5kEcehHhyWQmSCOyfwr5EbsOu776rbuqFwV60KOxiWhugJG21VZiAyv5GlOTmakNC1lsqm26+OTwXegQpAQHcU3RnNRiygLyTkBEjRsjpp58uQ4YMkYkTJ0qXLl2kT58+MitGgtvYsWNlwIABMmjQIJk0aZL069cveHyCR+jhySeflHHjxskadBg0RIOOqLrAUnZ5+eWFP1J0fnW9MowwSgCKDh4cSZPlVs7JdSQfpBha7PvX8u23w+qbww8P/w8RKZSQH8Sc0NNaa7H4hM9D2OkirMSpadOwnXptQEIx2ypoWI39mj7/XLKOSZNEtt46VGDoKIzq4XdMBVHPZQG2k275Ie8r1vXXXy/HHHOMHHnkkbLRRhvJbbfdJiussILcfffdka+/6aabpG/fvnLWWWdJx44d5bLLLpPNNttMhuE9OJgxY4acfPLJ8tBDD0n9YuqJgZfFgvC//+Wm5wLeln4PP/1qh0IE++xo7oHfdp7Fkg3qDDXx4ouhQYWQ042zkIBRx9vmuCBUyYKt7G+7TYS1Ihvz9pprqnea5vPPPz/8P5VIkKWjjgpLlfl/8+a1+y62EWCdglxDJPmOddaRnIQ2uWd0r5iRI0N1zU1wpi8MvWAMhlIjIYsWLZIJEybITk5SV506dYLf3yVjPgI8774eoJy4r1+6dKkcdthhAVHZOIm9WRYuXCjz5s2r8eC5nINQCLkNgweHO+zimWQbJNdpp0taM/PdmQA5JuzA++ij1aGTTIEx4vMhbCTPsWi6e98g8Rtq5jCQNMr8Qu3C27344tDwF+t27ZDnHj1ETjhBZNCgsCon0966/3nu7+uuG4YsIEDu/IsCvVNUPYE0RQFySOM32qRvumlIDlZbTbIOjkvPC1WH3yFClAUzZ1Qt4biylfRsKGvklYTMmTNHlixZIi1btqzxPL//HENS5/lEr7/mmmukXr16csoppyR1HFdddZU0bdq0xoPn8rKvC0ZBlQmSwbKNnXcODfnTT4fys1Y9xALHhlJDwhFE6ccfl38Nz7FokSTJzq4YvUwDwoSnSB4IMjnG4P77RV5+ufhCEtkGPT7w5F3Fi038yKWhLJZQVrGBFuZavQHeeiucv5kEeRLan4P5xpilQ5aoLCLplDUK0hSrlwuVQYQWyUHZYQfJCeiKqptUkiDMzt4AYjJqVPV8QXXS3w2GDKLkSnRRVgjZkF9CQmoyOPfcc4O8FBcNc7Bh03KgLFG9EgypH2rIFtjyXre9TwS8NVVoWExZWJGj/deojA3uvTckVNkKi620UvW29tkA14SSTK5J9+7ZqxKgOyaVPuQfQKZIVkSZ6tu3dp+L14569PHHy3v0GD2uo1+hUujwHJHAi8+0ckBoCPJAvhkKQTplw3PmhFU0UYpnIYC5fMUV4cMFc53x5PghITxyVDZdCQkzlA3ySkKaN28udevWlZl4ag74vVWMCc/z8V7/1ltvBUmtazvlbagtZ5xxRlAh8x0SvgcIR15IByEfFBcqVPCCMKSvvRZ69BAQtvIuNCDNun0porw699qxyJFoWKybm2GwKQdGKQIoO1ShZJqIoILR+IvFn+/kJws/84H50bFj+p/N9aIJGG3WCccQJlNwHrkiu5kEiaDkbFx4YUhuObfa5mVEgblLiC9dUHmGukgpst4L22wjBQ+OFVXkwANDh4IdfdlUz2AotT4hlOR2795d/lO1MJLPAYE46aST5Jxzzlnu9f3795cFCxbIM888s+y5nj17yiabbBIktf7yyy/yk26u5eSMkCNC8mt7WlsXCk4+OSzJU08DxYAKAd2foxCBp77ddtVGeO+9RZ54ouZrMKKcG+oHCaSQqWLdT4SQEqWLLihhrA0piALxd+TuqNuR+Pwhh2Tuu265ReSss8L/U9JLRVGxgrnGXNT5CGFj91lCdYcdVhj3ETk55IKgiJDMmouE00yB+cgY52AcVbk2JaS8+oTk3T0lDHL44YdLt27dAjKCWvHnn38GhAEMHDhQ2rRpsyxH49RTT5XevXvL0KFDZffdd5dHH31Uxo8fL8Or6tpXW2214OGC6hiUkoIiIJqw5iaF4a1CQgph4YwFmkhBACEWLKbEk33gxWPoMN78v1i7LVJR4hMQkA1Vh7FkrDSJ191BNVGeTqo48cQwNwEUe/6Me/yocoTLVKVD1r/uujA8iDGFMFN1kmuQV7LbbuG+OvyfYymWe6IcGwAacoq8kxCUjdmzZ8tFF10UJJd27dpVXnzxxWXJp9OnTw8qZlzV4+GHH5YLLrhAzjvvPNlggw1k1KhR0ilRhnohgvbXJNdBRFg0M21ssoXddw8fiVDsi9eUKcs/Rz4M+QGZBtUqzAW6hRJqIJxI3xOSq2mbnWkUO/mIAgqIEhBAWBNiojlLVNOQwJrrkn3CRq6qu/rqIs89Vzz3ezIg8ZmQdinOK0Nph2PKGlTCnH12uFDiKVEuazdx4YCERHokQBJ5EIYiR8OQPxDSwOBF5X/cc08Y7lAC3K5duAutC/a/gYzkChAi1Be3Agl1gdYBmihczOC8CBXSX4TQK6FZKq7SgIVjShDF0ra9bEF5KTkhlBvSCMkISGEBdQ0vmtAFnWTp3ZALUOKM4nLccSERigW8aaqaSAQmHJmrNt/5AjlTJHaiJNAkzO/jwXP/+ldYLUVlCyFBH7nuxgrh8JUX/L4YHaGLDg88EBIQQOflQw/N9xEZigymhOQSxRQLNuTPsyTpVau42BOH/hd+SSrluzzHXh+umElOxAsvpL6bbaED9YP26K6iwJ5RVJXFA4m3qI0AIhmR7J51oNBQXeKSJnLc8nEsmca114YKrp4bqk+aZNiUkBKEKSEFAowEsX1ipnRGpMLEYIjCtGlhbwrNbWCjtA8+WP51lKlT4u1HUykF9Xs+lAIgW35TNapOEoH+P4RwCH3my+iTZE/F3iuvhKXEJKRn+ljoIMwaQ6UT1Vu5As3OtKGbVpMZDNlSQubOnRtsCkcvjmnTpgWlsquvvrpsuummQRksSaOGGAlz2gJZmwBhREwVMfjAi2RLeAwstybzhY3M2FvEBQSFBmOUpLoeNrkQxOjvu6/0xhYDq12EqXSDnBF6KXdA0BgPbatOmBf1jLBVLsBme4QGabJHY7101zUItKG0kCkl5Mcff5Sjjz5aWrduLZdffrn89ddfQRXLjjvuKGuuuaaMGTNGdt5552ADOnbFNSw3gNX/x2DQ/CfT+6kYSgOEX156KdzKnT1EaGLmExC3pBtZn2ZqCkhLNtrkFwJQEVATGBPKb42AhEA5I3yn6hmhulwadEgzWwAQGjPHypANJYRyWXp5HHHEEQHRiALEhFLZm2++Wfbbbz85k30XDCHwUCi7xLuFhNALhCQ7gyFToOoDVYTunplupGYo/BBe585h2InlHIJKuTfVQcUEU0LKUglJioTQhdRvAJbJ15fNQoEHRzIhrb+LvYeGwVDsIGRx2WVhbg1OU7H17WDppjMxVUAoEDS8o3R5yBCRPfaQooORkNJDpkiIIUfgUlAGSg7ALrsUziZXBkOpgUZwKAWzZ4f3XaNGYU8RdpMtJvVrq62qf4eIsKFkLvcCUvORiTCMkZDSQ7batn/11VdBHggbxbHXiws6nxpqUe5G1jw3NH1DqKKhq6rBYMgsyKHAYLsJwR9+WFwkhMopnxBQypwr0OOIPYhYr266SWTQoFp9XEW3brZvTBkiZSXkjjvukBNOOCHYAZf9WLS2O/iwigqZyNbghvSw3noi334b/p9wDU2y3B1PDeUFOumyNw/VD/zcfnspC2TSu44FSAet8efODb+PhmKEZ6jwKBYQRiIHSEu42fH20UdzkxxKMizbF+i1IiGakDO7BqcJ7IdtXldiyIYSQnXMFVdcIf/+97/TPSxDvCxzbmQy3Lm56SliKE9gJHfYIax0QG1kz5NiM5LpgO3jqbQgXEJuA42wslWFNGaMyAUXhN/F9+RybOkbQqI6+wKlSxroO4Ra+vLL4f933jl31Sm0GHD9V+YoXWBrQUIM5YmUlZCVV15ZPvzwQ1l33XWzd1Tlii++CMstyWzfc0+Rhx/Oz66fhsLYPM+vREPyPukkkU8/Ddu5kw9A2/ZSAYSL3hZuUzJKcZPwpjIGjGm2t09A3aSpF0tvnz7hrtS53lQvEyoM14W5CCgnf++9Wp2HKSEliGx0TD3ggAPkZZi3IfOg4RDdDlmEaXBmBKQw8euvYeIwfSpozsSeGZkGSZPkJxCWU+8Ww8VNTcLywQeHJAUjXSogNOJ3RUUxyATIlYC40Tk1CpS3sjM0RrRDh9AhyAZQXejiqr4fPWFytSdRJoHywp5X5IXcdluoyGSASJEXYigvpByOWX/99eXCCy+UcePGSefOnaW+N/FOoXWwoXawhj+FDaR7dtMlbEYLbiT9qM3SagOqNVjYyQXRDcIAyZMKckUwAnffLSUBcjTIeyFMoiWnae7IWgOEsXr1ChNRV1lFZPTocHdkf4+ZF18MlRCqZOjOynFkGtpQzAXXsRjBXj7krRkMuSQhw4cPlxVXXFHeeOON4OHLaUZCDCWPqVOrDQk/+T0boFMq0r1LQgDhAq1K03078PSvvjpMGNx/f5F+/aToAPFgUzrCkJzPQQdlpivqlVeGpbiAPAwqz9jkz1dclPxzTWlFng00aRJ+P5vpAcgQoVeDoUyRMgmZmq0F12AoFrBdOe3DCZVgsNirJVuguR3eJi3LXZWExFXCd5q4yS6tVEaAhx4KZX5CRsUGzu2oo5J//TXXhEStVatQEaIzsQ9fafBDPuCww0TuvDMkd4RKsunh0yBtv/3CMB7t+QltGAxlirT6hBhKANpPwPJOUsfAgWEC5bvvimy9dZhcmE2QfIqXrnkEGEpCCxyDJlFqKAFAjgg5FCMJSQWcs+5Gy3jstVfY/8MH3VBJ/qSvBuFjwmc+SPIlv4bwGrk25PqkA6qY+L7Fi0UuvTTMM4lC167JfR4VJ5BK7lO2e7D71VBiSIuE/PDDD/L000/L9OnTZZHnZVxPbNVQ2MB7JNcAsAHa2Wfn+4iKD2zWxSMXoBW3248B8oFC4oKEVc1T4aFGjuoFki75e6ltFUCuh4Jznj49NP71vGWNyg3yPOi7AsGgFD4KqChRSkoqibXMCQg+14tKN76XXJd0q4W4boSG+LxHHgk3LSzhnDHrE1J+SJmEjB49Wvbaa6+gRPfzzz+XTp06yXfffSdU+m7mJ3sZCg8siuo9Avq9kENgJdeFC0IFhFfoodGsmciDDy7/Gp5jHxHKu9mbiHwKrjOEE9BzBOWg2EpB4wGlh1AGxAMVCNXBJyAKWpnTRyObgARB+NywD0QpXRJCzt0PP1T/TqIy30HCrsFQrn1CunfvLrvuuqtccsklstJKK8lHH30kLVq0kEMOOUT69u0bdFM1FDCQnP2NunLdi8GQfm+GBg2S84R/+SVUUFw895zIbruV1uhTLQQBQxmih0o+wxWU35Kno0mtVI9AQiCO6e6l4pasQrhIsM1Esm4BwvqElCCy0SdkypQpMpCYODJKvXry119/BdUyl156qVyjXpehcIFMTzKcYpttko9PG/ILjFCyUnzU67LdhCsfYO5ed124h0m+8yVIqn377ZAMUeJLzlC6BEQXcPaToqKGXclJPC5RAmIoX6S8KjVp0mRZHkjr1q3lG0oCqzBnzpzMHp0h80CuJmlxxIjwQSJeNnIF8ABpZoT3XurA8yV5kI6RhQKM38UXV/9OrsJOO+XziAoful1CbUDr9xtvFBk2LGzJXltArmiwxtrqll2PHSvyr3+Fpb5USpUIrFlZ+SHlnJAtt9xS3n77benYsaPstttucsYZZ8jHH38sTzzxRPA3QxqISqbLtsfGZlcuWHzphEvOCJUBbKaXLiiZ1KZ1nTqFZET7WcQCnWKPOELk++/DvUMwoMWQgEdnze7dw/4Teu54woUA9l4hn4Q8hY03Lk0lJBMgdwN1l5wbSn3pVsw1LVSQYEsTN+5ZHu+/L/L00/k+KoMhLaS8KlH90qNHj+D/5IXsuOOOMmLECGnbtq3cdddd6R1FuYI20iSEkiy4xx759WiokoF8YECpENA9IVIFi6K7uSHnqP0r4oG+CezATKklpY0YgmLAvffWTEakYVghgfnVuXN6BASVk2RzNnsj2bVYVC1IBeWshDGYy4lasN9zTzhHtfSZPjCFDHrUaBUUx0yDt9oqOLHAeJjCbcgiUl6ZqIrZpKqMjdDMbbfdJpMnT5b//e9/so5lbaeGY44Js90BHRxvvlnyBve7MTZRFRgu6LmA98h23sS/ScpT+ApGMgYQg6ddSHm9W35ZyCD50C2fpS14qYAGaJMnhyWnhO7yOT9TAXuZPPBASOpR2CAkiQythiQx6uwQW8igzFjnHMdNMmymVMPPPw+rjMgVI4mZ/YsoCdcOrwZDhmH6bD5Bq2jX8LIY5gtUFyhZYCGmpDEe6C1Ce23CN3fcIXLFFeHzLIbs9qqfRSUOXnQioITwXsJSLKzFUsVx4onVib4QkuHDpWRA4y+dn1wTJcyFDo5T5x/HP21a/NdTzkyIUg0517SQwb1BMi5t/bfdVmTUqMx8LmNF3hDl4IRQ3db2F14YhkoNhnyQkGbNmi1LOl111VWD32M9DCnAzR3A8CObJ1pcCZNoZ8xMAkmaeDggNJSo1BoPWQ0Ux0PYxfWgOdZJk8IEOmTxRLjvPpEbbhAZPDisKkg0FoUCqhXo30DpJB60W3lU7ND26RAQPO/+/aUoQL4TJETVjURt4EkgZT5Dnp96qppQFzLOOCNUC9lkDzUyE6CsmyRrf4M9hat2ZhGWnFpeSKpPyH333ScHHXSQNGzYMPh/PByeSPosF6ik63e2jFIAnniieqGnIyLejQ9K9TTXgjbhtKHOdOMpvp94Or0oEoFybJphoVyQWIsCQHgpV2BBpDsvXi6eLLuvGkJwPZhPtZXomQ//+x91+WF1TTFss07fEHKK2JelQ4cwgRPyVAxJzqmCKkXOlcRU5j/qZG0q3XAmSGCG3GjSq5oHGhqSuJvFcaRPiMI6p5ZPn5CUm5UZkgCLwf/9X/h/iEO8ZEVirhqGwaBTVTJ06PL5F+QauAoI2fCp7r6Jt067dmRVKlEw3umCaUMYhgWQhZ5kvlwu9BiWxx+v3lMF+bjcq7PwYI88MsznoVEZBCKK0JYqaJvOPjvcL2DFFcMdjnOp0HKPolYSmku3U2qyYG0hLKPrAv9HIaltiJgN9mgZf9xxYT4Qzs5222W9uspISAkiUyRknpYfJoGVE5ViljrwGkkc85O9SB6LQq9eYchCJdBbbgnr/12wIKy6as0MeNQT9qZIBf53IeWyuBQjMDBalYL3R8yaktRyBsmYVY0EA4MBwXXbfpcKIBncI4TtaEdPGIVGZfRp8YkozcPYZDBXygSKEXv4AJyJ00/P3vex6d64ceH/IeP0EWFdKFIYCSlPEpJUc4pVVlmlxgSJhyWx4onltjttoucU998f9nKgjJBYNj0yfOBVoWBorJq8g3QSN1mw3ERYFvFiJSEQPUp6tVQRGbm2IK+FKh3Gl4qAYgM7rnJd8Yx5ZLu08tlnQ+JDg66LLkrcCyZTIAzIZm5cd5QOCCkdRclpIEdHySnPd+yY2e9ml1xynSD0fqdh1EklIKqIkluVrU6uHANKJNcaByVXZMtgyCCSIiFj8JirwGZ155xzjhxxxBGyFUxcsGXvBrkiV9FrotzBwoQ3pJnlJHnG25kT+ZiFLREokSN8gipCI6V08kHwEglbqJEi/6NYQXwauRgjRAiC3Jra9vsggZHFHPmexb02DdvyAeL2KqUDSqezBRSGvfYKPXAehCDcaops4uOPayZF3313qI5wHBAP+t2Q13TBBeG1JE+EzeC4Nwkdpgvy4QhjqvpGFcmOO1b/3XfA3JyKWMBBYeNB1ljI73//m3xrdq416wBzFUXotNMka+A7UHkZP9YsgyFDSDknhOZkRx99tAzwyi4ffvhhGT58uLxOYmW5g8RAFj2A0lAoW6iTe4Jh1aZoLNp0XyyWSpRsol27sCQVcL3OPLPwGo8lA/J9SFpmu3olCdkApJjwl+YjsK9Njqonlu0Vo0nRPtxQJcad3XOVINBQMVG1TCxA/j/4IPw/ihNOAe36ASoMThjKEIoUuOSSUCFKpOqQP8Y4Mu8gjiRcJ5McniswZlS8AVQdQrr0EiIni95QOAMZSJK3cEwJIhsb2KF6dIvIkue592HLhnBxxEPiUSgEBHAsbldW+CeliYUI8pAIOWHc6NCrO5NmC3QF1cQ7xiVZCZ3FGA/59tvDiox8g9AI+RJ7753dRGEWFyUgzKtNN5WcgeTLO+8MyQQ/KQF3z5UusQpUEhfkXKULcmz0fub7tPKN+QLRYc8YyAhzlq6miQgIoJmajiNEiVJ53s8aWyhN0zTJXvNerrwybGbG+ZJIbzunG2qBlEnIWmutJXdQFeHhzjvvDP5mKGAQNyeXgoWUB4tdoVaUkP+C3M2ix5bmp56a3e9DBoeIAJQh3fsmHjA+ECUkejxYGrOx2Vi+QBIqiamUcGeqgVUsEHKkMynqAKEwKnFyBQjAoEEh8eMnuSkkfq+5Zlgq3qVL9WvdEnnm/BprpP+9JMBS9gsIRZMMrVVn5IlofhLENFkCQXdSoHtHaf4YIaRkSEwuQFK8S9BRVPmJCsVPQqMGQ67CMc8//7zst99+sv766y/bQwYF5Kuvvgpat7OpnaGAwQKClI7SgAdTldeTNkjkPP/88POISe+yS2aO8+CDw1bh6iXiGaoUni2gEiGlQ6YxWFRb0FAOYsE5+nuKfPvt8nkjzz2Xv26vkCfi9jpmKJP56O0BIeHakTuAoc7n9vOU7aIK0VCOJFWuD6G3TG44ye+QG1QQxh6SBHFORh1i+SWkQ14Yx0glXaarXUiYhSSRN5JOyTbvhXRCrFjzycHSfCOOk+vLcbr5MWnAwjEliGz1Cfn+++/l1ltvlc+rbhh21D3++ONNCSk34PVhhPHANaZNhUmscuRUwKZcJPWyyPHZt96a3URLH3izyO8keaph8fNnCL/Q3t7NS8D4sOlbrkE+hh9Ciir3ri2o/sBgovpEka1XXw1DE4wX3jO9bAphM8Js71SNckGCKXOC/h1UvCUDll+IGnkgtI7XkB5jR25PbQmt7mjNvck85jNVfUn1XsfRoF+RblLJMSvhJScEAlyLZG4jISUIa1ZmyLqqgqF2wX4yyewVkwxIgCPRGY8ST8wHCgXJgS+/HJIDvLFMbaJIDgryvouRI8MKFP98KasmbESiJopJvkAYwm3rP358ZgkRiYgHHBAaNIwSYVlNWFRQkUJCryaC4iWn0Geo7EDuiKqHEDdCgppzkYlrhxGglD0qmbY2YFsG/15jftSiSs1ISAkiG4mp4K233pJDDz1UevbsKTOqEgYfeOABeZuyPUP5gF4aSNsYJRY4vCHkf8gDRISs+do0y6Jkkf4oUQQEYOwoC6XUGJXC3YuntoBcEQt3oXvr+GEjykNRItIhIHiPJPhlorz1xRfDnBA8XST4ZI0YeQhs2kYJK3v3oAJFAcKFoVSCQY8bH1x/d9M7ckYMseHeHygM9Dgh4TZT5FHvT0WmSDr3h4Ytufep5smHAmgoeqRMQsj76NOnjzRu3FgmTpwoC6sWrN9//12uhMEbUgNeK150MYIFCHkeQ0zoBCPIc8SeSVajtI//Z6uBHQu4VkXwHVpimwnwua4Hz+/kiMR6bTotrQndYPjpqonszn48LjBKN98cjiEES9uRxzMMVIMguXM9kgXqBUmmEDm+j7wBQgvkvLigDbmeJ9c5ql8EeQyEgcg1wuuGuBhig54mJIzruFJaTK+TTIHrSR4HFUTMCUi9gmaF/E4CeKrA4UCl5BoTckONrG2ujaEskXJOyKabbiqDBw+WgQMHykorrSQfffSRrLvuujJp0iTZdddd5ed8bkdfbKCCgdgxCZHE7lkwin2jrUcfXT4c8+OPy4dtMoHRo6ulbMgc44fxzBQwsvTd0PAGxIpwRKaA6kDMXkkaniUyd1Qbdow+HXWzYdRpQEVSpAu+D+P49dfViaXkx3Bt6YGDwkHyKTkx5Q7GhY7H7MZL8iYJzBA4fpI3kahMnznGfUNjNa53pjemjALXzt07irJn+q/kERaOKUFkIxzzxRdfSC/aBXto2rSpzCUT3ZAcUD8OOSTMa8DIDRuWnkdSaCAvQXdw1ZLIbLVAJxsfb45yXqoeMklAtMpj/fVDI8wi7eeD1BaEd9xeG375KG32NZkSokK322x548BVc/g+KoVINHa3DyBhmJABTcCMgIR9dlAAUBsgrShBVJP8+mtIiqNCVj4gnzRfo9w4GQKCgkb+E9U4yYDXk7dEG3l9j+7IrYAMGwx5QMrp4q1atZKvv/5a2npSLPkgKCKGJEEOgds4TPsNFDsog0ThocERRuvaa7NblYBHnq28A1g8Hm62QNUC+TP0ueB+InzlguRE+pcoQahNy/F4wCAh16NwkEtCJQkkkji/3tOQEuYnhLKQGvDlGxBgDdsRLoOguTkxfkirtoDYaM8crgUEI15/Jr6feaRbNFC9REO0adNqvs42UzfkCSkrIcccc4yceuqp8t577wXy2Y8//igPPfSQnHnmmXKCdc5LHmz2hRKioM12qfRYIfasBk2bO+UThDgII+y0U2GUiyooqX3qqdBAEPbwN+FDLqchF/OC0A1lytkABAdChPJDXg/JpRAwckto9kWuzQYbhCE1SjDpDWOI3h+G+xioGogykkmwX4wCtYVuvfFAsQAOjzZSQ6UhCdmHr4y4gFiRBI4aSN6QwZDPnBBeTgIqm9UtqPLkGzZsGJCQy9wbxJAYLAqoBvQGYLFq3txGLdNgetMl9quvwvHGMGS6dLXUQZ4CuSiMH8aVvBh2sTWERp39oVBDSCglQZMyaTZWJMk0083iUMwg1cxr5vLQoSFBjQWUEnq6uMu87rQM+Aw+E2IZKx+NcB2lxPydcBEhKEhphmE5ISWIbPYJWbRoURCWmT9/vmy00UayYiYzuksBlD0iteNJduokJQuSTvGekYRRGgotsRaiTKjBBZUglA8XCqjyQYVAXu/fv/DCHXQcRRVRw4dRIjek0ACZJy8Ibx1Sf/HFuRlLFAn2gEH1y7YjAcnZd99QnaCEnTyyRGsvCc44iBBxF1tvHTYWvPTSagXHB9WPNFHLdhM8IyGlCWtWlsdsefZk0RbMSJnx5M5iBTI9ioJ2eWSvC86TsJxuTc5eHoSe8gUMJ2Ww2sQLI0rzJnd/kXyTOBqtMYYcK6pDIok916AMm/1otOsoBISuqIUGwlc0zNKcDJItM9k7ppCINfOFROZkST+vp/keoRnmGYoG+SKxyIeC1+Jg/PRTtXpCXkktW7RHwZSQ8iQhKWcM/v333/Kf//xHxowZI7NmzZKlOjGrQO+QsgelnEpAAG2Z2Rq+0Dzc2oKyQgiX4oYbwkXuwQfDBQuDQMOvbOUyxFo0aQCGwcS4s0ij1HANqAxAASkUAgJQGPCkXa+VTqSFtJU7fUrw9DWMlYm2/NkAa4+bFFqq+Qt0VdXNFpMB9yTVMagazCvyeijHTURAAPcPlWdU7lAtRVJsFgiIoXyRMgkZNGiQvPzyy7L//vtL9+7da7BXQxV8A4LXUYrjRF8DJaHEmSEckC93a3IUiFwCz1crSuirQe4CCZVs+V6IcPunMEcYw1z0iUgV5ACkkgdAuT49MyhxzhX5prMuCb469/Kt1lCGDxGilDlTnUpdkHfCpo6Q6njEkPAJ4T6NvBO+0bLsZMDnQ0BzhMocfpehCEnIs88+G+ykuzXxREM0iOtTbslGXxhnFoF0OmoWOtjCHmmeCg/KcemJgBGgKgbZHjWC+HWugLysBEQVKbqRVu32nBYoZYQc0C00G6DbJJUpqEUQEEhTsRNWrj/JqxhhDBiVUsyPbIOQESEYNbauSpdrkKhK51mSOAGEiHUgUwmd5JuhUKFucK9xD8aqriPkBxHkfoScVW21YTAUAlK2jG3atAk6pRrigEQuWhqjCtBBFmNdqooP1T00XJszJ+xjgWxLN0bCHuQ2aE+DYgOGDFWFygG8WMhMNgDhuOmm0JigHGBYih2Mm/al+PjjMC8oF9C9bRS1/d7a9M5gkzglIIDqEvrZcI0z1S9ExxhiQV+eWKA8nXHRsSmkpGxD2SNlEjJ06FD597//LdP8ZjeGmkD5QCLNVrfQfIOFjwogQPWJq/QQBqEDLEmWufTqaazl9qqhwynliemAMBKeq5vvks3GZcWufrhAAXENOL9TzeHlj2UcdKB1vxcFIOo7eQ3EORbJIPFzr71ChYHme19+mdpxvP9+2J8jKkSFgpEJ4AjqnOHei+cYUiZMvgx7E6GYkJ9GLhKbJqKOGAzFREK6desWJKfSHRVFpFmzZjUehjIAcjvyOslxKB+JjAvGmz1yCFMRw84mIA543/RvIByTbhgsalPBYt1oMNe4/PJqA0mJOonB5CFQzUHfimyB5n8+CfHzC1AiSK7FaLPXS1RHU/Z7IRmTeU1ZK0mdyYJwGpVxUXv8MCaZCsdQiaZdqxljOhPHA20CaA1PyIbQECSL/9PLxCdjKDgkcqMkGUkxZBkp9wnZaaedZPr06UGCasuWLZdLTD388MMzfYyGQlNAVlkl9CQVdCGN1RkStYS9NQjXMNUIVeGBsSgWMmnFALFAQ7jAfvuJjBxZWopFNkEokqZaeP70qNDyaLrCQhITKQmMOwYb8poskSQfyTfy7HzstvWnvwXGVRuv0QOFpE0XdBSlU61W2lBNogmviQAB0d2WOV9UCNq5Q2CHDKnekDAT4PgI95L4mmwyMwoNuSouqHxC8VEFkLJKzR858shwZ+YcwLcllqBaAshGie7YsWPl3XfflS6FVOZoyBxYePDm8BgJZ/hZ/cShkdZdoIYcfXS4yPqbyOFpunFwpG5yR1g0USoy3dY6U8DwsUkYRpTFkZ4nRkCSB427eGinTQAJZUM8EnHJg4kaTzYkVCOp1VWJvHxAmTMhB0gFIQeA8uZ3LKVMW/0u3Q/HB7vfQlQ4Pl57/PHJnzeEAHLDZzOHICXkb2QDfE8yZbYuosI2brMzyB/3uKqbrAU5IiGG8kTKWnWHDh3kL80FMKQPvCMMHE2ACgkQCrxPdtyEaLLNuAuUjGOOWd4AsLhjXAiDuEAyRvFgQXaNDp5W1B4WhQQWeQwiG4CVYnVTLkBStl+yTgVLrLAcxI95oioEfVMSATUAZQ3SAQFB7fjww9CA+teNpEx9ju+J2nl5q63CMA7kh7AMORTJglCOhklokkdYo5DAPU1YBjAOV11VcwM8VEt3Z+dslBYbDA5SXlmvvvpqOeOMM+T111+XX375RebNm1fjYUiy0yjxaMqcWbAIT+QLNCBii3jKGSEGuuizEHE9NRzhgnJSno/KyPcTlklapXvq7ruHsrbrFWt2v6F0QfiFnBAfbjjPBfeD5iFgBJPZmZumeRARBeXxm2wSrbRQfQRBQemACFFKHMtYQz5S3VSSvijkkXB+EJl8JKYT+iHsQ6diQlH0E3EBucJx4HHOOTX/BpHjvAm5sucSIUiDoZByQupUeRHLxe8qK4PnlqgHY4gNNpzCG9QN1VgwWRhTBYl37GzJ3iOEQ1LNx6GMmAZPdFRcbbUwXtyrV6hqqDcUL9+D16ASjBsXngf7ZtCtNFauB4aCRRF1hdcTd/dVFUPuwPVnLxI6y9LyPFvhJpYYKqbooAsIUdA7JKorrCpkhOrI70DNgLzGA+ECFDzAOTD/yEEqV9ANFSWTcYfIcU/Ter/AYW3bSxDZyAmhXbuhlvAX+3QXf8iBtqqGQCCrptJn4oILqis+KB9ESsZQHHxwGCsnFk6MPRYgpBgx2oyTJ4L0Hi/ZlBJKYvyQFo6VnIFMAeNFczjKKlGYyiV8gnE56qhQtcKrxfgkA9Q31CnGifmDt3zeedk5RuY3asXo0WE/lF12id2WnusHOeWRSlUM85ZzIlx4773x91Ah2ZLkVzZc5HsaN5a8AQeA/BiIOf08MtEEEjXSbU4WVQFkMBQI0t5F11ALUDVA3Bklo2HDMLTBwpwqWLBVeWKhJ76bykZ55DuQl4KiwaKFN8kOsyxafHay8WCOgYTTfDWx4/tRdEiCBHj1fuMqF0x5cgcoHeZ9KFHFCAgk6pPb8wIymowhg7jQ4VbnD9J7rlvsZxKcP8SZEIS/66sLCAghR00cPffcsKQ4m8cFQeS4ouYj4Q9CHkqaqaxJwnuMC8j4dttV59ZQznvJJel/HjmAVBCxTlAl5u9KnSGYElKCSGIul4m7WGCgBTgNkFhwICQuAaEpFmoCSgHbdMcDMivkQRc3v/QuEa64onrB5jsJ7UBEiGsTm1evGqLCc/QGYUFzeSuSPoaQRRaPktbjnEMugbKiBATgdfvblrvA6FB+i+dP9QRecbEmN/Nwr0eyTQTJtdD3MYe4vpkGSaa0pUdRy3Z4hHuAyhTmM6oc8xiljSRV1AYF4UIlXpx/NhvQcW9zDJpf4Sd5AxwQjoNj4mdU/kyqUOfi/PPDcNbFF6f/WboHD8nqhHv5bOuXY8ggTAkpJJDI5nb4xDjgsRI2idq7hMQyPBz2gmCBYMFPFRgHlA/6BNDbwe2pAPgbe6+4eSLI3roBFmoJi6svqJH055dHZgs0wPK/i+TfWEoOBI88GoDiQ4UEoahiA2OOgSAkgyeNsUPNoHlVImCYySNi7x9yQjBWNBOrLeg5wVgyr1CbIAccGyXOb74pOQFVWjStY776asfQoWHipe5tRHt1wo/ZAKW+EGLtScLvfqiIChrKlpUYoTjkcr+lRGADPo7RRbJqW4owJaQEkY2cEINk13NywcJE0h15Fygnfhwd9YJ4cm2AisEDRFWrEGbxeym43ja5JFERPc4lVySEDpiUXmoeAaQtXigJEkJpNOPLI9VeC4UCDDztt9khGMkfI5cMAQEoBg8+mNnjgRSTqMyx6JxQLx/PnP/notcKZeJKmPnpNkdjDyDGCMK//fbxc55SBVVmzHtyTaiKYTzc44DI+4B0oNpwT0EKUejSBeNOiI3vojoGUlpbsMZovxSFrhdZREXV2mENy0ofFo4pJNDEC0nZXahZwFmgcrFXD4oHyYoKJFhkZF0Y8ebI+yCPQuFv7MaxE5rBw0QGdqXwbIHvJJcFA4AqRIfOeIDYsa8PDdNoyMaGa8lUHKy5psimm4bJwPEAmbv00tALoMKDn5RFUgZNS2y3zw7Xl+fTTc0iBIaSg/Sez54OHP+rr4aJn5yT28qfeYPCl6tmb3vsUf29wN22nmOArN14Y2YJyJVXhgQMVYWyZJQ2qnzc/V2i+uJQ+UNIk8RgrmG6Y8ScI1SCCnTaaWHOWSbuPQg7lXw4QNwvzGPuHYMhX+GYqVOnyuLFi2UDrz3yV199JfXr15e22qjHkB5YvFggyatQzxGjjnFlrxaAEUNGZ2GAECAtZwoYEHIs+ExCM3w/MWAMN4oIi6xfMkk4AKWGv5OLQeKfJtpBZOJVK6QKwkNsUgfhYE8Pyp2zDao68G4B54UnzfWIZTBIjGUn4Sj1AcPQunUoaWOwuX6MGwaMa5rJ5F7IjfakyWYFCBUvGH5IiIJxYn4yh2iARf4RuyqTNImBJB8nk/PWBQSIPiDkXJE3RdVWKsadsBFhFEKgGPR4ia4K8qW0TxLnDikhSRzSSWiScSDslS1AjH3pO5NhE+3dkq1rFtH2AZgSUuTIRjjmiCOOkKOOOmo5EvLee+/JnXfeGTQxM9QCeNt43fTUQE2AiLAYqlGHEKCYaMdJFn+S27iBWXx1p0wWPD6HxTEV4D36CxfGJF7rasqCtTQYUqDxdkAoKZNAlSHvAbKECoOBddWbbMBNcmWMCeVgeDHwGDgIEZI66gfXwd+LRKGeKQ3iuE6EBFSiJ1xBaI1QUiYAkSThmcRVcj0wSJCBbIBKJJeAMIfIAbn66vAnoHKLc2M+k3DN9atNxUY8cK8wX1Npt64gSZkwjd5P9O+BkCQC5FGThHnofUflVS6qr6KaoqGqZgpZJB+G8kbK4ZhJkybJ1hHsesstt5QP02m4FWx8ekugoDRq1Eh69Ogh7yeoVhg5cmTQPp7Xd+7cWZ7Hg3Rw8cUXB39v0qSJrLrqqsGme5CkogHZ/SQKKvCmnn22Ou7strzmed1ci06ReJic6z33hJUBuQbhCrfjJfkamQSJj25ZMuef7W0ESP5ESdBKJIw73jGhHIgEpITERyUfbhvsePK5mzPA5/J7pkDPEN3jh717ID21hfbYIGxHt1wVUfke14vFYNGMTAkIQAFx80RylaSqgCCQZOnve+SD6hQtbeU4yblJBiiFqlSimkFOcwlys3xE5aDUFowJaxMqj1uRluXcEEPpok46ktkf3NAefv/997S6pY4YMUJOP/10GTJkiEycODHYGK9Pnz4yC28xxgZ6AwYMCHbxhRD169cveHxChnkVNtxwQxk2bJh8/PHH8vbbbwcEZ5dddpHZUZtVFQtUCSE044IFUyV8DKJ6LBpWcYGKMmxYWC2QJmFMCMIveL1k1NMlM5OhGI3vMxY8WBDJBcHTjLXgosxxzqgnqA0YmVRj5YSfIHaoPHj3dJEF33xTTYg4HkJSAGUK1YHnMEyEWih31sRirhcqju7hAegXQyVUpgARdCOtmdiSneMjpIKTwPmgtGn4ySVeKB6+tO5uAMjPLFRXxE1URU1kTnJdqAKLBXKg9JpCOnV32USAmDIHWWNQepIJ4WQSUWE8f63IBMgJISRLBRTnrJsFGgy5ygnZc889pXHjxvLII49I3arEL8hH//795c8//5QXUtwHBeVjiy22CEgDWLp0qay11lpy8sknyzn+vgZBb5/we55VZaBKhenatavchkGKAHvaNG3aVF599VXZcccdpSiAp6l9OpCHMZ5qxPBCWAwwcpQcErcGyMZ0XWSR50FLdHdMWDx4De/j2hFHJokum2B6kd9CWAZVhD4jtVmg8WQZG8gAIRHA+TAe9Dnx97hRNcjN8GdfEAiJeq7pggRHQhGqkKBQubtLo3KQGwApwQBCPGhQx2tok6+7xtKrgmucycRSvFRCdRBPqiQIx9T2WtMDxvW4CQGos0A+BN2UyXfxy7yVBJEXQn4NoUZynxgHOp1muzqJ0nXUUm3KB2mKVRnEHOGaoWxAWOgGnK0wVqaB2oWDwTnQTRllLpXOwVqyjLKHyhfVO4ZrhjILGEvWFCpyspQTAiwvpIiRjZyQa665Rnr16iXt27eXbauaY7311luBoX8txf0JFi1aJBMmTJBzuXGcvWkIn7zL4hwBnkc5cYFyMmrUqJjfMXz48ICEoLIUBJDiWZA5RxLnIFuaya/AS0ZJYNEnv8NdTFhsCLvwHncbbhZXvHx2/sSj89tws+C7jZFYmLNNQv7732pygGGku2dttjanWyNVN3yuKlucS9RiS1a/wuXayPKcOwttbYChouqDPimMvT+/KBnWXVQhfISNSNolFMHfICL8nUTNbISQSOKF4LikpzZATXBJiKuI4nXHqzZBoRsyJCSOzF8IAaSNyh6ammUTvgoUTxXCEFKlwqPYAJHFUWF9YT1knSTJPVngtKBcci+xPnGf+BsIkoOlOVncU8lsMGgwZDIcs9FGG8nkyZPlwAMPDEImhGYGDhwon3/+uXRiO+0UMGfOnEBFaen1NuD3n91dMR3wfDKvRylZccUVg7yRG264QV555RVpHqO+feHChcvtBsxzWQMJjDxQBzBCePFRwDPGgEQZWBLfXAKiIBZNG2iS/pD4XVC5pGQHI5BoY7AoEOvHuDvhr7ggh0WPn+/k/ZkAi6ueC0QqKpTBPPHJncKvFlFylgpY8E89NQxLRMWuCY/p9/PZhHTo2IkaR/UMRKpPn/TLcxMBhYGE4UwQEEADMFXZQDpNvtxeOIwJyb3ZBoRC7wXUr2T318kEUKIomyWRH5UyKncjE6AsnY0BWbc0zwiSnCx4jyoa/B/FMSrUgmIN2WFOQbxT2SbCYMhUn5A11lhDrrzySnnuuefk8ccfl4suukiaxdu4LA/Yfvvtg0RZckj69u27jDRF4aqrrgqUEvfBc1kD0ribpMfv2YT2bcDjJMZNvT+LMSGtVMgW0jR7UrCokoCazHGTC6CLImQE5ScTwAAi6aMw8IiqAiIcoyEOPDg1nux/4faOgBDoniOEizIFCIDulKwJrYyZbizGg3yFRMmShQJyWwhjoWxBRGOEPxNuNucqVyS65uK4UYUIBZHHk+lk6XiAoGK4SR7HOchGSTk5Lv52CoxvMgnS7usJpel14bOi3g+xR9GkIy6hmyyVfhOC0YehtJFyOObNBFnthGqSBcoEeSUzyd53wO+t2HE1AjyfzOupjFl//fWDBzkjlBTfddddNUI/Cp7zQzwNfRUhXSCN4qWQJEppLaEXkvJQBLQPSDaT9FgEtScDYRDivHjjdEIlyRDjHJF7Ewk/vEEFDgt8PJCTQRhCc0IyWZbJNY8xTwKwbwdGB28U1YLEQQw+i6sSEkIKJNNqt1iu1W67hV5lJogS302eFCqh9o3Q/BRUEkIcWdoQLCtgXGozNvRFYQ0hf4Q8mXS2GsjGXMkWCF3o9YZ0+gnhEFLCUsyBdEt5o9QV5jj5SqlAd9BGVaYHD2TdYCg0ErIdnnCchKJUKmQaNGggm2++uYwePTqocNHEVH4/KUYXy6222ir4+2majBmkGrwSPB8PfG6sEAuEI2Okwwf5C6gq2lESw0NsHI8DrxJiki15mHJWrcDAyNLanBiuW+Kq5b3JgEVcS2Q5n2T6EHCeHINbCZJraEIvErIfmiCh0m9X75HctMH44um73j45JHiQ9AQhPEjSbq46iRYKIK6JyGupAEKrycvcN5o3Q1iK8ByJ5do+gD1tSLpOBZQ+k2dE0jAl1IBwCWtNKkmpAHKJYmQwFHI45rfffqvxIMTx4osvBhUuL6fRmAoF4o477pD77rtPpkyZIieccEJQ/XJk1cJNvomrXpx66qnB9w0dOjTIQ6EnyPjx45eRFt573nnnybhx42TatGlB4ivN1WbMmCEHHHCA5Bx+fwSIB+EQckJYKMgJyVYjIL8kmbCI7tjLd7Ioakt2vHVUgHhKFzkBmohGUnKyCkohg0Zebht68mZYxLMJcgNQxgiHeU3/igok12L8qJJx+9oYaoafqEhjPeP+IWzCGkDrcxLP3f5FqJap7DZMGJK5Sn8gJSAAhy5VApIKIOk05+O+idWYz2BIEilbP/IlfOy8886BqgGhwOinAkpu6d9BXgnJpZTaQjI0+XT69OlBxYyiZ8+e8vDDD8sFF1wQkA3CLFTGaFIs4R3ICaSGxNfVVlstIEhU8Gyc7UqQKGCsNQcEj9dt4JRt0FSKc0YSBnw3HjjPs6kXSZE0ViLXA/lVZWPyRh57LAwhuMBg0gsD5QAiVcwgLEPlCKSKSgLOl+cgquSHsFcPhhUjS7JvtpQyH4RvqDIjP4XQZjaNSW27yNI+Xwk2G6aRcJuJLp2EKlEKIMzJbshXyOjfP3woUL+4zj50x+FkQW4G4+/u0wPoU0LeVraw117hztU4MXwX61uG1zW3SZnlhZQ2Uu4TEgsY/m7dusl8SjAN8XNCoio28I6otCBXgxwFQh/c2ORs1AaEGzCwKB8shFGJZOSk8P1++3gMQTGHClB16AfBuSB1a18QQlCEA/DoqDBiIXUXUfokQMCItbPA02+DzpncKnQ1hYhnQ73CMBHu1PJ0+pAgtWcTeNPk7ZDkS6iI+QlJTQSawPmKEfkutd0fhXtFk4MJnXF85M2UEg4/PAzJ+aFrzj2Vtv0oaX5ODSSGuZ6JDrlR4H5g7qvZYH1AwfE3skwD1iekPPuEpExCKM91wdt/+uknufrqq4ON7ehQakgREA8y0yFwrldDLgNeMSSBZFIt5SWEgrRLUiVGA8+ktpIxXr8/FVAGatvQK5cgoY7QHSQCA6m9HjgviISWHKL6UL6IEWDRRq1y9zyiV4JftYEyQl8RkggJPxC+ineDkTtDuI1+Lbr5XTKerYbLFBDBVKoc4gECBSmlYgjjQVIk4ShCAHrtGQ+OQ/cCigLvgyjrnip8FkmVbsfedIEKpf1HtF9FKYT9XJAsDdmE+KEcoURSip9OszpySqhSYu1gvWD+kICezQ0LyR3hWmvlF2X4Geh1YySkBJGNZmWES5gsPnehAuXuVOrSDTWNp+7A6YKbnDJTvHI8d93ynaoWFmgIy777hj07qARJFyxklPnhdWo5KcSnmAgIgIxxDioTu11S3U6+rgcaJWe7nrfuYsyurBpqpMoG9SDWfkS0Ned6acIrPU1QuRIharzxdkkork1YBoWFHhBs6Ma5s+EfreeZT1FbGUAu4pEQCKu7qRstw1GdMqEOuSSE60I4LNY58TpaAxSLWsf50BeFhGSICCSEXi61CfVRLu13Cs42UOcg+Iw/Dc6y0WzPUDZIeWWbOnWqfPvtt8FPHiR/LliwIOjHwaZxhjSA0WPstP23CxZhcjrwYrXfh9v1lJ9RjcPw7FkgSIBFaYkHQj8YWLx8DBULTLIbdxUKGBf1zhRKQBhXFAkFi7buq4EB8MuGUVGoasK4okJgsCGJem34rnhNpyCJLkmv2pIgIQgJHX109e98H2Qn3YZQkCBCcJwjc0HHho66qEKEO3xPRXdtjgeIi0uK6NLr7lOCcUonLIva5M5VSrqjNoKDYHLsGHMIVTYbC8YDihtzA9UrEVAVIaY0CKSNPgoIfUNylWuUKdBrCKeIY+c6u/12DIZ85oQYagkaqaFIsLcIMj7qCPF1pHGMKFIti70rmwMkWFQM13BAJpBMVQlAIdBN17J5/BiDTIUO0gG5DJApVTZOPDHsT8LYUMnhtpimmoDkXHJukukfwWsZUzWSd94ZVgj4oFKBhlTqzeu29qnsGktSIeE2PQ8MbipVEwqOEfIRBZQRQiqMAxVa5A1BtMgx4G/x5HxCRIQPlIih8mh7cMgbxJe5x87CEX15YoKwC/kFSpY0EdoHISTuD70XuLaE2JIB50viK/M0Cak4JiAeKACqYJLjEa+DLNczqu0A4dZsV2NlEoQidS5yjTkvEpQzAAvHlCCyEY4B9OngQXku/TdcWEgmTeAZaTIZY4pUjsek3jfGlIQ9fme/DX7H22Rh8z1XLZXWxTzFTQVTBpvJqbEhlwJDnK5ETu4Lxw85cEtnkwEbxZHYB5FDUdDy4yigMKXSvRVCyLFBJlCtotq0Y5gw+i6vhzxiJFMB1Ul6X0FiqBDBcEKCUvGcVbHww018flVfnmAcUGqi1BoUB3rY8H6uMaoDYL5BylDLIASak8T4qKrEGNAkj3Jkyp6TgRvOYf7EqsDC8LtknHslFuGAaOkeTdxf5GKgYAAITzKhDIwujfm4FmwPwH1Jy3230y15VShgKExRGzTSsM8NDyqoVismEuLvQM15GQy5VEIuueQSufTSS4NKmNatWy/HXp/MtsdtSM4Ya1MkFk6SBsmVyJYC4pdR0hslnWZUHCPeJWEEpiWGr5j2piDMQQKsX8oatRtpPJD4SR4I7eTppKnbDXAdSQKM2jMoCjSeor2+eusYOww9ibiMqzZxi0VgUAu0lJT3kc8A6YgFcmT8bqpsgpZsJ1CqlchFIl8CQ45B10RdCAU5ZxAicnKUsOOZ0/o+aideCCHkATLOfcDcogpMSRkhpFgERoHyxfFPnVpN4Pg+yC4kxid4NFGkBDfq3CCu5IG44Fq6GwEWOq6/vpq4MT8IgWaiLNuUkNJENqpjIB7XXnutHIaHYShMcEkJ7SDHqyeerDeaKthB1ldiCCElWxHigjAGHrnucsoi5254VujAUGKktNoE9YTwUKxN9BIBMkZYxM1zwdumJ0ciYBxRKzBw/OSYUNI4Fv5GKImqjFjAuFCy64LKt1hbDKCaEIpBDVHDTt8QVK1UkmoJ6dG/hbJq3Y8KIgSZIuwICKvpLsrsFgwRiQKky6164nqQP6U9eyDPqorEAoTaV8wgy5AeFlifVEC+eU8UIIN0DibJWcH9mYtN/DIJiCXnDZl1c4FqCQvHlCcJSTkxddGiRUHDMEMGgbHBINAnICoGnipYYOkVwKKNccgWAVGiQN8DdxGmH0o6IDdDDS7GkrJlHxAcjN2LLyY3ruRXcP4oQ1GVIFGGFMOpSgwGDwk/mfb2hDYoo8Z4kjRJiCpdAqLX0X9/MhUonDcKAnuzYCggRzy0Sy7nRtWND8gJSgGKBmSKa8v367WIpWhAFMkl4X2QHqp8qKAhDJgKAUHqR53he9wNMSEOhLo4Ph5cC/Y5ocU51zdWvgy7vAIdQ16rCh1hrXgkLBYYQ8YC75/j8qt3fCXMBQab8Aut3AH9ZigHjyIr5DNRoUTORaGl7ZEPRGgugwQkFqxRWekjZSXk3//+t6y44opyIclshsyAhDYWbRZLZGh6sbhJlIUO3QkYI4LBTrebKvFlWlkT1mjXLpTj3a6t7MFB7F334WABdwmQD9QgPE/dLI48CIxXFEjG5LP0s1FlVFbX6hqvR06k5I4qpKW5GCwqPqLIVLKgBwQGCeMLuYMoJcoLccNxACLA5oN8jp4PKgWfpeDzGR+timKc2fOInhP8DQMeq48Fn+NXSUAaIDLJAOLC8bKpHeP3/PNhp18FagWEyN3zyK184rujSBUgPEyjQMgYBIH3od5BchKFtZh/9IZBmeM7IRyQAiU3gKo1crQIfVGJxDglQ7wgGpC1KFLJPUAVip4va4P7nSWKKCXESEiRIxvhGPZuuf/++2WTTTYJHvU9g3M9MUND8mChwfvT2DI3IpUG2Wy7XOjQGL4PvC8MlAJDSiVRLJCcClHRxZz9OlTS94FygMqiIDEWj1uvC9coUSko/UH8bqPkcNRWOcQIo2SQEJuMgaMNvZuUy5zCWEJCICiELzDabtly1LETWkmm7B6FibwXTdQkb4RcmGSTaFGfUAEZa83d8EMaGGLyLXgNpbtUlWjYDpJHMnKmQfiG8nglsSSBaxVQNkGoR88HkkKZNgpKLkEJLuE7riFkPAfJs0ZCShDZCMfQMZWGZezn8sknn8ikSZOWPT70t6k2JIZK3WpcWPDS6ZxYSsCY4d1CcJnEeK6AsIqSE36ilsQDni8ERL3NeNUyJDu6gLBwTbR3SzyZXYFqQy6DhjAwxuluz+6C+QFhSDa0QVURnr8C1RJSgCFnbAmf0A/GRZRHnmzzMUgNShhKEsmgEIhUq3jUC+Z6Re1iTJUNz/NaCDoEhPHgwR5IsT6XDdZIJE0GEEZ2uEYt4z70Fb2o8SAkw3ckyi1JBSheeq05T/da5gIQUlQdCDv5RMz9qGaKBkMGYH1CCgHc9OwTwiKL13PllZnvAkmZIt4U1RZ4OIVMdOgXQbxfPWMWQbx71ACMEQYPb5munfTQiDI+GB6tZCB/BIJAxUmUwoLhw2i6CaBUPlDpQQgIYoEXnqgVNoaLvWp4D4SJnJB87XuC8SIplrg944BCSZ6Qu+eHGnI9dkiE7lWD/J+rnXFJgiXhVStxSE7W0FEsQBQItaBYUenjl8WS7Ek1ipJLElnj9bNABYPMMB7MA/KBUIZQ36iQ4XpCUtzqIHqDkKDP2NHYjrCPqy6lC0rvIUOQAIiz28Au20BZJGdFQ4rphNfShCkhJYhshGMMBQYWC5IhWciRTIlP+wSGvARkdV3k8VzxhuOVaOYTEDIMoIZCkN+T3Z0Zz43kQzw3zo+wAxUU8cAtgLF2u3xijDmOVEBPDcgTIDGVKoJ4Ja25BP1NNGEYIkaowVcI8Lh1I0Neg7KZjFGlOR6fz4JDTlA6oCKGnBAMXbqJzS4g2pB5JZaJQjZ+6I7jwPDSkI1KEBqn+eoOr9HwHioJJIccmmIG15B54ZoFCBj5UBCtLMJISAkiU+GY448/Xn7wS9FiYMSIEfIQHoIh+4BU0NaangUoBXSuJHEuykiQNKrVBSguhVxiTQkqi6B66bG6fkYBj19zEyBodO+MAuOAMoSnySZplE0qKdNmVKlsxsjxuvkCeODE1QsFlJlCrCBoJFv6bfmZH5yvzhHGjgZpiUBSKooBCcCQYPpypAPCX4SIYhEQxjfR9gMuUPxc1SdREirKoJvsSnt1nQuoaFHhJT7TVZKS7d9SyPB9Us4JVQkS5+ZMGQwZQlIkZPXVV5eNN95YdtttN7n11lvlgw8+kBkzZsgvv/wiX3/9tTz99NNy9tlny9prry033HCDdK7tdt6GxCBJkgUb6V/BYuv2RXBL6vx8Atp0ux0fCwkkiRI+wpMllOLnL8SDq+4wHni2ePgYE5QN7fiI5E+IBfKG10xsnwd5APS5oNyUvBQSOpPpCsl3uR1uWczdMtNsgyoa5gMePcccBc6ffA3CWISYXGBkybFxw1XJ3MeQDrdaJZXusMy/ZNrRozZQLQaxIMmXsFwiENbUPie8L9FxEaqCnGF0u3cPSagPjpUKIl6DUeb1lNkCFKNcbySXDVARpbkwKB+6RkAAo7YpMBhyQUIuu+wy+fLLL2XrrbeW//73v8GOuRCOFi1aSPv27WXgwIHBpnbDhw+XcePGBVUzhjTyQvDGMKIYEjc/IQoYZ2LQLjAELKA+kJKJMbsgvyGX4RgaPKFosFBrB9B4wLsm1h8r6TBePol2cFVPFUIDsYCwafUWXr5LGEaPFpkxo7pbK2oACzBVH5RS0po8UXUM+SAqWR9wQJi/kgtQzkkogJAIIYVkmpn5YCzo60E4Bc+fHhoYcfIgUNL8zqAKjLGOIwQmqnNpFDhOSl4JDUKOYn0+IMSoycncJ+RrJALXgdASIR6MJ+QrXndU7gc61FIuzPv8PZDInyEPibJd5gV71zDXmGNU9xC6Ij+JucO9RggDZUg7rbog7MdcwRHwcy/yDe43wrdc99NPr3mPWHKqIQtIKyfkt99+k+nTp8tff/0lzZs3l/XWWy9mtztDkkD+RfbUxThRZ0wMhjY9UmC02TQsKoufz0VRwLhgVOmLsd9+ubk8LGrEzzUnhfwUYsy12Z4+Cnw+oRUID+oPORqQGY3bYyTZ24YxoO03iaMa9qHiAkUE0uEaK921mPlNvD9qEzIXkEeUkyhpHoODASW/BWOfbE+JROC6Q660ZBUFxq/2SRWoDeTiaDdPyAXj6rfo5nWEtDDyOB8Y6XjJuIwleTN+O356w/jz2e90qteQBFr2J0oEQsjMOw1FQtAhGOmsVVQXkQQbTxEiNEouk25kx7EyhhAnBccCudPzQfXDoSjE9RPiR0xfm/xxz3BP6TznXiNEw7jy/6g9c1JAIhtiPUOKENnawG7VVVcNHoYMghI/JSAYpkR9D1i8aPDEop/MZlx8JnkP5C2ggCRbfpkJsPC7IQ16L+BxsUhTPhqrFbgLOsmiZOA5oxRFxehZICEK2hGUhRIvm5wZbVeOQgEYKyRmqgGogtFFFA8Qg874kNuk3h/jFxU6wPCzpwkGjyZTqAixcgPwkCEhHB/XTclPJvI9SE4GnGe6yaG+UuG2E0clwgjRAM4F6wAhQCVqicB5R+0HFMvLxkC7XYT5jljVIlxfVC9+ErZB7XKTjVEOIWckDafTzRfyHisvhXsLEgLh1YZ3POi14gKypgQE0J2XvXJS3V8oF0AN4l6lJwsqrbsvEL1DUIC47tzf3Ae57mViKAlk2BU1pA13YWURRcaNJ1Kx0FGiyAINYYlFQPBUKTMkdo2nSUghlwQEYJjVQGF4+T8LG14UlStRfSFcYAxh1Kg8SPOxukeiDrljhsEnHwTyguHDWOqGaIwBO75COjCs6sWh0mBQyAkgT0CBAaKLqA9CTJT+kr+Ch+sbHReEfNxkyWQSP5MB15ekU0JGjE9UK3DAtWeuxAt9KKLmXryN1lzZPh4IW/hl0igMukOvD3atdUMWqFeERaKOl94WJN5CylBnXMPOvCNcQt5OOiC8A7ElgZbP8O8h3RqBe4xj4e+Mid+bxi8p57g0r4TrQmI5Cij7PhVC4SKkn3H1NyYkZ8pv928wpAEjIYUCFApueF3MMYSJdiTmteR7xGsLjgpABQOeJl4XykBtGitBCAhnEGtPFsjpyNRsQsZDcy54oJBQChkPeMN4tLrvCcmkUfkZUXIwjaTIzUDp8Dcio0yZ8AokIoo8MHZcAxIQjz02JCI+NDGYYyMcREfSWMB4uuEXv0NpbcB1RWXAQ40qpSSvg3Jhwipcg0ThGsJW7rxCPYvXZwOPGTKB8WW8YuXPsLEh191VTSBGsTZ947qrMWbsSDKN9f1uS36qfyA7JOyScEuoiJBPbQg4OR4oHRB75r/OBxQDLc3mmkJ2GSvUSciEC8IzqH+cC2N6663VG/ChZjEfmVOQ26jk2EIB95JLkggzpbImGAxVsD4hhQCkbqR835sg5IABJbM/3SRSPDMUAhcsniwYmsSq1QaJQmwYarx9zZh3Y8TJAqOCUdDv5FhQcyhn5SchJn8HXkgIXUABizdyOomBvvxPibLfp4E9YHg/xAvDABnhfSyaGE0Ne2G4adPueqoQC8YI7533kA8BYXK9aUgg+4aoukDlCZ5jFPhOiA1hAc4RY1SbDe5SAcaRXjLaAI6SWioh4gEiwXUhR4YN6uLlejAv6C/BmDFWGGASG8kHAm5zPD7L3euF19OnhTnhX1PmGAmggPHXHWx9MHdQKVzQpyWbSfIoNCRZE6pJ9ToyF3iP25UVw+6SMZQtDbe60DAPCdhROwhzf+LUkMuBqgLxyTSYR9xr3E8QWr1ukN00v89yQkoQ2WjbbsgCSBh15U3XCJCgGtX7I1lohYa7uLMAamwfQ0giIw+/gsYHyaxa4grS2SeIfAmqOAip4DETkmAhg0DgtRIuIVTjgvwR4s+QJCR2Fuao/APfEEAW8I5phEXTKYyuLuoQDhLvNHbP3/3mXYTEMHosuLwGIuMTRT6f5EckdcI3kMlYQKnBONOPg/PJBgEhZwEShFEnFKUkCyXMDcO4uRKxAAlGYaF7aaLOr3yPVnRBFCHWhIYIU/Dg+ip81QOPmlCPJta6IIxGngeVJBDAWNU3EEpIj1uim+1WARAIjied68hc8NvCY7xVKeMnydVR4wwJ59wgZW7IULHvvmGSNWXoqG/kHXG/J3PNkwXHxzWlHFyVTX6aGmJIEUZCCgF40u4Ooe7ixALnJgimAjx48iJQGzCSarj5ibKCcSbPQkFjL6oAYoHFz02ejfLCkgFGmxJFVANCA4RMWMAwQpyvvyMqxwtBYsHjmP34tAKC5IY78BQxhq7xRVXCg8Woon5ojgpj7lc/cH4YC5fw+O3uMRQkGkJikOTzXeWAcgAxwqhjvLX9+fnnVx8b5aiEoDIJ7eXCd3ANuUYYQQVes4a8UML8qiDeH2v3ZT6LhOKoFv1cW64xhB1Dy71C2JEcq6icCp5D3YEMMpfSAfMUdYbeIOQJJdO3JBlAxjludhDmunHNfNDbhrmm4JzdkndCgpy/Emd+5zqgfEHmM5lnwrXmWJWE8dlRxMlgyAUJmTJliqxbTNvPFxK0FFdvZhQC/Z3FRH9PFbyPhRbvmIVL4+kYVzylKM8onreEd6mJnRASqkIyARZzPXcW+GR2bo0C/SBcQ4Zn7IdGCM2QkIpSQK4MVRSEEqJKSyFuGHRi/nidKDXuFvM6XnwOJcfI3+xzg3eMkdeS5FwCI+xuBkflBUDRgJTSC4O8BpKFMwnCTIwheQ2oR1HVHjxPMjLlrIRJuAY77BDm+LiEJVlASlEPaLxG/gphLtQ55ijPowj4/XYIH6JWobBAgBPlI0XhP/8JzxNSxXgm2ucmWWhTNUgtpC2qAiyq14lbecb8Zx676gzkQKtYMr3bMNeOkCXEkmP2Q6kGQ65yQj766CPZbLPNZEmiJlvlBLwzhjdR/TyvIXGTGDZVAlrRAYFAdsWwsNBiUFPpK8EipoaQ92F86Q3CgsExca3oCkqZKqBSBSOd6DsgNXjTmfL6KW+lCgLjiIHAm083VIGSQ4gHYgPBQPVgIzNIgoLnqYqpLYiFQ2C0IZWqIpoXgWdLNUc8ECah2RjjidGMpQYki+efD4mQbsSGOhMl2WcbkGfmGkZKc2dUZcP4E5KKSvRNBYQSCbFxnpwvBJG9g1wQ+qFixiWWWg6sJeIahuSYSSTlPtQS+FhJu1Qj6VoHaY5XFZVJoG5xPqruMZcZS/deZAxIbCXxWpPQ+TvjDVF2N2KERPN7uvcbeVaQcz0WwjFp5q9ZTkgJIpN9Qk53460RmK0NbQwhkHs1oY6FEjk0FqjAYNHAuOPdscgg87Jod+1a3WwJw0ktPnIrz0Eg4u3sStMkyjU1AQ5lxFUZeB6jpXtCQEKSITnpGA9yMChR5ft1fxCqCCBaeE+cUyaAseOh4LzJP2Fh1sZkyfQlSQb0EXFDZRAdt5IjkdxPAiFepL6OxES9PtxvfqJlsonIGALGGlIEsckHOH/CbBhN5rUqaIDcGypVtGdLunBVO+6PZHIeqBDidRqucHNMCEdC1KmgoTKFsE2UCsl9p/cVnxOrvDgbIMcDwkOzNtQm1D/fGcBx0W7KmjxKLhYqi64XkHPyxbhGKFIQ4R13TN15UAICUFrI52J8soAKnAlrWlZySJqE3HTTTdK1a1dZmQkbgfmZTHoqhRwPl3QgAWMMdFMsFxggvH/1qvDEkGXJbmdhUAKif6OnhpYiIjlDTGIpLZTS4p0QM2fBjwpzYKRjdarMFAgDsHhqUitEinOicgWwMGKsNJ5MSAZFhp9UxUTJ0qmAa8F3oy6pNI2EHY/AJQOOyxUSMUocM0aMn7E8aQWKjUtUSNhVhQbjQChFe0ikAkgeD44NAkwZKMaX8JkfTsomlPBBQrSBl8K9pswF1AjOmeODAGi+EX+LRYwpm+acUDYwxCT7QnB0I0HuOea/C+YAxIKkZEg6DcYUfD/Q3CRICPlLkEG3tBdFkrFljmLw3aTbXIDcJdTCZEBSMIoU4S9CXwpysvR8yR9Kp3Q/SuUr1J25DcVPQtZff30ZPHiwHBpje/MPP/xQNk9CeikLRCWqRT3HQgYB8ENYeC8koGE4/ERQtxcCMXaSO92F1AULZyo70KYTbqI0khh0PGOJ1+g2nMJIuOdMyIjXENdHvoc0ISUDyAvGujZhCsYBrxE1BpA3QI4MJK02YCdizkXbwisBYdHnb4k85KjOnTouhHoI7aSq2uAMQHohfpBejA3AwLD5WrzE40yBuY7XzXUl0ZJ5zDhhrJnPGG7CZQqugyZIM5+YV8wHjpdQA+SU/iv+fi6QSF4DoeA1fDZKhubj8D2+SkAoSPNkfECAUBm4BnwW9xpVOeTPENZxS7NR12I1zSsU4MQwF5UUc19ddln4NxRX3XiQB0q2zl8F2wtAdniOnB8URt30kbHyd5lmnDLRrddQVkg6waBbt24ygUkZJ56XofSS4gcLoms8MKSEVaIMBqqJD8YRqRNPDRKBAWYBRoL1F1Vk+3zshsuChrKCh4WRwYuPZ2zdbdIhUzzcbdAhHVqOqQQE8DuP2gIjogssBiYTpYQsxkpAFHw25c7JSPSEYqiA0MZVrhfJc/Ga0MUCRoJGd4yZEhCAYXX7mdQWyO542ZRNu145hoywEudFeINzRKmgCZeqg4TGuB9UBSKMpdeG4yQnAzKBvM/c4PV+R2CULcKWnCPXEpJDrgb3GhVMzMtUc5YohSefhvcTctSxInm1toS1toDEo/pQDcPakAy0YZuWPkNKXDXHJRyMuxtagZRAKFBLIGJcU74bVY3kVq4/n+3mknD/Zno/KEPJI+kZM3ToUDmNBS4GunTpIksztcAVO7i5SfYk2ZQHN2xUp0bitFGLJVVGhFq4wTEoeHXkHhBX9/cawev0DaF6vrwegkDyWKZ362RB0p1NMQixcoY0TqxeJI2dOCdCS/wfIBNHtcJWxAgBpgTKPHUxZqGkeReGmvHH6LgLcLKgD4YPjGYqpcsoAISGIJJu6IDPScfwcU5uvw4e2kKc5leZMBLMRxQIyCKKErlPGkaCWKDgaM4FZFU3cHM3nWPOKEkih0BDIBwnRIBmdEpc9XNcoOj45ddKGHwPPVlQAgyx5F7z9//h/uGYUErysc5BGsj/QOWCwLlbHXBsbjicChpeB5nTucDYuqE4Et3decoccffo4Rq6uTMoczihOn94DvWT+wfSzf2vG/cZDCkg6RWpVatWso7fI8EQG+RpqGSrlSj07CD8gofIwsGCS3knsW3yB/jJa2hcFiv5kwVf4+ksCLyOahcffBbGHzKCNO53Eq0tXFKjPT58sOEbya6EUzBWHCthApQiFlI8Ogyw7iHDZzAmLinTRbe2wEuGOGleDLkBtOGm3TfGFKJGt8dkwXuiQmwQiXgbCTJutFan3FkTgnVDQT+vihBE1KZ58UCSr44hBgQZHbKEWgEhTgZcE0gFxhiP2D8Gcgh4uMqndkZFveF83J40um646hfHpkaQDqp46YSwmP+qarib4vl9TfhM+rxEqR3p9q9xwV5A+tkkr3LP8ZMwEgoBJIrkWnJvOP50Sn2TBWOtWzgwbhAC8lF0jqBGMRYks7POEIIh5IjCxDlA9lHm/DbwGk5i7vE+N4eJ8yTcpUSW7yCRldeps8D1IiTM8XBv5UAFsZ10Sw8pl+jycsIy3333XRCCadeunWy66aYJy6vKHvQVgEDowopxgIykA8gFfT646VkskaU1tqsLATkQGvvGC8KLgoxkCniiqAvEllmUkG3xtH0VxM9pwFNH6cEQs5DTpEqrQOgfQaMyFkAUH8JQURuOcZ6cP541+Sh0lU2mkoTFHG83lipEtUuy3hzkiIVXvWLdlC9RTJzzRQniOvFeqlggQ4BeGa66wmfisXJMhD7Ir0i09wkqBcmoGCCaUxHOS+XehHBwXf28CcabEImOPyobx67gmtFRFwWPMADnwThTmaE5S5BrDB1ePIYbmT9e+TqkkDAauWZaUeWCChBCAJBZVDnGk+PkgbFkflA+TYIqpdQKVErmL+cQlSwOmJuQRD6Ta4ohd7sFQ5YIOWniLMQHYlrbEusoQM6Zty7x49hQECEH7g7E9C2BLLjzkjLtKGLMGKFIoqRyPVAcOSe+jzGETKLUcU4k/eIM8L1U1HG9WVMySDySsSFGQooMSeSJpkRCxowZI4MGDZJp06Yty/9QInL33XdLL3+DMEPs/TLoBRIvjyIVQADos4EHC9GB3LCYQFA0KY2FQ/dfyRQgIHhCJKxFqWSoHxAOXSSRb5F8IU2aIMnCxyJIM7BkgfHSJmQQLBZEtw9ILETtL6KfQUVSvLbgPjB+kJBUe0XQxVU7XHJtCHHq5mdacYCBc6GEhUXf3xAtG2SZY4gKOZDYq0abucYY0LhLj1E71MYzJqwbJJ4m6p2TLPg8lDaICCqQhvhoIIbnryEeCDFEhPPjuAGePqEiv3EbhAbyzE/mBfcthMUlr5BJP4RHCAdjT6VPpp0yiBNNDbmnCH2g3KFAQAzcJRxHg9wWFD6dm7wXYgmxJ1QF6cUJcKvDuEch9LpTMgSEHKJ08pLShJGQEkQm9475+uuvZY899pC2bdvKE088EXRI/eyzz2TkyJGy5pprym677SbfRiVZGkKQMOduZ+82UKoNyCVAhmURYZEk+x0pnZ/kFJAQSA+OTBMQQCyYhT9WmA4VA08WT54H/2cRhXToni2ENKL2zUlEJtzYdDIVHyzYhHx8cOws6hijZAkIYEEn3wYg1bOoJwO3zTXkkBJQF1HVZ+7meNlGPM/WTYDGgLk5Bhwjob9E/V64BzJFQACKIkaV0AAqjOZKuLsbY6R1zyDKw13VCCKJ0Xb3BKLHj3YWVWKvVSVA26r7Lf0Jp6EWuQoRRh9noLZ9cLjPOCbKnSHsJKoT1nRJAv/fZ58wREPYl/FAdaP/x3nnhRVH3DusC74Ki2JELonubo3qk6sGbIayRtJKyEknnRQQj9HuDVYFPmKnnXaSjTbaSP6jnpGhJjA4SJtI1tzseCYsEMkaPhZM1AzAAqOVFCz8agwVlBYSFy5EYMhYLPmpUjYKRCqNuegFQWKpLpgQHLcSxAe7xxKicKsDFHi8XAvKR/0S0ETAQOFxQmSSzUNAKSCsgjFAzWFO+IYfZcc3AKkoPrHArY6XTs4F8j5zEUXOBaSQMfG/n5wCjJt7rDgdqAh+23CuZ1Tb9kwDrx2i64YeIBmEgmhsRf6RqgGEZg4/PCR9KDq67GmZKqALqm7Yh6KgnW8x5swhrjU5MswXCAihRcgn/URcoJpg6EkMJfyk+TmoWKhZEF7mG4Qc9QQHgrlAyCNReANyQP6Hn4PFd0AydAsIH4SUUIwU5JER7tL9eCA3qJaa/4MCREguqow8S7COqSWITIZjOnXqJFdddZXsSVghAs8884yce+658glZ1YbYOQfq6WJUUEPoGpoILIZ4M7qI4PkRm+UzuHxUEyhBwZBiqKJyKQoFeIcswix8GMV0+i2wkBP/RkJGmo7VJIkxI3auOTMKFnsWWo4BIONDDGrbSjwTgABg9PFOyQnhGDEaGEmMKARODR+N7txjJjRH0iuqGCE5NxeAJGjtZqnJhoSGXFWJFu8ksEIUcSjw7vk7YxiVj4JT4u8XgmLj7tlD0irkAENJ+AniTR4Pihhz1ydCyYKmY9pwS0GIhGMiP0dJBCoJIS++S5OBAeeIcqIkBnIBsWAeoFwSboRUUTETr6EflUKqtADuS0JTlCdD3PTz+UyOi+/1dzVWokRYNR6YC5AQ/72cJz1Q/DYK5OcQgoJcuFV0vJ7zdRUgFEVUGwgO8wClhXsGgk+ZNHPHbXiWYRgJKUFkkoTQKXXy5MlBOCYKU6dOlU022UT+0JiiYXkg6yL1qndGOIMwQSLghbmJdYDFBg9NVRIWfgwGRimH3kvBg6oKFne/Wyd7hiDl+8TGH+dYcEtKswFuS66r3y0WcoHxIBcHcLwYEggCKgaerXtLQ/g0ORjvnKqpqH2AAJ66Nrfj3FCbEu2xwzjgQRMqwDDyPpQQbZ3PekCHT93WAbIHQaF6Q9ueu8m5qcDdBwbwnYQdSfDVY+F8yQ1xHQAFqgTqAXOD10JSdK8bCAhKCp+ZSCHjOjGfMPYuOE9USf18uhajyEVVs3H9UHAYl0RAMdEkYQVEEZLD9Sa8BGFlHXjhheqEdQiVm1wL+D1eR2LCNjgKWkGDs+O2Zec5xpbrTwKwvxN1CjASUoLIZE4IbdlXiOMl8rcF6lUaQiB3sxBgGEhkY7HSxVH7ISSDqD4Z7nOoAMiweMDZICAsbHiT5EG424YXAzAgbqM0ZGlkcDxOFmUtZ2UhTqYEHRJADg5jThgsE43UoqDHFBWKUgICkNQxlvp/36dwPX8MNIZblQ/yB9zkRDxht2mY2zciFng93j2qBMYJI+Xu3YMHTX8NzQEiHKWhMzXOWn6azgLnNsvCwBNqUZWAz1fv3+1RomDbgKr9SILwkZvXg4OA159MiI65wFhqPxYePAdR4DP4P2SR/BM+jyRml8ByPSBzye65AglB7UQF0p3LWQ8gMJAo8sDIs4KAMBbMCcbCJSB8P4Qh0ZYIEAzA8el+QICfVOEwfoS5UN1QYrQrscGQ6bbtgETUn1lQIjAn1X4GpQ4WdG5OhZbHsvBASihbTLZEl8WC17L4AP6fi5g7wBCxkOrCTngDo1csJdkknWK0tayQrpPE87VFPOoU54IXm0yFDsRSkx4hZBASTchmsVeSmS34JJNj1+dQSLSSRuGGEQjtMBaEW3gPvThckL+AUqcVVahqyYC5GCtpFq8fsqc5DBhk8n9QAJWYxCqTTQSuA+EdDB8qB544ygjXWs9BN8nzQ0kQJRJMKfOlWieZ/Ykgr3w29y95H3oPEPLgu7XPDeNB+InzjEpIJQTLOHOshAT5CYlxN/lLBFrS8yA8TrgLQoyTiLqn+/ToPND5yLWALKAMES5CvaFSiJweHJiovaVYe8gN0c/jWhHWg3S6c02TWSGU8TbrNBjSDcfUqVMnZmt2fZ6fS/x9UMoRGlvXjbR8cPNyc7OAsPggoyYDpG0WOb+bY7Lg2iHZs/AhWRN+oP8CORWxSAW9O/w4NYtxKhurQVBRgfwE2kQgEZAFkAZgqSo8XAP6NkAsON9MgZg5i7cuvnw2YTDyU5D3WYghNroXShRQB8j3ICcIjztVYODoUwIwZm5vEYweIRXGG9LqN/lKRvWCnGFsCGXoTsuQF0Im6exAzPtdskdeC+SN3BcSqJmLmeyvgSGkEov7CmPJ99JYjD42ShJRCaKqpfz7hbwY3sv9St6HdgkmeZXjBoStVIXis3E+opSXdEByK/OYuUIOD2MGEYYIQRx8dVpzdFSR4X2QT9YM5i3/BxAmSIxWlvF3ut1CTlwQZoHgobyg3OJM0UME1SWqQSEEN809dZLtNWW9Qso0J4TeIMnAuqpWed/JlGzinbEosvAnS0QUKrEmal6lwNtC7iV8wMJF6Ew9GbqpRrUgBxgfJFddYFnE8PyTbVKEkcRg8n7IDHkHySw2xOp5Pe9jwYUwqfScCBAtDCYLOCQBTzWdnIMo4HWTi6O5T3h9eNskIbpwczFcuHkZVNRgvGKFgajmoScK540H65Iptx13FCAjKB0cJwSAEs10gNeMweV6cy0wyNko984EmMsYQdYqkkXdTfIASfPkV3Gt/L9FAdUMYulX0ShQwriGzC16/ijBIfSqBKU2cJvXkUsDOSRBXXfWhkShSvjhQu5XraKCNEftdss97CtQkCy/4aALqvrIN2EMNYTGvFAVifuVtSTNBmZGQkoQmW5WZkgSSP1u2IoFTDeSilrMMLIYymSJCCERDB+SNrkaeF2JQgCEcIhRRzWhYsGOF5fHEOL5oEbwM9nkMxQQlAj3fFms/WoIXoeBQA7WZlNIx7QNB5wbxp6Yf5S0TeIcr2HBJSRBTwdUAM6V8UYWz0TPA8YBQsXn0o0Uz5BFmyZ9/n4lxMyR6H1QGaI9KDhmyIWfZIjxQSaHKKpHi2LA9ycDwgvMKd6vYx+LFCUCBk0rLjAueLmaJ1BoIGcJ5UI3BMRYur1MEqk1KAyQbBQDlD4ICFU8sdRdvgOSjVJHKIVkVggj96cqDj4ghTgObi5OLHC/aeI658Rc08RZBSqcS065j915x/v4Tl8xYW6wTun+MLwO5TEqJAN4DXktGoqFeBDSgsyhzGWgVb6RkBJEJhNTFffcc0/QoMwHz93HDWsIb06XFGBUkMdJEkQlYaFy1QAWL0IzUfJmFEgIY3FiYWDMk9kThBBKlAKhpX3xQG4AsXM6R+rijDdM5n8sYPxYsHzC5faUAMjiVFzhTTIuWo3h700TtWjTI4XjwMCy8OMl4o253iHvzUTCNDI8/Ujwsvk/4w7hYfz8z8coIHVTFqplrgqMgV6HqPPCEOD96mdqngldLxX8jV4j5B6QW+TvoozqxXPu2GsYIVWg0rhz2U3URFVDqicsoMQqFXCMKFwoNonmUzJAPQOMF/PHL9+NBc4DQsm6RghVc2EgFy4BUYKs4J6G+HBt6NhK6JBE2CgCwrXgtSSQcg8lszkhc8OdK25jMkgDBN+fP1FrSJTjwTzk3kPVg0iQXxOLgOj8QRXVDe2YgxB93peJvXoMZYuUlZANN9xQbr/9dtnek7ffeOMNOfbYY+UL3Z67nIEHz+JMUicLGgubGzZBCsVz8vfnIIyQqL8HlwsvRI00ixTemLuLLUYIkoJx10UMpYHYtRo3vGJkXQy37g+RDDC8eJi6OEMAeE7LQ/k+FmekYr8tPYoE1R26cDIuVCi4CyvvQxngMxUcG4RDGyu5KogfZlEpWCsOOB6UIj8JMxnwnagqjCexdXJnXFCBgLQPCSTHgWvDdUaxwOBgmHlOS105JogoyhPXAQNAZYmbX+P28lBAArQ3jL9vDZ8JadH8I64Lx0KOiguMYyoN4RRUs6DCENoiQZkEVPpUMIcxXroRI4SI0txYUjxEjPCFkhrGA+LhlvTzOcwndzfhVMDxsP6o0SWfSfetiQd3HxjANWQO00ME0qWGnfsOsuKTG+Yz15P7iWuPEoVS6d7L5Ki421pwruxAi6eIuujOAcqZuV8Ze/J7+FzmEGTn1lurVUnCRX5JOa+lAky7EKMSakJ7baCdWl11jTnBOWQI6e4/ZjkiZaaETJ8+PdgrJioXhL8ZJDT+LKYsuqggft4GHj8Jem5JHwsHyWF4ZcjfsbghryXmrGDxcrujIsfimfAdLHosGhAEFmP+j5eOEcEI8B3I/skSEF5PDoMSEI6FOLJ2DGVBYuHGo43aFwcDoUaBxZLkXf/zGRO/4RKGjvciRZPQ6Y6zts7WBUy7qGI4OA5i4+kQED4DgkZXWwwvpMI3sKgWqkxxzNqAC2OFZ6zlkahIWkEDyWKM+J2x9BN8McCMp54P1wuD5oZAMFBuVYLbIBBC5BMQfV06IHzE8aNgkQ/C3AEYOYytesZcH+0F4oNkSRIeyUFgUUKVYzz9XYNBbUqeOXdIA9eJuZGsgYQMuuPD3MHok0DsKgucL4bXBySE6wypIimVnB+X8APO2QWv57OYM+TcKJhH3LsQPpKKCdMyV+gFw/pAWBJyzLFF9bThfoDw8OA1mSAgqpzQeI1QLHOC+yKDBMRQvkiZhLRo0SJoWubjo48+ktV8T9UQDRQSYuu68OFhYGAJyWCEiMOzwBCmiQIxWJIWIThcCzexkQUQLw5ANFjkUEq0lwQSuHqfLILu5mmxgLGFPBCGcQ0kCyneGYsiwBNm11Q/5OICT1EVgqiuj3h/Ubv9QtKoJMKbRz0A9EbRc3WBp81CDjnzNydLFuSpkEeiZaRRO++iPug5ENJC/cI4a/daF25vD4wJRD5KNcDIE6KApHKdyS3CuLrlw9pfRsmt228G2dz/XOZTOk2klMxFAQOk38N4U/kUdf/rxntqkDGMJDe6HrWLVBO0XXAM2ioAh4gqEVQsQnWEGvg73+0DVRKj6uZWQAYgT7zHDUf5fTCYs4RWUDXd7sfc426eEITWzU/Re4i5BRl1VRkdK4g6cyzWXIkFnAqUu1TnPtcj1g7TAGIEyYZga1M7gyHXJGTAgAFyyimnBDvqUo7L47XXXpNTTz1VDkqzNKvsgLfHza6eMp4xysGLL9ZcBFmQMQJ4mUjutODWXUoxyHhQfjMlvyMihMD3whR8d6y/KVBRSCSlwRSEBiXCNR6QINcrJ1SD8Y9FSHXHWrxHkmpd8H7IEobKhxpDFm1CESzUeHs6hjyYfxgbjhevPRHwxCEyEBZySVzPlePH41MDhBHwq0I4d5dcUIVAKATJ3JeW+fxky9chHKhEqAVR5diEhbgWKDxI8rTAV5CUiBKjRouw25gx1eeBN8t5cN7x8kT4fL6b60RICoMM0SLXhc/AoBKW4PNJ0oWM+oofc5y/uZV1jAtz0t1plgRPrhk5GemGYgCkUfck4sHchUCT0EkpKmSZRl7MUR8YVTfnQo8TBSLqmBhjxoDwImNO+ayfHO4SR5QEFCVUNe5j7WLK97j9QXwSkKj6jbWB6ifIixvaYo1hLqKasmYkAsSeOa9N+Pwdgg2GQskJWbRokRx22GFBImq9qhtk6dKlMnDgQLntttukQaw9PAzVQIHQZFAWIm56Eryi9tBgMWEfEcrjAKSDhSfWOGOgNczBa1lwWXxZSKMSNHU/C39nUzxKwgCoKfG8Ix/I7njvEBFCQ+70wkNjcdO+I6gGbu6HDyR1yAdkQPNQWOjJqcBg8XcWWDXukJJUdifGeOMZ836uA3k1rjKE18dYEmbAuOHd+mOBEWI7dUBISj1xv2kY4DNS3ZsGtYuES4wcYR/UskSJgBw3ShnXn2RaNY4cq8ZoOT5UJUI5PmFCgcOA+q3uVXXi8/D82bcnHlD3IMsuMHRcS64dc1vJDTkvtd23h7FHNdCqIpJAMfx+LgzhqqhGbJAVwh8KnAJIFHlLfs8fxgBy596ztEqHIGqPlnhl0ZA8EkNRK8jx4X5GSeH7dJxRxXBOdH75YO6TB6NJyNzjvJ6cNHqxKHGnF402SSQ/StUmSBYhJkKC3Ld+OC3HG2FaTkgJIhs5IZCMESNGyOeffy4PPfSQPPHEE/LNN9/I3XffbQQkWbAxFEaUxYAkRLxIFhAMTc3BDgkERkHDAiww8Voj42XhnbOYoihgTPg+QiUskki/rhHDEGhVgQu8KBZF1+jGqq7R5/nJOfD97hb1GDyqOfDaCQ0RHkCqJqmT4+V9EFqMEIu7bgCGF4u3Tj6EeqmcDyEf3kPYA08c9QP1gUUZox2vUgPvGMUCDxEvVw2tqjgu+FwqgjACGHZNwlQQZmBsoypJonIwdGO5eMfmEkUUBxQwVDHmCN/HuLp5MVHguDGAKE2ud06YR1Ujzps5gRLGHCD8x2dDhnnOV20wVvpejJvmuMRDVLiNc4GAYOBplEc5LOEkElvTreBRkKwJMaDzK+SH+UulGvcZc5CxYH7yvT6Yay4BAbpjuKt2KRgfeqi4YLwJ/2DcE/VlIXcEVYQOp+pQUEavxIHjxfmIRUAA58r3aTdT7inWCs3X0TUDckF+GkoRY81zkCDIB+PBvcncc8H3J8rP4XO4h+LlsBkMmWzbDgjDUBlDlQwPQ5rAw/C9DN9A4RHhtenmUSziyOOxehC4n+MbEQyk5o64IRsWG1VZWEjohog64C9KLFgYXIwkYQgWSxY+vFi+D8LDsbEA654eKBYQA0gHCx0/taKDduIQLEgJXiPniHeNksP/SZhVz5iERv7GZ6GKsGgjPbMAElYgDIPMDplijKiu4RhdeV3Pj1CEkg2fVKFQMTa+KkR+gY4nn4H3i0eJ4XQ/A5KHh42BZlz8zd9Y+ElY1CobxpBcBEgl5wfpcNUijJ+24FZAEPhu7cjK2HPuhEbw+CERsZqf8d3adIzjZnzVS9bt5rU7JjkMaoQhrfxde1bwnnjGUYERhVzrTq3MLT02FCZ3vqOe0eAvmQ3c4oE5hgrkgoojCANjx1xHHSLHCKKgJC1qoz41rJAmVDbf0PpOA0izUVcAN0Fc7/V4cLdu4HupxkH94T71540CkgIpIfyk449zgArE/FMwF9y+Mpw7ShPfoW34uYe1YgtSjyNgMKSIlO+Yvn37ynrrrSeXX365/ECCkiExWOC46fH63F0/fVA54S9ikBDUAi3nQ8KN2tBOQcMujA0EgPh9VMWCtvxWg8KirPI5xs0nIABPmb+jpOBl8bnI+7qBGt45i7p6syyAeFJ4ZRgjvHg3dwQSgeFhcYNUYPiJsbMgYpj9bo68Bqmdn3w/CyRJuJAbPFvtUaOLpbugKhh7jkc9RD/pkvOOKjHXPYD02kAi8LB9EoOSABlDHifE5XefxDAwPpw/Y0O4i7weElD1eDEMVEWQr0IioG9IOD83gRLjSmIkBIFzi7cVPMSB78F48H+/F4n+n7ATKpOG9dSTRrVDmSHEoeWnXItYIIRDUigkBKVBKzX4jqj7IN0KnkQgrAGpBSQ9c20gRIw9uSIQT79XDkSY+YUKR6iIe8lXXfiMRIBIEpZ0d8vmmlJVRp6VOw7ce5oDROiEeRA1vjgnHDdrAn1ocEoIy6DaQRCYhxCxqFAnr+Me8h0elE/OFXLG+UJ0NZQGcYHcoULiBHBOqC7u5ogQ59oqWYayRMokZMaMGXLSSSfJ448/HpTq9unTRx577LEgV8QQAYwSNzY9CyAIUV00FXRs9MtWAQs+hh45PSpvRMHiThKhApIY1cgMCZjYMYsOxkGTW/HGY9XqEw7A2LOAkvTJe1i4kb4x5niLfhKdlo+SxwBhcY0xXjuhJRY2jBVEKNlmbSgZbvIqcjCLt3vsfC/KBl4wDz4bY+RXO+huphAMlIGoPAeUFgwXcjnqALkZicBCj6FhgzWg4QCIB3MAhUC7X/rGl2NFUaLEWlvOq5cMeSCsA9GC+KGi6PlwbRLtYgohxFhxLf1rzeegeHFsHL9fjorBRK0gkRdiQjgN8ohHHpXsCZgThEPcNukcv2+wIMNugm02gOF0xxpCgprLXEZ1IDwC2dY+G5BIlCFtf+86CDQu85uXQRhQ41AEIB2QSxwHrjfnr04bn4mTQPgG464JpXw348J9DsGAREBG3OZ7qHIcMw/IB9eK93A/aK4H54gjgnrD/QlU+eLaM9Zu2TqfhULIPUiIh7nuklnUSp0LnBfkLSphNpsbNxpKFrVq2z5x4sSgg+ojVYbu4IMPlkGDBkkXN05e7mAhUkPkGhlIGwQAo+fv3ooHhBrggkoJkuPiNfThUuKhuaW97NWi+18kAgsNhkWVAhQX32PFyLHA8R06dbQpFIaJhVP3luF5FsSoPh0YVYgDErl+Dgu4u/NwLOAFuqFAvguvEi8dNUMNjdsin4Q/vDWOiUUVFQCPkYWfhRlpnbHCAGUSfD/5P4wJ8XjIhb/PjA9CTH73YY4X4oHhYW5gCDhPDA/KBGPANaNSIqq9vQ9ILe/V0JyWkCKrMy58FoTE7cbKGGoFF8YNguQuH1y7qPwiF3wfxtB9H4rDNdeE840+GJwfhBEvPyoxkvdCGFBsIFUY8mQA+SafKMp48jmQRgXnFqVkaRIz94CGmfSYUDI1hIVqR+hH70XeA4nlXP37XVv8Q0pRtngfRETnMGRH85xQ4VC+9Dggk1qyDghZoqAxNswVFC0IFfcFZFodDuYO+wtxf0NAtP9LFAj3ce+oKseaBQFGPdHdkxlb1wHKYWKqD2teVuKJqS4222wzOffccwNlZP78+UFy6uabby7bbrutfKqNnModrozLIobxJAxB8iAGkEWBEIQLPCm/nwEbQ7lNqaKgPQt0QykMCwtFMmAhQ2WBHCG5kpsR1cQM79wlDnyn5pTg6eEZY7xYuPD0MLjalM31JJGDWRj1c/ibGzrCq8QzhtDyWW4eC6EQyB3fhUFjgUSd4P2oBm4fEwXeJCEeDIGGIXRHUo4fFShWs61UwGeRl4EBhbBxLBgYDDhGNmpMybmAZELmMRoQJR+q0mircCVahHWQ8VHQeF+UkY0Cigqkk3mGysWDMdWEYq6N3w6eMA6AiBDW8f0XiFOiEC3n71fBQDq4F0gqJieEUBT5QuyAq8bYBQYPrx2jB+mNSqDUZG+MtJIFyoLdnioKxtLvbeN3LmZ+ag4G89uvlkGhUAICMNJaguuG0VBc/DmAMoGaxzzhuN2+IX7oyr0P+Jtfkk8+lHZihrgwhoR0CZ0w1zUMw7ERXiOHKR4BUVLshgX5XMgO85zwJYpmLQmIoXyRFgn5559/gnDMbrvtFnRKfemll2TYsGEyc+ZM+frrr4PnDkB2NoReCQs9izteNh4WORm6WGNUUCpYmHVPHhYIt8Wzwl9wosBChseMRMvC4ydZAhYQvB+8NTxnFmFyK7SDpTa8wmPzvRMWIHdBooqlf//w/0jMVJFgiCFNKAzI0BhWFv94jagw0O6cgSxoMzZIGfk0LjDEGEmOWRsnaRlirOTAWDkHWvqrXj4kizi+tr5OFow7JZcQP44PsoSxxPjQlZOkTBZuX5kitwACgKfKdeH4MSQYJCV47rH6YSuuI30iUKNSSYyEEBMagaz6YBw5F8ZFd0pFLQB47LG+xz9eH3wextAnIhjtKBUlaj8ZfZ0ma/t7WTFHOVYUIkIwEEDmIKQLg+yrXXyGq3rgQLnkHdIAued5ep7w+ZBjHXNIMOflkwvmrCaXMveZp5B9xl3HD4INUYJ4aPWRT+7cMBX/18/kOyFkLiAs+n7mO4oI84i1gOPx76Nk4Hf1Zf5xXzJunEusRGiDIRsk5OSTT5bWrVvLcccdF1THTJo0Sd599105+uijpUmTJtK2bVu57rrrghJeQxVY6CmHxMhhnDBEvkHEE2Ph06RQpHG3xwLGKQlpKwBhDqRYPBRUFlc2VtmcRYm/I4PzGnfxYoHkd+LSsaJ1nBOeO+oMcjEGQZMuAQuUlnFy3JwzBMxt+c8CzHMs4sS03cVMN8sC/Iwqk3Q9TQVyvib3xUvgdT8DcPyoUxgaxh4yh5edrLIAMIa+EsAYuflS9CHxCSaGxU1cROJmcUfe55jc7RAgNJyjgmPFSCRSyVIF44pnT9gHRYtyV00W5tii5gXXlrlGVRL/dzvHQqC51nwmZBWi5+al8HlRDe6iDBz5R5p/gEEkCRM1QSs+8M4Zc024hahCSlBbcAAgArwGlVKvP8nfmpRMyEPDHxwf402OBN+JGgWxZ+6SiI36w+tRSUh+RVWAjKAMcK+T0Mv1gwwRRuTcmWM6tyFIfAdzTeezT/C4R5WMoWDxORB8jlfVKc6VcYhyHBTa4ThVcA24x5WQQoKSqY4yGLJBQj777DP5z3/+Iz/++KPceOON0imiNXDz5s2DUl6DB3IR3CQzHyygaoxYSFh4WPxZNFnAU/Fy8VQwUHjdVJK45XMsgqpmECohLIEiomCR5Tuj9iBRaGmsGg4WKOL3HDf/x3NG7kVh4TXkXEBE3NdjhFBIyIHxy461i6Ses9tVMh74LBL9OA6MD+fhdx3luzH8VBq56gxeIvPZ7TMCCSFmj5IFKXMldxd8J6QuGVAx4gKD5IY+MG5qpAgR+d0rMUqoNBwXRhgDi0El38ANZ6HAYQz9jRJdQBwJBajxxkjxE6JE8jDzke93Ky3IvSF3BLLB6/heQkKoR4w/4UYUA+YDyggEhDmI2kArddQDDDXG3W39jlevhpT5w+vcc1Jg+LkWGEPmFUYe8k5FB/MclUI7mPr3DGOC6sS9AfHV7qqQFr0uEAe9P3i/Xy2GosLYu0SM8eb89XxVoYA0EnJlPpK865M3woh8P0YdYsH9wLG5x82xkMyqSiiEgGtOgrACEsV4ox7Gchw0lyUWcJQI55Ab5aptrAeMDYonuUDcA4RsDYZ8J6Ya4oAFA9KBASAuy6KBF+Qmv/kgf4L4dm16DShIhmVB0sWUBUuNESoGi7V29YRsYDgwOBhgFqFEYEH1lRkWcrqOEuPHqLFQuS2j/S6iJNH6eRh8BmRFmz6RQImXiVdJ7gSfS7MxkupYUKnWUJLB632Zn/PEOPB6BQqD/o5377eid8HnaeMnDAkLMmPk5gwwdly7qBJFNzlWAbnEaOt+PoShuAbqwaJ+IKPzPgwpO7xiHHxgdCF5UTv7UpFEFRNjzviglPhEj+sMaeCa8DeuFd/JOWqvGY6JY03UfAtwDv7WDZwHnruGchR8F5VKEGDGgeRSwlcKrj/Hx9hDRvyeL5Arv0QWQo1yQ74GnwtZ41q5paT6uqhKLErpySNhznCPAKqEUDF0szjKjKOuhXuPMYaMN9/DtdTrCumBbPgqKGuF5nGpohbV0ZX7E8UnClxjl8i68w7CBxHiGhBC8u8RwogQC8ZZrzv/j8pNyiIylZiqsATVAkAS6n3KzcquuuoqadmypRzl9SMgKXX27Nnyb63HL3dojwFuLGLYjBceWjwSgpTPQpOoLXcyYLFyFzs8NPJTCPmoxK2LFM/poqw5Ff5C6Ta5YsFz+3ig1mAoAYuwfpa/Z0VUG3Pi9upl8/mEoJDx+R4MD9I74QkWTxZFPGySF3ktnhsLvao8GE+8dxJC1YByE/AcyhwLLK+HKCmiYvAuMBoazuJ1EB2uk0tCCGe558qir10sOQYMEQs9Y4iKQKiH8BrhObx5VB5dgAlhIfWjEmCcGGd+j0JUkivXAk8arxpwHFx7SJd7z3IutCPXa+KGkfxmdsl0R4WIcW7+VvUYZr+DLZ+puUooTG53XT1mEowp6+ZzIPOEnCB5eOOU1kYRAeadGmKID5slRm2m6BMQDDRJq7pHDOEVxpD5xXFo23fGxU/AdI09eUz8nzwgrRqBzGiSOZ/DGuCWq0MiXQICcFogUChzGsojt4rnuR/Y3BAC74LcLJQ4vZ58JscL0YNERex8vmy+ENLxx4m1KxEJYXw5Rr4LdYmxMhiyrYSQ8/Hwww9LT29Tp/feey/YwG5qopbS5QKMub8LLt4m5ERDLD5Y0LiZ3cU8FlhsyC/A22WBwVt1N7PD8BC7R1r2AQlxNxWLBY6HhROjgJfKQoVnyEKsniFKBp/ntvWOBUIGHJeb4wA4dkgMG/n5vRdcIG0T4kGy1+/hONwKChZiDDifhfFWjxKjRPIfCaKQAleV4DX+catxIQyG8dZrybniZUN0COnwPJ+H0VHSAdHRKgSUDIwSyZiJ4O77g8qD8WLMYu0ThJFhnrmt3iE2KD0QWfIu1CgRZnETUDk38hf8Chj33Dl23k/YityFWMBQQjjcRm+MAcQL8sBnMe9RNiAgKBXx5jjqib/fiwtIM2pBrN5EXHeISqwW+RBAzgnwPcyLqAoRxhWSyPGjYnDskFr/c5W0Q5aoMPNDHsw91DzmgFuCzvsg4XovueDzIEI6pjo/uSYk1vq5HShgkBQIHzk8KISsJaiArDtUa0EIud4QDA3joZr5awTHxZoSr+cMf2PstAMypJKKpmTysGLAlJDyVEJSJiGNGjWSKVOmBI3KXHz77bey0UYbyd/JVHCUA1AdaAjmd7wkno1RwRt3Y8+uVx3VV4P8BipOWNiRSpGOVTJWw8Hioo20WCRcedt9Hc+jWMTa1ZUFBWPN33W/Ed3/hcXdBYtoKtuv08+DJkru57DQs+DzwKjGmkOMG2NAPoIaSDyxWPJ4smA8OS5VTzDghEhQZTDcEGsIAYaVMBd/h4zg/et7UCwYc9QJrh8hKQ2rkQdELgS5BVxHvFyMGjkSzAPeD4mDZLnXhGZwVGXEu5H5Tr4PMojxVdUE7xeDB0niO6KqIrgGeP1cXxIuMSIYWIgP4S8UEMhH1F4rvkesFVIKriNzlVwZ5ggEGXWOa+iXvyq4/sw9QjF49vEaINILBeKaapdVrh2qDzkOEGJIrZ8zxPcTzuL+5bhZ6/g/4DriQPC9KHXuPYwiwL2Ak+GTKuY49zaKiwvGBGWPdQHVApWDn8wtPwSl4HjdHXNdKClA+WMNAvyOcsI1hcBrkjefoxVxCuYvhIm1xO8i64I5zdi5gJy7BD9FGAkpQWSDhGywwQYyZMgQOZREKQcPPPBA8DxkxCDhgo7RdisE9CZnoWdhwAthEaCSCM8EWZ7+C748C1hQWNwwWCzkSKiUSrqLMF4nho7XoDbEKp0j50LLX7n8rjfMceHVIhmjEJCAp99B3N7tYQBYDFm03H1FqAhhccZj9acXcjLGQ8tqXYMFCFdBCjgmDD7niCcJCMlQ3YBMjCFggrOw1rZTI4QMZY9jVhJB/g4ecxQw7H4lB/kZhJUwntrlkgRGJGo8XRL6olrJ8z7uJaR8vxKH64iHzrX0yyQx2BwnygeEkWsay2jFAwQLQsTxMuaEiphbibaQd8GeOSQqu0BhYkdj7QLKuZDgGpVoCumE9BFCgiQwBzDC8boLQ7IgIhhb7hed94mWM+Y391y8fVnINeFaqEH3iQ7XlXsH4kAuhfudzEXuAc11Yg5BrFAkAPduLHLFezH83GOsESgY3FcuMeU1rBP+uuLCb5zmnns80saYcF7unjSxwD2AEqJJu5Bw8mCiQoR5IiEKyw0psWZlxxxzjJx22mlBp9Rp06YFD/JBBg8eHPzNUAUMAqESjCgJmiyuLMjuRmgsSBgAZHNyCjAoPgHh9Xi3LLZacqibrPkLCoSARQTg2boVLwoWDtQSlBReT6UMBgRvj4Q1vGAMGmCxc78DY+KHUngP72fBhKTgMaIekKAYy5AhF+NRAs6X84MAcH6oAyxweFUoNigfjAt5H6gyqCAYSeRmtxV2bcACCtFBGeAYUB/4DsIjUaDyglwR3fGX64jHjBeo5AQFAcLENUepiSIgjA8qQawup9qoKqqVP4QMQ8/fUZYgY+mAuUlYiXNHDeJaRu0dFEWyIS7MWwgboQOFlodDFjVXhnOJldzKeHOvAFX6UKHUk/fB2ENUCKlAxjherkky+WhaCRMPHIMaxCijDQFgDisBcec59ysEgoojKoc4RiUggO9mvmgbf5fM8l4Svrkf+EzyeCBynC/Xl3uDxFu9P2OBORVVxRV1Lm4SPOpdMgQEQLQIAeEoMM+Zg7UgIIbyRcpKCC8/55xz5Oabb162XwwhGhJSL0pmQ6dyAEOqvQAw6rqgUYmA56vNsZAzNYEwFmjjzMITZYT4XLL1NamM31kcIAqaAU/uB3vWsHBi1DEMyTYX4jwwxhgbTUqFYLjVBniMSP36d36negXC4MfGWfCooCB2ra23CRmwaEOqdHdOiAZGUXMdMMKQDvVMWSjxlJHTeQ9ET/sl1AaMM9+rRJHvITkRIwLxwzDyE6MHSUJNggRgcHgPUjyGg/PCW4aIUHLJePvkzVURkODdvXCiPHpf6sYIuv1mMFRuwqNvVLk3GTPyW9yuoahwfmIohhNixvlCPDGEEBSuHeNBbgFqloZPOGcIKJ+LWqfHhLoBUdJzgZhrkirXGeJHDhDzx+0QjEfO50SVk6L+kOuAw0MYyB0nPp+5Rf5DLKDEEYZg/MgdivK+IQKcc6zN+ThnDRnyfsqPUWa4pzkeFERKdCPaFyxbB1g7Cb9B9FHJ/OuNisi9izICQXU3LUyEqJbzUUDxRDEhXITqBPnLI0wJKUFkIxyjoE07uSGNGzcOQjQNo0II5QiGkwUSsgFQHViUIAWoEBhx5H8WX7wVd2OvKOABQUT8/A0WJjxoDKQvW6cam8WY4KViTDGckAgNcaBo+P1CiGFTWQFQNFyvS/cXwVPFQ3YBMXGT8EjiQ5GJmoLuVuTkEKAWRUnLGAGMKEoEhp/xJPaeThdHEmSJ2fO5fD/GBYOl0jdGjoTXeJI2hhhiqWWgHAueooabAMfM63hACgi1uMmlUdDyUd/Q6Dih2jDvIGTci4y9JrRyHnitetx4yrp/DaEJ1BB+8neOGwINAXDHnLlLkqSelxIlroN2JIWcuInpJCmiyKlMzzyC2GijMlQ7jhHFQ7vVAgwuyatRyiphOEJcUfMeQMQg3X4XVUgBY8ax6LyCLPq5LAoIEuojn+f3aXHnH+MPqSDswndCoJivkBTIUixAMiCgjGOsc9HvgXhxvzEHICVRiawuuJYs/pALwP9RrpiDrgrEveuXL+cRRkJKENkkIYYYgADEIhaQERK+8EjJHUhGvmSR0MoE91JhDNS7xmNn0dOkSgxBVLv2WCDBFQVAjRQGQFtFswD67bQ5bvIH+MniDiFSQqCJoqgUqECESzhuDA0Z/a7niWHThdKHa+Q4P4yCVmyQJ4ECod/pjguvR5HgnHgNHm8yXiSfQT4TpA+DyLHhUWvYKBlwLFxXrq97PD5pQcJG2QEQp2S6T0JkIEkQUpJR1WhBAHk/ShCerfaCwVBBPDRc4O71A4l0N1XkPElehVxwvoRH/JJOt7eGP+YYYEgIOVBKvvXcIbQYXMZFe1yQmKsN2fgsSJgSHiWVJFByPqhk+l3cP+QbaQgBAueXkZKA6RI+5iiqCgSOkI1+D/MItYPzhTRgnPl8v5cK30d1UxQ4Vj4DEkFYhX4nkDvGKZllFYLDtYP0+aqJS8I1UVXHi2OKRZ4U3H8cF84Pc4Xrx7ymIkY/hzH2HYVkwPuZtxCuWiSi+jASUoLI9gZ2hhSBfEyMnIUuHgEh/EGYAoOO940n6/cFYKEj7s7fWWSRoVksycmAgEB28DZ5zu/X4XpMGAle6xpKQj0ad0YJiJKsMYR8LjI/BpJjRJnRTpF4wXiGGDsWWHI+VHJn8cVwxSIgGAVtbQ6p4lj4LM6HBZX8Ae3Y6B8b50HDNwwflR+MNYZZm39FgdwYjh+yQ2wb4kfYAQORSuM4jBxGyH1PVL8VFxjnZECyImWteMR45ihqGCqICdeeY3Y7o/J6+pvwfZq/AhgDd9dZjo9rpgQDoggJ9UstuQ567P44anUJZMatfOHa8LmQCiUgvBeD77ZrR7lRos08Rz2CBDKvCRGgNKDSoVy440fJr0+WXAICIDGQGaD78qiB517hHmNcCfkxTigGLiAmsUgIZJjP0LwOVCg+1x8flLGoCiNCOCAqjKYEhHHimHQe8dnkScUDDgn3CMQDtU1zVgj/UhlD7gwEjnmfanUR15PPJBma68q9X+Co6NZt2cNQeCgIEnLLLbcE/UfILenRo4e8H7VzpoORI0dKhw4dgtd37txZnncyxdlcj/wUnmcvmzXWWEMGDhwYtJnPCVg8Y2V587zfrdAHhoPFEmKArIwsjlHVbHtdRDGuurji9SJ104eAvA8WRiou+AnxIebsAkLAQoQhh3C4u3QCvC7dppuffvUJSg8PjoEwAEoICyrHq3kdeFhUi+DxY9CRwVns8b4woG4HUx8scBgg3U0VNk1Lap7jfPBqUUb4XMiKb9jdhRXPF3LBdUEtiOodQdKrblbHd5KTAjAuqAKaSOhvfOYDrxglIFZXSz02yj8VhOXcnB/d98cNvTBvMGLaKpzx5ZpoMieIKmuGmHBeGEfGFI+aPAiOUwEh8K8/YQRyQtwSb8JQOg/8viUQPM4LzxilRq8H58JcI2mVhFdyRDCIjKmOEefGvMFLZ+yZe5oLgqIFIYF0cfz+fQUJ949dx1SBkqckiWtDuC1KWeT/VKL4VSecM/kwKH8Qdhd8t0t6IERRRh21gNAO7ehdQHgBxJX7Ru9txp18I+5b1ESf1DB2sQg15EV3z0YFhCixnqgCBPGgvxDqJtfE3wDPB0ob9y0Ek3lHabP2WAF8FuOJsmXtGQzFSEJGjBghp59+elDeO3HiROnSpYv06dNHZkU12Qps9FgZMGCADBo0KNg8r1+/fsHjk6oNvBYsWBB8zoUXXhj8fOKJJ+SLL76QvZJJ1MoEWEhY7KNAPDdRN1QNWWjHTXIF3HwQbngMCcQkVpgBL1gXbN6Lp6WLFkaYXAwaK0Ut4O55QBQgEnihSOjI+BAdpFgFCYru5muq5LjVILow85ksvCR2xvLAOG5VQTg/12NGdSH3g4WZXBukeI5Lm7RhfOJViWDoyHGJKjN2v8ftwYDHiHHECGFIOHeqCCA0rjrF++mGyXOJKgz8BmEYHL4TwsVPkkEZJ7x05guGBOMMkXI3bnOlcIiNT3AJi3H9UI84Z+4pjIZ7bVDNosKHzBl37xWulxI4v+MoY6LlxZAFHRdCAlwjyCKGnCRVPgcFjfNinhC+1E6uXO9UlCcIht8QEGWQuYGaA/lytyCAJDGHCD3GKut2710SviHTECfu3aiwmbvTMoqJn+SLGgeh03mt58dPVfNoKgjBhHiSMwN5xKBDnqIILYSfY+LY/E6n5Nm4G1Yy3tzH2ieGa8B365pCXkoskH9D4iokkPCsG8JzwedzH8b6u8FQyCTk+uuvD0p7jzzyyKDZ2W233SYrrLBCUPYbhZtuukn69u0rZ511lnTs2FEuu+wy2WyzzWQYC3nQKqOpvPLKK3LggQdK+/btZcsttwz+NmHCBJkeq0Ih0yB0EEVEYrVOduHuLcFCycKpxoCFB/KA8uDHrl2op6ubyRFqUCOroYlEMix/x6gCFBdkV0IBflhIPXP1qkl6jBpnXfRRNPAItbwVI4inhdeG4kGMnr/7XhVKD51ayTGBcBLvhhQho5MDo6oJxsfdbM0HhonF3lXbMBwu0XN7WeDpQmwgL7yXsSBhEhWCceR8uBYYRC1BdZvIRSGqXBeD43rwXG+IAEYWsojhJCGTY4dsUOXBQ8FzSO2oDb6BhUQCrhOfixrlAqMXFRZyyZkLnsOAun/DuDGGqEVRDoTruTO3UFZ0U0JyHLQXTCK489bf84dz43MJVzBe5D9EkRqulyaFukCRcBtwoQiRzMp3cnyEhVwViPe7hBPlEFKlx8Ia4Fb9oAoyf/R7ub4QeKpgyKeBXEBGuB9wNBgXv/GZkjuOiXnkJ79GkRZeqwnDrEE615kn7iZ4Pggj8RrNcWFd4/zdzrtuKTNjGq/LqsFQaCSEEl/IwU5O8l+dOnWC39/F048Az7uvBygnsV4Pfv/99yDpaZUYnRoXLlwo8+bNq/HgubSBjIy352f3J0NCiLfyPo6VBQLvHU8RbxbPMVE1DUDOZoHCqyK04PYpYGFMFBJiIcOg0q8ArxyJWvNKWIBcOZ9QAgYMg0XMlXPnObc6BVKA9IvKw3sJE+E14mUBpF4WMIwlBhEjjoTsGhgqM3yDwmKKYsAiqaoQiyKeIN9FhY4vobNY8rkQCkUVga1hyBSMO+EDxpP/u14mOSAYX8YIdQSVAcIHwSGPhfHzO2QCv/FYLODVuru5ooZg5FDHCEVoV14FSgnfF6sTrp4/crrbC4Q5wTn4zc7YmVWJjnvvQIbdkBKGirwfCJublOuD96nRYl5yrXkfc4GQTdRWBgquMUSVsAUVNyg72iCN7+dzdUdczp9xirerMWqJeu5KiJkHEFyeR0Xi/W4eDCENiDbKGyETQqZue3lIsKscMRYuIYP8oELqsXLtCIsyd1RN5Hu457UnkIuonByOmc9krnFNue8g4kpEdbwh9owL9xaEmTkI6feTzl2gtKmDwXdz/qg53HN8L2PkHgvzMleKc5JNyvyHofCQVxIyZ84cWbJkSbAhngt+/znGYsbzqbyeNvLkiBDCWTnGvgZsyoeC4j54rtZQr0iRyNtDKsbTwOjh/aJaoHywSOGFxGreFIvMsNhAzvi/Gk9NGI0FFi88MeR13sNii0fJTz6L48PYYoABmf2oEBhd7XXBwsT1IJ7Mjc/7ULZ0gysWbsI6GJNY+3vgAbq70vqN0/RYkbL9JF/tZ8KCSL4BCoEbymAxdgkhr9cF3vWOOQ/KIjXZkAfkKCqfhUWZ68eY4f3iFUOukMG9fZaCHBT6c8QDIQw3j4ljgOT5iZfkDbjhHa5PvG6ggPwiVCTmE4oGahLnD+mBGDJWzDuUL8gfBJT3cG7MTa6zltBikJlfqA+EWKK2CuA5PHbCNnwupBhVC2VACRPGjs+MBYwlIR0N51AdAoGB8JI8ynHptdOdg+PtQwQ4FrqeElIkrIKhhjBz/ehgy7X3ocmeHAvf5647qGJuqwKOlaRhyAa5FJwrioTOY35yH3BN3eolVT99cHzuFgm8h7FAQWFOacUMoRPCNDgS+rmExSCSgwaF4w6h4JxjOUZU+lAtxnyAPHFtlZBwzzLezG2XjALmdTwSbDDUdhfdYgJJqoRlqEK+VXdajcC5554b5KW4yEjfE/8z4ikheBfuDp26UPl1/HhbeKiEPFhQovaZYVEjXuwuohhx3kt+Af9HOfBzE7SUU7ddJ2lVSQLKEOQDKZ84N5IwYIHF2Pr5Jbwe1SPW5mt4magLsRYsjkWJDoi6HoSudLdSF5wDYSHOD8+NeD7fhceNUcXjRzZGvWE8ICqQCxZuklGRwoHuwuvmkHCejA/vR0FQAsRrtByX7+f7uJ4s1OQluAoWHiOeP4qEhiQAhl7bfqMMuaQLw4T3rnu9KDAmhKpQy7TjrK/iRTU/gzQSBtAeI3i9hAR8gsXxaGgRA+gaQX8fIYCaQQM9SBTXjxwmjlnHyR0HvHHNT+Cn6yTwHOOkG8sxd7WqhXFh/ug+SQCVEFJB/gJjBSny94TxwXe67eYhJG6/FlQR7iGIDgSN78UQM280eZZz5NqT98GDkA2ES8cb4qaVMZAXwnpug0LuL37H0HNPE57kOAgDEfJzVTkID4+osm9+10RXwHijwrivxVmAPHEvQSJiAdJOsru+j+uk97s7p7TfDceq4H6r7TYKhrJCXpWQ5s2bS926dWWme6MFifgzpVUML4bnk3m9EhDaypMjEksFUcLB391HRkhIVbJsDWWEBS3Kk/ZLAwE3s+ZlYCBZ4AjRECtmccTw+LtpAvI3/PAUBlmNKQYeKVnLb8mBwDtC0oVUaDMkv7+E9h5BOnYXQTxjVA0fGGKIDMeIxM2ChUeLN4gX7l3HGsDYYCQJp+DZMRa+4sHf3esEMcC4YpxQH/DiMAAYZRQTPFzGAQ8Pw6s77PIaDACeIZ+BMVEQ0vHzJTBEhCkwkFTrAHIhfMOgahqv9ecfr1UCyRijOuDpknODCgUZcj+P60+4KqokUhUADAWeqPs+jh1lw90lluOBTCkB5Dq7O+DWBhhTVCGIEcaJfBr/uhHSIByDUqZ/4/py7TDuzG+MO2MG4SM/iGvlXmufVHHuKGfk6aC4JNp0Lwpuoi/Gm+vB8XBPQKT4TBQk955jHLU9PcfNZ2j3YJ8sQDYg/24XZYDixfxjnkMycCCo5OH/fJ9v1GO1X4cwo8Zxr0ECyXXyX8uxoXLEAyqQ+z6fgHDN6PLLfeW3yk+lr47BkG8S0qBBA9l8881ltNNxc+nSpcHvW8XYmZXn3dcDSIb7eiUgX331lbz66quymr/ZWK7gqwB4a5Qw4h365IHwAR66Lk4swEid5BwAYv141G7CJguPEgueZyHDsOAlRi1U7rgh4+NF4/nh0WoDLQ0dYGj93hq64KDEKPgeFl9XxVGQJIkkDBnAO8Szw/CSnOcmFXLO2sFTwd+QxiExeLUQI47PXZCJgatHh6Fg0aU00e3wiiKiY42XrpVHPNzxwPhzDP6W7hhMPjMKLML0c+E1XFPf84a0cc0JM0RVImllA0ZBQxGcN2WTbtKpAumexd8F46IyPAYO2dwNS0B4IXzq4fMchF3fAwHxy4aTAe9BFWP83bwHPH8+H1KKUuVXTgGtUEH5Yeww9tqUjPAdipVWKJGPhEGGSEESYylrwCUpkHrCmOT+aChNQ5zMw6jwLYQDJQUSikFHqWK+4TxARlEaOD6UAbeainsPhYfjhlzxIB/L2+QzAAQZ5ySqxBbHwCWrEGbmQqLwBnkgKDqcH6oeJJBzITwURQpU6fSBM4G66m4h4AMCwr3LPY1i6HbV1b4wBkMxhWMIgxx++OHSrVs36d69u9x4443y559/BtUygB4fbdq0WZajceqpp0rv3r1l6NChsvvuu8ujjz4q48ePl+EsOFUEZP/99w/Kc5999tkg50TzRZo1axYQn5wAD97NaXDA8jP9lMelzcSdpF6jqgVTwyUQJow9XpF7rCoHO5/xztIzZcJ/TpPmQ9+XA+f3lfoLfwsWw78OPFYajxkTvEb9re8rtpa533SXdWeJ/PWryA/viTRdu66ss21d4W1jLhSZ+51I50NEOg+oyvVw8xZYCNUjIhfAL8eLUnKCA41YbP3tw1UJUIOucMNFGCm8O4wzSoYalkaNZNF8kdkD/yNrLF687HxrQBUcv/JI+6xwXgMGyLzXv5a3ml0ri3v1kR5nN5ZWD58dhqAARgaP1W8fjwHigXrhl0tCkvztzl1oObEfFgPaq8Q1sBhBHU+OHyOD4dJmVOTyYNhVKkft0a6jCt7PtYT0QNpQfvC8tSw6WTAHtIKNkBPzEzLBMSiB4HpBHGmo5n4/RFzB9XBJTBR51jJcwlSxNp9DIRw8WL58RmTMeYtk0WcLpOvSqbKNHCcVhJk4FjepGMLIePplt6iNPNy5ConTa4Rag/FlvWHe4Pwwvu41JLFUq1Egt6gZgKRlFMqoe0K7HbuAwCVq5w+p5PyOPlp+ad1LRsmb8rusI13n3yPbj31XKl54QSoPOVQqHhsRriecW9QeX1wDwqech398HJfOK85Fw3OUrLvg86PCw0mikWR2A7zG3aId2XiY74a0DLVC3cb1ioOE9O/fX2bPnh1sfgdZ6Nq1q7z44ovLkk8pq6ViRtGzZ095+OGH5YILLpDzzjsv2Ldm1KhR0qmq7fGMGTPk6aoSSD7LxZgxY2S7RA2nMgGqI/DgYwBDOXVKS/n6MpEdaa9ADF2TWDVhzCNLS3beVeq+9JIslbpSR5bId60GyOifrxb5qUL2lVOkroQEYemUL2TyVTPka3leNpLHZGN5RD6QU+TVymtFRog0fEFkIRygaq1v0kqkeXuR6W+LVC4R+eo5kT9nirTfsqWsUqeuLFzaRBrKH2FaQavW8vXzIr9/slg2kLWkqXwvf8mq8oe0ltXls+C8dPlKeVNuPDY8aC3vjYp74yUSUsHLxOBvvLEsPuoEefwgkTbT2otfFP2nrC4ztj1Tmq+1vQSFi+R98H4UJTx17Tx50UWy5KXX5J6ln8nvM9YWebRCfhj1nZz4VxUBARgxFBY8Wfe4IE4c159/hip8MmNAgungwbK0/8Hy8QMi83/YUrpv0Uvqf1BV6cJxug2hpGqO4I27iY147O4OrtrlVtvbK2GCMKKoQYrq1ZOZ+10i0++oJ+12PFGaR+yN6OLvuSLjbxNZ/LfIpoNEmtKSBdLlltATViP0ghete9AsuwgeweLvf/whM6Sb/CXNpK2MkXoSIzkZcB6qRKEUUgminUYhJYQlKypkbkU7efW0+vJpkCLEvbOevCZXSTP5RjZGSfHLcZk/qHN+23cfkEv/HFZaSRZ+PUumv7xAVt64qbR8+nKZtnRrmSiDZAX5RbZtMkqW1Z9BBMk345qgxEUlu6qK5Veq+P1squbWQllZGsh8qZClUsFYoxg2ayYj6z4hs5Z0kEqpJ2/JBVJ39FT5Ymg9+WnCo7LaOvfKgc80lBadY8xKQn2OWjdfWsiodm/JzN/Wlg32bCC7HfOR1GvdLFBdlvwj8uq/Rb76/hVpLa/JHnKcNJT5YbVMOns2VeEFOV/yjbe2dfYwMtQK3ccPrL4P4sD2jskGkOAjPOBKxzheLz/Iqhs0kH99IlLnkAOl4on/VS/evXvLvAdfl2lviiyYLTLzU5Gpr1ZKu6l3yVryjvxQ0VOmtz9a5nweLignSCdZXT4NjN4SqSvPyF3ykRweXmBBHq2QSomdLFZB6keEitqk7mz5c8nqsmLFz3LIuW/KZxUHyltBT6pKaVh3gRy0pK+MlMdlsTSWI2VbaSWTZWlAkepLPVkUfOsvsr58u8JestqCD2VdeS3M0CevAaOqXi2eNHFoDBteHQs2OQEQRi0vJteAhDm8MhbLmTNlUct15b6d6sqPVWt1hSySFWWWrCrfyCoyVb5ofIgs/Ku+VNQVOWCkyDrbinzzishKa4i0rUoZ+OJpkQnHfiAy82f5SqpDEqvK13KKeJUeGBC8X9QRDBNGl+OtU0cWv/W+VPbaTurLX8EYMN51HeOqqtT3spX8ft9o6TSwsTw1SOTDu0Uq6og0aLhI9j7kVWnVrZ6sOmiHMMyisjiEFBKEZ8y8IvGYZFvCTG5fCJ7jPSrfk+CoiZe8d9Ik+ei99jLqgrC5W10c17dE2niRMMXSJSJ3dBOZOTk8+BWai5w4RaTxykukkuvzB4awUv6SVWTs/uNkUev2slmrZ6TlBVW7whK2IBzm5lpUVsrolnfJ27OPDn5dW96UI6X3sjFiLn228pHSZd5/Q+mfRErN3QEoA5BIyAzntuaa8suXIsM3l0AR885AtpUrZYeGl8uihfVktnSQ1jJJ6shSqaxbVypQc6oS1jlXyNasj0U22E2kvVaaEmIh+dkJHS54e4oMH9Befq/iy1uf+re8e3O9ZS9ZY6O/5OhPvbAe0BJZyAZjg8LDc+QrMbe8HjxLr79J6pxRU3H8RxrJf+VT6SWXBk7AR3KErPfgYbLJISJXNl4i//wd3ucQlEo32k7bks1Fel8k8tJgkcqlIjtdI7LR/lV/J4TLcVRtTjiizpPyReWeUrkkXGPW6C7SZaBIt+NFxl4nMprK9yD1Zal0bvGq7DN4UqgQpdJszsPrFZek/V5D4WHD8UOCOZcIRkKyAbws8guqElMXSWN5ot5I+W2FjaTpvE9lumwrCyXsFdFgZZE15r0mh1X0kTowgYoKmXPTS3LH+TvLIqdxp4/VOoj8UhUt2Vgelf3k4MAg/C0rybXyW1zS4aNh03ABRwmJAkZ8zR4iMz+W6mOqqJTVWv0uv/68slRW1pE68o+0kI/lT2kpdWWRtJenZHa9TjKt7o6yZGG4kO2yz9uy1e3tQyIB4WJ88ADdRNDJk2XpF1/L+x9tK5NfWF1WXP0f6X30T9Km3xrLvP4/Z4s8upfID+NinZEaDP5LaEJk9Y1EFswJVR7Q60KRdXqLPBCEzF3tIvx/nboiZ+91hDR88v7g9yW77C6TD3hK6jaqKxvRfdzLW571qchDnaZLG/lAZkmngCzuKccGlGxGsz7y+K+3SCOZJzOls1RW1JODnxN5ZM+IMa8QOfBxkY69fwm7UEJ6jjtO/mq3WWAgV2v3j6zY8LcauR9LFoVKxcKJX8tbB06SxfP+ke77/SStHxi8nFEYxrz5ovq6bnaMyB4xCsd++Upk2IY1n+O4MdKT9ntOOj5xsDSQP+Rm+VZ+r1hHKupUBONy4pOfS9P5n4X5RV7COMd55QqVUsl1qcIWMkx6yeWyUFaSZ+V2+XHF7eWc1yZIRbu2yzfHq8I/RCkqROo3Fnn9YpE3L/fHMryOrepMlhU2XFX+/PyX4FocJrtIY/lN5tVbR1b+5s1lCdWvnivyztUhIcRAr7uzyL4PijR5r2q3YlXmLrpI3m16ibxyVvg6ULehyBKvIOm8BeGxxQUhTEJ8qLhOPgtj9L+DRT4fVSlNZbocULm//C2rSn35U+bKWvKk1KwIq7eCyNlzRJ49TmQylcN1o52KFVuH986yv9UROW0qYVmRhfNEXj5wusx8Z560X/1dmVx5qMz5zjmBqltj63NE/vhB5ONHqse7RWeREyCqtUTjihyFyuPgq7eWY7KGNFGncQMjIfnE0t/ny6sdn5bff6qQL2RvWSKN4wYpVq+YIjv2e1faX7SZvPxQVxl3Q2xSAPBi/vhZ5P2bw9c1r/hMmld+Lt/LlvLncoGJmqi/osg/3r3WbkeRP2aIzInRvmK19iJL/xH5jVB3Cvsu66IefG8TkbbbiWx2dOhpjh0q8t1rIq27ifS+UGT2lNAT/eIZkc+qik7UYz/pC5FVqnI1n/uXyITh8cfHP4aV15LQc9WUioYirTYVmbEckamUJq0qZK87RDbcvTKQxBf/uViG/6uHzP48JHZttxcZSHd9x74v/ENkaGuRfxzlvrH8Ig3ld5kr7Za79uv0Evn1a5H5P1ePj6LNliJHO8VNjMvd24j8/asEOUQHPx++/8fxIRF77bzQKDfgulalpfA6xmzlqs7girt7iXxPRIDvpJP4BSLbX1r99+/ekGDu8Vk9zxS5q2doFFXKQbmD0N3bW2Tam0sDpa0yCH9UY58HJfDMo4CUf+WKIktjpHYEx95Y5JyqyEBdL2DMWL12kcjbV4YcbOMDRVZdT+StK2vOy8ariSz8vTJQOGhUWLk0PIF6skBWlhnye9115ILF1cc9rL0EisoyVIisuaXIoLFVSc/kP6A07bWXfPBfkedPqv4+SPzCqnQpCADz9OSvYm8hFQ8cw9NHi0zX1ISKSqlX7x9Z/E94rA0aLZRFfy9fuXfKt+G1/uDWcJ5PurvqmJwx6XyoyMcP1nzf4a+HqiCk59PHqu+pNbqF86tGfLFqHUBNeeKQKrKDkLNXSGRRGAtxF91EmDHeNpLPFpJRQvKeE1KqmD9/RXn3pxi7b0ZgTt2O8k2bjtK+q0jDZ5Y3TApu/B0uDw0ERnDnq0XmThNp0GQjeen0jaTeeyJrriHyg5OD5wOj4i6cLDQY6YOeErlra5FZztYwCr4P4/PQbs77Ig+w5qLlngcGmpyTr54X6XGKyHtVHae/fknks8erlR0fePrTx4aL+9LFGL8kCEid0BPlOxusFCbcYrj0GBuuJLLYyyMN/lS3IliU19iiumpn+miR2c6xfTcmJBCrbSiy6M/wOvB5h70s8kCfaoL3l6wWPPxx4fUY2gMeF3lkjzBR2MWP74tMuENk86qGu+8OrR7zxQtFxlwkUr+RyLdegZUbjuC8MSIuCSFc0JjGp1XXhPDKVlWFTkGy8jiREfuEY8zxMs4HPCbywqnhWG1/WTgHguENbCJhpwbLnV/zOLu7160vstswkeeOD+fGymuLzPO6/DffSOTyqhxF5iWEj7H+9RuRe3uJ/PFj9fl8UiUKrLRm6KGvsLrIPvfxRSIP9QmNWhgmCf+/WFaQXwmzLRF58vAwHLEyvbg6hcrPsrlLH7D3wjDNF7/0kj9W6yXrdZDganY9QmTyQ+E9Vqe+yN53h/MAh2CFFiK73lRNQHgeVS1IQE8AlLo7twzzcKovWsUyAhJ8XgQBYWy4znwX9xXfve6OIiMPDOdB844iO14Vjp9PQr59JSQhJKq79xRzp8M+IjM/Evnt2+q1p0Unkc4Hh3N43I3hGH35tMgtb4gcO16kWYJtkwwGH0ZCsgS8/lhgAfc9wWD/s4HhwhwsBpU1czaQuVdtJ7LrsOp8BlUJuPGJ086dKtJuO5Fdrg+JycgDRH6L2sphqUckKDJZBSIjctz4kCRADPSzYbN4heCIN0Vur2pdosBrXmYAK8OFGdUkJipFvnvdMVxsYJqggSgL/iYHi7x2gcjsz2r+rXHzMEy0SjuRFVuJ/DQx9KBRi1BekKExfuQ2fMV2GA1DA/xn1BYnS0U+HRHmihz6oshaW4t87+8IQAuIeiEZCHJkKkT6XB8agDNmiEy8K/wezjEgYRUizdYLjcT8n0QarSqy09UirbqKbH+5yPPeVjO8B2l9w91D79JVXJgnXLvvq3Iz4yEwqg4YN6pHFOQbYWAwfoS3AsXDwbzvRVpuInLqNzWfnz+LHKWaz2H8CUlgoFzvB+Vj3g/heWgIC3LVcd/wmjVdR+Tnj0R+nhgacI5x9L9rHsOzJ4REBAKsBMQHBATiCbluu0M4RsxfCGys+27y/eEDMHdWalP1OcGLw3O6YwuRnydVv6fjASIHPCpyFPswTg3nUaOqLvxdDqt5TK+eI/LOteH163ujSHfUkziY8b7I3043/WRIPufY736RWzqG1xLCcdgrYcjs7F9Efpok8tOEkCSvHkEOpzwZOjXr7Swywes9x1wJCGnV96IA7l4Vuut0kMhLTn9H7v9J91Ql2hsMxbSBXakiKiarcBdCDHaPwSLHfyjSejORR/YSecPLz2qxscjR40SO+7AmAVFMfkDk1bPDReyjB0Ly8VDfGASkqiLGR8d9qo6nXhgq2f2WUHbFG35yoMiLg0OD0moTkR2Qwtmuo2646PkJgYHXF09ZrQjDCbHCOnwux+ECYsSC+vULHkGrG4YpMIAQGZJUUSLw7J85NvTsnz0+XGx3+4/I4BkiDVYIZW8IAdjksHAh34D2Cbr58EKR1y4UuW97kderNiBdhkqRe7cTefOyatL44mmhgWy4sshWg0X2e7Q6fITqsecdIqd9J3LSlyKDvw8JCKAcOlI5oGVGlVHY+myRFVar/qyuSVZB+vPIJTPucy+fESosPjCwEDgfePw+FswKve7xt1arEzPGi/zf6iI3rytyfZtq8sg8JeS2oKqFSOuuofIEKfrkoeU/e/6PIp88IvKrGy6JwtJwzvM9TVqEXrsL8jz8eaWAwENAyBNqwR5zVblHLgEBU0aKjEPpqBMSSyUgf/wU5kyhnIDvx4q8c014HZkfL5wczhFVFRQQU8KLd3QP5/iy+4a9JxuI7PNQqAwpeg9x1AbI742hUobTAZjXr1dtVwTpvq+3yAsnidy/Y0hKIWgKzgEVBfS9qebfguF017BKkQ79RJo4VcQ4LsvmFI5MklsiGQwuTAnJMDB+o44IpW28vN+rFgcfGBIM8drbhDka92xTtUBFGGYk0Vs7h145HqEv7SKdsriyaLDgUW5bYwHxKmBIzuQz1PPFw1nL2d6EhQzDzecGBKMyDJ2gIFCiSUkvXiNe6hxvexwQlVCr8ePWm4tsc07oCWPgUBN8wgaxwZMb+3/V44GRGL5ZaEj0s4AflnFzMnjvrE/CBzK0eo1++APSxedOcnZ9R8KfNdmTxh1w7jVAz6rfq+PiEAA1OGtvLbL2tqEsv5pXcMNCfuzEMAeAUmPXE377KpFtzw2NzinfiMz5QmTVdUM1KBkQQtHmnQCys/lx1R7v+ruGybEoFVHzjjwT5hEqEiTlo/tEvnpB5Atn7z8XvJZrQ8gNQs2c1oTNv34RebCPSJseIlP+V/2e9XYNjfkHzh6CPlAcOGY3vygSVQqVhqDa9wuJa4BKkXV3EFl1HQlyOmJh2huSEJDPLU9zNsO9R+QZirqWhvf8Pmwm61VYg/duDp2Ek6aEJAnSwX2mc4n7bZNDw5+EEiEYU7ww5dTR4eeT+8N5QiIYTx0XfkKGuHZcLyVFOp9IIH35zPC7Ubl2rxoLrjGOB4SIcGMUuE4u9hweOk3MWdamLRJsHm0wRMGqYzKMpym7vK/KOFaEcVUWi/f/4wx63XAx0Pg6UmqshFAfGFFf9sXLf2zf8PtYGJu0DBMeNZlw/b6hwXmxqjeWghwQiEW7HULv9ZOHRZq2DaV2Fv4aBr5OlRFIoyFi91NC44Dky6KIN6VloSxibogAbNw/PAcWXJIyNYdBY/94uN++7BkkKiVWCMMxNF0L/uYZVo5/7V4icz4LvVx+Z7Ef9J7Io3vW9FJdohMLhIH+qtpPDjK5tMoTJ1HPJTRuAqCLGR+EZJVQF+ErqjyI0bvA4GCYFIROrmuZwBhXAWJ5lNeWAlICyeTcgmRXwnJxPuu0aWH1xMN7hiGmKKBiEALTOb/VmSITbo0qma0duCbBOSypSeK6nyzy4b3VYQ88dsBcI8mWMYYE9jg5fP7TkaEaM66qh1g6uGBRaLgZzytXWD6U1fWosPw6CowP99pyoaUKkU79RfZ7pPqp2zYVmel2Wa8I1bATPxNZpaolB6FDFD93TrTsIrLhnmEelPs8SbzHTQwVOwVEG8Xv5w/D9UCdGXeeb3mqyLbnL59sizpKZU3jZukl4hZCYmosWMJq7WGJqXkA3moN48XGqzeHFSAT7wjzJ3a5rpqAgKDiJEn4CoeGUqhI+OKpMHudctoR+4aGjTg85agY/lcbhYsGi9JKrUW+eUmk2wmhsR+l+3jViWGUliZn+KJAIh/5LEjOv1blKfS6KKySgQSQP+MqGORkxDoOJHMeLMTE+3WsMTw7XxsuruTHQKqWUyvY9HRiWMkCMCLr7iLyv4OWl8mTqQCCgJBnsPM1oYfLZwOfgAAS+FC+CBXQ6AnS+ZuXa5HM9Q7IYdTWIfXDHAZCFyqR73LD8q9jnUfJwlNOlH+AIoWy8/242ATk/9s7Dygpqq0Lnx5QMaKigiIKAioIApIRBRXBnBUx56yYn/q/py/5jDwjz5yzmLNiziKIOWFERcWIipmZf311qqZvV9+qruqunh7g7rVmwfR0V1e8d99z9tlnxcFatouGZcYUka4biyyylF9CmzHW/osSKKID5gRKlO6YrzRKwwqf1MSAg5X4Iqg2Ux+QXlb6PIdJsdU1Infv7U/ODSKrbqb3TgBbKguSvOIQu0A8svKtoTglgrcNEbnGa94g8ufPGjkLSEjnUSI9dioUnRI9HfZ3vec8/ZUP7jnOEZqOAJPOV10OMEuNScdtfqkSl1t20AgQ2pktr9CUD/sAAaWkvJnxB4e5CC4dkzEoGaQEMkiPdNtWX++9m/7YQOj6U0P8uHTX/GRtggkWoSVgdYfxFiFV0gmURJplkZhKkROGibKSBRhTTblU5O3bRH76UjUHr1ytTpiNK/96f8XpR1GiIgqkkLy0i2WyZvBidcSAja5k+T4q1jSPCUEnE/esjyIm/PrSqQbOE5MQlS+jxuUnX8jIC0bkKQBkh/1q3MavmlqwTerma5yPZbupF0h4X4kMcS5J+ZjA/+V347s8h8n7lYzYqnLyX5b/Dq5to5kUBPdtDd+HgZYFES7kgtJliEr3bUVW9KNN6C8ePFzvRyIC796r5C+YJL0Ily8QNkGq7bzVRL4PEzQDEMFrNtRIGyt4Uk5EJcolrDZ41UetlVwHFVUmuKZoRkiDBikbqpfQAJlEgZQmaT0Q58ETRtueIvtOVg8O0ihm2oHJF6JGebsJSPKeT+p9AXGiLQLfyb3qpRkLDlBJ0YjTlZib4F4mdUolikdIgwqkbvn3PDBWIythLNZWZK39C0kI4FwG4PnhnrE9g0TdOL7Lh+TPFx4z6M0gdIwXaF8m/kVkqxLGsw4OUXAkJGMQGiaVwGTDwMKg+MEjGnVAqEhUYOKxGBFp+SE52f4HF5IQVpFLryby7TvFgy15dULOhMe9+apeZOQ4kcGGUj3I34ZzuNT+M2C+ZKjgCZmTxmhcmeU0tIp2A63AV6HJVfzvNCdY28qxy0h9XyAEtBk3zUoRAbJh1FlaQWIDkZ9wJIRjzBFCN1up1BdO/kQUOEeBToLrh2aDPP1dexWnaYJjRJSHsDKA7fx8HJoMosD5J5zOitNcsVMdEkyiJrh+aAPYj3BenrTTzdvmJ7DXfOHnb99rddBG5+kEg0j0+XHF2w4TELRFnkbkF73PEW5yDkjHkBrhPgyXDidCTmS1LUVGnqFk7fWbRD71U0lsHx+bG7e0fxQyNd14L0BDwgQe3HcsDGznLsBSq4p8FyF8Jd2Bjw0RLxu2uU7TGWYJ9haXKiFr10t/1thetVoQhqLqMUSf24istVdxRAECwnH0GKNVVJCGIccWhrmpZAuTPsTuiMlnvFD4OsZiXUbp/ynLNTUpNqCpCRM2j8gH/fvmaPrTwaFcOE1IlcCqDGFY44n2Jy9TRwCYZPCxCCo18h8QWXgpkV++K16lMFi/e09+MiS1cxCr9ARgRUilAqH4oHyUyhzywU/8y6+oCZUBpgWCOnLI4RUzoXDIWCmBIdEkBj98DYKIiBd9WURXYOwbEQIqUBjobYD4qRtqITAoK6h4MI6VlBYRBAZZzgVVNwgpAVUTX70h8uatGkkyscVlKgZ8wW+Emwn8ygVI1iojNCQedi8NHwOpuL2eVgEu5ZNcU4hnuPTSxF7PinQYrJGQ9x7Q6pawRqfgq1polI0oEuWrQfie68NEiWCT18tBq6VFtrtBRZcQp1KaHEjQwLFa+vr0qYYPjI9dH1ZiRuog8E2JAiLpomfQx0JLihxXInWFBgtvFwgGZIKIiQnIvmdm97M96gTQj40O3VtJgB8I92XwrCA+Rg90h3ZuKAB/2+xC1Vpd2KswuhIG49J+U0Qu6lOYLsXCHS+b4Dne8kqR3pbvmts1IQGcNqR8OE1IjUD1hUlAQDCgmgQkGJysAr4G3c6ya+jkZ65EvRK9BsOhEUPOhEAjsvP9WjLICmfoCbo6osSwMaRcoYEgOXeThHz8lMhtu2ikoO8BIr/+KPLGdXZ9Ae6dTLqAyYhVFpoVyAfppoCIYDDFavLbj/LVED98pqknVuqE0MNAtMq5Ik3lXQ8m+i76GlbsQTqL1SehfFJIVD0E53m3R0S2vV7k3C7+ueI81akYOWnHPgZuJipIGRoOSlsBgkBC9dw3QVqMqogX3tMSzKCU0oqGfKj80iGeyaYSuAb1iPCI7zf267pUF03JoQngPmBVHTc5eyvfDzXlYuoHmIyosjKrMfIHneyeghgT6UsCztcOt2rlURCBDJOQm7Yynq1cYQRimTVEvg6eq1w0AfGQYN+5t4iWRAERaimh7tu3q/MraVLKyPGeIc0VBqW2XnrnJ9W8UKXCPe3Z8eeUdP4SUdXVd7/8M2rz8kF8ipPxnF91fKD83yQgVMWhzYHoQuZJkXUeGX9cDg5xcOmYKiCJO2JSBPX/ASAlrESYlBBTBmV2hGnx8yBHy6p9qyvVoCgMVmFMIlTMMGm/fIVWCRBODyMctbH5jcymCseicTG/D5FsMAlOuVBknYjBmooFRKmQEPQurMwhE6QYTI8LUgdXYFv+ok6EpAH4HgyqKJEkF0+qq9OIvKkWk9aeT+vkT2ieMmXEuVigh9NWAV4cX/j71Mv0PHsmZ75mpnF+tUxUZk+RYAKEJO3xRF6nw3Gi9aBy6IcZxRUVgTC1wFI8Bt9Ns3iu1OX3j+gBKRoiSBtDtC4WeeyveQ1TGJyzK9fRFgEsVEk7kap7OpSaaNtbpM9e+j2UxgZlvKS/MI7jXJCiCkfAPOdewvsR0YEApniZCq69nym0CV+8ncgWl6snBuJrjrtg0m/Q8090hMgPZJbSWlJspUgGbqOkUCFepFSpWEJ/w/kiAkGF0aqbKDGOAkSXxYMnLOb76u3H+Oj/Fabfdn4gnz4BHBupn8Dun2qqg982tE7+sbxvaQaL423wbIadTTHQG327yFu3FZITRN5m5BLyPWFbv7R8qshSVNM9qqJ7xgs0YKaXiINDKTgSUgUwwNmaWpWDcI8XJvNbR+fFhOufrBMauV1U76xUSRdc9IpO3ohZEccxiODoSfnwU/8uvTpl0Nxnksg5HUPeGwxm/1a/CjwvwqH37qNFVh4ucnZHnaxpkBYmMkwYlLFi92wi8Dh5+05dxQYTI9GQ4X/X/0O0ECGaML08Zn0i8uTJIptfJLLT3TpxMEATZQgiJpSdMpgyaUAOcLak1wbnkQkGEWqjgM8/T5w//BhYGeZ3ON9ctQA5kW2u13JLUiIQH8qKOR98p1lZAfngJzD3yhqcU9MZFvIFsWAi5h5CrAk8AmJUJDGJI2xcciUVZT73Xz0Oqqk4pwXVLzl1yvSi6Tm1eqchHKXQ+GX8+Ue0GNd0NvV6GvnptnDfH0+j4/+OuZmtT0mfPTUtQKl0YPseBvc/0UBSDaziS6UGd3tUjyEQkxKdxAxwMzwyNs/f2w8tIrI/ZnoPamSJajAMwCC6wX7v/ph6hfzxq8hr1xTet0TF8M4Jp84o7TdJCBEVUwTLeSMiwcRvRnNsrRXMUm9PQ2OMAVTheM9Di8LzEXXd2HcM0Ha4TYXJgR8NgnmaUjs4JIVzTK0Sgoks7VVgUqSyIgrBAMRAwUP/mq+KD7wfzFI8nDDv3lcHPgyayO16BMTbQMz++DbkfFeYgAQDH06ftogPrb4hSYjdGMBw11zRD5kHKQv2C02Hl0YKpTGICnjpjbr8yjwgHZQShglIEep1ZcZn2T8qh4iwIGqc5Ec2PAv8VXTyo5QXZ0tSRRAG8uvBYO+V3Bq9RGxlp4F3BWB7TJikCXruqNeHyiAmOyzxmZgCAsI5RPfi+bn4qaeHjpDsYFRc2KqXgsgSBmaNx+CXiKKDoewz0FQwkSIYpScKRIwOsgivA1Eo0TgmaYSOAL8TRK5EspKAc4Ewc8vLDGGmv3+kiIj+BdfBi3jFVLZwXEReolKUb94kcsU6Ihf1VjLFJIoWJQrXB6Z5wSmao00WLx9cSK65Nx45Qb14Pp+sEYVbRuvfaCr3n0VFzllFI1GbnCuyy0PqzEq6a8MzRY6ZqXqNwoNRkbIJyEp41CZKRZqzFMx7FYJoggqq87r4fkYJ07GIlokkBRV0nkB5cr6JooNDEjgSUiWUtNY27JnN0Cyldwe+ou25g/cQ3sakzBuQQs3hyAV779k85rt86+gk5lH07yBdgO+GOVmZmP6kv1nLYEVjNVbeZtXJGtuJDD0+v++IGu/cy69WsGzDS90YK3IElwAxbhIgroV0oE9AY4CZG9oIQvWeoLdBhadoO3AfDY7R0zv41SBMoGY5rw2QDvLjAeb8qefMNMuCON25d97K3Du+b0Uu7K0OsGd10O6leEdQEmkD6bVY5ApD+m1W11JuIhhYyHvN+HwQHSOVQHSMjrkbjtP0V1C2SVdjiCAaB4gGzeuuHqHVWKcs7lvBG6kTSny5B7H3v3aknjMqv/SESmLwXUzWjfdNvW+sNVVk7WPyEygkBfFrKSC4DYtDgdlLBnKBj8ZaPum1IWxCVkrTYhqqkeKk7xBVLURFSXNMPFqjJcGzTPQCHRDEDe0TIufASAyiTF8XE160IxS5oYsyvh9xXWxpTYDbsZk+K7g+/v9tKbk4BN44ZhQ4y3R0c0D7frnGH4fs4dIxVUKv3TXnXOB26KcryJti7kQTMi8cbEQwMCZ6/yE1JAoiI1h3M5F4EYIQCMUSBXnqlBI7lIsWJjJ4ehO/39SM7/fCs+21YRX7aiJY6RDaNrFYe5EWrQzjJNwdF1ILdtIsYX8Nqg5sOgGAyBFBLqvFzfwQNWSEgToMXFADYhSA1BQ59QL/jjq/5HC2yOMn5l/zSnH96qXufiQk0GxEgQjBmHt08m1MY9Tr9cBXgUZ/jxyvolK2jdaDAZ6Q+EuX+iJCf9CnLXyUPTwTEvdSlJ04gto3J+R/Z3u7Ppjff8S1aGcA9xqeERCw4PiZqPsdpCmvgHQRykcr5OlTkohK/bQUn4fwlTJhW6prSLtSp2QgXNrLdvBmodIJV1+iG1TC0EspCghsIUqcB4y2boQQRnWk9l2A1zlBCRkVH5Vg0eX9MnA/VUrKh3shDHw2zPNKZIUfXoN4HDkjr3UKLwLu8jsrm+B6QWAP+1Dt7z98rNhcLmzFHqWDCnud0LOo/yGqG0pCUKiQaqZFLg7NFC4SUiUgxsS1sOBkLyAy4hSR5brnnRxtEzCTVwD+Dpnhwe4XDtf6ePiE4n4oJgjLEzKPihoEBES/sHB1g5q+/WDj7zmNllwzUuSVKwu39dNnIhf3EXntBq3i8dwdf9VKnA8tHhn4YJC+CGPpVVUkd/SXIrtN1HQAKRZ0GyYQwqH18PY/Z3etLEC9lqB6Iefg/fW6cuN6bDJeKw0AvhQYe9kstze9UOSwDzTV4pGD0DUkL375OmowBQKS+cwZWtkQvuaQIltVCQRkz2fUpp/yTXNyYILb4FSR7W7SiEzjIf6h5z9IKVG6GoDvRejcSMDQiMzUSdvWC6fg3zgg0G2hK3GqNkxh48rribTpZohkF1CvnMaPtlDHX847TqQFm63TfidUvUCMETXHtTcgTUOqhUgMES9cPsPXhvNmapt4bjj3NAmsCBj7/aGtECCyaDRsou1G2M5rgxIvIig8s1Q4mSlARKkfW/q6EH2DdLZcUH1axtwl0mWTwvdwL5iRS1oFcN97kZsI0oCGjGaL3IelCMhiK4j02UfdoR0c0sCRkCqAtAdh7YKBJqfVCPcdLHJaG7+Pi1G1YMIjFMbAgF9IEJY3B9Fgu6VMsNgfRHHkows+GuGxQVWJCXLYjS6LDSLT7lZVfgF5MTGnsMcMEwiCSJuXCiQiPAjSLfXWnQpfw5WRssH8zossgVPl5/7ElHCyJJxNdYz5foSTb9+lpcRYuAfda7e70Qhx59RqHm0EZBBSdEZbta62AZOosM8Fq11SMJxfqni8zdb5JckWMur15FhKoy7oTI74VGTbm7QDL5ExBK1er6DlColGcL8g4g1HJf400hH5D+lkZ0u9lQLpH/Q9VMZscYVG0kySxQTWcgFNL0KESfURHWr86jmqM6GPDe7CkJQA6EE4v4HmwGuOR6dZH+wzRmLoGW7dWWR8d8PF1yfAYfB3zueuj+i26fB75nLq5uuRuXJHxAaRrpupBonUiCkGDmAeWyT8/k/nraq+MP9dMV+5hp6IFFV4HyEIJlnxIhGh54GeS2aEgiofxLX0PKJSrmhc8XtSXdArrzuLAo7LR34issUlmo5xcEgDl46pAshtF6FBc9BBp1yvb0fMxMngTZiVkrqeO2m4mIm5qLbfH2xRttOxlwEWsZu5suU10iK7PKBiOULvEJLw6pcVFf0m0A2Q4rltZy0ppJzPprZPCiYPqmTCkYnfZ+kq11ZJ9N59WkI8a7pGhoq69TaoFoEQfZypVZBmocdLvW0CBn+KfPOW/gBEhQz4TKyHvKMpHAbtIKfOyvneA0tbyxehQaMenz0vctDrOrlw3ZhAwpVCuvOqTcG/JOh6fPvO+agJZcrbXKuGXYhFASJLoibPnaXl2kU28xZviMa/hc5jya61fqM00mVUhFxn8fh49858uopUFdfTtqrmWnJvmvc3kcRVRuXda9k/0kSs4hFGXzqo0EMnKfh+DNmCTrccI4ZmlGsTJSOiAmmmFDwczWDF7+kyQueVFgJBY0mvFUEI9I6CtMe5tgLuuVevy1cDkaZDl7OXT3bp04PnDgLQALwHUXUnXFt9eE6xARnJ6XUygVaJCGUcWAwUISAy/nbXPk5kRMifZV5GGl2IMzlLBhcJyRisph+OCO16q1IjzM1qGAEg+odwVIK6/faDdNKijPKq4XZzIUAFC2WRREoYYMPkgvAw+g0mUvL/iPNsVs2I4uhuy6QI4WHyZeAMKiFsYKIaangb2MAg/8hxIptEtFCPKmVmkkHsyIrVVpkCeVnLN1+yAQHjsd9oBKHXbvm0QSnwHnLoeGFQ0XD3fn6PjGM1J4+Gw7bKNntyFG6wcPB+/B+6TSIDXBM8X6yfbVCzNKIEfB9VTo0Ol0QvZmv3VMS1AXB5vbivyENHluhRkwBJ+r9wbzCBI46MhLEdIk2Q3eIvK67EarGwyCdPFQso7z1AV+flEJAgIoHewgSpDozPaMaGiBNtRtAgzsSh72gEIQzP2djHmrvrvWl+H6TBJCBEkGwYcoxG/MyGdZDWoIoKUfGuD2nEwYtc+SZs3kLhR5Gbtxc5v5tGnoLv4L0cG0QlAM3oygEl7DQpZNzqsLb6kVy7sTbudHAoB862PWMw2d9p5LzBEiuJ/DC9+L30fMHpkcgE4Vvy6Z+8IDKnjA6kWLfToTUORAOYEGwrUQgRjdgYABlgGFST+JwwYf/1N00hYV1OmilqckCseeWwyh1ZA6AnwfODkDzeDQUkLadW9kGpNJMMq1wamzEo0+AuMjLCyrWvVtQkiQgQeYJgESq/KKS9QVSKBgJRcbhTL06TmFFRIvzEP+NJAxOfJxDO6NylAdeYSJq1M25ORaUIj0vZrNs3nvcXCX+eexLfF1vEyTNds6T4SgFygGaCiiTM58zUzz7Pi1w2OF9xFt5P0l5Hfa5aE88m3bgWVLuM/ShvEEgU737/WUCHU5BK9CurzEodMOockUGHaTfiS/oV32Pcw0Qp8cxBEE30K/BuWWO0LlboMB1g6HFaBUPULuiYjLFh771Exnfze76kvJ/WPUmkbQ+Rx04qLPMlcnvkZ+m6E88ttu3lwkVCJJFtu4uEZAxbL5PwYOO9r6X6ZVD2SO73ynVFum1XmoB4gk8L6AVRCky6UQIzUjkB6WDVFUVAICjmKo+VG8eMEI8QcCQRwnRqRQ2lp9EeLNxGJ0F+wvlmojn8sKo1CQjvJU1herWQXkG0xyA88kyNHHll0BEICAiIIiDsDxb4h70n0m2rfBWKCcovWSWOudseNSMtQLqpVNTipxnVJyBUNiE6LtAd+D1swuF8D7m88VUcAaEKKhINOoEPOsInyaF7Mirlhetro5W9Hw0gmoRY99D3VDi81zMifUmbGeC+JvrE58O6qdOWiiAg/n5SgUJ5LQ6p4WsBCX/zFv0/ZA2/GUwDqYIKE5CoMSEoDycFG46MkQLCl+TJf4pMu1ek4zDtM4NuiMgQ/aBMAgKmXqnRD7Py6t6DRU5u5adryrifMFnj2MI+I+wHomsHh7RwJCRjmKurALYVW0AGgsmeiY6mY6WuiCn4LPxD2j1Ntw0Gc3Lmq2yomgRWhZtfIrKBkQ+mQ2h4GxAWJggEcFh+Uz2Air7zRtq3Zu/nRAYg0o0AaQh8N4gm0HgrjLv20SodM83CapSVLaWKtrQJOpcJ2+XLoGMRcz0oVSZlEzRGC9wxw5h8oT/phbYFMcLgqhTQRTxvaWEfh9iJPwJMlvierLq5in49NKjw1+zybO4/JcKR96TkO/bGgcmdCTQuMmXjP3jqLNsjb8nORIjjKOWn3GtEvVZYyyfuRFzqlNQSQaOxnwf/mpAqsREDExAtzLkGHm6/L4KO0ehjbOerFLzoHCW+OO5epw6yNnh9gai2Ol01NsB2L6NnoWGkzQ+kVNTUBs4fbrS2cYK/kcJycEgLJ0zNGF440rC/9uC3hDctwG2oz8DmHVDRQX443II7GIhpQkVFRrhPSRwoj0QoiDlVMHFQgkolAJbxrOqt7qr+MVGRgs5kxKlaDovlu1nSGgW2SUXEnk9pSey0B0ReD9T6Od83xAjlc3ysIi/00yLYpQ86UiMOrPCHHKWh9KSmTHicEPF482bLHxu0Mgkzr7EfaJVBkcg2p9Gjm7cp/jiTZpHgNgRW7dxLRcLgOu2UiteMLTUXV8pqhe/pMvEo3TYEA73N1Etj7tc/tUoqCYq6F5fokVQK7NM7d4Zf1BQDglLcgQPdE4QXgkVpM31gIIVBmTJRvLX219LtJCAisezqKiym0Zv3DDVoSmqN7dMbnIVJzNXrq3cPERmcX1dcXyuxTOC8633Pb6VTYFkGzzh/pILu3LN4w5QEQ/wcSotYXZqmEI6EZIwR/so4EJKZgybRAJq+sVJDB1ASCbuPImINcr6BJ0A4tA1w0aS0k/p/TNTSkBD2w1zdcTzYurOSx0rds5G3RQ18QsZgiekUkwOgooOSTEgC5YNxIFVBjpww9eg71B321jH23i3k2j0dgQ/MyrwmZf54gJlTmkkCksP3eymhlnaiyCqcFTgNwiB3hMsDcE4IfUf5uMRpTdBEMKl6ufsQWC3bCAiGbtitE+nBrdO8f4hIQVBJf1DNwXmAnBWVtNYrkaJiJ1ac6pPaJIgjIExu+HQgsq0YDXqNTeE14snjf1LrfHD9psbb5+Q9Tij3TvK8cV4RZVIFw/FzzhFsBk6hRJJoRGfV0MSASBBaD88Az3/2wwQEeOky/1hLpddwME4LSNDWV+sYZRI9njVEu9w/pBBN7ReLjKB/jINDGrh0TMZgFYpYkrx02P+CFVrffXUFS38O+m6EvTvKWcYU9ZzwB7QwyA+zimLioTojNUL7g6ZiyiX5icpr576+lu2tupWfIjHs282w/QvnqA7m9KVV6NdpQxW3MaBveEY+tG3i85dFHjxcBZ1EO2wTIOHsIl1OLt47IiwADIDWhNWmd2xzlGx4dtcWPPlvbdpmEpDgc7RoD/bDE3kGWpS4ATtnjywRlWkdU5a87t808kLaIXy92H90FkRJWi3hR7VCXjYmINKYtkXtJ1UupNYqBRVbpNzwmwiDiZ2y2NhzFUIRacsVam5wAQ22xz2LdoOmfgjFVzSN+SJw+y4i/+uuFVRcB3QfD/nmgwCDNZrUVYSYZx9tFek9OtdGgXGFnjSmkV3S0R8DQ6Ko6LfM807K54ZNtaFe/4MLP0OkrixhssN8D1cdU0WgSif0WwBzMA31jSkXDJzl5KDD7qPhbrflAJv3NXcTOWWxwoEUchFYlUehF4ZXF2vUAJIUtIM3QTMzQuGv3ag+JibJ4ftweMU++0l6nMR5HEQAjQrpn28/0IEY++twNAA9zC+zLFGREpErCAjOllRC8S8ps7CYkLA2+gRW06y4vWiHsU3a2BPpitJPMOlAHAIPjMh98dODpSaOUWep4NIzePMBEVsFIri42vOXuq5JzhH6B4iCbX+oPKJ7cdJ7nMhKWOhL5GKtfdRz572HRG4M9VrCeXaNHUQ+e1ErZEpOqKF7iUUF1TXgsiGVP49RoNLucFJOX6vJmglIc1g0i9D4Z4txGiCyF6XnIWoGaSWaEhbW0suK1CgalmDMoGoHx+FKMK9Vx0RhfkrHrJCgOsalY6oAIh7k1Hkoi3q+WERileJTS88LIglpmlFRScLqCUOxUo3bosAESFTm4b8UHxupFHwXcE+NwiuXq5CQiY3JwIaggyrW8mbpLOmndmuKvHKNvdKEpm70HCG9EtWnhVTZi+NFXqXvjTEYh0lI4IYZDNRJryf762kf6u1aENIvXDccSNf5P13R/69H4URhM8IygbiyFAHxdjUh+aWsOOzrQSov3BMpEXJKBmxppD9imisy4VEJc03IyTcKtusPieIHPVDgKGsiuOfb9xfZ5UFtgGiLRIUXEME9iBlfAMzikpCQRdqK/Pxlcq0ZZeOQ7FvGqBYpMLADdKr+1CCKASAgCGlJmYYF8txXKwxUd98wgvvaVtlDioYfukP3/o/IYm2VNDskg9OKFMJFQjIEOVF8MnAjZHBCH0LpLKs4q9FYQs2HDZ03EXnfsLA20WGoOi965KfBIpSNAAMJFSu0KS8HvfZU4kMOHvvuAuS0bTwTN036orB8f5HPIwhIEIXY90WRR/8m8urVyfaLif3gt3T1yCrVOx+WlW67tXztQsJrQmSDSoswMaDdOkQ0fM49t80ZCbZbpytLbP7P6Zwv3WxS+PeM5zgbdM2twQKOiovD/GoQXGAxYasUNo8R0ns0X0MLQ8SEiNs1G9rLrgHmYPh6fPW6VmJBYnjGISCcr3HtSpCYoGVDwnYDkFLSkDafneH/UiO7X8LPnI+Nx6tGxValRF+fwCm4HOCbQvovC8wvkZD5KUKyQoJIiCMhGYIqD0K5SdF1c+3DkhboFliN20LGdJ3FjImow+8/64qb0D/6C7NiIio9woBCtMEcQCEONLH7JNSpNqxVSCLEW6a7TqrlVhBg/gWpS7qSX3IV9QYhj33foSKT/xf9WYSy9DFJCiZoXFk5v155chypTJAKMkH56cFvirz/sHZdNa91qzaqe4kKs4fTbDTcm/6Edpj1et1UaayzGXBVCu7nA/1GkEzuVGbgvRKkrhBumqt10jpxUZVS1yjorIuvC+Je/ENMbHCayGqbKQnheLmXaOYYdHdG8EsflnCLe4CokzGCPjWkjCA8Se9j9onn3hPPmp/JaRrpjZvsn1ttS+1A7N2fVcA+L4os1THCBfTgyRkAAEukSURBVDclHAlpkHkNzqysiWHaIscip/4GiAPDNuKN3gAMLqNV32CCEGwUASGcjxU4K37Ae6jMoHQOrQODWCDmpDeMraEWYsTwCo4Vni1kayJpJQDW9Ye8K7LdzVrVkwo5kdeuSz5wM5Hv96ISkEnjtWoi6rOrb+v7HOTiI0XoEwJhKURv8FGqgVlp3Wj/BA/GqhdiFAc+g3gZdB6h1vM0zyOlxGBP6WbQAK8UsNjuvrX2LvHs96s4ztE2IGtwLvCCoU8O9vCUQC/XS68F5BKRpokiAlIXus/jjt/vT8P9Tkk1LRNMUEFDSu/F//luqG+JzHwjT0AABMNGQADP3woD9P+e/iWFHoz3ej1rQp/h+fYEpBa9B/ohCNHLoW7XSYGepBQuHSByxrLayiBcqebgkAQuEpIhaKF+W6j7axiE6lmZUAHCoIqxkVcmWOeH9jEfaojQHBRdPXUqJRQcjixsdI6Wz0IomLj2eFrkf6sXfz6JjiHNYJkEpIv2fFLbzMf2HKlwX3Z+UKTLSP3MyYsU+ncQfm/03sipuBcPEy/cbasEaiVy3A+q9eF802AsWA3fsqPIGxOKJwi8MSBaXkdl/3tIDR05Q/t7/BoSAvM3PsOkgp8FJaWkdXgdIknXYfQqaaoQhh6vxx9XEg4RJlX0o6WfEIDwoEegiiQK9EsZdqLIeUH5aBnwUj82M6yIdCK9UfC8sTZaC2l9wo3oKga+Kq00ophUH0M0kT4w5vFBFjxB6XeF19UmrjVBo8Jeu4j0PUDvw+uICj0cva+pyWdOz29sVCkE9GA2Q8HEX+nSMTKvwUVCmhj4cAReAVHAqZEW8XRkRVEfREKIgKCZMAeLWAICGkR67mxPbTz+93xEg8gIIX3q+8OfL4VKCIhnjBY4bxpAmMiqbp3jRdY/2R6RYQCkAgMfEapmCHOn3ZfWMf4jBWF2utv+ILLyOiKrbmo/L5S8QkAAq0tKsdG/XLWBHwoP7Rv9PPabIrL7I9oYEB2C16xwuMjNW2s0wwQTEb119p0ksvG5mt4ihH7GMlrG/OyZ6nKZtgzy6dPtLr4m2CYEJKolAGW9TPZx13mTc30fjgrS+t6x2e7JiOvO/V2KgIAoAtLNNxcrC5R7/5JOoPtZyLcFcM6oMAlf11I2/jQqJCrE88V9SV+ZuH1NjYZ0BATglYNpoUP5gtX2Kbr0zitwPiEZAtvu/aZGpxkgHPQvATR7u+8gLbX07JB/9y2WU+L5s+yvh0PJiCejDLMCLLiEVAw0CGaK6Wfbd7bInyOM3WzkggmGSh3MxqiasXX9LQXC5lhbI0YNi+cKBn1cTVdQC/Z377Fviy68kI7bdxP51wIiZ68sMmG0EeUIgYgFtuFMDvRWYVLB5p3QPc3ewhNj51EiHQw9EecFsaG3r/XarKzRpCoN5oj8mVCn4VXh5CLMxI6J/tz6p6jHC1USeG3UesSxGfVR2hoGolJEm543jNnpGGQwFyRJNxY54abAs2doIzoIdabi5QqO3esU7uCQAo6EZAwsnYvadPuTMjlTwvjgnbsLTb5s0YyCBmtpBoY6kSUtg24pEA1glV8JmIiwsCbdgZ+ArcQPsuY10GIieCPZ6p7z4xlwpQDltpQLo4UgzUXExdMtGOfSa8aHM+XDIo8cF7GhnHpz0GzQE8XO0e3FkUY8Rm7bRe3AX75CUzhUJ0RFc7C/N2EjjG/cWPyazdStCGkiSJZV88j/auSucbIOf8QoIR58hMgaO2a0LynQ2C4hor+SrYs1ou3u24rs9awlZdGgmopSQEtkM81jDChV6k7fnUpBRJGxhIhoOVh9m8LOt95C6egyu+HmNHrp4JAGjoRUAYstFxqYgkm2XtX9d+0r8kmCsCXun2WFVOvTT9gBwtUAaQGpoLyRzrKjb9VBLgwMupjEOT6vIVZCEInwurmWs1Lzm5wRcTDPpdlAMA5UZISJYql0GeW+pFGSwHMm9VvA33uQyI0JLczRO4ThpbfqsrumQcO07SfY02uPnajt5wOgC0D7VAl4fhZJUfpJOisgOEnTdpR7o+m5Yp1icjRgrMih76g2x3yWObedRmgLBsTC29+opbO2SF4pck0zyErPE6Abd7nmaOh8iNB5lUEQ2gaRbluLjDjdeM4sz1vvvYq7WkNWGxsfOjgkhCMhGYPyVqofgpSEbaU69fJoMy4TXrQgVxwaTwKvEqIcZKCNogrlkv46+W1/s9+ELQRMyygXxSI6KbAI3+UBLYlNC64HxKz37tHdSbM+J5AUL42U4POUT9P194I1NXoyp4QmIEDYcTX4XqpHlvQbnVU6Cjx/psjF/bR66MhPRdY3OicHwAwrACJatDyVACLxc0Ix6YbjRLptl3zbQfXRrhNFXrrMfg6X664EZehxIsfNUrLgCWfnqOkZ5KTPniKP/0N7IsUBw8J2vTU6qDug20J0nMZQMC4a8vETEX9MQNiJ0BIhxFCQ8m8qfyYea9y3DcUC1FU3E9n4fD3vEGi6Yw+mu7BDRT4hn82DZbql4EhIFaza6RUSrJLxxShCvcgvmFmVAOH7glLMOu10OjcAt08mVfrUDDis+O+kSW7cKt022/ZQbQc9MdIAUSXRmW2uUV+JSMFdrTRhORX10UEVwWHJt4d740RoDZJ4sXj6iQTj3udTRO7z+4UwAZkCbCbmsHA1yi+EfcfrpSDVWCFopkaX56TovoPIXs9oOXvYtCw4J17EzCdDkAzM9zhOL3X6i0ZPzukk8tS/4yNiHC+Eh/L9wO3X2+4ckUeP9yM4kR9OfkyRm0gywtfrYmnGJDU8+3yy/Rkh+kFfrE9f0BJmGkOy/d0eFllti8r31WH+hCMhGeOTZ40wbE7L58ymaMHrScAAhoV3Y/VIg5bmlQq/h7HKqOQRlMINJ3xfzl7hgksjnVFxuSS/jv4it4AOXGge0orySD189Limuza/JN8EMGqfKJ8kKoX3CWki7K693hoRxxkOLzcZGuIrWOjfUfD2BBoaohZmSXIUAmF0EiCoJYV29QbFBIcJPcBHT4h8HuGVwb6vuYvIzvcnJyKLlrAF5xiSmt+RSsFfBFBtFC5r5Znb9SGRJdqLfPCwmg/elJIsN0Y8fG1IY5QoSPkYpI8+QVHg/q2UiCRdtESW9xqgYR9pN7Mi6M2btc8T+qe3jY67Dg5J4UhIxiAU3QhfiErDqc4bGa8nHVgaRJ470wjZNthV8N5KLCIPjlCM8vuikr8Eq+k2XZPtK8ccXg1CEGa+Vlidw3sQDZZb9jvpXJGr1lMvj2n3qwEb6RnrPjaoIyzny1vBzlHSYxUL1uu2vOO1wXfRDCMru+o4EEmziXvjgLiY/jFRPXLC2O3RZJUcnp/F9xZLfslHSeg6fMfu8SWm2KFfNUy7siYBlV6BZiYVcvbJFsM7QCTuS6OFAEQaIvrZJHVBZT/5f9rrZZJrxN6kOJJEr7xdNtK337xdSGjSAiO9Q95RLQ928pUSGtI+tjQv3XwhWpC19ydW9h0O8x8cCckYC4eEZoRhr95Q+6k0oiHZoNQ4WVeQJqTMlR8TTKi99yhdruvZuif4blt0wdZCvNGIKlwOmQBYdJuN2RDUUb771m3pzo9X0pwrPh8fPRnjeFtvJ06/za5OOod0wA53iOz8gMigsTFmWQuL9NipWGzZdTON/iQlexiZYZZVCnic4DwbjswEExS9XS7oob4iWYLUwBs3F79eUtQZcV889jeROX+qu6l5jiDJVDU9fKyu+pOgUfPFtW+hZdlhrP9P9QeC6Fn9Voz7BsGrCVu/l1KAcPQ9UJ8NGvFxT6xNU8kKQbQJ8m8D5xECZbrHOjgkgXNMzRj0J0GYWQqDjhKZdF50S/aqIaf9JOiCWS0Lb4Sj2FO/dUv8fiDW8xrGleg06k2Q9cUiPlZ4EzIocyTNQy8WJtK0URq8O+jngUai164iL5wjmYC0Gw6ulMbevG3IFp9UU1cVE7IKzbIxYhiUanqeM81AL4fugEnQazG/UHS6iTQPf4Mg2N5DBGv07en6PEWB9OKWl2pEBVNAHJDD5+rgd0TeuUPTWaSqiI4EQDxMZKnsCib/WkPIMP6jRcGbt2jFjIm19tNS8ZIGiAma7JHijPIl2faG4nLzpJjfHVPLQXMXsjrH1BpgICLMBM8STo84p0ahZdhrJAOwCtvwdJHNL7KkFzJ6/onwEDrvZinNDQODq1Kg1TlELUxAWHV5Cv4KEHw/xmH4gJSTJsKc6aDXRP7yjT1lE6e3gKxR1thl4+K/IVC9Z3/V1HgllCYaVORoJSD+37MAXWW9ybGZjHPv3JXXw8Q2yiNyNSeapND/h+udFPTdiUKbLtrjCVKPQZ0N41dXITYibZOABMeRioCEn1P/2kBkuF9o1WCLVrx0cUoCAurtEU30XOuepM+5mT7i2Y/UaDk4RMClYzIGK1R6w5QCA9KUi6P//mdcG/CEsIlFhxytIXVzwmXwIBow6EjtWpoUtlJXohsfP+n30IkjNg36vnKBtiRO1FcK2MBvekHh/pRrIIX48Nlxdvda04U2TEgYwDH32ukerSCy2ep7gksLCfCamVUJHdcXGTtdZODhMWZoNawk8hBDjEqJVBEpE11KAiIVvD8KGJ7dsKWmYSJt52P29cfPil/z+kitqL2kwsCTZOyHIoOOsBMS9C5JRKZJYSNypIjeuEH7X5nGcBw/KVIHhzRwJCRj8BBG1uyHUKATkWwt1XFQDK/sg7w/ZYnmhMjgQTTg+bNFZhpCvVKwlfFRypmYHNRwhY03Ao6qjQN5nZbxEp3yRJApJlnMuh4/sfh1Ugb7vySy/S26mg5fjyC6w7XY6CxtEteInFqNF1VWVQjbyjYMrOjPWVnkskF2HwuqVXDDtZ2jbtsquUtacZMGOLFWGsEjbcb1Smr7Tql5qT4uH5TRbiEO3CcI2j2PmUA/hQZoEe1DhO/OBv/R/kW1Al24uZe4F0zENUp0cLDBkZCMQe+RrLvOgnAYNw5t+4i8c29xKSe6AnxM1txVK2aKCEFG+52FoLbaK21M0j4xGop1HCay+6M6yVH+azNYiwKhbrQBYZAbX6qTuozivRDGKiPy/3/tepEPzMqCBq38WWtfSQ/0NmvZ/xSbxjBh0QIE4NzQjM1cqS/VReSoL0V2uEWJeGYkJJdvBrjt9SJdNy68N2wOria882e8PyqyZKJAp8V7yziWxEZxpdAg0v9AkSHHiBwwVSNTN20jcmHvwgaYSZ4dz3Atw+tCP6MwSZ3+