{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Quickstart" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you have an already installed Python3 environment in your operating system, the easiest way to install `Deep-LC` is to using pip:\n", "\n", "```\n", "pip install deep-lightcurve -U\n", "```\n", "The detailed information can be found in our installation instructions.\n", "\n", "Once you have successfully installed the `Deep-LC` package, you can download our released model for your light curve classification. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%reload_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import deep_lc as dl" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1. Load model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have different models for various situations. They are avilable on [Zenodo](https://zenodo.org/records/10081600). In most cases, you can choose our most genereal model \"combined_17_conformal\" as the default model, since it contains most classes, trained on both space-based and ground-based data, and has been well calibrated for in-distribution data.\n", "\n", "If you are only interested in variable stars from space-based observations, like TESS, Kepler, you can choose our \"combined_7_conformal\" model as the default model, since it only trained on Kepler/TESS dataset for variable stars and also has been well calibrated for in-distribution data.\n", "\n", "If you are focusing on the anomaly detection, based on our test, only the power spectrum model for variables should be applied" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ckm/miniconda3/envs/torch20/lib/python3.10/site-packages/torch/nn/modules/lazy.py:180: UserWarning: Lazy modules are a new feature under heavy development so changes to the API or functionality can happen at any moment.\n", " warnings.warn('Lazy modules are a new feature under heavy development '\n" ] } ], "source": [ "dl_combined = dl.DeepLC(\n", " combined_model=\"combined_17_conformal.ckpt\",\n", " conformal_calibration=True,\n", " device=\"cpu\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2. Load light curve" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The allowed single band light curve data format should be a numpy array with shape (N, 2), where N is the number of data points in the light curve. The first column is the time and the second column is the relative variability. The time should be in unit of days and the variability normally avarage at 0. The time should be sorted in ascending order.\n", "\n", "For a multiband light curve, the data format should be a numpy array with shape (N, 3) or (N, 4). where N is the number of data points in the light curve. If shape is (N, 3), the first column is the time, the second column is the relative variability and the third column is the band index (start from 1). If the shape is (N, 4), the third column is the uncertainties of variability and the forth column is the band index. The time should be in unit of days. The time should be sorted in ascending order.\n", "\n", "In most cases, you can use the `light_curve_preparation` function to prepare your light curve data. The function will return a numpy array with shape (N, 2) or (N, 3) or (N, 4) depending on the input data. It can handle single or multiband light curves automatically." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ckm/miniconda3/envs/torch20/lib/python3.10/site-packages/lightkurve/config/__init__.py:119: UserWarning: The default Lightkurve cache directory, used by download(), etc., has been moved to /home/ckm/.lightkurve/cache. Please move all the files in the legacy directory /home/ckm/.lightkurve-cache to the new location and remove the legacy directory. Refer to https://docs.lightkurve.org/reference/config.html#default-cache-directory-migration for more information.\n", " warnings.warn(\n" ] } ], "source": [ "import lightkurve as lk\n", "import lightkurve_ext as lkx # This is my extention of lightkurve for some extra functionality" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# download a TESS light curve\n", "lc_data_list = lk.search_lightcurve(\n", " \"TIC 470109695\", mission=\"TESS\", exptime=\"short\", author=\"SPOC\"\n", ").download_all()\n", "lc_data = lkx.LightCurveCollection(\n", " lc_data_list\n", ").stitch() # Use my own stitching function to stitch the light curves together\n", "lc = dl.light_curve_preparation(time=lc_data.time.value, flux=lc_data.flux)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3. Predict" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(['Rot/CEB'],\n", " (
,
))" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dl_combined.predict(\n", " lc, show_intermediate_results=True, return_conformal_predictive_sets=True\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4. ZTF light curve example:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# load a ZTF light curve\n", "data = np.load(\n", " \"ZTF20aawwcgb.npy\",\n", " allow_pickle=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(['SN Ia'],\n", " (
,
))" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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k999P449C134DHG+++SK+3fsljEZDM0pFEARBhJvCwkKo1WoAgFqtdilzTwQGKSZ+8sYbG7D1g5c97jdbbJGDBoPvxlEEQTSe/Px8DBw4EBKJBLfeeqvXsSaTCbNnz4ZKpYJKpcKcOXNgNkdulC+5A6KT7OxsvgaKUqlEdnZ2mCWKbigrx09EIpHXHzSrxQIA0OvrkJTUMor0EEQ4yMjIwKJFi7B7926UlJR4Hbt8+XLs378fx48fBwCMGjUKK1euxJIlS5pD1IDg3AFqtRpKpRKrV6+GXC4Pt1iEH8jlcqxevRqFhYXIzs6mz62JkMXET0QiEcwWk8f9FmuDYkIQROgYP348br31VrRu3drn2A0bNmDRokVIT09Heno6Fi5ciPXr1zeDlIFD7oDoRi6Xo3fv3qSUBAFSTPxEJBLB4sViEl9fwMqbK2fkqB7Yt++roMtGEIQrarUaJSUlyM3N5bfl5uaiuLgYVVVVHo/Ly8uDQCDgX80FuQMIwgYpJn4iFothsXhWTLiW2Saze6sKl61zpOBg8IUjCMIFrVYLAEhJSeG3cX/X1NR4PC4vLw+MMf7VXHDugCVLlpAbh2jRkGLiJ7YYE8+uHNQ/WXmyqphMtmPFMVhOnSAiEYVCAQAO1hHu78TExLDI5AtyBxAEKSZ+IxSKvFpMUP9k5cliotfbouzFYlJMCKI5UCqVyMzMREFBAb+toKAAWVlZSE5ODp9gBEF4hRQTPxGLxXxKsDusVlu3E08WEy4oViwWB184gmhBmM1m6PV6mM1mWK1W6PV6GI1Gt2OnTJmCFStWoKysDGVlZVi5ciWmTZvWzBKHHqPRiPLyco/3gXAPpWdHJpQu7Ce+XDmcNcVsMWPX7k+gUCRh8NV/5/dzhdfi4yO/O/Dp06cxZMgQlJeXIz6eGhY2hvTbl+KDJ+/F0N4UwBhsli9fjqeeeop/L5PJMGzYMHz77beYMWMGAODll201hxYvXozLly8jJycHADBx4kQsWLCg+YUOIUajETt27IBer4dUKsXIkSPpAcgPKD07ciGLiZ+IREKvrhxLfR0Ts9mEZ597AnlPzQQALF/xCE6dPspbVLzx22+HsWHj6ibLWlFR4fXJSSKR4I477vC4/9NPP0VlZSXq6jxnGM2ZMwevvfZak+SMZcwWKz49cNzjfoPJjMvV4X1Ks5gtUdlCwTk4lTGGb7/9FoBNIeGUEsD2QLFu3Tqo1Wqo1Wrk5+dDKIyt5zGNRgO9Xg8A0Ov10Gg04RUoSqD07MiFFBM/EQqFXpULTmlxduXs278DW7as86jUMMZ4pWbVs4/jvfdebbKsqamp/JOjO4xGI7Zu3epxP3ed3grK5efn44EHHmi8kCGg4OwFGE2eZX7ho/3oPfXZkMvBLfZCoWdr04OrP0CPyf8NuSzeePzKUfjsWc/VjInoICUlBVKpFAAglUodspAIz1B6duRCiomfCAQCMGZFYeFpjBzVA9U1Ghw/fgT5Ly0FYLeYu1FAjCYjv//nI/sBABUVZQCAd959Bf+4uZfDHN4oLy/H5s2bfY47cOCAH1flHm5hbYq/2mKxYPfu3Y0+vjEM//drePFjz9f9yuc/4KJa2+TzlFVW44eTRR73m8w2RVMU7/m/177fIuPp7IePvwy3CEQTEYvFGDlyJIYNG0ZunACg9OzIhRQTP4mLiwNjDMXFZwEAVVWVWPfSMmzb9jYAR1eOM2azibeYHDv2E06eLMA9912H8vK/cPLkLwDqlRI/zOqPPPIIJk2a5HOcs7WDMYZXXnmFl9Mdu3fvxrZt23gFqSmKyaZNmzB8+HCv9SIay+VqHSwWRyWOe6/W1kFvNOHcX5ddjvNH8Tt0qhgGL1YXAJiQtxljFr7hcb+xXjGJ96KYcGNCxYcffogUaYLPcSY9NZ2MBcRiMVJTU0kpCRBKz45MSDHxE04xEdQXUmNWhng7X7XFWu/KcWMxMZtMDgqBVmdbrC9fLkdiUgoAW8VYK3O/cF66VIaaGg0A34srZ+3g6qZwFBQUYMaMGdixY4fHY4cPH46xY8cGxWJSW1sLALzvu6lcvlyJ439WAgB6TP4vlm9xtMbUGmyySsVCLFi/HVfPftFlDovVt+I3esEG/Pe9b72OqdB4jw3hFBuRl8BhvTG0jeS+/vprAIA1xAoQQRBEsCHFxG8EYFYr4gS2W2ZlVocgOmv9E7vVzeJnsnPlAECCzKad19Y2uBUYY0D9oQaD42I++f4b8OTS+wHYgvncceHCBQgEAjzyyCMA4BC4yhjjm535E+DlSbkJBO7JLVjpi6NuGY/hyz7j3/9y9i+H/Tq9TVaZWITiixq3c1jtLFK/FZbi3F+X3I6rrKn1KovVh2Xrx5PFAAChF4tJqGnTpg0AoK46+BYrgiDcQ+nHwYEUEz+Ji4uDlTEI4mwVXpnVCmG8q8WEubF6mOxcOQAgkdgC1Wprtbz7hjHGNwJ8fs0ilzkuX74IALwy5JxNkZmZCcAWlAoABkODiX7dunUYO3YsAGD27Nk+rzUQi0lSUhL27t3rsp1ToOzlaAq//HrU4b2zAshZTCRiIcQi95YKe4Xi7/NewdWz8wOW45MDx1Cl824FmvTMewAAkYfg132//RHweQOFM02b6oJjsSIIwjtc+vHSpUsxd+5cUk6aACkmfhIXFwcwBgFvMWGIq1dMbDEkNqWCuXO1MObWBWOxWGA0GeuHMF6pKS4+h48+3ohH//VPfl7OyrJp0yb+WI6pU6fancpVqTh16pTba7JXbu666y7HawVQVFTkEkSr1+sdjqupqcFbb73lMjdnMfGWchwIzoqYs9WCU1QEACQi9+mgFi9uML3RxJ9DAM+N2/I27fRHXACeLSaPvfKF33M0Fk4xtPqIlyHCCz1hxw6Ufhw8SDHxE5vFxM6VY7Ugvn4BNxoNvELiycxvbzFh9T4bK7Py3YYZYw4L4sZNa3Dy1K/48CNbkGVcvONia694bNiwweV89pYKTtFwxn6Od999l/+bK6o2ZswYXHPNNQ1yMwaZTIZXXnnF7Xz2cIqJrxiTAwcOOCgvVVVVOHjQd6NDZ4sJp1RYGePjN5wDZJmXGJOsO1fg9S8P8e/Pl1Wizfg8aOscLT5xAXSb9TQyUeZfW4JPP/2Ub0QXKJxi4py+funPv3Dxj2JoLlY0al4ieNATdmxB6cfBgxQTP7GlCzu6cvjF0Grln8Y9FaxysJhwY+yGMjDE2QVLcvEdFy9eAABcvlyGjz/+kN8fSOyGp9btnn4IPVV7vXzZlunyxx+Orgh383MuJ05BOn36tMsYrVaLa665BgkJCSgtLcXbb7+N+++/H0OGDOHHfPrpp7j99tv59+fr40ec7zP3zsoYdh85AwDQ11sLzv11Ce98/Qsf/Hqpyv11f3/8PADAZLHg8Ok/AQDlGi0MJjP/+bm71q8OnUKb8Xku2z3dd4XMv8yJW2+9FXl5rvM6wxjDn3/+6bCNu/9vT33cYft/bpmM/942DevnuLoLieaFnrBjC0o/Dh6kmPgJl5XTYDGx8ouhxWLh3TDuYkxsY2yLpFyeyC+qzEEzYbxlw2wxw1ofb2K/uE2c2OBuCYZiwmXOOONJueKUjIQE32mo3DnVajWKiorQo0cPfPGFowvDvsNrRkYGJk6ciIsXLzqMmTt3Lj744AP+/ez8bV5ltLekcMXW7n36XTyc/ylvzcr/pME9deFSQ+dZLoX3na8L8O43BQBsFpLMfy7n3S/uLCacIvT2nl8cFJS4ONexd6/Ygv3HzruV3R4u3dtbAHJFhc3q8frrr6N9+/YO+9wFSZ880GARIotJ+KEn7NiD0o+DQ2zVZg4hNsXEyisPVtZgMbFYGp6oPaXzcjEhVquFXyDtF1fGgLg4m6XCYl8LxYM/IBDFxJMrx1NNk6+++srtdk9WA3eKD3dtN998M7/t3nvvRWVlpVdZL1y44HYeDi6g1NllZu/K4fjftoOYfctQiIRxbo8BgNwHnkfFR3kA4FA19vApmwXipc9sbqWvf7HVrxG4UTa4eiXfFJz1eF0PPv8B6gwm7Pr5jMcx9rRt2xaArQ+M2WxGXFycw+eoVquRmpqKL774Ar///rvL8e7Kru9+dQv/d11N0wvNEU2De8IuLCxEdnY2LWYEUQ9ZTPzEuY6J1dJQEM1isfCLtqOy0fA3ZwGxWllDJo6dEmOzxtgWPfvqsZ7iIoJhMfGkRHF9RzyNd57vxx9/5JUZg8GACxcuuLVocGZrb5w/f97rfrEbxaTX/c9i71Gbe8n+vM9/sA8vfnKAjwVyl8ptj8HUoKhx87/x1WF+W2VNrVs9UVg/v7OLyP4+fbTvGLYfcnVneYJT4KRSKUQiEe677z6H/VlZWQDgoJS0bduWbzXgfP9LTvyOqgrXonNEeKEnbIJwhRQTPxEIBLBaHYNfOVeMxdrgerF35RQXn+P/treYuHXlgPEWE/v6Jty8zgRDMfFWBdaZ2tpafPTRR273/frrrxg1ahQAYMaMGcjMzAxo7kDgUoHtlYxyjRZbdh8B4Fo812Kx8tkxvuJWvfXZKblUhe6TVjm4Z3R6I74/fh6vfvEjALi4aAKIkwVjDB/+cM5FWZTJZACAjz/+2GE7Fx9kP768vBz/+9//XLYDwJp7ZkNTVu6/QARBEGGCFBM/sZnRG1Y9i8XCWzxsMSYNgbAcH3zYkC3DbTeZjHwBNUeLihVx9QtodbXG4TzuCIYrx58S7RzLli3D3LlzvcoEAD///LPPMYHg/OTPWUycbR+couLsrjFZLBDWB/P6yqgx2FVJ9VRDzX6OR9d9ig3bD7sfCO9px/YYTWYcLbyIORv2Yc+3jjVhuOZsnnC+z3zaehR2DSYIggBIMfEbzpXDFUEzmYwNMSZmM6xuFgTeIiIQOKQLP/5/k7kBPB99vJG3mNjjqSux0WhERUWFzwVIIBDgpZdecrvPX8XEYrHg+++/598vXbrU69hA5g4Ubqk/VliGMyUNAZxWXjF0vB9mO4uJu2BUe+wtJp7Svu0VkzMXLqGq1nM69IL12wEAWXcu93redv9cjhH/txEAsH3HLod7xykmjDEcPHgQZWVlDsc632cuaDYQxaTyrzLfgwiCIJoJUkz8hA96rV8I6vS1dlk5Zr7PjdsF2UOBNfveOFs/WM8Xb7MnPt59fLLRaERqairWr1/vU3ZPacE5OTnYv3+/z+PXrl2L7777zuc4oGFh9GQxufvuu/2y9riL2QGAbT82xGkMeXhdw3i37jFbfxwu+NWXBcPoYDFxv7Dr7ZQXk9nitYMwf0wAfXFeWPc/7Nmzx0WOuro6DBkyBMOGDXMY7/y9+v7772E2mwNSDI/u3uf3WIIgiFBDWTl+wsVpWOstGPq6hlRbx+DXhgWBWwitVotby4fz4ucuFqRdu45u5eGenE+cOOHvJbjlpZde8qkoONfI8MS+ffv49FZPC+M777wDlUrFl873hNlsRnV1tc9zniyypRdzNUqe/8BxkTXbu3I8WEzm/s/Wg8doF/zqqeHf+bKGAF6j2QKxhyqzTcE+ANhZwXPOwLl06ZKLq+7IkSMBWUwsVB2WIIgIgiwmfsL9+Ft4i4nOLl24Id7EXeaHxWLhXUD2ONc8MRpc3QKeLA8TJkwAADz//PP+XoJb3nnnHdxwww1ex/j79L1kyRKfFhPAtnD64osvvkCbNm1QVFTkddy1/7IFe3rKXnpz1xHE+3DhvLnLJo+34Fd3GE0WSDz05fGXD/Yeddn2wAMP8H+bzd5lWr16tcu2q666CjNmzPBbBufqsARBEOGELCZ+wrty6hdcvb6uIV3Yarar/Oq6iJstDTEo9jg/1JaWuVomrNbwLxq//PKLX+Ps04y9KSa1tbU4duyY17m4nkD+4q3j76liWzaKt145gGPwqz+YzBaPjfo4nMviO/PQWveZTg3H+5bp5MmTLtsCspiQYkIQRARBFhM/4eI/OJeMxWKXLmxX+dXqRjGxmM0eLCa+F49QBZEGwuHDnjNPPGH/1O+MwWDAFVdc4fX4Tz/9NKDzFZdrPO7T6W2uKrMPJSFQi0lFlQ4nzl/0OqbO6Llyqz/4spgAcKmoGyjxQiHKz/+J/03+V5PmIQiCCAakmPgJH2NSryiYzeaGp1m74NYvvmhohteguJjdPvm6q1HSpXNPh/eRkPXpqxFfoLgrl94ccPfyeJF7ZcK+wJq//FboPaPF0MT4jccff9z3oCYSLxLip207ceGEawVZgiCI5oYUEz9pyMqxLV4Wq5m3njA7xUSrbQjY5LZZrBa3Sog7t4/zou2p9040465cenPybcE534OChCGAjBx/ufHGG4M6n0gs5i2CVP+EIIKH0WhEeXl5QHWnCFJM/IYPfuXqdFgsDX8zq1vFg+t5Y7OuuEkXduOmEYkcO88e/GGPy5hox9+YlWBRWVPXrOezx+TDfdQY9uzZg9TUVL/H73vzQ+8DBAK+QIynIOJIw2QyYfbs2VCpVFCpVJgzZ45Ht9fkyZMhFouhUCj418GDB5tZYqKlYTQasWPHDuzduxc7duwg5SQASDHxEy7VlIsVsVjMfNCgpx9zrmCaUCh0G8TqvraJ41znz/vX9I2ITBa/4b4hoi/atWvndX95uf/l5Xe8uMH7ALseUCwCYpr8Yfny5di/fz+OHz+O48ePY9++fVi5cqXH8TNnzoRWq+VfgwcPbkZpiZaIRqPh3eB6vR4ajSa8AkURMaWYmEwmDB06FCkpKfjggw+COjcXY2If/Mo127N4yJzJzLS1Me/de6CHGBPXRSA+vmnppy0dmTiyEs1++r2kUcd5KooXChgYX3MnWhSTDRs2YNGiRUhPT0d6ejoWLlzoV7FBgmguUlJS+MrNUqkUKSkp4RUoiogpxUQoFOKDDz7Ao48+GvS5nSu/ms1m3lXjuZ+NwfaHXSl7e9zFjwTTx//iiy8Gba5ooS4EMR1NwWxu3ELvz9PVv//974Dnbdupg8s2xgBBXPQoJmq1GiUlJcjNzeW35ebmori4GFVVVW6P2bx5M1QqFXr16oXnnnsuIrLdiNhGLBZj5MiRGDZsGEaOHAmxWOz7IAJAjCkmAoEA6enpIZm7IcaEs5I0WEw8/ciZTDafopVZYTGbkZiY7LTfNZU0mAvDww8/HLS5iMZhClGXZQA+U67dkZCU6LqRMb4VcjQEv2q1tu7b9k+g3N81NTUu4x9++GGcPn0aFRUVWL9+PdauXYu1a9d6nD8vLw8CgYB/EURjEYvFSE1NJaUkQMKimOTn52PgwIGQSCS49dZbHfYFEtTWnDgHv1osZrsqpx4a7ZlsFhNmZfjgww2oqalCQoLCZb89Ag+dgJub7OzscIsQE/iqndIUGpN2nZDsqpgwxji9BCyE8gYLhcL2f8jeOsL9nZjoen39+/dHmzZtEB8fj6uvvhpPPPEE3nvvPY/z5+XlgTHGv5oKZWZEPzqdDseOHXNwsdLnGjrC4pDPyMjAokWLsHv3bpSUOPrg7YPaAGDUqFFYuXIllixZAgCorKzEP/7xD5c5Fy9ejNGjR4dMZk4xMdSXjbdl5Xgvv26q/8JWVVXy22prtfzfRoOrYuKuw3A4CFetkVgjlIpJY57C2nTMAvY6ZqTYFJPosZgolUpkZmaioKAAnTt3BgAUFBQgKysLycnJPo6GS2+hUMJlZuj1ekilUjLpRyE6nQ5z586FWq2GUqnE6tWrIRKJ6HMNIWF5PB8/fjxuvfVWtG7d2mWfr6A2lUqFH374weUVSqUEaFiodTpbnRKz2Q+LSX2Mye9n3Jdf52NQ7IiU4Ndw1xqJFUKpmDTmM1Kmp6LfTdc7bLOYTECUBb9OmTIFK1asQFlZGcrKyrBy5UpMmzbN7dj3338f1dXVYIzhp59+wn/+8x++11SoocyM6KewsBBqta15p1qtRmFhIX2uISYy/Ab1NCaozZk77rgDmzdvxtKlS70GBwbqR+YUk5r6Amq2dGHHTrp9+17lcIyvPidGo2tF1UhRTCJFDsIzjYl/EIpEkKckOWzb8b/NfPBrtASFLl68GIMHD0ZOTg5ycnIwZMgQLFiwAAAwY8YMhyaG+fn5aN++PRITEzFx4kTMnDkT8+bNaxY5KTMj+snOzoZSqQRgs9ZlZ2fT5xpiIuqx2FdQmz9m2vfff9+vc+Xl5SEvL49/7+tHnit8tnevrS+JffArZzHp328Ifv31R/4YT5YUDoMbi0mkuHIo6C/yacxnFCeMd9vmgJ8rClw5gO1BYd26dVi3bp3Lvpdfftnh/XfffddcYrnAZWZoNBqkpKSQuT8KkcvlWL16NQoLC5GdnQ25XA4A9LmGkIiymAQa1NaccF88viS92cz743U6WyaAUOgYl+EuRdgeo8GNxSRCFJNQ+eEjzUXUJkUelvPePqxPk+dwZ5F7++23vR4jFIlQsONbl+1f1hdhs0ZB8Gu0QZkZ0Yl9cKtcLkfv3r15pQSgzzWURJRiYh/UxhFIUFsocf7yHTq8l//7lVf/AwAQOSsmTtlEUmmCw/sffvzG5TxduvR02dYYVCpVk44PlWLCKZ+RQlyYLEPBOKu7dPPrrrvO6zHxIiEMtbUe90dD8CtBhJrmLifvLuunJRMWxcRsNkOv18NsNsNqtUKv1/MffCBBbc2JP1qx0CmT5a/SYof3ixd5rp3AkZt7dWCCecBXfIsvAlFMNm3a5PfY5l74uFYCngibyyoI53WXRu/reuKFQq8p6dES/EoQoaQ5g1u5rJ+lS5di7ty5pJwgTDEmy5cvx1NPPcW/l8lkGDZsGL799lssXrwYly9fRk5ODgBg4sSJfFBbOPHHBeHcgK+kpNDhvT/xI4KgPEvD72Bhj3KEaMFubsUkPk4Aq5fGdKHo/ttcNEYxiYuP9zqGFBOCaAha5tKBQxnc6i7rp3fv3iE7XzQQsMXkzTffxIgRI9CrVy+MGDECmzdvDvikzgWMGGP49ttvATQEtanVaqjVauTn50dEXII/C7VzjIkzcQLftzsYCgEXQd4UmrPWQygR+rgOtdZ35+FQ6GiNnZNT2AH3iokvMnO6ksWEIHzQnOXk3WX9tHQCWvHz8vKwYcMGzJ49Gx06dEBxcTGWLFmCP/74wyHDpaXiHGPiQpAWuBEjRmDnzp0e9yuVSl4DbyyBKCbBtK58/fXX+Pvf/x60+YLROyc+Li7o9Uj8sYwdO3bM5cnpmmuuwcmTJwG4jzHx9VkIxWKvn62nTtkEEcsYjUaXDBsuuDXUeMr6ackEpJi8+uqr+Oabb9C9e3d+29ixY3HdddeRYgJAKPKuVftjMfHnUdrT4tOhQwcUFRUFxV0SLldOJFpqQhEg68+Uvp6cnC0mkyZN8sOVE8fXLHEHBb8SLY1IqM7LZf0QNgJeBTp27OjwvkOHDlTzoh5frhx/+uD48yTtqQgWl7kUjMUlXBaTSPwuxfsIoG0M/lynr8/AbDZjz549/PtBgwb5Vkzi4iDwoiBHQ68cgggmVMU18ghIMVmwYAFmzpyJy5cvAwAuXbqEOXPmYOHChSERLtrw5crxL8bE93l27drldrtEIgEAVFdX+57EB6FSTDwpTVwn5EhUTLxZGBo9px9j3H0G9vfHZDI5mJr9qWIsiI9DXLznz9bqoyggQcQaVMU18ghIMVm8eDE2bdqE1NRUyOVytG3bFm+88QYWL17MdwNuav2MSKZ791yv+52zcpzxZ4FrysLMLWSDBg1q9BzOcwXCli1bGn0+7rqDpZhMGjGg0cf+kD/b4X1oXDlN/y7ceeedDp+TP4qJzWLieYzZ6Bq3QhCxTHMGuhL+EVCMySeffBIiMaKDu+98BE8+NcXj/mBk5TQFxhiMRiOOHj2KHTt2NGkubsHr3bs3jh2zNSGUy+Vec+zT09ObdE7784ZznoxWjsX84gOYKzFBgppa11YDzvij6/i6hvT0dAezs18Wk7g4ry5Fs9637AQRazRXoCvhHwEpJsOGDQuVHFEBt1B069rbbcdgn43v/FmNmvB0zhiDSCQKSgM+7lrff/999OzZEzKZzGfsiqdFsaCggG/M6GkO7thgKSZNiQtxvoxALCZvPnEnbl3if8E5b/hzLwK9XwKBwKvlzmwgiwlBEOEl4AIhn3zyCY4cOcI33ONYvXp10ISKVPgCaR4WKl8KgT8LXFMKrHGLfjAWd24OlUqFCxcuQCQSuQQ+c/h6Su/cuXPA520q3L2ePHIgNu74qVHHcjgrOd6sIkN6dcRr827D9Oc+8HoOfz7nQANk/e2U7S341WwIbentloy7lFSCIFwJaBWYNm0aZsyYgdOnT/MF0LhXS8BXgz1flV39yspposXEJkfTF3d7C0ZGRgbatGnTaIuJ/XZfFpNgxZg0ZT7nMvbOFoYf8+d4Pe+tQ32n/fkS64MP3Cs2ztfjSzHpcGWuyxzegl/NBnLlhILm7r1CENFMQBaTDz/8EMePH0dGRkao5IlofC34PgMPQxxjwp8niBaTYARp+iNPsF05nEj+WKnWzroFj6z7lH/vajGxyTTtH1fi9S8PQSYRQSSMg8nsmFo7oGu7AOTzLJdcLseECRP8Os7X+0DPnX5Fd4/7iMbjLiWVYhoIwj0BKSaZmZlISEjwPTBG8WYR6dv3KkgkUq/H+2MxaWqMCRB8i4nz/L6O8Xd7U8f6N5/nfaOu7I57buyPBEmDWf3NJ+50kYFz5aSrkngZU+QyVFQ5BgK3VSb6L5eXff7Uodm3bx8AP1w5bk7k7XuozGx6ADPhSnP2XiGIaCcgxeSVV17B9OnT8cADD6Bt27YO+/r06RNUwSKROC8xJLeOvRdiscT78UGwPngjmIoJFy8TbEWhuYJfuRgOT/J/9/xDyOlg+w4fONbQbDFZIXM5Rixy/G8S6lIr/igmrVu3rpelQRj/Y0wir1ZMrMOlpEZajIlOp6NS6ETEEdAqUFJSgl27dmHkyJHIzc3lX/369QuVfBGFN/dGXFwclMrWXo+3X3A8Whd8yOCtRw43f2Ozcv7v//6P/5trnBgMi4knZSMpKcnl2ODFmNT/62E/p5Q44+4a7/677fudnW6r0SOMi3MY99CYwY0XsJE05X75Zbkjgg6XkhpJSsncuXOxdOlSzJ0712spAIJoTgL6hXr00Ufx7LPPQqfTwWq18i+LxRIq+SIKb8GvnJsnQeb5qcO+lLxCkeR2jPNC07fvVQ7vuequ7miMxeSXX37h/87MzOT/5hSTpgau/vjjjw4/xPZzVFVV8X/37NnT4xyNoW9nWxyUMlHme7CPcz464W+o+CgPYwb3xG+vz3WxoCydMjJg+byd0t19PnjwoEP5ee4+OSu7fllMQlDJlog+CgsL+cQFtVqNwsJCH0cQ4UKn0+HYsWMtRnkMSDExmUy4//77IZP58WMfg/jKugHgdcWxWhsUuFtvudevc44dMxHXDPVv4fNHMRkwYADmzGnIKsnNzcXgwYPRpk0bh3HuLCae4NwK7uKPrrzySt+Cw9F6wtEUJaV3dhoqPsrD4J4dAjrO1znT6uNMfDlbOme08rrfm1vPnWJy9dVXO3RddienO8XE/TiymBC2JpFKpRKArSO5r6aRRHhoiZatgH6hZs2ahfz8/FDJEvF4W6StzHfzM4udxWTi3bPcD3JaSJjV6pfVwn6fJzlffPFF/PTTT3jhhRcctu/fvx9lZWUO2wJx5dx44404cuRIUH7YBAIBunbtCgB48MEHGz0Pt/AP7R2aH1tfbq2v/jPN475p/7gS9w1vXMl8b4qTvxYTb+nCRMtBLpdj9erVWLJkCVavXk0xJhFKS7RsBfQL9emnn2L+/Plo164d+vfv7/BqCcTHe44V1uvrfB5vbzERCARITnbtK+RceMvaiE7BnhST2bNnu90eFxfncow7V447srKyAAD9+vXza1H0J7Bz/vz5AIB58+b5Xbivb2fHbBJfFgt77KXm5Kv4KA8KmedYAF+XIRF5/q48NHYwZBLP7Qv8uUee3GcU/EoEglwuR+/evUkpiWBaomUroKycRx991GWbPz+isYI3i0ldnc285u1H3+rUUv6N9TtgsVpw+x1X89ucj2dWq9+Bks4Wk+uvvx7ffPON27E33HCDQ8yCM1wArTuLybPPPosffvgBy5Ytc2jayMn++OOP45lnnvFLZm/XIRAIHL5fK+++Ggve/sHtMVKx40IfjMXXYvFtBfOEt9MLIGhyZk9TYkxa0v9Zgoh2OMtWS8qeCkgxmTRpEv93aWkpNm7ciPXr16O0tBSTJ08OtmwRB7dIu8t6kYhtNUy8LQxJyUqH93K577oXKSmt3D7Ru8M5K8dboKw7Oe3n9pYuPG/ePL/n9HYOezj3jX2si7Ni4o2mdAB2TrnlMDVJMfHmcoHXIJVALCbO27yd97r7bvc5b7RgMpnwr3/9C2+//TYAYOLEiXj++ed5S19jxxJEJMJZtloKAblyLBYLPvnkE4wZMwbt27fHokWLMHHiRBQXF4dKvogiLs72QyZ049K57rrR9X+5Xxjef/cg2md18n0Su4Xl9de+RG7u1X4//TtbTLwpJr5wp3w1Nl2YQyTy7L7o06cPjEYj0tLSHObzVzFpStO+LnZuH/vzmb0oJsxH+CsnjVRs+67867a/NewTeLeYBKKY+PyMY9Rts3z5cuzfvx/Hjx/H8ePHsW/fPqxcubLJYwmCCD9+KSanT5/Gv//9b2RkZODee++FUqnE9u3b0aZNG8yaNQutWvnvz49muAU/zkkxUSpb8/vsn8ISE5Px5JJ1SE3NQLKTtcQT9utIVmYn141ecFZMpFLPlWjdKRH2JbJvuOEGAIHVRPGWNvznn3/izz//9Hq8s+LirJh4uwvO/W0CoU2KAh/m3RfQMe50B/vL5u9F/fsxg3s27INrLFGgcPM7K3L2937L1veadI5IZsOGDVi0aBHS09ORnp6OhQsXYv369U0eSxBE+PHLlpmTk4NWrVrhmWeewT//+U/ex9XSgujcKR+AY32T/656E8XFZ5HZriPS09tDIpFiyOAb/D6HrwUrkKdpb4qJO2677TZMmzYNr7/+Oq655hqXczXFYsLVSAkkvsFZMfF2ZFNcOc7n5HjpkXG4VOU+Na9VUgKqdHov89j+vaF/V1yuruXL2Tecw7dLzpd87vZx+wcOHIjRY8Zg4eqGWJ9YiS1Rq9UoKSlBbm4uvy03NxfFxcWoqqpCcnJyo8Zy5OXl4amnngrlJRAE4QW/LCaTJ0+GXq/HwoULkZeXh2PHjoVaroiEq2Pi7MqR2xVLa5/VCdcMHYGOHbv57J3jDrexA3bKirsfUg5u4TGZTAACt5gIBAK+tYA7S8lTTz2FQYMGBTRnY7Cfp1evXvzfXdKS8cHiO7HjGddU3FAoybcP64uHxg5xu+/TZZO9Hst9Zm2S5fhs+RRIRA33UyAIvMCay/w+Ykxi+aFBq9UCgEO/Ge7vmpqaRo/lyMvLA2OMfxEE0bz4pZhs2LABZWVlWLZsGQ4cOIC+ffuif//+qKmpcajeGes0BL82KCb/enQ5Vix7rVnOf/DgIa+p2Vxl2VatWmHKlCm4++67Az7HqFGjoFKp3BY8W7RoEQ4dOuTxWH8WxUAtJqNHj0ZVVRU0ZX/imh7p+FvvjujfNdNlbFNcOY0hTZUEudRzOrFLLz2HDU0P1LWfLycnB4DNFee8PxbVE4VCAcCxcjD3d2JiYqPHEkSoMBqNKC8vh9FoDLcoUYHfwa9yuRzTpk3D999/j99++w3XX3895HI5+vbti2nTPBeTikWEwoZYiAH9r0GbNmleRgeIhydhAOjbN9evKeLj47Fhwwa+Iqv707hfsrp06YLLly97DVQNdE57uHz8QOZLSkriFxhn3lk0EXuefTBorpxA8BYA6ysrx1+LxqFDh7Bjxw6v8x8+fBg7d+7EiBEjXBQTabLr4hvtVgClUonMzEwUFBTw2woKCpCVleViUQxkLEGEAqPRiB07dmDv3r3YsWNH0JWTWCxX36gSkD179sRzzz2HCxcu4M0330RpaWmw5YpoBg/2Xhq8KbiNMQkw+JUjWJ16/cWfe/Hjjz86vB81ahSWL18e8Hx339APCyfegBv7d0WfTulIlgfuNmsyTuu7/f3mZXdj4fB1n+w/x0GDBmHEiBEuY+znkMvlGD58uNv91z0yBZNeWOYyL8cjb0VnJecpU6ZgxYoVKCsrQ1lZGVauXOnxASmQsQQRbDQaDfR6WzyaXq+HRqMJ2tyxWq6+SYn8QqEQEyZMwIQJE4IlT8Tz+WfHUadv8E0HQy+Zev98rN/wbP187mJM/CNSFBNvC69z1cIvv/zS53zuWDvrFof3z0wfDZlEhDd3HcGGx+7weFxSggTfrn7I4/5AuHf4ALy562cAQP6cW3F9vy4exzpk7MD7Z9rYGBP77dy/4gQZ2va/wmFM207t8dfpcwCAVpmOFXOjhcWLF+Py5cu8G2vixIlYsGABAGDGjBkAgJdfftnnWIIINSkpKZBKpdDr9ZBKpQ7xTk3FXbn6WKh3QhWGGkGcfRO0ADWTpU+9jMrKCodtd9w+zbti0kiLSbt27SCRSGAwGAKSsbEE3XoUwHxJcimenvYPtFUm4h9X9vA4LjtdhazUlCBIByy//yYsv/8mAMA/r88Nypy+8PeeCJw1ITvuWDwX8uQk7H/306gNkhWJRFi3bh3WrVvnso9TSPwZSxChRiwWY+TIkdBoNEhJSXHott5UuHL1arU6psrVk2LSCBzM8gGGF1515XVBlsYzcrkcer2+ScpOIIR7kZOIhHj8zuu9jmnu8Areo2P3PREIBA7Bul8+PRX/+L/1SE2Sobzad88lbg7/ZXAcK5JK8Le7x+P4dz9A3EI7hRNEcyIWix3qRAULd+XqdTpd1JevJ8WkUfgfL9CEqQM+R7iDGoOdqhqK6/E1Z6juoWPxNaCtMhEPj78GN/bvikHds3D05dkQ1l1Gz3+94+d83u+xryygVpnpWPj5m/z71Oz2mPziMjSPbY0giGBhX66eiznhLCjR2jWa+p83glCmpjalImigqbjBJhR1TGIF5+BXgUCAxffciME9OwAA2ioVSJH730IgEMWE/9PL90MslSAp1XMWF0EQkY+7mJNohBSTRmD/ox/sJ2z3C050WUyimVBdQ3CqmNjNEYhiUh8E7U8DSIIgohcu5gRAVMeckCunUdgpJj6auQWDiXfPgjwhxee4SLGY+DM3V2G2OTi2fh56T30OgOdC8N0ybV2NO2cEt+8TZwELJF3YG1ymVWAWk+hXGAmC8I27mJNohCwmjcAhDTfYT5puFpE2bdJx151zgnueEDJ06FCv+6uqqvDDDz80kzS2eI5lU0Z6HZOmSkTFR3lITXFfyC2YNEVP8LepIikjkQVV/iSaCy7mJFqVEoAsJo0k9DEmw4ePC/jYcFtM/JXBXbn7QOcIlBljBmPxG64VVEPJnHFD8cDoqwA41zFp/L3nFBNSPKIHrvInV8di5MiRQU0ZJYhYgywmjSCUawK34PTo3jfgY7leObFCKBbf5oylWHLvcKTVdxUWBMn91xhXjt2JiTAQysqfBBGLkGLSCOxdORJJcOtANGUt/vvf/+57UD2dO3du/ImIgImPj8PMsYObPE+TFBMvUPBr6OAqfwIIeuVPgohFyJXTKGw/+qP/cScUCu9uiUafIUAF5dixY+jevbvf41etWsWX7iaah/RWTf+uhEoxSUiiTruhIpSVPwkiFiHFpBE0dL1NCcXkjTpMoVBAKPT/45RIJHzvkEglVp/im3JZoVBMHnrtWaR16tB4oQifhKryJ0HEIqSYNALuRz9WF85wE9LAzjB+ZMG4rqZk5XiKbek8wJa6rTebGi8YQRBEkKAYk0ZAGRFEuGisxWTwbTdj2D23hUwugiCIYBFTisnBgwcxePBgDBs2DKNHjw559Hu/3KYHM7pAVhgMHDgQAJCcnBxmSYLLTYO6o31qChSyxscYNDZdeMKCh6FMJ1cCQRCRT0y5cjp06IA9e/YgISEBL7/8MtatW4eFCxeG5Fw7tp8K6nxXX/13MLt030BqXTzxxBPIysoKqjxNZdWqVbBYLI06tl+/fiFzkyVIwxd42KGtEj+//GiT5ghV8CtBEESkEFOKSUZGBv+3UCgMKBg03Dz15EsAgMuXLwZ87NNPPx1scZrMY489Fm4RXHh30UT06pgWbjGaBCkmBEHEOmFx5eTn52PgwIGQSCS49dZbHfaZTCbMnj0bKpUKKpUKc+bMgdlsDmj+y5cv46WXXsLUqVODKDUR7dzQvyvSVNGdFksl6QmCiHXCYlLIyMjAokWLsHv3bpSUlDjsW758Ofbv34/jx48DAEaNGoWVK1diyZIlAIDKykr84x//cJlz8eLFGD16NGpra3H77bcjPz8frVtHXxv3QDwY06ZNi9q21kTjiPOjUzBAiglBENFLWBST8ePHAwAKCgpcFJMNGzbg+eefR3p6OgBg4cKFmD9/Pq+YqFQqjw3gzGYz7rzzTsyZMwdDhgwJ4RVEBq+99lq4RSCaGU4x8RW/Q4oJQbjHaDRSsbsIJ6KyctRqNUpKSpCbm8tvy83NRXFxMaqqqnwe/8477+C7777D2rVrcd111+G///2vx7F5eXkQCAT8K1KIIFGICKRTp04A4DN+KpK+0wQRKXANFffu3YsdO3ZQt+cIJaKiQ7VaLQA49JLg/q6pqfGZPnrvvffi3nvv9etceXl5yMvL49/H8g95fn4+VZ2MEcaOHYuioiIkJkZ3rAxBhAN3DRXptzHyiCjFRKFQAACqqqr4+BDOUkI/xI1n1qxZ4RaBCCLt27f3OSaWFW2CaCxcQ0W9Xk8NFSOYiHLlKJVKZGZmoqCggN9WUFCArKysmCu25Qmqr0YEg1hWTA4cOIC+ffsiISEBubm5OHjwoMex58+fh0AggEKh4F9jxoxpRmmJSIJrqDhs2DCMHDmSYkwilLAoJmazGXq9HmazGVarFXq9nvf1TZkyBStWrEBZWRnKysqwcuVKTJs2LRxihpcYXliI0BOrikllZSVuvvlmzJ49G2q1GrNmzcLNN9/ss8pzSUkJtFottFottm3b1jzCEhEJ11CxJSglOp0Ox44dg06nC7coAREWxWT58uWQyWRYsWIFtm3bBplMhhEjRgCwpf0OHjwYOTk5yMnJwZAhQ7BgwYJwiBkWEhLkAIDsjt3CLAkRzcSqYvLxxx+jXbt2mD59OiQSCaZPn460tDR8/PHH4RaNICIKnU6HuXPnYunSpZg7d25UKSdhUUzy8vLAGHN4ffvttwAAkUiEdevWQa1WQ61WIz8/P6oquDaVhAQFdmw/hZyc3HCLQkQxN998c7hFCAlHjx51yNoDbJl7R48e9Xpc7969kZaWhrFjx+LUqeC2kyCISKSwsBBqtRqALeM1mmpeRVSMCUEQTYcxFpXuT5PJBL1e7/HFGINWq3UJWExJSUFNTY3bOVu3bo0ff/wRhYWFOHXqFLp27Yrhw4ejurraoxyRWkqAIAIhOzsbSqUSgC1+Mzs7O8wS+Q8pJgRBRATjxo2DTCbz+CoqKoJCoXCpaVRVVeUxa0+hUODKK6+ESCRCSkoKnn32WZhMJnz//fce5XC26BJENCKXy7F69WosWbIEq1evhlwuD7dIfkOKCUEQEcHnn3/u4uK1f3Xs2BF9+vRxyNoDbJl7V1xxhV/nICtIeIjWIEwgumWXy+Xo3bt3VCklACkmBEFEEePGjUNJSQnWr18Po9GI9evXo7S0FOPGjXM7/scff8TJkydhsVig1Wrx+OOPQyAQYPDgwc0secslmoMwo1n2YBEOxYwUE4KIMHr06BFuESIWlUqFbdu2Ye3atUhOTsYLL7yAbdu28b704uJiKBQKFBcXAwD++OMP3HzzzUhKSkJ2djaOHz+OnTt3tpi6SJFANAdhRrPswSBcilnLSXchiCigtPAM5K3ahluMiOaaa67xmIXTvn17vrUFANx111246667mks0wg1cEKZarY66IMxolj0YuFPMevfuHfLzkmJCEBFEmzatES+n9gtE7MAFYRYWFiI7Ozuq4h2iWfZgEC7FjBQTgiCIGMdoNEKj0SAlJSUsFU+5IMxoJJplbyrhUsxIMSEIgohhjEYjduzYwTeuox4xRCCEQzGj4FeCIIgYRqPRQK/XAwD0er3PvkKxjNFoRHl5Od+bjYhMyGJCEAQRw6SkpEAqlfIWE+fKuS0FshxFD6SYEARBxDBisRgjR44Ma4yJv+h0upDFM7izHKWmpgb1HERwIMWEIAiiCYQ7sNQfxGJxxC/CXM0MLgMk2GXUyXIUPZBiQhAE0Uga6x4IpWUgWgl1zYxoshy1dEgxiUI6d+6Mc+fOhVsMgmjxNMY9EGrLQLTSHDUzosFyRJBiEpX88ssvMBgM4RaDIFo8jXEPhKuaZqTT0ouZEQ2QYhKFJCYmemzzThBE89EY90BLL3PujZZczIxogBQTgiCIJhCoe4AsAwThHVJMCIIgmhmyDBCEZ0gxCRCL2doizhmpMJMBsXg3mCl0MUNGqwUw+zmOIAgizAgYYyzcQkQCAoEg3CIQRNTQkn426LeBIPwnGL8NpJgEgEAgiIof5GiRE4geWaNFTiC6ZI0VYvGe0zVFB7F4TdTEjyAIgiCIiIEUE4IgCIIgIgZSTALgySefDLcIfhEtcgLRI2u0yAlEl6yxQizec7qm6CAWr4liTAiCIAiCiBjIYkIQBEEQRMRAiglBEARBEBEDKSYEQRAEQUQMpJgQBEEQBBExkGJCEARBEETEQIqJH5hMJsyePRsqlQoqlQpz5syB2exH85FmZPLkyRCLxVAoFPzr4MGD4RYLAJCfn4+BAwdCIpHg1ltvddgXSffWm5yRdn8NBgOmT5+O7OxsJCYmokePHtiwYQO/P5Lua7QTyL2MpvseiKyR9v13h7f/v85E0+cUyHVFw+fkD6SY+MHy5cuxf/9+HD9+HMePH8e+ffuwcuXKcIvlwsyZM6HVavnX4MGDwy0SACAjIwOLFi3C9OnTXfZF0r31JicQWffXbDYjPT0du3fvRnV1NTZu3Ih58+Zh586dACLrvkY7gdzLaLrvgcoaSd9/d/j6/2tPNH1OgVwXEPmfk18wwieZmZls69at/Pv333+ftW/fPowSuTJp0iT2yCOPhFsMrzz55JPslltucdgWiffWnZzRcH/HjRvHFi9ezBiLzPsarQRyL6PpvgciazR8/znc/f91Jpo+Jw5/riuaPidvkMXEB2q1GiUlJcjNzeW35ebmori4GFVVVeETzA2bN2+GSqVCr1698Nxzz8FqtYZbJK9E070FIvv+6vV6HDp0CH369Im6+xrJBHIvo+m+N0bWSP7+B0I0fU6NIRY+J1JMfKDVagEAKSkp/Dbu75qamjBI5J6HH34Yp0+fRkVFBdavX4+1a9di7dq14RbLK9Fyb4HIvr+MMUybNg1du3bF+PHjo+q+RjqB3Mtouu+ByhrJ3/9AiabPKVBi5XMixcQHCoUCABw0ae7vxMTEsMjkjv79+6NNmzaIj4/H1VdfjSeeeALvvfdeuMXySrTcWyBy7y9jDA899BBOnz6NTz75BHFxcVF1XyOdQO5lNN33QGWN1O9/Y4imzylQYuVzIsXEB0qlEpmZmSgoKOC3FRQUICsrC8nJyeETzAdxcZH/0UbrvQUi4/4yxjBr1iwcOnQIO3fu5O9ZNN/XSCOQexlN972pskbC97+xRNPn1FSi9XOKTqmbmSlTpmDFihUoKytDWVkZVq5ciWnTpoVbLAfef/99VFdXgzGGn376Cf/5z38wYcKEcIsFwJZBotfrYTabYbVaodfrYTQaAUTWvfUmZyTe39mzZ+PAgQPYtWsXlEqlw75Iuq/RTiD3MprueyCyRuL33xlv/3+diabPKZDriobPyS/CGHgbNRiNRjZz5kyWkpLCUlJS2KxZs5jJZAq3WA787W9/Y8nJyUwul7Nu3bqxZ555hlkslnCLxRizRZMDcHgNGzaMMRZZ99abnJF2f8+fP88AMIlEwuRyOf968MEHGWORdV+jHW/38sEHH+Tvua+xkUYg1xVp3393ePv/G82fUyDXFQ2fkz8IGGOs2bUhgiAIgiAIN5ArhyAIgiCIiIEUE4IgCIIgIgZSTAiCIAiCiBhIMSEIgiAIImIgxYQgCIIgiIiBFBOCIAiCICIGUkwIgiAIgogYSDEhCIIgCCJiIMWEIAiCIIiIgRQTgiAIImhs3LgRAwYMQGJiIpRKJfr164e5c+c6jBEIBBAIBDh48KDD9mPHjkEgEODbb7/1eg6BQID8/PygyFtbW4u0tDTs3bvXYftrr72Grl27QiqVYsCAAdizZ49f8x04cABXXXUVZDIZsrOz8cILL7iV3/l19dVXN0r++fPno2PHjo06tils3boV3bt3h8ViCfrcpJgQBEEQQeHpp5/GtGnTMHLkSHz00UfYvHkzbrnlFnz22Wduxy9fvryZJXTlxRdfRHZ2NoYNG8Zve/fddzFjxgzcd9992L59O3r16oWbb74Zx44d8zrX2bNnMXLkSGRnZ+OLL77Agw8+iLlz5+L11193GTtv3jwcPHiQf61fvz7o1xZKJkyYAMYY3nzzzeBPHuZePQRBEESMkJGRwWbOnOmy3Wq1OrwHwK677joGgB05coTf/ttvvzEA7JtvvvF6HgDsxRdfbLK8FouFZWVlsVdffdVhe7du3diUKVMcxvXu3ZtNnDjR63wPPPAA69q1q0NDwIceeohlZmY63INgyc8YY/PmzWMdOnQIylyBsmzZMta/f/+gz0sWE4IgCCIoaDQapKWluWwXCAQu28aPH4+ePXtixYoVTT7vF198geHDhyM1NRVJSUm4+uqrsXPnTp/Hff3117hw4QLGjx/Pb/vjjz/w+++/44477uC3xcXF4fbbb8f27du9zrd9+3aMHz8eQqGQ33bnnXeipKTEp7XFHzQaDe6++27I5XKkp6e7vXelpaW4//770alTJ8hkMnTr1g2LFi2C0WjkxwwaNAhTpkxxOXbSpEno378/AMBkMmH+/Plo3749JBIJMjIyMG7cOId5JkyYgCNHjgTl2uwhxYQgCIIICv3798eLL76ITZs24fLly17HCgQCLFiwAB999BFOnDjRpPMWFhZizJgxePPNN/Hhhx9iyJAhGDVqFA4cOOD1uD179qBbt25o1aoVv+3UqVMAgB49ejiMzcnJQWVlJSoqKtzOpdPp8Oeff7o9zn5ejry8PAiFQrRu3Rr3338/KisrfV7nlClTsH37dqxZswavvvoqdu7ciXfffddhzKVLl6BSqbB69Wp89dVXeOyxx/DGG29gzpw5/Jhp06Zh69at0Gq1/DatVosPP/yQV1iefvppbNmyBcuWLcOuXbuwZs0aJCcnO8SU5OTkQKlU+h1/4zdBt8EQBEEQLZJff/2VZWdnMwBMIBCwnj17ssWLF7OqqiqHcah3ZZjNZta5c2d2zz33MMaC48qxWCzMZDKxESNGOLhj3DF8+HB22223OWx76623GACmVqsdtu/atYsBYKdPn3Y7V0lJCQPAPv74Y4ftJpOJAWCvvPIKv23SpEnsgw8+YHv37mXPPfccS0lJYf3792dms9mjrMeOHWMA2Lvvvstvq6mpYUql0qsrx2QysS1btjCJRMIMBgNjjLGqqiqWkJDANmzYwI9bv349E4vF7NKlS4wxxkaPHs3mzp3rcV6OYcOGsbvvvtvnuEAgiwlBEAQRFPr06YOTJ0/is88+w8yZM8EYw7JlyzBw4ECHp3OO+Ph4PPHEE3jnnXdw7ty5Rp+3pKQEkyZNQrt27SAUCiESibBz5078/vvvXo8rKytD69at3e5zdj8xxtxu93Wcu+0bN27EhAkTcO2112Lu3Ll4++23ceTIEWzbts3jvIcPHwYAjB07lt+mUCgwfPhwFznXrFmDnj17QiaTQSQSYeLEiTAYDCguLgYAJCUl4bbbbsPGjRsdZBo7dixvPcrNzcXGjRuxatUqHD16lL9+Z1q3bo2ysjIvdyRwSDEhCIIggoZEIsGYMWOQn5+PEydO4PXXX8eZM2c8Zp3cd999yMjIwDPPPNOo81mtVowdOxbff/89li5dim+++QaHDx/GqFGjoNfrvR6r1+shkUgctimVSgC2eA57uPcpKSlu5+K2Ox+nVqu9HgcAN910ExQKBY4cOeJxTFlZGRITEyGTyRy2p6amOrxfs2YN5s2bh3HjxuHTTz/FoUOHsG7dOgBwuB9Tp07Fvn37cO7cOZw7dw779u3D/fffz+9ftGgRZs2ahZdeegl9+/ZFVlYW1q5d6yKXRCLxeZ8DReh7CEEQBEE0jqlTp+Lf//63S4wFh1gsxmOPPYb58+c7BKH6y9mzZ/HLL79g+/btuOmmm/jtdXV1Po9VqVQuigQXI3Lq1Cl06NCB337q1CmoVCq0adPG7VxyuRxZWVku1+kpZsUezprizRqTlpaGmpoa1NXVOSgn5eXlDuO2bt2K22+/3SEw1l0Mz7XXXouuXbti06ZNYIwhIyMDI0aM4PdLpVIsXboUS5cuxZkzZ/Dyyy/j0UcfRffu3R3us0ajgUql8ih3YyCLCUEQBBEUnBdJAKioqEBVVRXatm3r8bjp06dDqVRi1apVAZ+TU0DsLR9FRUU+A18BoHv37igsLHTY1qlTJ3Tr1g1bt27lt1mtVmzduhWjRo3yOt+oUaPw8ccfOwSIvvfee8jKykLv3r09HvfVV19Bq9ViwIABHscMGjQIABxqwmi1WuzatcthXF1dnYsVaMuWLW7nvP/++7Fp0yZs3rwZ9913H+Lj492O69q1K5599llIJBIXJef8+fPo1q2bR7kbA1lMCIIgiKBwxRVX4JZbbsGIESOQmpqKoqIiPPvss0hISMCkSZM8HieVSjF37lw8/vjjAZ+zR48eyMzMxLx587Bs2TLU1NTgySefRLt27XweO3ToUHz88cewWq2Ii2t4Ts/Ly8M999yDjh07YujQodi0aRPOnDmDt99+mx+zd+9e3HDDDdizZw9fnO2xxx7Dli1bcO+992L69Ok4fPgwXnnlFfzvf//jrSGvvvoqfvrpJ9x4441o3bo1jhw5guXLl+PKK6/E6NGjPcraq1cvjB07Fg899BCqq6uRnp6O//73v0hISHAYN3z4cLzwwgu46qqr0LlzZ2zZsgVnz551O+ekSZOwaNEimM1mTJ482WHfuHHjMGDAAPTr1w8ymQwffPABzGYzrr32Wn6MTqfDqVOnsGzZMp/3OiCCGkpLEARBtFjy8/PZ8OHDWXp6OpNIJKxDhw7srrvuYidPnnQYBzdZNTU1NUylUjUqK+fQoUNs0KBBTCqVsi5durA33niDTZo0iQ0YMMDrPGVlZUwoFLLvvvvOZd+rr77KOnfuzMRiMevXrx/bvXu3w/5vvvnGraz79u1jgwYN4q9/7dq1Dvt3797NhgwZwlQqFRMKhSwzM5PNmTOHaTQar7IyxlhlZSX75z//yRISElhqaip76qmnXAqs1dTUsMmTJzOlUsmUSiWbOnUq27ZtGwPAfvvtN5c5hw4dyoYOHeqyfdWqVWzAgAEsKSmJKRQKduWVV7JPPvnEYcxHH33EFAoF02q1PmUPBAFjHkJtCYIgCCLGueWWW5CZmckHiLYkKisr0a5dO+Tn52Pq1KkBH3/XXXdBLpe7LbnfFEgxIQiCIFoshw8fxg033ICioiI+IyfWqampwYkTJ7B27Vrs3r0b58+fd3EJ+eLPP/9E9+7dcfToUXTp0iWo8lGMCUEQBNFiGTRoEFatWoXi4uIWo5j8/PPPuP7669GhQwds3rw5YKUEsNWOefnll4OulABkMeHxVTSHIIgGWtLPBv02EIT/BOO3gSwmdrSkH1uCaCwtcaGm3waC8E2wfhuojglBEARBEBEDKSYEQRAEQUQMpJgQBMhUTxBE9KPT6XDs2DHodLpwi9IkKMaEIAAs/vEznKwsxf+um4jUhMRwi0MQBBEQOp0Oc+fOhVqthlKpxOrVqyGXy8MtVqMgiwlBACisvoyfyosxels+jl2+EG5xCC/k5+dj4MCBkEgkuPXWW72ONZlMmD17NlQqFVQqFebMmQOz2dw8ghJEM1JYWMh3Mlar1S49gKIJUkwIAoDOZMCsK4bhqrRs3PrFy9hedCzcIhEeyMjIwKJFizB9+nSfY5cvX479+/fj+PHjOH78OPbt24eVK1c2g5QE0bxkZ2fzdViUSiWys7N9HhOprh+qY1KPQCCgOIMWzI2frMGdXQdias+hWP7Tdnx49giO3LkAcQLS3Z2JlP8reXl5KCgowCeffOJxTFZWFp5//nncdtttAGwt4efPn4+ioiK/zxMp10sQvtDpdCgsLER2drZPN04oXD/B+r9Cv7oEAZvFRCGSQCAQYGrOEFzSa3FKXRZusYgmoFarUVJSgtzcXH5bbm4uiouLUVVVFT7BCCJEyOVy9O7d2y8FI5JdP6SYEAQArckAuUgCAMhQpKBzcht8d8F9q3AiOtBqtQCAlJQUfhv3d01Njcfj8vLyIBAI+BdBxCKNcf00F6SYEARsFhNOMQGAv2V0wb6/zoRRIqKpKBQKAHCwjnB/JyZ6zrzKy8sDY4x/EUQsIpfLsXr1aixZsiTiMnhIMSFaPEaLGUarBQo7xeTajK744WIh9GZTGCUjmoJSqURmZiYKCgr4bQUFBcjKykJycnL4BCOICCEQ109zQooJ0eLRmQwAAIVIzG+7Oq0TzFYrfir3P0iSaB7MZjP0ej3MZjOsViv0ej2MRqPbsVOmTMGKFStQVlaGsrIyrFy5EtOmTWtmiQmCCARSTIgWj7ZeMbF35SSJpejXJgv7/qI4k0hj+fLlkMlkWLFiBbZt2waZTIYRI0YAAGbMmIEZM2bwYxcvXozBgwcjJycHOTk5GDJkCBYsWBB0mSI17bIpGI1GlJeXe1T6CCJUULpwPZQS2HI5WVmG4Z+uwa93LUIrqYLf/twvu7Dnz1P4cuycMEoXebS0/yu+rjeWKm5yGI1G7NixA3q9HlKpFCNHjoRYLPZ9INGioXRhImI5fPE8rMwabjEAABe0Gnx53nuxNM6VIxdKHLZfm9EVv13+C2p97DwFE8EnktMuG4tGo4FerwcA6PV6aDSa8ApEtChIMSGCymW9FuO+fBkHy8L/41xnNmHKnk146tDnXsdpzQYIBXGQxDu2jsptkwW5SIz9pedCKSYR5URy2mVjSUlJgVQqBQBIpVKHlGuCCDXUxI8IKicrbUXJCqsvYWh657DKsviHT3GishStpN7N6lwNE+eaFaK4eAxJ64Tv/jqDMdl9QikqEcVwaZf+VtyMBsRiMUaOHAmNRoOUlBRy4xDNCllMCI+YrRaM/fwlnFZf9PuYk+pSAEBxTWWoxPKL98/8hA/OHsGcPtejzkfKL1f11R3X1NczaUkxFUTgRGraZVMQi8VITU0lpYRodkgxITxyWn0RRyqK8X0ArowTlTbFpCiMismJylIsOPgpFg36B4amd4beYvKqWGi9KCZD07ugRKtBqY5KmBMEQTQHpJgQHvm5ohgAcLzyL7+POVlZhlZSOYqqL4dKLJ+89NteXNW2I6b2HAppvAhWxmC0WjyOd676ak+X5DaQCUU4FsA9IAiCiBXCkQpPikkMUKnXocpQF/R5ueJinBXEF2arBb9rLmJ4Vg6Kai6Hzf1RWH0Jg9M7QyAQQCYUAYDXCq7eLCbxcXHIUabjt8sXQiIrQRBEpMKlwi9duhRz585tNuWEFJMYYMmP27C6YHfQ5/25vBjD2nXDac1FmL1YHDjOVV2C0WrBqA69UWMyQGOoDbpM/nC++jI6JqoAANJ6xaTO4lkxsVlMPPvRe7fKwPHLZDEhiEgmFovchZtwpcKTYhIDVBvrUBnkWhuX6rQoqrmM+7pfBYPFjHNVl3wec1JdCqUkAYPadgQAnA9DnInaUIsqYx06JLYCAMjifVtMdCajR4sJAPRSZZArhyAimHA92cc64UqFp3ThGEBvNkEoCK6O+XN5EaTxIvw9qweUkgQcr/wL3ZVtvR5zsrIMOco0JImlUEoSUFxTiX5tsoIqly+42JYOSTbFhLeY+HDlpMmTPO7v3SoDf+mqoNbroPSRekwQRPPj7sm+d+/eYZYq+glXKjxZTGIAg8XM93sJFj9XFKNv60yI4uLRS5XhV5zJSXUpeqrSAQAdEluhqKb5A2CLaiqhksiRJLYVh+JjTLy5csyeY0wAoHtKW8QL4lysJmpDLXUfJogIIBaL3EUK4UiFJ4tJDKC3mGAOcgn4n8uLMSC1PQCglyrdL8XkRGUpRne8AgDQIUnlt2LCGMMHZ4/glk59IY5v2lfyfPUldEhS8e+5aq51Zs+NyLwFvwI2q0vXlFQcu/wX/pbRld8+ZfcmKEQSvDl8iktxNoIgmo9YLHLXkiGLSQwQbIuJyWrBr5dKMDC1AwAgR5WO45V/ec2yUet1KKutRo4yDQDQQaHC+Wr/YkyKairxr/1bsffC702Wvaimko8vAYC4+lLzeovZ4zE6k8GlT44zvZ3iTEq0avxUXoRvL/yOPSWnmiw3QRBNIxaL3LVUSDGJAYKtmJyoLIXeYkL/NpzFJAOX9TqU19V4POakugxxAgG6ptjiUDoktfK7+usZja2y7IEg9KQpqrmMjkmtHLZJ40VNspgArpk524uOIUuhxJScIXjyx89h8KL4EARBEP5DikkMoLeY+A65weDn8iJ0SGyF1jIFAKBLShuI4+Jx3Is750RlKTolteZjOjokqlBWW+1XDMaZqgoAwPdlfzRZ9vM1lXyqMIdMKPJtMfGhmPRqlYFzVZdQa7IpOJ8X/oZ/dLwC8/rdiBqjHq8d399k2QmCIAhSTGICg8UMnckYtIJmP5cXY2B9fAlga2bXLaWt1ziTk+oyPvAVANontgIDw59atc/zndWUo0OiCicqS5uU9lxnNuJibbWDKwfwbjFhjEHrI10YsFmNGBhOqkvxl64KP1cUY3TH3kiRJODxASPxwq9fU9l6giCIIECKSQxgsJjBwHw2q/OXnyuKMKA+voSjV6t0nPBSy+OUugw5ygbFJC0hEZJ4oV/unDNV5RjXuR/kQnGTrCZcfx5nxUQmFHm03OgtZliY1afFJEksRYdEFY5d/gtfnv8NGfJk9GttS4W+s+tAdEpqjWd/2dlo2QmCIAgbpJhEOVZm5eMbghFnUlZbjRKtBgPatHfYnqNM9+jKsVitNsVElcZvixPEob1ChfM+MnMYYzirKUcPZRqubJuNg02IMymqvowEoRht6l1QHFKhyGO6MOcC82UxARoKrX1ZdAyjO17BZ+LEx8VhfOd++I2qwxIEQTQZUkyiHIOloVR8MBSTwxfPQyGSuBRT69UqA3/YxVjYU1h9CQaL2cFiAgDtE1U+m/ldrKtBjcmArsmpGJreuUkBsLaMHJVL6q4sXuTRmsTdM28l6Tl6t8rAvr/O4PDFIozucIXDPrlIAp2bexNplOqq8NbpH8MtBkEQhEdIMYly7C0BwQiA/b70HK5qmw1hXLzD9p7KdDAwnNKUuRzz7pmf0F6hQoY82WF7h0QVirXeXTlnNeWIF8QhO6kVhqZ3xtmqCpTVVjdK9vM1l13cOEC9xcSDYqLjFRP/LCYlWg3aJiSif6pjRVu5SBzUAORQse+vM1h66IuwNVgkCILwBSkmUY59mqrWHATFpOwPDE7r5LI9WSJDpiIFv11y7LJbWH0J608cwIJBo1wsFR2SWqHIRy2TM/WBr+J4IXqq0pEsluH7RlpNiqpdU4UBQCYUe3TlaANw5fRulQEA+EeH3ohzagGgEEmgC8L9DzW1ZhNqzUbURIESRRBEy4QUkyjHEESLycXaapyrqsCQdFfFBLAtyKsLdjtUdF1xeDv6t8nC6A6ufSk6JrZCsbYSVi9Vac9WlaNrSioAW6zG4LROjVZMbKnCbiwm8UKvrhxJvBAiJwuRO9omJGFsdh/c3f1Kl31ykQR1ZhMs1uBW4A023HfkYiOtUgRBEKGGFJMoR2+2WUziBIImx5gcLPsDSWIpeqky3O7/v4Gj0FOVjkm7NkJjqMX3peewo/gEnrzyZrcl2dsnqmCwmHGx1nNhtjOacnRJTuXfD0nvhO9LA8/MMVktKNGqHcrRc3izmPhT9dWel667Gz2UaS7b5UJbjEqtl0JukQAnX1ktpTYTzY/RaER5eTmMxsj+f0KEF1JMmok/qiqw6ucdQZ+Xs5ioJPKmKyalf+CqttmIj3P/tRDFxeOV6+9BnECAB7/ZgqcOfY7bu/RHn9aZbsdnKZQQQOC1Z87Zqgp0TWnDvx+a3gXF2kq/q8ZyXNBqYGFW9zEm3iwmPhr4+Qs3R7CbKQYbzmJSpotui4nJZMLs2bOhUqmgUqkwZ84cmM3ui+hNnjwZYrEYCoWCfx08eLCZJSaMRiN27NiBvXv3YseOHaScEB4hxaSZOHTxPF76bW/QTf1cjEkrqbzJrpzvy/7w6MbhSBJLsenGyTitvojC6sv494CRHsdKhSKkJSTx9UWcqTLUobyuxsFi0i0lFa2lCvxYVhiQ7EU1lyGKi3cJwAX8sJj4kZHji4R6xSTSA2B19RaTi3XRrZgsX74c+/fvx/Hjx3H8+HHs27cPK1eu9Dh+5syZ0Gq1/Gvw4MHNKC0BABqNBnq9HgCg1+uh0WjCKxARsZBi0kxoTQaYmRV/6TRBnVdvMSFOIECKRNakp/VSXRUKqy9hSFpnn2OzElV476bpWH/DvUhLSPI6tm/rTOwoOu5239mqcgBAl5QGxUQgEKCdIsVrXx53FNVUIlOhdMkmAnzHmATTYqKLdFdOfUpzaZRbTDZs2IBFixYhPT0d6enpWLhwIdavXx9usQgvpKSkQCqVAgCkUilSUlLCKxARsZBi0kzUmGxPCp6sB43FYDFDGi+CXCRxW2PEXw6W/YFkscyhSJo3uivb4m8ZXX2Om9lnGHb+eRLHLl9w2XdGU470hGQXxUAhkgRseThffQkdEl3jSwCbxcRTSXqtyehXqrAvEup7BEW8K8cc/cGvarUaJSUlyM3N5bfl5uaiuLgYVVXuY2c2b94MlUqFXr164bnnnoPVi+UyLy8PAoGAfxHBQSwWY+TIkRg2bBhGjhwJsbjplkoiNiHFpJnQGm0LQrAVE73ZBEm8EAqRpEmL4vel53B1WrZLGmxT6d+mPYa164Y1BV+77DtTVcFn5NijEEkCTme1FVdzjS8BuMqv7uMPaoNkMYkTxCFBKEZthCsmtSYjxHHxja4VEwlotVoAcHji5v6uqXG1tD388MM4ffo0KioqsH79eqxduxZr1671OH9eXh4YY/yLCB5isRipqamklISIWAkujinFxGQyYejQoUhJScEHH3wQsvOoDbXYeubngI7hFlpvgaCNQW8xQxIvhFwkaVIdk4Nlf2BIum83TmOYm3sDvio+7tIE8Kym3KNiErjF5DI6usnIAbjKr54sJr47C/uLXCSGNsKrv+rMRnRMahXVFhOFwtZywN46wv2dmJjoMr5///5o06YN4uPjcfXVV+OJJ57Ae++91zzCEk0iVhba5iCWgotjSjERCoX44IMP8Oijj4b0PHv+PIV/7d8aUOaItt6VE2i2iS84V05jFnOOC1oNimoq/YovaQwDUjvgbxldsPZXR6vJGU05uia7U0ykvOvLX8rrapCe4Br4CnCVX91bTHRBspgAgFwY+UXWak1GdEpqg/K6moivueIJpVKJzMxMFBQU8NsKCgqQlZWF5GT33wF74jxknRGRRSwttM1BLAUXx9T/UIFAgPT0dN8Dm8gFrRoAsK3wqN/H1BgNEArigu/KsZgaLCaNVEwOlp2DUpKA7kpXJSFYPNr3Bnxx/jecUttK2teZTfhTq0YXu1RhDkWAfWcsVis0hjqopHK3+2VCEeosni0mwVJMmqIcNhc6swGdklvDwqy4pNeGW5xGM2XKFKxYsQJlZWUoKyvDypUrMW3aNLdj33//fVRXV4Mxhp9++gn/+c9/MGHChGaWmAiUWFpom4NYCi4Oi2KSn5+PgQMHQiKR4NZbb3XYF0h9gnBxQWczG39W+KvLvi/PH0NJveJij9akR9eUVBQH2ZVjsJghFYogF4ob3UTuQOk5DEnvHPT4EnuuSsvGkLROmLx7Ix757j08e2QnGJhbV06iWBKQxURtqAUD86iYSONtFhN38QI6c3CCXwGuX05kP9XpTEZ0TrYpg9Hszlm8eDEGDx6MnJwc5OTkYMiQIViwYAEAYMaMGZgxYwY/Nj8/H+3bt0diYiImTpyImTNnYt68eeESnfCTWFpom4NYCi4WhuOkGRkZWLRoEXbv3o2SkhKHffb1CQBg1KhRWLlyJZYsWQIAqKysxD/+8Q+XORcvXozRo0eHXnjYLCZ/z+yOr0tO46ymnE93Laq5jJnfvo3/G3gTHux9rcMxNSYDrmiVgZPqMqgNtVBKEoIii8FigrQJwa+MMez76ywe6fv3oMjjjReG3YmPz/2Ck+oy7P3rDPq0aodWUoXLOLkwMMvDZb0OgK2WiztkQhEYGK/E2RNMi4k8CiwmtWYjUmWJSBCKUVZbjT7hFqiRiEQirFu3DuvWrXPZ9/LLLzu8/+6775pLLMJPdDodCgsLkZ2dDbnc/f9bbqHVaDRISUmJ6oW2ueCCi6OdsCgm48ePB2DzCzsrJhs2bMDzzz/Pu2QWLlyI+fPn84qJSqXCDz/80LwCO1Gi02BKzhBc0GrwaeGvmNdvOADghV+/hplZUW10fdrXmvTopcrAVhxBcU1l0BQTvdkMSX26cGMWxT+qL6GsthpD07sERR5vpCUk4aErhvkclyiWoMbo/7VUGmyKiad7Ko23KSN6i8mtYhI0i4mwaZlRocZoMcNktUAhkqBtQlJUW0yI6EWn02Hu3LlQq9VQKpVYvXq1V+Uk0hdao9FIylOQiagYk8bUJ3DmjjvuwObNm7F06VL8+9//9jiusbUKGGO4oNUgU5GCWzr1xWeFR8EYQ2H1JXxw9he0kSlQZaxzOa7GaEC6PBlKSQKKqoPnzmmqxWT/X2eRIU9GtpuuvOHCFi/jvyvnsl6HZLHMbXE1wGYxAeC2yJrOZIBCGJwfE7lI7LbA2onKUq+NDJsLrk+OXCRGWkJSVKcME9FLYWEh1Gqbu1utVqOwMLAqz5EEBeiGhohSTAKtT+CO999/H3/88QeOHj2KVatWeRzX2FoFlQYd9BYT2smVGJPdB+eqKnCishRrC75GbutM/D2zO6oMjooJYwxakwGJIinaJ6pQrA1eAKwtXbi+wJrZGPACuL/0LP6W0SWiCkkliqTQmox+fy6Vep1HNw7gaDGxhzEGnckYUleOxWrF6G35ONDIjsnBhCvAlyC0WUxIMSHCQXZ2NpRKJQBbhlV2dnaYJWo8FKAbGsLiyvGEfX2C1q1b838D7usThIMSrQYA0E6RgiSxFH1bZ+L5gj3Y+ecJbBlxP74pOY1zVZccjqkzm2BhVijEEnRMbIXzjbSYMMZcFAiDpaHAGgDUmk1+L7QWqxXfl57DsqtvaZQ8oUIhkoCBodbPwFRfiokni0mt2QgGFjRXjrusnGqTHiarJSKa5umcLCYn6zOkCKK5mT59OgAgJyfHoxsnGuACdPV6PQXoBpGALSZvvvkmRowYgV69emHEiBHYvHlz0IRpan2C5uCCVoMksRRJYlu0+C3ZffFV8XEMSu2Aa9K7IEksQ7WTK4fLMOEtJo1IGf71Ugn6vrPcxRrDBXQ2prvtscq/UGXUY2iICqs1Fk/XUlh9CWsK9riMv6zXeczIAQBpvavG2WLCzR8si0mC0NWVozHUAgAqIiA1l1Oa5EKJzZWj8889ShDBgosvWbVqFV577bVwi9NkYikTJpIISDHJy8vDwoULceONN2LJkiUYPnw4lixZgry8vIBOajabodfrYTabYbVaodfred9cIPUJwsEFnRoZ8hT+/c3ZfZAiScD8/iMgEAiQLJa5xJjYL4AdElUB1zJhjCHvx22oNOj4DBQOriQ999QfSADs/r/OoltKKtr6aMTX3CjqlT5nxeT70j/w4tFvXFw8lb4Uk3ibYdDZYsIv1CG0mHCK5KUAmxIGitlqwYKDn6DCy3l0ZiMEEEAqFCItIQkXQywTEV4isWpqLMWXcFCZ/eATkCvn1VdfxTfffIPu3bvz28aOHYvrrrsuIOVk+fLleOqpp/j3MpkMw4YNw7fffovFixfj8uXLyMnJAQBMnDiRr08QCZTUB75yZMiT8cudCyGqD7xMkshQ5ZSVU1P/PlFss5j8pauC0WKGON6/2//F+d9wpOJPAECtU2VRQ31J+sZYTA6UnsM1zZCNEyierqXKWAeDxQyNsc4hA+eyXoesRKXH+QQCQX0tk9BaTNwVudPUK6kVdaG1mJRoNdh86geYrVasGjre7ZhakwEyoQhxgjikJSRDY6hFndnEu7qI2IELyuRcDJHyNM/Fl3AZOdEcX0KEjoBdOR07dnR436FDh4ADJ50DTxlj+PbbbwE01CdQq9VQq9XIz8+HUBg5oTAXtBq0kzsugiK7bJBksdTFlaM1GSCAAAlCETomtgIDc1uEzR16swnLf/oSU3sOAQCXAl76+pL0gXa31ZtN+PFiIa7JiDzFJEEoggACaJ0UPM764ByvUWnwHmMC2MrS13lw5SQEMyvHg8XE2dIVbEprbW6Zd88cxslK97EjtmJytmttm2CL2SqvC3/sCxF8IjUoUy6XY/Xq1ViyZInXNGGiZROQYrJgwQLMnDkTly/bgjcvXbqEOXPmYOHChSERLhK5oNOgnZ3FxJlksQx1ZhOMdt1sa0x6KERixAni0DYhCeK4eL/dOa+f2A+92Yx/5d4ISbzQJYaBK0kfJ4irr/7qn2Lyc0UxTFYLrk7r5Nf45iROEFffEM/VYgIAF50W08t6HZQS7z9wMjcWE129BSE+SL1TFCIJdGbHbKIq3mISmNvk+OW/AsoWK9VVoa0sEcMyumHZ4S/cHltrNiJBaLMOpda77yIhKJcIPpFcNVUul6N3796klBAeCcgUsXjxYtTU1GDjxo18JLJAIEBSUhIWL17Mj6usDG4/mEiiRKtGpl2MiTNJYhkAoNqoR2uZLctIazRAIbL9SMTHxSHLzziT8toavPjrN1h85WgkiqVIEIpRa3J15XBFw3z1y/mq6DjK62qQIBThmwu/o2/rTD6IN9JQiCR8R2YOLpDUPmiTMeYzKwfgGvk5W0yClyoM2NJwrYxBbzFBVm+F4WQOpC9NndmEUdtexPs3TfdbcfxLV4U0eTIWDfoHhn+6Bt9c+B1/z+zuMKbW1GAxkcQLoZLIqchajEJVU4loJiDF5JNPPgmRGNFBrckItaEW7RSe4xm4hb7aWMcrJjUmPRLFDQtge4XKr545O4qPI0ksw11dBwFoeCK3hwt+BbyXRLdYrZjxzRakJiSCMdvT879yb/ApQ7iw1TJxbzGxr79RYzLAZLX4VExkQpFLVo7OZIBcGDzFRMEHIBt5xaTKUAdpvAiX9TpYrFa/rDM1Rj2sjOGP6kt+KyaluiqkJySju7It7u52JZYf/gLXZnRxKDpnu96GBSpNTrVMYploqJpKEO4ISDEZNsx3OfFY5oJOAwA+XTkAHAJgbf1YGiwTHZL8s5hcrKtBhyQVv5gluHHVGCxmPuvEW/XXi7XVMDMr3h05DZ2SXTv6RhrurD98jIndYlpZH7vhLSsHsBVZc87KCWafHAC8NUJrMvBKqcZYh07JrXGishRqQy2/3Rtc1duiav8tj2W1VXy22Lx+N+KaD/6LL84fwy2d+vJjdGYjEuyut60sCWW1lDIcbKhEOUE0jYCjSj/55BMcOXKEr9LKsXr16qAJFamUaNUQx8Uj1cviIhOKIIqLdwiArTEakGi3IHRIVOGHMt9pchW1NUiVNRSW46q72mOoD3617XeNy+Blr1eqMry4oSKJRLFrWfoqYx3kQrGD+8FXAz8OtxYTc/D65AANacf2mVMaQy26JLfBicpSXNJr/VJMOBfW+QA6UZfqqjAwtQMAoI0sET2UaThf7VjoT2cyulhMLtZSynAwidRsGIKIJgKK+ps2bRpmzJiB06dP81kz3KslcEGnQbo8BXECz7dNIBAgSSx1KISmNen52hwA0CGxFYprKn0GN1bU1aC1XfddW9aH++BXwH0dDY4SrRptZAqXJnaRiruGeBpDLbop2zpZTLSQCUW868QTNouJ473TBdtiIuQsJg3nqTLWITupNeIEAlzyM2WYy0YKpKdSaW0V0uUNRQiV0gSo6+NbOGrNBt6qA6C+LD1ZTIJJpGbDEEQ0EZDF5MMPP8Tx48eRkZERKnkiGluqsO8KtLbqrw1P+zUmR4tJ+0QVas1GrPhpO65s2xG5rbOQmuBacr9Cr0X/1Pb8+wShq0XEUN8rB6iPMXHTRK5Bds+xMZFGolgCrV2HYSuzotpoQPeUtthTcorfXmmo9WktATiLidlhW7CDX8XxQojj4h2UQ43BVnOllVTudy0T7jMuqrnstg2BMwaLGRV1WqQnNHw3U8QJ0DhVCdaZjGhjZ7GxNfIji0kwoRLlBNF0AlJMMjMzkZDgvrV8S6BEq0aml8BXjiSx1KH6q9akRxtZa/591+RUzOlzPX68WIiNJw9CbzFh/d/vxcgOvRzmqairQRsXV07Dome2WmBhVt4KohBK+PL37mVP8es6IwG5SOKQylpt1IOBoYcyDe+d+RkmqwWiuHhbOXofqcKAZ4tJMF05nNz2ikmVoQ4pEhlaSxW4pPdPCeBcOTUmQ32NFu/uH8615Wwx+cOpZ5N9ujAApCcko6y2yi/lh/APyoYh/EGn06GwsBDZ2dmUNu2GgBSTV155BdOnT8cDDzyAtm3bOuzr06dPUAWLRC7oNH71lUlxKktfY3R0GcTHxeHxASMB2JSLW774H06pyxwUE8YYKuq0joqJUOxgnucsAPaunFIPpvkSnQY9lGn+XGZEkCiS4qypgn/PPf33UKaBgaG8tgbtFCk+++RwyIQiFwuC1mTgC40FC+c4nypjHZLFMrSWKQKymKQnJKO0tgrnqyt9Kial9enT9q0FlBJ3rhyjkysnEQaLGVXGOqRIWu4DR7ChbBjCG1y/IK76LRWacyWgGJOSkhLs2rULI0eORG5uLv/q169fqOSLKGzukBSf45xdOVqTHoki9/VChHHxyFIoUeqUtllt1MNgMaON3aKUIJI4xJgY6oM5pfauHC8xJt7qr0QatjomDfeQU/S6pdgUYi7OpFKv9cuVY6v86mgx0YbCYiJscKcZLWbUmo1IkSSgtVSBy37WMtGaDEiTJ6GNTIEiPwJgS2ur0Eam4BVUwL1iYrMQNSgm7RNbQRQXj5/Li/2Si4hsdDodjh07Bp0utFWGiaYRi/2Cgk1Aismjjz6KZ599FjqdDlarlX9ZLJZQyRcxmK0WlNVW++3KqXZw5RigEHteANPlyfxTLwdXkKtNgqPFxN6Voze7WkzcZeUwxnDBqcdPpOMcyFtlqEO8IA5tZAokiaV80GalvtY/i0m8iL9fHMEOfgUclUNOmUqWyNAmIIuJvr7hYyuc9yMAlqthYk+KJIEv7sahMzm6cpLEUoxs3xPv/H7YL7mIyIV7Cl+6dCnmzp1LykkEw/ULAkD9gjwQkGJiMplw//33QyaThUqeiKWsthoWZvVaw4QjSezYyM+WLuy5wipntrenvK4GAggcrAHOWTmcxYRTTBJEYoeMEI7Leh30FpPXwnCRhkIsdaj8yrlEBAJBfdCmzWJy2Y+qr0C9xcQceouJws6qxbmOUsQJaC1L9Dsrh3P92TpR+1ZM/tI5ZuQANotJlbEOVmbltzm7cgDgrm6DsPvPkwGXzCciC+en8JMnT4ZZIsIT1C/INwEpJrNmzUJ+fn6oZIloLmg1AODyZOqOZInMNV3YywLozmJSUVsDpSTBoUGgvZsAaIgx4YNfPbhyuIaB/lh7IgWFUzE5jaEWyRKbQpyWkMwHxlYGEGPiXMck2AXWAMfMKe47kCyRoY3Uf4uJzmRTZDsmtfKrEF+prgppCa6KiZUxBwXZufIrAPwtowvS5En44OwRv2QjIpPs7GwkJzd8B1599VWymkQw1C/IOwEpJp9++inmz5+Pdu3aoX///g6vWKdEp0GqLNGvOiD2HYYNFjOMVotPi4m6vgU9R3ldjUNqJ2CziNj3ytHzMSbeXTklOg2SxNKI7YvjDoXYVpKee+K3BWhyikkS38jvsl6LVn5n5TTcX4vVikqDziGGJyhy22VOVRlt5egl8UK0ktliTPxpzFdj0kMeiCun1r3FBADUeps7hzGGWrPJpZNynCAOd3QZiHd+PxxQ00AispDL5XjggQf49xqNhmIXiKgloKycRx991GVbS/kxu6BV+1011T74late6ivGBLCVFc9OsqUVV9RpXWqbyIViB4uJwSkrRy6SQG8xwWy1OPRIuaBV+xW0G0ko+CqqJihEEmgMdXy5/7YJSfi5vAh6swk6s7FRFpNKgw5WxhxieIKBXCRBeb3SpDbU8spUG6kCRqsF1UY9b/nxhLa+7k3HpFa4pNf6tOyU6aqQIXeNMQEAjdGmmOgtJjAwh5L0HP/sOhDPF+zB4fIiXNm2o9/XSkQWPXv2hFKp5LM9KHaBiFYCsphMmjSJf40YMQJ//fUXli9fjlmzZoVKvoghSSzDYD8bqiVLbOnCjDHU1BcJ82YxSU1IhAACB3fOJb1jDROAC6w08sqgwWKGOC6er0SrEDY0kbOnRKuJKjcOAL4gXU29gldlrLNz5dhiTCrrgzv9ijFxsphwMRXBtpjIRWLU1t9/Li4GAF+K3r7L8Bfnf8PqX3a7zGELlpaiY2IrAPDa8NFktaC8TutiMZEJbZYazmLCfSecY0wAW++na9t1xTu/H/L7OsONyWTC7NmzoVKpoFKpMGfOHJidgpsbMzaaodgFIlYISDGxWCz45JNPMGbMGLRv3x6LFi3CxIkTUVwc++mGk3MGY+GgUX6NTRJLYbJaoLeYGiwmXp54RfX9d+xThstrtS6LZoJIDAbGP/nbdxYGGnq1OMeZXNCq/QrajSScr0VjqEWK2GYF4BWT+kXeP4uJ2MFiUl6nhSgu3qf1IlDs3WkaQy1vueCUJ/sg04/PFThUseXgLCRKSQISRRIUenHnXKytBgNziX0SCARIsUsZ1tW7lzx1U76r2yB8fv43hzT3SGb58uXYv38/jh8/juPHj2Pfvn1YuXJlk8dGOxS7QMQCfikmp0+fxr///W9kZGTg3nvvhVKpxPbt29GmTRvMmjULrVq1CrWcUYV9h2Eus8RXkGWaUwCsc9VX+zm4p1/7cvQO+52yT0p0GmRFncXEZmGqsQsk5WNM5MmoNRtRVFOJeEGcX7Ez0ngh6swm3tpUUWvrQ+St71FjcA5+5WQWxwuRLJbxmTmMMfxSUeyS0gvYeuUoRBIIBAJ0TGrtNQCW+86k2RVX41DapQxz35kENxYTABiRlQNZvBjbCo/6e6lhZcOGDVi0aBHS09ORnp6OhQsXYv369U0eSxBE+PErxiQnJwetWrXCM888g3/+85+8Nk5lrN3DLZTVxjpojXokCMWIj/O+AKYnuFFMXGJMOMXDgNZQwGAxQSps+Ag5xcQ5ANZmMYkuxUQmFCFOIOAtTvZuEW4RPlFZCpU0wS/lQlof9GmwmCEVilBeV+O2P1FTUdh1gLaXGQDayBS4VN8NuVRXhYt1NUh2o1RxMSaArRO1fTO/aqMetWYjfw9KdVVQSeRug7JTJDLeYsK5l5yzcjjE8UK8e9NUdE6O/IqlarUaJSUlyM3N5bfl5uaiuLgYVVVVDtkpgYzlyMvLw1NPPRXKSyAIwgt+PS5OnjwZer0eCxcuRF5eHo4dOxZquaKaJM5iYqhzaeDniXR5Ml80zMqsuKTXIdVNVg7Q8PSrd7KYcIu5vSunxqhHlVEfVVVfAZvS6+gWaYgxaS1VIF4QZ1NM/MjIAQBZvQJXV+/OqXCT9RQM5E4yp9i5imxl6W2unCMVNvdnlVEPi7Wh1ojFaoXObORdWR0SW+F8fYwJYwyTd2/ExB3rectPaa1r4CuHg8XEbIAoLh7ieM/PIj1VGQ6uwUhFq7VZnewb5HF/19TUNHosR15eHhhj/IsgiObFL8Vkw4YNKCsrw7Jly3DgwAH07dsX/fv3R01NDaqqqG26M5J4IaTxIlQb9Xwgoy/sa5moDbWwMCtaS12zcoCGp1+DxcSnCgO2xVzu1IG4pL7+SrQFvwL18RrGhtTblHqFLz7OVgH2eOVffgW+AoA03nbvuADYCr3WxVUWDOTeLCbShiJrRyqKecXIvkow54bjXFm2WiY2xeTjPwpQUPEnfteU46fyIgD1VV89KibyhhgTk9ElVThaUShs983+t4f7OzExsdFjCYKIDPx2sMvlckybNg3ff/89fvvtN1x//fWQy+Xo27cvpk2bFkoZo5Lk+g7DNUbvxdU47Ku/ltfaFq/UBMcnenG8EKK4eD6QUW92tJgAjk/sAHBBp4Y0XuT3Ah5JcBYTs9UCrcngEKialpCMv3RVfgW+Ag1F6PScYlJbg9RQKCZCMQwWM0xWi0PwKwC0ksn5rJxfKv7Ede26AQDUDsX46mOSxA2unL90VVDrdVhx+Es8dMUwDGvXFW+d/hGA+6qvHPb9cmydhWNDMVEqlcjMzERBQQG/raCgAFlZWS6umUDGEkQsE029lBoV+dezZ08899xzuHDhAt58802UlpYGW66oh6tlojV5L0fPkS5PQkWdFkaLGRV1NYgXxPFFsuyxD67UW0wupnfnRn4lWg3aKVKiMh5IIbIVWeMyRZLFDfeDi7HwV+GScYpJfSM/587NwUJhl01kn+IM2FKTL9V/xkcvX8DfM3sAaKg1AsAli6tjYitYGcP8Ax9CGBeP2X2uwz3dr8Ln53+DWq+zFVfzUI04RSLjy+K7K0cfzUyZMgUrVqxAWVkZysrKsHLlSo8PSIGMJYhYJNp6KTXJoSwUCjFhwgRMmDAhWPLEDLay9LWo8VGOnoN76r1YW40KvRatZe4zRuzrZBgsZr6zMIdz9ddo6ypsD3ctXJyE/SLftl4x8dtiUn+f6urrV7irrBsM5HaZU1UGR1dOa1kiLum1OKkug8FixpD0TpDEC3nlAQBf90ZRr8ymyZMgiRdiR/EJvHL9RMiEYtyY1QMpkgR8cO5IvSvHNSMH4Cwmunp5gt8XKJwsXrwYly9fRk5ODgBg4sSJWLBgAQBgxowZAICXX37Z51iCaAm462jcu3fvMEvlmciPdItSbB2G9dAaDUj0UvWVo62sPsuithoVtTUeC3/Z98txazFx6jFzQauJuowcDptiooemPgZDaaeYcIuxv8GvXCyO3myEwWJGlbEuNK6ceqtERV0NjFaLgyuH6zD8S8Wf6JCoQiupAilimUPKsM5kgFAQx8sbJ4hDh0QV2iYk4R8dbD8kwrh43NVtEDaf+hHldTVI96B4KiUJDQXWYsiVAwAikQjr1q3DunXrXPZxCok/Y4mWh9FohEajQUpKCsTi2Pk/4Q2uo3G0VAUmxSRE2DoM16HGpPerlL1UaIsDKdVVua1hwpEgalA8DBYzJELHj9DZYvKnVo0R7XMafyFhJFFsu5YqQx3EcfEO1qFAXTkCgQDSeBH0FjMfgBpKV84FnQYAnCwmCtSajdj/11n0a9MegK10vL1iwvXJsXe9PXfN7Wgnd3TH3d11EF749WtYmWtxNQ6lVA6d2QijxYxakyGmXDlEeNDpdCgsLER2dnZUFnEzGo3YsWMH9Ho9pFIpRo4c2SKUE64qcLR8dsGtLkXwJNcrJlo/04WBhlomthobniwmYj7rw50rRy6S8MGxgC34NVotJnJhvWJSH6thvzBz3XQDCeqVCUWoMxtRzpWjD4ErRxpvS9n+q14xsbfytK63gn331xn0b5MFwDEOBKivYeJkYevXJsul5kqGIgU31MeoeHLlcKnKGkMddCajx6qvBOEP0Ran4A6NRgO93hbHpdfrodFowitQMxJNVYFJMQkRyZwrx890YaA+Zbi2ymtgpn1wq97smC4M2J7Y+TonZhMq6rRRG2OSKJaixqi31QMROwYCN8SY+K9c2CwmJlTU1UAuFIck5oJL2b5Qn6ad5FRgDbAFonqymNjK0fv3fZne6xoMaNMeMg8uGr7DsKHW5sohiwnRBNzFKUQbKSkpkEpt/7+kUqlDfRsiciBXTojgsnJ0gVhM6muZVNTV8E/XziSIGjoMe7KY/KlVgzGGL4tshfCisYYJwFl/jKgy1Lr0tOmc3Br/GTIO3VL8r1Rqs5iYoLeYQ+LG4UgQSXBBp0GSWOpQ8VcmFEMuFMPMrOilSgdQbzGxq2OiNer9/r4MSe+MT2+e6XF/Cq+Y6FBnNqJ1FKaME5FDtMUpuEMsFmPkyJEtLsYk2iDFJEQkSaSoNtahzmzy+wk4PSEZv12+gIo6rcfATLnQzmLiJvhVIZKgsPoSxn/5Mn6p+BMP9vqbx8qgkU6iSFJfudYxuwWwBYXe0/2qgOaTCkX1jRUNISlHz6EQSfCXrspFZsCWmdNKKucrsKaIE3CmqpzfXxPE7BlRXDwSRRKbxSSGCqwR4SHa4hQ8IRaLkZoa+a0XWjKkmISIZLEtdsBoNfuVlQPYYgX+rFGj0qBz6ZPDIReJUV5n60Jsa+Ln+BGqpHIU1VSib+tMrP7b7chOat20CwkjnNvKvhx9U5DF2ywmFXVajxapYMC5ctw11ktLSELf1u349zZXjl3lVz/r3vgLN7/ObEBCDKULE+GBi1MgiFBCikmISK535TAwv+qYADaLCVcZ1JPFJEEodugu7Ny87fYuA3BtRld0TIr+js+JIglq6oNf2wUhTkYqFEFvNqG8toaPUQkFcpEEl/Ra9FCmuexb87fbHeJObMGv9lk5Br7qazDgqr/WmoweG/gRBEFEEhT8GiKSxFIw2BqA+fsEbF9a3NMTvX33Wr3Z5FKSXiYUxYRSAgAKsRS1ZiPUbmJMGoNMKEJdffCrc4PEYMIpou5kzkpUOWx3tpho/SzI5y9cLROdmdKFCYKIDkgxCRH2T8X+PgFzKbCSeCGSPGTy2GfluHPlxBKK+vTWC1qN23iNQJHGi/hMJU+usmDAZb+k+CGzLfi1FlZm6zBsy8oJnmKSIrVVf9WZjOTKIQgiKiDFJETYPxX7azFJEImRLJahjUzhsbeNoyvH5JKVE0twCl1pbZVDBdXGwmXllNeFpoEfB6dQ+WPlSREnwMoYtPWfqdYY5BgTsc0iU2smVw5BENEBKSYhwj7lM5Asi3R5MlpLPS+acpEYtWbPWTmxBGc5sDLGFwtrCtJ4ESr0WugtppCmC3MuE3+sPA1F0GxxJsHMygEApTQBl/VaGCzmmOqVQxBE7EKKSYgQxsVDIZJAEi8MSHlIT0j2Gv9gSxc2gjEGvZvg11jCPs06GK4cmVCE4ppKAKEpR8/BKQD+WHm4MZxiEkjdG39QShJQUl/sLSGGvysEQcQOsfu4HQEkiaUwWMwBHTOyfU+PbhzA9jRuZlYYLOaYjzGRxgsRL4iDhVmDEvwqjRfhgtZWuTKUxcbkAbhyFCIJ4gVxfABsjUnvd6Vgf1BKEnCxPr08gUrSEwQRBcTuqhYBJItlqDWbAjrmnh7ei4Zxi0tl/RO2c0n6WEIgEEAhkqDK6FqSvjHIhGIYrRYoJQl8gbNQwLmglH5YeQQCAVIktr5KJqsFBos56Fk5VmbLDqOsHIIgogFy5YSQJLEsqGZ5oGFxUettDbRiOfgV8J56GyjS+k7MoQx8BRpcOf7KzPXL4bpCBzUrx86dRDEmBEFEA7H7uB0BJIul8OKVaRScYnK5XjGJZVcOYFukpfGioFynLN5270IZXwIEFvwK2NKKNYY6aI22rqfBjjHhkMW4EksQRGxAFpMQkiyRBTX1E7B35bQMxSRRLA1KRg7QYDFpE8LiakBgwa+A7XuiMdSiJgQWE04xkQlFDg0FCYJoQKfT4dixY9DpdOEWhQBZTELKLZ1y+WJowUIaL0ScQIBKzpUT45kWcpEkKBk5ACCtr+MRaldObutMLBg4ym8FI0WSAI2xlv+uBNPlkiSWIl4QxwfkEgThiE6nw9y5c/muyatXr47aBoWxAj1ChZDr2nXD6I5XBHVOgUAAuVBs58qJbcUkUSQJmsWEc2WE3pUjwcwrhnnNrrKHc+XUmAyQxAuDGpgrEAiQLJZR4CtBeKCwsBBqtS1bT61Wo7CwMCTnMRqNKC8vh9FoDMn8sQRZTKKQhPpW9kBsZ+UANreGMcCUa09w1qVQlqNvDCmSBByv/AtaY3D75HAopQkQxcUHfV6CiAWys7OhVCp5i0l2dnbQz2E0GrFjxw7o9XpIpVKMHDkSYjE9LHgitle1GIWzmAggiPkFZ0rOEOgtgaVce4LLYGrjoUFiuLB1GK6D1mxwKCoXLJSSBLD6lGGCIByRy+VYvXo1CgsLkZ2dHRI3jkajgV5vC27X6/XQaDRITU0N+nliBVJMohCFSIJKvQ6SeKHf7oJopVerjKDNJRM2jysnUPh0YWNwq75yKCUJARf6I4iWhFwuR+/evZs0h9FohEajQUpKios1JCUlBVKplLeYpKSkNOlcsQ7FmEQhCSIxKvW6mA98DTbt5Cm4NqMrOiSqwi2KA7bg1zrUmPQhqTWSIpHxSlkscODAAfTt2xcJCQnIzc3FwYMHPY49f/68rVCfQsG/xowZ04zSEi0BzlWzd+9e7NixwyWORCwWY+TIkRg2bBi5cfyALCZRiFwowTlDRcynCgebZIkMb4+cGm4xXEiRyGCwmHGpTotEcfAVk/tzhgbNHRZuKisrcfPNN2PVqlW47777sHnzZtx88804d+6c16fQkpISekolQoY/rhqxWEzuGz8hi0kUIheJUamvjfnA15YCV27/T606JDEmV7Ruh0FtOwZ93nDw8ccfo127dpg+fTokEgmmT5+OtLQ0fPzxx+EWjWjBcK4aAOSqCQK0skUhCUIxLMwa8+XoWwrK+nToEq0amQplmKWJbI4ePYrc3FyHbbm5uTh69KjX43r37g2z2Ywrr7wSq1atQo8ePUIoJdHS4Fw1nmJMiMAgi0kUwsUhkCsnNkgSc4qJJiTpwtGCyWSCXq/3+GKMQavVujyNpqSkoKamxu2crVu3xo8//ojCwkKcOnUKXbt2xfDhw1FdXe1Rjry8PAgEAv5FEP7AuWpIKWk6pJhEIfL6CqakmMQG8XFxSBZLobeYQpKVEy2MGzcOMpnM46uoqAgKhQJVVVUOx1VVVSEx0X2mlUKhwJVXXgmRSISUlBQ8++yzMJlM+P777z3KkZeXB8YY/yIIonkhxSQKSahfvCgrJ3bg+uq05A7An3/+uYNC4Pzq2LEj+vTpg4KCAofjCgoKcMUV/lVYJitI6KG+M+Ehlu47PXJHIWQxiT1SJAkoqqlEojj4wa+xxLhx4zB//nysX78e9957L958802UlpZi3Lhxbsf/+OOPSEpKQrdu3VBXV4dly5ZBIBBg8ODBzSx57KPT6XDy5Em8+uqr0Gg01HemGYm1fj9kMYlCuL4nFPwaO6TUx5m05BgTf1CpVNi2bRvWrl2L5ORkvPDCC9i2bRuUSlvQcHFxMRQKBYqLiwEAf/zxB26++WYkJSUhOzsbx48fx86dO5GcnBzOy4g5uIVx1apV0Gg0AELbd4ZwpLn6/TQX9MgdhSRQ8GvMwblyEkOQLhxrXHPNNR6zcNq3bw+tVsu/v+uuu3DXXXc1l2gtFvuFkSNUfWcIV5qj309zQitbFNLgyiGLSazAdVBuyTEmhPey5pGM/cKYnJyMBx98EDk5OVHhTtDpdCHtk9McNEe/n+aEFJMohFu8qMBa7MBbTEJQ+ZWIDuw70IpEIgwfPjxqFphoXRhjKTYjGP1+IgWKMYlCyGISe3AWk1BUfiWiA/uy5iaTCbt373bpuRLJcAtjNC3ssRabESuQYhKFJNQHv0qEZDGJFbiy9BT82nJJSUmBSNTwsMG5dYjQwbmgAFtMjEKhiCplMFahlS0KUfCuHLKYxAp8jIkweuIKiOAiFosxfPhw3lJCPVdCD+eCOnPmDM6dO4fDhw9DKpVSB+AwQ4pJFCIXUoxJrDE4vTNWDR2P+DgyYrZk5HI5Ro0aFfYA2FgICPUXuVyOjIwMnDlzBoDn7sBE80ErWxQiFQohgIAsJjGEQiTB3d2uDLcYRCMIdiYN13MlHLTUImlcd2C9Xk+WqgiAFJMoJE4QhwShiOqYEESYsc+kiXYXgH2GCgcXEBor2R6eoO7AkQXZjaOUvq0z0TGpVbjFIIgWjX0mDecCiFZaepE06g4cOdAjd5Ty/qgHwi0CQbR4YskFEM1F0ojYQsCorzcAW9dRuhUE4ZuW9n/F1/VGa7VWd7SkoFci+ATrt4EUk3pa2o8tQTSWlvZ/paVdL0E0lmD9X6EYE4IgCIIgIgZSTAiCIAiCiBgo+NUOgUAQbhEIgohA6LeBIJoPijEJAPI1E7EOfccbRzTft2iWHYhu+aNZdiB08pMrhyAIgiCIiIEUE4IgCIIgIgZSTALgySefDLcIBBFS6DveOKL5vkWz7EB0yx/NsgOhk59iTAiCIAiCiBjIYkIQBEEQRMRAiglBEARBEBEDKSYEQRAEQUQMpJgQBEEQBBExxKxiYjAYMH36dGRnZyMxMRE9evTAhg0b+P0mkwmzZ8+GSqWCSqXCnDlzYDabfc5bV1eHLl26uLQ3nzx5MsRiMRQKBf86ePAgv3/OnDnIyspCUlIS2rVrh0cffRRGozFo10u0PHx9x/Pz8zFw4EBIJBLceuutPuez/+4qFAqIRCL06dOH33/hwgXceuutaNWqFVq3bo3bb78dFy9e5Pc39v9UpBPIdUXiPQhEJl+/Y81NIN/hSLv3gcgeaffd12+LM8G+9zGrmJjNZqSnp2P37t2orq7Gxo0bMW/ePOzcuRMAsHz5cuzfvx/Hjx/H8ePHsW/fPqxcudLnvEuWLEFmZqbbfTNnzoRWq+VfgwcPdth36tQpVFdXo6CgAL/++itWrVoVnIslWiS+vuMZGRlYtGgRpk+f7td89t9drVaLnJwc3Hnnnfz+mTNnAgCKiopQWFgIg8GARx55hN/f2P9TkU4g1xWJ9yBQmbz9jjU3gXyHI+3eB/r/L5Luu6/fFmeCfu9ZC2LcuHFs8eLFjDHGMjMz2datW/l977//Pmvfvr3X43/++WfWs2dP9tVXX7Hk5GSHfZMmTWKPPPKIX3KUl5ezv//97+y+++4LSH6C8IX9d5zjySefZLfccktA8/z4448sPj6eXbhwgd92xRVXsC1btvDv33rrLdarVy/+fWP+T0UDgVxXJN6DQGQK5HesOfHnOxyJ954x/2SP1Ptuj7vfFo5g3/uYtZg4o9frcejQIfTp0wdqtRolJSXIzc3l9+fm5qK4uBhVVVVujzebzZg+fTrWrVsHiUTidszmzZuhUqnQq1cvPPfcc7BarQ77//Of/yAxMRGpqan49ddfMWfOnKBdH0HYf8ebyvr16zFq1ChkZGTw2+bOnYutW7eiqqoKGo0G77zzDkaPHg0Ajfo/FQ0Ecl2ReA8aI5Ov37FIJBLvfaBE8n339tsSinvfIhQTxhimTZuGrl27Yvz48dBqtQDgECfC/V1TU+N2jueeew59+vTBdddd53b/ww8/jNOnT6OiogLr16/H2rVrsXbtWocxTzzxBGpqanDixAnMmDEDaWlpTb42ggBcv+NNoba2Fu+++y6mTZvmsH3o0KEoLy+HUqmESqVCZWUlFi1aBACN+j8VDQRyXZF4DwKVyZ/fsUgkEu99IETyfff12xKKex/zigljDA899BBOnz6NTz75BHFxcVAoFADgoM1xfycmJrrMce7cOaxbtw7PPvusx/P0798fbdq0QXx8PK6++mo88cQTeO+999yOzcnJQd++fTF58uQmXBlB2HD3HW8K77//PhISEnhrCABYrVYMHz4cQ4cO5X3g11xzDUaOHAkAAf+fihYCua5IvAeByhTI71gkEYn3PhAi9b7789sSinsf04oJYwyzZs3CoUOHsHPnTiQnJwMAlEolMjMzUVBQwI8tKChAVlYWP8aeffv2oaKiAr169UJaWhrGjx+P6upqpKWl4dChQ27P7WtxMJlMOHPmTOMvjiDg+TveFF5//XVMmjQJQqGQ31ZZWYmioiI8/PDDSEhIQEJCAubMmYODBw/i0qVLAf+fihYCua5IvAdNlampSm5zEYn3vilEwn3397clJPe+0dEpUcDMmTNZnz592KVLl1z2LV68mPXr14+Vlpay0tJS1q9fP/bUU0+5nae2tpYfV1payj788EOWlJTESktLmdFoZIwx9t5777GqqipmtVrZ4cOHWYcOHdiqVasYY4zV1NSwDRs2MLVazaxWKzt69CjLyclh06dPD93FEy0Cb99xk8nE6urq2MKFC9mYMWNYXV0dMxgMXuc7deoUEwgE7PTp0y77unTpwp544glWV1fH6urq2OOPP84yMzP5/YH8n4omArmuSLwHgcjk7XcsHATyHY60ex+I7JF23xnz/tviTLDvfcwqJufPn2cAmEQiYXK5nH89+OCDjDHGjEYjmzlzJktJSWEpKSls1qxZzGQy8cc/+OCD/FhnvvnmG5esnL/97W8sOTmZyeVy1q1bN/bMM88wi8XCGGNMq9WyG2+8kalUKiaXy1l2djabP38+0+l0obl4okXg6zv+5JNPMgAOr2HDhvHHu/uOP/bYY+zaa691e77jx4+zESNGMJVKxVJSUtj111/Pjhw5wu/39X8qWvF2Xc73MBLvQSDye/sdCwfevsORfu8DkT3S7ruv35ZQ33vqLkwQBEEQRMQQfkcWQRAEQRBEPaSYEARBEAQRMZBiQhAEQRBExECKCUEQBEEQEQMpJgRBEARBRAykmBAEQRAEETGQYkIQBEEQRMRAiglBEARBEBEDKSYEQRAEQUQMpJgQBEEQBBExkGJCEARBBI2NGzdiwIABSExMhFKpRL9+/TB37lyHMQKBAAKBAAcPHnTYfuzYMQgEAnz77bdezyEQCJCfnx8UeWtra5GWloa9e/c6bH/ttdfQtWtXSKVSDBgwAHv27PFrvgMHDuCqq66CTCZDdnY2XnjhBbfjvvvuOwwbNgxyuRwpKSkYNmwYiouLA5Z//vz56NixY8DHNZWtW7eie/fusFgsQZ+bFBOCIAgiKDz99NOYNm0aRo4ciY8++gibN2/GLbfcgs8++8zt+OXLlzezhK68+OKLyM7OxrBhw/ht7777LmbMmIH77rsP27dvR69evXDzzTfj2LFjXuc6e/YsRo4ciezsbHzxxRd48MEHMXfuXLz++usO47766ivceOON6Nu3Lz777DO89dZbGDx4MPR6fUiuMRRMmDABjDG8+eabwZ+8aT0ICYIgCMJGRkYGmzlzpst2q9Xq8B4Au+666xgAhw7Vv/32GwPAvvnmG6/nAcBefPHFJstrsVhYVlYWe/XVVx22d+vWjU2ZMsVhXO/evdnEiRO9zvfAAw+wrl27OnTWfeihh1hmZiZ/D4xGI8vMzGQLFixosvyMMTZv3jzWoUOHoMwVKMuWLWP9+/cP+rxkMSEIgiCCgkajQVpamst2gUDgsm38+PHo2bMnVqxY0eTzfvHFFxg+fDhSU1ORlJSEq6++Gjt37vR53Ndff40LFy5g/Pjx/LY//vgDv//+O+644w5+W1xcHG6//XZs377d63zbt2/H+PHjIRQK+W133nknSkpKeGvLrl27UFJSglmzZgV6mdBoNLj77rshl8uRnp7u9t6Vlpbi/vvvR6dOnSCTydCtWzcsWrQIRqORHzNo0CBMmTLF5dhJkyahf//+AACTyYT58+ejffv2kEgkyMjIwLhx4xzmmTBhAo4cOeLTkhQopJgQBEEQQaF///548cUXsWnTJly+fNnrWIFAgAULFuCjjz7CiRMnmnTewsJCjBkzBm+++SY+/PBDDBkyBKNGjcKBAwe8Hrdnzx5069YNrVq14redOnUKANCjRw+HsTk5OaisrERFRYXbuXQ6Hf7880+3x9nP++OPP6JVq1b44Ycf0LVrVwiFQvTu3Rvbtm3zeZ1TpkzB9u3bsWbNGrz66qvYuXMn3n33XYcxly5dgkqlwurVq/HVV1/hsccewxtvvIE5c+bwY6ZNm4atW7dCq9Xy27RaLT788ENeYXn66aexZcsWLFu2DLt27cKaNWuQnJzsEFOSk5MDpVLpd/yN3wTdBkMQBEG0SH799VeWnZ3NADCBQMB69uzJFi9ezKqqqhzGod4VYzabWefOndk999zDGAuOK8disTCTycRGjBjh4I5xx/Dhw9ltt93msO2tt95iAJharXbYvmvXLgaAnT592u1cJSUlDAD7+OOPHbabTCYGgL3yyiuMMZu7RyqVslatWrGXX36Z7dq1i91+++0sPj6eHT161KOsx44dYwDYu+++y2+rqalhSqXSqyvHZDKxLVu2MIlEwgwGA2OMsaqqKpaQkMA2bNjAj1u/fj0Ti8Xs0qVLjDHGRo8ezebOnetxXo5hw4axu+++2+e4QCCLCUEQBBEU+vTpg5MnT+Kzzz7DzJkzwRjDsmXLMHDgQIenc474+Hg88cQTeOedd3Du3LlGn7ekpASTJk1Cu3btIBQKIRKJsHPnTvz+++9ejysrK0Pr1q3d7nN2PzHG3G73dZzzdqvVCr1ej+XLl+PBBx/EjTfeiHfeeQfZ2dlYtWqVx3kPHz4MABg7diy/TaFQYPjw4S5yrlmzBj179oRMJoNIJMLEiRNhMBj4rJ+kpCTcdttt2LhxI3/cxo0bMXbsWN56lJubi40bN2LVqlU4evQof/3OtG7dGmVlZV7vSaCQYkIQBEEEDYlEgjFjxiA/Px8nTpzA66+/jjNnzmD9+vVux993333IyMjAM88806jzWa1WjB07Ft9//z2WLl2Kb775BocPH8aoUaN8Zrno9XpIJBKHbUqlEoAtnsMe7n1KSorbubjtzsep1WqH/SqVCgBw/fXX82Pi4+MxbNgwry6tsrIyJCYmQiaTOWxPTU11eL9mzRrMmzcP48aNw6effopDhw5h3bp1AOBwP6ZOnYp9+/bh3LlzOHfuHPbt24f777+f379o0SLMmjULL730Evr27YusrCysXbvWRS6JRBL0bCKh7yEEQRAE0TimTp2Kf//733yMhTNisRiPPfYY5s+f7xCE6i9nz57FL7/8gu3bt+Omm276f/bePT6K6v7/f83M3neT7C4hkBDAIIIIKt7qhVZsLVLqXXvRj3eFliJYf2hbP3IxItLWKi39QGtV8Far9d7afi1e6v3a1kYExWsgBAkBspvL3i/z+2PmnJ2ZndnsbDbZ3eQ8H49oMjuXMzPLnNe8r3R5JBLpd1u/358lJEiMyPbt2zFx4kS6fPv27fD7/Rg9erTuvtxuN8aPH591ntqYFRJzokUURfC8sa1g7Nix6O3tRSQSUYmTzs5O1XqPPfYYvvvd76oCY/UEz8knn4xDDjkE999/P0RRRENDA0477TT6ucPhwKpVq7Bq1Sp8+umnuPPOO3Httddi6tSpquscDAap2CoWzGLCYDAYjKKgnSQBYN++feju7saYMWMMt1uwYAF8Pl9OV4YRRIAoLR87d+7sN/AVAKZOnYrW1lbVskmTJmHKlCl47LHH6LJ0Oo3HHnsM8+bNy7m/efPm4amnnlIFiP75z3/G+PHjMWPGDADA3LlzYbFYVAGjqVQKr7zyCo488kjDfR933HEAoKoJ09fXh+eff161XiQSybICPfTQQ7r7vPLKK3H//ffjgQcewKWXXgpBEHTXO+SQQ3D77bfDbrdniZwdO3ZgypQphuMuBGYxYTAYDEZROPzww3H22WfjtNNOQ11dHXbu3Inbb78dLpcLl112meF2DocDS5cuxc9+9jPTxzz00EPR2NiI6667Drfccgt6e3tx0003Ydy4cf1uO2vWLDz11FNIp9Mqa0VzczMuvvhiHHTQQZg1axbuv/9+fPrpp/jTn/5E13nllVdw6qmn4sUXX6TF2X7yk5/goYcewiWXXIIFCxbgX//6F/7whz/g97//PY0xqa+vx9VXX40bbrgBoihi8uTJuOuuu9De3o7//d//NRzr9OnTcdZZZ+FHP/oRenp6UF9fj1/96ldwuVyq9ebMmYPf/va3OP7443HwwQfjoYcewmeffaa7z8suuwzLly9HMpnE5Zdfrvrs3HPPxTHHHIOjjjoKTqcTjz/+OJLJJE4++WS6TigUwvbt23HLLbf0e61NUdRQWgaDwWCMWNavXy/OmTNHrK+vF+12uzhx4kTxwgsvFD/66CPVetDJqunt7RX9fn9BWTnvvvuueNxxx4kOh0OcPHmyeO+994qXXXaZeMwxx+TcT0dHh2ixWMRXX30167O77rpLPPjgg0WbzSYeddRR4gsvvKD6/KWXXtId62uvvSYed9xx9PzXrVuXte94PC7eeOON4tixY0WbzSYef/zx4ssvv5xzrKIoil1dXeL3v/990eVyiXV1deLNN9+cVWCtt7dXvPzyy0Wfzyf6fD7xqquuEp955hkRgPjBBx9k7XPWrFnirFmzspbfdttt4jHHHCNWV1eLHo9H/MpXviI+/fTTqnWefPJJ0ePxiH19ff2O3QycKBqE2jIYDAaDMcw5++yz0djYSANERxJdXV0YN24c1q9fj6uuusr09hdeeCHcbndWyf2BwoQJg8FgMEYs//rXv3Dqqadi586dNCNnuNPb24sPP/wQ69atwwsvvIAdO3ZkuYT6Y9euXZg6dSq2bNmCyZMnF3V8TJjI9JebzmAwMoykxwZ7NjAY+VOMZwMLflUwkh62DEahjMSJmj0bGIz+KdazgaULMxgMBoPBKBuYMGEwGAwGg1E2MGHCYDAYjGFNKBTC1q1bEQqFSj0URh6wGBMGY4iI7vgPHAcdU+phMBgjilAohKVLlyIQCMDn82Ht2rVwu92lHhYjB8xiwmAMAbH2rWhr/goin79T6qEwGCOK1tZW2kgvEAhklaBnlB9MmDAYQ0CyW2oLLiZjJR5J5bN+/Xoce+yxsNvtOOecc3Kum0gksHjxYvj9fvj9fixZsgTJZHJoBsooC5qammh9Ep/Ph6amphKPaOioVBcWc+UwAADxvZ8hsX8H3NO/WeqhDEvEaB8AgLcPnQm5/fZ5cE3/JvzzrhuyYw4FDQ0NWL58OV544QW0t7fnXHf16tV4/fXXsW3bNgBSk7U1a9Zg5cqVQzFURhngdruxdu1atLa2oqmpacS4cSrZhcUsJmVK4IUNiH+p3yZ8MGhbdQJ2/2rukB1vpJGOyW8s3ND9kwtvfQ4HnlgxZMcbKs477zycc845qK2t7XfdTZs2Yfny5aivr0d9fT2WLVuGjRs3DsEoGeWE2+3GjBkzKmZiLgaV7MJiwqRM2ffHa9Bx7w+G7HjpUGDIjlUOpPoOILZ725AdLx3rkw88tG4E3j0ySmzrEQgE0N7ejpkzZ9JlM2fORFtbG7q7u0s3MAZjCKhkFxZz5ZQhYjIOABA8o0o8kuFL+6++hdjO9zDlvtSQHC8dlSwmYnpojkcqlQojWJj09Uli0Ov10mXk997eXtTU1Ohu19zcjJtvvnmwh8dgDCqV7MJiFpMiEfnsraJlXCSDewAAQtXonOvsfeDqohyvFKRCAXyxdCJSfV0lOX58z9C5yQBAJBaT9NBYTNJhySLAu0auMPF4PACgso6Q36uqqgy3a25uhiiK9IfBqFQq1YXFhEmR2LX6q9h1y0lF2VcysBsAYKk2FibBF3+P7n/eiXSiMrM8Ym3vI9nVjtiu90tyfDGVGNLjkRiTobKYpHr3ARjZFhOfz4fGxka0tLTQZS0tLRg/fryhtYTBYJQeJkzKECJMcgVKkgkn3XdgKIY0iJSoIdxQC5NIj/zL0FhMUr2dAADe5R2S4w0lyWQS0WgUyWQS6XQa0WgU8Xhcd90rrrgCt956Kzo6OtDR0YE1a9Zg/vz5QzxiBqO8icfj6OzsNPx3NNQwYVKGJANfAsjEmujBu70ApCDOoSK05Vl8crlQJPP20JvI04nYkFksAKDnzT/ii+ukgLN0RHIhDJnFpEeymHC8MCTHG0pWr14Np9OJW2+9Fc888wycTidOO+00AMDChQuxcOFCuu6KFStw4oknYtq0aZg2bRpOOukk3HjjjaUaOiMHlVpzo9KJx+PYvHkzXnnlFWzevLksxAkLfi1DUiEp7iKnMHFUS+v27R+SMQFAX8vfpF/ENMANcMIj4qZIbbLz4bMFLniOPR8Nix8dkuMF/3knkgfaAACpcBAAIA5iVo6YjOPT+U6MX/YqkrIrRxwiC81Q0tzcjObmZt3P7rzzTtXfVqsVGzZswIYNG4ZgZIxCqeSaG5VOMBhENBoFAESjUQSDQdTV1ZV0TMxiUo6Iael/qVzKVZrYU71DJ0zIW3hxJtehFyYA0Pfe00N2LM5ip7+nI73yL4NnMUnHIwCAvvf+So831LE0DEYhVHLNjUrH6/XC4XAAABwOhyqLrVQwi0k5QoRJDosJEQdD6cohAZVmJtfgy3fD6h8P9xHfMlgjtzCJtv4btoZpxauYOoSuHM6aESYiDX4dRAuGLEIS+3dkrtcQ101hMAqB1NwgFpNKqrlR6dhsNsydOxfBYBBerxc2m63UQ2LCpBwR07mFSSKwG4l90hvFkAqTHimg0szk2nmf5O/X1guhcSr9CIW2m49H9deuwNir7jEx0sFFFEVweVh6OKv0FiImE0jHZb/5IAojIlaTB9pgHTVBWjYMXTmM4Ucl19wYDthstpK7b5QwV44J0vEoul+/f/APRC0m+qnArf/fBBx4YjkAc8JEFEV0v3JPTlcMEUVK0rEwgi/+HklZmBRlcpXf7vOZOIkgKgfaVp2EncuOyGtd3uYEIKUKp2NhAIMcY6KwmKSjpak0y2AUSqXW3GAUHyZMTBD97E3svefKwa8dkocrh2BGmCT2fYG99/4Qff9+Qn04xXH0YhJiO99D54OLkSZBuUWY7Ohx5P/vufNi9L3//3TX5SxWw/3svPn4IS0tH/3iHcS//DBruSiK2PO7C5EMdtBlxGKSjoeoK6eYFpN45+dIyMG1QOaapno6kY6yGBMGg1GZMGFiApItM9hxCqIsTJCHMDFTj4PjJc8dbSgno/pbZ39ZKa7y38mefQhs/k3ex1ftMylbTGSR0/v2w9j3sLoLLnX3CPrCREwlEWv9N3pef6CgMRQTMRFF77uPokdhUaOunGgfdeUU4loRkwl6vZTs+OkUtF6n8MUr9k168wxlejSDkS8sNZiRCyZMTJAije7EbHdHUUnnk5UjD0UhJEIfbEZ4+yuG63LyBK91ESmFia6VRjO5kck18I+12PfwdXlZdozGrX6j18RtyKKFUwiTeMen2POHS6Rhye4KIgBKio4AIONKhYMZl0oBQmHnyqPQ+rMp/a6nvJbMlcMYTAYiLEhq8KpVq7B06VImThhZMGFigjSpRZFjcjHzhhrv+BS97z6mcyBpH3pvyVnHU0w83a9uUr2xZ60rp+iKCbWQEOU0U2l/+VtMhCqp7Tzp7WMKIroUb/kcr/46EgGlFCb7H78RvW/9CaIoUquAMi23VGTuQ6ZwHE+ECclmQmEWk/iXHyF5oA3Bf96Ze0XFdyEd7QPvrGGuHEbRGaiwYKnBjP5gwsQE1GKSS5gkonnvb/fa07Hndxdk78NEjInK9SKmM2/KeqQNgmoV56M7kRlYTCzVUhQ3LaFvAurKSRpbTMi1VAqTWPtW+hmJo+AsmfS2RFc7gi/9wfR4cpEKBbKCgoMv/l51HGoBUlXFlc4n1b1X/pMbkBuws5+mjcp7J8b6wLt9LCuHUXQGKixIajAAlhrM0IWlC5uABH/mcuWI8QiQZ80NQ+tKP1k56lWTit9TKutHvvsVFW/5emIoa3KTx00EQUHCRM+Vo0nBTRORpxAmiY5PpO3iEYjUlZOxmIS3vYADT66E9+s/ND624rqnevcj1bsftoZD9ddNJvD51bWou3QDvN/IlDrvfHAxAGSOQ66RQpiQ4xCLiWTBMCdMzFjg1K6cXgieWubKYRSdgdYcYanBjP5gwsQExGKSa7JIxyPIt1i7YR8TExYTVYZMOpUV2Kq7X21WkVJo5WMxkY9JrgPp7WMGOu4cb/TUlWPJLviTjoczFhM+8zUWE9Hc1wBq11X77fMQ2/leVp0VQuSzNwH0X2FXz5VDg4SpMKk2bTHRXlsxnUKi83PYxmbHnCi/C+lIL6xjDimrVGvG8KAYwoKkBjMYejBXjgnS4f6DX8VEDouFFgNh0l+BNRVaYSJP1rr7NbLEKNwU+hYT/RgTIioKc+VIx8llMdFz5dDP4pFMSqzSapSISdYUnXosdPgKYZLsajNcDwDCW58ne5bGItcmyRqPXmyOKFtMZHHAO6shppMIbX3OsBGiKIqI7/k4M74DO1WfB/7xa+y4YZr+YJUWk0g3BJc3d82aZBxd/+9XOa8Vg6EHqznCGEyYMDFBKhQEkD1RK4MS92y4AHsfXAIA6H7tXtUkqIXjDC6/CYtJsmcvAi9soOMS84kxyarDonA/mIgx0boqcpE1EVNXjmLfmuuRESbZhj0xEaHxNKo6LPI2YjxsPBaFeORsuR+sKVmMpvokNx5n1Rcmeq4cct1SPZ0AL4CzOhHb8R/svn0eIp+8rrub0JZnseN/D6MWGq31J7HvC8Oxau8d7/LmtEj1vfcX7H/0Bnx6pRXdr2w0XI/BYDCGEiZMTJDWCX4V02lVUGJs1/vofvF3EJNx7N04H8Hn/894h7lcOYIlr3ThRMcn2PfHa+TtcltMDGNMlBYTE1k5meyhPGJhNGJIW2ANALis4Fd5G0HPlaOwmCiECYlLyeXOUX7GOzzydgbnQMRFP4XsMtdNJ8akZx94u1sSWLJwSfXs1d+PnGmU7JYKtWVdW9mqpOdO1FpHeFfurBzlZ4Hnf2u4HoPBYAwlTJiYIKUT/EoDYjWQyZ60u9clhzDhrU6IyThiuz7oN2YCkCwSYjpdmCtHzO3K6S/GhIiBWNv7hm4BMa4+Bxr8mk5mJlmFK6fnjQcQlwNd9WJxJFeOscUk8Nw6fHK5gatMYVUize7SBsKDniOpeqvJukpFeqRxpHJYTMIBcDaXFAsjn0s60qN7PMEzStpGHo9RlpduKrnWYmL35K7SqxTYg13NmMFgMPKECZM8EdNppCPd8u+ZB3rSyI0hxxeIsRB6//UEWn82NWsVZdCm9lic1QEk49i5YiY6//jj/geYSgDpFMRE1HgyMgp+VQZs6r1hiyn9vxXpx6lID3auPBqBf6xVryu7Z7TiisaYKKuachx23nQcet5+GB13X4G9G69Sj1shetLxMK1jglQcn1/TgNiuLXQi737xd9nnQbaNZYQJJwuTVJ9BcCvt4qwvTFp/MhlfXD8pK1048vk7iHd8Kh0vHJQEEC9QUZiOGAhIOZ4mI0z0BYOelSrLlWN35w4uVgqTPKxeDAaDMRQwYZIn6Ug3fRve8bOp6H3nzwByNJiTJ9F0LITA5t8gsfez7HXkt+es+AtREiZksjCcNJWbJGKZt/toH3r/9Xi2pYWMaYDBr9Ed/4WYjNPlYiKOWNv7AIDw1udU63KKRnYqlOnCdPLkENv5Hrr+eqv+8ZUTqdKVk4gh1bMXPW89TIVDLsuRciwk1dgo64a6Y0IHJMGnCXxO9x1Auu9Alhg88NRNiHz0TzoWzuYEJwhUaKSj+hYTaOJ2jASDUlxlxqpx5dg9EFMJ9Lz9MKI7/qP6rOvZtRnhhzwDrRkMBmMIYMIkT2hxNZmetx+RlhtYTOikHQsZvrVSF4XWSkGFiTRZ8M6afscnJmOZ9NSuNuzZ8H3s+d2FWful6yoXk8mW4/MKft330I9x4OlV9LzEZAyxthYAQGzXFtW6pMOuNiiXHiedzPwuu3KyAobJtVS5HjJ1TNJyoKuYjOVV4E5VhE621hiKPzEF3uVFqq8r574zwbZydV2lq0UUwQk2gBNo3FA63K2/HypMpPFoq/TSc9BsH/n0DXTcebFqGedwA6kkOu68GG3NX1F9RrpT0+MyiwmDwSgTmDDJE5oqTBf0k5EiZiwmVKRo4y+ImyMRVQVfirIwIQh5CZOMBSO6878AgPD2l9XrUFeOZrKTl3NWe37BrwCSgfbMecnChLPYsrYnWSxaC4aywJpWmGgzaqhwUjapi0cydWWIMIlH8hImosLaQERQqtcgxiSVhFA1GulwQDfDylYvFWajgky2fmVdB4sNnGCh1z5lEGOiyuRBDouJZvuuv/1COo7NRZfxdrdx5Vdt+X8TFYsZDAZjMGHCJE9IjAGBPPBTPbktJul4OPPGr5lwicWk486L8dmCzISCdJpaGgA57bMflBaTmCxMsup/GAa/yjU6LHaD4Fe9gNZMeXUxEUNi7+ewjZuhmggly4S0b+1ESo+TUlhMQCwmmlRfPYtJPEJ79BDBICaimWqxGpTusnQ0JBU7A2jqMBlPdMd/0PffZ1TH5m0uQBRVgoZA9kOzaHSyjQD5XvAKi0lE32JC7lHwhfVSzIyhMFFvT4rQ8XaNMDGKN9KmZjNXDoPBKBOYMMmTdDigKo2ureqZBREBsRCdrLP62MjCJPT+37O25Z1VmdVceVhMEkph0iIv00zSRr1yiMXEYtcNftWtdMvzihiTKBL7voBt7CE0WDTZvRefLaxBsqtdOnQOiwlxp3DEYhLTFybEYsLZnLIwkaqiUotJImr85q84h3Ssj4o9WvdE/rz37UcQfGG96tyJ9UqvDxEVRcSaQgvHqQUBZ7GB4y2ZGBMDi4nyWsfaWgzTmLOEiZxSrayzYnQ/AZ0aOgPo4cNgMBjFhAmTPEmFAjSVE8i4ZUSDVF4S3xH78kPFm716XaOS9KKYhnX0wf2upxRKYjJGK43G2lpg8Y+XJmpl7xaDrBxR6cpJxhHv+ASfXC5kJmLdSStjMUlHepAM7IZ1zCFUcEQ+fkW1dlYWijJdWCfGRm98ZNLmHVVIx8NIBb+EZdREpOOSuIh8+gaNddEiqoRJiMbtUPeMmKJ/q1xu6aRCmMgl8BW9kGiwLRFHej2AAECwqLNyjIJz0ynwjipYRzfJGUtaYSJblbTCRraYqIrR6VTMzeyG/dNnMBjlCXs65Uk6FIRQVatYoK7loYVMzGK0j9bIIMGaff95Grt/fWaWn58iplWlz42OoWxel1a4ctLRXlhGTZA+0HQfBnQsKUpXTiqByGdvAQCSJM5B7/gcr3BnScXCbGMPkVKWRRGRT95Qra7NQlGlCxtN5nRj+fiyFYJ3VCEZ2A0xGYe19iBqMUkGdufIklIIk2gvBNkKRS0dtCpuRFNALwXOphYmvCKOQ1tp1tCVQ2JMZKFhdK6imJYsaYJVEm0GBdZSYfX1zLjtOMWyHK2wjL57DAaDUWLY0ylPUuGA1K1VRkynpDd1xSTGWex6m1JIimfiQJvUD8XIEpJOq03tBr15eEWArDJdGAAs1aOlXdFKqOFMQK42voFaTKRMIGqhIcfV1jEBwPG85txtGTGUTiH+5UfqUzJw5UCRLmwU55BlMbF7kOiUSrNbayfk7KhMrR9KYRIOZseY0DigiPp6q1w5ssVER5hQl46ByOIEq5SVQ87RqD9NOgVwvFTjJpUyFJFKoSeKIo0xUX4HtHVyVG6hCreYJBIJLF68GH6/H36/H0uWLEEyqR9Pc/nll8Nms8Hj8dCft956a4hHzGAw8qWyn05DSPWJF2HU2SsyC9IpfPYDN3rffpguMmrwRjdRuEbEZAwcl6MkPceDd/vp+nooM3eQiqvWE6okYSImokhFevDZD6sQ/kiy4qT6Dqhrp4hpgOMkF0m0NzNp6dQPyRycV02CvKeWCjMxlUBSWXKd47KyUEQdV45hAGYqIcVsEGHirEJi3+eAYIFQU490rsaJ6STEdBpdf/9lZlEokBVjonblqC0mvDLGhBdU3Y6zevNQYaKJMRGsclZOjOw4a6jBl+9C5x9/LAlDwSJdG22MCYlXUl7PdCojTJSCSOPKUaZEG/ZpqhBWr16N119/Hdu2bcO2bdvw2muvYc2aNYbrL1q0CH19ffTnxBNPHMLRMhgMM1T202kIsY8/HM6pX6N/67k38hUmolyh1bC7sJgGeB4H3boFvNtnWOZdKUzSGouJUFUn7SsRpZNb9LM35ZVTqolNFEVJCDmrkI70UIuJ1lKhPrgcYyJPfryjKuM6SCWR6s4IE97lzY6JIGXtU5nKr0bCpPvlu/H54jrqOuKd1UgGvoTgHiVZeXI17EslEdu1BV1/+3nm0KEAjTGhLiUayKt25agsJpEe8DaXKuaHiCJRjnOJfvEvxDu/0E0XVmbliDrCpPO+HyHV3SGJH94iXxtNPJA8XqUFSkwlaPCrMqVa68rpe+dRxEmhvwoXJps2bcLy5ctRX1+P+vp6LFu2DBs3skaEDMZwoLKfTkON8mGuUx+C1+k8O25pJuOGVutMp5BORI2DWmWLicVbD/u46bquFEDtOvry12ciuX8H/VuoJhYTReE1RfyFqv4KsdA4qyUBQcbVj8WEptJCSlMlroN0Iqp6OxdcXjqRpuNR7PndhZm+Q4p04VwN59KRbjoOwVMrZS65vOAstqz6Irwjk9EkppNZrqtUKABBm4JNXTlRlWgQU4rg10i3FPiq/B7IAosEv8b3bMeO/52WnQ0jWFVZOTmzYDhecv2kJIuJ8j5TIaVw8Xz2Aw84i1Uer6IposaVs//pZvT963HpjwqOMQkEAmhvb8fMmTPpspkzZ6KtrQ3d3fpp2A888AD8fj+mT5+OO+64A2kjVxqA5uZmcBxHfxgMxtBSuU+nEqB8SOlaTBQ1JAj2CTPR+L8vwTp2Kk2DpRYTo7dWURFjwgnq7r+K35UuBS1KV442SBXQCBM5poV3VEuxC8RikjIO8OXk4FeSocJZ7FLmCSC99StcRZLFRBIm8d1b0fvuo7TWiphKZNwf/RT5IudBgpAFWZhoLSYkfkQaTDLLWpMOB1XiRXmO6UTU0GKSCgclIabbVFAxhlSSjpXcI2oxSRq7cggqV04ypvpe6QkTaSNSRVghmC2arBxFEb5KduX09UkC3+v10mXk997e7Gyna665Bh9//DH27duHjRs3Yt26dVi3bp3h/pubm6WmmPIPg1FuxONxdHZ2Ih4f/PpDoVAIW7duRSjUfzPZYlG5TycdEokEZs2aBa/Xi8cff3xQj6XXXI3TsZiAF+CaerJkjSAWEzGlmryy9p0WM5Mfz6P3rYdw4BnZFaHcRqcJIJlwLdUZVw5tRNfTCQgWcA6PKntFlGNMBNliQictWjZe35UjplO0Oy9nsdPMkGRgt3pMCouJsoMwyeyhFpMcLhnlOIjo4l01sjBRW0xUKdLpZFbgbTrao0r5Ve47KytHVLhywpLFJGtSFyxZVhtyTmRbEmOSKRZnLEwyrhxZmCi+VzSrR3M8YqHKZTERk4o4pAoWJh6PBwBU1hHye1VVVdb6Rx99NEaPHg1BEHDCCSfghhtuwJ///OeijWcoJwkGIx6PY/PmzXjllVewefPmQf3ehUIhLF26FKtWrcLSpUuHTJxU7tNJB4vFgscffxzXXnvtoB9L1Am4JNVavXMzx+dkkznv8FCrgaqPju7O03Ti4Hgeic7PaW8T1cSjkw5KirEJsjBJKywm0ts2B0tVncaVQ2JMqqUxUouJOv5CDady5XBWGxVKyUA7wAvg3T5pLG5fpqS/YkLkHZ5MYCvysZgQYVJL95tV3VZaMfN7KpnV50iMR6R7pXLNZbJyRKXrLJXMBL9GunUtJryjOltUJbXCxKbezsA9B0gWE06wSNcmEVdVc6UxJpprRQrZqYNfs78fYg5hYpSWXm74fD40NjaipaWFLmtpacH48eNRU9N/MUK+iG6soZwkGAwACAaDiEblmLZoFMFgcNCO1draikBAen4GAgG0trYO2rGUDCthwnEc6uvrh+RYepMomYSUabzExM5Z7ZltiNtAW+GUkE5RQZNVOlxhqte+EQOZhn+C209dByoxw/EQqkaru+nKwbY0xkSuhSEV+EroW0zkdGHiZpAsJrIwCXZA8NRS0WAdPQmJ/TvlsSvqbNg9EJNJw+qkWaTUrhwSY0KoOv77qDllAWpOWUCXtd82B/E927N2xVkdKqGQaSEQUaXySnVM5H4/ssVEG59BCr5lds5lW0wsVvX9ymUx4Xjp3qV1LCZKt5fC+kSq4KpSuHW+H9HP30LghQ2Z75eCXGnX5cYVV1yBW2+9FR0dHejo6MCaNWswf/583XUfffRR9PT0QBRF/Pvf/8YvfvELnH/++UUZx1BOEgwGILktHQ7pueJwOFQuzWLT1NQEn096wfT5fGhqahq0YykpiTBZv349jj32WNjtdpxzzjmqz8zUJyglusJEnsBU9UzkCYATbFkWCCPXhaiwmGTFM+RIBwUywoR3VksF0xSuHDIeoapWFQgLMQ0OJF24h1ocwttfxqfzHbp9XTjIrhxiMbHYqBBJR7qlkvry2G31U4FUAokDbSpXFO/w6Fd+NUDMcuV4VRaTMVdtwpjL74SV1FOBFIza88YD2eO3OdUWJ4UrR9TGmMj3MxXploJ8NWnevLNKXUaft9BrSDOnNBaTXNYJyWJCgl+j6oJuihgT5feMWEy0+9ES3vYi9v3xGl2LSbzjY8MxlRsrVqzAiSeeiGnTpmHatGk46aSTcOONNwIAFi5ciIULF9J1169fjwkTJqCqqgoXXXQRFi1ahOuuu64o4xjKSYLBAACbzYa5c+di9uzZmDt3Lmw241jDgeJ2u7F27VqsXLkSa9euhdvt7n+jIpCjNOTg0dDQgOXLl+OFF15Ae7v6gaqsTwAA8+bNw5o1a7By5UoAQFdXF7797W9n7XPFihU4/fTTB3/wMnqdZomlRJnGSyYHzmJTFNdSNPhTkOzplNJsla6cnBaT7MlFcNUAHCfFQlgdquBXeSMI1aOpKycV7ka841PqyklFMsKEdMzV6wckplNSuXaFxYS4ctKRHqkImTxZW2sPAgQrEns/VQWm8o6qLItOTkjwq0cd/EpPTRYavCZ+RNTpcaO0mHAWG3XfSAXWlHVMkjTjJR3uBj96ElI6FhOl+4jjBd0YE5XlKUfwKzTBr8QlBmiEiXx/AYMu1zoWE8UgsxZFPn4djoOOMd6mjLBardiwYQM2bNiQ9dmdd96p+vvVV18dtHGQSSIYDMLr9Q7qJDHcCYVCaG1tRVNT05BNgJWKzWZDXV3doB4jHo/T7/WMGTMG9VhaSiJMzjvvPACSX1grTDZt2oRf//rX1CWzbNkyXH/99VSY+P1+vP3220M7YD30JlP57V1lMSECw2LLTMAGMSbdL9+D8NbN6sqvmrdelcjQjTHxSjVFOE6euGIqi4nkyqlDrE3Kimm/bQ5iO/4D3u2jrhyauSEfm/a5ESyZ+iPppDr41Zpx5aQjPeCtTqRlVwNnscE6ehLiez+DffzhdCyW6jrE936mFiYcp8roUZ+7OsaEd3tpjxjltcoKbNWBtzqkAFPI4kEupS8momo3SzolTfCClaYLay0R2gwfVRwNdeXY1OeZS5jIlV/FVAJiIqbqNA2NMMmFYTq6ZowAYGs8HJFP34Bv7o9z7pORzVBMEsMdEmQZCATg8/mG9O2ckQ2JnYpGo3A4HINumdFSVjEmhdQn0PK9730PDzzwAFatWoWf/vSnhusVtVYBER9EmFgVb/E6FhPRwGIixsNIx8K0wJpy35QcWRcA4D7iWxj9P78GIE2KuhaTqtFI9Uhv2LEd/yEfSNaMVCIjmIgwkXv9qFwYciVWEv/AyRM9AKSiPZIlhVxXXoDF14BUd4eqiJpQM1YKilWcE2/3ZJ0TJZ0EOE5yV3GcZDEhhcU4nt5HrcVED87mzAgZq1NO4ZYzXrS9cgQLOMEqpRnbXOp7wguq4FT5QmV+1WblKPYLADuWH4ngy3cjFc58vzPBr3KMidKVk8oEv/bXAsGw5QGyrW22hkORUNTBYTCGklIFWTL0KXXsVEksJkb0V58gn4j7Rx99NK9jNTc3o7m5mf49EHEy6pyb4Dx0Nnrf+pO0Lz2LiWDLxCEYWEzSiYgc7OhQZOVkJpfQln8g+sW7mV3rWEyEmrFwT/+m9LnVLvXQ0cSYWKprs0z/HM9DcEkuAxp/QtKMSTE0VYyEbDGRLRZW/3hqMUqHeyC4vaCBrhwPjhcQ+fRNhLY8S/dhqRmLVCigDs61uwGDzruibL3geB6+uUvhOPgEqeeQ5lrkYzHhrA5qleKsDvT96/GMW0iZMZNO0piPdDycVWCNszqyY31UwkT6LnAWG7iEMitHspjE27ei65mfo/O+TEyEuolfXGUxoeI2HgFfJYk4obpOv3mhCYuJ1deIyCevG6/PYAwiJMiSWEyGKsiSoQ+JnSIWk6GOnTItTB588EE8+OCD2L17N8aNG4eLL74Yl156aVEGo6xPUFtbS38H9OsTlAuczQnX1K+h911JFKlM7EqLCS1HLgsTTQl2MRaWhInFpiiwlplAdq/VxNDoWEyUQoazOuSCYVqLSR2SPZ3q4lEcD2vdwYBgRbz9AwCZsucpYjHhBdAtiMWEt2D8ijdVsQnpaA8svobMruUsk8i2F1RjFbz1QDqFVCiYOSW7G8qwUG1sDjm/0RfcBgBI7JPfrBTnndPqIlsipCq9YuY6RXrQ/U8pNkFrMQEn0DgTqcKt+hprU5aV2S2Z4FeL+n4pq8tqU885XuqrI1fFNar8yvECptyXQsfdV9AA34Zr/4IDTzXDMfnEflw5aiFu8Tci1b1XshDl2o7BGATcbjdWr16Nt99+GyeccAJz45SYUsdOmRImzc3N2LRpExYvXoyJEyeira0NK1euxBdffKGyPhSKsj7BwQcfDMBcfYJSQd01OjEmnCLOQhv8Cshv96kExGRcyghJxABb5q081ySh29ZeM2nqpgtXjwZSCXVFVI4HZ7HC1jAN0bb3pWHKFh2aPaRyRcgF4ngBzoOPl5aRzrdyTxmlK0fvPCw1YwFA9bavdFtkzkGejFPJrLgaWllVMenncuWQwmWc1UGLnPHaWA1NjAmnEBWcza2a1HkdYaK6v4oYE05lcVKIH02GF0cKrCWikjBRdpFWpgsrRC8AVM+6FJ6ZZ8Az8wxpnVxVSzVNBi2+cYCYRqqnExbv0KTcM4YXymBJsxNZKBTC8uXLEQgE8Le//Y3FmJQBpYydMiVM7rrrLrz00kuYOnUqXXbWWWfhlFNOMSVMkskk/Umn04hGo+B5HjabjdYnmDVrFgDkrE9QNmiFiV5QomDNijEBgFFnLYdr+qloa/6KFF+SjOWOMVEdV7p9rumnIta+Danujqy3eWly01hM5KwWlTtHnmztjTOoS0pbMVU1saYSKguGtAsO4AUpK8fugtKVo+dWsHiJMMmUyieuD+U5gAiodCorVZe6X4T8hAkEC5CQ90tSerXNF5VZOSlJfJF7y9tdWeKPfOY59ny4Dz8Ne+/9YWYsyqwcRaBuOhTAJ5fLhey0VYRJVk5SKtevZzGRdip/N4gw0oo2jjMMJtZmQln8jQCAZHAPEyYM0ww0WFIvxmSoM0EY5YPp4NeDDjpI9ffEiRNNx2esXr0aTqcTt956K5555hk4nU6cdtppAHLXJyhXyGSZESbZQYmSxUSnxLv8dgxIlgkxEVOlC+cSJkQUWEYdJKXkSoNQHzMe0ZSx5+lElwzuUZyDdBzr6El0WVqbZqsJfpViPjRCQbBmWUw4A4uJUFUHcJyqpoo2oFNlLZAtNOrjEYuJwpXjrIaFXA8N9F7ZnNm1RshxknH0/fcZ6Q/5HJXChNPGmBCrjdUB62i1b5wGB1tshr2NtB2ESUyLVOMlqfo+EXegdC6aoGs965pRB2uNlUZw+cDZXJlCbQyGCQYaLFmqQl6M8sSUMLnxxhuxaNEiHDggxRzs378fS5YswbJly0wdVNskSxRFvPzyywAy9QkCgQACgQDWr18Pi6WsYnSz4dVvrnrZEpxgQzocRLzjU5XFhDRsA6TaKGJSEiZcHq6czD54lQigw7K5pIBaTbowmaxibS3KnchjV7zVa4NQNcGv0BEmEKTiYpzVmRGsPK8WNeSQNid4Zw0SnZ8rxqy2XqhEA3GrKD8n1gKFK4ez2DDp9s+hi7w9Z3XQLsJaIZmO9ODLdecg2bNP6pUjpwtLYza2mHCCJUvkqLJycjRdVG8kpQsjGZevpWKfSosJrxYmujFHOtcdyLjpMvuSM6eUFYEZjDwZaKG5UhXyYpQnpmb8FStWoLe3F/fddx+N2OU4DtXV1VixYgVdr6urq+gDLWuyXDn6FpPYrvex44ZDUXXChaptyeQhxmVXTjqliM/IoR1lEz1nsWcsK0ph4qiCGO3NCn4l4iWy/RXFciJsFHEkGouJShSkkhDT6ayUZVIbRJlCy3H6FhPe6oDg9iOx7wsI3nqkgnsgeEZp1lGWY8+2mFBrRZ4Bm5xSgImZ4Fc9xHhYisUg6buQa5Yo65TYnAphYjUWJjksJlljlMUq6YfTnyuHy3UNDK4LbShJ1+Nx0Jpt+nFLDEY/FCNY0u12M/cNA4BJYfL0008P0jAqm0zwqzx56Ux0qklJaTHhlBaTMCCK0uRDY0xyT7hjF9wL91Fn48vfnKUaCwCpi3BwT1aMCZmsIp+8Lpeh71XEKyiEiY6LgZDs7pDcRFmuFRIkqqj3wevHmHAWO4SqWiT2fQGLbxxSwT3g3X71OsprSawXqn3I1zVXlVPVBrIA4ziarm2RS9xrISKR4wUqYniHRxPHk+mqDMGS1WE6k5VjzdRc6Q9eLrAmZ/foCV3pg9wxJtI6Bm5WTfArJ2cCMRiFwgrNMYqFqSfR7NmzB2sclU2OrBwCSTcFNH1S+IwFg9Q5EeMRhSsn22LCWexUNFTPklO1DSwmiegn6qwcxfFSvftgazgM8S8/VBwvx1dCse/Yzv/K62tdOcTl4cxMigbBr5zVDuvoJkS/eBcWbz1ikJsPqtZRxpjoxLQQa0Hek2pmom786XMQqseg5/XsXjqA3GQxnZRSd+XrrbWYcJZMHRPO6si2mJDx5WEx8Z+9Al1/uUXav9C/MMmKMdETsfnGf7EUYQaDUSaYfkV6+umn8d5779FiaIS1a9cWbVCVBp2cc2TlKN+WVZYIXsj0mJHrWYiJiK7QoPuyu+R9KLMtuKz1ebtHiiVQvR1zWfEY0i/y9rkmeL2JTysU5H0rG8/pBr9yHCBYpdopACxeqe4J7/KqV1MFfiaz9kOva74Tq2Kidh12as5txVifZCnhBBosyjuqsuuYyNfQUjU6y1pGLUjKGBNe0O3YTBsikoJu8vfBsMIrTRfOYTHJQf2iR7DvkZ8g2bVLJbYYjHJnIKnJjPLH1JNs/vz5+Nvf/obZs2fD5XL1v8FIQePK0beYKIJKteXHNRaTdFwhTHQmDLJ/VZ0KPjtYlndWIXmgDaFtz6u3V06sVJgUVjclWyjI16CfdGHOYgfHcbDWTgQg19EAwDvVxdG0wa9al41eHZOc6FgQjM45RdKUeSET72H3qOJ+lMGvQlVtVuoxGZfSYiJl3GQLE7qtoo6JtK3m+ySnAHM0+NU4xoQDB6NqJryzWmFtYcKEURmUuo8LY/AxJUyeeOIJbNu2DQ0NDf2vPILIKrBmEPxKSIWDmQ8UWTm0AmgqkZl0dGMz9P4R6llM3EgGdqPv3ccU64nqrBKtMMn11k3Gqipxr1mfWEysCleOjsWETLbEQiJ4JBcO76hWracqx65TlVRlhcgD3QnYKEBUFiacYFFZTFQp2SphMjq7hoqexcTAvZL53nAqV06WFcZil8ajceXkHWdD9iNYMiKLuXIYFYJeajKLbRlemHpNamxsZJYSPehbsVVVl0SFojpoWiFMOJIaCm3GhTxR5LCYqJbxJKhTHWOiRVS8aUvjIm/bZILSWiQUVWx5AZPWtsE791rVMvUG8jgUFhNOz2IiT8Kuw06Fa8Yc2MZOkQ7vrNasp7GYaIUTLwAcl3eMSd1lv0f1yVepj2EkTKIZiwm1XljtquvHKwq1CVW1WaJRcPvh+9Z1sNZNzridDCqyZtxfIjjeQps8Zset2MnApf/L6fS655ErxoS35PyeMRjlyEBTkxnlj6lXrD/84Q9YsGABfvCDH2DMmDGqz4444oiiDqySUMaYcLzFIANF6coJZj7gBf231XwsJppeN3R/ZBeOHD1j5DiHzIQuiwjNBM+7fUh1d9BtLDVjYB01Ub0fBaQom+DyZeqYcHx2xVZ5shXcPjRe/w+Etj4nb1eju560cx2LCcdJE36e1gLPzNPhmantOaSwgNic1FKRDssWE95CY0JIdVvl+FIRyTUn6GX38Dzt69Nf8Ksyo4cTrCoxpF7PDkSQZTHRF2fGwoQTrDktc4zSEAqF0NraiqamJlbPQ4dS93FhDD6mhEl7ezuef/55PPHEE6rlHMchlcr2mY8YiCuHtwAWq4GVQ79wGW1xr12/nxgTy6gJqDn5SuVSuj86LKXFhARcktodvCC5RqgrRN9iIiiECY2XUAbPaoWJPEnzHkV2jY740lp9yFhJECxdr5/Kr9JG1gFNrKprZvcgRYQJceVkWYUUMSY2JxWausJEKR77ESa09osoAkImQDarGq78N7WS0QBgk7HsgiVzLsxiUhaEQiEsXbqUdtllxcb0YanJwxtTT6Nrr70Wt99+O0KhENLpNP0Z0aIEmYnLNu4wuGfM1bdyGNWw4AVVzIJip5nPtR9Z7Zh0Rytc005R7Cd7fU7ZZZdOPPJEqQjKVH6eZTFx+dRjBajrQHVcsne5Nojg9mfcOooUZeU5KHFOPhEH/fJjnZLuCmGSiOm6yTjBNrAaHAZWJqUrR3U8jcWEBDPTeJmq2szKii7CGUuXokmgcr/EYiKKavGntZho75klR0l6arXSC/pVCJNchfwYQ4ZezxjG8CAUCmHr1q0IhUL9rzzCMfU0TyQSuPLKK8Gzh5gaeUKwj5uOhsWP0q61SgzN+AYWEzrp6FlM9CZnPYuJUxljIgsSpcVEMa7M9hqLicK1wiktQ5plWqSgVTIpZltM/N/+adY2tjGTDfYjDz0ZN3aT9Wct4HhDQaAKZlUErxLBkXW9lZVfrQ64jz4LPW88QF1XgldR2l1hMemvwJrKbaX4ThhZTOi1yKPAGqdoIpkZj1VxT5krpxwgPWOIxYT1jBkeMEuYOUwpjKuvvhrr168frLFULFnWAN2iaPqTEtdPjInuZ3pmd70YE6XFhE6Qomq9TEZHduVXQIoxyfxBAiUzb9+i0WSvXE9T+ZV3+1F90kXG26kGoK5EqyvKLLZ+J1ajsvNAtiuHYGQx0caYVB1zLqbcl7EaNix5HL5vLZXGrGMxEY2CX+2K4FdFsLRh0bZ8CqwRcajYH4W5csoO1jNmeKK1hH300UclHlF5Y+pp9Je//AXXX389xo0bh6OPPlr1M6Lpp2w8kC1MOJKBwQlye3r1rcgVY6KbaaFIzSWoMlzIBCmqhQnJysnUMdEIE2e2xURMZArEKX83GhPHaVw5ucRMDsRkLIfFpB9hoqkvokLlylFYTCK9WZ8DaiuWXmq4re5geE9dJA9aYTGhlg99YUI/F0WVFc3QYqJtvCjkqkGTLUykQG0mTMoN0jOGiZLhQ1NTE2pqMs/Su+66i7l0cmDKlXPttddmLTN6+xtR5GEG15rxebsbqXg4M2HzPJBSTNi5Cp7lsJiouws7cdBtn2LHTw+hE6SocOUA2fEKxGJiGzcd8d3bkO47kHWeSpcAyRzRRyGWChQmfFaMiY41SujfYsJbHTA6qipmxJaZDMIfvijv34Jx1/8j0/hOYzHRQ6gZC95ZDde0r2fW7a+JH6lnAzFjKdLpYUPFkNZikiPGRO/YnGClVhbmymEwBg+3240f/OAH+NWvfgVAqsXS2trKmhYaYOo16bLLLqM/p512Gr788kusXr0aV1999WCNryLI66FuZDEh22rjUnJl5eSymGisN9puvUauHI5Tx5iQIFSlpSFjMcmIkZzCRJUunDmPnO4fBZN/H5TrocjbJWO6cRScxdZvOfba7/8yU4Jei7IuibZAGgDwAtwz5qDqmHOl46ksJvrChLc5Mfn3AVrZlo4zB0pXTKaUfXb6eSbYVS1Mcr0k6FpMLLaKtZgkEgksXrwYfr8ffr8fS5YsQTKZHPC6DMZgcdhhh8Hnk1zjLH4oN6aeRqlUCk8//TTOPPNMTJgwAcuXL8dFF12Etra2wRpf2eI/c1nmj7wsJuqJgUyAVNRoJuuc9SV0dYn++ryBC4PTZuXo1DGZeMt/MfpCRQ8kajHJ05VDj6WxmOiUY9eDd1apXCFiMqYbRyHFmOTq8cOj+oQL0fjT54zHR44pZ+UIVaMzabnaY6qsUiYKDvb3PaHfBYXFRMhOhc4usGac7UNFrOL7N+q8W9Dw46cheOsVAjjPZn9lwurVq/H6669j27Zt2LZtG1577TWsWbNmwOsyGIMFix/Kn7yEyccff4yf/vSnaGhowCWXXAKfz4dnn30Wo0ePxtVXX41Ro7Rv5cOf2vNXUXGSl8VE8+Cn2R/aN1VlR17AII1TT5kYBMtq35Q1MSZZZdLJhCiKsI8/AoLbSze1Nx4ufaSMMUmqhcnENVvR9KvP5VEqLCYqYWIixkQpTBI5LCY696Dxp8/Dc8y5/btQdIJfOasdFtnakZU1JV/r2u/cCuehp+RzFtJm5BobWDboccRM8CsnZNfFyYoxIfdY1xLFqdeBdG6eo86UitPxgmzRqixhsmnTJixfvhz19fWor6/HsmXLsHHjxgGvy2AMJix+KD/yijGZNm0aRo0ahV/+8pf4/ve/Ty9qpT3Mig2dSPKxmJDeMJ5RSPcdyLxpay0cjiqpsBd9k803xiRTM0S9WHOPjGJMyHI6CasnT/dRZ6H2/FsAALZGhV9UY6mwN0zLGhM01VL9Z96YPX4DlG4fMRnXDTaFYNVNuXYd9g1EPnuLxooYQa6Fc+psuI+ch8DmXwPgIFSNRqLjE8M6Ju6jzgRvM872McTI5aKMXcnpylE37csIE+NDqoSJ8p5xfMXVMAkEAmhvb8fMmTPpspkzZ6KtrQ3d3d2qIEMz6zIYjPIgryfS5Zdfjmg0imXLlqG5uRlbt24d7HFVBiZqQFiqR2Pi6vdRdex50qb2TIt71S7lCqgZV05+WTn5d4fVxpjYNMvlAEzN27cyCLX6hAsw+c5uNCx5AqPOXm58KJqVw1GB5fvW0tzbZA1XaTGJGhRYs+oLOPmzfi0m8rY1s6+CdcwUOnZaKM2g8qt+em7hZL4LClcOuH5dOZkYEx2LiV7wq3J/mvifSqCvTwpCVvZIIb/39vYWvC6hublZsibJPwwGY2jJ64m0adMmdHR04JZbbsEbb7yBI488EkcffTR6e3vR3d092GMsWzIZNflNUPbGGZm4BeLK0QoTEqyao/JrznTh/pAnryyLCdmNwp1AaPj/nkHdpRvU43R44DnmHP1g0czeMr+ZvFba8QJAKhTIavIHyDEmBsGvnGDNpEQbQa+FMp6Dg6W6Th67TuNAoPiWBoUbjVxXMRnTceVoK7/mrigLQOXSU2UhaWrMVAIej+RuUz57yO9VVVUFr0tobm6GKIr0h8FgDC15P1ndbjfmz5+PN998Ex988AG+/vWvw+1248gjj8T8+fMHc4zli07vmP4gkwhx5Wjfhi01Y+UV1dkSqi6/uQqs9YOYVcdEndHB8dnCxHPktyEoe98UQqEVRhXjSIeNhYlh5VeLTTcjRbU9FRoWxTj5TO8bowJ6BVsaDGJMlLEucsXdtDKlnKxHe+WQFG/5/HRjd7JjTFSCiuMHcB6lwefzobGxES0tLXRZS0sLxo8fn+WaMbMug8EoDwp6Ih122GG44447sHv3bjz44IPYs2dPscdVERRiBejPYkLTTzm1K0ddIGwgFhO1ACGppxSDGJOCUEyA9FqZdn9kxpHq69IVJq5p34BzyizdrS3VoyFU99Psi7q1FJVQwcE7ZwlqvvGjbFfQYNX+4DPXnnfI55nKblxoVMck1z3jDCwm4CvPlQMAV1xxBW699VZ0dHSgo6MDa9asMXxBMrMug8FQU4oePwPofAZYLBacf/75OP/884s1nsqiACsAmVSy0oU1n2vfyjmbE5C72OqJENuYQ/IcgUFWDowtJoWjGGeuEvs5UPYdSke6VZVoCd5Tf2S4vefY78B91Nm5R6mwmGQElOTKGXNpdguGAVtMjLJyaLqwpmpvf64cYvXSs5jQGBOlxURRVVanj1ElsGLFChw4cADTpknB1hdddBFuvFEKql64cCEA4M477+x3XQaDYUypevwMSJiMeAZgMeGNLCbawEb5c97qBK3+oSNM/GfeiKoTLuh/ANqsHK2bQyfGpBgU3ixOPQ51Y8J8jsuD43UyeVQ7VVwLKkxyiI4i95chVXZVactWpeuOk+45uXem0oWhXgfZFpNKc+UAgNVqxYYNG7Bhw4asz4ggyWddBoNhjF6366GoVlt5T6QyYkCuHBJjwuUWJnTyUVUY1cnKESywjZ2ie8zqr12B0RfeoV5olC5Ms3IGLkxUGQ0FB79qhIkj25UzYOgEr7aYGFKwyAJsDdPg03RWHn/jq2i6/QtqidG99sqAVU26MBGTuUrSq+rZaLNyKtBiwhhcSmG+Z2QTj8fR2dmJeDze/8qDAOl2DQxttVpmMRkIZIIyETfBWaVJxeIdC3vTsRBqxtDPnNO+oXDlqCdI9RuvOT059qp7IKbT2PfwdToWk/zqmBRGdlaOUfaMEsfkExH97C0AgH384arP9GJMigavjjExImeDxX44aM1WpCI9CPy/2+gywe1VFbLTu/Ycx9OlVLzK3wPe5kTd5Xei+qSL9UYr/dcwK0eoSIsJY/AolfmeoSYej2Pz5s2IRqNwOByYO3cubLZ+MgyLDKlW29raiqampiH7HrAn0gAoyGIiCwHeWY2JN70DwS2p0abbv8C4a58Gr7WYEBQxAjVfX1jAWMn+RDIQeb+aL3oxY0yUVgdyvDxEXOPPXsTk3wcBAO7D52LyHzL1JgZFmChFGRWb/VtMCk0X7jfYtF+LSfZ3xHvKAsP2A9I2+jEmlVhgjTG46JnvGUNPMBhENCr1IotGowgGgyUZRymq1TKLiUkOWrONdpnlcpnQDchkVKi3Ic3etBkXmUlTmlgmrHwbjknHFTR29f5IZVF1RodeHZOiYML9wVvtgDLGQjHhDo4wIbVdlK6c/mNMCnaBFLKdchvSxC8PSwenbTUAjcWEuXIYGoj5nlhMWLO50uD1euFwOKjFRFkkcLjDhIlJbA2HZv7gCrCYWDSuGsPPNZkYREAMcBIRaVaOtjiXuvJrzmJd+cIVocAa1NYLQScrZ+AorkkeTe3yEi+5KMBionTl8FrxmtchlQGvmt+ZK4ehoFTme4Yam82GuXPnIhgMwuv1Drkbp5SwJ9JAGEC6sNEEnWWm11hM8onRyIlREz9y/EGKMRlIwKiSwXTlAJwiFTiHK0fbaNEkSktH/dWP6g0oa4n7qLMyolUTY9LPweT/K9bVBL8yYcLQwprNlQc2mw11dXUjSpQATJgMiAFl5RgJk6y3YXmSog0DiyNMSMBuJtVULViKUopb12IysK8cyWYqKuRcVTExOcY5UJFFtre7UXWccQ0ge9Ox4F1eAED9D+7PNE8kWTl5CQrS3FET8Ep/Z66c4UapMzkYjIHCXDkDoZAYEyIEDCYVEhxLJh1aKl6bIlow+hYT4uKhbpMiCJPa76xG8MXfqY83wPGbzUjKh8y5KyrVDlJWjryDrOPpMWH5G+r7oK1bks+1pDEmCjEiaIJfmcVk2FAOmRwMxkBhwmQAFBQ3QYNLU7ofk3RiaLJo6GQ0UFcOOU5Wd2EtAxcmrqknwzX1ZNXxBhIjQ7v9FhtSMVVlMckjK6dgVw5xrxgcIyt1m6zOA0KeAbpaVO4bFmMyXNHL5Kir66clA4NRZrAn0kDgzE8QtIBZ2kCYGKQLcwU0DNRF1LiGtOnC2vWKRREsJq5p3yjWaDRkYkwoOYNfB5iV0w+GAoznpftPU5oLc+WorCcsK2dYQTI5AIy4TA7G8IFZTAYAafqWs+aFFlkQiKmk/j4N0oVRpKycrAJr2qwcul4RsnIUFN7ET2L8ja/APvHoIo4oA+1bpKyumzNduDjxMtBxF41f/jpsDYcZrF6AxUQn+FUlRFgdk2HFSM7kYAwfmDAZAI5Jx2eXeu8HavFIGwgTEhyb1bjNqt6+YNQF1rRN/OhaxbaYFJBarcQ55atFHIwa1+Hfwrilf4NtrKIRYk5XTpF65egcwzn5xByryxaTPFKas7Zl6cIjBpLJwWBUKuyJNAAEtxe+064xtQ2ZIAwtJtpU0CKnC4tZJemtRmsO6DhZFCn4dTDgOA7uI+ZplxqvzwsAx5mzlBUDjldVp81HmHD9BL8yVw6DwSg3mDAZYoi7IP90YRliKSlmVg7HZ/aX5coZnO7CAx//0JAzfqNYmSxmhQ3HAbwlz9gSzaaGwa8sK4fBYJQX7Ik0xFjHTsHYhQ/BPfMM3c+zXTmaEvLFqmPCCwAvZCasQRYm5Wwx0aW/rJxSTOZai0le96ifGBPmymEwGGUGizEZREhxLCUcx6H6hAsMt8kOfiU7K5LFQVFILWdn2cEKfh0GwoTj+IKsFjp7Mrc2L1lMBtxrh2XlMBiMMoYJk0Fi0m/as8q954Pg9gOCNdO4ThYSzoNPQBC5YkLyhVhMLFKGkLbCrIyRRadgKs1ikivGxOpQZ/AUfAizrhzJYsJpM7byOAZnEGPCCqwxGIxygwmTQcLirS9oO+voJkz6dRsEl7pZnfPQUzDlPv3aJwXBC+A4fVfOIffqB+YOhEqzmFTPutjwM9dhp6LxhheHcDQynLqOiakAZU6QhGgqmWU9qRyxyOiPUCjEmu8xKh4mTMoQS3Um1c91+GngbK4soVIwyhgTlcUkw6Bkm1SQxaQ/AcgJFjgmHjXg45h1B2VVfs1vI+l/vADB5UM62gveUa34mFlMhguhUAhLly5FIBCAz+fD2rVrmThhVCTsiVTm2MZMxiF39RbkFsoJjTGRJq6i1y3RwNE6JkwLUwpx5SjrmJgJfuV5CDVjcPBvO2CpHk0/5d1+CB6fuXEwypLW1lYEAgEAQCAQQGtra4lHVDpYI8PKhs0SIxVekFNPyeQ4uMKkkiwmZQsvWUwKcYdxghUcbwHvrFIt9512DcRTFxVrhIwS0tTUBJ/PRy0mTU1NpR5SSWCNDCsfJkxGKNxQxxZUWIzJ0FCYxcSMC6h+0SOIfPQSqo6/AI6mY7N3KVgGXLSPUR643W6sXbt2xMeYsEaGlQ97Io1UeM2ENNiuHCZMsjHpyuG0dUzysHI5Js6EY+JMAIDFO9bkABmVhtvtxowZM4b0mPF4vKx685BGhsRiwhoZVh4sxmSEQgqsZWCunLKH4yVBOcKv4RtvvIEjjzwSLpcLM2fOxFtvvWW47o4dO8BxHDweD/0588wzh3C0wxviNnnllVewefPmsojpII0MZ8+ezdw4FQoTJiMVXii4028hDLS78LDEbPArz4MTMkXxBjtguRzp6urCGWecgcWLFyMQCODqq6/GGWecgWAwmHO79vZ29PX1oa+vD88888zQDHYEoOc2KQdII0MmSioTJkxGEA0/fgoTbv4PADnGZChjC+RsHBbPUDicbDEZye6wp556CuPGjcOCBQtgt9uxYMECjB07Fk899VSphzYiIW4TAMxtwigabJYYQXiOOivzh9aVM8hv30JVLcb+4H7YGqYN6nEqiwEGv45Ai8mWLVswc+ZM1bKZM2diy5YtObebMWMGkskkvvKVr+C2227DoYceOoijHDkQt0k5xZgwKh9mMRmhuKd/E96v/zCzYNDrmHCoPuniER8focR0ITuOKzhduBJIJBKIRqOGP6Iooq+vL+ut3Ov1ore3V3eftbW1eOedd9Da2ort27fjkEMOwZw5c9DT02M4jubmZnAcR38YuWFuE0axYcJkhGKfcCS831hY6mGMWHhHFWpO+YG5jYjFZJgKk3PPPRdOp9PwZ+fOnfB4POju7lZt193djaqqKt19ejwefOUrX4HVaoXX68Xtt9+ORCKBN99803Aczc3NEEWR/jAYjKGFCROGDHsADyWT7wxi1NnLTW1D04UNGi9WOn/7299UgkD7c9BBB+GII45AS0uLaruWlhYcfvjheR1juFlBQqEQtm7dilAolNdyBqMSYDEmDAAjM8Oj0uAdVRBT9owrZwTes3PPPRfXX389Nm7ciEsuuQQPPvgg9uzZg3PPPVd3/XfeeQfV1dWYMmUKIpEIbrnlFnAchxNPPHGIR1589HrjAMBHH32Eu+66C8FgkPXMYeRFuTV/ZMKEwagQRn1nNSCKppv/DSf8fj+eeeYZLFq0CIsXL8aUKVPwzDPPwOeT+v20tbXhsMMOw4cffogJEybgiy++wPLly9HR0QGXy4Xjjz8ezz33HGpqitQUs4Roe+N89NFHuPvuu+kysry1tXXIi64xKodybP7IhAlDYgS+fVcaglPqCpyOhaUFI/SeffWrXzXMwpkwYQL6+vro3xdeeCEuvPDCoRrakKLtjSOKokqUABjRPXMY+aHX/LHUQpYJE4bMyJzkKpJhGvzKMIe2Nw4AKlRqamrwwx/+ENOmTSv522+lUm6l9geLcmz+yIQJg1FhjGRXDkONtjcOa+JXHJQdiq1WK+bMmTNsr2c5Nn9kTziGxAh1C1QkJpr4MUYWRKiUw+RSyShL7ScSCbzwwgtl0QdosCi37w0TJgxGhcHx7J/tcKYYqb7xeBydnZ3DejIdTLxeL6xWK/2buHUYQwNz5TBk2Nt3xcGsXMOOYmRIKN0QDoeDddgtAJvNhjlz5lBLCesDNLQwYcKQYJNcxWGpPajUQ2AUmWJkSOh1/K2rqyv6WIcj2noe8+bNGxEBsOUGEyYMRgVy0C8+grVucqmHwUBxszeKkSFBOv4Siwl7088PI2sVE3VDz7ASJm+99RaWLl0Km80Gj8eDhx56iP2jzBNW+bWysI2dUuohMFB8t0kxMiRYx9/CKMd6HiOVYRVFN3HiRLz44ot45ZVXcOaZZ2LDhg2lHlJFMOq8VWhY9HCph8FgVBx6bpOBUowMCdbx1zzEWgWwwnSlZlhZTBoaGujvFosFFsuwOr1BY9RZy0o9BAajImFuk+FDOdbzGKmUxGKyfv16HHvssbDb7TjnnHNUnyUSCSxevBh+vx9+vx9LlixBMpk0tf8DBw7gd7/7Ha666qoijprBYDDUELfJ7NmzWfbLMKDc6nmMVEoiTBoaGrB8+XIsWLAg67PVq1fj9ddfx7Zt27Bt2za89tprWLNmDf28q6sLJ5xwQtbP3//+dwBAOBzGd7/7Xaxfvx61tbVDdk4MBmNkwtwmDEZx4cQSRj02NzejpaUFTz/9NF02fvx4/PrXv8Z3vvMdAMBjjz2G66+/Hjt37ux3f8lkEueddx6uuOIKwzboRnAcxwJAGYw8GGn/Vkba+TIYhVKsfytlFfwaCATQ3t6OmTNn0mUzZ85EW1sburu7+93+4Ycfxquvvop169bhlFNOwa9+9SvDdZubm8FxHP1hMBgMBoNResrKYrJr1y5MmDAB+/bto26Yffv2oa6uDrt27UJjY+OgjYWJEwYjf0aSBYE9GxiM/CnGs6Gs0lY8Hg8AoLu7mwoTYimpqqoa1GPnczGZSZcx3GHf8WxGwrOh0scPVP45sPFnKCtXjs/nQ2NjI1paWuiylpYWjB8/HjU1NaUbGIPBYDAYjCGhJMIkmUwiGo0imUwinU4jGo3SLphXXHEFbr31VnR0dKCjowNr1qzB/PnzSzFMBoPBYDAYQ0xJXDmrV6/GzTffTP92Op2YPXs2Xn75ZaxYsQIHDhzAtGnTAAAXXXQRbrzxxlIMM4ubbrqp1ENgMAYV9h0vjEq/bpU+fqDyz4GNP0NJg18ZDAaDwWAwlJRVjAmDwWAwGIyRDRMmDAaDwWAwygYmTBgMBoPBYJQNTJgwGAwGg8EoG4atMMnVwTjXZ3osWbIE48ePR3V1NcaNG4drr72WpjcDUmE45Y/VasURRxyRtZ9IJILJkyez1uiMopDre5zvd5Kwe/dunHPOORg1ahRqa2vx3e9+F3v37qWff/7555g3bx58Ph/GjRuH2267jX4Wi8WwYMECNDU1oaqqCoceeig2bdpU9PMtFWY6nhejO/pgYGZcl19+OWw2m+r789Zbbw3xiNWYeWaX4z0wM/5yvP5m/40P9B4MW2GSq4Nxrs/0WLRoEbZv346enh60tLTg/fffVz2Y+/r6VD/Tpk3DBRdckLWflStXDmpZfcbIItf3ON/vJGHRokUAgJ07d6K1tRWxWAw//vGPAQCpVApnnXUWjj76aHR2duKf//wn1q9fjz/96U8ApLpE9fX1eOGFF9DT04P77rsP1113HZ577rlBOOuhp7+O54WuO5SYHdeiRYtU358TTzxxCEebjZlndjneg0LmnHK6/mb/jQ/4HojDnJtuukk8++yzTX9mRGdnp/iNb3xDvPTSS3U/f+edd0RBEMTdu3erlv/nP/8RDzvsMPEf//iHWFNTY+qYDEYu+vseG30nlRx++OHiQw89RP/+4x//KE6fPl0URVHctm2bKAiCGIvF6OfNzc3i7NmzDfd37rnniitWrMj/JMqYxsZG8bHHHqN/P/roo+KECRMGvO5QYmZcl112mfjjH/94iEZmjnye2eV6D0Qxv/GX8/VXkuvf+EDvwbC1mBSbX/ziF6iqqkJdXR3ef/99LFmyRHe9jRs3Yt68eWhoaKDLkskkFixYgA0bNsButw/VkBkMAPrfSS1Lly7FY489hu7ubgSDQTz88MM4/fTTAQDpdBqAumdMOp3Gli1bdPcVjUbx7rvv5nQdVQpmOp4PtDv6YFHIuB544AH4/X5Mnz4dd9xxB/0OlDvleg/MUu7XP9e/8WLcAyZM8uSGG25Ab28vPvzwQyxcuBBjx47NWiccDuORRx7JKqF/xx134IgjjsApp5wyRKNlMCSMvpNaZs2ahc7OTvh8Pvj9fnR1dWH58uUAgKlTp6KpqQkrV65ELBbDtm3bsGnTJvT09GTtRxRFzJ8/H4cccgjOO++8QTmnoaSvrw8AVHFh5Pfe3t6C1x1KzI7rmmuuwccff4x9+/Zh48aNWLduHdatWzcUQx0w5XoPzFDu17+/f+PFuAdMmJhk2rRpOPLII3H55Zdnffboo4/C5XLRN01AChrcsGEDbr/99iEcJYMhofed1JJOpzFnzhzMmjWL+rS/+tWvYu7cuQAAq9WKv/71r2hpaUFjYyMuuugiXHHFFRg1apRqP6Io4kc/+hE+/vhjPP300+D5yn+8KDueE4w6nptZdygxO66jjz4ao0ePhiAIOOGEE3DDDTfgz3/+89AMdoCU6z0wQzlf/3z+jRfjHlT+k6MEJBIJfPrpp1nL77nnHlx22WWwWDItiF577TXs27cP06dPx9ixY3Heeeehp6cHY8eOxbvvvjuUw2aMQPS+k1q6urqwc+dOXHPNNXC5XHC5XFiyZAneeust7N+/H4AkyDdv3ox9+/ahpaUFsVgMs2fPpvsQRRFXX3013n33XTz33HPDphu4mY7n5dodfaDjqiSBWa73YCCUy/XP9994Me5BeZzxIJCrg3Guz7T09fXh3nvvRTAYhCiK+OCDD7B69Wr6Nkn4+OOP8eabb+LKK69ULf/+97+P1tZWtLS0oKWlBffccw+qqqrQ0tKCo446anBOnjEi6O97bPSd1FJbW4vJkydjw4YNiEajiEaj2LBhAxobG1FbWwsA2LJlC0KhEOLxOJ588kls2rSJunoAYPHixXjjjTfw/PPPw+fzDc4JlwgzHc/LtTu6mXE9+uij6OnpgSiK+Pe//41f/OIXOP/884d4xGrMPLPL8R6YGX85Xn/A3L/xAd+DAgNyy56bbrpJBKD6IVkEuT4TRVH84Q9/KP7whz8URVEU+/r6xG9+85ui3+8X3W632NTUJF5//fViKBRSHe8nP/mJePLJJ/c7rpdeeoll5TCKQn/f41zfSeV3XBSlzJvTTjtN9Pv9otfrFb/+9a+L7733Hv182bJlos/nE10ul3jiiSeKr7/+Ov1sx44dIgDRbreLbreb/ij3X8nE43Fx0aJFotfrFb1er3j11VeLiURCFMXs65hr3VJi5hy+9rWviTU1NaLb7RanTJki/vKXvxRTqVSphi6KYu7veiXcAzPjL8fr39+/8WLfA9ZdmMFgMBgMRtkwbF05DAaDwWAwKg8mTBgMBoPBYJQNTJgwGAwGg8EoG5gwYTAYDAaDUTYwYcJgMBgMBqNsYMKEwWAwGAxG2cCECYPBYDAYjLKBCRMGg8FgMBhlAxMmDAaDwWAwygYmTBgMBoPBYJQNTJgwGAwGo2jcd999OOaYY1BVVQWfz4ejjjoKS5cuVa3DcRw4jsNbb72lWr5161ZwHIeXX3455zE4jsP69euLMt5wOIyxY8filVdeUS2/++67ccghh8DhcOCYY47Biy++mNf+7r77bkyZMgV2ux3Tpk3DH//4x6x1du3ahfPPPx/V1dWoqanBBRdcgM7OzoLGf/311+Oggw4qaNuB8Nhjj2Hq1KlIpVJF3zcTJgwGg8EoCj//+c8xf/58zJ07F08++SQeeOABnH322fjrX/+qu/7q1auHeITZ/N///R+ampowe/ZsuuyRRx7BwoULcemll+LZZ5/F9OnTccYZZ2Dr1q059/Xwww/jhz/8Ic477zw888wz+Na3voVLL70UTz31FF0nmUxi3rx5+Oijj3Dvvffinnvuwb///W/MmzdvUCb5weL888+HKIp48MEHi7/z4vYgZDAYDMZIpaGhQVy0aFHW8nQ6rfobgHjKKaeIAFRdrD/44AMRgPjSSy/lPA4A8f/+7/8GPN5UKiWOHz9evOuuu1TLp0yZIl5xxRWq9WbMmCFedNFFOfc3ZcoU8ZJLLlEtO/fcc8Xp06fTv//0pz+JPM+Ln3zyCV32/vvviwDExx57zPQ5XHfddeLEiRNNb1cMbrnlFvHoo48u+n6ZxYTBYDAYRSEYDGLs2LFZyzmOy1p23nnn4bDDDsOtt9464OP+/e9/x5w5c1BXV4fq6mqccMIJeO655/rd7p///Cd2796N8847jy774osv8Mknn+B73/seXcbzPL773e/i2WefNdxXOBzGp59+im9+85uq5aeddhq2bduGHTt2AABaWlowceJEHHLIIXSdI444AmPGjMHf//73nOMNBoP4n//5H7jdbtTX1+teuz179uDKK6/EpEmT4HQ6MWXKFCxfvhzxeJyuc9xxx+GKK67I2vayyy7D0UcfDQBIJBK4/vrrMWHCBNjtdjQ0NODcc89V7ef888/He++9168lySxMmDAYDAajKBx99NH4v//7P9x///04cOBAznU5jsONN96IJ598Eh9++OGAjtva2oozzzwTDz74IJ544gmcdNJJmDdvHt54442c27344ouYMmUKRo0aRZdt374dAHDooYeq1p02bRq6urqwb98+3X3FYjGIogibzaZabrfbVfuNRqNZ65D1Pvroo5zjveKKK/Dss8/iN7/5De666y4899xzeOSRR1Tr7N+/H36/H2vXrsU//vEP/OQnP8G9996LJUuW0HXmz5+Pxx57DH19fXRZX18fnnjiCSpYfv7zn+Ohhx7CLbfcgueffx6/+c1vUFNTo3I3TZs2DT6fL+/4m7wpug2GwWAwGCOS999/X2xqahIBiBzHiYcddpi4YsUKsbu7W7UeZFdMMpkUDz74YPHiiy8WRbE4rpxUKiUmEgnxtNNOU7lj9JgzZ474ne98R7Xsj3/8owhADAQCquXPP/+8CED8+OOPDffn9/vFpUuXqpYtXLhQBCA+9NBDoiiK4m9/+1vRZrOJ+/fvp+vs3r1bFARBPOSQQwz3vXXrVhGA+Mgjj9Blvb29os/ny+nKSSQS4kMPPSTa7XYxFouJoiiK3d3dosvlEjdt2kTX27hxo2pcp59+eta56DF79mzxf/7nf/pdzwzMYsJgMBiMonDEEUfgo48+wl//+lcsWrQIoijilltuwbHHHqt6OycIgoAbbrgBDz/8MD7//POCj9ve3o7LLrsM48aNg8VigdVqxXPPPYdPPvkk53YdHR2ora3V/UzrfhJFUXe5koULF+IPf/gDnnzySQQCATz88MM0OFQQBADA//zP/8DhcOCqq65CW1sbduzYQa0UZB09/vWvfwEAzjrrLLrM4/Fgzpw5WeP8zW9+g8MOOwxOpxNWqxUXXXQRYrEY2traAADV1dX4zne+g/vuu49ud9999+Gss86i1qOZM2fivvvuw2233YYtW7bQ89dSW1uLjo4Ow3EXAhMmDAaDwSgadrsdZ555JtavX48PP/wQ99xzDz799FNs3LhRd/1LL70UDQ0N+OUvf1nQ8dLpNM466yy8+eabWLVqFV566SX861//wrx58xCNRnNuG41GqauF4PP5AEjxHErI316v13B/y5Ytw7e//W2cf/758Pv9WLx4MZqbmwEAY8aMAQCMGjUKf/rTn/D2229j4sSJaGpqgsvlwre//W26jh4dHR2oqqqC0+lULa+rq1P9/Zvf/AbXXXcdzj33XPzlL3/Bu+++iw0bNtDzJVx11VV47bXX8Pnnn+Pzzz/Ha6+9hiuvvJJ+vnz5clx99dX43e9+hyOPPBLjx4/HunXrssZlt9v7vc5msRR1bwwGg8FgKLjqqqvw05/+lMZYaLHZbPjJT36C66+/XhWEmi+fffYZ/vvf/+LZZ5/Ft771Lbo8Eon0u63f788SICS2ZPv27Zg4cSJdvn37dvj9fowePdpwfy6XC48++ij27t2Lffv2YfLkyfjb3/4Gm81Gg0oB4PTTT0d7ezs++eQTVFdXo7GxETNmzMAZZ5xhuO+xY8eit7cXkUhEJU609U8ee+wxfPe731UFxurF8Jx88sk45JBDcP/990MURTQ0NOC0006jnzscDqxatQqrVq3Cp59+ijvvvBPXXnstpk6dqrrOwWAQfr/fcNyFwCwmDAaDwSgKekXC9u3bh+7u7pzWgAULFsDn8+G2224zfUwiQJSWj507d/Yb+AoAU6dORWtrq2rZpEmTMGXKFDz22GN0WTqdxmOPPYZ58+blNaYxY8ZgxowZsNlsuPPOO/Gd73wH1dXVqnUsFgsOO+wwNDY24pVXXsH27dtx+eWXG+7zuOOOAwBVTZi+vj48//zzqvUikUiWFeihhx7S3eeVV16J+++/Hw888AAuvfRSQ1fSIYccgttvvx12uz1L5OzYsQNTpkwxHHchMIsJg8FgMIrC4YcfjrPPPhunnXYa6urqsHPnTtx+++1wuVy47LLLDLdzOBxYunQpfvazn5k+5qGHHorGxkZcd911uOWWW9Db24ubbroJ48aN63fbWbNm4amnnkI6nQbPZ97Tm5ubcfHFF+Oggw7CrFmzcP/99+PTTz/Fn/70J7rOK6+8glNPPRUvvvgiLc72t7/9DTt37sS0adPQ2dmJu+++G9u3b8f999+vOu5PfvITzJo1Cx6PB++++y5uvfVWLF++PCsTSMn06dNx1lln4Uc/+hF6enpQX1+PX/3qV3C5XKr15syZg9/+9rc4/vjjcfDBB+Ohhx7CZ599prvPyy67DMuXL0cymcwSReeeey6OOeYYHHXUUXA6nXj88ceRTCZx8skn03VCoRC2b9+OW265JfeFNktRQ2kZDAaDMWJZv369OGfOHLG+vl602+3ixIkTxQsvvFD86KOPVOtBJ6umt7dX9Pv9BWXlvPvuu+Jxxx0nOhwOcfLkyeK9994rXnbZZeIxxxyTcz8dHR2ixWIRX3311azP7rrrLvHggw8WbTabeNRRR4kvvPCC6vOXXnopa6zPPvusePjhh4tOp1P0+XziBRdcIO7cuTNr39/97nfF0aNHizabTZwxY0ZWgTcjurq6xO9///uiy+US6+rqxJtvvjmrwFpvb694+eWXiz6fT/T5fOJVV10lPvPMMyIA8YMPPsja56xZs8RZs2ZlLb/tttvEY445RqyurhY9Ho/4la98RXz66adV6zz55JOix+MR+/r68hp/vnCiaBBqy2AwGAzGMOfss89GY2MjDRAdSXR1dWHcuHFYv349rrrqKtPbX3jhhXC73bjnnnuKOi4mTBgMBoMxYvnXv/6FU089FTt37qQZOcOd3t5efPjhh1i3bh1eeOEF7NixI8sl1B+7du3C1KlTsWXLFkyePLmo42PCRCZXbjqDwVAzkh4b7NnAYORPMZ4NLPhVwUh62DIYhTISJ2r2bGAw+qdYzwaWLsxgMBgMBqNsYMKEwWAwGAxG2cCECYPBYDAYAyQUCmHr1q0IhUKlHkrFw2JMRgjxWBLv/Wc3rFYBxxzXWOrhMBgMxrAhFAph6dKlCAQCwg6DJQAAVABJREFU8Pl8WLt2Ldxud6mHVbEwi8kI4cnHP8DTT2zF3//6IQvkYzAYjCLS2tqKQCAAAAgEAlll7hnmYMIkT/75wmd47JH3Sz2Mgkil0vhoWydOOfVg9PXFEQwWtxMkgzGUrF+/HsceeyzsdjvOOeecnOsmEgksXrwYfr8ffr8fS5YsQTKZHJqBFgBzB1QmTU1NtAaKz+dDU1NTiUdU2TBXTr6IIjr29JZ6FAXRtjOIaDSBr36tCa+/2or2tiB8Pmf/GzIYZUhDQwOWL1+OF154Ae3t7TnXXb16NV5//XVs27YNADBv3jysWbMGK1euHIqhmoK5AyoXt9uNtWvXorW1FU1NTey+DRBmMcmTGq8TPd2VaWnY/lEnxk/wwlNlR+N4L3a1BUs9JAajYM477zycc845qK2t7XfdTZs2Yfny5aivr0d9fT2WLVuGjRs3DsEozcPcAZWN2+3GjBkzmCgpAkyY5El1jQO9vTGk05UXn/HFZwdwyNTRAIDx42vQvitY2gENAFEUK/IeMIaeQCCA9vZ2zJw5ky6bOXMm2tra0N3dbbhdc3MzOI6jP0MFcwcwGBJMmORJTY0D6bSI3t5YqYdimt6eGHXdNI73on1Xd8UGwG7d0oHf3P5qqYfBqAD6+voAAF6vly4jv/f2Grtlm5ubIYoi/RkqiDtg5cqVzI3DGNEwYZIn1TUOAEB3MFLikZgnHI7D5bYBAPyjXIhGk4hGyzcAMBcfb+9E14FwqYfBqAA8Hg8AqKwj5PeqqqqSjKk/mDuAwWDCJG8cDgscDkvFxZmkUmlEo0m4XVYAGYHV01NZ50HY0RpAPJ5CMpku9VAYZY7P50NjYyNaWlrospaWFowfPx41NTWlGxiDwcgJEyYmqK5xoLvChEkknAAAOF2SxaSqyg6e59BTgSnD4VAcnXsl83wkkijxaBilIplMIhqNIplMIp1OIxqNIh6P6657xRVX4NZbb0VHRwc6OjqwZs0azJ8/f4hHPPjE43F0dnYaXgcGo5Jg6cImqKlxVJzFJBSWHlRut2Qx4XkOVVX2ihNYALBjR4D+HgknUFVlL+FoGKVi9erVuPnmm+nfTqcTs2fPxssvv4yFCxcCAO68804AwIoVK3DgwAFMmzYNAHDRRRfhxhtvHPpBDyLxeBybN29GNBqFw+HA3LlzYbPZSj2siiAUCrEU3zKECRMTVKLFJBxSW0wAoLrGjp6eygvi3dUWxLjGGuxu70Y4zN4MRyrNzc1obm7W/YwIEoLVasWGDRuwYcOGIRhZaQgGg4hGpedSNBpFMBhEXV1diUdV/rC6MeULc+WYoKbGge4Kc4GEQ3HY7RZYLJlbXV3jQE+3uSDeA/tDuPv3b5c0m6e3J4ba0W5YrTx1UTEYIx2v1wuHQ4odczgcqiwkhjGsbkz5woSJCSrSYhKOwyW7cQg1BZzHvn0hfPrJfmqBKYQnHt2C9l3G9SP6IxKOw+WywumyIlzhwiQRT+FPD75XsdlRjPLBZrNh7ty5mD17NnPjmIDVjSlfmCvHBA6nBbFYZU0koVACLpf6QVVd7cCuNnMCgWTBdHdH4fYU9uDb8v4eeH1ONI4vLCMiHE5g9BgPXC5bxQe/dnT0ouW9L/HVk5swYaKv1MNhVDg2m425b0zCysiXL8xiYgKrVUAyYS5NddsHHXjphc8KPmY6LaLlvd0Fu1DCoTjcbo0wKSCIN5lIARhYHZd4LIW9HYX3GwqHJZHldFoRDsext6O3JK6lV1/+As//45MB7WP/fqlJWyXG+jAYwwVWN6Y8YcLEBFargIQ8QefLF190YesHHQUfc29HL/704H8LntDD4TicrmxXjtny+kqLSSGkUmmkUukBNUIMy64cl8uKwIEI1t72Cj75eJ+pfYiiiLt//zZNOy6EHa1deOG5TwbUc2j/PkmY9FZoPRkGg5EN6w5dHJgwMYHVyiOZTJua0BPxFEKhwjNIiMtid3tPQduHwwmaKkyoLqC8PhEmhaZLE0G3rzOEVKqw4mjUYuKyYufOAEQR+PTj/ab2kU6L+PST/Wh5b3dBYwCAWDQJUQQ2P/txwfs4wCwmDMawgmT5rFq1CkuXLmXiZAAwYWICq1UAAFNVRxOJFEJ9hQsTEhz55e7CgkbDoXhWjInTKQmVmInAy4FaTOIxSZikUmkc2G++pHwikUIinoLLbYXTaaUWh88+NSdMUvJ5fLhtr+kxEGKxJFxuK/oG0DeJXINSW0x6e6J49u/bK7Z3UqXD3rCHDyzLp3gwYWICIkzMuHMS8RRisSSSSXMuIEI0KltMdhduMXFpYkysNuk84vH8x0RjTAoVJopjdewxfy4kPdjlslGh5XJZsefLHlMWqaRsrflyd0/B8TKxaBIul21AXY737wuhqtqOnm5J3Ozd24s9XxZ2jwtFFEU8+sj7eOmFzyouqHs4wN6whxcsy6d4MGFiAotVulxmhElcXrdQq0k0Ik0Ye3b3FPRWGwplpwvbbOYFFpnQC63jQo5VO9qNzk7z8R2koBpJFwaAI2Y2wGoV8MXnB/LeD7GYcBzw6SfmrC2EWCwJt9tWcL+eSCSBUCiOSQePoj2LXn7x8wEH1Jrlw2178fFHUowO6z009LA37OEF6w5dPJgwMUGhFhNAStsthGg0CZfLikgkgUCXuTd8URQRCWenCwsCD57nzAmTxMBiTIjFxOt1IhIx/3Yepj1/MsJkbH0VfH6Xqb4/yZQk7pzOwl0xsVgKLpe14FgZ4oZqmuRHrxxjEgrFafsAM/zrnV145aXPTW2TiKeQSqXRubePuvWYMBl62Bv28INl+RQHVsfEBDTGxETKMJn8Cw2AjUYSaBhXg9YvutDZ2Qf/KJeJY6eRTKbp5KPEahWoaMqHZDINl9uKcCiBeCwJm93cVyceS4LjpFowSZOZTYAkTBwOCwSBh0s+n7oxHtjtgik3BLGYuNw2xGLmxrFh3Rs4/3tHIBqVxF46VZgrp7c3BqtNQN0YD/r6pOyocChuejwA8OG2DqRTImZ//eC8t3nkof9izNgqRCIJ+PxORHYn6HVhDB2sjgaDoQ+zmJigIIsJdeUU9nYejSbhdFnh9lhNu4NIRo82XRiQ4kziZiwmyRRGjZIenIXEmcTjKVhtgpxybX4SjCjSnkmBtzFjPLDbLYiZEFjEyuFyWU0JmkQ8hZ07AmjfFYQoAi6Pjbq3zBKLJWG3W1BVbYcoAn29MYRCcYQLEK/794VNWzv27w+jc28fenpi8PsloVvouTAGBnvDZjCyYcLEBKTfjKkYk/gALSZRyVLgdtvRZ1Lc0IBRXYsJb8pykUym4fVK/Tj6CoiXiSdSsNkscsq1ecuAsoLtuMYaXP3jWaiqdsBmFxA3YzFJKS0m+W9HYly6uqRsGrfLWrCVIRZNwm4XUF0tXc+enhjC4QTC4bipOKJ0WsSBAyHTwqS3N4ZgMILenih8ficAMIsJg8EoG5grxwQ8z8Fi4U298ScGGvwaTaKq2gGPx1ZUi4nNKpjMyknD7rDC4bCYFkiAJNBsssWkEJFG+uQAAMdxmHiQ5Ju32821CSCTuFmLCbmWgQNSnI/TZUOqwKwcYjFxOCywWHl0ByOIRhIQRek62fN0k3V3R5FMpE0JvXRaRKgvBo4DrBYBPmIxYcKEwWCUCcxiYhKz1V8T8TR4nhtAjElSsph4bKb3EQknYLMJEITs22y1mY8xsVp5aRwFiKxELAmbTYDFwpsu6w/opz0DRJiYceVIYsLlstHaKvkeHwC6ArLFxD0Ai0ksCbvDAo7j4PU6sWdPD4ihxIw7hwTRmhEVoVAcoih1au7ujlJXDrOYMBiMcoEJE5NYrLzpGJOaGseAXDlOhwVut820CyUSSehaSwCYjvVIJNMQBB4ej3mXEqC2mJgt6w+Qqq/Z52LWYpJKpcFxUlaOOVeObDHpylhM0mmxoFomsVjGKuL1OrG7PVM8z0z2FhEmZu6jMhMplUqjxusAxzGLCYPBKB+YMDGJmUZ+6bQoxWb4nQNy5TicVniq7KYDaCPhuG5GDiBbTEwIhJRsMfFUmbOYhEJx/PWpbVSYWKxCQZNgOJTd8weA+RgTWWDZHeYEDYnX6Q5GYLXysMo1bdJp8+cixZhIwsTnd9J2AxyXiWUxIplM4d6730U4HKeNAM1YO3p7Y+B5Dhwn/V1d45CsWEyYMBiMMoEJE5OYeeMn6/m8zgGlC9tli4nZfYQjCUNhYjbGJJFMQbDwchBu/uNo3xXE66+2ojsYhVUOfi3cYmLkypEq60bzKLGfJMLEZJoxEQyiCNgdVuoeSxWQMkxiTADJYhIMRGCzC3C5bQgEInj37TbDbXu6Y/jow04EAxEc2B+C221Dwoww6YnBU2VDdY0DPM/B7bbBYhEKrsnCYDAYxYYJE5NIE2t+D3ESw+Ef5UJ3MGra7C+KImKxJBwOa0HBr9FI0tCVY9YllUqmYbUIssUkf8sNKaZ24EBIjjEpPF1Yz5Vjk2NMXvnnF3j4j/813D6ZlDobp1JpCBbOdGwKsZgAgN2eidsh1orPPzuQdxBqLCrFmACA1ydlxbjdNrhdNvz7nV14/M9bDEUjcSklk2lEwglU1zhMWUz6+mKoqnLA53OiqsoOnucgCByzmDAYjLKBCROTmLGYkDohkyaPQiSSwD6TpdhjsRREEXLwqx3RaNLUBBIJ57CYmHTlJBJpCBYSY5K/QCIT+oEDYTnGxFyaMsHQYmKTXDldXeGcvW8+3NqBu3//NpIpyWJiMxmbEokkIAiS/8Nut0CwSL8TS8Omu9/Nu9OxZDGRauKQdF3SNXlXWxAADKvSkuygVDKNVCoNh8OChImsHGIx8fqcqK6xAwBz5TAYjLKCCROTSDEm5lw5Y8Z44PU68MXnXaaORRr4OZwWWlTMjDsnlyvHbOXXlCIrx0wpdzKR9vbEaIyJGdcDIMVVxOOpnMGvoVCcHkuPUCiOWCyJVFKExcLDbrcgEU/lbcUKhxM0tdbusMCiceUkE6m8C71pXTmAZDFxuTONAXsMug5HZJdSMilV9bU7LEgl03nXP+nrlSwmkw4ehaaDRwEABCZMGAxGGcGEiUkKceVYbRYcNMmP1i/ybzYHZBr4OR1WeORUWTPunEi4mFk5KVhki0koFM97Qo8ogjmJxcRsjElYzlRxuvVdOYlEGn29MZW7RUs0mkQikVLEmEjCIB7Pz2oSDsVRO1qqzmm3W8BTYZJGOi1CFIFEnvtSCROfVGTN5bbCrTi/XgPxR105KUmYOBwWiGL+sS69vTFUVdlwwkkTccZZhwEAizFhMAaJeDyOzs5OxOOFxRiOVJgwMYnFTPArESZWHk2TRqH1iy5TlT2VFhOH0yrVQzEV35HQrfoKyCXpTdYxsVgEeDw2iCJyigDtGAg2mwVWS/5ZTQQyGbsNgl8BoKsrgmg0aSiYotGkXMAsKVtMJFdKLI+AWXIetbWSMHE4LLDIbp1kKk0ndXI9d7UF8ebrOwz3FYtKtWkASRRUVdkli4l8flabQJv76Y0DyLhyyPnna/GQhIldtawSY0wSiQQWL14Mv98Pv9+PJUuWIJnUv5eXX345bDYbPB4P/XnrrbeGeMSMkUY8HsfmzZvxyiuvYPPmzUycmIAJE5OYeeOPJ1IQBA6CwGP8BC+6g1E6yeZDLCpNohaLAJ7n4HLb0GfClROJ6KfYAuZjTCRhwsMju5T6QvkJJGUnYatsMUmnRVNv6MTqoncuRGAQ91LUwJ0Tk0VeLJpUWUzyDYANhxMqiwkJfk2nMudChOh//7Mb77y103BfSosJAIyuc6PG64TLJVXWHT++xliYUIuJSC0mAPIOvI3oFKqzWPiKK7C2evVqvP7669i2bRu2bduG1157DWvWrDFcf9GiRejr66M/J5544hCOljESCQaDiEYll2w0GkUwGCztgCoIJkxMYsYFkkikaeM/MqH3V6dCSSAQgUfxdut22xA248qJSDVQ9DBb6IwIEzKp9fXmNw6lZYXEmJD95UsonFCJASXaLsdGcSbELRaNJiEIHM2KyTcANhJOoKraDptNkINfeXoexI1CLCYde3oMrVGpVBqJRJoeHwAuvfJYzPraQTj0sDp8c+4UVNc4DGNMiLBNJdNIJdNwOKx0HPmQSKbod5JgsfAV18Rv06ZNWL58Oerr61FfX49ly5Zh48aNpR4Wg0Hxer1wOCRXrcPhgNfrLe2AKggmTExi1pVjtUmTAHnbz9cFAgBffH4ABzX5Msc2MYEkk2kk4iljV44c/Lp/Xyhn0CjdX0KKMREEHi63Ne8A2EgkQV0HJMYEMNcI0ShVGEBWXxkji1QkSoRJAoKFp5NzPsIknRYlt5jLCpfbJoukTFZOmrhyEkSY9BqeHxEsynG7XDZYrQIaxtXg5FMmoarKbhhjQu4ViTEhAidf91gykabNKAmCUFkWk0AggPb2dsycOZMumzlzJtra2tDd3a27zQMPPAC/34/p06fjjjvuKKgwHoNhBpvNhrlz52L27NmYO3cubLZsVzRDHyZMTGIm3VXqqCtNgDab5I6JRvJ7QxdFEa2fd2GSnDkBmDO552rgB8gxJokUHnrgPbz9prHb4aNte9Hy3m6IIqi1o6bGge5u/Tf6rHGEExg9xgMAtI4JkP9EChj3ySH7VB2vH1dONJqEReDB8xxseRZZI+4hl8uG0aPd8Pmd4PlMVk5Stpgk4in09cbQ1xdHIq5/fiSmJVejvqpqR7+uHGW6MJCfxUQURSQSKXofCZWWLtzXJ6XdK99Aye+9vb1Z619zzTX4+OOPsW/fPmzcuBHr1q3DunXrDPff3NwMjuPoD4NRKDabDXV1dUyUmIQJE5OYcuXEM2ZzjuPgdFoRzsM6AQBdB8Lo7o6qhImZtE4aOOvQnwBtsuUnEAjntOJsadmDt9+SKpGSN+2aGmf+wiSSwBgqTCwFWUyM+uQAUsdnm00Ax0kdg40sJqQqbDSSpC6hfPvsELHjcFoxf+HxOPYr48HzHHieU1tM4il0dPTS3/Ugx7Mb3BcAssXEIF2YWEySGotJHt8Lkj1k1VhMLBa+orJyPB7p+6S0jpDfq6qqstY/+uijMXr0aAiCgBNOOAE33HAD/vznPxvuv7m5GaIo0p+BwjIzKp9QKIStW7ciFArRZey+Dh759VdnUEyVpI+r/flOlzVvV84Xn3fBU2XH6Do3XWYR8p9AyBu7NgaDYLXyiMdSiMdyl3KPxZMIBqTCZVSYeB05i5kR0mkR0WgCo+sUFpMCYkyM+uQQbHYLrFYh5/Ul5xiJJGiKrt1uyavDMBETDrkjMEEQONlykbGYdOyRhAlJI+Z5af1HH27BlKmj4R/losc2orrajr7euGp7AolRSibk4nv2/oNfe3uieOqJrfjuBUcCkKr+Kqm0OiY+nw+NjY1oaWnBwQcfDABoaWnB+PHjUVNT0+/2xNo1FJDMjGg0CofDwUz6FUgoFMLSpUsRCATg8/mwdu1aWK1Wdl8HEWYxMYmZrJxEIhNjAgBOp8Uwa0RLx54ejGusVk+EJiYQUp9DG+hIUI6LWFf0iEWT6A5Kb+9qYdK/xSQWk1J0x9ZXSVlFHhsdj3mLifE/ertdgNttg9NpNQ5+JVk5MfMWEyJetG4jQRaKKUWMyd6OXni9kvAh55hOi/jg/Q7sagsiFk2C40AtR3pUVduRTosI62RgEeFFxm3LI124o6MPW7d00Bo4xJ1GqDRXDgBcccUVuPXWW9HR0YGOjg6sWbMG8+fP11330UcfRU9PD0RRxL///W/84he/wPnnnz8k42SZGZVPa2srAoEAACm+qbW1ld3XQYYJE5OYceXEEynYlBYTpy2vQFMACAaj8PlcqmUWgTNhMUnRPih6KCfZXLU84vEUPWYmxiQ/Vw6ZRP2jXLhh+TdQV+eh4sZMcbdIOA6XTnE1gt0uVcaVLCbZk7koivQco5EEHYPdLuRVxyQWl8SMNitIsPBIKdKF4/EUQqE4/HK9E5I+HOgKIxZLorc3RlOFc8UuuEkxPc25SBaoJHieo8LEauX7FRZkXfLd04oiQag8YbJixQqceOKJmDZtGqZNm4aTTjoJN954IwBg4cKFWLhwIV13/fr1mDBhAqqqqnDRRRdh0aJFuO6664ZknCwzo/JpamqCzyclIfh8PjQ1NbH7OsgMK1dOIpHAKaecgm3btuGee+7Bd77znaIfo9CsHEBy5eRbxyQYiGDcuGrVMslikp/PO56Q3EhGE6AyADKaw2qgtCgoLSY93VFdV4MScq5Op5WWxpfEkrl+Of1ZTGw2SZhYLLyu8EsmMu6WaDRjMbHZLXmVkY/HUrDZsy1PgiwUla6cKCcFBwOZLJ0vv+wBAPT0xBCLpXLGlwCgVWXTmmquxNrmqbIhFk3JY8hDmMjii7iBtFk5lRZjAgBWqxUbNmzAhg0bsj678847VX+/+uqrQzWsLEhmRjAYhNfrZeb+CsTtdmPt2rVobW1FU1MT3G7pxYPd18FjWAkTi8WCxx9/HH/4wx8G7RimXTmKt1OHw5J3jEkwGEGN3EeFYCYrRyuKtCgtObmsBkbCJJ0W0dcbQ7U8CesRiSTAcdnxFFYrb6pfTm9vjFoR9LA7JFcOz3O6acxK4UXqsQBysGwedWHi8RTsOtcyy5UjW5fGNUpxDsRi8uVuSZj09kSziqvpQcSetootEXpVVQ56X6QCfLmFHrWYyNtrs3IqLcak0iCZGYzKIh6PU+HhdrsxY8YM1efsvg4ew8qVw3Ec6uvrB/UYUhO/fOM81MGvLpdxDISSZFLq/eL1qYWJIORfxyQeT2XFRChRx5jkcOUogkOVWTkA+nXnRMJxWkpfST5Wp2g0iX/8v+2SC6QnRoNG9fjGNw/BSV89SHLl6FzfqMaFQSwmXp8TgTyCeGOxpG4QsSRMRLXFJJJEVbU6xuTL3T2orrGjtyeG7u6oqmieHoKBMCHnVlVlp2JDEHhYrEKWsFC64Mi6RNjoFVirpDomDMZgM9Tl5PWyfkYyJREm69evx7HHHgu73Y5zzjlH9ZmZHhilwGoV8i6pHuqLq7r7Op35uXJ6uqMQRdAgSoIZk3uiP2GiqElCLCaBQASPPvy+ar1YPNti4nBY4HBY+s3MiUSTcDqyY0OsFr5fcdfxZQ/++fxn+PST/QCA2lpjYdI0yY/6hmp6fUVRxON/fp8WKSPCiwgCEnfj8zkR7OpfmMRjSd1rSQqTKQusRaIJVFdLxyEWkz27uzFlah2i0ST27O7B6NHurH0p4QV9YRKVLVBOlzXbYiILC/L/hx98D6/883MAOhYTHVdOvi5CBmMkMJTBrSTrZ9WqVVi6dCkTJyiRMGloaMDy5cuxYMGCrM/664HR1dWFE044Ievn73//+5CM3emU3pz7c8mkUmnsagti/ERvZluXNWcGDCEQiIDjJJeJEjNBiiTGxAgyOY0ZW0Un7t3t3fj3u7uo+Eml0lRACAKvilepqek/MyceS8LuyB4DSblOpdLY0vKl7rbE2vDh1g7YbEK/VgYgY5FKJtJ49+1d6JBjO6JyJgyJUyHl5H0+F4LBSL+dkuPxlIHFhJMqsBJhEksiGknA7bFDEDgaYxIKxdE4XnLv7GjtounTRpB01rRGhBI3kMXCUzEpKIRJPJbEzcufw759fdi3L0TL2itjTASBy7JgSZYfcx2fGYzhzFAGt+pl/Yx0TMeYPPjgg3jwwQexe/dujBs3DhdffDEuvfRSU/s477zzAEi1B9rb21Wfbdq0Cb/+9a+pS2bZsmW4/vrrsXLlSgCA3+/H22+/bXbYRYPEfQSDkZyT5Z4vexGPp3BQk58uczrzq2PSHYzA47FnpXUKRYwxIZVPx9ZX4ZOP9yGZTCEuv1nHokm43DZaJEwQ+KxMDneVHX39xGdo67gQLFZpIt21M4g/3v8ebppcC7dHHUNCsnY+3LYXo2pdeVXgtNksiMdTVCiQwNZoNAGHw0qtHkpXTjotoqcnCq8mnkdJzMD6ZLHwSKdEGqRKrpfTaaUl/wGpOizZfzSa7NdiQk41pRFMJHDWYuEzFhMhE2MSiSYRiyWxb28IPd1RKjhJo8JIJJH1nSLnwWJMGIwMQxm0TLJ+SJ2UpqamQTtWpWBKmDQ3N2PTpk1YvHgxJk6ciLa2NqxcuRJffPEFmpubBzyY/npg5FM86Xvf+x7+/e9/w+Px4N1338Vtt91meC4333yz6TE6nVbY7RYEAxE0jvcarrejtQujal2qFvOkzkZ/2SzBYDQrvgQwV2BNm6qsx4KFJ8Bi4fHqy18gKk9qgBQs6nLb6N8+vzMrdiOfIGApziX7K0YsJmQiDwYjWcKEWBvCoQQmTRqVtQ89LFbJRUQmWVLLJRZNwuGwUJFkUQgTQMqAyiVM4gYBqzwvxfxo74nTaYHVJqWVi6KIdFqE3SHQ+19b158wkawaWksOsZgIAk/FhiB3n06m0lQI7dvXp7qfyhgTbXE1gMSYMFcOY+SiDHQlImSogluNsn5GMqaEyV133YWXXnoJU6dOpcvOOussnHLKKUURJv31wMhHmDz66KN5Hau5uVk1ZjM9MbxeB4IKN0afXJ9iVG3mC7WjtUtlLQEkV44oShOmQyf2giBNlNnZLmayJ/qLMQGAiQf5aFXXWDRJJzti+ieBr6NGubC3Q92DJJ8KuHEDq41FjjEh2weDEbTtDGDqoXU0yFWZZTIqR3xJ1n6TCmEijz8aSUiWBhL8KrtybDYBbo8NgUAEB+V4STEKJLZY1OnCBKdTss7EEykqLgSep0Grfn//58MLOsIkqnDlxJK0LL72eu5qC9L1AXWMibYcPVCZdUwYjGJRDtV59bJ+RjKmY0wOOugg1d8TJ04sWqMrsz0wSkWNz4mgIvDzny98hqef3KpaZ3d7N8ZP8KqWkUDY/tw5ob6YrptIqpuRZx2Tflw5BFJTQ2Ux0Uxo/lEuOpkT8ik0l0joT+hE1FBh0hXBM3/5EG+81qralqAUfLkgwcFkW2KRicY0FhPFueQTAJsr+DWdyg6EtsvHSsRT9H7xAoeqajtG1bqyCrXpwfNcVh0TpcUknRZpEC9xjVFhsjNI1weUMSaJrFRhgHStZjEmjJEJq+JafpgSJjfeeCMWLVqEAwcOAAD279+PJUuWYNmyZUUZjLIHBsFMD4yhwut1qgI/D+wPZYmNWDSZ1XiOChNFh+ED+0N4fvMnqvWUtTaU5BML8O93d+GhB97Ly2ICZGqMRKNJGmOiLN8OALWj3fq1SPJy5RjFmKSosNmxI4BkIo2tH3TQpmmJRBoe2b1T209MBt2vHD+hZylwumyKdOGMkPb5nAjIVqPuYARvv7kzqwFfPJ7SdeUQC1YqJdICbEQ4ZIRJJni4qtqO2tG5A1/pvnke6bRO8KtDgGDhVOcrfS8yrjFyPlqBGQ7HC/5eMRjDFVbFtfww5cpZsWIFent7cd9998HhcCAajYLjOFRXV2PFihV0va6urpz7SSaT9CedTiMajYLnedhsNtoDY9asWQCQswdGqfD6HPj4o3307y6dN+6YTiYHqenR15cpArZzZwCvvvQF5sydQpelUqLuW7WQR4zJZ5/sx+72btSOdsPbT4wJkAmCjSljEhSuHJtdwFdOmIBDp6l9rVarQHuvGJGIp1Tp0sptEwrXw6ef7APPcwh0RbDnyx40jKtBIpHCqFo3vnPBkWia5M/ahx5k0iUTMom5CIek7sTEYqK8tl6/C517e9HbG8NtP38ZiXgKVVV2TD98LF3HsI4Jz9ECa06nFfFYijYbtBJXjmz1EAQOp552CMR+MoAIJMbkP/9qx+g6NyZM9GWycgS1S4oIi4RGUGljTCLhhL6LUGAxJoyRC6vOW36YEiZPP/10UQ66evVqVeCp0+nE7Nmz8fLLL2PFihU4cOAApk2bBgC46KKLaA+MckGymEhiRBRFdHWFVZVJ02lR12LB8xyqa9SdeVNJEbFYEqlUmk6YyZSxxaS/rJw9e3oRDseRiDvycuUAUl2SaCxBY0yUb9p2mwV2uyUrxZWIi507Avhw217MO/3QrP3GDVw5FguvcuWEQwmMra8CxwEfbeuUhImc0XPY9DF5nQOQ6Zob01h8wuG4yuqidEt5PDa0fh5HoCuMRDwlpUFrCscZWX6UvXIcDiu6EaXp5DZFSjQglZmv6ydNWAnPc0ilRbzzVhsmTfZLwiSahKfKnhEkQsZyoowxAaTMHq3FRLLEsawcBkMLq+JaXpgSJrNnzy7KQbWBp0py9cAoF2q8TvT0xJBKpREOJ5CIpxCzKMqeJ/S70QKy60BhYaHVOeUUXQBIJdNZMR1A/8GvqVQanXv7kE6npbf8fIWJ3aq2mCj+r9cjBsjEiexo7cJ7/27HvNMPRSSSUFlI4jH9OBerVUAknFBNpHV1HnA8R2N3tOX884FYEsiETFwb4XACLreNWhQsCouJw2FFNJqkzfFqR7vRoxUmsRTsur1yJAtWOiXCZhPA8xwczozFJBFP0ZRfIUcWlh68IMWYpNOZYN5YPIVRcvArkBFYViuPUCypivnx+V3oOhBGOi0iFpWElbYSMT0POTZHFMWixYsxGAxGoZiuY/L000/jvffeoxk0hLVr1xZtUOWOV+4VQ0qMA5KwIA92Uj9DLy7BqwmcJcIkEklkhInCeqKkv3Th/ftC9POenmi/6cIEu8OiG/xqFFsBZGJM4vEUQn1xhMNxrG5+Adf9dDYNVjUKfiWTJOmAnE6LGD3Gg0g4jp6emLxtOmeBOD2oK0dObY4rLCYulxVh2VuhvLYOpwXRSALRSAIOhwU13myLSSyehFUn7VkQOFo3RRB42GwCFWbk+qQVMSZmINcllRKplYxk5ZB9UZeOIPUeSiRScLttCIXiGF3nRteBMCLhBFKpNGpqXOjqCuunC8v7SaVEWCxMmAwWeimpDAYjG1NPy/nz52PhwoX4+OOPEQgEVD8jCa/XCZ7n0NnZh66uMADJfZNJU5UmxPwsJpmut4RkMk3N9EoES+5eOXv29NLiXL09MVOunFg0qUqvBTIToR7ElROPJZFMprGvM4RkIq0SXUYF1ux2C2LyGz5JD66r88AlT6oAsZiYFCby+hGtxSQkdSfOpAtnrq1DIcocDqtuRducTfySksXEYuFgtQq0BL/VKqiKvQk69zMXkjCR4leoxSSWhN0uUGGitJikkmnE4ylU10guvNFykC2p/uqpkiZCPRch2Q9z5wweQ917hcGoZExZTJ544gls27YNDQ0NgzWeisBqEzBhoheff7ofdruFWgBisSSdkADoBkx6fU60/DdThp28DSsLmKVS+q4ci2AcY/L8Pz7BB1v2oHF8DXa1dUMUkbcw0VpM6P/jxq4ci01dJK1DrnMSDmXOIx7XdyfZ7ALi8SQSiRRG13kQjSbROKEG4XCcdvtNJPQDZ3NBJt1MVo5UR4RYTIjoUVovnA6r3DQxDrvDguoaB3q699LPabyQURM/uW8SL/Cw2QUa/GqzCejpjtLgV96kxUTKyhFVglfKysm4cpQuHSnLSbJQzfv2VIyf6MPrr7ZStxRJP7caxJgAYI38BhG9lFQW08Bg6GPqadnY2AiXK79iV8OdyVNq8cnH+9HVFcbYeqnGSkzzpm5kMelW9GdJySmhUaUwSYoGb7ZSHRNRFNHbG8Prr2bqfvz3vd2IxZI46phGahnIO8bEIbkzYtGk3M8nk5Vj13FhAApXjmxl2btHEiZk8geMg19tdgtisRR1PaxcNQejR3uoGwIwtrbkIpOVI7ty4pLYEkWo0oUtGlcOIBV5czgtqPE6Va6cXPdSEDikkpJVQ+AliwnZH6n8mirUYiLHmGRbTCxUtFKLiUWgdUysVgFfnT0J9Q3VADIdoD0eSZgYVX4FkHfnaoZ5WEoqg5E/poTJH/7wByxYsADPP/88tmzZovoZaUyZMhpf7u7Gtg/2YtLBUsl0MonFY1LTOD1x4fU7kUqJtHkcSdNU1jYxjDGR33ZTKRGfbN+Hv//1Q1r3IxpJ4FunH4qvntwEt9ysLt8Yk6oqO3p7Y4jFk6iudijShfXTZAHJVZFMpGnZd1IZVtk92ahfD3XlxNUBri63DeGwVLI/kUjnLawIUqNBdYxMWBY6breVunqU1igSrBoIRKgrJxZLIhpNIB5L4sD+EB1z1vHkoNFUSoRg4XHEzHocPFn6LmSycjKVX83AcVJWTloVY5KilV8BqNKGSbowuZ5Wq3QtiCuHtEbI5cphFpPBg6Skzp49uySVRY0IhULYunUr62jLKCtMuXLa29vx/PPP44knnlAt5zhuxHUnHT/RC5vNgjFjPfjm3Cl4+Z+fqywmdrtFN8PBJ/dkWf+bN3Dc8eNpXQtl1+GkgTAhb93JZBo9PVGkUiKNjYjK/WAAqfR9d3c0b1dOjdeJD7Z0IB6T0mWJWykWS+r27AEyMRSxLFeOJARyiQu7TUBcjjFRWkXcbhvSaRHRaKKgGBNAmngzwiRJhZLTZaPl2JWTM2kNEAxE0NBQjeoa6a22uzuKDz/Yi5f/+TkAI4tJJl1YEHh887RMLRqLfH3SNF24kBiTjCsnKVtm7HYLErKAUMaYELcaueccx0kpzMEoBIHLWHL0Kr+SNHUmTAaVcktJDYVCWLp0KW0et3btWtanhVEWmHqNu/baa3H77bcjFAohnU7Tn5EmSgBpUvrRkpNw+fzjYLMJqo6vUhaH/qRqs1vgclvR1xtDqC9OJwNVjIlBujCNBUilaeyAtI8Uksk0Dbwk2T35WhyqaxzoOhCmvytjNHJl5aRSabpur5xNEw5LwoSkTOtNhDa7BYlEOus6kVowoVAciURK1+3QHxaroMjKSSEcjkMQONjtgm6BNbtdAMdJwsThtKCqyg6e59ATjKKnJ0rvi16sDUkXTqXErHRgmxyDk0qL4DjkbNqohyCQrBxJlJDvls1uydQvkc+DCNOkRujZ7QJ6emKw2/XL8dNrxoJfRyStra00cSEQCKC1tbWfLRiMocHUkz+RSODKK6+E02nciXUk0TCumr5x2+wCnTzisdzl4L92shQDkEqmadnxqMKVI1lMdLJyFG+2RAiEQnG6LXkrdrsymSH5UFPjoDEvNTUORGPEYpLImZVDjq+EWCjitJZL9vakJki4L64aIxFU4VAia5LNF4vAqyxX4ZBUjp7juIwrR3FtiWVBsjhJlXmrqu3o7o6iT1HZVu88BIFDMplGWidYWVmSnud50/VBaFaObDEh3y27XciKMXG6rIiEE1nBxnaHFcFABHaHhS7X65WTycoZeS8YI5mmpib4fD4AUjuQpqYcnSwZJWWkudxMuXKuvvpqrF+/Htdcc81gjadiIXETQO76HwBw6mmHIBCIIBZLQkiqAzYByWKiV6FTUFpM5NiBUChOM0EcBVpMamoyZcqraxzUFRKJJOm+tegJE4fDQl05uYJGybXp64urYkxsNgFWm1TqvmBXjlVy5UjuDek6uVyZ2iIAskSEw2FBRO5ADADV1Q709MQQDsWptUPX0iA300ulRViNLCYp0XTgK5Bp4icFwKao2LI7Mt8zMiaXS8osCoUT8Ck6F9vtAna1BTFt+hgqSPSK1pHrzCwmIwu32421a9eitbUVTU1NzI1TpoxEl5spYfKXv/wF27Ztwy9/+UuMGaMuFf7ee+8VdWCVht1uUbyp91911WLhEQql6ORCXAbptAhRhG4dE1oIK5lGT7fsOgklEPUQi4lamOQbY+KR3RfptIjqGjvicpptJJyg+9RCJrNIWOpDEw4nUDfGQ9OFSZVVvTGQgNpwOJ4lPtxuG8LhOOKJ/Loja7FYePSEYnC5bOjujiIYiMAlBwMT4aE9psNpAQIZYVddbUdvTxShUBwzDh+LvpB+zQlekJv4JbNjgixWXu6Vox8v1B88T0RPWmMxUWTlCBmLCQD0dEdhbcr0FXI4rBBFoGmSnwZC6wlenuekIm1xZjEZabjdbsyYMaPUw2DkQM/lNtzvmSlhcu2112YtI1khIx27nAILkOZ3uS8t6U+SqfwqTTwpTWCjEmUhrJ7ejMUkGpWygIiLxKWopZEPPM+hutqOYDCK6mrJehKLJaVqtIbCRNEIz+eUhUkVPvpQqgGS22IiLRPFbJFAUoYLKUkPgMb6+EdJab/BYAQut3QOdXUeXLP0q6q+RkBGkBBXWJVsMQmF4vja7Ek45rhGg2NlmvjpuXKSCSn+xGzgKyCnC8tZOclkGvFYilpuiEDNWEyk89EGPJPr3DTJT0Wz0TW1yU0HGQxGeUFcbsRiMhJcbqae/Jdddhn9Oe200/Dll19i9erVuPrqqwdrfBWD0sSer8UklRRpOmk4FMfdv38b+/ZJpf6NugsDQF9vDMlEWrJUhOKIRhNwOKw0jsHttoHjzJVBr65xwGrlqajp6Y4inRb7deUAgF92H4wZ60EknIAoilSY6Aa/KuI1tBOl222TAnoLjTGRLQJOebIOBqJ04uY4Do3jvVnbkGwm8v+qqozFhIgaPQSBl1wt6ezgVyIeEolUwa6cVCpNs3JIcTWO47Iqv5JCdIl4CjbF9bQ7rLDaBIxrrKGCRc8lBQBWW2VZTBKJBBYvXgy/3w+/348lS5YgmUwOeF0Go9wgLreVK1eOCDcOYFKYpFIpPP300zjzzDMxYcIELF++HBdddBHa2toGa3wVgzbGpD9hIigsJna7BR17evHpJ/ux50sp7TZX9kQgIJV9H9tQTYNfyaQKAKNq3ajxOk0FXNZ4nbDbLVSIHNgvZekQK4IWpWjw+aVg6LoxHjndV6rqarHwutkoPM8p6m2or5PLbUVvTwzptFhwujCQCQDe29FLx2cEcVeRrKaqajsO7A8jmUhnWVdU5yFILQL0XDlENMSiSdM1TACp6R+J+aDCRLbCaSu/8jxH778yuLWqyoZJk/wQBD6TlWNwTUlTxkph9erVeP3117Ft2zZs27YNr732GtasWTPgdRmMcoS43EaCKAHyFCYff/wxfvrTn6KhoQGXXHIJfD4fnn32WYwePRpXX301Ro0aNdjjLHtUMSY50mwJFguPVCqFVDJN+5gAmQqwueqYBLoi4DhgzBgPQqE4IpGESkA0TfLjZ8u+bmr8NTUO2OwWOJ1WCAJHLTcup/7ErEzlHVtfDYfDgro6qT9LOBSXirPlEGfk+mjjSNxuGwIBSRQV6soBMhaTZDKNSQf7c22SsZg4M8Gvvb0xOh7DY9HKr6Kq/45y7LF4qjBXDs9RoZBKSmnZpF9PJsYks19iFVJe81PnHIL/ufRoaTzycquBxcQmd0OuFDZt2oTly5ejvr4e9fX1WLZsGTZu3DjgdRkMRunJ68k/bdo03Hvvvfj5z3+Ojo4OPPDAA/jmN7/JWqQrsCvShXPVMSEIJHAyJaomP5IRoxdjQsz4ga4wqqrt8HjscoxJgsZJKPdvhtrRblRV2cFxHDweO/Z1SsLEyGIipd9Kx5h0sB/Lmr9J+7GEwwmpeFqOa0BicLRWEa/Pic5OKSWu0OBXab88rDYBgsBhwgRfzm2IxcSusJgQ3B5jYUKsDFJJegOLSSxZWPCrIGUVAZK4isdTtJZKJsYkc32cOiniRGgCmSrARrVhrFYB8URlZOUEAgG0t7dj5syZdNnMmTPR1taG7u7ugtclNDc3g+M4+sNgMIaWvJ6Yl19+OaLRKJYtW4bm5mZs3bp1sMdVcUgxJnLwax6uHGXwq9uTmQgjctqwXlYOIPXL6eqKoKrKAbfHhnBftiunEI4/cQKu/MFXAEiT8b7OEGyKTrZ6kEnQbrfQZoaCwEsWk36uAQnM1AqTUaNc6JOtFQNx5QgWHnabgPETvP0KHKc2xkQWJlJhNuPr6nRZkUqJiEQSWVYR0iwvHksWHGNCitQRYWKVY3P0LSayMDE4V2uOrBzyeaVYTPr6JNGs7DdDfu/t7S14XUJzczNEUaQ/DAZjaMlLmGzatAkdHR245ZZb8MYbb+DII4/E0Ucfjd7eXsO3jpGG3WZRFVjLx5VDhEljYw2+dfqhGF3nzunKAaS35UAgjOoaB+2YG40mDdN680UQePp2XVVlR2dnn2FGDoG8hRMBwnEcqqps6OmJIR5P5hQWJABW667xj8r4UAurY5IJ8rTZLWg6uH83o8NplbOaMsGvgCTQcr0xEytFqC+uagxIjg9I1XP5AmJMJFeOZMFIp6XWA8SVw/NcVi8mmiJucM2cLiuOP3EC6sZ4dD+3VlBWjscjnYPy2UN+r6qqKnhdBmOwiMfj6OzsRDyuX3qAoSbvJ6bb7cb8+fPx5ptv4oMPPsDXv/51uN1uHHnkkZg/f/5gjrEiKCQrh/RAsTss+MY3J8Nut9C0YaPsCcHCo6c7iupqu1zzI4FoJDFgi4kST5Udob54v2KHuAWUAZW1o93Yv68PCYPOwgRaU0Szjn9UJlB1IDEmFguPM84+DCfOmtjvNi6XFQ6nlQbqCgIPt9uWM75E2k76XLKY5HLlDCzGBJBqvihT0C0WXiVeiag0umY8z+H87x1B19NiqyCLic/nQ2NjI1paWuiylpYWjB8/HjU1NQWvy2AMBvF4HJs3b8Yrr7yCzZs3F12cDMeqsOaf/AAOO+ww3HHHHdi9ezcefPBB7Nmzp9jjqjhI9VCAuHLyCH5NSumgZOKy2jJ9XvRiTADJYiKKUoCm2yM1vQsEIgO2mCjxyHEVRqnCBKtVgM0mqDJvRtd5sK8zJKWu5rgG5O0/q9iZw0oFwUBcORaLgBmHj4XX23/7hGnTx2D+D49XLauShV8ulJO8VnzQ4NdCY0x4TlUiPhxOqISeIPBqi4nJ2jVarBUW/HrFFVfg1ltvRUdHBzo6OrBmzRrDFyQz6zIYxSYYDCIalepORaNRBIPBou2bVIVdtWoVli5dOmzESUHChGCxWHD++efj73//e7HGU7EQK0M6LcoF1vJLF04qUk2tVoGWpjdq+kYES1W1Hf5RbggCjy93d9M4iWKdC4B+XTlEmCgZPdqNfZ190kSa4xoYBb8CwKhaF61GahZtKm0+WK1SLIqS6moHdY8YoUzTzUoXFhTpwgVYTAQh48oBpEwn5bV2uW3UYgPoB7+agZTQrxRWrFiBE088EdOmTcO0adNw0kkn4cYbbwQALFy4EAsXLsxrXQZjsPF6vXA4pMKVDodDFe80UIZrI8bizWYjnOpqqRFeKBTPv8AaqRoqT2I2q4CuiPSGbRTbQCbc6hoHHA4LDplai+0fdhbZYiIJk/72abXyWRVua+s82L8/jLQo4rivjDfclgS/6gkI/ygX9nb0mR22an9mhIke06bX5WV9cLlsiOqID46TqrTG40nYHQ6DrY3heV7jylFbTBZfO0slTMjvhQoTKSuncoSJ1WrFhg0bsGHDhqzP7rzzzrzXZTAGG5vNhrlz5yIYDMLr9cJmy/3CY4bhWhWWCZMiUS1ncgS6wkilRNjzceXI5cZJDQyLlUckksiqiaGEiBhyvMOPGCsJkyJaTEjwp1E8AsHIYpJKpbGvM4TJU0YbbmuzWWCx6hdg849yFRRfAmSyTgYqTGZ9Lb9/4E6XFejSD1aWyuOn4DWwfuWCVxRYA6SeRErXmEeRyUXHgcJSrIHKysphMCoNm82Gurq6ou9XrxFjKBSq+MaMTJgUCafLCouFx66dQQBAjTf3W7KFppOmaA0MmxxjYs8hMsibOelpc9j0seD5D/qNhzADceXkE2OizT7y+V1SRoxNQMO4asNt7Q6L4dv9uHE1qK4xb2UA1OnCQwGJ7dAtiCf37Sk0xkRpMYlEEjlFh9crtRQYUIxJBVlMGAyGhLIR43DpRMyESZGQUmXtaG3tgiBwqOkn6JIIjHg8SSdRq1WQqojmmMgsFh4clxEPbo8N/99PT8bo0fppoIVAg1/zyMrRToQ8z2FUrRtjxngM42QAKfjVyCoy44ixmH74WJOjzowJGLjFJF/INdKLI7FaeIRC8YJEEq+JMUmnxZyio3G8F/+74tSCRBAA2Kw87W/EYDAqk+HSiZgJkyJSVW3HjtYu+PyunJMykJk4RTEzqdEiWDkmF0Hg4amyq/Y/Zkxx6zG48xQmNpuAhM5k+Y05k2ljPyP8tW7UGogpqeJmnoPVUKwYk3whViVtujAgWUwSiXRWg798UBZYI/QXUE3EaiEwiwmDUfkMl5gTJkyKSHW1A207g5h6qLELg6B8i7YosnK0n2mxWHjqxhksBIHHjMPH5nTFAMBxx09APJbdpfWoo8f1e4zDpo/BYdPHFDxGI5TpwkMBydzRq9RLxqAnWvpD4KW0cCX9paAPBCZMGIzKRy/mpBJhwqSIVNdIb6yjanNbCwD1xMlTYdL/275g4Wng62By6ZXH9rvOxINy96ApBcUKfs0XYlXSEx803qXAAmtkW46TAmELjR/JB6nAWmX0yqlE4vH4oGRlMBhalDEnlQoTJkWkSrZkKMuqG6GcOGnjOdI9NscbdlWVveDMi5HAULtyMsGvehaTAQgTeRte4CHwgy9MrFaBxZgMEqTyZzQahcPhwNy5c5k4YTBywIRJESGWjFGj8rGYZCZObYxJrons7PMqWwkPNqWKMdETk8QCVmivHAAQeI669vrrvzQQrDYhq64OozjoVf4cjNRRBmO4wJ5ARYRYTPJy5QhKYaKxmOSYVHme6zewdiRTOouJfvCr9FkBFhOOWEw4ei6DbTEBoMoEYhSHwaz8yWAMR5jFpIiMGVuFujoPRuXhyhEsOsIkj6wcRm6GXphIJvncrpzC0oUBKQh2KIQJ2XcikSpqsT7G4Fb+ZDCGI+wJVER8Pieu/99T8lqXWD6UTfxseWTlMHJDOh0PlTAZNcqFI2bWU2uZaiw0K2dgwa9kP9ZBzsoBwDJzBonBqvzJYAxH2AxYQrRVSmlWDrOYFIzX60B9Q1VRewflwma34OLLjtG1ZgzIYsJn4lOGxGJCXDksAJbBYJQYZjEpIYKFB+KpTB2TPGJMGLmpqnbg//vJ7FIPA4BCmBRYYA3IxJgY9RUqFuS7xzJzGAxGqWEzYAkhgoQ3kZXDqByIMCmkwBqNMRF4CJbCe+DkSyb4lQkTBoNRWpgwKSE0UFNrMWGunGHBQOqYCKoYE35Qq74CkoVGEHjmymEwGCWHzYAlRMiKMRnawE3G4GKxFi40qSuHJ8Jk8Ivq2WwC4sxiwmAwSgybAUsINfXzWlcOuy3DgYGVpM8EzlqEoREmVhuzmDAYjNLDZsASYrHwtBcKkF+vHEblkBGehceY8MLQWUyaJo2ilWwZDAajVLCsnBIiCRN1oTXi62dUPkVp4ieXpLcNYjl6wkWXHj3ox2AwSg1rqFj+MGFSQiwWPis12GYTmMVkmDCwOiaZJn71DdWoDsWLOjYGYyTCGipWBkyYlBBBYzEBpIBJli48PCAVWwsRJoLCYvLVk5uKOi4GY6TCGipWBuzVvIRYBD5LhNisAiuwNkwYkCtHU+OGwWAMHNZQsTJgFpMSomcxaWisxqja/psAMsqfARVY4zNN/BgMRnFgDRUrA/bUKyEWC5/VF+fSK47FYdPHlGhEjGJisQ48+JVZTLJ54403cOSRR8LlcmHmzJl46623DNfdsWMHOI6Dx+OhP2eeeeYQjpZRbpCGiiNBlIRCIWzduhWhUKjUQzEFs5iUEIuFZxPPMKYYwa/MYqKmq6sLZ5xxBm677TZceumleOCBB3DGGWfg888/z2mWb29vZ2Z7xogiFAph6dKlCAQC8Pl8WLt2LdzuyrDGs6deCdGmCzOGFyT4tZDme8o6JowMTz31FMaNG4cFCxbAbrdjwYIFGDt2LJ566qlSD43BKCtaW1sRCAQAAIFAAK2trSUeUf6wWbGECBaWGjycKYrFhAlXFVu2bMHMmTNVy2bOnIktW7bk3G7GjBkYO3YszjrrLGzfvj3nus3NzeA4jv4wGJVIU1MTfD4fAMDn86GpqXKy+9hTr4QwV87wZmBN/ArftlJJJBKIRqOGP6Iooq+vL8sl4/V60dvbq7vP2tpavPPOO2htbcX27dtxyCGHYM6cOejp6TEcR3NzM0RRpD8MRiXidruxdu1arFy5sqLcOMAwEyZvvfUWTjzxRMyePRunn346gsFgqYeUk6OOHoevnzq51MNgDBKZrJwBBL8W4AaqVM4991w4nU7Dn507d8Lj8aC7u1u1XXd3N6qqqnT36fF48JWvfAVWqxVerxe33347EokE3nzzzaE4JYZMpQZhApU9drfbjRkzZlSUKAGGWfDrxIkT8eKLL8LlcuHOO+/Ehg0bsGzZslIPy5Cx9VUYW6//QGVUPjVeJ756chN8PqfpbUeiK+dvf/tbv+scccQR+M1vfqNa1tLSgqVLl+Z1DOaeGXoqOQizksdeyQyrp15DQwNcLhcAwGKxwGIZVrqLUWFYLDzOOnc6DYI1Awt+1efcc89Fe3s7Nm7ciHg8jo0bN2LPnj0499xzddd/55138NFHHyGVSqGvrw8/+9nPwHEcTjzxxCEe+cilkoMwK3nsxaIUFqOSCJP169fj2GOPhd1uxznnnKP6LJFIYPHixfD7/fD7/ViyZAmSyaSp/R84cAC/+93vcNVVVxVx1AzG0DESXTn54Pf78cwzz2DdunWoqanBb3/7WzzzzDM0yK+trQ0ejwdtbW0AgC+++AJnnHEGqqur0dTUhG3btuG5555DTU1NKU9jRFHJQZiVPPZiQCxGq1atwtKlS4dMnHBiCaK7nnzySfA8jxdeeAHt7e14+umn6Wc33XQT/vKXv+DZZ58FAMybNw/nnXceVq5cCUCqY/Dtb387a58rVqzA6aefjnA4jDPOOAOrV6/GSSedlPeYOI5jgW6MsiEaTWLl//4Dc789FafOOaTUw1Ex0v6tjLTzHQxCoRBaW1vR1NRUca6QSh77QNm6dStWrVpF/165ciVmzJhhuH6x/q2UxNdx3nnnAZB8w+3t7arPNm3ahF//+teor68HACxbtgzXX389FSZ+vx9vv/227n6TySQuuOACLFmyxJQoYTDKDV7RxI/BGCjxeLykZdhJEGYlUsljHyjEYkRibIbKYlRWQRiBQADt7e2qOgUzZ85EW1sburu7+zW/Pvzww3j11VfR09ODdevW4fTTT8dPfvIT3XWbm5tx8803F3P4DEbRyJSkH1ZhYIwSEI/HsXnzZkSjUTgcDsydO3dElGNnDByScjzUFqOyEiZ9fX0AoKpTQH7v7e3tV5hccskluOSSS/I6VnNzM5qbm+nfLFKfUU4wiwmjWASDQUSjUQBANBpFMBhEXV1diUdVGkptOapESmExKith4vF4AEh1CWpra+nvAAzrFDAYwxGe58BxzGLCGDherxcOh4NaTEZqzyBmOaocykqY+Hw+NDY2oqWlBQcffDAAKQ5l/PjxLIqeMeLgeW5EVX5lDA42mw1z586tCEvBYAaaMstR5VASYZJMJulPOp1GNBoFz/Ow2Wy44oorcOutt2LWrFkAgDVr1mD+/PmlGCaDUVJ4nmPpwoyiYLPZyn4SHuxiZsxyVDmURJisXr1aFXjqdDoxe/ZsvPzyy1ixYgUOHDiAadOmAQAuuugi3HjjjaUYJoNRUniedZ+uBAqJWxjJKahG6BUzK2ZsQyVZjkY6JaljUo6wWgWMcqN5+Wac/90jcPiR9aUeioqR9m8l1/kWErfAypzrw65L5VPRdUwYDEb/XHL5MRg/3lvqYTByUEjcwmBbBiqVUqWmMsoPZidmMMqUgyfXwmZn7w7lDIlbAJB33MJIL3Oei0rthssoLsyVIzPSzNMMRqGMtH8r/Z0vizFhMCSK9WxgwkRmpD1sGYxCGWn/Vkba+TIYhVKsfyvMlcNgMBgMBqNsYMKEwWAwGAxG2cAi6xSwfjkMBkMP9mxgMIYOFmNiAuZrZgx32He8MIbjdWPnVBkMx3NirhwGg8FgMBhlAxMmDAaDwWAwygYmTExw0003lXoIDMagwr7jhTEcrxs7p8pgOJ4TizFhMBgMBoNRNjCLCYPBYDAYjLKBCRMGg8FgMBhlAxMmDAaDwWAwygYmTBgMBoPBYJQNI0qYJBIJLF68GH6/H36/H0uWLEEymSxo3SVLlmD8+PGorq7GuHHjcO211yIej9PPPR6P6sdqteKII44Y9HNkjGz6+14q6e87un79ehx77LGw2+0455xzsra//PLLYbPZVPt46623BuvUSkYxnxvlhJmxVsK97u/7qqSS7pOZ86qE+5QPI0qYrF69Gq+//jq2bduGbdu24bXXXsOaNWsKWnfRokXYvn07enp60NLSgvfffx+33XYb/byvr0/1M23aNFxwwQWDfo6MkU1/30sl/X1HGxoasHz5cixYsCDn8ZT7OPHEE4t+TqWmmM+NcsLsWMv9XufzfSVU0n0yc15A+d+nvBBHEI2NjeJjjz1G/3700UfFCRMmDHjdzs5O8Rvf+IZ46aWX6n7+zjvviIIgiLt37x7A6BkMc/T3vVSS6zt60003iWeffXbW8ssuu0z88Y9/XISRljeD9dwoNWbGWkn32uj7qqSS7hMhn/OqpPuUixFjMQkEAmhvb8fMmTPpspkzZ6KtrQ3d3d0FrfuLX/wCVVVVqKurw/vvv48lS5boHnvjxo2YN28eGhoainpODIYe+X4vlRT6HX3ggQfg9/sxffp03HHHHUin04UOuywZjOdGOVDIWIfLva6k+1QIw+E+jRhh0tfXBwDwer10Gfm9t7e3oHVvuOEG9Pb24sMPP8TChQsxduzYrOOGw2E88sgjmD9/fhHOgsHon3y+l0oK/Y5ec801+Pjjj7Fv3z5s3LgR69atw7p16wYy9LJjMJ4b5YDZsQ6ne11J98ksw+U+jRhh4vF4AECliMnvVVVVBa8LANOmTcORRx6Jyy+/POuzRx99FC6XC6effvrAToDBMEmu76WSQr+j/3979x9TVf3/AfzJBRK7ce8FFELCC2Q/xiwcycYmcJFCG23RcsPhKLz0hz+3XIOystjSBG1TzH4so/GjwCgMomS5lf1axlYJmRCVTQSFi6DR5UrE5fL6/PEd58sVgUuI9wDPx3Y273m/z/v9evk+nr3OOReJjo7GwoUL4enpidjYWGzfvh0VFRVTiFh9pvO64U6TjXU2rfVMWqfJmi3rNGcKEz8/P9x2221oaGhQ9jU0NCA0NBR6vf4/9x1mt9vxxx9/jNpfWFiIzMxMeHl5XZc8iCZjrPNypOt1jmo0s+9yMt3XDXeZaqwzea1n0jpN1Uxdp5kZ9X9kNpvx8ssvw2KxwGKxYPfu3WM+vh6vr81mQ1FREXp6eiAi+OWXX7Br1y6sXr3aaYzffvsNJ06cQFZW1rTnRuTqeTnSeOfo4OAg+vv7MTg4iKGhIfT39zv96PEHH3wAq9UKEcGPP/6I/Px8rFmzZlpyc6frdd1Qm8nEOhPWeqLzdaSZtE6TyWsmrJNL3PrV2xtsYGBANm/eLAaDQQwGg2zZskXsdruIiGzYsEE2bNjgUl+bzSYPPPCA+Pv7i1arlfDwcMnOzpYrV644zZeTkyMJCQk3LkGa0yY6L68+x0XGP0dzc3MFgNNmMpmU9vj4eNHr9aLVauXOO++UPXv2iMPhmLb83OV6XTfUZjJ5zYS1Hu98ncnrNJm8ZsI6uYK/XZiIiIhUY069yiEiIiJ1Y2FCREREqsHChIiIiFSDhQkRERGpBgsTIiIiUg0WJkRERKQaLEyIiIhINViYEE0Tu92OFStWwGAwoLKy0t3hEKlacXGx02/8pbmLhQnRNPHy8kJlZSW2bdvm7lCIVCMxMRHz5s3DLbfcAj8/P5hMJvzwww/uDotUhIUJzTrvv/8+1q5dO2Z7dXU1wsLCpj0ODw8PBAcHj9qfnJyMzz//fNrnJ1KrPXv2wGazoaOjA9HR0XjkkUfcHRKpCAuTGWzkncfw9sYbb7g7LLcaGhrCc889hx07drg7lDHt2LEDOTk57g6DyO18fHzwxBNPoL29HZcuXQIA7Ny5E4GBgQgKCkJBQYHSt76+HnFxcfD398fChQuRnp6uHAMAZWVluOOOO+Dr64uQkBDs3LlTaTt58iRWrlwJf39/LFmyBG+//fYNy5Emj4XJDDd85zG8bd68eVQfEYHD4XBDdDdebW0t/P39cc8990z7XJcvX0ZsbOyo7ejRo+Mel5CQgJ6eHnz33XfTHiORmvX19aGwsBBGoxEBAQFobGyEj48PLly4gIqKCmRnZ+PPP/8EAGg0GuTn56OzsxOnT5/GhQsXsH37dgDAlStXsH79erzzzjvo7e1FY2MjHnzwQQCAxWJBcnIyNm3ahK6uLlRXVyM3NxdffPGF2/Km8bEwmaXCwsKQl5eH2NhY3HzzzWhqaoLNZsPWrVuxePFiBAYG4vHHH8fff/+tHHP+/HmsWrUKOp0O9913H3bv3q288vDw8EBDQ4PSt6CgAImJicrnicYOCwvD3r17ERsbC19fX5hMJrS1tSntVqtVOV6n0yEmJgZtbW04cOAAVq5c6ZTb4cOHERkZec28a2pqkJSU5LTv6ryampqc2vft26fcad1+++147bXXlLbx5vf390ddXd2o7aGHHrpmbMM8PDyQlJSEmpqacfsRzVbPPvssDAYDIiIi0NzcrPxbCAgIQE5ODry9vZGYmIjw8HDluhMVFYW4uDh4e3sjKCgITz31FL766itlTG9vb/z666+wWq0wGAyIiYkBALz77rtISEhAWloaPD09sXTpUpjNZpSXl9/otMlFLExmseLiYpSUlMBms+Guu+5CVlYWLl++jFOnTuHs2bOw2+3YunWr0n/dunUIDg6GxWJBWVnZpB53TjQ2AJSWlqK8vBxdXV3QarV44YUXlLb169fjzJkzqKurQ09PDw4dOoT58+cjIyMDdXV1OHv2rFNeZrP5mnE0NDTg7rvvdto3UV5GoxHHjx+H1WpFYWEhcnJylKcZk53/amlpaSgtLcVLL72Ep59+WtkfGRnpVOgRzSV5eXno6emBxWLBZ599hnvvvRcAcOuttzr102q16O3tBQCcOXMGqampWLRoEXQ6HTIyMtDd3a30++STT/Dxxx8jNDQUcXFx+PLLLwEALS0tqK2thcFgULZXX30VHR0dNzBjmhShGctkMomPj4/o9Xpls9lsIiJiNBpl//79St+LFy+KRqORS5cuKft+//138fb2lsHBQWltbRUA0tnZqbTn5+eL0WgUEREAUl9fr7Tt379fTCaTS2MPx/Pmm28q7e+9954sXbpUREQsFosAkHPnzl0zz7S0NMnNzRURkfPnz8tNN90kHR0d1+y7ZMkS+fDDD5XPE+V1LampqbJr167/NL+rDh06JDExMVMag2gmMplMTtemYUVFRRIVFeW0LyoqSoqKikRE5P7775dNmzbJX3/9JSIiVVVVotfrR40zMDAgBQUFotfrxeFwSF5enqxdu/b6JkHTik9MZrjhO4/hTavVKm2LFy9W/tzS0oKhoSFEREQodw0xMTHQaDSwWCxob2+Hj48PAgMDlWOMRqNLMUw09rCRd0Mj74TOnTuHefPmOcU7UlZWFkpLSyEiKC0txapVq0bdWQ3z8/OD1WpVPruSV1lZGaKjo+Hn5weDwYDa2lrlTmyy87vKarXCz89vSmMQzSVWqxW+vr7Q6XRoa2vDK6+8orR1dnaiqqoKvb298PLygk6ng6enJwDgsccew/Hjx3HkyBHY7XbY7XY0NDTwR5RVjIXJLKbR/P/yhoaGQqPRoL293amQ6e/vR0hICBYtWoT+/n5cvHhROaa1tVX5s1arRV9fn/J55GPQicaeiNFoxL///uv0nZORkpOT4XA48PXXX6OkpARZWVljjrVs2TI0NzcrnyfKq7W1FZmZmdi7dy+6urrQ09ODlJQUiMh/mt9VTU1N/M+kiCZh3759+PTTT6HT6ZCamoo1a9YobUNDQzhw4ABCQ0Oh1+vx+uuvo7KyEhqNBiEhITh27BjeeustBAcHIygoCFu2bHG6gSGVcfMTG5qCsR6Jivzfq5OqqiqnfY8++qiYzWbp6uoSEZGOjg756KOPlPYVK1aI2WyWvr4+aW5uloiICOWVR3x8vGzcuFHsdrvU19dLcHCw8irHlbGvjqeqqsrpdUpqaqqkpKRIe3u7OBwOOXnypHR3dyvtL774okRFRcmCBQtkYGBgzL+TmpoaWb58udO+8fJqbGwUjUYjP//8szgcDjl69KjMnz9fnnzySacxXJ3fVeHh4fLNN99MeRwiotmGT0zmkOLiYuU1i06nQ3x8PH766Selvby8HG1tbQgMDMS6deucngwcPHgQ33//PQwGA5555hlkZmZOauyJlJSUIDQ0FMuXL4fBYMDGjRvxzz//KO1msxmnTp1CRkYGvL29xxwnJSUF3d3dOH36tEt5RUZG4vnnn0dSUhICAgJQUVGBhx9+eNS4rs7vim+//Ra+vr6Ij4+f0jhERLORh8iIZ9ZEI1RXV2Pbtm1oaWlxdyjo6+tDYGAgTpw4oXyDfyyHDx9GdXU1Kioq3DL/RFavXo3s7GwkJydfp+iIiGYPL3cHQDQREcHBgwexbNkyl4qC9PR0pKenu23+iRw7duw6REVENDuxMCFVczgcMBgMWLBgAY4cOTLn5icimmv4KoeIiIhUg19+JSIiItVgYUJERESqwcKEiIiIVIOFCREREakGCxMiIiJSDRYmREREpBosTIiIiEg1WJgQERGRarAwISIiItVgYUJERESqwcKEiIiIVIOFCREREanG/wC1g55NZ5w0pgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dl_combined.predict(\n", " data,\n", " show_intermediate_results=True,\n", " return_conformal_predictive_sets=True,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One can also enable the FAP for multiband Lomb-Scargle, would return less frequency candiates but takes more time." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(['SN Ia'],\n", " (
,
))" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dl_combined.predict(\n", " data,\n", " multiband_FAP=True,\n", " show_intermediate_results=True,\n", " return_conformal_predictive_sets=True,\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "torch20", "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 2 }