ZIp7zKFizAtN7xwJyRgIFatBQtLgy1dEfo9Q1U++UN1ad39cZJ3/U11E0vLBTJCiPLnq8L+D41+mm1YRYMREL44xd1t6AMVg1U2KX8Nn4qFjCstATbx8ucjdB+YbGoZx83b+KjztU9qgx7LJ+SnOd4pxjDJNqm8a+7Fgsb5MPrXAPUWkKTEiSqADkOqA+ECcETw3Eui6EmmpOo1kIO6tCPVa3dK2d7K30wwx6BFV6bknpUrrgw1PE2mzqhqEoY2hco37x+oZYzn3mB4eMzO6U3Ia8LwQNcT1OGy6yDNjSwM7OETBVcdkDAZfKmQYIEqFcZsLWNGW06U2QOtO2pqekkcGOVsDsQCI+N64SZod0IggxHzyn+VVmXjnkEm4DALa/xCRvvuKXEhfHIvvBOmttPcSfU2G/U1k5hsqmnz6lOSGXmGQEmKyYYWLVuGHGTG+NKO0ieFr16Yg4yXOs+eyupvIlpfrPjxwuJZrU5WUxJANvVO4a3FqQJIoQ60rfVxrjFHNRFLEVfoEx7/2sarVuW6jZGZ11u20jNGtpEGdktyoc4qralmtFVx1zDxXJZOkOsaRkAzB4HT7rhpazxQZllymBf1W4izmGSAPfltk6c5aokh54H0H2d+7ZGeRse+JvHmbehjQ5IvSxbgy1QIb8wzOAys4hIaE8Umh/JCxp0UcWCWySv5umuWPMcdGKW5SnZEJjnG/l5QUXLV+cu+LMHa8S63HiehQGTEhRZ+WrECpMFqNDoNENr1Qoxt0NU5aWVLqPs4S6CTwBMFsLCm4FxtKVK9w/FUp6a8TWXip4vPTfpDIZ8/bP4KT85u3alQqTMqO+kLvubRwJGT+JCEuHZMhCL9nTkBAyvsri5BrMHCXWmmyssL8CSy6rG+CFnFXff++yOeviLx0kcjr1+n5ikNRH5UMnjMICOcHgtOUBASwit/qqog/xhxbmIAkbcBHGSri0knnl09AAJbylJnS2+bufUQ2OrcyJ89yANngfph2n8h5q6ozZ2LH2pxI7z1FNjqnvBW6iW7bx9v7EylB+I1wM/jukrvXMplguIiAZCQF4Lnd5wWRgWPV7n/FwSI73eeX2Ud8x+IdtIkffYBWGpZ/neaG5RAQh/kXLhKSId6+Q30dwmD1+1MKXwITXufOwGm0GWPAISIbY772p/aSwBgpMhLxpnE8aaMbNYwKAdxCU9moh/aXiZAJ596Dmv81NStKglSOVz7aIXtX1LTgHKYRQKLxIeV2+VCRX74u/3uJLtk8Rjgv6MHorRNl5FUx/HuJ78Kan2eNaKLtfZR7J438eIZ7n+WvMZoO3HqfOd2o/PHTUSY2OFXkuXHqUUIH3u1u1oho2Yfn0jHzXPTEpWOaGJhKXdBTDazSTJxtuol881bClESFYBUd2UW2QhCCLmX/7eXUIyovUP5n0dq8OQPRZp99VK+B22upaFBzIV+Nu1Gnk1QSLUYpcL25F8rVOCRFv4NE1tpb5NJBZRh2pV0wZFhlFkbbXnrOSPdsdLb2vvkaQm8Btu1TTB+cSp7lnMhyvTSNGJAeojeIkX+e6Vu216kOafhJ5X+nIyHzJwnJKHDvABZYWMsILx0YOh9pSgJDCBOQwJK63IG7WgQEJOk/woAVtYqd1wkIoIEepmZoGoLVJt2GS90j3jn7LaFocFmjRX3G5IVJNqtqqqa63lSSTL3cQkA4jgwJULXIFOJkSr2n3ZsXxmIxFEVAQGxFUIJ7ouBZbtDvMscpxOfeZurz9wUVUw4OaeE0IRmj/QAth0uDoshJDOg8Wu2VYzXhkaga+ghQicA+pCm/zRw5tVy/c4/klUKJIw/1PgFJ4CxaFhoqrPqqa/qRiZ4tOBQXoRk+R0NP0N4sJrpvk7+OwaT/ybPx23n61Jg/lnFPhBdKXumw6TrbIPJpiX1ycLDBkZAqgHbm1QDakiy1DUzG/FS6T2gGKN1MgkTt2ysR3BHbs6zUCR9jjc5kzj6QOltgcakN6lUXQ68RPF3KJQqxAuSUOpuw82UsSmw7blulBJjcS2M/FtkEN9uMwDWfFXiaNANYrfB9V1R8agpIek5LvzEgDEfUsjI3LNi3BAJZQFRpcugaUT01K40/ikOzMDqrtdmZIyFVQIe1s9/mqltouicrIK70oir1eQJRjskQk8bez4sc8YnILg+K9N1fpEWF+7lcD3u7+JJ3Ms/Sn/YV7qhx2qa98Y6vF/mD35sh6hZK+EZSIxkkVDHB2vIKvZZZ4Odv4iNRUeD7+x6gwtFJGXUjbipQLdKIiDGdiiJT9zT8n+rOi7YicKj9+HEVejaiQUXeUy8NbaxKuhP8PyoB/i0ODmngSEjG+P5jka+q0MQJsyLcH8vFQkvayQFkxDPZ8lc3aTHrI5HrNxU5u6NWxWBFjvFWJZj5mr0CBdvpSERUEGG0ha8ElUs4b1Zr8M4SuHOGbb9tpIy0XBapOSo6qNYp18wsjDizut9nxUcQXzhb5JIBIl+X8NhoaldObOkjkQtFHmyi6wXUZt301Jh8gchXbynpDnQ2Ud1/GzU+VcaPFUYyKi2Bdpj/4Ep0M8ScP0TO7VyZ+yggRRJOWySqkokRnPU/VGTqJdlNNLGh5lx1qhAgFJV2jy3lTlkKUY6wvF7Xwg+lV6jD2OwSkcdPKizrRpDYdTORGS+KzPYrErLSe7RqI/JrtYy8EgpjC5xIE3yGSZvUTlO4Eq+0jtr60yMoC6M8E2ZkJPg/KU5IRzW0X0TZ6quULh5wqJagl1tp66pj5r1KGVei28T47gMlIbZVEANstQWlSSylm6OHQ1IsvExlHg/VBB4UpCG8qoIKnmf0FFxHK9nKiQz/h7Zrp+KjXOALkUYMXWv02lOfnU+f09YA1YRXZms8p3Q/puKNVOi5XcogsAahivOYwXhttS2U8KDLuPeAZNVmaeCRnAxs2zuNEvn0KW2IaWLB1iIHviKyZEphfgBHQuZPEuLSMRnC1tFz0eU1KtAUFS1RTcMqFZ+mze9Xq/olMwJSBR1WqyX9SFXKxm1hsAKOivZATn75rjIC0mVjnWg9kXONm28mLfV95QqRV68uJiBtVsu++SLneODh+d/pfnz+qppuhJCkhnE/xOmcKG996TLVxdyxa3oCEufiGsCLuDRUNgMwnpGCDROQINVWFcdoh3kajoRkCAaQcKfNRA6CWU0GvptieHukdlgFZT1gV0I26JXRJPCrDgp+rwLpX2WkulR657ganYL942jbUyoWDn77rp/qqbH5GcStEnz7gciIM7Il2SwYXrFY63uRmGdiPpjL97hZIewT5COqs7X5HfeNLe+5Itoa14k4Eikjp4stJ/JtHAmeu7vKO9QAjoRkjF0fUkdMwvNMSJ88neBDJSaDWEFmeFMRWoGGDAZ960bLAQNVE6SN1vu3SJeNQvtZ4cQbVY3y9H80SsFEElcBUoA0++I7iz757+L9abmw3iNJyytrjaDUvNKGcjR8e+aUhGXfKVCq/NUGNFs9d9FKsS9fLv+7Z5fZ3uG3WfZUbNZRUK+kPO7vFRy7w/wJR0IyBm6VCy+poeNwCqZN9/K8PgpK9soEYspqdxFlJUYPidI7U/30FPnpZ8+0lwxCDstaNcZVfhhW9Kl6y6T68uK+JOwP4szhf69Sh9UK4N3rlvNcbh8lG+jcnDXKuTcR9pKKuGJoNpb2ZcMSBU1MijOA1xfKwSEFXHVMFSpkTlnCPhF1GiHyYdJeIXMhMAOjgqDaFTileuO0aq0NueKw8jCRj5+sfUpibsWy3ZvvhEP35ywI9zJriHwdqmZxKK1NOf7H8ki+E6bOe6LWuUKYOn78eOnYsaO0atVKBg4cKJMmTYp9/4QJE2T11Vf33t+zZ0+57777Cv5+2223yciRI6VNmzbeTf3yy00bH8RO2UZAEHTNywSEFRiGap76vsp3GE3ggrTIou2Ke+OUIiCAUsJVNpRmga6by1yHxduLjDwz7/6Zhd5opeHaHbZShAkIEZlUjrA+siYgTe1tUgvgRDw/9IByyA41JSE33XSTHHnkkXLSSSfJSy+9JL169ZJRo0bJzJkzre9/9tlnZcyYMbL33nvL1KlTZauttvJ+Xn897w42e/ZsGTp0qJx22mlSC+AVYcPs+aC5041biHQcHnqxCtoPcvZLr1LZeb10gMgHD0mzwKgzZa7DBxNFHjpaZHHfbTeL9Nr0J0V2uFXk0Gkii4TIZYBFynD0ROiJ+dta+4p0XC8d0Vmig99vKINeQ2m9c9quKbLOCZWN0k2ZigF0Ky5lze/g0GzSMUQ++vfvL+eff773e319vXTo0EEOPfRQOe6444reP3r0aI9k3HPPPY2vDRo0SHr37i0XXnhhwXs/+ugj6dSpk0dW+HtT4bcfRU5dIvvtBjqGarYirxg5kfVP1i6xWehYFl5Wo0qe3fpcgtRmaDmRE+eIXNJf5PMpVdyxuQhUGf0SYcw3+CiR58aVv+21/yIyaXzybtJVNXIrw7ekOfoCBRhxmsiQo8vXW7l0zNyJuTYd8/vvv8uUKVNkxIgR+Z2pq/N+f+6556yf4XXz/YDISdT7a4GFFtf+KVlj84tLewFQJVGrFZCHhuwICPjlK5Fee8hcBSqjcDZNWqlCVQslodh3VwoqNJJMaiuvG9FELQbLrZmsrLrcCchEFAEhDfeTPUiaGO/clZyAgFoSkFIRpuZEQMD0p2rbIdth7kQG7a/Kw9dffy1z5syRtm0Lk7X8/vbb9sYRX3zxhfX9vF4JfvvtN+/HxEILLeT9lIMNThGZcklxKiLOMbEUpt0r0qaryIzJ0e8xLaxrpdDPioAEOfQXz5OqRyogd+36iHwS5wORBHX5zqL06vktwYD880yRO/eUTICr568lfFCY1GZMsRvbRVnS99hJ014z+VvM9iOdciEmGUyYv88Wee3ayrax0FLSvFElH5umwLT7RB44XGSzwqC0w3zumtrshanNAaeccoq0bt264IfXygGN0i7uax90KyndnEMp5ly8yoBQkM9PI2AslXryVvMp72Aa7PU7qHDFjpAujoCsuatI/4MS7LtxzX/7Pl+pgYEd/1YbCHJtAsywjuKP2cUr7DXGiPTZyx4hwaH1w8fyZchR0Y7IVXB9RmmJDPrlzHheZMUhzU8syjld72S/o+5cCq7P+81EZ+Uw96BmkZBllllGWrRoIV9+Wdgekt/btbOr0ng9zfuT4vjjj/cEsibKiYLM+kRkwvbVUYe/e1d1V074e8z+KqL5Xp1Ii5aVhVohFKz6s0Q555kGYltdJfLde/kBM8lxQUSw1Z4zJz8JJwmHU6nBT9r0WOuOao+dFjahbvi82yIe37wt8vU79nPq2cQ31DYNkJWvDPv+6bMiS3cRabO6yLS8vCwSdLmdWYXO2Ca6bKrnOMtIYln+IsF1hnDPSaZNMVHL8nyHuRM1i4QsuOCC0rdvX3nkkUcaX0OYyu+DBw+2fobXzfeDiRMnRr4/KSAcSyyxRMFPOSSEBnZpJ0bbqhKvi8TIKIL2+Usx3X/rtXncvIDvPxK5fG2R6SlSL69eoykTPGCA14ww5UScNj225Eoirf0KoCzByn/JjsWvfzE12nn09xQairkF375nJyCtOxU+m0SRluoSvZ1MXGpzItPuFnnqP1I7GGZ7HkKEw4sYJZgtvO6/c2k6yWE+i4QAog+777679OvXTwYMGCBnn322V/2y556aJN9tt92kffv2jamRsWPHyrBhw2TcuHGy6aabyo033iiTJ0+Wiy/O99j+9ttvZfr06TJjhtoyvvOONjogWlJpxKQUFl8+fWQiPJnRYGz0HSL/655Np9NKdCgmauoCmTFY2S/TXeTrFGZb37zXNFbzATwjtSr04SAiRRRoXgcibVMjVQoLtVbr8x+m5xcCaLAGjhW5M0YcnYlLrT9eRJHABZcQ+b0MK/k4JI1sBAiPIezTIksrqTfBc5Vz/WPmSrTvl6uJZqSmmhBKbs8880w58cQTvTJajMUeeOCBRvEpZOLzz/MtRYcMGSLXX3+9RzrwFLnlllvkjjvukB49ejS+56677pI+ffp4JAXsuOOO3u/hEt5qYCbmRqHrtMFpIr33Tqcwf/BIke8/zGafFslCi5ATad8/+wZ4tUQaAhJr115NZPjMV7NaaoEMPDSyKu1dZZTIFleItF4p3WdZDHglr8bEvMWlIj98KjWBeb2yJiBZpLcgTJ1HFfZSgviNubPiXXOYz+Bs2zPE6zeJ3Lpj8esrratGTKmRIqpCyDhqhRvnJ5B0RYSJ1CtXi7yTcpBp11/kS6oxSkURckqYqtELpCnRaaTI9CeqEDmai6smmgw5kRUHiqy2lcgjxTZDDhljx7vUoBAxM2noIceKbFiBR6TzCWneKCcSksQnxJGQDPHegyLX0bU1KXJqnkSjtUpW2pCMdmuJfB5TvlupsVFUWoeVJwQrTejbhtYrixz2vshtu4q8cYNkg4xKQ9PAdp7TCFkdKr0Amg5w57q65LfDEJG9nhGZdr+W5tJLqO9+0Y7Rib7K5XHmSxJSU03IvIYF07bNblCXzEpD/bg6xhGQxoqI36O9IErBRkCW7qpmW5USEPDj5yIX9RGZ+Vq6z7VaSuTX7yL+WIsqjrA3zEIi3bbV4/uYMtf5dOLyBJw5kfoqaIsKonl0aJ6HI0ax93uF8Lxt/NLyAO0HKeHovKHIz9+KPHaC3uODj9G/d91YfxwcyoWLhGSIH2eInNVh7liFtVxEw6j01Jj5SgXbWVTkz9npV6r8W25eGs+Ndr1EOgxVIdxtlhRYU6HVshpw8dJIDRlbus8FoMyV8t6aImXEK0gfNDVaLan3ABUkaTU3Kw/X8usvXs6uXDmMLa8WuWsv+yKFfWjZqrA54J5PiSzTTeTBI7TaaI3R6qfTokzvFRcJqS2qITx16ZgmBiW653Zu6m+dS1GHTX/pySDswulVMfyQT3t4fUZqbK0dXvH3P1jkhbOarnKhORDaqMqOLMC1XmJlkVkfRp+v5fuKzIhvwN2Ira8XuX0nqQnYz6/fEvkjxfk6+C2RT5/Pzlk3Ckd/qWaL9+yfnFT98WthlHSNHUW2KzOd6kjI/ElCnGNqhsBWem5HKo+SSlCfbDUKAVmup2pGcDqlVbgXcsc0LNe8CEhQsvnmLZVto1YEZDFKzMtAVgQEL4pwB1a0SLs9KjLyjOjPcR+kqWKh9LZWIP2aiIAQMWyhLSCWWV3k67erX7kE2UPXMfajZN2Kf/2+OE37xk3zdjrMIXs4EpIhlltDpIshTF14Ob/VeXOsm8+V3wQtrnFeNYBOZNbHIou1FWlHIzVf/FZu2quxTXyuOiTtxyjTt2aOn/LV8IVoovsXD5Owey2T3FXDRR4/MeZzf4r8pLZAiVDKqt1mnR77mTqRNqtlfJ4g2kRXPxQZv4bIM2VWnWDR7zW+LLFvKwzItxaA0JXrbswz6vSlDmngSEiGYCUx5m5t+AV++VrkR1ZozXBlsGw3++s/+mZNiZET6WHRZLCC3f9lkS2vFFlmDckEj5+kJMmMFHh9QFIO/j9/oVqScq5LU/SAaU5g8u2zt8jiK9R2P75K6esSh5eviPiDfx/ZysTXPk5ksRWKz82yPUR67y4y7KTk9xMpxUSYI/LSxek9bcIg8lLKJ4YU0QU9Rb54TeTufcr7HjQjO91X3mcdmjbtYvupFRwJyfqEthSZ+ar/S310NUstrwiahY3Pz8h8rME+qHfbRqTtmjpAjxpX2Aaec1Tud3/4cOHv5MqPmyWyx9MR6YSI81nuwP7Dx800smVDBvtJj5Wv3lLRdXOBaZBVDj55tvi1VTePJxFP/as42kLEZKV1RNb5m8gL5xTqguLu7y0u05L6SrHg4lrRkgSlXJN//1H7Kl3Sr/zUD5U7rZISLAcHH46EVAHLllj5jzxd5NhvREZaxItbXy3Sc5f4zy+0RGX79+J4kavXF1mwik6Xr18vctX6mje+fVeRBqMjLmN955EiCy6WwR1bL/La9SLtekZEKapQqbTScBVjVg1+9VDJ95RCBosbVsifpuiz0xSotKT98xeLX3v33vLSV1MuEDlvFZHPXijUBZnROjMKQTUJJa0jymvSXXDtIQ7hktpKEWdDXyqN9dMXIjdume3+OMz7cCSkCtjk/OhJghVSx+Fa1THwMJEVBxd2siXsvflF8dunOiQLZLWdKHz8hMgtY4rD20wirKzLaYy2Qv/i116/QYnIV1XudBrg80nVrQYpaiYW9Z4Ac7GdfhIBZJMgY7JqRuWCsmz6rVCe+7+e2rF6waioQWjsKCK8NYqcjzhNpM2qMW9o0LSZE6Y6pIEjIVXAJ89HDxQ0uVusnRKACduJfPpc/m+fTxW5egOR20pEQkxUq59LuErB/uUl/t4g8v6D9nPh9dmJgSfoNbB8P62S+ey54n1YeKmmbSGO2K9ZIU01TZ3ICgPL/yruNy/ilFFKqlwBZBhxnW7LgfdcBaNjymPtuomKbMOgB8wv34p8/4HI7buItIhKK4Wel6oSXgNc17gI30NHFhNenstG5DTC6YSpDmngzMoyxrP/FZl4VPx7VhkpMnumyJcvR12V5KudRZcT6bq5yMuXSZODtNFr12a/XUzIyLe/c0cCJ84FRBZtqwLgsKeIQ7SWgPMYFYnyzLzmFJ/rDmuL7PGkyJP/Enni77Xrh7N4e53s3n9Ij4H9wnRv8nip2uRMA8f3Hkj2fsTpn03S85SJ+VoT9A3inkCA7Glb4r4rJ9JzjGq86NPz9Kn5zsNgi8tF+pTpZ+J8QipHLQWmNjifkCbGr7NEHj0+mbgykoCAFPfR7K+zISBm6Slh4yRK+JFnSlWAcNA6QVrOCytOrwLJ9xSxlVfGYm4RmWYItATB+bWVV7fuqNc3jK2uFrl5GzsBKae0u5yJddRZ6mPBv+v9U4kn3hsY36VBUNmSBHjRfPBI6XsF8tZjjMhKQ0WG/0P3saxIZb0RiWyixoWj/ivy1i3JvmvhZUS2vlJF5yYBAWkbXDo4uN4xGeLzl5KtxG3+FkQ0mBAQcv72Y4ocdUa57KU6aSgW0V6S1uEM4nP+EFm8QxV8MepFPnqivI+m6cLba3ft/Pnq1SpMzFJTkrnraZUmI1vfHzQMf/5WvFJmZR81yaBxWmY1raSpSCwZiHLr7VUxOHSOa1dsUjfpPCUVsz7SklR6Gv38Vf5Zg1hTIeKRrpxI6w7p+hTZ0itF7/lT9UlEQUacKvLKVeXfA8E4grYkiQdK9x302pTbFuDu/ZLdX9gQrOmni7//qPjvbXuV9/0O8y9cOiZDfP+x2rZHDTxM3Jj50MzMfA/h3qU6a9kok9dvs6RpkVNnRU/rkGKi67yxyPCTRC4blPwzGCelsazOAggAEcOyugyaf5ESW66HSPsBOjEt0Erk2lHZfN8SK6rg+K3bsiMiVFyhe/nu/WTvX6StyM8pe5SYIBLSlDqbaoBnqeumIv0O0IqU6zbWTtfNyben9Uois9J681jQcT2Rj6rYIHHRdprywvsIzQdj2TfvFLoe82zv/bxI257lfYdLx8yf6RhHQjIGvRfu3je/IkdMSRUMYlRK9Wj2xGoxbQSDAZWHvxqNtypprIYpWSkPAhMQLnMVm/PdJikFbQpsOE4jH1++Unx+aUNuRrLK6YnSZRORba4RmfgX9U/xSEjO71BqdD/1et58m7zJGiFwJoAkWHIVTQs8fXLyiqMZlrLVNXfXaMJ7GRhQ1S1UnQ66SbDj3SIrDhAZt3wyl10mXJrFVbsJ4T6TRVboI3LpEJEZRolvuUAr4/m5JJyHaIMw+X/ZReN4hoiGHVRCdB75eadonasJR7kkxKVjMsYSHUTa9Rb56UuRNXYQGXy0ijenXiby7j12wV9J5ES2vkb7MlQj5xo7qJYYeNIQEBAOozMpdN9eJ10mZcqUWYXfsoNUBVGiYcjCnFDUopxSQybsm7ZVnYI54QUEpNu26jCLWZWXevtB5JoNiifHUeeITDwmT4KStm+nqmjMnUpyXji7sJLH0/ogSCXdZ5DAjc8TeeE8kdevMzaUE1n3BE3LVEJCmOh67RYdLVt9a5HvPxT55Tu15q8GbtwiOsVjQxQBAVkREM77K1eItO9bue+Pt72WmoLiukP06WobaKXizMVSocTzwDPE9zo4pIEjIRmCnguXDckb/pBzJvXirTbKzOnjvsjKGkIzrQxDpQCkHGz5/ySdMpNOgOWC84ON+gILqw8BOeftJ4g8ebLIIm1Ell5VTaGqCsv1SUuwAnz8ePTf3rpVf0gN7fyASKf1RAaOFXk+ZFx3/8GFvyftk0MonIZnnLtwOgWtDyFzSB8dn1foJzL4KI0K4fILgfn1WyWENE7jWtxiseS3IuL+fuXK6N5CVDVh+EVTwmoRkFjflSYSfdrA9ZxykcgPn4l0GSXy4cQKt/enit2D7tJJ8Px/C3/HPJCoJAQ6EiXO2erbJPtuB4cAjoRkCARpYcdBohdpBoYw1v2bEhDQ2AyvjIEzLQFBiLjNtSkmoQpA6mr6k/p/fEVYGa65s4a+8VP48FGRlotqJ91vouzWg8qFMieVhRZXLUdBj5KIbbXroxM01zYRbFU9f4o8/R+RHz/T6+qltX6LWbE3aM+RIr1Q6H54736Raff795zle9HjdB4l0mcvJR9fvCxy647+/elrg474TAnLzNdVbF0KrKgPe0/kvysW32dcyyhtCgJsbPeTom3vElVlaVEtApIT6ba1iquDyB8kG6JlRqa4B4hsouVYaZjI9BgxNteTUuQuG4s8e6aSRRu4jknHG/NakXrc8EyRJdprtHbisSLfvmv7Anta1UOdyBaXlv5eBwcTjoRkCISOYRBuL5eAMCFQDokbKB16KaEj70rEYMmOOknYHCgrNYAiHbLVVSKPnRQKP4f9C6qESeeLrLG9yK1j8oP2n7NjCEjEhLLQUjqZBuJQs2Jl0wvVnfabd7X8Ek0EKbQkYPX6xVT/lwSkkNUlIr6C3W0Q+eIVkQ921d+JUNT7JIDJwab98UhSgsqp129UL4eFFrO74nJ979lf5KVLQn9oEPnjJ5ELevhiyQYN8cciJ9J9O00DUOFVENHIaQPDFguIvBryk8FnIq3exlvpt7TbtlelSisGq2yk0YsC4XFwLzRomqnTCJHn/qtl46R4rILsBiWWcQTEvI9o4liqUofxJrWwuF7k3gPyTSEXXTaChPjwCEjo3m+5kL2028EhDo6EZAhWx733EHn5yvxrDBiEvKfdVyy+JByNjXMUggn4m7f0BzDoEb4uailfJ3LAyyIXrln5cQw+RldyDx8bIlD1IqtuKfLhYyJ/VGD5vtK6Ip88E1058tnzupqv1JnUFIKCkeNEllxZZKlVNALgaQVs0ZQSZKuA5JUgIBAfz0MjtE0vQvBV/vdgguJfCImp2/C2U6epG/wc7j1Izw29OmzfT5kovXtsvXkw+UIsRoQpCiaRMPexcIfyEy7RDKIanTcSecloOdBpfU01gGW7+4Jsf3/NXkJZ9I0hDQV5SyreTQUL0fzoUW3uB4nlbxw7zr1fvyPSY7RGt25fT9+L5sV7jhrK/76O62vpcykC0rqTSNseIu/eneL4pJCwfPqsapJ4RtOUoG8yXsXd8yPmBpFoc4Wzbc8YtPRmNetVs9SJrDJCTb3oKhsGLoyU5qYFDz8TtQm+Y+nO2VzRQKm/7onFf3v3zmICwoDbYZ1k2+a8kAZoJDc5beoVxpevqogzS5BaWH0r7e77zGmWNzQoMYSArfNXNe3ifKYxnCJtVHStnhNZcBFNW5DmouvqwX45dtEuzPEJSE7/TnfXThuIDDpSe3dAIkh9HPGpVkNYr7c/HoZXwtyPhNwrWq1a0l5onxDRov8wAVmd4esLdrpXj6NUE7RylkiQtpWHFROQnjuJtB+oqS4bOB9JMPR4JVEmSLt60S3/PKx9rMi214vsP0X/70XK/HPlTdbB+arTc7BU1+jvg9yEAQHxSFwMGEtmfZiegNgQ5w6LnolIaVHDSDcPO5QBFwnJGKRJ9p0k8srVGqIecIh/oi0daz96UuSYL0UuHaSTbtxDzMBVtArKqUUyxAe/AVZh4RV8mtLOYJvknmnnTVvuLa8SuXN3y778md/fMXfpwEQYv2BTLf2yYrOD7hxNJwVpAiaC1bZQDwL0DEE++/ET8xM2hCGuu2fSEkqqlgIQnSjInfurz/4HiQw7UeTBI303yHqRBtIki2mqohQwcLMBh9KNztFy7QBbXqFpEa8sOIgQBPvToOcKEkLV0GN/0+7HHQarMy/kduf7NSryydP27wyndNj2h4/oPkCIUgmOc5pWYYW82HIit+5UeJ6p/ipKIdVraojydFJPRHJwC06MP+MF07s9IjLrE5GOw0TO6VT8nv4Hi3QYov//7kONflGRdNdeSgYaEgq2iW4OGisyYQdtyhgG9xGl+RwfRPf1mywp2JxGRHmmINcX9Yn+vm+n6b1vRsNmTI7Zv710mzdsGn8c4f2JG2+8nk/++zg+frCjx6odEhuk9Bo3V5c8nengYMJFQqoAVk04JrIiYpUGVt2s+H3oFe7cU8VcUXbjTO4I8vafKrJ8uOa6QU2xICABAUI34F3VOhWb7TdFq0uSgIGEFSWpkPHdtC33/Yeo70QABrv1T86vIunz0q6XalZ67WFuTHPYJgEhQgRhor9EYEuNcyXVITvcIrLh6YVEgZTD+/eL9NuvsFkf58N25zIxsT0bIDmeGPM1kXsP1tVmsJLj//0OVP0CQmCA3sYkBDa9j3ne2DccOxuiyJLF46XXriIn/CTy11/1+g77u9/XJYRHjtPzyGSJSJfqhWdOV1Hj7o9qNUxc12ZzxY/p2Vu3l1Hx1KCCxfsOUnK90dn57ySyFOVfg3j3rBVFbtpK5NH/S18ZFgVIGOXcq2+p1x0n1TAe/0denIsjMBEuqnG881HvE8x6kdF35Ct4vPNlRKh4HogwonfZ9SH7fcc2eA/3DAuK58bpD/dc/k0ib98msu5fRZbtpvqJOITTcTbgTooPEam3586QVCCKtuIgkVXDKckAgdPs4iJr7SOy1zOaWuNcB5E0CLsHX8sUCOgdHNLARUKaAAxS4WhCAFZNeIAcNUNk2gMiN25e+PcjP8sTlJ3uUQ+KGZN0oGRw6G00i2Jg2/MpLc+kvJQQ/pIrFU8QDBgMuuEICfsZLi/1+owwINaJLLykyJaX+6s4f3BnFT6+u67WESgOPUHkjZtFlllVO5t+83Y+d0zp53C/78iRn+oq1huQfRHdpy8UlgeyP2gkRp2tEzweBKRTIDxXDNOyUhObXaRRgnt80hKAc0Ua4ulTdPL29r1Ot4OxEuc37JMEafxgYj73jR14OA/OeSTkT5QDQrP2X0Qu7pM3qjMNx5iksIknUsL5JBKRM1aZTOT8UJ3zxo3574h0SG1QW3C+FwM2fFVsGhr2l/2AoK4wQMvIS1XYRCHYFqt+7570P/P1u3rt36T3SAg/xIhFmdD6HyrylKXRG+c6Tv/wzt163gPdy1p7a6TIxAcPiUy+SGTloSLfvq9REYhLQC75DkgvROYv3+m9xnciJqXL8yobqNtqQOIgzptdWHx/UerMhPzsOD1HwfbR1pj3jClMhYjfMjreURcSZosAUmkz9DglNZwHtvHxkyLtBxWnaaME63iIYAcPyYreAZHl++gx20B6kD45iJh5XrjHmjucdqP5wZGQJsA304xqijAaRD56XFd2q26qpAKnTSYGHnIzQkJYe+8YsRhgINgiVPUQJiFMVqmt0+uVaDA4Ux1ihpsDcd7kC0Q2Pl/ksGn6OlUnk871dRX+6jUAx2Ue2z0H+Q20QkCXgtitnxH6vecAka8sroyQlHVOUGX/g0epINBLa9SLPHh4aEKsVy0DEwXvD2PAoTrHeu3LRUWgTMCt2ujkRyoCgTAVJlTZsFJ+roXRuyanxnWsnjlf2MNTwk10CRKAPoLwNqkpE6aTKxPYZy9GdwfmeIlMhKMg4VA+158JDXLDD/tlpq0QkJKmMeGRvnf1e72JlJNRr9EQtAdPGW6sTNxEy0gPYcgXkIHIVEdOZPHl1eIb8vnUvwtJkJcmK2F3z75zPwYkZONzRX75PmS4Jko87+O6N2gEZ4+n1E3246dE2q0pstnF/r76kQlSiqRugmociL6JvvuqLueBw/RZ4P80quPeIKLW+FzUKcni+AJySKQrQPdtRf7yrcjl64rMDLn3AgjrB4+J/GixdGcfiKLR8dY8T0uvohHYJ/5RbOGOaP3FC9QbxHv2/eeCFO4ao0XenFD4TAf3HOmn+w/T8xsGJJpUqoNDJXDpmCZAKUU7k1TwUBNpQHR49Jc6iE3YXuSp/+S1Bgy85J3TkAgGpiI05MPzTEglG4qhCVhQw9o4YHp/qivcFgOx6ZjISnKH27TclkZxW4WEi+FVaxis8llhhwHpsU1S9GoBREtYmZlpiKgV+U1bK5kIg2uB/sL8HibzHe/U9JO+oP9glY3mwZt8jXPy8zcqzkQoSAkwWoRAC8Okz3W1iZWDdADfzWQSJiBBis9mxuVFyPYtFEcjzCQiZZ4L855kX0idBSCNt+uDIifMFjnsfY0WrbS2lusSGWD16zn/Bl9frwS5y0Yim5wvctCbmuLY53n1Nmk8py11wmMVf+BrmjrzmqCFojB8Bvt7M9VFuXXQfM7TLQ1VMtW47TqRRZaOcD/1t48r67UjtXqIKEBA8AIQheL+9aIZczRq9Lll8UCFFfcBAuFN/5cnMIjPETQTdeA1nlXuLcTOez9XSKS941xCZMFF7S6zPCvr/6P4bxAoCDIIoqCBJwzn6arhxQSE55LO1EScCvpD5fT8kDIzCQjbM+85mgOykIoau+45UOS2nUU+ec7+HgeHOLhISBOV7mKZHdWd9rUbtC12AAyDXrosH/YlzM0Autrm2oQLAkJ3TfK0kIJSYKW7wkB7fwoaX6FHQIjpTaLGhIDlPJ995IQ8mWGy2fQCnYgYpAlzv3y5n3qoVwJggjw8P6VAFcPbtxd+P14ErNzYDzNdwkTmDbRGGoEBmH3DoZZ8PNUEnj/Dl/rZKAt2joEqB8LyWJQzQTO5MYmwcm7sjZPT5oOkTIhqIBQsEB+imfiz0J+BVBPXkHNDiB9iYB4f+4lI1IzEEEmCFDL5oe95547ifTYJQBh8P5MdYsrJF4q8e1ee5JoICye9aJYPohekCQcfoeXMYE/fTI7JiGiBOUl13USk/4H53zlufoIV+KvX6cQ24OBii3LOZTjNBYna4GQVdwftD0hncW3xG4GEIcg27wmu73SLQBfy4pUZ+yWymMMFx8/rEDBs9IPnzhRds1/orT54WFOMRBkHHxldXcT+rP8v3d/GUvkGvQdtRBes9w+Raza0R8N4luhDZUYyEbcGZbCcT/aJKCvaEHQ3YXA8pFM8shdKu9HnxUYuAidbEzbSz3149fo6BrDdN28VOfitZGOSg0MAR0KaAKy29npaXQgJ5bdoqZUxwUo6aH3OYEeVASvOsKcIVt/U7QcT3OyZuqpjUO+xkw6Otv5P+DdcOiC6U+fK62rVw5CjNR3ieU/k1FWT1yFQB4RWgwyCQTSEwZxcOxM5lRwrJyzVDcNzWqxXvYEJzhmpBKoTAjDJQjBIY+HXwAq2TVf1Ably3Xw4nVA9FRRPn6aTTeNAGpynnJINr7LobZGr1tPjh+Dt8bjIjVsZ1u0NKqDFWZU0GYQLctiYZ6/TSYxcP3bcDPBTrzDSIS1VQPr55MLJnonTJGlsHy+QSeO1SqLA+dT/10ujWLxM8HeBDASTwKbjVTdQpPcITUZe876WRpUOqYuloqsmwpGZjsOjJ2YmyXVjBKlUi0C2Gr1JchodYH8QEpsghbP2Mf45+EOJGsST16l8Cac8ERtjUX/D5tGeM4GoG5BSQyBNk0nu6w1OVVJ6zch8JRUpmG1DKZ8wIKvhBoRolYL7wAQpyoIOuDkl5N65QYN1Zb6CCtF0uCEYKVx+gns+3Liv8wi9NkTqeG69e6lBnVdJqwUkhHuAKiMM1h71Fx1maiiIlHEOeO7YH0rrTfLKffnZC46EOKSDIyFNBMyUdrlf/0/YkrCpN5j7pXsMotdu5E8CueJBnUHUCxMbpZzBCoT0DBNgsKIzQRg2ioD03CWf7iDEfMg76uuAfoL0CMJMVtOsbhhYbWBwRhRYKZj0Rt+uK/C79i6cNDB6M0lIkFPnBwSDOwOimQ5Ce0H6w4uE+ARk6a46mE88Wss1qXphlfrYiSKzv8oTvAeOKCaCRE0A18YzG5tZSDS3uU7k+k2VaHJdcPEMVvnsIyJWtCwekfSvs+ftYoDre/1mItOfyqfAcLD0hLvPGm+E/K1daCiF3oOVdTh8T18abz/q1a+DdATb/322RgM4B0OO0nJf9p0VeM+d7deJ8xeGd7wVgAZ6E7bT5wEyCXmIA9f0inW0rJ3jInVhqwAjygTxI7UJmYUcmkSUKq+ghDcAGgdT5/DoXws1KtPuKX08kJmtrxW5Y7f8M37z1nqPrv+fPJEKgOD8vkNVf4FQdL1/5v9G+wLcb7kv4ozAIHssRqiUCQwBu/gLCUAKcY8nRF65RkkbYw7PGEJ0ziOvYTYG8W5EnUZ1KCUPoomUZgftCrgvIew8L55dfE4jhU0BJzCdd+BISA2A1oA8O06ThFEZILAqN0Oe3iRsrFgRvVHeyqqucSVqaDFYFdpIiFeyG0ad5vZZKZtgYmUS8DxLfFDKyYRl02ZUA7hNkuogDRP0wYgrj/WQE3nmDJ2QSWWgd/By5HUi708s9Dxg0IQQMHACCNztu2qqxIw4kM8Pg+oS4Fmeh3pkEDFhhWjm3CEpaCmIsrAiH3ioVhuQQ8dzhOsZHrQhTqYXxZ9zNOrEhHJ+t3zUjEmGz9OBNwCrdjO1RJRnwzO0ZByCxuRKGq3rxvnPmKvzNXbUVB/RiSggxESvEXTWRQQbRMXSgO9BuMxqH/0OVWBoayANEC+uxcPHaaqPnkFUkJHigYzdPzZ/j/LMPDBWy7uL7mV/9U5khYmflIpXEeZrr0hZlQLPp2n7X/Je9MHzQtsB3cn8ucaFmOMN0lWA9NKWl0Vvy9PFlPg+CACNLvvup+MDUY2AgASAcJmki/Oyv++dwjXne4geBlEftklULYiwIvQ2+yVBire4QkWt3LdDjik2dXNwKAVHQmoESIXpjEjpYAAGOx5+BmoGZgYGJhMGkLEfaZj+hXN9DYU/uKHdsIHBjtRFY9WG9wEVEdqAGNSrrvBX88G+NiVYzTMweivDdTXPHgcqNR4PKg8aRJZYSSe34SdpRKMRDRrdIH0TRCj4wd+BMDyRH0LKTIIYlt2xu3/eGtTzgVUp53rq5cX70G071bA0ln/WaaqA1Wc4dXFIjPMl5x6DORqUBduCGFLS65m8+eW1lDIzcTRqGPxqFEgYJdRE1phAqVgJV3iYMNMDTFotYgiId1w5kZ3v1QgbKQDuO1bRaUAE5tKB+QonDP2IhpjVUpicPesTC/RQGIWRFrxqg1BEyI8K/jCjUFsSTKJmpOCQt3W/iT4lnSyJBBBde/Ua1cdQBp4ERC1I9VCGHk6beRoVi0twpeCeg3yk+kyuMPVGFcx1m+h9RkpxkPH82LohL9ddpE8F3b0dHHINDVGSPYemBgK+F/+nqQ90AYR1ydmSKmFSNQFBeeoU9ZFg1WWzhQes6E9vU6y+D0dBTOA5wGqdMk/MlVhdNWdcsa6fvvDRdTORnXzr6lOXLPTFIBIw/J8iV2+Qn7SYpDe/WOT7j1UUSCTBm0Cma8SD9As+EFwDnpYzlvUjJf6T088/V2aTNq4d6aVwuD8J8EtBkMh3YHhHWoFSyvGYkhkYc08+ZYDOCKJKuB3/EI6L4yMdwwq5OYGIBB4ZJo6bVShafeJfWmoakAqiBbs/puQlDMpsiThd3FejABAQKkhsZaVNCXQYmBFCcoNqJIjhvi+WNiurJUhPIqZFoB1OAT19qi9Ub9D7nhSOTYtWDnIpNuTSMXMHwhomGxwJmcfBgIz7KfoR/s+gcsCrheHguR0PHZNP3xC3xhCNSAa4bRftQuyhQWSn+zQd8f5D6hxKlIdJPhy6jgOupRNGa7TCq+T4TzHRo8y15YJqkpaFZgbSeVYHjRB5+oCWIof6BNXE9ZuLTLs3T5BW2dB3+swYnGvOK/cVZl+m020pvHuvyA2GgzDRHEiI6ZnCBH5Jf/0eiAjlqJT2nm+UEgOICdElQG8VXGQhkKQmk/aGyRJEEKlsQ3SMoJMoEZM6ImYiViwYEB/PzaD0nGOJ0olVQkIcuZi34EiIgwdCwvQeYWXNCrFzqCRwbgc6AVZnaEKoNFjvX3lSwQTwtB8xWn2bvJi1UkAEAlLH95/a2m4ohv5m7AfFZKEckGJ5+Hid4Nb5P/t1xCzshi3ywtcdbk1WIp0WDx2tJcaBFwk+GEkGnKC0E4Hjmzfr5yn5xoArDPQ6b0xQUsHfIV5E/x77q/59g1M0UtRcwP1w2RA1pWNRTzoO7Vc4iulghyMh8x4cCXFwaCLg9ULo3dY8jwmaPh1NBSqcED3jwYH5WTVwOo0Rv9H/QyQQJY44Jd020DuRZkk7SXtGffQrsWgUaonvPhA5N1TthCuurW+UQzEcCZk/SYgTpjo4ZADKKImyEI6/kr42vuiStFe7mI6p1Xrwk0YlygVCTy815It7y4n0YHdfDoocY5sJENZ6dvhGV2TTh8TBwaEYThPi0OyAsROmbQzmaAGyzj03xf7j9gno8TEvhuPRX9y6o67+cbDFlTNsxDU/goZy9x6gKbrh/9DKH4dkcJGQeQ8uHeMw1wHB28X9tLlc0HKcvPrcLuZzcHAonUZ0mP9IiGtg59CsgKkWZbJeVQT+D5+oFbSDg4ODw7wHR0IcmhVonkXJZiNyhd1Sa4W37xS5ZIDIlcPdis3BwcEhKzgS4tCssEgbke1uUtEiQj8cKnFurCUwjLt5W7WTxxSNhmZBI0EHBwcHh/LhpGQOzQ74WlTD26JcYC/eaAfeoCZltJV3LcsdHBwcKoOLhDg4lAB+G15jrxZ+X5/OIq2bQYrIwcHBYW6Hi4Q4OJQAqaE9n9JOxzTxwj7claM6ODg4VA7nE+Lg4ODgUHO4Et15D65E18HBwcHBwaHZwmlCHBwcHBwcHGoCR0IcHBwcHBwcagJHQhwcHBwcHBxqAkdCHBwcHBwcHGoCR0IcHBwcHBwcagJHQhwcHBwcHBxqAkdCHBwcHBwcHGoCR0IcHBwcHBwcagJHQhwcHBwcHBxqAkdCHBwcHBwcHGoCR0IcHBwcHBwcagJHQhwcHBwcHBxqAkdCHBwcHBwcHGoCR0IcHBwcHBwcagJHQhwcHBwcHBxqAkdCHBwcHBwcHGoCR0IcHBwcHBwcagJHQhwcHBwcHBxqAkdCHBwcHBwcHGoCR0IcHBwcHBwc5l8SMn78eOnYsaO0atVKBg4cKJMmTYp9/4QJE2T11Vf33t+zZ0+57777Cv7e0NAgJ554oiy//PKy8MILy4gRI2TatGlVPgoHBwcHBweHuYqE3HTTTXLkkUfKSSedJC+99JL06tVLRo0aJTNnzrS+/9lnn5UxY8bI3nvvLVOnTpWtttrK+3n99dcb33P66afLueeeKxdeeKG88MILsuiii3rb/PXXX5vwyBwcHBwcHBzikGsgbFBDEPno37+/nH/++d7v9fX10qFDBzn00EPluOOOK3r/6NGjZfbs2XLPPfc0vjZo0CDp3bu3Rzo4nBVWWEGOOuooOfroo72/z5o1S9q2bStXXnml7Ljjjk14dA4ODg4OSTBjijtP8xpW6Fv6PS2lhvj9999lypQpcvzxxze+VldX56VPnnvuOetneJ3IiQmiHHfccYf3/w8//FC++OILbxsBWrdu7ZEdPmsjIb/99pv3Y2KhhRbyfhwcHBwcmseE5TDvoabpmK+//lrmzJnjRSlM8DtEwgZej3t/8G+abZ5yyikeUTF/eM3BwcHBwcGheqhpJKS5gEhMOLrioiAODg4ODg7zMAlZZpllpEWLFvLll18WvM7v7dq1s36G1+PeH/zLa1THmO9BN2KDS704ODg4ODjMZ+mYBRdcUPr27SuPPPJI42sIU/l98ODB1s/wuvl+MHHixMb3d+rUySMi5nt++OEHr0omapsODg4ODg4O82E6hjTI7rvvLv369ZMBAwbI2Wef7VW/7Lnnnt7fd9ttN2nfvn2jRmPs2LEybNgwGTdunGy66aZy4403yuTJk+Xiiy/2/p7L5eTwww+Xf//739K1a1ePlPztb3/zKmYo5XVwcHBwcHBoHqg5CaHk9quvvvLMxRCOkjJ54IEHGoWl06dP9ypmAgwZMkSuv/56+etf/yonnHCCRzSojOnRo0fje4499liPyOy3337y/fffy9ChQ71tYm7m4ODg4ODg0DxQc58QBwcHBwcHh/kTNXdMdXBwcHBwcJg/4UiIg4ODg4ODQ03gSIiDg4ODg4NDTeBIiIODg4ODg0NN4EiIg4ODg4ODQ03gSIiDg4ODg4NDTeBIiIODg4ODg0NN4EiIg4ODg4ODQ03gSIiDg4ODg4NDTeBIiIODg4ODg0NN4EiIg4ODg4ODg9QC/w+Dwmsss6gSCwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plots a strip plot with the labeled histogram and the decision boundaries, coloring by sample labels\n", "hist_kwargs = {\"bins\": 100, 'color': \"black\"}\n", "gmm_thresholding.plot_strip_plot_histogram_with_decision_boundaries(y_axis_limits=(0,0.06),\n", " hist_kwargs=hist_kwargs,\n", " scatter_density=False,\n", " );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or colored by assigned labels:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "## Manual Thresholding\n", "\n", "Override automatically calculated thresholds by specifying `manual_thresholds`. This is useful for applying consistent thresholds across datasets or using domain-specific cutoff values." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Reinitialize to demonstrate manual thresholds\n", "gmm_thresholding_manual = GMMThresholding(\n", " adata=adata, \n", " feature='cycD1 (nuc median)',\n", " label_obs_save_str='Manual Low/High DNA Content',\n", " gmm_kwargs=gmm_kwargs\n", ")\n", "\n", "# Fit the GMM (still useful for visualization even when using manual thresholds)\n", "gmm_thresholding_manual.fit(n_components=optimal_component_number)\n", "\n", "# Categorize with manual threshold at 0.05\n", "# The manual_thresholds parameter overrides automatic boundary calculation\n", "gmm_thresholding_manual.categorize_samples(\n", " ordered_labels=['Low', 'High'], \n", " manual_thresholds=[0.05]\n", ")\n", "\n", "# Visualize to see the manually set threshold\n", "gmm_thresholding_manual.plot_hist_distribution_with_boundaries(resolution=100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "## Results and Utilities" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 6797 × 289\n", " obs: 'Low/High DNA Content'\n", " uns: 'gmm_thresholding_events'" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata = gmm_thresholding.return_adata()\n", "adata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thresholding metadata is stored in `adata.uns['gmm_thresholding_events']`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Utility Functions\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Generate Thresholding Report" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Thresholding Report\n", "==================================================\n", "\n", "1. cycD1 (nuc median) (Standard Thresholding)\n", "---------------------------------------------\n", " Feature: cycD1 (nuc median)\n", " Layer: None\n", " Obs column: Low/High DNA Content\n", " Components: 2\n", " Thresholds: [0.0191]\n", " Labels: ['Low', 'High']\n", " Cell counts: Low=5744, High=1053\n", "\n", "==================================================\n", "Total operations: 1\n", "Operation types:\n", " - standard: 1\n" ] } ], "source": [ "# Generate a text report using the method from the base class\n", "report = gmm_thresholding.generate_thresholding_report(\n", " output_format='text'\n", ")\n", "print(report)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or as a DataFrame:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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OperationTypeFeatureLayerObs LabelComponentsThresholdsLabelsParentRefined FromTotal Cells
01. cycD1 (nuc median)standardcycD1 (nuc median)NoneLow/High DNA Content20.0191Low, HighNoneN/A6797
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" ], "text/plain": [ " Operation Type Feature Layer \\\n", "0 1. cycD1 (nuc median) standard cycD1 (nuc median) None \n", "\n", " Obs Label Components Thresholds Labels Parent Refined From \\\n", "0 Low/High DNA Content 2 0.0191 Low, High None N/A \n", "\n", " Total Cells \n", "0 6797 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Generate a DataFrame report\n", "report_df = gmm_thresholding.generate_thresholding_report(\n", " output_format='dataframe'\n", ")\n", "display(report_df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Boolean Label Combination\n", "\n", "Combine categorical labels with boolean operators (AND, OR, XOR) for advanced filtering." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Combined label distribution:\n", "control_and_high_DNA\n", "other 6455\n", "control_with_high_DNA 342\n", "Name: count, dtype: int64\n" ] } ], "source": [ "# Create a synthetic treatment label for demonstration\n", "np.random.seed(42)\n", "n_cells = len(adata)\n", "adata.obs['treatment'] = pd.Categorical(\n", " np.random.choice(['control', 'drug_A', 'drug_B'], size=n_cells)\n", ")\n", "\n", "# Combine two categorical labels using boolean operators\n", "# operator options: 'AND', 'OR', 'XOR'\n", "# Note: Parameter names have changed - use obs_key_1, match_values_1, etc.\n", "adata = create_boolean_label_combination(\n", " adata,\n", " obs_key_1='treatment',\n", " match_values_1=['control'],\n", " obs_key_2='Low/High DNA Content',\n", " match_values_2=['High'],\n", " operator='AND', \n", " output_obs_key='control_and_high_DNA',\n", " true_label='control_with_high_DNA',\n", " false_label='other',\n", " overwrite=False # Default: raises error if output_obs_key already exists\n", ")\n", "\n", "print(\"Combined label distribution:\")\n", "print(adata.obs['control_and_high_DNA'].value_counts())" ] } ], "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": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 2 }