{ "cells": [ { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [], "source": [ "# 导入数据\n", "import pandas as pd\n", "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from scipy.stats import norm\n", "from sklearn.preprocessing import StandardScaler\n", "from scipy import stats\n", "import warnings\n", "%matplotlib inline\n", "file = r'data_set/SalePrice.csv'\n", "df = pd.read_csv(file)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "Index(['Id', 'MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street',\n", " 'Alley', 'LotShape', 'LandContour', 'Utilities', 'LotConfig',\n", " 'LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType',\n", " 'HouseStyle', 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd',\n", " 'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType',\n", " 'MasVnrArea', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual',\n", " 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1',\n", " 'BsmtFinType2', 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating',\n", " 'HeatingQC', 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF',\n", " 'LowQualFinSF', 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath',\n", " 'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual',\n", " 'TotRmsAbvGrd', 'Functional', 'Fireplaces', 'FireplaceQu', 'GarageType',\n", " 'GarageYrBlt', 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual',\n", " 'GarageCond', 'PavedDrive', 'WoodDeckSF', 'OpenPorchSF',\n", " 'EnclosedPorch', '3SsnPorch', 'ScreenPorch', 'PoolArea', 'PoolQC',\n", " 'Fence', 'MiscFeature', 'MiscVal', 'MoSold', 'YrSold', 'SaleType',\n", " 'SaleCondition', 'SalePrice'],\n", " dtype='object')" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.columns" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "count 1460.000000\n", "mean 180921.195890\n", "std 79442.502883\n", "min 34900.000000\n", "25% 129975.000000\n", "50% 163000.000000\n", "75% 214000.000000\n", "max 755000.000000\n", "Name: SalePrice, dtype: float64" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 描述性统计\n", "df['SalePrice'].describe()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 绘制#histogram直方图\n", "sns.distplot(df['SalePrice'])" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Skewness:1.882876\n", "Kurtosis:6.536282\n" ] } ], "source": [ "# 计算偏度和峰度\n", "print(\"Skewness:%f\" % df['SalePrice'].skew())\n", "print(\"Kurtosis:%f\" % df['SalePrice'].kurt())" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'SalePrice')" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 检查数据间的关联关系\n", "# 地上部分面积与房价\n", "var = df['GrLivArea']\n", "plt.figure(figsize=(10, 6))\n", "plt.scatter(var, df['SalePrice'])\n", "plt.title('Relationship between SalePrice and GrLivArea')\n", "plt.xlabel('GrLivArea')\n", "plt.ylabel('SalePrice')" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 房屋质量评价与房价\n", "var = df['OverallQual']\n", "f, ax = plt.subplots(figsize=(16, 8))\n", "sns.boxplot(x=var, y=df['SalePrice'])" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "(array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12,\n", " 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25,\n", " 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38,\n", " 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51,\n", " 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64,\n", " 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77,\n", " 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90,\n", " 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103,\n", " 104, 105, 106, 107, 108, 109, 110, 111]),\n", " )" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 建造年份与房价\n", "var = df['YearBuilt']\n", "f, ax = plt.subplots(figsize=(16, 8))\n", "fig = sns.boxplot(var, df['SalePrice'])\n", "fig.axis(ymin=0, ymax=800000)\n", "plt.xticks(rotation=90)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 相关性分析,相关性矩阵(以热力图的形式呈现)\n", "corrmat = df.corr()\n", "f, ax = plt.subplots(figsize=(16, 8))\n", "sns.heatmap(corrmat, vmax=0.8, square=True)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 房屋售价相关的变量矩阵\n", "k = 10 # 用于热力图的变量数量\n", "f, ax = plt.subplots(figsize=(16, 8))\n", "cols = corrmat.nlargest(k, 'SalePrice')['SalePrice'].index\n", "cm = np.corrcoef(df[cols].values.T)\n", "sns.set(font_scale=1.25)\n", "hm = sns.heatmap(cm,\n", " cbar=True,\n", " annot=True,\n", " square=True,\n", " fmt='.2f',\n", " annot_kws={'size': 10},\n", " yticklabels=cols.values,\n", " xticklabels=cols.values)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "D:\\Programing\\Anaconda3\\lib\\site-packages\\seaborn\\axisgrid.py:2079: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n", " warnings.warn(msg, UserWarning)\n" ] }, { "data": { "image/png": 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1czbpvanU3GNJp+/QHHL8iQuvuyJaptelpujY0WDlT0bgN0wsqoLL6cBiad4zodY8b+2xjOJ9p/x8kwdKR+LzG1gtKp062BvMe2YYJidO1SX8+6nSHssoWYnGXjl3sbX1eWnJeNmSWuu8ZHL9TSQu1j/upsbetpCO5zoRrX3cmVx3E5Vpx54J11cswVhS6a7G6rC2ynGn631bptW5hrSX7xLvexiGiWaro/wnIzAME5tVIz8vubqbsgHCrl27MnToUDp37gzA1Vdfzeuvv46mndkT7vDhwxQUFNCjR4/QJiMAR44coaCggM6dO+PxeNB1HU3TQr8PgdmHR44coUePHvj9fk6dOkV+fj7du3ensrKSXr16Rfytpjh6tArDMOnWzcnhw55kT0WEZCppc44lFd+hNWXb8ScbxIJ1V0TL9LrUFC25o1Wi562lGuD2VkaJnD8F8Pt1jtb64v5OuuwM2B6vo5aou4nE3vZ47lpCW5+XdLm26mvN2Jup9TeRsmvouBOJvW0hHc91Ippz3K3R783U8wmZfewFp4893a6vWJrTDrRW7G1tmVzn6msv3yXe94hXb/HrjfZfGqq/KXs8esUVV/Dee+9x8uRJdF3n3XffZcyYMXz55Zeh5cd/+MMfGDlyJGeffTZ2u52PP/4YgE2bNjFy5EisViuDBw+moqICgI0bNzJy5EgARo0axcaNGwGoqKhg8ODBWK1WRo0axaZNmwD46KOPsNvtkn9QCJFVMnUXORGflKkQqSHXVuaSshNCtASJJSITparepmwG4Xe/+13mzJnD9OnT8fl8DB8+nJtuuok+ffrw05/+lLq6OkaNGsWYMWMAeOCBB7jrrruoqqqif//+zJw5E4ClS5eyaNEi1qxZQ8+ePXnwwQcBKC0tZdGiRYwfPx6n08kDDzwAwC233MLdd9/N+PHjsdls3H///an6ikIIkZYa2tEqE/LAiGhSpkKkhlxbmUvKTgjREiSWiEyUqnqb0jr/gx/8gB/84AcRrw0dOpSXX3456nf79evH73//+6jXzz77bNatWxf1en5+Po899ljU63a7nVWrViVx1EIIkdkydRc5EZ+UqRCpIddW5pKyE0K0BIklIhOlqt7KoLgQQrQzFmDZbZdz6Fg1DpuFWq+f7p1zsQB6Wx+caJbgLmUr1m7D5XQwbfSFnNU1DwUFTVNltz0hmkniZeYKj4vh+ZdsmoIXFd0wcXtqJUYKIRok7YDIJJqm4iewQcl9dwzjf17+lA93HYrYwTiZeisDhEII0Q75fAZrNuwM3TQtmV0MVq3xN54WbHwq3dWgqYHGRm6wWlzwPOuGiaYqcc+zrhu4cq3c/9MRHPd4025DBSEymc9fL17e2rR4KdpGMC6WzxseiqE2TeFoK8XIROO3ENkkU/uPyfabhWgN8TYmKZk0AEwFmwY+b3LD2inbpEQIIUTb8APL6yWtXd6EpLXBxqds9VZ+fN+blK3eirvah6ZJk9GSws9zSflbjZ5nXTfQdVMSaQvRgnQUlj9VL14+tQ0dpY2PTCRC1w0U3cBimii6gbeVYmRT47cQ2SBT+4/J9puFaC3xNibZ94+TlK1+j6Meb9LXW3pfrUIIIZqsoaS1iZDd3FpHc85zsmUrhIjkN4yY15RfrqmM1FoxUtpJIaJl6nUhfSuRKeLVVWeutcWuNxkgFEKINKVpKqam4lcUTE1N+IlQMGltuFDS2gRIR6l1NOc8N6Vsm1t/hMgmapxrSpXLJa3Fi2/Jtn+JknZSiGiZel20VtwQIhmapqKpasy66qn2AS1zvUn3Rwgh0lAyy5eCiduDDUh40tqEPls6Sq2iOec50bKV5W9CJMZmVVk0qyjimlo0qwibVa6VdNVQfEu2/Uv4GKSdFCJKpl4XNk2hrF7cKDu94ZEQ6SDY7j2+cSfzpxZG1NX5UwvZ8PYXoX8ne73JJiVCCJGG4i3TKJ83vNHMWLEStzclSXS8nSFlN7eW1ZzznGjZJlN/hMgmfp/J82/uZc7EAThzrXiqfTz/5l5uv2FgWx+aiKPB+FYvRjrsFkyf3uKbJEg7KUS0TL0uvLrJ+s17ItqB9Zv3UHLDAOkzibQQ3u4d93iZM3EAnfJsdOnk4Dcb/8beA27ZxVgIIdqzhpZpJBK4dd1A4XSQ180mNRThg1AoCphmxuxCl0maO5CbSNkmW3+EyBZ+w+DDXYf4cNehiNd/fL0h10qaaiy+hcdIl9PB4cOelj+GJB/ECdEeZWr/UTfMOO3AJdIOiLQQ3u7tPeBmxdptAPym7GpKbhjAj6+/pMXaIVk/IYQQaaitl2kEd4YscOWi6Ebad+4yVf0dOFvqPLd1/REiU8i1knnSpcxSFb+FyGSZ2H9Ml5giRDzx6qiq0uLtkAwQCiFEGmqtPEqifZL6I0Ri5FrJPFJmQoiWJDFFpLvWrKNS74UQIg3J8iWRDKk/QiRGrpXMI2UmhGhJmbo0WmSP1mz3ZIBQCCHSVDJ5BDVNxQ9y85RmWrNckqk/QgiRzpoT36RdFCL1gtdZpbsaTu8sngnXWTCmdOvm5PBhj/SZRNqJ1e6lol2TAUIhhGhnNE3FXe2L2kXOlWvNiE5aeyXlIkT6kesyO0g5C5F6cp0J0XpSdb0llIPQMAyeeOIJFi5cSFVVFb/+9a/RdRlXF0KIdOSHUGMBgd0dV6zdhr9tDyvrSbkIkX7kuswOUs5CpJ5cZ0K0nlRdbwkNEN5///18/vnn7Ny5E4B3332X8vLyJD9aCCFEKuiGGWosgirdNeiG2UZHJEDKRYh0JNdldpByFiL15DoTovWk6npLaInxBx98wEsvvcTkyZPJy8vjySefZOLEiUl9sBBCiNTQVIUh/btzVVFvnLlWPNU+3tq+H01VQJdOWlvRVIUCV05EY17gymnRcpEcW0I0jcTL9qV+DDRO3yi1RvwVIttl8nWWqbkTRfZKVf8loQFCi8WCqp6ZbGiz2bBYJH2hEEKkI5umMG10P8rDclKUzS7Gpin4JDtEm7EAi2cXR+UKsUCLJMOW3D9CNJ3Ey/YjVgy860dD6OQI3LOkMv4KIVLfz0kV6T+JTJSq/ktCo3wXXnghzz77LLqu8/e//521a9fSr1+/5n+qEEKIlPHqZqixgMB08/K12yifNxwlwb8hT1Jbnq4buHKtlM8bnpIZfvFykTRU7jLjUGS7loiXIjktFYdixcD7nvwwUJYpjr9CiMD11MVpo3zeiNB1ZtPA503n4cHm9Z8yjfT32p9U9V8SGiBcsmQJK1as4OjRo0yfPp0RI0awZMmSJD5WCCFEqjSUkyKRoK9pKqd8OoeOVeOwWaj1+uneOZcOVk06E0nSdQOF042vbsZ9ot6cjlxTy12emAsBhmHicjqYM3FAaInOhre/wDBAa+uDywItGYcai4GJxF+5iRai+TRNxVPrz7j+Y7L95nQn/b3MZhgmpqZGtUupqrcJvTcvL4+5c+eyYsUKqqqqOHDgAC6XK4mPFUIIkSrJ5oAxNYWTx32s2bAz1JH4+fTLyO1iSe81ImkoXqPekOZ25Jpa7tnwxFyIxlitGrde158Hf/txRLyzWlUMr9w4pVpLxqH6MbBvLxfTRl8IgJnATHi5iRYiOZnaf8zk3ImJkP5e5tI0lf3fnuS+Jz+MaJe6OG2YOqz61xGcqPKy4e0v2HvA3SL1NqFdjNetW8e8efMAcLvd/PSnP+V3v/tdsz9UCCFE6gRzwBS4cgAicsAkQjcI3SxDoCPx4G8/Ru6PmibYqJet3kpJ+VuUrd6Ku9qHpjXc9MbryPkb+bymlrvsNihEYBA/Vrwz5DpoFS0Zh8JjYN9eLmaOv4g1G3YmHH+bG3uFEAGZ2n9Mtt+c7qS/l7n8EBochDPtUo3PoGz1eyz87/d4YtPfuGXcRQzp371F6m1C73/++edZv349AOeccw4bN25k+vTp3HjjjUl+vBBCiJaWbK47XY/TkdDbx1KL1hKvUS+fNxxLA8vYmrtkoKnl3t6fmAuRCH+ceOeXeNcqkolD9ZcDA6EYaAKLV29t0oyZ9r7MUIhUy9T+Y3j/CUUB02xX6QWkv5e54rVLbk9dRPv2yPM7KJ83okVyfiY0g1DXdfLy8kL/djqdKIpMSBVCiHSl6waKbmAxTRTdaFInJ9iRCBfqSIiExWvUDQPc1b64MwuTOf9NKff2/sRciERIvGtbzY1DweXA9eMogKIbGM2YMSN1QYjkZPI1FOw/Fbhym9xvTnfS38tc8a6pE1XeiNcq3TUcOVHDUY+30ZVKjUno3X369OGBBx7g66+/5uuvv+ZXv/oV5557blIfLIQQInU0TcXUVPyKgqmpTWosNE2hdFphREeidFohmpb+Hbx0Eq9RV1WlwWVs8TpymqYk3eiHC39i/njZVZTPGy65tkTWkXjXthKJQ7Has8aWAzdnoEJuooVIjsTT9CT9vcxlAe760ZCodumt7fsjfi84aNgSaTESavPuueceli1bxg033IDFYmHYsGEsW7YsyY8WQgjRkObupqhpKserfSwPS7S+ZHYx+Ql2BnTDwG7TmDtlYGgXOrtNQzcMSWacgGC5ocCSW4tZ/lRkwnuUxnfadOVaWTlvBD7d4OCRKtZs2InbUxtKTOzz6i2y22aiuyoL0V4ZceKd5CBsPQ3FIatN46jHG7VxSAeHJW4ctdk0FBQWzy6Oep+F+HslJJueQ4hsl8nxNNinqnRXQwKbGmUa6e9lJl036N2jY0S7ZLeqTL+2H18ePBlq3+ZPLWRdxe7QSiUtic9MaICwa9eu/Pd//3cSHyOEEKIpktlNUUcJDQ5C4KZp+dptrJw3IqHPVkyF3/3xc64q6o3DBj6/ye/++Dm33zAw6e/V3tUvtyH9u3PfHcNQUFDVQKPrN2k0F4yuG5iayn/8+v2I31uxdhv33TGMnDg3zfJEWIimMYkd70omDZQHIm1M01RqfEac3TdHxIyjh45Vo6oKv1q/A5fTwdwpAzmrax5WTUXDbLz9lJtoIZotU+Op7GAu0pmqKoH0QYCGwslqH37DYPnc4Rw7WcuJKi/rKnaHdjFWVSWpXcMbHCBcvnw5S5Ys4Y477oj588cee6z5nyyEECIuP/Dc5j3MmTgAZ64VT7WP5zbvoeSGAY12svyGETvpfoKJ1lUNrh95Pr9avyPUUSqdVoiqgSF3Sw2qv+ztw12H+PLgyUBifN1AByyamtDMloYSE2udcuLcNAcS8LfE7EIhUimdZmtc973zeeT5HRFP4kXb80NEIvagSncNKGZUHJ0/tRBFIdR2VbpruOeJDylw5QRmX6Sofkm8FeKMTIynyfS5hWiu5rQdfuDQsWrWbNhJ2awifH6DJzb9LfJ6U5KbsdvgveLQoUMBuPbaa5P6ECGEEE2kwIyxF2FRVVQFOuXZmTH2IhLpqahxditTVRJ6ouT1Gfzpo69ZOmcomgq6AS9t+YIfXn2h5GJqRP1Bvb69XEy58oJA4x82CNLFaaN83gh0w0BT1Zi7jtXfda5vLxfTRl+IM9eGiYnL6Yj4rODyOrs8CRdpLp1ma5imyf5vTrB87nBM00RRFLbt+oYeXXLlxrCN6YbJiSovQ/p356qi3qEb97e270cxFfKdNlbMG45hwKFjp1hXsZvZEy6OiJlTrrwAZ64Vk8DDmZauX+lUl0X7kU4PUJrCNE1eeXdfxEDbK+/u47Z0H2hT4MarL8RzKrDxg9WicOPVFybU5xaiOZrbduiGSX6endJpheTl2nDYLdxbMoyaOh+Hj9fyyrv7KLlhQFLH1uC93pVXXgnAxo0befrpp5P6ICGEEImzWjT8fi/3Pf1hqOFYNKvo9OsNdxItp5NE158BaNGUhGYA2qwqVww+h3ue+CDi/TariuGVKYQNCR/U69vLxS3jLop4kh7MIZjI8uBgwvwVa7fhcjqYOf6iqDJ95tXAkgI4s0w5XvL+4OxCIdpaOtVRh03j4j5dWbJma+jaKptdjMOm4a1J/xvy9kxTFXZ/eYSp1/Rl5dPbI8rHbxrc9V/vR8RDAE+1jwJXDi6nI2b8bemBu3Sqy6J9yORBZ6umxlyBYk3B4HxL0lSVOq/Omg07I45bU1UM0ve4ReZqbtths6p4/SrUEdFvufOmQby1fZevC6AAACAASURBVD/TR/drMNduIhLaDtHj8VBdXZ3ExwghhGgKn88I3RBBoOFY+fR2fL7GOyqKbuLqaGfulIGUzxvO3CkDcXW0o+iJTTk39DNLtIKf/av1O2R5cQLCd8GccuUFoZtTONP4e/WGd98M17mTnfvuGMbPpw+KWSbTRl8IRO62GW9psp4BScJFdkinOlrnMyivdz2Wr91GXQKxVqSWBRg77LyotrB87Tb+WVkVMx5uePsLSqcVMm30hTHjr97Cw3bpVJdF+9DYDt3pzmHXIvqfDnsy2yW0Dl03Yvax9AT7zUI0VXPaDk1TMQw4fLp+htfXh577hFsnXEInpy3pwfiEVovl5ORwxRVX0LdvX3Jzc0OvSw5CIYRIDd0wcDkdEcs0Nrz9RWin24aomoLpi3zNNAOv6wkM8sXPYWjIEuNG1N8FM3bjH/v8hpdt+AwCl9PBz6YVxnzP2d2cPF52VUTuEk1TYy7JC98ERYi2VH/5PERv1NNadD1OrNUTy9kqUkfXDRRFiRn7HDZL1Gtnd3PyixmDsFlVdIOoMt17wI1PN3C04GymdKrLon1oaOAg3WOS12/w2tavmPT9C06nqLHz0pYvmHpN36R2VU21TD7nIjPFSyMEYMZIKxC8L6jz6Thsljg5ymvpojqSrrMJvf8HP/hBkh8jhBCiKWxWLeaS0sAy34ZvbLw63PObv0TdsJTPG5HQ3AlNVWSAKQm6bmDRVFDVmDeOft2Men1I/+5oqorfMNBUBVNTQjMIKt01fF1ZFecmNDBjNHy3TZumMG10v9CsqOCSPJum4JNZoCINhC+fb2ijntaQTKwVqRcvp26nPDvl84aHBv/cntpQPFR0E0+1Lypx+yvv7uPgkSp6dXe22DzCdKrLon3I5EFnq0Vl9OW9I1LU/NvNl2G1pHc8tcTpr1mS3A1WiHjC246B3+nKuOHnRaTSWDK7mPywtALBmcVzJg7AaokdIzp3dKCpKhpmUg/BGl1i/Pnnn9OhQweGDRvGpEmTIv6XiFWrVrFo0SIAdu/ezeTJk7n22mtZsmQJfn9gsvTBgweZMWMGY8aMYe7cuZw6dQqAkydPUlJSwtixY5kxYwaHDx8GwOv1smDBAsaOHcukSZPYt28fEEiMumrVKsaMGcO4ceP4+OOPm35GhBAiDZimGXO5g2k23jmMP0MtscYiOMD0xKa/UbZ6K09s+hvTRvfDpklGpUQEn/I9vnEn86cWUuDKAQjdpL74py9Cy5AhMDg4bXQ/yla/R0n5W5St3spxjxeX0xH6m9t2fcOiWUURfys46FefVzdjLpn0pvmNhcge4TNt/+euayifN7zN8mslE2tF6tk0hbKweBmMfU+/uivUPs0cfxHLbrs8NOtBR4laovnI8zu49bpLWL/58xZd/htelx8vu6pN67JoH8JTlUBkCpF0ZxgmD/zvxxHX3gP/+zFGmsdTDZMl9c75ktnFaKT3cYvMFWw77v/pCH549YVRqTSW10uJEZzluuHtL+jmyqV0WuT9xc+nX8aDv/2EstXv4a72oWkJZRKMqcFYs2HDBlatWkXv3r05cOAAv/zlLxkxYkTCf/yDDz7gpZde4vvf/z4ACxYs4L777uPSSy9l8eLFvPDCC0yfPp177rmH6dOnM378eB599FFWr17NggULePjhhxk8eDCPP/44GzduZPny5Tz88MOsW7eOnJwcXnvtNbZv305ZWRkvvPACb7zxBvv27aOiooL9+/dz++23U1FRgcWSCSFVCCHO8PnNmMvefP7GlztoqsqkUX24uvjc0C7Ef9z2FZqqksga43gDTNmUdD24g6BumBHLd+P9DAJP9zRNwW9AjsPCbTcMoLrOf3qDGJW8HBuPPL8Dt6eWm8f2Cy1D1lSVstXvReUbmjtlIPc88SEAxf178vybeyPqw/rNeyiJsTOgLJURmUDVAjMzdD1wHalaQuGpxSUTa0Xq6YDX5+fe24dhGCaqovDGX77kqqLe3DDqO3iqfbz8533cPmkgftPE6rDg9ZncedOgiKXFle4aTNM8PdOwZWdi6bqBwumbqrDZ3EI0h64bdHHaKJ83At000RQFmwa+DNgkzq/Hjqf+NI+num6Qf3qgH0UB08yYnaNF5tJ1AxMVt6cuTmqnsNRDp2cW7z3g5kRVHR1yLJTPG4GmKehGYMbgglsu48SpOp7bvIfbbxjY7ONq8Fpdt24dr7zyCt27d2fHjh089NBDCQ8QHj9+nIceeog77riDPXv28M9//pPa2louvfRSACZPnswjjzzCjTfeyPbt23n00UdDr998880sWLCALVu28OyzzwIwYcIE7r33Xnw+H1u2bKG0tBSAoqIijh07xsGDB3nnnXcYN24cqqpy3nnn0bNnT3bs2EFRUVGzT5AQQrQFu1WNuezNblXRG1mm4bCpjBwUuQtxYFdOlbqaxjuY2T7A1NAOgkDUz5bMLsZqVXnzw/18r/AcVj595meLZhXh7GDj0Rf+H7MnXIzbU8vi2cWnl8EFcjrGy/l4Vte80BKCTnk2Ptx1iA93HYr4vR9ff0lUmWTy8iSRHaw2jSMeb9Qy+K5OW6vfBCcTa0VqaZqK2+Pll89+Eiqbu+dcTnH/njz03JnX5k8txDRN/vLpN1zcp2tEvZo/tZB1Fbtxe2pRFUWW/4q0p2kqRz3ejNzF2G6LE09tKnpdeh97cKC/Wzcnhw97JEaIVqEbJieqvDH77apKqLEKX5L8p4++ZvyIPvzhvX0x7ztmjL0IExNLM/PtNnqv1717dwAKCwtxu90J/+G7776bO++8k2+++QaAyspKunXrFvp5t27dOHToEG63m7y8vNAsv+Dr9d9jsVjIy8vj2LFjMf/Wt99+S2VlJQUFBVGvN1WXLnlhf8PZ5PenSnOPJZ2+Q3PI8ScuvO6KaK1dlwzD5MSpOnx+A6tFpVMHO6qa2By8w+7qmMveVv5kRKPf47C7OuYMwETeC+D21MbMQeiwWyKWvaZCOlzvbk8tK9ZujZrR90DpSICony0/Pdvv6uJzQ4OywZ+tfHo7y+cO52fTCrHZNB782UicuWfqgWGYHD1RE7Nj4LBb+M/5I/H69Lh5uGKViWGY3PWjIdz35IehDsNdPxpC1/zchOtfQ9KhjNJNorFXzl1AsjGqpY+lubE21Vrr89Ot/oa3nfWXCh92V7Nmw86o5cPLbhtKcf+eLFmzNepnc6cMpFOenVyHhR5dOkTE3+a20anW1nWvuVr7uBuqu8HyrXRXY3VY06p8G9JQH6Rb5w5tfHQNS+d42hTpFntbWyaVVWPS/d7P7anlre37mT+1kEee3xEx0OewaXTKC1zznTt3oGNHg5U/GYFhwuLV73FPyVCWPh5937HstqHU+QysudZmxYwGBwgVJfLLaFpi+w/97ne/o2fPngwdOpQXX3wRAMMwIv6eaZooihL6/4Y+N/w9qqpGvSf4eqzPUNWmr78+erQKwzBDTxBaUjKVtDnHkorv0Jqy7fiTDWLBuiuitXZdamgWWiJPc/xxdm7062aj38OvKAz8TtewXeTgpS1fJPReAJvDEnOTC5X472+pBjgdrvd45762zh/6bwjsODblygtw5lpxdXRE/Cz8faZp8vD6HaHZg7pXD+027K728dzmPVEdg8Wzi9EUk+o6HbenDq9PZ+Gswax6+qOI3zF9esxz1slhCVvCHFgGffRoVYNLpxOR6TE5lpaou4nE3vZ47porfnwzWv0cJRNrUynR+pIJ9bcpcSe87bzzpkFRZVN/98ZgHFbVwD1FvN3eX3v/74y67Bx0wwhs7ET0bPB0maWVqbGiOcedqn5vsn2wttRQH+RwbXrXi3SNp4kIxqlElxi3VuxtbekSf5Ltr0Jm3Ptpmsr00f347eY9zJk4gE55tsCgoga6N9DH79bNybFjp0J/e8Etgxn4na5oauzrTVXAU+PDoilxY0ZD9bdJq8XiDdzVV1FRweHDh5k4cSInTpyguroaRVFCm4wAHDlyhIKCAjp37ozH40HXdTRN4/Dhw6FZgAUFBRw5coQePXrg9/s5deoU+fn5dO/encrKSnr16hXxt3r06EFlZWXUZ7QHXp/erEDklS0rhWgTfuC508E+OAvvuTg542KxaHF2VNOUwB9vQI7dwrjh50UsMV40q4gcu4avtvHGtc4XLwdhYrsgZ7oGl+ie/m+X08Et4y6KGNS7745hMd/3z8NV3DLuItZV7GZFWC7H4I5kle4ajnu8oY5B10452DQ4cqIuopNx502D+MWMQbicgd2LG+osxcqJlck3TKJ90eLsGJlontSWZLXEPharRcH0teqhtEtNjTvhcdFT7Ysqm1qvP/Ra316uiDi8dM6QODHYw2UX9eC5N/YwZui5dHY66OS0Rc1OXJFluXbbs/B6BJlVvpmcJiSZvmtbkv5RemnL8khmYLI5cSeY//L2GwbiN0xUFSyagqJH7kQcvK/86Q8vpWu+g3HDz+Ofh6tiXm+KolBV7aWz096smNHgAOHevXsZNGhQ6N+1tbUMGjQoNIPvk08+ifm+p556KvTfL774Itu2baO8vJwJEybw8ccfc9lll7Fp0yZGjhyJ1Wpl8ODBVFRUcN1117Fx40ZGjgws4xo1ahQbN27kjjvuoKKigsGDB2O1Whk1ahSbNm1i8ODBfPTRR9jtds466yxGjhzJhg0bmDBhAv/4xz/46quvGDBgQJNPSjqyWTWu+8WmJr/vlV9OTMHRCCEapcB13zs/YgBp/tRCEu2ZappC6bTCqDwumqagN9LJ8vqNqN2wVj69nfKfJDbA19AuyNmQgzA8z0d4xyT43ZfMLuZUrZ+H138ScY7/5+VPo94Xnv9qzsQBrFi7LZTLMTzX494Dblas3QbA42VX4Y2xC+dDz33CnIkDcDkdgY5DE79XJt8wifbFbg3sTFt/lrLdqtDaefgVJXasVRRF9q9sAU2NO+FxccPbX0TNru7eOZcls4tZvnYbN4/tF/oZwPrNn0eVZf0YnJdrY/nabZT/ZEScdi47cu22d5mcS9kCLLvtcg4dq8Zhs1Dr9dO9c25G5M5U1djxVFUV0nmYTfpH6aWtyiPZgcnmxp3g3w481Acj1oUedl/5ixmX8ctnP8bldES1kaXTCrFYlaRiRoMx8s0332zGn4zvgQce4K677qKqqor+/fszc+ZMAJYuXcqiRYtYs2YNPXv25MEHHwSgtLSURYsWMX78eJxOJw888AAAt9xyC3fffTfjx4/HZrNx//33AzBmzBh27tzJ9ddfD8Dy5ctxOFKbL0sIIWIylYgbl2AupPJ5iW30VOc1eObV3REzEJ95dTe/uPmyRju3uh5ngE9PrGOcTrN72oKuG7hO72YX6wmiq5Mdu90SdY4/3HWI224YwIp5IzjsrsZT7WNdxW72Hgjk73XmWiNmAcSbJWCzqvj12LtwdsqzNXsWQSbfMIn2pc5n8OdPvmbpnKERO61PGNGn1W/GvD49dqyd0XisFY1ratyxWVWWzhmCw2bBU+1jy8dfM3fKQM7u5gzNnMaqcf9Pv0etV4/423sPuHnm1d2smDecw6dnIIbH4E55NnLt1lB7mKmztETjMnkWHoDPZ4RybQY3Q8OaWKqvtpSp8VT6R+mlrcoj2YHJlMad0/eVLqeDjh1sVLprqHTXsK7izPXm6ujgod9+wr/dfBlOh6XZm741eI7PPvvs0H/v3LmTzz77jMmTJ7Nr1y4KCwsT+oDJkyczefJkAPr168fvf//7mJ+zbt26qNfz8/N57LHHol632+2sWrUq6nVFUVi4cCELFy5M6NiEECJVjDiz8AzDJJEunqYppxNVbwu9FmpkGnmIFX+AT0noUZJNI+bsHpsG2ZK1INYS3SCvz+CbI7Gn9X99yEOv7h1DO2yG/6zW64/YQTPWTMVlt13OCY+X5XFmIbqc9kafCMZbHpHpN0yi/dANk8++dHPReV1DN5Gffelm7LDWvxkL7JQbI9am+ZK4TBEv7lhUFRMzIk4BHPd4IwZGSqcV4nLasauBOBaMfQbEjMNuTy2mScwY3LGDndo6XyjuxZspniXNXLvW0EqAdC9fP4T6AHBmM7RMmM2WqfFU+kfpxdLgfUzqyiPZgclUxp3gfeWciQNwn6wLnZ/gCqQCV07gZ55aFAW8utnseKEtW7ZsWWO/9OKLL/Kf//mfbN++neuvv54ZM2bQsWNH+vfv38yPTW81NV5MEzp0sFNd7W3Rv92hg53nNu9t8vumX9uv2e9r6e/QmlJRBq2pqcffoYM9qc8L1l0RrbXrkqKp/OXTbzhVe6ZHVODK4ZriXigJFJJm0bi4Txc+3XeEU7X+0I1Spzw7ZiPT3DWrymUXdWfH3srQexfNKqJDjrXR9wIYuokz18oVg3sx4Xt9uKa4N06H1uCTqGTrblAmXO868JuNn1IyaUBE+SyaVczTf/iM4Zf2ZPBFPfjr55URP9NU6Jqfg+EPnEfTNMm1W7iyqBcTR/Xh6qLeWDSFpb/5S6iDcqrWz6f7jnDrdRczekhvOuZY8Pvjl2FwecSy3/yF9W9+zl8+/Yai/j3JtVtQgaL+PfkkrF4snl1MB6uGmWDgyPSYHEtL1N1EYm97PHfNZbFp9Dm7E2s2/D9efvfv7N1/jNsnD8DltGO28s2Y1WaJipdls4vJy7ViNHCtpVqi9SXd669FVaLizpLZxZiY/MevPwjFqeL+PbHaLCz9zQdR8W/M5edGtV0NxWEFk8svOSsiBi+cWcSfPjpAJ6ed4d89i055NnIsKlcW9WLCiPO4prgXHaxaWuQby9RY0ZzjTlW/N7J9PZ+ri85Jm/JtjA6sf/PziNdO1fqZMOI8mr71Zuuy2iwM6le//1mMs43jaWNixanG+ketFXtbW1vHH01TqfHpfPfCbhGxfcnsYnKb0F+Fpn+XZO/dwuNOS7YrHTrYqan188Gn3zBq0L9gYnL5JT0jzs/8qYW8/sGXzBx3Mbk51sBmvY38zXgSelC7bt06nn/+eW6++Wa6dOnCiy++yJw5c/jhD3/Y1O8nhBBZIdmnSD6/wZ8+ilyC99KWL5h6Td9GZyDqBry74x/Ry/e+d37CT5N8Xh0F6Hl6B7BsmTmYCIsaeEIePq2/1uunps4Xmr3y3l//wT0lwzh5qo4TVV6ef3MPN43uh6YqGJqG3wjM6FM1BUUPlPfBIx7y8+wxn16e3c2JXaXR5QINLo9oZOm0EK3F0AnlqIJAPf3V+h2sTDAFQ0vy+Qw++/sRls8dHsqxvW3XN1x+yVlpP1snE8RK2aBpCv/+X+9FzZC657ahUfHP5XRgKqArCqqqhJK3gxIzDvv8fo4c97Ft1zfcWzKME6dj8At/3MtNo/uBYmKzaKEE8PFmiovMFyzf4E6mmVK+mTybrc6r8+U/3ZTPG4FuGGiqyl8/P4QztyCh1TNtJTxOJbqLsUgNP7DsN3/B5XRExPZOTht6ipMUt8QMwOa2K2d20QZMBcMwAm3e6Z+rGvx8+mUoiknnvByqa30snzuck6e8OGwWvD4/VxX15pV39zFx5Hfo3jmn2fEioQFCVVXJy8sL/btnz55oWjpf5kII0bYay2PXGKtF5YrB50TsRFw6rRCrRcXwNvw3rBaFkYMi31s2uxirRcGfxks8MoWGGUqSH5zWP39qIS//eR933jSI9Zv38v3LzmHtHz5lwog+nNM9jzFDz+UP7/2dKwafExoYGdK/O9NG94tYyr1wZhFD+nfnw12HQp9X4MpBVQOdJoumNliHGlseITfEIh34DSOi8x/Mtelvg42Q7HaVi/t0ZcmarZEbpthVvNVyhbSE+nHHaygx45RSb2Ckby8Xt17Xn7JH34tacux0WFhyazHLnzoTh0unFWKxqGzb9Q3Dv3sWNruKSw3MkriqqDfPbQ48qEkmN5MQqZbJy6MdNo3zzs6nbPWZa3bRrCIcNg1fbXoPtqlaIA2PfjpHtKplRdrttBPsxwYfcAc9XnZVyvsHjd27JbPDcUOCq3+e27wnaoPLxbOLyc838foMrFYFFY3/+PX7ofuIqdf0jbjf+/n0y+jYwZpUvEjoPOfn57N7924UJfAs9eWXX6ZTp07N/EghhBCNMQyTl/+8L+IG+uU/7+P2SQMbfa/fb7J+856I967fvCeh9wYFG8FKdzVoqjxJDaPrBp2dtogn5JoGJTcM5PGNO/lw1yG+PlTFlCsvoHvnXO56LNCQL55dHDFr6qqi3qHBwb69XEy58gL8ukHJDQOBwN8J3vT+57qPcXtqG91NLZNnHojsYbOqzBx/UdROlzaritHKAzd13jgzCAfIDMJUiRenVEXhzpsGsfGd/2PCiD4UdM7l4OEqXE5H6IbxV+t3MHfKQGzdnbg62in/yYjTOVZVarw+6nw644b3YeXT25gzcQBPbPpbxOd8efBkRuRyE9krk2ezef1G0itY2oLVpnGy1k9l2M7RBZ1z6SgPE1pdW/dj4z1IT3aH43gC91sKdT6dmeP6c88TH0Q8QHV7aula7UBTFfIcttDgYN9eLq4q6o2qKiyfOxzDNLFoKppKaIZ8cyU0QLh48WJKS0s5cOAAI0aMwG63s3r16mZ/qBBCtHeapnLKp3MorLPRvXNuwrkoTMyop0jzpxYSWFjVML9u4sy1cXa3PDQVOnaw48y14U8wyW6qGsH2QtNUjnq8Ueenayc7P77+EiZfcQEnqrzs/vIIvXo4Q52cbvmRM6a65TtCjfwt4y6KfGJ4azElkwZiGibuqjogsd3UMnnmgcgehgEfffZt1E1kz++d3+rHoqnEnEGoqUpj+0GJZqofp4b0787sCZfgqfbSo2su06/tx/KnImdWqwocPl7Lhre/COxwfMpLdZ0/YpB56W2Xk+ewcbyqjjkTB4RibDjZmVRkgsxdHg2j6q1gWZwB8VRH4binLmqDpA4Oa1sfWtZprX5sU2cDJrvDcazPtVlVjodtTLjqX0fgcjqi7wlmF9Mt38GpWn/UfYPL6WDa6Avp2aUDhmJiUxV8Sd6rJdQ+nn/++WzatImvvvoKXdc577zzsFrlghFCiLg0lZPHayM6Gz+ffhkdulgDd8ONUkKNAwQaokee30H5TxrP0WW3q4wb3ieig7ZoVjF2m4qewBKPlmoE26tY5ye4dK1+h+ZEVS0FrhxcTgeGCU9s+luoMc9xWFkxdzi6YUSV9Yqnzsx+KZ1WyG2TLuE3L33K3gPuBm9uk13aLkRrUFVipkFQ2+Am0jAIzeSFwPVXvnYbKxOItaJ5zsSpEXhqvOi6ydLHA7Mils4ZEmo3IVAeq57ZHhEPVRVsVgvlT28P/Z7L6eC4py5iwDBeygaZUS1Eaphm7P7jqn9N73jq142YeXFXzBue9hvDtDet0Y9tzkSIZHc4jvW59ds7v25QOq2QZWGbdQWvofvuGIbdqlHgymHKlReEBgdjDSYmO6Gjwe/z1FNPxXx969atANx6663N/mAhhGjP/IbJg7/9OCLAP/jbjyn/yYiEBtmMOA2RYZiNJnr2+01WPh3ZQVv59LaEP7slGsH2TFGIyp12VVHvmJ3in/7wUuZPLcTn11n1zPaYjfk9JdGJ+SvdNThzraFO6s+mDWLKlRfwxKa/BZY0E3/5gOQZFOkunQbl/HrseOfXJd6lkq4b6IpC5bGaiGXADpul0Xi4fO5wvH49Ig7n2LWoG/xVz2znnpJhfHnwpMyoFhnFatPw6vDNkVNomoZNa3yTsnTg88eOp740j6eGQcy8uIZBuxogTFUOvZaW6n5scyZCtMTS5/qfG2zv+vZycfPYfnTp6MA0iXkNuT11dMvP4c6bBqGqCi6ng/lTC6mq8TJn4gA2vP0Few+4W2RCR4PX6ueff97Qj4UQQsShx7np1BPsJKnxcjSpCo1NsUl2gM+iqjE/26KqWZ+xWdNU3Kd8oRva4OzMXLsW85zbrBpPvryL0mmFVLprmDNxQNRswW+Pnop5vj3VvtDvuDrayc2xMH9qIY9v3MlNo/s1nIswQzqBIjs1FKNaews8VSV+rM3ucJdymqrQKc8Wce491b5G46FhmPh8RkQcvvf2YTHrVHWtj/vuGIaCgqoisVCkPatN44jHG7GBWdnsYro6bWk/SBg3nirpvf7EHicvrt2qojeyMWCmkPRBZzTnPqlFdjiu97meah9D+nePSCm1dM6QmNfQiSovLqeDvA5W8nKszBx/UcQqjIUzi3jt/S/54/avk57Q0eB7y8vLk/jTQgiRvRp+0tT4+60WlUWzilh5eglVcCc4q0XF72/4D2iqwpD+3bmqqHfoSehb2/cHPjuBPoCqQem0wqiOkqqBkd5905TTUaKeOq58ehvLbhsaKu/ghiOd8mx07ZTDxee5UJVAfQjOggm3fvPnLJpVHJr1Gcw3ua5iNxCoN98ePcW/FDhZ8/ud7D3gbjDRvnQCRboLXg/pcBNp1VR+Pv2y0IzvYDoIq6Zk+/OQFlf/wYVNU3A57RF1YcPbX1A2q5jyBuKhbphRcfibI1UxY3C+045NPT37SpcxX5H+vDoxN5oruWFg2qd5scSJpxZNSev+o26YMZcYt6dUE5mQPqi1Hm43ZzZgU5c+x/ouJkS1d3feNIi7T6fYgOA9QeT93/yphbzy7j5uu2EgOTYLhhG41sJnDgZnzHuqvUmn0UhocHHHjh08/vjjVFdXY5omhmHwj3/8gy1btjT7g4UQoj2zaErMQTZLgjedPp/B82/ujeggPv/m3oQ6iBZNYeo1faMGFy2agu5v/LO9PoM/ffR1xAYCL235gh9efWFaLxFJNU1TqdWNmE8d67x+SqcV8vKf93Hd987nlXf3cVVRbwDGDjsPA5PSaYWBnfHqdUrcnlp8fv/pXVQBTP7n5UC+wfCb4zk3XMLeA+7QZ8Z7QpgJnUCR5RST+VMLozZhaosKqmoKro42lt02FFUBwwRNC7yexvezGcdq06jx9OL5UQAAIABJREFUGbg9dZyo8vLW9v3MGn8xOTYL/9/twzh4pIr1mz/H7anF2cHK3CkDycu10amDLSoe1nn9cR+0PP/mnqgNvuQBicgoSuxN6lDSP2+mqip07mSPiKcWi9Im+WWbwh+nb9eeUk2ke/qgxh5ut+TgYXNnAya69Dned+nitEV8rttTi6JELinee8BNxdYvue+OYaH28pV39zHp+xdQ6/Vx3OONiA3/PnMwNbV+LJqKqkDJpAFYzOQehiVUH+666y4mTpzIG2+8wbRp03jrrbcYPXp0Eh8rhBDtX64jcJMT3MU4twm7oemGyYe7DkUkVwf48cTGG/JADsLtEQNEK5/eTvm8xHIQ2qwqVwyO3ECgdFohNquKkebLW1LJDxwMm6USVODKCe2uueCWy/jNxr9Fde4XzSriTx99zRWDz4maHVM2q5iOeTaOnqjhgf/9mNJphYwZei43jPoOnmof6yp24/bU4j5ZF/GZ8Z4QpnsnUAhQeOXdfREPQF55dx8lkwa2+pH4dZMjx2ujHuac1U2ulpYSa+f3f585mJOnfCz7zV8ibqCcHaxYLCqujg5WPLUtZjycNvrCmA9aaup8zBzXP9R2wZkHJCvntZ+ZQKK9a/4mdW3NMEwOn559Fx5Pz+6W19aH1iAtTmqdRFf9ZIKWyKGXSg093La08MqYVG+E0tB3cXawhvo+XTrlYJhmVLns/L8jXDOkFy6ng44dbEwc+R3sNg33yTr+64W/hn7X5XRQ59VDr4Wfl2Qk1PtRFIWSkhLcbjd9+vThuuuuY8qUKUl9sBBCtGd1PoNX3/s7k75/welZePbTs/D6JpYHUFOYNKoPVxefG5rF98dtX2FJJgehmdgAkaETe6lFlt9g6YbJ+s2fx5z5FBzE8/oMrirqHdW5X/l0YBfOZ17dzW2TLokYONZNgyPHa/jls4ElOc+8uptbxl3EQ899EpF/qEOuhUcXXEmt148z14pNU/DF6LimeydQCLtVZdb4izl0rBoAq0Vh1viLsdtUvI2kUGhpuh57admKeSPaVXL6thTrZslzyhu1W/GKtduYO2Ug9zzxIav+dThzpwwk126hYwcbR44HNiqZNvpCupxO1B4eI+dPLeSZV3fzo+v7x2z/fLqBQ1NlFqFIe8lsUtfW4sXTRB9QtxVNU1g4azAnq7yhvlnHPBtami+NboqWyKGXSg093EaNTu+T7MqYpm6EEmsGIxBzVmODeZZVld1fHuGi87qS77TjPlnHXT8ewtHjNaG6171zLnabxrdHq1EVhc6dHDz020+YPeHiiL875coLoq63lG9SEtShQwcAevXqxRdffMFll12Gqkq3SQgh4rFZVcYOP5dK96lQwB87/NzTs/Aav0GxWFSuHtKbymNn3n/1kN5YrAnkINQaGCBK4N7Ib8RZamEYWT0DTVMV8p02TNPknpKhWC0qR0/U8OTLn+H21LJoVjHVtb6opPsQOH//UpBH6bRCDh07xfrNn4eWCxe4clh225mdjPcecAeWFE8cQK/ueRw4VMWfP/maEZf+C6ue2R7RsYv19LSxTqBsYCLammkGHqIEB4iCg+BmG1TDuDfjpikDhC0k1s1SvN2Ku3fuQPm84XTKc/Dky58AMHvCxVF1RVWVmHG4fk5DCMTYoydq6d45J60HKYQAUJTYG32k+T4fAOhm/Hia3oObJqqiRsWZQNa49NTUvlyqZ80lq6GH2229Mqb+kuEh/bszZ+IADMOMSI8R7JfXzzUY/C5ffePhre37mTa6X8QmRItmFfP6B1/x4a5Dobrn9tSFBv8Wzy7G7amN2sQrVl7zljgvCfV9BgwYwM9+9jMuv/xynnzySVauXInFks23iUII0TAFqK3TWbNhJ2Wrt7Jmw05q6/SEb04Mw+S4py7i/cc9dRgJzADLsamUzS6mwJUDEGpscmyJ3e4GG+lwoQHGLGa3qkwb3Y//euGvzF31NotXb8VutVA2ezA//eGlVGz9Ox072OnUwR7z/B06dop597/Nmg07uWXcRfTt5QICjXlw1+q+vVwsnl3M7AkXY7UoHD1Zy4q127jovK6hwcHge1as3UaslJLhncDHy66ifN7wiBwu7mofZau3UlL+FmWrt+Ku9qFpMhQiWo/Xb4Q6xxCoz+Vrt+H1t/6NitUSO95ZteyOdy0pVpsSzMcaLvzf3xypomTyJdw8tl9opiAEllRV1/r45bMfR8bhW4v4xYzL0NRA/t/w9q90WiEmZmAmihBpLpjDun4dtmRATLJkaP/RMIjZJhnpMXYWpbl9OV03UHQDi2mi6EbaDA7CmYfb4fU++HA7FfclmqZiaip+RcHU1AbPXfgs+L69XFz3vfNZsmYrt698K9SndzkdoX55rO8yf2ohG97+gquKekfVtZVPb2PmuP6UzxvOnIkDWL95D3arxqJZRRS4ckKbd721fT/zp56JDfHaUUuSE/kaHeUzTZOFCxeya9cuunXrxrx586ioqODBBx9M6oOFEKI98yW5bM2vm3x18MTpjStMFEVh265v6N65Q6Pvr6320cPloHzeCHTDQFNVcu0qNdW+hI493ZchtKbwJ7SqATW1fu68aRCeah8b3v6C5zbv4bYbBuCwWyju35NTNV5e3folC2cWRcz2K5tVzGMv7gTO5BO69/ZhHHZXY7OqWC0qy0oux32yLiJ3z503DaJvL1fcWYm6ATk2LbBDZ5h4SydkAxORDvQ4CeH1NkgIrypK1PKeLvmBHZWzLd6lSqw2pXvnXJbcWszyp8JnURTx9Ku7QrMoSqcV0i0/cmfic8/qiN9vsOCWwbhP1rFt1ze4PbXkOix0zQ/cKD3z6u6I/JbBpcepSrMgs7JFS1J0E5fTHpGKxOW0o2RAihBFjR1PFVVJ47l4gT53Jm1S0h77cg3NcLRoaovelzS2IUrUsYXNYJxy5QUxc4QunTOUR57fgW6YKKYZ8V2++sbDuord7D3gjjvrr6rGS9nqraHBRJfTjo7J0jlDMUyDDg4rP77+EmxWjZU/GRFIm2HTWHbb5Rw6Vh2xNF7VSGppfIN1/v/+7/8oKSnhP/7jPxg6dCiTJk0CwOPxcPDgQc4777zmf7IQQrRjyS5bs1lVLu7TlSVrtkYsd7DZVPw1jS0xVql017I8rOFbMruY/AST+YY30igKnM5dmG03PJqmcrzax/K123A5Hcwcf1HU4J3VqrJ49daIDoYz10qt18+9tw8LzQStrvOFlhRDoC64T9byXy/8ldJphTz3xh5+cOWFWDSVORMHsOHtL9h7wM1Dz33C3CkD6dgh9rK5fx72kO900NVpixokjKWtl2kIAemVEF5RFQzdjFhatnh2MUqaz3jJJLFu/GyaQo3f4N6SYdT5/OTl2PDUeLmqqDfHPV72HnCHcpcN6d89tDt8rA2gnn9zb2hQcfHsYvKdNlas3Rb6/AJXDi6nvcGbyeYO8jX1RlOI9kyLE081VYm54iFdqGrsJaGqSlo+Gf//2TvzwKjKs+3/zjJLliEZtoAKCFEWWWqABCQB3rK9yirlawlWIVYWia2IViXgJ2CFoJ+tSytaxIr4toB9aQUE+yL4VgWURWgFZFEUsEUTApMwWSYzc875/picw0zmDAwEMhOd6x9lMmfmzDnPuZ/7uZ/7uq7vai4XaXP7StOjL7XAGkx/vlCBb/KobthtEj6fSq0+11lElq/bbxxTnyYMgbFWUek1PuuFNftYMO0WrBYRSQQJkRPfnmP15qOkO6wU/vgHqJpAZbUPd7Uv5Hl76Kd9AkXKy7oyAVxwnfr000/zwAMP8MMf/pCNGzeiaRobN27kz3/+M7/97W8b8LUJJJBAAk0DFquEJkl1LegSFmt0KiqyJNCvewZzC3IoLsxlbkEO/bpnBExGooAvAgXP54uiwIdgFAf1Yxet2EX0BOfzNITWzuS4oyE0FoKvo5kQ8LOr9uL1qmEJxm0DOvL86n3cu2Qrr288SMt0O6lJFhbNHMCvZtxCcWEu86f2Q63T6ln/wTFuG9CRx5ft4NHfbWP5uv0GBTmgXehg88dfhdAK9B3G1ZuPBqiZUSawCfp4AvEAq1Wk+Oe5vDJ3GMuKhvLK3GEU/zwXa5QyCFcSPr9qulDwxYDu/F2ETuOqraP3JlkC97jGp6Iq8Mnhb1E1KFq6jQd+8z7L1+2nYPRNRvxD0Lh7TA9eWLMvogHU0OwOxr8Xr9jF3aN7hNHUkiyRDUoaIr0QaaEZz8WQBOIbfuD1jZ/h8weeGZ9f4/WNnzWJMdVU42lTo3V/H3O5K0mPjtTEoctQ1KcfWyXBoAzrBb5g6AW+9R8c42xFbchcUlHppfi+XJ76eR5zC3I47aqKSD/W4XTYkSUBv6LxzZlK/rvub7MnZTFzQi9qaxV8PhVBEPjNnz4Jed5+/cdPQGvYOLhgkfmbb75h7NixAOzcuZNhw4YhiiJt27alsrKyQV+cQAIJJBDvsFglzri9YZ0BLaLo1pJlkcmjbqI0yKVz8qibojIZgYAT3OXuDkY2GWnaO4uNjeDrGGnH0NnMRpf2TqM7sNRVg7vaF6JT8ur6A4zO60TL9CS+PVPFf71zGJfbw0M/7UOX9k6GZncI0xd8Yc0+po7ryfJ1+xEFgdF5mSBoLC7M5XTdd+h0BQAlSgOZBH08gXiArtFaGkSLad08GZvc+DL28UR3/q7BrLuuqCCH1ZsPGx1/xYV5FC3dFqIx6PH6eWBSFt+eqUISRRRBMeJtpDgc/O8ar5+ZE3pxbSsHdpuEoKp4FQ1VEAImi4IGGkYHSkPoet/VTp4EYggBfjysM+6qQEeRRRb48bDONAXuaFN1YG5qtO5ELnf5kCQRv6pFZDFICGHz1ryCHJwOG0/eOwCLRQyTx7h/YhZvbDrEhCE3hs0li17bxcwJvVi4fKcxBx78sozFhbn4/QFt8E3bv2TCkBtxJFvwKyrJSTKPvbwjrFO+3O1lxo96suT1wJrhqZ/nRWSrNeR5u+DcFexUvG/fPh577DHj37W1tQ342gQSSCCB+IdPNV80LLkv76LHaqqGxxu63+vx+km1W6L67ohuXlHY2IlioHtxaHYHQ4Np6+4TcUuViFdI0nkaZCRKwLdnqoyEQH/Nbg1MrROG3GhKidMTib/87+c8MCkLAUJoxRAYa2mpVu6fmEXARU9A1sCPECLYr3+nJIqgRFN4jm8XuwSuLuJFK82vnDdh0p+LWflZpEQZH68k4onuDOfvUamrGiSxST+fZoW34hW7mDquJzsPltQV0lRjQ+XO27oaGynPrdqHy+1h9qTetHYm0dqZRLLNYnqvkm2WkH9bZYmFy3eyrGgoaSk2vjpVEbLYu39iFhs+PMakEV1xJluobUCR70LOm1dD7zCB7z4kUcTvD6XpPnhHHyRRRCW+Y4EUIf+URIF4PnVFUUmxSLTPcDQJaR1FUWnhsIZojVslopKaaepoaB7jB15df4D7J2aF5OZ6gdVs3lq0IrTIt2BafxZOv4VzVV4qKr3Ghn0kvXB9XVDqqmH15sP8ZFgXQ55o/OBODOrdLsTVeFZ+Fk6HnVJXjdEpP3VcTwCjOAhQUek1nX/063S54/eCvfNpaWkcPnyYPXv2cPr0abKzswHYu3cvGRkZl/WFCSSQQAJNBf4InSX+KJJ+FXMX42hDtSBiSikVomDg2a0S+SO6snzdfoqWbmf5uv3kj+iKPUp6dAIBWGSROVNyQhzEzCi+aanWkNd8dYU6R7LFlBL3wpp9TB7VjTEDM5m/7CPufeq9EFqx/lmpSVY2fHiMY/8+R9HSbZRX+7BaRMPVTH/fnCnZWCyXTh+PRxe7BK4edE3NYOpLeYwcrP2KamriFE1svdKwRHymGv+6BFNd73ny3SbvMh6pu86RfL6gJwiBgsJdI7sZDvHBrpDPrtoLBOh/PkUxnRf1mKv/2+vzG0W6iqrasMWeTlfWqcANoetdyHkzgdhCpwmWuqov6lIaT1BULYw2+Js/fdIkXLglWWDi8C4h+efE4V2Q5Pi/9k1JWkeSRM64vRQt3VY3n2/jjNvbZMb45cJMDqK82odolaJyI4bA87XzYAlvbAqYWenOwY6UgG5spHkro3mKIX2x4JWPOVdViywF9AWPnHTRr3sGLdLsBpU4OJ93B5lE1mcNdevYMkxS6vnV+5gw5MaQ73ckW8LYTGvf+zxsTiwqyMHj86M1gB5/wfnrwQcfpKCggMrKSn75y1+SnJzMq6++yssvv8yLL7542V+aQAIJJHApiFXXixihs0SMorNEaaCLMRp8cuhb5k+9BUkERYUtu45zTcvMix5a6zXXLywuzGsKDJWYInisqT6VQ1+V8eS9A3C5a0lJshj0E53i63J7SE2y8uwDg7BaArSU1CQL/bpn4K72RdxNbJGWxOO/3xGRVnz/xCxWbjrImIGZvLHpEKWuGv60+TDTbu+FIAgsmpmLIATu9V///jk/GdY5sSBN4IKIpE26pPDiHdFXGqpKRFpMYy9vVFXDZpVYMO0WRAFUDTQ01Bgsxr9rzpSRuuuCF0vuai93j+7B48vM4+HiFbsor6ylTYtkNA1W/c/hEIfiDR8eo2B095AYbLPKLJjWH6sk4PEqEYuUepegTRQum66X6MqOTzRl85iIEjNNQPbA59NCOpz07qeoc98EokJTmSuu9Potmu4+s+c8+DysFonFdTm0u9rHirc/w+X2BIwZiTxvlZyt4q6R3YxuwfRUOzVeP1PH9aRVuh1VI8S0UO9UHzsok5UbDxmf1SLNHvLZkSSMgjfSgufNgOmW3aAkiyIU35eHomhIksCyv37KrbdcT5JVvuxn7oJx5uabb+aDDz7A4/HQrFkzALKysvjzn//M9ddff5lfmUACCSQQPWKZ5NnqOkv0ZEfvLLFZRKNjIRIa6mIsyyKDerdj4fKPQrSbotEwVCJoEEarU/d9hT7WVm0+zNDsDnRo6+DmzhmGDkiX9k7uGtnNoPjq92TLruP06daG4qBxorsZa5g742kRxsf1bZuxaGYusizwf4Z2xutTKBh9E1arSIrdypmKGioqvazefNgoHrrcHiaN6JKgsyVwQcSTNqlFNk/ALZKAFoO1uyAQYPIH/zsG+K7p2ZnpZOkahAD9umfgSLaiaZE7DVs7k0i2yyiKhsvt4fbBN4TE4DlTsqn1+any+ENi8Ly7c3B7/JScrY5YpNS7BBta5IvkvJlA7NBUCihmuCBNN84HlxrhWda0+M9PmpK8Q1OYK67E+q1+gTHS2iqYwlv/OQ8+D6fDzuRR3YwGjvN03vMu92bzli4N5HJ7jI18iyQiJ1lZvG4Xs/Kz8PoUZk/qjbvax9r3PueFNft4YvoAVE3F5fYAgbknLdUaMidFkjDSZaqC581yt5fHp/ajotIb8hseuasv6Q4bXp/CzoMl/J+hnWnII3fRMWS1WrFarca/e/fuffnflkACCSRwiYhlkufzq6x590hIt8Kad48wY3yvix4rS+YLYDlKHRaf7/K7ACNrakWnU/d9hYLAqrrCm9690j4jFafDbowBVdP4xU9uJqN5Mv8+XcnGbV/yox/eyIJXPgobo1PH9WTr7hMUFeSEaIvMmZKDIJiPj3+fdhu7oHOmZLP+g2OGKLHecRi8M5k/onPA7Yy4XzckEGMEa2rqaO1MQpIEGtseUxAEHryjj0Gj0zW2BEGgsZeRoghoUHK2yhCnz2iejCgKjS6Z9V3Ts9MLb0sK8/CrGv8+7UbVVMYNuoFpt/fkXJWXeS9tZ+q4nhEXSHMLcqj1KZSerWHr7hP8eFhnfvGTm5ElEXe1DwFIsVtZ/Fpo15IuDL/9n6dYOH0A56pqqaj0snX3CcYMzGTDh8eYF9QlmCjyfbfQFAookWCxiEwc3iVsc9piEfHHeQ4nXyiGxWetDWh6HadNYa5o6PrN7J4smpl70a70UlcNCBjyAiAYnzF1XE9TdteSwjyUumcreMOo1BVuCpiWamVuQQ6aEChaLpjWn1qvGlKwCy4otm6eZGw+yaKIJAshzSdbd58Ia0aZPak3rZsn8fKjQ7DIEpIEt95yPW1bpGCxSDyxfGfIb3j6jT0sKsyl1qswbVx3UuwWxAbsdMZ7jEwggQS+54hlkudXAjoVOw+WhLx+z9iLf7csi2GFoaKCHGQ5OhdjVdNCClP6jlQ0zlRWCeZP6x/mEGqVwBffuWXMIEkiHkUN0Qxc+97nzCnoG7bbOGdKNpIssnD5TgCGZreP2P1S7vZS4/Hzq3sHoGlwpqKG3//lU9IdVoqm5FD8eqgosU5D0Gk5ZqLEwfS7a1s5kCTwayA3QJA4ge8+Apqa4R3Rlihj0pWE16eyZdeJEAmFAFW+S6MnpqoK56p8YYYAyTEwTPmuOFMGd32AgCiBJAikpdr4cN+/GD0wk5Iz1Ty3eq8Ra80E49McVta/f4y/vv+lsej685ajTB7ZnXNVtVhkAa9fwec3745NTbbyH33aMX/ZjpDPtcgCt95yfUx0JhNoHDSFAkok+PyqKU23+L4mIBMjwEM/7cOv/3h+8+ehn/aJewfmptZxGou54lLowpIkXpb5U/B3aHWb9vpnOB12zlXXMis/KyQnf/COPry24aDxGf26Z+CuOl9YDHb6rU/n7dLeyYQhN+JXA27C+m9SFBVBlkxNAVumJ/H2h8fo1rElaalWWqYnseCVbWE5+swJvQJdgBoIiopNEtEk8Pu1kOaTZik2tuw6zqz8LFqkJaGqARM3SRRZ9vZ+Jo/sjiTCwuU7mVuQQ4e2DnOGmqLx/t6vuW1ARywWsUEyKYkCYQIJJBDXiGWSJ0kRaB5RdNx4fQqrN4dqJa2u05CLZklilUXTNnirLKJ4L1wEUhUNv18NWfDOuzsHNc6T4lhCQeBUmTtEM/DISRfuKl/YbuOS13fzqxkD6NLeGXhPBHqAqmncNbKbsQhu7Uzi0cnZ3NTRyeDe7ZBkwdA0bN7Mzm/+tNfYodS/S9cgMUsG0lKtIR2H8+oW1F6fmtDBSiAMPp9i2hE9/fZejb4AslpEftg3VEJhVn4WVouIepH4dqURyRAgFovx4M6FpuCkaQazrg998+Omjk6G9+uApmk4m9lCYu0bmw7x0E/7kJ5q41RZJS+t/RSX28P9E7P47CsXR066eGHNPqOorM/H+SO64q42d3JMsVv4f2/sMe3uXrxiF62dSXFbAEigYWjKxfaIGoRNoPtRFATkoNzG4/UjywKi0Pgd2ZeCiLJAKhfdlI8FGlv79FI6LHVDtLNuT8T1m4QQVmwEwr7j0cnZ5A/vwulyDylJMk+9viekecLj9dPKaQ+h8N4ztochDQSB9Zh+HsH5ui4bFLwxNa8gh/S6vFsVMYqRToed/BGdadMiBYDcm6/l6ZV7wgqQOkpdNbRpkYJWN4cjiVT5FFxna7Fb5ZDmky7tnUwb34NarxLCFJpbkMP08T3RtMD4fPnRoXgVJeK6+FRZJSP6d6S61o9DstIQOka8x5kEEkjge46GJnkN0RSxyuY0D6ss4rtIx42mQbnbG/JaudsbtQ6LopqbnCy57+KGAn5g0Wv1RHxfi9+d0FhD7x5cvfkojxb0ZekjQxCFQFdTJG2syhofv7yzD9+eqeLw8bNh3aKzJ/XGr6j89s1/hNyHp1bu5sl7B2CzSTz8/IfG3+YW5BgJjo76osT1k4G0FBt/WH/Q+OxohJoT+P5CUbnsjugrDTVSfPt54xumxNtiXKe6tmrl4PRpd9wXM+rDrBPn+dX7mJWfRXqqXa974lNU5k/tZ5g+7Tr4DWkpNv5vkHkTEGJWEoi9Xh793Tajo3D15sNMvb0nsyf1rqdNmIPNIkbs7tb/vykUXRK4dDTlYrssCYwf3IlhOdeHmNRFK1ETSyiqxlOv7wnLV+K9+7EhpoSxQmPKIlxKh6VuiOZ02E07w62SwBm31/i8ft0zuGdsD0DA5fbgdARMPPScWdf8mzMlB6fDzpGTLhav2GV83ytFw0IKpfWLvaIoGIW+XQe/4YnpA6ioqiU1ycrKTQdD10ordrHkvjw0DRSfysqNh5iVn0WSzcKSeowf/TwrKs03qKwWCUkEFA0/UHK2mr99dJyC0d1D3n/kpAtvEEU5+Po+ee8AHnt5h1GgvKZlKrIUzlDTKc0/G9ud5s3soGlYJeGyWWOJOTGBBBKIazRkl0ySRGo1Db9fM9wpFVnAFiUVs9ZnrkEYTRegJUIHoEWOrkPGr0QwFIjCxa4pa+/EAn7gVFklN3V0UnHOG0L7LS7MM5347VaZsvIafvvmP3h8an8EgRAXVEVT8dSau2e63LU4sRnJBWBKsZszJZs17x6h3O0No1TMLcjhv987GtZxeCGh5gS+34ioixoDDcKIMUq5uITClUbELvVYOZU0cZjdW6fDTrLdYnSM9uuewaT/7BrS5T5nSjZVHt8FC3qtnUlUVHqN1/Xi4dkKD81SrSwuzEVVNXx+DVAhgtZr8MZLU6CcJnB5aKrFdqtFZHA9k7q5BTlYLSLeRpaDuFRE7sRr/Nh+KRAELSwHu39iVswMq+INl7Ku0A3RSl01vLHpkLGGat08GUmEGp9qFAKdDjtjBmYaHX/Bxa4jJ11G/A+wd85vgusIFHEDFF4ZAp2JoshTP8+jotLL2vc+RxQEtu4+yRPTB4AA35RVsnrzUaNDvdztNXLpUlcNPr/K//39Dn7xk5uNjfuKSk+IAcnzq89vXEXK359euQeX28PcghxS7DLpqTZuH3wDK94+yJwpOSEFx/rOxvq5uNy1OB32sE7HBdP680B+b8OJWdc7rKj0IksiggDNm9ku+34n1ooJJJBA3ONyd8kEi4i3ysvpusJJoBU9CXuKNbAle7HjBQzDiktNGCJ1AEa7i9oQQ4GmrL0TCyiqxurNR3n4rj7MXbo95J6pmnnS6FMU3NWBxWxVjRe/ooUVg9u0SDG9D/oCN39EZyPROXLSxYYPj7G4MBdx3/VDAAAgAElEQVRNg3+Vutm0/SuD3i6KsOS+PPxKgD4sSQKfflEW8jvMhJoTReEEdIiiuTapKDZ+U4oYIUaJMeiQkSQhrAA/Kz8LSRJQ43stHpcwm3+mjLopxHRrdF4nFtfrcl/y+m7mT70lYkEveOGoo9QVkFrwKyrl7towrVhHisBjP+vHk3/YGXJvV2481KQopwl8v+D1qabdWtEwSGKNC+afcdz9qGkCGz48FtIQsOHDYzGR4IhHXMq6Inh+17v9+nXPYNKIrmHOwJqmGfk1hG786DIQel5b6qrhmlapRue5biimx3AzGvT9E7NIskv8sG87Hl8WXoQM/i79N50qq6TUVcN/vXOYoinZgGBqQOJIthgahqnJFhbNzKW8shbXuVoEMIqOi+sMJm1WmdXvHmFodgeapVgMGr672geCOVOootLLhCE3hl2jBa98bHQXBp/Xhg+PMTS7A8vX7Y/K1DISEuq8CSSQwHcWqgoVlV5eWvspRUu389LaT6mo9KJeQpJiNnFFg4i0tSgLdJIIc6Zk09qZBHDeHEO8eLjXadnBx+oLoQTCIYkBWoPf5J5pmmYkjcWFuUwd15MNHx7DZpFZ+97nAKSl2k2LwYIQfg9nT+rN1t0nqKj0GgVE/W+TRnTFbhGxywLpDjufflHG4hW7eHbVXqwWGYsIsqYhKCqCooXd41n5WcY56a9FM14S+L5AwF1nxqHHQ3eVj1iox+uUn/rjV4zReLXbJGZO6EVxYW4gabfFc69LfMNs/mmZHugU+dWMW1j6yBAymiebzo8+ReH+iVlhc1erdDuLC3PZ8OGxkK7p1s4kmqXYTCnrS17fjd+n0aFNM4oLc1lWNJQlhXlc2yqFh37am+LC3IQEQwJxCbNcRGeQxDuECLFdiPdcRNAYMzCT5ev2U7R0O8vX7WfMwMy4N1dpLES7rpAkMUCBnRL63rtH9wgrer+wZh8t0pJMx7oj2WIUvfS8trUzCQFCchif73z8NqNBv7BmH6lJ1rD54YU1+5gw5EZjk0n//KKCHFZvPgoECnyVNT6DVRR8bP6Izmga3DWyG8vX7eeB37zPvJe2Y5FETruqOF1+XjKo1FWDJIHNKlEwujsWWWD15iNYLQETlMUrdvG3HV9RZHJ9t+4+EWason9mlcfPwukDeOrnecbaZOLwLqx973OjQeBykVgvJpBAAt9Z+JVwTYfnV+9jcWFeVLsjqhrBSTgKqoRFNt9ts8gCmu8CB9ZBUeDDff8Kcfncsus4o/MyL5qvNLZ4cVOHVRJ48t4Bxq6n02FnwpAbaZVux6+ojB2UGdaZsjaI3qtFoF54fSo2ixhGPf7xsM78ectRRud1YuaEXnVOxAJWEbyeQHtoS4eV4sI8FFVFEsWAA7X3fJ9L/XssiyIenz9EqDnRHZNAMBRFNTfjaMAu8+XC51f53z1fh7kYTxzepdFpaIqqUV8aVtNA0bTE2vAyUD82Vdb4sFok7h7T3Rh/86f2M50fk20yq/4nYO6VlmqlWYqNte8dxV3tZcqom/jJ8M7cesv1RvdIy/Qk1r53NKKTvKJqiKJg0M9QFFSlcTS7EkjgcnHBDus4H7TxFNsvBZqGaQfhtNt7JuYBoltXBHfwOR12Zk7oRZsWKYGOOtHcbC/SWG+eZmfh9AGsePsAR066jJz21fUHQnKYRUFSOheiQV+oCOlItlJcmIvH66dZiiVED1yWzHVsr2mZis0q8chvA1rieidhrU+hX4+2/PNoqfH+8YM7UR6kuagXPv93z9c8cldfHMlWTpVVsuezb1k0MyCTIQjw+UkX+SO6Uh7B7OW0q4atu08weWR3VFULMI5Szhc7o2GcRUKiQJhAAgl8Z6Gq5hOSqmpRFQgboiMoCOa0NUEQojKWslpEBmZdF6JBM2dKNlaLiE+5eIbYmOLFTRmSJOL2+Ck5W02n69Iovi+Xc5WBHUNdGDm4SNy8mZ1Kj9eg9+qTcCRttzMV3rAxkGSTGTMw09BYWVY0FEkU8XnPz+Q+rxJ0/xRToeHQe6yQYpESReEEIiKetEltcgQX4yhc2q8G/rzlKEOzO2C3gs+v8ectR5k+vlejnwc0zFgrXqDHJkkSsVtlFCXgFK3H0tRkK09MH8Brbx9g58ESw1QkyS4zfXwv/H6VU2WV/GH9QVxuj7FQvH3wDSG6hQ/e0YevSyoDdPlIBZUEEmhikCWBR6f05Vyl1yiGN0u1IjcB2YN4i+3RQpaEsM3gWflZTeKaNxYutq4I7uArddUYhnnFhXkIAvTrnmHI5ugu9HarFGZEef/ELH7zx70ATBhyI/eM7RFgwwiEmawF5zCRaNCKopm+7vH6jXWavuHfr3sGC6b1p6ROiiUt1Wbe7CGJeH2KURysrxE4tyCHRTMHcPxUBf16tA2TLzL0c8/V8uetgfyjR2ZLNAIdxAuXf8TUcT1ZvfkwYwdlhmkW6nTi2wffwAtr9hlF1Afye5M/ojNJNkvAsOUy7/VVzQl/97vf8c477wAwePBgHnnkEXbs2EFxcTG1tbXcdtttzJ49G4BDhw4xb948qqqq6Nu3LwsXLkSWZU6dOsXDDz/MmTNn6NixI8888wwpKSmcO3eOX/7yl3z99dc0b96c5557jlatWuH1epk3bx4HDhzAbrfzzDPPkJmZeTV/ZgIJJBCniOgEF+WuiqpdvtOm16ewcuOhkN3IlRsP8dBP+0QVeL2Kit0mhXSfIWh46yboBK4MNEnAdbaWv310nInDu1JR6TEWoHpbv67/A1BcmMuKtz8Lua/v7/1XmKNY0ZQcNI0IHay5bNr+lTGhV9b4cCBgrSsMKKqG1SKiKgGx52iKfVLQsZF2di/09wSuHixWCa8C35RVIUlSWDdoY0GOoGsaK5OSy3Vpvxq4ffANIQ64syf1jsl5SJJIlU8xFie6xlKKRYrZ83q5BUtJElEQkCUBn6KaCq3PLchh+vielJypwWYV8SkqH+8/RfZNbbimVSoP3tGbsoqAc/HQ7A7GPYLzHbCLC3MRRYF5d+ew6LXQBRRC0y60JvD9hCgKiIIYUgwvKshBbMCCv7Hgb6D+dqwgKBqtmieF5NyyRUBoArTueIAkifggxMhDNxlRVA2bTWTi8C4seX13SNNDeaUHq0ViSWEeflXj36fdxuY5UKell4ugqGiRtNlFAQkBBYFfzRjAqSATkrkFOfzlf8NNROYW5JDmsHLqdFXI7yh3e0No5V6/P6yAObcgB9kioPkD52OmEbh4RcBQ5aZOLamo9EbsYBRFgZ0HSyh3e5k8qhvVNT5q6wqPjmQLOw+WsPNgCV3aO5k6rifOZjaaO+wgYDQx6GuJWflZaGi0aZ6Cx+tHrU+NuARctQLhjh072LZtG3/9618RBIGpU6fy9ttv88wzz/DGG2/Qtm1bZsyYwfvvv8/gwYN5+OGHefLJJ7n55puZO3cub775JnfccQcLFy7kjjvuYNSoUbz44ossXbqUhx9+mOeee46+ffuybNky3nrrLRYtWsRzzz3HG2+8QVJSEu+88w67d++mqKiIN99882r9zAQSSCCOYbWIDKrnBFd0CU5wfn9kHZiLBU9JEkl3WENeS3dYo2/51uDdj08wLOd6EAL0hy07TzB6YGLD40pCUTTWf3CMe8b24NX1B7h7TA8jwVG10F3HLu2dpKXa+NnY7vgVFb+i4mxmo+M17di0/cuQouHqdw9zz9ie5jpbPpWc7m359IsyHryjDxqB5OlsRa1BzajfuTq3ICeiXpYkiZRX+1gUlMDMK8ghve79ZsLNF/q8BK4cLFaJMrc3tHhckENLh7XRi4SyLIQXsgtykGUBfyMXCCNqbMWgm1EA3nr/i5Dn9633v2BGDDoI9Q2L4MLArPwsklulxIRaeDmxQy8MehSVU2VurBaJlulJ5I/obLqI+tWMAaiaxsqNnzFxeBe6d2rJq+sPMDS7A2mpVpo3S6K61ktaqjViB+zXJW6uaZXCE9MH4HJ7DHrgrbdcb3SxJGLe9w9NtRtXUdQQU59SVw3FK3bxVBSb07FGRP3tODdMkywi1XU5WHCsS06zNYkxE0tEMgd5Y9Mh0h0BEynRh1EchPM6sU/MGMDjv99BcWEuNjHgeB9JKkfXQax/j6ySwJl6FN65BTmkO6zIksinX5TxdUmlUWBzJFlDuteDXZN/NvYmXOcCc7DTYeehO/vgrq41DEU8Xj+KpuLzqSgqPHhHHwTBnK2WmmyleMWuiOZbaak2LLLI+MGdGNG/I6IA//f3O5g6rietnUmommYYsuhFV5fbw6z8LLw+hXYZDqbd3pO7x/RAUTT++vfPGd6vA7IssnrjkQYZ7Fy1Z7VVq1bMmTMHqzWwQM7MzOT48eN06NCBdu3aATBmzBj+9re/ccMNN+DxeLj55psB+NGPfsQLL7zAj3/8Y3bv3s2LL75ovH7nnXfy8MMP8/e//50//vGPAIwePZonnngCn8/H3//+d2bNmgVAdnY2Z8+e5dSpU1xzzTVX66cmkEACcYpan8oHe78O1/EbeHEdP7iADkwUNsbJVpH8EV3DFuPJVpGaKIqTVjkCxVgW8UVxfALRQZJEpo7riSgGHKsf//15R7DZk3rzyOS+PL1yj1G0W/DKR8b///bNfxjvfXRyNqIAp8s9xs7ptNt7mY6fsooarm/rYOq4nry2IUChKy7MM4qD90/MwuP1M3/qLXh9fk6Xe1i1+TDTI2jhKAhGcRDO67IsKQwsJsyEmxcH6bYkcPXgVTBd6MVG90/jsy/LWDQzF03TEASBXQe/oX/Paxr9XCLR8mPhdGm1iGHuinMvYSPpSiLYDR1Cu45j4Sp4qbFDXyiu2nzYKPA5HTZSkmTaZThMu0sAw3mxWYqNV976lDEDM0O6PeZMySbdYTUdM36/xt8+Os7YQZm0aZ5M0dLtRmF15cZDUZ13At89NOWNsQuZlMSzjh9cQH9bEtDi+LLX+jRWbT4cslEUyLsSLsYXg9k8seHDYzx0Zx+qa3y8vvEg94zrGabnfuSkC7VO+kRRNQRNM3QOVTWwBkPQ8GsBBkQkHUSvokWcp5wOm1FUXPve58zKzzLcjPX36nTf5ev207p5MsdPnePhu/qSmmQFTeOp1/eEjecnZgzA51ewWURSkiymY96RbMXpsOP1+cM6GO+fmMXrGw8yc0IvRuV1wu8PbOY/OqUvdovE/Gn960zlQinvjhQrVdU+Pv38NG1apHKuqpaKSi9bd59g7KBMWqTZUTUYOygTqQH0+KtWILzxxhuN/z9+/DjvvPMOd955J61atTJeb926NSUlJZSWloa83qpVK0pKSnC5XKSmpiLLcsjrQMgxsiyTmprK2bNnTT/r22+/vaQCYYsWqUHHOy7xl8cfmvpvSJx/9AgeuwnA2XM1pkU2WRJo7rz4fXG5PWG6D3OmBBaOzubJFzy29Gw1q+slG6vrko3WUYyJ0rPVrHn3SMjxa949EvXxDYWqalRU1VLqqsZit5CWYmsUPafGfF78fpUTJecMUXyLHCgW6onLs6v28kB+bxZOH4BFFpm7dBulrhqmjusZtoh/auVu5k+9ha27T3DXyG5s+PAYAlrYbufsSb156/0vmDyyu0FbhgDlUqfgBY/X+ydmsXX3CcYMzESSRFo0Twn7Hd+eqTLfsdc02rRyUOqqNv07gnBZ17sh90gfVz6/ikUWG21cXW1Eir3flEW+N20beW47e66Gmzq1ZN5L20M7CKOMh1cS5W6PaTejVRZJd144tl5plJyt5qBJ4bRfj2vIaOR7FOlZ1rSrGxsjjd9oY0fwc71q8+GwAt/cghxWbT5sdGw8MrkvNR4/VouEKAa0v2RJxOdTGDsoE69PCSkmLnl9N3OmZJtqVa3cdJAxAzNZ/8Expt3ei5ceHYIkCvz6j3tDHI8bEvMuhKsV05pq7tvY5x1p7LrcHhavCNX9WrxiF8/MGkQrk3k0nlB6tjri5nS8j4tIsV2WRNLTGze2XwpKXVVhcUuXKYhF7I01LuU3158nurR3MmZgJv8udfO3j47z42Gdqaz2snzd/pBru+HDY4iCQL/uGdhtMk6HHQjE1BPfnuPJP+w03v/Yz/rRoU0z09h6oXlKFAU6XpPGbx4YRFmFB3e1Od33+rbNeHb2IE67PCEd/L+6d4D5ZwPJNgtu1YtfUZkzJTuEPn3/xCxe23CAKaNuwmoJ1LEWF+ZSUenlTIWHv3/yNT8Z3hlXPYbJnCnZeHwKtbUqz63eG6KB7vH6SbLJ/O/uk9w2oCMu9/nioD4H3jO2ByCQkmS55PsYjKve7fv5558zY8YMHnnkESRJ4vjx48bf9ERMVVWEoI4c/XX9v8Go/+/gY0RRDDtGf/1ScOZMJaqq0aqVg9On3Zd07MUQi8B+pX9DY+Jq3IPGxKWef0PHhz52EwhAkyXTlvbi+/Kiuy+yxJp3D9cr0h1mxvheFz9eFs11rYTonknBIpkmK4J49Z/py9l5v1Kx7Wr+Nl0LTlFVZEkEAWq9fiYO7xpSNLl/YhZ//+Rrbsu9nvQUO35VRRCg1w0t2bL7a0ObMBilroBO1piBmWz48Bh3j+7Bt2erWf/BMRYX5nKmwkNFpZe33v+C/BFdUTSVLu2dhnaIJAqmFDx9Z/OFNfsoLjQft0IEXRZBH2sR/o6mXfL1bkhMjteOjisxdiPFXkmSzDvlBKHx5zZZMu1mXBJtPLyCEK2B9DOYtgOBQnljn4sgS3RomxYWA4QoY/WVxOWMl6s5fqOJHcESB7Mn9WZodgdTKvHUcT3ZebAEp8NOrVcJ6cAumpKDIyWwoEm2WULkFWZP6o0si6QmWZAkgeL78ih313KmwmPQwr46dY6p43ri9yt8XVIJEOJEaXbeVwJXK6Y11dz3cs77auW9fkEwnac9tX5Oe+L82soSsyf1Ds8fGyH/ayiEOIrtlwRZMs2/LrReuKqxN4a45Oe43jyha/IVTclm8sjulLqqjKIbnL+2T8wYwGsbDpA/oiuCqhrfqUmiURzU3//kH3aypDAPDS1cS/sC8xQErrEmiSx+bZdB39Xf26W9k5+NvQmLRaSqxh/WRVrrU0xpvpIoULR0m9F5WDQlO+Q4fW66Z2wP3tnxFd06tsTrV2mWYmPv4RLGDs4kxW6h6MVtYWvUxYW5uAWfqW7vgmn9GdS7HY+9HMp2euv9Lxia3QFVA4skoKgqcOFn7kLj96oyFj755BMKCgp46KGHGD9+PG3atOH06dPG30+fPk3r1q3DXi8rK6N169Y0b94ct9uNUufYqb8fAt2HZWUBF0m/309VVRXp6elkZGRQWloa9lkJJJBA04UkiWiSiF8Q0CQRSYoudCmKat69E6XosF/RAoK1QSh3e/FHMZkLCGGC6s+u2hs1VUHTArSrqeN6UlyYy9RxPdnw4TEaoDkbNSLRyhpZpuyKQteCK1q6jenFW/n9Xz/lXKWXao/f6BCF84nLxOFdEAgkADOKt1L04jZG53XitceH09qZzFM/z2NuQQ5d2juBQDJSUenlhTX7GJrdAVEU+N89X7PzYAl+RaOiMqChNXlkd1ZvPsyZ8hruGtmNft0z6jRU4JqWqabjVS9IKhFuviwFHLNbO5OMc9Hd9+C8bkvw33Vdl8bEd3FcXQw2S0D3L/jaFxXkYLM0ftekX9EYntOeV+YOY1nRUF6ZO4zhOe3xx0CEXVE1Vm8+jM8f+G6fP/BvJUYLJbNYGwtIaMyrN17mFeQgEZvrEk3sCJY4cFf7ImoFOpIDBcAJQ27k+dX7cDrszC3IYfak3pRXepAkgdKzNRTXi8fPrtpLZbWX6cVbKXpxO9+eqUJDMzq99felpVo5XR74nrXvBUTpr3bM+z7GtKYC3dE0GIaMQZxDFgVaNQ+4vy4rGkpxYR6tmichRyFvE2uocRbbo4VOdQ1Gqasm7op38Yj680RAWiJAda2sCThxm11bd7WXcreXcreHGp9qrO+UevdCN+jwqyonS9y8ueUoZRU1+AC/ICIIAgum9b/wPFX3mfrc0K97Bv/v/oE8cldf0lLt+PyBZrWC0d2xyAIr3v6MrbtPoCgaL639lKKl21m+bn9Aamhaf6MbUs/PT5d7AoXCpdtZvGKXsfn/79OVDO7djtbNA2uEFW8fIPcH1yCJguGCXP+6qCo0S7bys7E34fMHuunnFuTgdNgpD+o41N//7Kq9jM7rRLvWqditEjaryJvvHm2Q+/ZVWx9888033HfffTz77LPccsstAPzgBz/gq6++4sSJE1x33XW8/fbbTJgwgWuvvRabzcYnn3xCnz59WLduHYMGDcJisdC3b182bdrEmDFjeOuttxg0aBAQcEV+6623uPfee9m0aRN9+/bFYrEwePBg1q1bR9++fdmzZw82my2hP5hAAk0YDdmhl8TIjlfRCL5bLWKYWcSs/CyssojqvfB3+yMkG4oavYZMJLrD1Ub9yRmahsj0haBrwent+te3dfDYyzuYPam3+QStaWHdp6s2H+Ynw7rw1MpQGsGGD48xZmAmb2w6ZCxUNU1jwpDOOJItnHZVs3zdfkOD5MhJF/nDu1BeWcs9Y3tis4j4FA05gi6bu9pndBGZQVA0nA5byI6902Ez3Pci6bY0dtfed3FcXQy1PjWC1IC5nuTVRLJdIvumNiGdcnMLcki2S3hrGr+DM1bxrT4EwdzFOBZrcUVRSa97VhEC7lSxNFZQFJUWDivFhXlG7Kjvwu1Xz2/ErX3vc2bf0TtiHANwJFtMOyOKCnJIskmmMcJe15VU6gpoMs6c0IsJQ240ZBpaO5NwOmy43B5EUWTCkBtJTbawaGYu56q8pKfakNGu+HX8Psa0poJIhga64UE8Q5IEXO7wvLdluj3uzx3iJ7ZfCiJqjsdAF7epQZ8nnrx3AC53LS3S7OSP6MybW44YHYRm19ZT6zd1tk8L0psdlt2OCUM6c66qluPfuDn0VRm3/0cmFZVe5i49n8vMuzuHp3+Rh8+nhWgX6gVeSQxQmYdmd6BZqpUpo27C5a6laOk2nA47d4/pzm/+9ElIDqBqWlgx7vnVATZPudvL3IIcWqQnsfSRIfhVlUcnZ4etD97YdAiX22N0Gt4/MYtyt5dan9+4DvWvi8Ui4POp2Cwyv/7j3pDPa1nv/fp5tUxL4tuzVTgddqxWgTEDM9EE7bIfu6vWQfjqq69SW1vLkiVLGDduHOPGjeMvf/kLS5Ys4Re/+AUjR46kU6dO3HrrrQA888wzFBcXc+utt1JdXc3kyZMBmD9/Pm+++SYjR45kz549PPDAAwDMmjWLf/zjH4waNYo//elPPP744wDcddddeL1eRo0axaJFi3j66aev1k9MIIEEGgF+MFq+9e6OVZsPR7VDr7t21u/ekeXoQqaqmgvGR7OjKArmu9eRZBLMYNrV0gibmU155z0SFFU1FqXL1+3nTIXH6HiJ9FvrT8JDszsYkz+c7zacPLK7QSdo7UwiLcXGb/60l/nLdjC4dzs6tHXw5L0DjPf0656BqsFLaz/l13/8hH+drmTO0m08/cYnYZ2AugZhUV2XoelvU1RSLBLtMxy0SLPTPsNBikUKWQwrioqgqMiahqCoMSk4fBfH1cWgqBo7D5aweMUuY2d558GSmHRTeH2qaSz1+mKw+tEwpXPFZCGmYdrtHaOmvbiCJImcMTqvt1C0dBtn3N6QLn5JCrgwvvjwEGZPyiLJLod1Hc6Zks3W3ScA8Hj9pnIKxSt2YbfJpjFCLy7q77VbZdJSrcbf5xbk8P7ef/HrP+5FlkS27j7BA795n3kvbaem1g/ClS8OwvczpjUVBG+MvfrY8IBhQRMwKIFArDbrTI1JrL5UxFNsvwTIssicKdlhcUuWY2EPdWm4XJbVlfw+r6Lx2Ms7ePR32yg5W811GQ7GDMxk5aaDOFKsYbntnCnZ2G2yqRzFv0oqmZUf6PK7bUBH5i8LfO7ydfsZ0b8jp+vWYsHHLXptF6oCVR4fRUu3cc+TWyhaup3j31SARcJikZg+vicd2jiwWSRAYP0Hxyh11XDnbV2N4qD+ec+u2kurdPNinKppTB7Vja27T1B6tprXNx7k27JqJElgcWGukV/pOX9wp+ELa/bRIt2O3SqzevNR0053VYF/n64MiwEvrNmHKGA651gsIqs3H2Xxil3YZEvgmdMufx66ahtcjz32GI899pjp39avXx/2WteuXfnv//7vsNevvfZa3njjjbDX09PTefnll8Net9lsPPXUU5dxxgkkkEBcQoAfD+uMuypA9bXIAj8e1jm63UgNUpLkEPF5DS3qhZ8/AkXZr1y8O0Cqo33W7z6UJAEtii1gQTDfhW2MrhYZWDCtPyVnq42OtIzmyU1i590MkiSiQsii1F3to1/3DFKSZFMjGlUL39mLRJ2rrPEaxcG5BTkoqsKEITey9r3PWbxiF09MH4BaZ9/X2pnE3WN6GG7JwYYnpa4aVm48xMwJvbiutSPgli3A9Nt7hXXt1IeiqAjUTeqKFpf3qTE7OiRJxA8x7ZiE0F1rvYNw6+4TdV3MjVuB0jCPKRqN39yhahHoXFrju3RGdAyNQRdYvOl0RuNibLOIDOrdjoXLAw7v+SM6c12Gg1/NGIAgBBY6m7Z/xdDsDtw++AZEEdJS7abXXBLFsBgR7EYMdZ0nXj/tMhz8etYgku0WNn/8FX26tWHPoVKKg/QO9UVVcZ2j+5VGU+5Su1qIl9gL5+dFXVOtqdyTK8FAiRXiKbZfCnw+1dQYcNrtvWLiIB8topkzon0m9feVuqpBEo35L/hYqyRwxu0N+750h5Wp43rSKt2O3SYjIhi5Rrnby+RR3ermBIGSs1WsefcIBaO7m46V1s2Tqfb4mTqup8F40P92rqo2ImXZr4Y7Uf/pfw4zdlAmaalWKiq9IWsyvZuvRZp5IRAidJUKArIkMnlkd/5xtIQ7b+tGWXlNwHhLlnjr/S/YebAk5Bh9kzU4inUAACAASURBVKvUVQNaYKPM5Q7o6AabkKQ7bNR4/BF/o6piurZ0uWsNyQ2l7hlsyDOX6IBPIIEE4hqSKFLrVUJcpWblZyGJIupFtiTFOo2H03UdBx6vn1bOJJKsclSJohRB+FaSBKJpYbTbpBDap90WfajWVPNd2OLCvEZZzPt8asg1n1eQA5Z4Tu/CoSc7Xi1gWHVNq/Mafye+qWDSiK6s2hxIHvTF7LkqLxoqtT5/mCtZsxSb6XhokWZn2dxhoGm8uv6A4dSp0wsqqmqp9vh4+K6+KIqKX1WNhCAt1RbyeUdOuli4fCfFhbk8u2qvkej5LkJpbwpoLKpzPBVZrJJA/oiu4W69koCvsVerQbqmevK84cNjTL+9VyOfyPnOq7DYGgM6lyia03zEGHCMoynINSaiodDW+lRDvsFMUL15MzufflHGlt1fB83f5ve/rLwGDY3FM3Px+VXOVXvr6JYe4z2z8rNwNrOhonGmwsOyv+7nyEkX2z/9hqnjerJ4xS5D71A/X/UqFVbiRb4hXqCqWtzEXjAveDSFexNpY6kp0F0jSaXIkoAWx+eu1nX7Bxd2AO4Zp8V1gfBic0a0+ZDZ+56cOYDqGn/Ysas2Hw77vifvHcChr8pocfN1zF/2EQ/f1ZdSVw1d2juZMORGREHgxLduOl7bjP965zBHTrq49ZbrTcfKqdOVLFy+k6d+nhc2/1RUerHI5mPMYhFMN0HbtEjm5LduU6OURTNzEQQibuTq0kDBn+eu8fLo77bRr3sG08f35Nsz1SHrpTlTsgHC1gL6eZZV1Bhdlc+v3sfiFbsMWnN5ZS3uqoAzstlvPFdVGyYpZLNKvPLXA8Z70DT6dc9oUA4Tz2M+gQQSSABFUU1pvtEYjShqwBxCF5h9ae2nVFR6o6b3WWTRVKDdEgXlQBaFujb287BZJOQoqUcX2oW92vCDITqvf++iJia8LkkiVT6FkyVuyspr+PfpSmQpkHS/8Mv/4Id927Fq82HGDMzk+dX7mLFkK4+9vANZEklPtbHu78cCC9XCXJYVDePJewew+eOvwugA90/M4pW39uP3qzz28g4judSTj/wRnamoDIg0n3ZV84cNB/D5VEPMuORslSldoFmKDafD/p0TvG8MqnM8GQd4lXANm+IVu/DGwBhEEAMdhPrYW75uP2MGZiLEIBOUI8TWWNC5LJJoavJjkRq/JHehglwsEA2FVjcD050rg8f6glc+JslmYeaEXhQX5jIrPwtV1fB4/WH3/8E7+mC1ijy/eh9TF29h/isf4VdU/rbjODMn9OLlOUN58t4BtGmRzLsfn6D0TE2YUYmzmS2MkhzQEbt61yge5BviBRVVtXETe/WCR9HS7dzz5LsULd2Oq9p31emXVwIWWWTSiK4hsXrSiK5R5Z6xhigIPHhHn7BnOxYbLpcCvbAZjNbOpKhz9ljhYnNGtPlQ/fc5HXZUxfzYodkdwr7PXe1jRP+OhgyP61wt/bpnGLI++jh2V3mZNr4HXdo7Wb35aJgM1IN39GH15qNAoBhY/55s3X2ClulJYXP23Ltz8PlU08YKTSOkI69Le6dhkKWqGhaLyMThXULOc+LwLsgWIUTq6Rc/uRmLLGCVJeYW5DB2UCZ+f7gU1ZLXdzP99sCc9cSMAWz48JjBMrp/YqAjXi/oPTFjAMuKhvKLn9zMirc/o/RsDW9v+5LWzZPDnqNZ+VnYbRL7jpTSLsOBs5mddhkOtv/j38bnFxXk8Or6AxSM7gHC5ecNiQ7CBBJIIK6hqJhPftrF6V9+RWXPZ98yf+otSGLgs7bsOk5GXmZUuyOqqmGRxZCdGossRlWk8/pV3th0iKHZHbBbA05ub2w6xIzx0XXrXJCaeJXXH98J4XVJ5Fy5J2RXb+7dOUwf3xMARdGYMqo7JXWivk6HnQlDbqTWp2D1Soz/jxsor6xl2V8+4chJF+MHd2J0XiYIGotm5lJZ4+O0q8bQGLk7AlWiTYsUVrx9kFtvud6gJFTWeJk6ridr3/uc1ZuPhtEF7p+YxcpNB7lrZDfe2HSoaV33OEA8jd/Izog0Ot1Ki9RBOL5X41OMVZUku8yCabcgCqBqAVmGWDlGOpvZQs6lIYl1Q3DBzsoYFJVlYF5BjrFhpHeTB1NodTMwXWNJ7xjRx5gowsLlO+nS3sldI7vx2zf/Qamrhn7dM1g4fQDVHh+OZAsVVV6eXrkn5DNkSSR/RBdUFapqvJRX1mK1SPz1/S9DOga7tHeSP6IzaSlWFs3MZdP2L41r99jP+n2vKb+NCZ/fXJYlFrHXD7y/9+uw/G90Xqd498vA71dNz33MwMxYn9pFUetTeG3DwZB55rUNB3nop33iOo+xiOZyARYRfBc/PGa42JwRbT6kqJph4udIttAsxUaVx2d6rK7/Gvx9dqtc191mN6jG94ztwWMv7wgrnukmU1t3n8AiCyFrrGCNeN1xOLiDb8zATNa9f4wf9m3HEzMGoKoBgz+7TcJTG8EVuI7S29qZZNrp/uS9A0JMCZ0OOxWVtSTbLdwztgevrj9g0KSDTUPmTMlBw3yN6ldUKqu9JNllxg26gYLR3dE0eH3jQWNTa95LO2jtTDLmMQgUQCf9Z1cqq70IAjx57wBDBsZqkdj+z3/T9foWvPLWfoZmdyAt1cptAzoyLKe9cW92HizhJ8O6YJVD79OlIJ6f1QQSSOA7goZo0kRsJY+CriBL57WRgul9sixEZf+uqBoLl38c9t3F912c5qsokekK0QReq0U0pyZaRLz+q7vUibdF6uXAr2phosOLX9tl7MCdq+vqA7jvJz+gqtoX4mI6Kz8LWRK4a2Q3Nnx4jNybr0VRAwOurNyDhoYj2WIkOYpqTlN0natl4vAu2K0SXr8aMhZ12sHKjYdYXJjLmQoPFZVeo+j41alzzJzQq0ld93hAPI1fURLNqWJRyhRcScSTWy8IlJXXhOnoXNsqtdHPREOj1quGxdpkW2wKcvGmaZeaagnR8RUlQjaprJaAuH9FZaBjpD7Fa25BjvEMBHd37DxYwlenzjF1XE/e3HKEaeN6Gs6RoiCEjdO33v8iIHpfp0eoL4a6tHcyeVS3kLE07+4cRg/sBBq0TE/mzJnKGFy57x8scgRZlhjEXkkSGJh1XcicO2dKdmAjIs6rxaIomOauoiSgxjmlQJZEXG6PUfCA8xTjeKZD+LzKecd2TUMSwh3b4xEXmzOizYesFjHMyXfh9AGmxzZvZmf+1H4hGuUIGmkpNh6YlMW3Z6p4+S/7mT6+p2nxzG6VSbYLYQVE/fP1gtmRky4+OfQti+skHGRRZNlbn7LzYAlbdn9tvH/Jz/Pw1Cooqsb8qf1Yvfko7TJSGf8fNyKJgWuQeV0av7yzD1U1vrAuQ5e7NqS7MJKz8qO/3RZy3Jp3D3PP2B7mlHpZpGV6Ei+t/Sc7D5YY81T+8K58depcyHO9evNh47iJw7tw8FgZA35wDeXnvMb1Caw9c+ndtQ0r3j4QNs/OmZJNeqoNVdWMDbuG5A3SggULFlzmsd9Z1NR40TRISbFRXe29op+dkmJj1eYjl3zcHf/Z9bKPu9K/oTFxNe5BY+JSzz8lxdag79PHbjxBp3kseOVjVr97lI8PfEN297Yk22S0KE5WlCVu6tSCA8fKqPL4jYVksxQb2kWKjJogsOCVj4zAXeXxs+9IKUP7tq9rE7kwFA1Wv3s05LUqj5/RuZ0QL+J0IsgiH+//hirP+YyotTOJ4f06IET13ebn/sPe7bjaN1kWBbK7t2XvkVLjms8tyCHFIkW8Zw0duzquxPMuSSI+1fze3fGfXaio9PK7P/+T9R9+yaGvzjIsuwPFr+8KudYHjpUxMrcjS17fzSN39cXr03ji1cAY3n+sjP492vL6xkN8U1bJPWN74POrjOjXgbybr2Fo3/bk/eAaRud1pIXTjiSBLMm4q71079SS0rPVnCxxc+BYGXfe1o0dn55i0M3X8cCz71N6tpoJQ25k5IDr6ZHZko5tmyFDVM9KY6ApxORLHb9XYuxGir2SLNGtY4vAzrgkomkat/S6BrtNumj8uuIQRZ78w86Qcb7/izKGZUcXD68kFGDxa+HP3A/7tkdo5LGuIprG2iExOBdN00i2yQzJbs+4wZkMy24X5kheH1d1/NokXOdqeWJ5IPbtPPAN2d3akJJiQfWrWKwS52p8iKKAs1kSvbu0pjioE6PK42fvkVJ++dM+aMC6D76kS3snM8b3MmLcta2Sad8mjcUrdrH+wy8ZePM1Rpeh/hn7vyjjoTv68Pu/7De6L/p1z2DgzdfRv2cbyt21HPtXBWcqPIHvPFzK8OwOCIpKaqqN2lo/qiigAIIkIotC3MRUMzSFOGsGZ1oyPTNbNmruEGnsqoghG7yxfK4vFQ3NXWMJSZbo3a01t/Roy639ryfvB9cwNKcdqXZL4895lwhV0RA0jYyWqVRXelAvUtS+mrE3WgTPGaPzOjI8p33InBFtPqQJIr+qlx+UlVczY3wv/nH0/LHz7s4BAZ75r0+MHDr3B9cgiQLzX/mIfx4to0dmC4bltMcii1hlgR/9MJDT9uveFq/Pz02dmtMyLRlN0+h0bTqlZ6s5U+Exvnd0Xke27DpJv+4ZjMrLZOXGz2jeLAm7TSb7pgxKXdX8+3SVoXNb7fGzcPnHvLnlcw59dZbZd/Smc3snT/5hJ2u2fM7H+7+hT7c2tEy3k2K3hq0Ncm5qw5ETZ6ny+Jkxvhcvrf1n2Bw2KOs61mw5f1yX9k6mj+9FtcfPiH7XU1Z+/pyKpuTg9St8U1ZFj8yW/KukkiMnXby352uOnzrH/Kn9GZPXiWE57dmy8wQ53a/hR/+RydDsDvgVletaN+OdHV9xQ/t0burYglv7X09Wl1akpdhxV3tp0yI17Bz3HSnlP/tfjyAI3NKzLc2SZPz+Cz9vFxq/iQ7Cy4SjbqAmkEACF0ZDRde9PoWVGw+F0BVWbjwUFV0hojtlFC7EEKBORXYgvcjBAqbittFyW/xqBAdlVb3qgTtYeB1BgDo6d1PQVpIkkSq/gs0iG7t6Ol1Np0XU1wupqKo1vdbB/13yeugYfn71PmblZ6FphOzw6Y6bLreHB+/oA4DNKnHy23Os3nwUl9tjdA4eOekiLdXK3IIcrFYpYveNM0hwP4GLI96MAyoqa8NMllKTGv+expNbrxpBOkJVG18QXokQa2NF7Y8n51WfTwuhXukUseLCPGRJxKtAZbUPv6KiqrVktEgxvZY1tX5apicxfnAn8m6+ztCp0uldwR0dkdwbBQHDrKRf9wzyR3SlaOm2sI7sIyddIeM63owzvssQRSFuYm+8PdeXgobmrrGEoml4vaEmd7Mn9UaJ86JsU4Y+Z8gQoBXX+1s0z6RfCX9edh4sYdJ/dmXquJ6kpVpplmKjptbHomUfh8wJi17bxcwJvcLou3qcDu7Of3xqP/x+LWLsbu1MIi3FRnFhLmmpNl7feDAsL14wrT/Tb++F168gILB4Rej5lLs9YYYkxSt2sbgwF8HElGzr7hM8Ojmbp1buNqQyglHqqkHTNIOiPHlUN5JslpAO30cnZ5M/vAunyz0IIlTV+GjbMpWKyloevqsPJWerjbUBgKSpKKrAX9//ks++cnHXyG7G5pp+TZKTLBB8LoJGst1ieq/0OVKSBVKTLQ3ufI33OBO3sNtkxjy07pKP2/DrcVfhbBJIIH7RUD0wSRK5qaOTa1ulIonQLMXGTR2dUTkJixFa68VoCnyA1RqB5msV8dVc5AMuoPcVDWJNk4ynReolQRJxna1GlrzMys9i/QfHQpKLlx4ZEjYedSHk+tdaqPtvJF2lFmlJPP77UH2V51fvM+gRv/nTJ8yc0AufX2P5uv1GEvTCmsB7lq/bT2qSFZ+i8PTKPcye1JvHl4V+XiwdTJsyLpQwN+55hAtYP7+68dzIgxExHsaAY3whp8vGpqE1aCPoO44LFVncntCi2/0TsxAFc6mFlCQLkgi3DegYpkkVTO8CcFf7TD9DIyDo7vH6cSRZKauoMbRcj5x0GXFVd4QURUCJbJyRiKtXB/ESe3VtTPMcKkYnFSUamrvGEpqGIQ8Ageft2VV7o5LmSeDS0BD5pvqINOYcSVZqUxUqKr38Yf1Bpt7eI0Sr0F3tY+17n2O3ymFGVUOzO4SZtJ121Zi6CU8d15Otu09w9+geaASMrFpZkhid1ynkM50OOy53Lc+vDhQFzZyOI20yqaqGX1HDKNljBmbyzo6vAtqJzqSIcaP4vly+PVON16eE5XVPrdxt5PXFhQHKs74+0DeGp/+oR8C8sk7jWL/mZgZfL6zZxxPTB9Auw0FFpZeW6UmAwIq391Mw2pzWrAEnTp2jfUazyxoDwYh/O6QEEkigSUOuS9KCEXAGiy782Cwit+V2NHSyBAFuy+2IzRqFk7AkmLpTylG6U3p9qqkDqc938QlYFgXGDgp1DB07KDNqRzQZWDCtP/On9qO4MJf5U/uxYFr/xK7OReCrK8hY5YAFxLTbe4ZMvGUVNaauaEVTwp3UXG4Ps/KzjEk8GK2dSRENKBx1HX+lroDWir4j+cKafUwYciNOh50ObRw8MWMAkiiQbA9oGdZ4/REX4wk0TUTcIIlBN0VD4+EVPZc4cjG21W0EBcfq/BFdo5pjrgYkSUSTREpd1WiSGFPXVVmKMH9LQljR7YU1+xDF8DGmO70rCmHFQAh3qlz73uem47Tc7QncEw2Klm7j0d9tY/m6/dw1shtd2juN2Ft/XF/IOCOB7y6sEmEOqUUFOVgb2x3qMmCJEKtj4ax+qYhszJV43i4V+lzgF4SwuSDYpXt68VbDpdtilUKOsVgl0/fVn1ci5QeiBI/+bpuhCZiWYmPyqFBn4smjuiGK4Ei24HTYmVuQQ3FhLu3bOHA67CHfY1a8czrsdLq2GT8b04NvzlTy3Kp9vLT2U9zVPlo5k0PeP3lUN7w+hdmTejO3IAe/oobNUbohSTACRT4xYJwlCSwuzOWpn+cxdVxP3th0iC27v2b5uv2cqajh0cnZYXPYq+sPAAJen0LbCJ3yaalWZuVn4fH52XngVNjGcJLVQmqSFUkUkCQRSRIC+oapVtPPE0VYvfkIDz3/AfNe2o6qBrTt1753NOwc50zJRhD+P3vvHidHVeb/f845VdUzPdOTTJKZEL9CUIwBQvhuEtIxFwSTkFUhIGR/JiCSQUOAuBIFVjKJu4CSTFxX+KKuqwEliQrB70aECPpDgiAXZWLIigSCiBJAQyaXTtJz6emuOuf7R3XVdHVX9fTc+jLzvF+vvDJdl1NPVZ36nFNPnfM8QOOY8KBoHL1rDnOSKQsNDZE+75foNhE/0dX7hgTRC5rOsGb5THeakiNkms5QSK4NqewpTNn7Owkm8sEAhKt0T4ascJVe8FfMoI6OJVWvGUiTpvSdGn3zlTMKzl6aSnmnaaxrigJ6BfRuS4QQHGY6E5tUwCO/eQNNWdmFf/SLffji5dM9AfCXzJ+E6irhqSe1YR3H27ux9dFXMTpi5HxxXL1sGo6knY3ZX/HinSn370TSRMq0O8ZtsS40jLanJ/xrxpfFG5ZOw85d+wO/ClKSksolcKRcEbKRZyOVQsjw1vOQIQrKyj4U6HpWhni9NI6wZNL/Q9DGVfOKbovz0lcu02EFZ7hl+TluUqdE0kRdrf2CUx+p8tRre1qvxOiInRE63pl0ky6dPL4WpiV9R2vv3LXf00eIxRMYHQnhC8vsBDqJpIlRtQa6UxbeOdjuiU+YOfrk3of/iHGjq9NT3UJgac0sp8QZRPFIJS2Mq8CkE4A9TTcc0rx915BWMq3uC3lHP9KM/oLprS0wATzw+D7PO8bTL76N86afnLPPA4/v63UEtQAwOhLy1LnRkRA4vPeTsdwwPXdv24P118/F0RNdOQmjnLA7TuxYx3nn7O8k71j7nedyphy3bG7FbdfM9oQLqg7pnvK/ePl0fOmqc/DvW3/vLhs/Jozmpqhn9tea5TMR7+rGLd9+Fo311fjqdbMR0gXuffiPHlt/8MgruO6yqZ7r6kx//sxi+51sxSVTfet4bbWBbz64B7F4AreumI2Hnv6Lu74t1oV4ZxLJlIWxo6pwJJ3Ipz5ShZuvnOFbniWVm4zFnkJs34sndr2Ntw+2u1O/x42qhqYzCMagNDkoGkcOwmGOoYt+T4WOD4E9xMgjmZJ48FevecT2wV+9hms+MbWgIcypgP1XfuLsXh19EoDMSnUslSy4jzKQjg7nzDeTW6GdJBPA+qyX1vU0LSoQITg6UhYAhmWLPugO93/3SIfnHr72Vgw/e/rPuO2a2QCAd9ra8f2H9+K6y6YiZSr8r4YqHDrWhdiJBDTBsWT+JGx/8nUIwXD7yjk40dGNZMqCJhjGjAn7Og63Pvqq+3ddjYFv/+QPAOz7HzI0TxD/zBfczT9/OceZXuoMpsTA4JzhxitmeDID3njFDHDOiv6upCTw3P/8DQujp0JwwJIhPNH6Ji6ad1rRNSVlStx+T/8yxA82pYz3mmMLBhazd9DtkQo868gcDElT4qoLz/C8+M2aMh6dnSb2/uUwPjR1At5pS7qZ3k+dUIe/HYpj5679ObF5P7lwMh577q+4fsnZGD+mBu+0tQNKob0rhVNOioAzQNM5DF1DpNp/pMWoWgPNTVFYUuKU8XUeR9ComlDZZYYmioOTZEJwO5ZyuWcvdlAK+M2ed3K1+tzia3V/GEj8bcKm17aAISc23+0r5+BWnzA1Ky6Zihf2HnTLdgY6ZLZvSUth66OvYMHMiagygJRp/75+ydke/VRK+U4xtiyJsaPCWPsdb6bfu7ftwfVLzsbt975gT1muMTwf6Zct+mCOwzEzXER30sSa5VFs3NKKJfMn5cQDv+uBF/GFZdPx1evmALD7Of//7/6Kj8w8BbddMxuc2QNNFBSOxbvRsmou4p2p9HTpqfjCsukYN7oanAFf/9FuvPZWDIeOJVzHoUNjfTX+frgdbbEubH/ydd86/s0H97jtocgY7Tv5lHosW/RBRMIGDh7twOhIyL2ebbEutHcmfctLdHuTXGqCudfitbdibuiiTT97Cddddjas1ODFZyEHIUEQQ4qUCsfi3mx8x+JJSFlgjAOmchrBQjsbqZTEpp++jCXzJ7kN3qafvoybruw9wYmDb0enILv99y003NdAYzeONJRgiB3t9owajIR1bP75K26Dmhlv5O5te9B00ZluvCqnQ7Dxn+1RQ84oFcfRFwkbONbejdpqA508hdiJbvz013/G9Uv+N+5Id0zau1KwpHKnJR85bt8vJ/By8/IoGPNPzhAJ63hh70GsvHQqNq6aB1PKkifXIAaOVAqaxjxf5TWNlWQkiBDAudPe6wmsvWb5TAjBiv7ibAUE4bdKEIRfC4hBqHEOWMW9MOWm+4IzdHabOUl2RteFcl78rr7oLPzbpuexetk0xDtSnpEZa5uieO4Pf8fSC07Hg7/a5wl6v/3JP+GJXW/jiV1vo2XVXNz78B89sZyEAL70Lfulc8P1c30/2o0dVYVtj7+GJ3a9jU3NC5HK0MxySpxBFI9yG43bFwQP0OoSfFjqKyog/vY1BXzUJ3rotS1QLCdu3YmAhHtOgr7MhH2CcwgoWJaEEBwpAP+04IMIh3QkUybinSkciyeRTDlJTubh8PEu6LrwHSUYCgkciyd9j/+ehlp87Z/n4Xh7Evc89DIAuB+EnG2y93HCRRxr74ah2zMfJoyr9d22vi4EwRnWfuc51Eeq8C+fnoF4RxJC54gnUhhVY+BEZ8pj8w1Lp6GjK4UxdVX4yROvYcn8D7oJRPwcgGuWR/G9n74EwB5o8MPH7Blip06I4G+H2t1RhkCPM6+xviepSeax1zZFPSPwDx1LYOeu/TnPzEdnn+qW9+XPzIKAQm2Nhq9cOwfH27txvD2JHc+8gcsXnQ5dMCRTfalh+aH3TIIghpRQUGOic1jJQro6uY3gNx/cg5bP9T79SxP+o/gKnd7H4N/RubaARCNKqoBOUmEjJ0udpKTSyEwGcdG897tTfWPxBLq6U66DxpkuEIsn3GD4Nyydhh3PvIEblk7D0eMJ3+kTX/r0OWCMYcN9v/V0MI61d+MLdz7tO5Wisb4aLavm4XvNCwAF3Hn/i1gyf1LgtOTG+mpYlkKIw+5llzDAOzE4KAl36ouDUy+K/bJkSfhnpC3BqL1ySlKi6QxLL5jc7zAYg0m56b5lKTzyG2879shv7HasLdaF8WNq3BEZ8a5kOoxCdU4ikg2b7SyXXd0pfHT2qRg/pgYHj3bgB4/s9ehlImm6enzjFTNw+HgnRtf2vEgp2B9gsvsTB4924oldb/e071b2eZRH4gyieJTbaNy+UE5a3Vd0Ycffzn5GdcGK/b2loumtLZA+I9+DEu7VR0KYNWV8zmCLtU1RjI0YOBJPehzpa5ZHMapWx8rLzoKhc1hJC5rgCOkCUvonXtv4uXmoNjTf47cd7QTnzPPRqMrQcPe2PYF94kTSxNqro9A1jq2PvoJlF0wGlH8SrMPHujB+TNgdkWeayjNT5z//Zb6nH+a8R966YjYYB17682GMz5gR9NpbMex45g18ZeUcxLuSiJ3oRld3ynUgAnBH8LWsmofRkSp3ndN/eOHlA9iwai4sS7khhZxjO+3h7fe+AMB2SPo7EUPY1LwAgjOMGx3GkSPtCAkOGBzaKNv5eO2lZ8PQGJKJwe04UZISgiCGFCugMSk0QPhAAh4rAF+8fLonkOsXL58OVWAPS2j+wesLCaSviYAkJQUGmdYA/yD+hZk+4rBkz1fIH/1iH5qXR93pbI/85g3omsBdD7yIDZtbEYsnsLYpig+cPAotq+ahNqxjwcyJ+OFjrwYGtE+ZEkIwrLhkKlpWzcWKS6ZixzNvoO2ot14vW/RBAD2BjcGBf/3u89j/bhyxeML9MpkdANmx9fuPvFxs/wgxhEgVol+uigAAIABJREFUoF8lGEFYTsHjOWe+CQR4CYLwJ1PS92U8WUAyqsGm7HQ/PY0tsx1bfO5prm3vtLWj+TvPYUM6eVdjvZ1J0XcUybhaV4u3PLoXuiY8L1XNTVG87z2jMGFcGJ9ZfBY0jeEHj7wClfGscMbc2L6ODm999FXwdGymdU1RCNAHNCL/CKxyp5y0uq+Ysid+Ysuqubh+ydkIhzSYFRA/sZwIagvAYCcf0XMTSO3ctT9nn+amKMIhgZWfODtnsMWGza1IWj2O9Mmn1GPFJVORMi1EwiEAAEu7pC3LHkkYVDdNS+K+n7+c07+95aqZ+NEv9mHro6/iK9fOwdf+eR5aVs1zYw77JaVqXh7Fe8dHUF8XwtZHX8E/LfggasNGYPk/f/Yv4BkJMf/7yT95+heJgASAiaQJJYENq+ZixhknuTEdv7tmAS6a9350dafw9R/+Hhs2t+KR37yR02dZs3wmEikTY0dV4dYVs/HdW+bj1hWz8dhzf8U9D+91tSaoPXTKisUTqI+EsPFz87CpeQFaVs3D2IgBK2lCUwrMknZ4qvR9sJImuGVBUxIwrUF3DgI0gpAgiCHGtILiOxU2ZYox/y9GrMC5uq17D+DWFbPTcVzgxnEphO5uC48++xfP/g899To+ecHkXm1nlkJ9VsDfzMDpveE0xjQtqneE4OCC49YVs9xRgqPrDHx09qmoqdJw1cenwFISt10zG5rGIS0FLhikVFAAvnDn025Zzkg+v6+Z9XVVni+gTiBlh+wRNTueeQMrLz07J2bJDx97FdcvORv/qyGClCmRTJmug/K1t2L47MVnUeM8TOCc+U5fLUXA9oFq6WAipcIrfzmM9dfPhVIKjDG07j2A2VPfUwJb/DvwBYfBGEQydR/MjptWat0PGgm/timK7pSJyafUIxZPYPzYatyy/Bx35Et9pApL5k9CJKy7U+uXXzgFhs6x4pKpSJqWq8l/a4vDkhKxEwkkkhZG1YZwz0MvIxZPINMn4owKz54V0FBfjZZVc0t+rYjyodxG4/YFzgLajRJodX8Iip9IFE5mWyClPXr6+4+8jBf2HnQ/htx2zYdwWzqWb2N9NS5fdDqefvFtj15ve3wfVn5iah6HuXSdg00XnelJ4HfjFTMgMz64WJaE0ETAc8Xxwt6DOBZPeo7PGdwwO2+9G8eGza3Y1LwA/771924oidG1IWxYNRdSwY4ZKIHHnv0L/vFDp+KFvQexYOZEN4NvdvkiPRiDc+CWq2bia1t34e2D7bAsiTuumwPOeeCMhUhYxy+e/ysumHWqG4bohb0HsbYpinsf/qMn1iLnwKgaI10mgyY4GAcOH+uCxrkbDiCz/L8fasfEk+p8j60Ljn///DyYloKUChrnEEqlZw9ZSJV4tC29gxAEMaQIkSeDYAH9eEMXvlmQDZ3D7GW+QsjgWDhrItqOdrhOuoWzJiJkcCQLmDumCYaX/nzYzSLl2H7FR0/v1XbLkqjRBU4ZH+m3g4+mRfWOk5zkxLGEJ07W2qYo6moNd5qB/VVyJk50SDdhxKwp4/HZi8/CN1Z/GEeO26P7nK+Z2dNjRtUaSJoW7rhuDsz0y8WWR3umxwF23Th4tMONybW2KYpQ+itvZsySUbUGRtWEoKB8OxWV8AJDFIYmGD798TNwKH2Pdc3+rQkGq8hDRXXBfet2KaZ+CcFw5vvGYd1/PZfxfEYhSnBdymm6M9Cj+w0NERw6FC+p7jOfQPg3LLVjrP7X9pcQiyfQvDwKU0ooBdSEDBw53oVblp+DRLflqWs3fWoGNI3htnt6sk02N0URrhLQBMdz//M3XDDrVFQZGqQCRkcMXLfkbJhSuvdn5679Odkp1zZFoaevG7WRhIMzAqsSk9OEDI6rLjwTbUc7AdjtxlUXnmn3XbvK23pd4zh32slZ8RPtqaJmsWM2VDhOW8AFR/N3vNNU129uxcZV8zyDCMCAh57+iyd7LgB89uKz8jjM7T7qlR873XUOOse48/7dOdPaOWe4+coZ+I8f9SReu/nKGWAcbl/X+YDTWF/tZvx1Pqg7HyXbYl04ZXwtrl9yNmrDOt490olv/Hi3p23o7DZdR54zfTq7/NuumQ0rJO3R6Axo+dxcnOhIedqIm6+cgVuv+ZCbGM3RgtffiuG8GSdD17jnumR+0N+wuRWzpozH0gtOx5r/fNbTd6qPhFClC/zfnX/K0RrnfL901QxfHdIFcqZ29zVGqhAcJjAkg0jIQUgQxJCTmbHKmeZbaCAVy/LPYnzdZb3HAbRMO2tVdoD12iq9oGMHZiBl5R8oeqRggeHg0U73HgM9Uyc+/8l/cOtNImliVG3IbeAnn1KPxeee5sbKyoxFWBUSuOO6ObCkAmcMXDA8+PhreOnPh3Hritlo70riB4/sxac/fgb++vcTOU7Je5oXgnO7gY2EQ564Jvc+/EesXjYNh4514ufP/iUnEHKlvMAQhaGUHRcoR4OqjeIbw4Bwle4Z1Ryu0kuSXdKOEeSND9aypbUksRk5R47TqbkpCs6LPsiz7FAKgTGAnY8jLVtaccd1c5FImqgOaWioD8OyFL625TnPft/48W7ccd0cfGXlHAAKUgHhKoEf/WIf4p1JLL1gMm6757ceLRQaw5Otb6Fl1TxYUkJwjpDOaGQ90SvlOBq3UCxrYH3XUmKaMifT7MYtrdhYQNxwwp+g0X+mlNDS9RqWgsozICPIYW4IpD9mi8Ap+ZnOIqkUOPcmXuOcwbRkTkLAtVdHEam2+xxO7O/mpiie2m3Hiz1wpAO6JvDWu3E3MaBz3JbNdp2547o5UAr42dN/9u0vh0ICjAPHTnSDc6A7Kd223CnrP360G19YNt3zHvnA4/tw9UVn4eiJBGqrdc91c2IQ3nbNbBxv78ao2pDbNjll3r1tD7567RwIwRAJ656+VWascyj4zgZLWmpAMVKHOgkTOQgJghhSBGcwDO5pTAyDQxToZDMte1j5C3sPepZfc4nqdfpXyvKPf7hh1byCpo5ZUvpmILWk6lXAKzmDXiVhSonasOHbsdEEx4bNvwVgZ2+78Yrp7nZL5k/yffHdsGouGAME5zh0rAuxE93Y/uTr7suwM1U8Fk+4IwIdB2RHItXTwKdHs2Rn0NQ4Bxd23DO/6RKRGh2WSfVjuGAFaFBpkpQoWFJmLZMlicll5YnNKIpuDYNU0qPzUkmUxHNaZhQSC60t1gVdZ4h3WWjvNHHn/bvxL58+x3e/4x1J/Ms3n3GXbWpeiE8unAzBGZq/82zOy9KXPn0OPjz9ZHddZjvKKJET0QvlNBq3Lwy071pKzDyxH4uv7cODQqfL5x01GxC2KJW0UB/WkULAMbKmtQclXlt//dychIDhkI7fvXwAs86agJs+NR2MMTy1+238qvUtN0TFDx55BZ+5eIpvnUmZEj/Y8TKOxZO46sIz3IRZo2oN1NWE8Pjv/opzzjwJo2pDaN17AOdOOxnxTv9MyozBE5oCAJoumoL/s+1F1EeqcmZXXHr+JMTiCWiCQxPct8yjJxK464EX0dwUhdCBupoQvrZ1l++1z54NZqVHUWaXme2QDWKokzCRg5AgiCFFSoWvbcltTAr9mugEH+9P3KzAlxvVu3PRhvlnIC3A9krOoFdJcM5QU6X71pF4Z8r9vWzRB/H3w+3udpGw7ls3kimJLY/uxVUfn4Kv/zD33leHNFhKYe3VUWy4rxUbNre6ow+3PvqqbwPv7RxYkFbP1Pvs6RItq+YOwVUiSkVg3B9VWCdwMCmnjMpavheeIvvHLUv6tlGluC7lRlD7mxkLrbHezr5+ImOkbOxEt+9+sRPdnt9KKdx5/4uBL4h1NSF8+bvPUTtKjCgG3nctHeWk7cOFQqfL9xa7PChskWVJCEP4hiDhgkFlHMTyyZ7sfDTa+uiruOrCM9wZY9+9ZT7ueXgv7nl4LyafUo8l8yfhrNPG4dxp78XuV99FdIrtOHSmOWfXmb8fbseCmROxYXMrtj76KlYvm4Z4ZxLH2+1ZPK+9FcNzLx3A9UvOxsLoqbj93t+6U5qzy0okvfFCGuur8e6RDrTF7MzHWx9NxwZvjIABOHqiC4YuUFOlQwSEIYl3ptzRjreumI1ND/3RdWCOG1UNDSpwQMhAY6TmS8I0GH1LchASBDGk5BOxgr4mMoUvXXUO4h1Jd3RHpMYoaHBHYGypAjsq+UZP9Gb7UIs30ZOchAE5Uw/WLJ+JB3/1GgD7nk8YV4v/3vkn3L5yDk50dKO22vCtGwePduCTCyeDceU/HUPnuOdnf0xn6JuHw8e7cLw96SYYKbSBr+T4SEThBHUsS/GyJJXyBN2Od6aw/cnXSzJqT9OYf/0vQZwq0upgNI35xgDWNLsBdl4iTVOiytDc65gZwynz/j794tvufmuvjuLw8S40XXRmoB5z7p9Ahu4NMZwpp3ajr4QMjtuu+RAOHu10++zjx4QRMji6KQZhv+hL0sKBxC6vCgnPSPqqkACyssIHOfOkUli26IMYO6oat6+cjUS3CV0TOcl2fvb0n/HR2adi4oRReOy5v2Bh9FRY3I7vnZmExYnh13TRmQDsab/H27vR/J3nPPa0xbpQZWgQ6baide8BnzYriprqnuQqzrLv/fQlt5zX3orh9ntfwKbmBTA4Q8OoMFKWxN8Pt+OUk+pyQmVlJilsi3VBcHg++G9qXmCPcg9goO8AQ52EidpXghghDDSYqW4IJC24cYAMYQ9N7w0eIGKFZvHUOIdpKk8slhuvmAGNs15FVAj/YLqFBsLPK8C92F7JGfTKHSE4LDAkLIkjRzvwnoYa7HjmDay/fi5MU+Ldox147Lm/YsHMifjEeR+wp4YLho+cczJu3WTHHJw1Zbxv3DGpJH7yq9dw6fmToOsMX7l2DqS04wF1p0zEDiZw+aLTwSz7BTWkC09m40IbeMpSPTIQAXFMBS9+HFNd47jqwjNyk5RoHDJZXGukBBiH52WEcXimrhYLLeCFR+NsxHvrTUv5xgBeeenZ+P6XF0JwDsuys8EnkqZ7HV97K4andr+Nr6ycg+Md3TjensQDj+/D0gsm46J570fKVEikTLcuTj6lPsehuO7qaH5HCbWjRC84/d62WCcgeMW0seXUbvQVKYGkKb1J466OQpa74WXOUCctDBpzweB1Eep67kej5iZbq7NjZjaOsTMrZzvBLCXx7J6/4dxp781KZjMTyy6YjEPHEm4Mv8yZQJltjIMzOlDTqtFYX43olAk+bdY+XPaRSVhxyVSMHVWFSFhHLJ6wYwRm4LYtsLNGcwacMr4OgB0D8fOf/AeMH1ODvx2Ku4MCnP0yZaWQNmqg7wBDPciAHIQEMQIYaDw83RA4HE/mOFPGRYxenYSMwXcEYAEzhAHYDk2nkwT0ZNYqdIpydUjzvIRWhwqXPV3jvk4kXeNI9fIllEaIDQ1+dbm5KYpli05HRyIF05IwdOFmn3YyFSsFT0wfJ6bl7Stn41i8G/HOFLY9vg/XXDIVn7n4LHQmTM99X71sGiLhEMaPCYNZPdMGBtLAU5bq4Y+hMdTVeBOD1NXoMDSGRLK4tlgyIB7i54o/lVYphfU/aM3p6H/tn4sfyF5AYV1TFOsznvd1TVEI0DMppX8M4BWXKKRMC7F4J+7etgf1kSqsvOwsj1Nj7v9+D/5t0/Oee/zXv5/AHdfZgd1VEvjKyjm47+f2qJEdz7yBO66b44YPuffhP+JYPJkz7Y3aUaIQKjkOtBAMY0aFcNs1s8EZIJU9mleI8ncQpkyJDfdlhde5j5KUlDvMUqg2NJxAT8ek2tDAspxcKiVRG9Y9dTNcJfBf21/yOOUe+c0buPbSs93nz5li3J2yMG50NS469zQ0/6c37uzGLbtw/ZKz3dA9zU1RbHt8HwC7f1BXa2Dd1VGsv8/bN68KCSRNE7dcNROmJX3brE+c9wHc+/AfceMVM/D0i+/gI+ecjOblUTdZmtPuG4LlZBdu+dxcXHr+JNx5/26c/YFx+Pjc97nORcfOJ1rfdH/3ZaBAf98BhnqQATkICWIEMNB4eEkLOVmhWjYXlnGSM/iOACw0E3BQwGOzgClGyZTEt3/yByyZPwlVBpAyFb79kz/YowgLOLZMWaip1nI6aTLVu4zTCLGhwa8ut2xuxR3XzQEYw+FYF8aOqsaGVXORNC10JSx8+bvP44uXT8+pRy/sPYhPnPcBz5SFz1x8Fu788YsA4MYj4cyers4sBSvLIU5OPiIfpgQ0nWP8mJq0hoSg6QylyEMzkJAJg41pBei6VXxbLEtiNGm1LyIgBqHgDIfiSddx1xbrwqafvozPXHwmWj43D5alAATXN8dx6IwaWXnpVLzxzgkIwQAFNH+nJ+6gGxuqIQKRzg5P94bojUqOAy0V0Nll5jg3Q0b5v7Zbln+MOqsE2k4UjmVJ1OgCp4yP5M36bVkSIcEhdDtho84ZpFRYfO5pnhHgNyydBpVuAyafUo9Pf/wMz/qvrJztW0/Gj6nB1/55HuojIdRUa1h+4RRcfdEUWBJ46KnXcdG578e/fPocjK4NQSkFKYH/fvJP+OTCyRgdAaD826z6uipcv+Rs1NXoWDjrFNzyrWc9IVcSSROjIoZvduFND/0Ryy880/3QyzmwYdVcmJaCJhiqDYGL5r0fH5vzvqL2H4by/aPcY50SBDEI5IuxVNj+AQ1+AXMGpITvCMBCp5I5AY8zcad/9QJnDLF4Ahs2t6L5O89hw+ZWxOIJT4D1fFiWRIgxhHQOzu3/Q4z1bYSYJaEpZWe1pZeaARNUlxMpCx1dKfyfbS/iuo07sfY7z4GBuxnF4p0p33qUOX2hsb4apqnw2lsxNx4JlAK3JGTSovtH9BkpFQ4d7cJt9/wW133tSdx2z29x6GhXSabS8gAt5QVo6aDbwgJsKXRo+SBDWu0PF7CniqXvlTNiQ2gM9XUhjxa/9lYMt3z7ORyLd+PNAyfAAu7xgXRgeKBn1IhS9ohBqFyNd7UYdG+Iwhlov7eUWKb0dW5apfiy1Ed4OmRDJqVqZ4i+4bSDjfXhvFqb3V4qxVznH2DX128+uMd11i2ZPyln/YEjHb715J22dtzy7Wfx/UdexqFYwu073X7vb3H+jJORMiWSKQvr/us5rGzZiX/b9Dw+cs7JMHQGZkposOOHZ7ZZNyydhrvufxG33/sCbrvnd7DSHyidmIHN33kOt9/7ApIp6asbL+w9iJBhO0/HjapGpDoExgBdMOgAurtSw67/QA5CghgBCM4wa8p4rG2KomXVXKxtimLWlPFurIXe9/dv8AXvXULyjRQpBMb9X1BYIbYzO3lFdkPRl8/H9OJYHgjBoQQPdHJonOeMcj3R0Z0TND+zLjQ3RbFz137P74eeej2nXILoL6blP623UP0bbAaqh4MGUwG2lP/L+0gimZLY+uirWHHJVLSsmosVl0zF1kdfRSql8G7AC96R4/ZHuQd/9VrOi9qa5VFse/xPnn3s/oB0p2WJAI0vtL9CEEBl16OB9ptLCmn7iEMGZTZWCquXTcOoWiNn/bbH/+TryNv+pN0Hd7IXZzsd68KGb59KSkAJjm6pMDpiYOOqedjUvAArLpnqiRdoj2JHoDYE6QYUwCwJoSSYZYGZcli/E5b/WGWCIAaMIRiWLTo9J5aeIRgKmC0LQ/jH0zMEet2fcwRmJyxkPHQqpdwXFCe2xdZHX8VNn5rRq4AxADueecOz745n7LgYROWQGUuoPlLlG5NK13hOB+R4e9ITNP+HjzlT1WqRMhX2vXkYV318Cq5efBYEZ9A1hpf+fBhAjyM6kTJRo4th2wkghpZ803qL7XrmzF8Pr7vsbBT91U3527LyE1OLbQmRB41zdxS+Q2N9NaRU2Pb4n3wTiySSJlpWzYVUCrVh3XOPu7pTvoHhDU2gWnBYloQmOMXvJQaMBvhm062EepQ3uV+5G0/aPuzJTnopEByKoj4SAnzWx+IJ1EdCaFk1D5ZUOYk//JyKbbEuMOaf2T5lSvzr93qSEH724rMA2P36TJwZaEFtDEDx4wFyEBLEiCBpqYAYgoXFYpGWgqFzT6B9Q+eQBXzNNHTuk3J+JgydwywkQYrGfF9QdI1BpfLsCEAohSv+8XRPQNt1V0chFMWKqyQyYwm1xbrw69/nZsf87MVn5XRAdu7aj1uumulOM47FEzB0gW/8+EXE4gncsHQatj62Fxd/+DTUR0IIGT3JJBxHdCyeqIiYRUR5ogVkYdUEsyt2EREBH4qEYDB70dLBRgN8sxuOtE54ueNMMc7OfK0Ju13+4WM9H++UAnSdY/19L6I+UoWrLjwDbx+Mu1neAWDyKfU55a1rSrfJ6f4Axe8lBotUyptNd11TFNDLPxKerjHf507XGKwyF0jS9uGNX/Kf2675UE6ir7VNUWgaQ1e7CdOUWLM8io1ZCUGQnqEVEhz1kSpP4o/6SCjA6ch9l//9cLsb73Dxuafhy9993vPsOP35tekEZPnaGGp/yEFIECOCfLFYChEBE8Bt9/wuR5ALcZyYKeWTcv41XPuJAkfxMeDmK2fgP3602xX7m6+cUdC0OMuSGF1tC32+oLtEeZNdf6NTJuRkxwSAtVdH3ex5jfXVWHrBZIyuC6Hlc/MgpcI7bXFsfbTnC+U3H9yDllXzIISdwS3RbaVjXeUenxpLoj9wzjyZXd0kTbz42SiTKYltj+/zaPG2x/fhmk9MLfpoxkwnEGlz+ZI5xThzBP+XrprhjrJwMk7ecd0c96VsxSVT3ezGmaMMY/EERteGsDGdyIQHJB2h5E/EQDEB12EB2H3e9RWSpEQpIFylez7Kh6tsJ3y5Q9o+vPFL/nPbPb/Dv39+Xo5TLZmS+NqW37uOuxWXTMWoWgPjRlVDQ/6PQobwH+UXNKPtv7a/BAC+8Q7v3rYHG9LPfWZdDGpjqP0hByERQDJloaEh0uf9Et0m4ie6et+QKCoiYLqC4AwoYBTgQByMpvRPOf/Zi2VBApRKSXz/4b2eF5TvP7y3oCnGQI/QNzREcOhQfEQKfaWTXX8jYd03iPDKS6fi85/8B4wdZU/FOXK8C9/b/Efc9KnpAJDj/HMS7bD0MyCE/5fJQp8TgsgmmbJw3w6vft23o3D9GkykVAFaXHwHIUDaXAkI7j+CHyp3lEXmdHpHo9tiXZ5RhvV1Vbjr/hdx06emQ1MKsGhUETE0DPTDeClJpix8d/tLWDJ/EqoMIGUqfHf7SyVpN/oDafvwJei5SqbsWO2ZTjXJmLutkxAEADY1LwRT+T8KpSz/kXyppJWzXKRHtAP+7wdOWBeNZo8VTCXoDFECDF1g8U0P93m/Hd+4BPEhsIcYGBoGFlNhIA7GgTong2IgaZUQi4UYFLLrbyJp+tYpKIZv/eR//Osa/GNhZtbDgT4nBJGNJgL0qwRTjLWAqTmkpUQQeTUx64WOZ3xgcbLGZ2aKbKyvxopLpiIWT9BHF2LIGWjfs5SUU7tBEJn05bkaaJ8jaCRf9nKGnri1mW1Pb/YRwVB6RoIYAWQO397UvAAtq+aiPqwXPOTfeUnIzDaVGdB1qPYFAAGFdVn7r0vHkCBGBtn1933vqcupE5lTD/zqWiH1cKDPCUFko3P/eqeXoPdFWkr0lUxN/P6XL8iriZkau/3J17F6WW4m05279vep/SeI/jLQvmcpKad2gyAy6ctzVaw+R2Y7ddp76yr2uS8n6HoRxAhhIDEVBhI0fKABxy1LYjQFjB3xZNZfmbR864Tf1IO+Bh6m2CPEYJJKWhgbMexMfUpBMGZnf08Wv2aRlhL9odDpgtltvaFzbExnqOScAUxh5SemUp0jikIlx8Irp3aDIDLpyztdMfscTjsFePv6VSENKmVVxHNfTgzLbxE7duzAxz/+cSxatAg//vGPS20OQQwLrHS2KU0pMEv2SWwHsu9g7E8MP4LqRL66QvWIKAWppAVmWZgwtgbMskr6kkfPADGUZNYvmbQAy4JQEsyywExJdY4oKk59bKwPV1zdK6d2gyAy6Us/ohR9jsxj1keqKuq5LxeG3QjCgwcP4q677sJPf/pTGIaBZcuWYdasWfjABz5QatMIgiAIgiAIgiAIgiAIouwYdiMIn3/+eXzoQx/C6NGjEQ6H8Y//+I/45S9/WWqzCIIgCIIgCIIgCIIgCKIsGXYjCNva2tDQ0OD+bmxsxEsvvdSnMsaOrXX/bmiIDJptI4FkyurXNUumLBi68F1X6fegmPZn1l0il0qvS6WimNdtON6j4XZOw+18BoNCtZeunT90Xfwp1nUZ7vW3Eu2uRJuB4ts93OsuQLaXgnLT3mJTqffNj+FyLsU8j2HnIJRSgjHm/lZKeX4XwpEj7ZBSuQGZ/RgulW2wMXSBxTc93Of9dnzjEt9rne8eVAJ9tX+g9cqpu0QulV6XSkWh122wNHG43aPhVu+G2/kAg1N3C9He4XjtBgO6Lv4UU3uHc/2tRLsr0Wagf3YXo99bqdcTINtLQblpb7Gp1Pvmx3A5l6E4j3z1d9hNMT7ppJNw6NAh9/ehQ4fQ2NhYQosIgiAIgiAIgiAIgiAIonwZdiMI58yZg29961s4evQoqqur8fjjj+OrX/1qn8rgnPn+TQwd+aYm5/NwdycthAz/qcn56M9+/T1WpK4aHe2JPu/XH6i+5oeuT/8o5nUbjvdouJ3TcDufwaDQa0LXzh+6Lv4U67oM9/pbiXZXos1A8e0e7nUXINtLQblpb7EpV7v6w3A5l2KeB1NKlde41kFgx44d+N73vodUKoV/+qd/wjXXXFNqkwiCIAiCIAiCIAiCIAiiLBmWDkKCIAiCIAiCIAiCIAiCIApj2MUgJAiCIAiCIAiCIAiCIAiicMhBSBAEQRAEQRAEQRAEQRAjGHIQEgRBEARBEARBEARBEMQIhhyEBEEQBEEQBEEQBEEQBDGCIQchQRAEQRAEQRAEQRAEQYxgyEFIEARBEARBEARBEARBECMYchASBEH60qOdAAAgAElEQVQQBEEQBEEQBEEQxAiGHIQEQRAEQRAEQRAEQRAEMYLRSm1AOXLkSDukVKivDyMW6yy1OQOi0s9hpNnf0BAZ0PGcukvkUul1qVQUet0GWncBwDStYXePhlu9G27nA9jnpGliQGUUor3D8doNBnRd/Cmm9g7n+luJdleizUD/7C5Gv7dSrydAtpeCctPeYlOp982P4XIuQ3Ee+eovjSDMw0BfGMqBSj8Hsp8YLOhe9I9iXrfheI+G2zkNt/MBindOw/HaDQZ0Xfwpt+tSbvYUSiXaXYk2A+Vrd7naVQhke/GpVLsHi+F0/sPlXIp9HuQgJAiCIAiCIAiCIAiCIIgRDDkICYIgCIIgCIIgCIIgCGIEQw5CgiAIgiAIgiAIgiAIghjBkIOQIAiCIAiCIAiCIAiCIEYw5CAkCIIgCIIgCIIgCIIgiBFMxTsI29vbcdFFF+Gdd94BADz//PNYvHgxFi1ahLvuuqvE1vUdITiU4DAZgxIcIv0ve9lQHRNCgBsCJmPghgCEyHtc3RBQ6W2gCQhD87XdYgxKCCiNu+Xaf2vp/TmUZh+7r+fXn+tTjGsKIfDukQ5Iwft1XgRBlC+9aYijje8e6XC1TwkB3RCe9WaGNmauzy7f3n7w2waR1ieZ0Qb0V6uKZXN/bCH9LT+cZ+DA4Q5P3S8F4bDueR7DYb1ktowk8vUR8+mIs69WpXnum57uazllCkPDoVinZ30muiEAzd5fCg5haIHHC7J/sPRzuEDaSzh6euBwe0XpaXWW3dUVYnehkF6VL869Ye794Z77I6XKaSv1Kt31nbjtoCZgVOsDvq/aYJxUqfjDH/6AL3/5y3jzzTcBAIlEAmvXrsUPf/hDTJgwAddeey2efvppnHfeeaU1tECE4Ih1prBhcyvaYl1orK/GuqYodJ3jtnt+5y5b2xRFfViHZckhOebqZdPw69+/jY+cczLu3rYn8Li6IXA4nkRL1r5bH30VsXjC1/YvXXUOTFPhoadex/+38IPoTlqeY9x4xQzU1eio0UVB5+dnf2/Xpz/79PWaHutMYX3WdamPhAo+L6L/ROqqURXyl7aGhkjgfoluE/ETXUNlFjGM6E1D/LTxhqXTsOOZN7Bs0eloHF2FtmOJwPUNo0I4fLzbU35zUxTbHt+HF/YeHLS2QQiOjpSF2NFujw6va4pidB/1MPuazJoyHssWne45x6Fuz4JsGarjEP3H7xlpbopiXMRAKmkV1ZZwWMeBWCLHlgn1VejsTBXVlpGE33P6xcunwzA4vrbl94Hat7YpirERA12mRPuxBDZu2eVue+s1H4JpSqy/rxX1kSpcdeEZHm3LrGO6IXAknvQc/5bl50AwXpB2DKZ+DhekVKS9I5xK1dPqsI53few+qb4KXWVsd6GQXpUvzr3p6jCR6LZy7s+YiIH9757AHT94wV1+06dmoLZaxxOt+3HutPd62sHmpijqanVo4P2+rxXtNv7JT36CW2+9FY2NjQCAl156CRMnTsTJJ58MTdOwePFi/PKXvyyxlYVjAm6jCgBtsS6s39yKg0c7Pcs2bG6FOYTHvHvbHlx6/iS3ggYdN2nBFdLMfZfMnxRoe7wjiTvv340FMyci3pHMOcad9+/GwaOdBZ+fn/29XZ/+7NMXTMB1Djrl371tT5/Oi+g/VSENi296uM//gpyKBJFNbxrip43ffHAPFsyciJbNrUgkZd713SmVU37L5lYsmDnR/T0YbYMJ4ODRzhwdXt8PPcy+Js65FLM9C7JlqI5D9B+/Z6RlcyuK7BsEAHR05z6PLZtb0dFNL0xDid9zetcDL+JEezKv9m1I1xPTVO5LkbOu7Wgn1t9nl7lkfm4/NrOOJa3c459oTxasHYOpn8OF4x3dpL0jnErV084AuzvL3O5CIb0qX5x7c6I91y+yPt1mOc5BZ/k3frwbbbFOLIyemtMOtmxuhbQwoPta0W/E69ev9/xua2tDQ0OD+7uxsREHDx7sc7ljx9a6f+cbcTTYtMV6Xpx6lnWhytByloGxgm3Lt13QMQWH7/LM4x443OG7TSQ9JNvP9ipDy9kme/8qQ/Mcpz/257s+/dmnL+S9j4N0jCAy6y7Rd4r5vFcSxbwulXAPetOQfNrYFuuCJVUv62VebXV+D7RtaIt1uprcl3L8lmdfE+dcsssdqM2FMNQa70eh2lsJ9bsYBD0jllKYUORrdOBwu78tsvi2ZFOs+lKK+tuXPm+29llSgbPcPmSmngVpkFPH/OpgX/Swv/pZKJWoFaS9Q0Ml2V7OepqPUtldrPe2vupVJdW53ij3c3Hujf23fx0MaiuD/DVKKYDzfp97RTsIs5FSgjHm/lZKeX4XypEj7ZBSoaEhgkOH4oNpYn4ER2N9tedGN9ZXI5H0+oAb66sBpQqyrddzCDimJeG7PPO4QgjfbeLpodh+tieSpruNrrHg800fp7/2570+/dmnL+S7j70cY6Ai5tTdkcxArmFRn/cKoVAdHKwGuCLuQS8akk8bG+urIbi/9vWs9y8/njHNZaBtg3MejiYXqoeB9SHrmjjnMpjtWcH0UeMHo+4Wor1F71OUMUHPiGCs6Nco0BZefFsyKab2lqT+9qHPm619gjOYVm4/NVPPgjTIqWN+971PetgP/SyUStUKvUrv8/UoRr+3Uq8nUHm2l6ue9kZ/7C6W9g4KfdCrSqtz+aiIc0nfG8Df9xL0zpBImrBkyHcdY2xAPoeKnmKczUknnYRDhw65vw8dOuROP64ENABrm6L2wwq4c8/Hjwl7lq1tig6aZ9fvmKuXTcNDT72O1cum5T2uIYBmn323P/l6oO2RGgM3XjEDO3ftR6TGyDnGjVfMwPgx4YLPz8/+3q5Pf/bpCxqAdT7XpS/nRRBE+dKbhvhp4w1Lp2Hnrv1oboqiyuB514d0llN+c1MUO3ftd38PRtugARg/Jpyjw+v6oYfZ18Q5l2K2Z0G2DNVxiP7j94w0N0VRijwlNaHc57G5KYqa0LDqIpcdfs/pFy+fjrpaI6/2rU3XE01jWLN8pmfbxjFhrLvaLnP7k7n92Mw6Zojc49fVGgVrx2Dq53BhVE2ItHeEU6l6Gg6wO1zmdhcK6VX54tybutpcv8i6dJv15c/M8iy/6VMz0FgfxhOtb+a0g81NUXAxsFGATClV8cON5s+fj61bt6KhoQGLFi3C1q1b8d73vhfXXnstlixZgo997GN9Kq9kIwhhB6o0AVhSQXDm3tzsZYUGnSzkHDKPqXEOLoBkSsLQuT2HXcrA4+qGQNICLCmhCQ7BGbpTVo7tUgKcM4DZ5yAtQDEFwTksS9nnJhgEB5il3OP01f5Cr09/9ukLQnBYYLCUgp3gmXnOKwgaQThwGhoiWHzTw33eb8c3Lin/r0wlgEYQ+tObhjjaKJUCZwxgAJT9UuoEyE9agKUUBGP25zrZsz67fEMwJB2tHIS2IfM8lGAwLQUpAY0zCARrVb76UCybCz2vQo9TsSOwKpzsZ8Cp+6UgHNbR0S1hSQnBOWpCvOQB9Yf9CEL0PKd+fUSn7+mnI5YlIQQH0zlSKZWhOYC0lFumoXNYUsG0etZn1jHdEEhJwLQUOGfQBQOH8j1ekP190c9CqVStaGiI4OjRjj5pPI0gzE8l2t6jp3YdKAc9LYTqsI7ODLvDIZ43QUlFjSBE4XpViXUuiEo5F+feKACWZSd8yrw/Y8fW4vCxTk9baWgCSdNuJzN9KSGdw0paA/I5DCuncSgUwsaNG/H5z38e3d3dOO+88/DRj3601Gb1CcuSYEjfGEvB6cb4LRuaY1qQlv23THei8h03lbR69jUtWAG2CwDOApmxXCLj2GbPuv7bX9j16c8+fbUJAE5KC5MszTsPQRBDRG8a4mjjSVmdk5TlXe82wpZ3fXb5Kcu/HRiojlmWBCzbP8nTdvRXroplc39sIQkuP5xnYEL6GUmV8CZ1dqY8/aDOTqoxxcB5Tv36iL3piK1dmc95j346ZVpJ2fOCmLHeIeXp59ovZhYK16jB1M/hAmkv4eipo+2VoqddWXZ3VYjdhUJ6Vb449wbwvz+cMzBLetrKlCnTvhR4fClJc+B3dVg4CJ988kn379mzZ+ORRx4poTUEQRAEQRAEQRAEQRAEUTkMj4n1BEEQBEEQBEEQBEEQBEH0i2ExgpAgCGKgJFNWv+KJJLpNxE909b4hQRAEQRAEQRAEQZQp5CAkCIIAYOii38lNyj/8LUEQBEEQBEEQBEEEQ1OMCYIgCIIgCIIgCIIgCGIEQw5CgiAIgiAIgiAIgiAIghjBkIOQIAiCIAiCIAiCIAiCIEYw5CAkCIIgCIIgCIIgCIIgiBEMOQgJgiAIgiAIgiAIgiAIYgRDWYyHEUJwmAAsqSA4gwZASgUIAVNKCM6g6wIpU8KyJDTOIaBgWRJVYR1dSQnLSu+rMZiW6ilLY+julgjpHJZU4JzBshQsKSEER5XB0Z2UMC0JwTlCBkciaUFKBY1z6AJIWgpgABSDlBI8baNlyRz7Nc7BBdAW6wQE92xXyHkDyFlmWdJ326ByCYIgAFtjLDCYUkLXOTiz9REAoACpbE0U6X+WtLXTshTajnZCMzQwbuuOlIBlKXBuZ842TVs3M3WSMUApBqlsneKcIZmSMHRuazqUvb4XHSWNI8qZcFhHR7fEgcPtEEKgJsTR2ZkqqS2WtPswpbRlJNKjsbZuCcFgSQmmGHQBmBJIpXVTCA5NMEhLwZS5Oqxr9tgHu6/bo8ESCqmUgiYYOAcsC74aSgwfnPawkHeJckM3BJIWcOBwB4QQMASQSlqlNqsgyknb+0JVWEdXht3VIY5EBdhNlBeD1Q93NMCSEm2xToSqdaRMCcaY/S7AACUBK/2uIDhgSSCk222glbT6rXfkIBwmCMER60xhw+ZWtMW60FhfjXVNUXSa7bh102/dZWuWz8SDv3oNL+w96G7TWF+Fd2MJtGTsm73dmuVR7H71XZz5/rH4/Svv4txp78XGLbvc7ZubovjNi2/joaf/kvN71pTxWLbodGx7fB8Wn3savvngHne/tU1R1Id1AMixf/Wyadj66KuIxRPudtkVPei8dZ3jtnt+5znO2IiBI/GkZ9ugcgmCIABbY451prB+cyvqI1VYedlZSKUUHnrq9Rw9u/nKGRhVayB2Iok779/t0bLRkRCSKZlXZx3dnHHGSZ5yVy+bhl///m185JyT8chv3uiTjpLGEeVIOKzjQFa/o7kpign1VUV/kSwnW0YimRqbqXkhQ+C5//kbzptxMjbc17PuxitmoL7O1lk/HV6b7gPentEHXL1sGsJVOr67/SWMjhhYesHp2LiFdHI44/d+UCn3WTcEDseTOZo0LmKUvZOwUvW0KqzjoI/d4+uryElIFMxg6U6QBvy9LY73NEZ8fSprls/EM3vewYenn4y6Wh3ggAbeL72jKcbDBBNwKyMAtMW6sH5zK9490uFZtnHLLiyYOdGzTWd3z0tr0HYbt7Ti/Bkn4+5te7AweqrrHHTWt2xuxcLoqb6/F8yciJbNrVgwc6JbkZ3tNmxuhRlg/93b9mDJ/Eme7Qo974NHO3OOk7Rytw0qlyAIArA1xnlxXTJ/Ek60284/Pz37jx/thmXBdQ46y+/etgdtRztxLJ7Iq7OObmaXe/e2Pbj0/Em4e9uePusoaRxRjnT49DtaNreio7v4L+7lZMtIJFNjgR7Ni3cksTB6quscdNbdeX+PzgbpYVtWH/DubXtwLJ7AkvmTsGDmRNc5mLkP6eTwopLbw6QFX00qc98ggMrV064Au7vK3G6ivBgs3QnSgNNPHRvoU9m4ZRcWRk9Fy+ZWSAuQFvqtdzSCcJhgSeVWEoe2WBeqDC1nWSQ90sT5bQ9dzd03ezul7GMIDt/tBff/HQnrbnl++1npKSL5bHC2y66wfTnvoPP0K5cgCALwakymHgXpGWf+WpatSZnlZP7Op6/91VHSOKLcCG6PZdHrajnZMhLJ148L0kNHZ4P00K8PWGVoqDJ6fmevJ50cXgTVq0q4z5WsSZVqe6XaTZQXg6U7+epjvrbPaTOVst8JLNU/Zx+NIBwmCM7QWF/tWdZYX41E0sxZFs8YKt1YXw3Bue++2dsxZh/DkvDdPnMEa+bveGfKLc9vPyduVz4bnO0Gct5B5+lXLkEQBODVmHhnComkmVfPpPLXx0TSLEiP8+lrf3WUNI4oN4Lb4+J3S8vJlpFIvn5ckB46Ohukh35am0iaiHem8mooMXyo5PawkjWpUm2vVLuJ8mKwdCdffczX9jltJmMMjLF+6x3V+mGCBmBtU9StLE4svpPG1niWrVk+Ezt37fdsEw5xNGftm73dmuVRPLX7baxeNg1PtL6JNctnerZvboriidY3fX/v3LUfzU1R7Ny1HzcsnebZb21TFFqA/auXTcP2J1/3bFfoeY8fE845jiFytw0qlyAIArA1Zl1aN7Y/+Trqag3ceMUMXz27+coZEAK48YoZOVrWOCaM0ZGqvDrr6GZ2uauXTcNDT72O1cum9VlHSeOIcqTGp9/R3BRFTaj43dJysmUkkqmxQI/mRWoMPNH6JtZe7V134xU9Ohukh41ZfUA7DmwVtj/5Onbu2o81y0knhzuV3B4aAr6aZIgSG1YAlaqn1QF2V5e53UR5MVi6E6QB+948EuhTWbN8Jp5ofRPNTVFwAXDR/6nCTDljEAmXI0faIaVCQ0MEhw7FS21OwfhlzRk9Oowjx7rczHC6zt3MbhpnuVmMpYJgAVmMkxIhLZ3FWDBYZnq9YBlZjO3te7IYAxpnPlmM7Wx0vWUxtiQApSo2i3Ff61BDQ2RAx3Pq7kimoSGCxTc93Of9dnzjkn7vV0k60VcKrcMDrbsO5XgtMzNs6jorPIuxo6eCebMYSwXOGAydp7MYK49OMsag0uX6ZzGGvb4XHR0Kjau0drEQBqPuFqK9w/HaDYSezMF2XaUsxl6Kqb2lrr/+WYwVmEJPFuO0bgrBvFmMGQAZnMVY8PT2vlmMczW0HKhUreiP3UPZ73XaQzDW67tEueFmMFV2P6ISsxiXg7b3BSeLsWN3b1mMi6W9xaZS9cePUpzL4Gcxtn0tobQPh3G7/cvNYmy3m4VmMc5XfyvhQwpRIJYlwZC+qZaCBYBzBlhWehlgWlbGNoDT1CQ6Uz3LYXec3N8SsMx0ByppVzRpZqw3gW7TLskpN9llgSM9RNUCUunyHETW8XPttyAtoDH9YOdrEv3OG4DvsqBtCYIggnAaWA2AStq6laNnEpD2fwB69Ce7c5Kps6bl1c1MnWRZ5WoAZFJ6yuldR0njiPKlM93vmJB+Rjo7S1dbOzP7QJZVUltGIpkai3RwdUcLU+lb4eimsgDnld1Ph810f9TV4DE9Guz0WSWCNZQYPjjtYUMB7xLlRippefQxVUHGl5O294VElt2JCrGbKC8Gqx/uaIAGoKG+px3LdCdn+mqcdi1pDrze0rhZgiAIgiAIgiAIgiAIghjBkIOQIAiCIAiCIAiCIAiCIEYw5CAkCIIgCIIgCIIgCIIgiBEMOQgJgiAIgiAIgiAIgiAIYgRDDkKCIAiCIAiCIAiCIAiCGMGQg5AgCIIgCIIgCIIgCIIgRjDkICQIgiAIgiAIgiAIgiCIEYxWagMIgiAqmWTKQkNDpM/7JbpNxE90DYFFBEEQBEEQBEEQBNE3hqWD8OGHH8amTZsAAB/+8Idxyy23lNgiL0JwmAAsqSA4c2+CCUBKBSE4BGdImhKcMTAOKNWzP2P2b2ebKkNASgUFBYDBshSkVNA0hqPHu2BxuzzOGVKmhK5xWFLBsuxtOGOwpATAYGgcXd0WBGfQdY6UKSGlAucMYABU5vEBywKkUt4yBfPYD6YA5ZRnAcqueJYlB+369bcsghgohi6w+KaH+7zfjm9cgvgQ2EMURqaOaJxD1zmSKenqrUzri6FzdKckLKlgaBxSKpiWvY4LBp7WQ0dDHX2UUoExhlg8AaWJHh2FLaWc9+iulAqGwWGaCpYlITiHEAyWVEBa10M6h2kpW2elgsjQVkMAqaTlnhMYoHEOM63JgjNoggFpnST9LC7OfWmLdQKCl/Sal1P7GQ7r6OiWOHC4HUII1IQ4OjtTJbXFkvbzV0pbKpHsehXSObpTCpaUCOkCllQwpQJnDEIADAxCMHQlLISrBJQCkqaEZSkYOodUCqapwDmgCQ4trYcpU0HXmK2Faa00DFu7Bbf7v5kazhmznztNuDqYTEqYUubU/4E8G7ohkLTg1h9Hkwmiv5STPvaVSrW93OwuVJPKqV0vxKbsdYZgSKb7txrn4MJZx2FZ0l0uoEred7L78jzd/4anrXO0H4DbHmiCp/v79vY9Ph27/y6V/W4QMjikBFIp6e4nBEMyZftSjpzoAjdsj5GCAoPdDkqpUB0S6fZTQgiOkMEBqZBMmP0+32HnIOzq6sL69evxy1/+EnV1dbj88svx/PPPY86cOaU2DYBdwWKdKWzY3Iq2WBca66uxrikKXee47Z7fuctWL5uGrY++ilg8gRuWTsOOZ97A4nNP8/x/8YdPwyt/OYI5Z78HiZRdCRLdFu7etse3nNXLpuHXv38bHznnZM82X/r0OQAD/u8Tf8LSCybjsef+inhnEksvmIyNW3a522XasfvVd3HutPdi45ZdqI9U4aoLzwg8rrPf0gsmQ9M4fvyLV3H5otNRH9b7/KD7Xb+1TdF+lUUQxMjET0fWLJ+JZ/a8gxlnnIRvPmhr2aXnvR/nTT8ZGza3oj5ShasXT8Gd9+/26FxVSMDQBdo7UvjZ03/G4nNPc/efNWV8oI5+8oIPIpmUuOuBF3H2B8bh43Pf59ku054dz7yBz15yFjo6TbRsac0pa9mi09EwKoTDx7vxwOP7sOyCyehOyRxbG+qr0dVlYj3pZ9EopzarnGwJh3UciCXQkmFLc1MUE+qriv5CVk62VCLZ9WrWlPFYtuh0tPSim1WGhuPxBMbVh11tC9q+PhJCd0riNy++7fY9M+/V39vimNBQiwd/9ZpHgzN1csn8Saip1nF7Rl/bqf8A+v1s6IbA4Xgyp/6MixjkJCT6RSVrUqXaXm52F9pel1O7XohNAALbC2fbG6+YgXC1hnhH0uNbWNcUxegy6TvdsHQa9h84jjPfP85j+63XfAiplPRse8vyc5BMSvcdwfGlZLZTd1w/B+2dJjZm9PEzfSnNTVFoGkMyZYEzjs5ECndv2+P7/tDcFEVdREeoSuu3k3DYxSC0LAtSSnR1dcE0TZimiVAoVGqzXEzArTQA0BbrwvrNrTh4tNOz7O5te7Bk/iS0xbrwzQf3YMHMiTn/371tD86fcTLaYp040Z7EifaeB8mvnLu37cGl50/K2ebff/h7xDuSWDBzIjZu2YVLz5/k/p25XebxF0ZPddcvmZ9bpp/9G7fsgsY5FsyciA2bW9GfKut3/fpbFkEQIxM/Hdm4ZRcWRk91G2wAWBg91d1uyfxJ7kurs8/d2/bgRHsSgnHc9cCLrj462+TT0RPtSdz1wIu2I/L8STnbZdqzYOZEmKZynYPZZbVsbkV3SmHD5lYsmDkRx9q7fW01TeU6B53lpJ9DSzm1WeVkS0e3dDvVji0tm1vR0V38F5pysqUSya5Xjib1ppttRzsxfkytR9uCtj94tBPH4glP39NZ37K5FaefOhYbt+zK0eBMnfyPH+1GW1Zf26n/A3k2khZ86w/5Bon+UsmaVKm2l5vdhWpSObXrhdiUr71wtr3z/t3QOM/xLawvo77TNx/cg+iUCTm2tx3tzNnW6e9n+3IytzFN5ToHnWWZvpSWza0QjONEexLH4gn32vi9P7RsboU0ge6UQn8ZdiMIa2trsXr1anzsYx9DdXU1Zs6cienTp/epjLFja92/+xNbLB9tsZ7OSc+yLlQZWs6ySNrT7vzt979SyrOvX9mZ5Qjuv02VoaHK6NnGKd+vrOxy8m2bvR9nGdszVtD1zdwm6PoVWlYpKKZdmXWXKH/Ktc5mU0w7i3GsIB3J1sdCdK7K0MCZV+ccCtHG7OP42RMJ6+4x/Mpqi3XBksq37Mxtg8roq35WSr0tJkHaW05tVjnZcuBwu68tllSYMIJtyaZY96XQvoOfPdn1KlP38ukmYE/BytSl3rYP0kpLSl8NdtY7y/362mCs52+fdb3dgwOHO/xtUgOrP5Wqs8W2eyB1t1wpZ03qjUq1vVR2D7TvMFTt+kD2zWeT+3eaIM0erP4qMPBnP+h8lFI5y6sMLXBZtg8nk3x9fOdvzuC2Yb29PyilYCn0u+4OOwfhvn37sH37dvz6179GJBLBzTffjO9///tYsWJFwWUcOdIOKRUaGiI4dGiQo4QJjsb6as/NbKyvRiLp9Yk31lcjnh7S7Pzt9z9jzLOvX9mZ5VjSf5tE0kTKVO42Tvl+ZWWXk2/b7P2k6ikbSvV6fXPuQcD1K6SsUtDXOjRQEXPq7kimkjqB5Vhnsym0Dg/WdS/KNQnQkWx9LETnEkkTUoU8Oudsk08bdY2564J02Vke70xhVG0oryYLznzLztxWKv/j9EU/h6RdLDGDUXcDtbec2qwyskUI4WuL4GxE25JJMbW3kL5DoD1Z9SpT9/Lppr0rh2lZBW9vSX8dFJz7arCz3lnu19d2gnz399kIrD+s//WnUnW2P3YXo99badezXDWpECrV9v7YXRZ9hyFo1wf8vOSxyfm7t37yYPRXB+Vc8pwPY7l97UTSDFyW7cPJ3CbofDN9KVLBbcN6e39gzM4xke/c89XfYTfF+Nlnn8Xs2bMxduxYGIaByy67DK2traU2y0UDsLYpaldywJ1TP35M2LNs9bJp2P7k6+4895279uf8v3rZNDy1+2001odRV2ugrtbA6mXTAstZvWwaHnrq9ZxtvvTpcxCpMbBz136sWT4TDz31uvt35naZx3+i9U13/fYnc8v0s3/N8pkwpcTOXfuxtrySqIAAACAASURBVCnaL++03/Xrb1kEQYxM/HRkzfKZeKL1TdywtEfLnmh9091u+5Ov48YrZuToXF2tAUtJfPHy6a4+Otvk09G6WgNfvHw6Guur8dBTr+dsl2nPzl37oWkMzcujvmU1N0UR0hnWNkWxc9d+jK4N+dqqaQzrSD+LSjm1WeVkS02IoznLluamKGpCxe+WlpMtlUh2vXI0qTfdbBwTxsGj7R5tC9p+/JgwRkeqPH1PZ31zUxT73jyCNctn5mhwpk7efOUMNGb1tZ36P5BnwxDwrT9OsHqC6CuVrEmVanu52V2oJpVTu16ITfnaC2fbG6+YAVPKHN/CujLqO92wdBpa9x7Isb1xTDhnW6e/n+3LydxG0xjWZPXxM30pzU1RWEqirtbA6EiVe2383h+am6LgGhDSWb/PmSmlhtVwo2effRZf//rX8cADD6C6uhq33norGhoa8PnPf77gMoZ0BCF6y2IMiKwswG7Gm5wswnZW4pCbxdjGshSkSmcTZnY5vWcxtvc2NI6upAXBCshiLBgsU0EpBS1vFmN7v/5kMfa7B+WYrSkIGkFYfBoaIv3OKlzs/cr5a6rDsBxBiL5nMZbSztYu09k4BbOzcDI3i7H93GVnMTZ8dJQp9GQ1A9JZjAXMdBZPwRmEZmfkdPQzpPdkJXazGHMAEkXNYlxpIzEKYahHYPXcF7tyUBZjm57MwbYtlMXYS8WMIERfsxgzMNh9yK5uC+FQRhZjJ1u8srPFc2Zrl38W47RG95LFGBxAus9cKVmMK1VnaQTh4FFO+thXKtX2vtpdrL5DsbMYD8bzMnhZjJ3lrF9ZjAfr2e/JYox0X76ALMbKtts3izEDIAGlFFhOFuO0LyUji7GmMWcAJpzdzbS/p9pwshgrCMEKzmKcr/4Ou4ED8+bNwyuvvILLLrsMuq5j6tSpWLlyZanN8mBZ8v+x9/5RchTnvfe3qrp7Zme1QrtiV2BfLBzMNTaO8SJ2COHFVpDgJLbBxsJXP0zQcox97BMbASZYEv7BPbEl4WCIiOObYx+fSMQGYQcUh9jJC5Iim5DgXSS9NsZAMI4U4iu0ErtCuzs70z+q3j+6q6d7pmd2Z7Xa6dE+n3N01NP166nq6u/zdG3PFBiCwfcUdAjBAAgAcAFPHwOA56dFCeYVBAC3GL9ZePAPEujSN4Ys55d2pH3HP6/rd1yvvGDpeWWbKu5HBkC6/v+sss5K+yvqC7o0bWqNH0EQxFSJ64gHR+uTh5ju2W5ZB6XtC6HWSBkRn6hGh+UBdHblcPToaJWORnVXAPCKUXv8uqN12q4X1h067qB9x4v3yU+K1+dV2Er6OXvo66ID1WaOeZr8Z6HggMH/jZyjR0dRKDTPGm2L1oNm2tKKVM4rO/LZC74SpXVL+X8nhgzO2RO+MOr8STprB8ccvpZFtc2Z8MKYuErDAXR3+fNLolxP0vw/mXvDsb0Kf9JAYYJIIE362Citanva7J6qJqXJr2vq2VSZ5sQ03QvjX1kZx85mByrQNovAFo1d9Szhnw/PyXi8X7mmw4I8VTG+C3hu2Y91dcUXOhXK6z1OMb4Go+s6GU67BUIA+OQnP5m6RUGCIAiCIAiCIAiCIAiCSCPp/kEAgiAIgiAIgiAIgiAIgiBOKbRASBAEQRAEQRAEQRAEQRBzGFogJAiCIAiCIAiCIAiCIIg5DC0QEgRBEARBEARBEARBEMQchhYICYIgCIIgCIIgCIIgCGIOQwuEBEEQBEEQBEEQBEEQBDGHMZptwFe+8pW66V/4whdmyRKCIAiCIAiCIAiCIAiCmHs0fYFwwYIFzTZhxhGCwwXgSQXBGQwAnifDNCUYAAbXU5BKIWNyeJ6C60lYpoAnFaRUMA3/BU8FwAvyGpxBQQGKIZfhKNgSXlBOKQXHVRCCQXAGx5U4MjwOK2vC8yQcV4FzwBAcpsFQLElIpcA5A2OAUoH9wWfXVX4fBIPBGeDJWD9cAFIqcM4BpgCFWF8JgiCaQVSDDc7BBWA7EpbJIT3AlRIZU0AqBcYYOGdwHAlPqVD/lARMk8N1ZajljAOOo2AaDFwEaZ6voVZFXs4ZbEdi+MQEhGXA8SSkBAzhp3HOIKUKtZ1zBtPw63ClAmcMGZPDcWXMN3ie7wcEfMHW/Yz2TXAGSzDYnqrph2r5KGLm0eM9NFIABG/qeOdyJsZLEp6UEJyjPcNRKDhNteXwsTEIIVJhSxrGxbQEbA84fGwcQghYAnBsrym2AFObv9mciYlg/CxTAErB8XwdA1MAfD0rOdKPGxmDEL4GuhENddwgnTMgiHWzGY5iEOsKwWEZHBMlF0JwGAYHpIKrFJgCLJOjaHsxrXUcDzBE0I4fAwOBlib0hTh9SNu91Ahp0sdGaVXbW81uPb+136o1v2c65ktqV3oKHmN+ZKoQxrUZk6Nkl31rNsMBBXgKsbgbDBBM+wRf6zMGg5Iq1lY2w+HJoKws5/McOenai+v56ysG5xBQ4ILBkYArFQTzbWAKyFiBz5ESuayBklP2P1mLo1D0kLUEbFf6nYX/3MAZgxfE3YZgMAwOwYCiLYN1EhaOS87y13C0n2PcX4fR/i9r+eOmx3PoeAEwBKRUsCwRPH/IwA8ylErSfzbhfj/brZObu01fIPzMZz5TM61QKMyiJTODEBwjBQebtg1gaGQCPZ1t2NifR2fOBACMOx4mxl0USx627jiAzo4sbvzAOxKPP/mRdwFAmFfXd9vqi/H3P/k1Vl19AXY88SKOj9phOZ1n3apePPijF7Cgw8Kqqy/A5og961b1YkFHBrt+dgg7f/Ib9HS24ZaVvXj8qVfw0eX/E6bBMVZwYvXdvmYJ5rebaDcFAFT1UZdfffUF6MyZFHARBNEUkjR43ape/Muzr+IPLjknprXP/uo1/OHvvxXjEw62bB+M6dm+F17Dey8+p0o7Q1296gJs3l5OW7+2D488+RJ+9vyRWJt/dPm5VRp+xw1LcMa8DApFN1b/+rV5PPLki2Edus4kjb/rpjxMg+Pubz8T8x06fUN/HjueKNcV9UO1fBTp9sxTLyaY7fHO5UwcHinG5tyG/jzO7szO+kMQ2ZKMaQkcG7WrbDmzw2rKwsZU5m82Z+JIMH6dHVl8/EMX4t7v7qurp5deuAgrr7oAW7ZHP7+9Socff+qVMNYt62IeP376N/jFr49h/do8TJPBdSR+euC/qzT7zj++BIWig7u//UxMx8+YZ2H3wH/hfRefQ9p3mpK2e6kR0qRJjdKqtrea3VOd3zMdg9Rqtz1n4Ds7n8M1V5yHBx45EOp65RrEhv48Fi7I4NjxYkzvb1t9MSyL457tz4bn7v7E78F2ZGj7de/7HfzR5W/FWCEes2/oz2P+PBMbvvF0VR+lVBh3PIwMl2Ix8lc+/fsojFavZUR91VX5t+CSd55VZf9E0UY2Y+KRJ1/CNVecF66flGyvKg5vbzPwnR/+MjYuOu2n+1/FknechcefemXK6e9+25l4/+VvjfV//do+/Pjp/8Qvfn0MG2/K4yf7XsV7Lz7npOZuan6DcNeuXbj22muxfPlyLFu2DH/wB3+Ayy+/vNlmNYwLhJMNAIZGJrBp2wDcIO3IcAEnxuxwAq248vyaxyfG7FheXd/9D+/Hsr7F2LxtAMv6FsfK6TxbdxzAiivPD/NVpg0NF7A8f2547oFHDmBZ32KMjtsYfqNYVd99D+3DkeFC2I/KPuryuq8EQRDNIEmftu44gOuWVmvt8vy58DwVOlqd/4FH/LQk7Qx1dXs8bcv2QSzrW1zVZpKG3/vdffA8VVX/lu0DsTp0nUka/9W/GcCR4UKV79Dp2j/oz1E/VMtHETNPmsZ7vCSr5tzmbQMYL83+4gjZkoztIdGWZq1nTGX+TkTGb8WV54eLgzp/kp4u61scLg6WP1frcDTW1ee3bB/AdUvPD48F4zg+VkrU7K/97bOhTupzW3ccwNGRCSzPn0vadxqTtnupEdKkSY3Sqra3mt1Tnd8zHYPUatd1FJb1LQ4XuQAkrkFs3jYAx66Ou+9/eD9OjNmxc0eGCzHbl+fPhetWl928bQDSQ2If3xgv4chwoSpGdl2VuJYR9SNLl5yTaP+irnlhfB5dP0mKw123elx02vL8uWH5qaZft/T8qv5v2T4Y+sRNfzMQ9uFk5m7T3yDUfO1rX8Ott96Khx9+GJ/4xCewa9cutLe3N9ushvGkCi+aZmhkAp70vw6WtYzwHAB05Myax9HylfXpvDpfrTy10rKWAcGT89cro/tRzyZPqvRMLIIg5hS1NFjwat3VGjhZ/uj5qWhutI6sZSTm5WxqdUym49H+TFZXPf0m3T411IsJZnu8PSlr2CLJFrKlhj2Tz9+ozbW0qFJPK/PV07Ba2qqPOUMY09bTycpzOj9p3+lJ2u6lRiDbZ59Ws3uq9s50DFKrXc6mruu16qjU6sr4uV7MrvTvpMXaUYArE+PwWjF41I8oVWvs5JTXYpLGpbKtRtJr+bno2JR92/TnbmreIGxra8P73/9+vOc970Emk8Hdd9+NvXv3NtushhGcoaezLXaup7MNgvu/C1i0XRRtN8wzWnBqHlfmjdan844WnFi5yjy10oq2i+ibxTp/vTaLthv2o55NgrMGR40gCGJmqKVPnkSV1noSkAqT5o+en0xzK+uopae12q2sYzIdj/Znsrrq6Tfp9qkhTeMtOK9hy+yHgmRL+m3x7Zl8/kZtrqVFlXpama+ehtXSVn0sFcKYtp5OVp7T+Un7Tk/Sdi81Atk++7Sa3VO1d6ZjkFrtSjV1Xa9VR6VWV8bP9WJ2xljVORH8tndSHD6V2J+xWmPHq/xTvVh/Mr/YSHotPxf1iWXfNv25m5pZn8lkYNs23vKWt+CFF14A57zqYrcCBoCN/fnw4unvwRtB2qKuHObPs7BuVS96Otvw6J6Xax7Pn2fF8ur6blt9MXYPHsKG/jx2Dx6KldN51q3qxaN7Xg7zVab1dOWwa+BgeO6Wlb3YPXgIHe0Wus7IVtV3+5olWNSVC/tR2UddXveVIAiiGSTp07pVvdi5t1prdw0chBAM69f2VenZroGDidoZ6uraeNr6tX3YPXioqs0kDb/jhiUQglXVv35tPlaHrjNJ4++6KY9FXbkq36HTtX/Qn6N+qJaPImaeNI13e4ZXzbkN/Xm0Z2Y/FCRbkrEEEm2xxKybAmBq87ctMn6P7nkZd9ywZFI93T14COvXVn6u1uForKvPr1+bx869L4fHnpJYMC+TqNl3/vEloU7qc+tW9aK7sw27Bg6S9p3GpO1eaoQ0aVKjtKrtrWb3VOf3TMcgtdo1TIbdg4dwy8remK4n5TWt6rj7ttUXY/48K3ZuUVcuZvuugYMwjOqyG/rz4AKJfTyjPYNFXbmqGNkwWOJaRtSP7N33aqL9R4bHwvg8un6SFIcbRvW46LRdAwfD8lNN37n35ar+r1/bF/rEjTflwz6czNxlqvKdzCbx13/913jmmWdwzz33YOXKlfjd3/1dDA8P43vf+96s2/L662OQUqG7uwNHj442XL6RXYyV8nef9DwFVypYBq+5i7EKdvrRO9qUdzH260jaxZgxFtQvwx3lDMFmcBdj+LvNnaJdjKd7DdJCo/Z3d3ecVHt67s5lurs7cM3nfthwuce//qFZL9cKc3uqc/hk565mJsakoV2MOQNnNXYxtjhcJ7qLsa+rpojsYhzsyJm4i7ErkTH9HdscvXvaFHYx9qS/u3K4i3HENzR7F+NW1+QkZmLu1tNePd7a0dIuxpW2+PMwHbY0f1zCHSKVv7PiZDuvpmH+1t/F2M9TtYuxwSCD2FdraHwXYwAKkV2M/XjU38XY82PTYBdjT/kxqL+LsYxp7fycheNjpXC3ZEP4OySneRfjVtXZ6dh9KuPeRu+lNJEmfWyUVrW9UbtPtfZOxqnaxXiy+3h6uxj7bU9tF2Nf6yffxbicr9Yuxt3dHRgeHo/sYowwhta7GOs4vnoXY4VcVgS7GPttVe9i7DPpLsYcgETCLsb+eNXcxZj55aLp5V2MVegHS7bnP5s0sItxvfmbmj+cfepTn8K1116LRYsW4Zvf/CYGBwfxwQ9+sNlmTQvPk2AIBtdT8CrS9Am9rusFPyJpAJC2X1YEx5pwDViGsRYmCl7Yjs5rAIALyKCO6E2uL7b0gJKNsB0Ezeh6dassUl+l3Og+CiCW2BpulyCI05m4BnuQntZJX6EMAF7wVQYFX/PC/BE9dCf8/FonVZBHScBzyvoLAK4XzyuDtK757Th6dBQcgY4H+hzVWV3GdSN1AHC8sr3aN/h9Kmtt2QeU88JTcDzU9UO10oiZR4+39sfNHO9CwYndG4VC86zRtpwdjEsabEnDuDi2FxsXp8k36FTmbzEyfjLQ1soXtWzXK+sd/FgUiGtoZVwKAKVIrAsXcFyvHJu6cWts16vSWvOMNkCX8crtMlDMerqTtnupEdKkj43Sqra3mt16fmu/VWt+z3TMV69dvZagdVzrvtbfUmRMK+NuLfta3/U3jqNt6fKsbr7ktZfQNwQxdBBiV/mq0kTZZntCxtoquR4EAKcow75qYs8Srh/Tu3pMom1JYCIYl7KR8eeBklvuJwB0d/lzUgDwinGbvMC/qWCJiQEouCd3lVOzQPj8888DAEZGRgAAl1xyCV577TUsXLiwmWYRBEEQBEEQBEEQBEEQxGlNahYIP/vZz4bHjuPg2LFjuPDCC/F3f/d3TbSKIAiCIAiCIAiCIAiCIE5vUrNAuGfPntjnn/3sZ3j88cebZA1BEARBEARBEARBEARBzA3SuTUPgEsvvTT82jFBEARBEARBEARBEARBEKeG1LxBGF0MVErhl7/8JYrFYhMtIgiCIAiCIAiCIAiCIIjTn9QsEEZ/g5AxhoULF+Luu+9unkEEQRAEQRAEQRAEQRAEMQdIzQJh5W8QEgRBEARBEARBEARBEARx6knFAuH4+Dh27NiB/fv3Q0qJ3t5erFmzBrt27cKiRYtw2WWXNdtEgiAIgiAIgiAIgiAIgjgtafoC4fHjx7Fy5Uqcd955uPzyywEAzzzzDFasWIH29nY8+OCDDde5Z88efOMb38DExAQuv/xyfOELX5hps2tiWgKKc7iuhCcVOGcQHPA8QCoF0yjvC+N6ClIqmAaDaXCUbAlPSgjBYRocUkp4EvA8CUNwcM5gOxKGwWAIDtuRUMpvAwA487+ebTsehODIWhxDwwV4jCFjCnhSwfUkBOcwTQblSHienLWxIQiCONUIwQHBAQ4IxlCyJcAUGBhcT4FzhHpatD0YnEFwBgXA81SowVmLw3F9zZQSyJgcUilI5bcjpQJnDKYZ13tAAco/zxkw/MYEYAi4noIQfluOK8E5Q8bkKDkyLCOVQsYScFxfm4XgMAyGUknCEAwmB+zAb3DOAaYA5TvyybRcCA4XgCcVBGdTKkPMDLmcifGSxOFjYxBCoD3DUSg4TbXFk34skAZb0jAuVtZAyVHhuGRMBrvoNsWWtKG1Y2ikAAge045KXWnPCIzbZV3xpIIpWBibtmUM2IG+xeJSwWGZHI7ja6NUvr76mqxgCBaeV9KPp41IvYJzZDMcRVuGMbNlMJQcmWg3MTeoN3fTTpr0sVFa1XbtB7TdafcDsxHXCcHhgcENYmMR0WHtLy3T1+KSI/01j2DtQgiOjMlRtD0wxsDgr30IziAEgxcE1KbBg7jXT+MiWNcAoODrvVIAY4BSZdt0HG4IBhbE1owBPGjL8fxraRgCGYvDdiWkBzDu16PLgwEGZ7F1kkwmWJfxyv3Wcby2y3ElLCPybKDKvokzBtuVMAUDAj/FOYdpMEgFOI4Mnysc1382MYW/RuQG48qCa+t6CkeGx2FYBrIGQ8lVcIJnk9A3BnPAlRJQDFmLozQx/Xuu6QuEf/mXf4mPfvSjuPnmm8NzH/vYx3DLLbfAMAzMmzevofpeffVVfPnLX8YPfvADLFy4EGvXrsVPfvITvO9975tp06swLYEJV2J8wsbmbQMYGpnApRcuwsqr3o4t2wfR2ZHFJz/yLnDGUSg62LrjAIZGJtDT2YaN/Xk8/MSL+NnzR9DT2YYv3/x7cFyJTUE9PZ1tWLeqFw/+6AUs6LCw6qoLsHl7Oe2Wlb14/KlXcO17z8ODP3oBI6NFbOjPY8cTL+L4qI0bP/COWHvr1/ZhXs5ERvCWcZYEQRD1EIJj3PHg2S4ylsDYuINHnnwJH37f23D/w/tjWnrGPAt/v/cV/OLXx/DFmy+F4yhsiWjqxv48FIDN2wbQ2ZHFjR94B/7hp6/gmivOwwOPxLX0kSdfCrVba/HKq96OMzosHD9h454HB6t0XGv0T/e/iiXvOAsPPHIA737bmXj/5W/Flu2Dkfrz+PHTv8Fowcaqqy8IfUu0rdVXX4DOnFlTy4XgGCk4MX+ysT9ftwwxM+RyJg6PFGPXbUN/Hmd3Zmf9gYlsScbKGjj6RqnKlu4zMql+OJwN6mkHgFja1z5zOU6YBnY88WKVTq5b1Ytf/eZ1LHnHojAeroxLN/Tn8avfHMMFb+0CB0Oh5MbSP7/2Eti2jGn5HTcswXd++LwfF1foo46BtTaT5s0tWtnvpUkfG6VVbW81PzAb81sIjuMFB1+NtHH7miUwDIavPfhseO7uT/webEfiJ/tfxRW958Riaa3rv/PmBVVxeMYSePr/+21VmXWrepHNCACAZfqx/N//5Ne45orz8PhT1XH4ulW9WDAvg10Dh3D5e94M0+AYK1Svs3hK4vtP/kdV+dtWXwzL4rhn+7Ph2k2lP1m/tg9PHfhvXPLOs0Lb/unpg1ieX4yde19OtEnH+pXHuayJH/3rb/BHv//WqueDXNaEEAxKKZRsD/d+d18svbuzDcNvlHDfQ/tiY/zT/a/isne/Cabg2PHkS1h19QXoWZCd9iIhnzzLqWVgYAA33XRT7Nzx48fxyiuvxHY2nipPPvkk3v/+9+Oss86CaZq4//77cdFFF82UuXWxPcB1VTihAGBZ3+LwYW/FlefjxJiN46PFcNICwNDIBDZtG8CyvsXh56GRQnjT63NbdxzAiivPx7K+xeHioE574JEDWNa3OMwzNDKBzUGdK648v6q9LdsH4boK6ZM8giCI6eECODJcgGAcrqOwZfsglvUtDoMSoKylR0cmcN1SXysF42FwovNs2jaA46PFULu37vA1VgcAOp9uQ3/WWrxl+yCkh9D5R9uOavTy/LlhndctPT/0F+X6B3Dd0kD3tyXr/qZtA3W13AWq/MlkZYiZYbwkq67b5m0DGC/N/gMq2ZJMyVGJtpQcNUnJ05962lGZtvCMXBh3Vurk1h0HsHTJObF4uDIu3bxtAPkLz/bj5LFSVfqJMbtKy+/97r5yXJxwDaPaTJo3t2hlv5cmfWyUVrW91fzAbMxvFwgXB3Ub9z20D6PjduzckWF/zWJ5/tyqWFrrelIcPjpuJ5bZuuMATozZODFmQzCO+x/eH/qVWv5laKSA5flzMTpuY/iN5HWWE2N2Yvn7H96PE2PlPiX5ky3bB7E8f27MtuuWno/7HtpX0yYd61ceHx8t4rql5yc+HxwfLcLgHMNvFMPFwWi666pwcTA6xsvz5+Le7+7D8bFSaH/Rnv491/Q3CBljEELEzrW3t+OBBx7Abbfd1nB9hw4dgmma+NSnPoXDhw9j6dKluPXWWxuqY+HC8luL3d0dUy53+Ng4OEN40QCgI2eGnzuCv7gC8Tz6czQ9axl189RKq8xTLz9nABhrqI/NIO32TcZs2h+du0T6aZW5PZt2nkxbQyMFZC0Dwa8uxHQxnm8CWctA8DZ/lW5H8wCIaetk2h3Np5SaVMcFL7cdPY7mFxx12x4amair5UMjhcSy09X/Vpm3s0kt7T18bCxx7D2pcPYsjyPZkn5bKpmte63W/K2nHeFxgCdlXZ2M6mG9PFp3K9OnGxdX2t0q+tUqdlYy23ZPZ+6mfWzTrEmT0aq2N8vu6T63ner53d3dUbMNrdEarc21YthasbCOw+u1oePzyeJwXVct/6HzZK367QG1/ZO2VefVnyd7Nqg8nqzfnNX2d7WeV6K26T6ezNxt+gIhAIyNjcW+SmyaJrq7u6dVl+d5ePbZZ/G3f/u3yOVy+PSnP42dO3fiIx/5yJTreP31MUip0N3dgaNHR6dcTggB1wN6OtvCizdacMLPowUHpuEHVdE8+vNo5NXrou3WzVMrrTJPvfz+9+VVQ32cbRq9BmmjUftPVtT13J3LpD3wi9IKc3uqc3imxv2kxkRwFG0XUmUAxHWxUv+KtgtP+vmkStbIou3/LTaqrZNpdzQfY2xSHfdkue3ocTS/J1G37Z7OtvpaLnhi2enof6trchIzMXdraa8QInHsBWezPo5kS/ptiTKb2lszdqijHfq4/AcOXlcno3pYL4/W3cr06cbFlXa3gn61qs5Ox+5TFvfOoN+bbdKqSVOhVW2fjt2nVHsn4xTO7/A+rtGG1miN1uZaMWytWFjH4fXakCpTtcZRr65a/kPncVw1aZ9qtaH7p/Nq2yd7Nqg8nqzfUmVq+rtazytR23QfJ7vn6s3fpn/F+IMf/CC++MUvwrbt8FypVMKXv/xlXHvttQ3Xd+aZZ+Kyyy5DV1cXstksli9fjl/84hczaXJNLAEYBsOG/rx/kwLYPXgI69f2oaezDY/ueRnz51lY0JHFulW9YR793fjdg4fCzz2dOWyM1KO/e/7onpexe/AQNqyNp92yshe7Bw+FefR30ncPHsKje16uam/92j5/s5NZGRmCIIhTjwFgUVcOnpIwTIb1a/uwe/AQblt9cZWWdne2YedeXys9JbG+QlM39uexoCMbave6Vb7G3rKyWkuj2q21eP3aPnABfP7GvkQd1xq9a+BgWOfOvS+H/qJcfx479wa635+s+xv783W13ACq/MlkZYiZoT3Dq67bhv482jOzH36RLclkTJZoBoWaPwAAIABJREFUS8Zks25L2qinHZVpr79RCOPOSp1ct6oXe/e9GouHK+PSDf15DDx/2I+T52Wq0ufPs6q0/I4blpTj4oRrGNVm0ry5RSv7vTTpY6O0qu2t5gdmY34bAO6qaOP2NUvQ0W7Fzi3q8tcsdg0crIqlta4nxeEd7VZimXWrejF/noX58yx4SuK21ReHfqWWf+npzGHXwEF0tFvoOiN5nWX+PCux/G2rL8b8eeU+JfmT9Wv7sGvgYMy2nXtfxu1rltS0Scf6lccLOrLYufflxOeDBR1ZuFKi64ws7rhhSVW6YTDcvmZJ1RjvGjiIO25YggXzMqH9WWv69xxTSjX1dSPP83DHHXfg2Wefxbve9S4AwHPPPYdLL70U9957Lxhr7Mb8+c9/js9//vP4/ve/j/b2dvzJn/wJli1bho9+9KNTrmO6bxACtXYx9ndiS9zFWPk7vJV3MfZ3yPF3MfZ3b/O88g5utuvvZlm1izHzV3v9Hd0khPB3sCmW/DozJg93whGctcwuxq36V1QNvUE4+3R3d+Caz/2w4XKPf/1Ds16uFeZ2S71BiOguxgyCIdjFGP7uaZEdzzhnKNmev5saZ1AM8FwVanB5F2NfpzPGVHcxBqAQ7mKsd+Gsv4sxwt3PyrsY+/mTdzFGoPuzv4txq2tyEqf6LYDyzsF6p9fm7xycpl2M0zAuadzFOBVvEKKsHXoLySntYhxs6B7fxViiLSOCXYwr4lLBTmIXYwnBWWQXYz9N72KcZHfaaVWdTdUbhKg/d9NOmvSxUVrV9rIf8O2ezA809Q1CnLpdjKP3cXkX43IMG+5irBQE87WbMQS7GLNw7UIIFuxi7O8urONwwWrsYhykTbqLceBfprKLsQz8h7+LsYL0VPUuxhwwGIutk5R3MQ76LRhc92R2MfZ9W7iLsSvD5wrHC54ngn67wfWM7mLMud/P8i7G5b5NdxfjevO36X9IEULg/vvvx3PPPYd9+/YBAD796U/j3e9+97Tqu+iii3DzzTdjzZo1cBwHl19+OVasWDGTJtfFsT0AHgBAAIAEJPy5LADIyA9G8uCfkoDteGAILogLuK5fR/Sc1McScB2v/Ppn+fkSKpK/5HroCW5yL2jXgG9eUD1BEMRphedJIAiQPPgaqtEOT3q+bGqN1nIY1dtSIJJap7WG6vr0L+e6XlzvUXFeB1pRHdd5bdeL2ScAuEUZs8Nzy8cOyr4EEQ2fipx7XqReT02pDDEzFAoOGICzg7lQKDRv9LUt/jzwUmFLGsbFLrqxcbHpBgnR2qG1zEtI07pSKMgqzVWyHJs6EX2LxaUu4ASaq2VUx85R7QTKGhitFx5QKsTjaNtFTbuJuUG9uZt20qSPjdKqtms/oO1Oux+YjbhOLzgm6bCOqR2vvGZRqdu268W+rhqNw7WvcF0vVp8KOhLtD6v4HyjH4UHzYZq2kQNYFFzLUmRdBV4klg4+67a0P7Er/Il0gzWbSF6B5GcDFTxXCABSxuvVtlb5wIp+RJd5DQDdXcG9ZJf7xrVt5W6EdpQmTm42NH2BUO9UzDlHX19f1fkLL7yw4Tqvv/56XH/99TNjIEEQBEEQBEEQBEEQBEGcxjR9gfCzn/1szTTGGHbv3j2L1hAEQRAEQRAEQRAEQRDE3KLpC4R79uxptgkEQRAEQRAEQRAEQRAEMWdp+gLhV77ylbrpX/jCF2bJEoIgCIIgCIIgCIIgCIKYezR9gXDBggXNNoEgCIIgCIIgCIIgCIIg5ixNXyD8zGc+UzOtUCjMoiUEQRAEQRAEQRAEQRAEMfdo+gKhZteuXXjggQdQKBSglIKUEsePH8eBAweabRpBEARBEARBEARBEARBnLakZoHwa1/7Gm699VY8/PDD+MQnPoFdu3ahvb292WYRBEEQBEEQBEEQBEEQxGkNb7YBmra2Nrz//e/He97zHmQyGdx9993Yu3dvs82aFCE4YAgoQ0AJAY9zmG0mYPjHKkiDIWC1meCWAWUIuIyDWwZgCHDLALcMSMHhMl2fX9ZsM8v/CwGXMShDQGT8esysCZdxSCHALL8u0xLNHhaCIIhZQwgObvk66zJfO42sGWqtEiLQXj8tmwvStEabAizQY63bMH1NV4av1cIyAg3moW573E9jZmU7ItBkA6+/MQEr8Alav3XdWvt1vcoQ4JaAEBxW1ihrvhCwsvX/nicEhxI8yM9930SkglzO99+Hj41BCYFczmy6LXpepcGWNIxLW8W4tDXRFn0vD40UUnEvV16nbPBZWOW4NxrbioxREQNzMFNAWAZcxuNaG+igLuPHsxwiW46jmRnExMLXx1BPg/I6xtZaqjU0Cunj3CRt91IjpEkfG6VVbc+0xe3OtKXH7iQNm6qu6XxaR72K/DpdZIyq6xat37QElODI5soxrRT+moSOwaO6Hsa7wXmp9T6IfXVMbGTNmL/Q5aCvQRCnK+H/H/UV3DKQyZlhHA5Tx9Z+u7ovVpsJM/JcoNdgdD1mtlwHq+iLfg5I6p/2UdH+ZHJmLD3qH8M1nsh4eoxFfKAfg5jBmlHSmo4QPFxTiq4dmVlzxjQuNW8QZjIZ2LaNt7zlLXjhhRdw6aWXgjHWbLPqIgTH8QkHD/2/L+KaK87DA48cwLvfdiY+8P/8DjZvG8DQyAR6Ottwy8pePP7UK1h99QVQADZvG0BnRxY3fuAdePZXr2FZ/i14Y8zG1h0HwjKf+9gSPPYvL2PV1Rfg/w6N4k09HbE616/tw1MH/htX9J6DHz/9G/zi18ewblUvshmBrGVgftaAY3vNHiKCIIhTihAc446HsRMO7v3uvohG5vHIky/iZ88fQU9nG9at6kXGEnjp4DDe+TtnxvT0zhsvgesq3PfQvird/vD73oZ57SZOVGj07WuWYNfAISzPL46V0+38YNd/4Nr3nhdq8oM/+lVoyy0re7HvhWTtv33NEpx1ZhuOvlGK2bihP4/uMzKwi27iGIwUHGyK5N/Yn0dnzoTnySZcFUKTy5k4PFKsupZnd2ZRKDhkSwpsacuZeC3BlrM6s5iYZVvSdi/Xuk6O48IwBB558iUcH7Vx4wfega07DoSxbVTTtJZe+97z8C/Pvoo/uOScWPrn114CwXjY50svXISVV70dW7YPhnn+9IZL8Hd7/gM3fuCdcBwZGx9d/6qrL8BP97+KS955Fjo7Mmg3BTxPQkqVqjElZoe03UuNkCZ9bJRWtT3TZmLoeLXdPQuyKE001+6kuXxXfx6myXH3t5+pO7912YefKK9VRPMv7LDw+qiNn+x/FVf0/o+Y7m7oz+On+1/Fzp/8JvzMmcJogcVsuX3NEnS0m/jfgS1awx958qWqNvVaBQB867FfYmS0iPVr8+Fahtbza644D4cOv4ELf+fM0HYdk9//8P6abWs7AVRdy/Y2A1/4P/+Gzo4sbrrmwjB29+29AFu2DyT6sNtWXwzL4rhn+7M1fdS6Vb148EcvYGS0WNVWUn0Dzx/Gey8+J7YmFM2zoT+PtqyA5ynMj7wgIASHy4GxcRvHR0uxMhv788i1GcgIftIal5o/pVx55ZX45Cc/ife+973Ytm0bPvvZz6Kzs7PZZtXFBfDVvxnAsr7F4eS/bun54YQEgKGRCTzwyAEs61uMTdsGcHy0iKGRCay48nxs3XEAy/Pn4ujIRHiBdZmvf28flvUtxuZtA7jg3IVVdW7ZPojl+XOxZfsArlt6PoaCOk6M2RgaLoDWBgmCmAu4AI4MF8LFQUBrpK/N+vPWHQcwOm4jf+HZVXo6Om6HgYI+p3X7/of3QzBepdH3PbQP1y09v6qcbmdZ3+KYJkdteeCR2tp/30P74LmosnHztgGUHFVzDDZV5N+0bQDVS4nEbDNekonXcrw0+w+oZEsyhRq2FJpgS9ru5VrXaeEZOWzZPohlfYvDeDYa2yZp6dYdB3Dd0ur0E2N2rM/L+haHD146z59/91ks61uMoeFC1fjo+jdvG8Dy/LnYuuMAjgwXwjF7Y7yUqjElZoe03UuNkCZ9bJRWtb1oJ9tdtJtvd9Jc/uq2ARwZLkw6v3XZ6FpFNL/t+en+msJgVf+X58+NfZ7Xlqmy5b6H9mEoYovW8KQ2dVx8YszGiivPD+N1vZah9fyBRw4gf+HZMdt1TF6v7aGRCRwfLSZeS9dVoZ+Kxu6+vQM1fdj9D+/3Y/k6PmrrjgNhfyrbSqpvef7c0MakPJu3DUAwXrWm4wKQHjA0XKgqsylodyY0LjVvEF5//fW49tprsWjRInzzm9/E4OAgPvjBDzbbrLp40r/4HTkzvECCIzzWRPNkLX/I9WfBgaxl1C3jSZmYrtvSb5NG6/ekTM/FJQiCOEV4UtXV0OjnrGVAKVWVdzIN5ixZ12vpfdYykLXimpy1qsvWareW5tfSde2LqvMr8gNNptFrSbbMdVvSdS/XG5uoxuo80Xg4mj8a806mv/XqiLZVr/6sZYRj5ri1+kD6eDqTtnupEdKkSY3Sqran2e5ac1nHl9FzlfM7aa0inl/WjWej31itF59GbdFt1WqzMi6uXMvQ5XS8PtX6NLVia87i9lXam5RWr3+VeaI+qlZb0f5O1qZSKvBl5UVqT6pJ+zgTGpeaNwhvuOEGvOlNbwIAvPOd78TatWuxcOHCJltVH8EZejrbMFpw0NPZBgDwJMJjTTRP0fbXdfVnTwJF261bRnCemK7b0m+R6vqLtgvBU3NpCYIgThmCs7oaGv1ctF0wxqryTqbBUiXrei29L9puTPP158qytdqtpfm1dF37our86f6ZjrlAo9eSbJnrtqTrXq43NlojozFw9DiaPxrzTqa/9eqYTKt1/X4c7I+ZadTqA+nj6Uza7qVGSJMmNUqr2p5mu2vNZb2mED1XOb+T1iri+XndeDb6TdV68WnUFt1WrTYr4+LKtQxdTsfrU6kvSi0/EaytVdUzFR+W1L/KPNH+1Gor2t/J2mSMVa3pCM7C87X6OBMa1/xZH/DmN78Z+/fvh5TNf5V3qhgA7ropj92Dh3DLyl70dLZh596X/d8sCC6a/n2U3YOHsLE/jwUdWfR0tuHRPS9j3ape7Bo4iO7gu+vRMp/72BLsHjyEDf15vHjw9ao616/tw66Bg1i/No+de18Ov/8+f56Fnq4caJ8SgiDmAgaARV053HHDkgqN9LVZf163qhcd7RYGnj9cpacd7RZuX7MkUbdvW30xPCWrNPr2NUuwc+/LVeV0O7sHD8U0OWrLLStra//ta5ZAGKiycUN/Hhkz2ekbADZW5N/Yn2/6X70JoD3DE69le2b2wy+yJZlcDVtyTbAlbfdyrev0+hsFrF/bh92Dh8J4NhrbJmnpulW92Lm3On3+PCvW592Dh7B+bV8sz5/ecAl2Dx5CT1euanx0/Rv689g1cBDrVvViUVcuHLMz2jOpGlNidkjbvdQIadLHRmlV27NWst1Zq/l2J83lu/rzWNSVm3R+67LRtYpofkv46f6aQl9V/3cNHIx9HpsoVdly+5ol6InYojU8qU0dF8+fZ+HRPS+H8bpey9B6fsvKXgw8fzhmu47J67Xd09mGBR3ZxGtpGCz0U9HY3bc3X9OH3bb6Yj+Wr+Oj1q3qDftT2VZSfbsGDoY2JuXZ0J+Hp2TVmo4BgAugpytXVWZj0O5MaBxTSiX/qNEss3TpUrz22mswDAOWZUEpBcYY9u/fP+u2vP76GKRU6O7uwNGjo3XzimD3GQUACpBKIZsRcBwJTypwzgAGMAVYJofrKXhSwfMULJNDSgUuGKAA11OQSsHgQX3wy9iO9P+3/TqFYDAEg+spWAbHhO2BMwYhGBgAARVuUDKVPqSZuWZ/d3fHSbWn5+5cpru7A9d87ocNl3v86x+a9XKtMLenOodPdu5qpjMm/g5sDFL6OioEg2lwOG6gmYE+6lfz2yyOCa2nnIExgDEGJVWo24wBSgJgwV/s4NftBRrNOYPjSpgGh1IKjuvXJQSDpxSURKjJhmCwHQk30p5OBwAvqFdwBsEB5ikIk6PkKHhSQnCOjMkSNyiJjoELhH0ygFPyQ+ytrslJzMTcrae9uZyJ8VJ5vrVneNN+rL1siz+v0mFL88elLWeiEBmXXIbP+gYlGn0v+0KhJr2XZ3v+tmU4JkoyjEOlUjAN7se2UiFjcl/TdAwMgDOAM4aS1kyttTp2Zb4OusE50+TwAv02BPPfxlAI419bx9iMAdyPsTln8DwFIXwN1WPW3d2B4eHxWdHHmaJVdXY6dp/KuLfReylNpEkfG6VVbc+0mShGYsOsxetuUHKqtTdKUowHYEq6Vr4PACjmrz1whPl1umFwuK6KXbfxkhd+tgSD7Sm0ZQSKtoTr+RpvGgxKATKq64avx8GtByn9dR0jiIsVANuRYbxu2x5YsGYC5d+ykEDG4ig5EtAxeaD32lcYwm/fdiQcz/cXPNjkVq+3CM6QsTiUAuzAr1iGvwaj+5AxOVzPr6PSR+nnAKn8+njkmUIGPooxFvYna3E4np9XyrJ/lME4KihAIRxPKQHL8v2mG9irP+s1nai2CsEhLAE3yK9tMA0O6XhT1rh68zc1f0j53ve+12wTpoW+CPq9DgHAmZDhMSLXyHa9MK8BQAY/fCqDZz4e/IMs1+e4HljkfwMAXMBzEZ7XF1F5/g3XGq6PIAhiZvA8CQQ/4qs10o1qJvwf9dW6WoymBYKpw7Oobuv8WlOjZWSQV+u4AQBeuR0GX5PPjDh1o6Ju6SXXq/sUnve8STeeiudXoH2q0kOh4IABODuYC4VC866OtkXPqzTYkoZxmagYl4km2qLvZf1A0Ox7ufI6FQu+fnqB1mkd1OPnlapjYAVfog0Ayo6ko6yDQFmvPc8L86hITCw9wA6Ow5cqgvLB33Ni9YVZSB/nJGm7lxohTfrYKK1qe2kibndpIj1219KwqeiaLqsRAOCF0hmm6/+j1y1avxNofrEQj3s9r6JuxGNuhjp6H8Trev2jkug1YEF7YdmgvpIdOSfjMbvuiz2RvAaj++AEnUjyUVHTKvunfZSK9KcUWe+J+kftE8M1nkgd2m+G9gT2Jq3peJ6EF6w1hWtHrr8mNFM0/73ZgDe/+c147rnn8P3vfx9dXV04cOAA3vzmNzfbLIIgCIIgCIIgCIIgCII4rUnNAuG3vvUtPPzww/jnf/5nFItFfOMb38Bf/dVfNdssgiAIgiAIgiAIgiAIgjitSc0C4Y9+9CN8+9vfRltbGzo7O/H9738f//iP/9hsswiCIAiCIAiCIAiCIAjitCY1v0GoNyfRzJ8/H4aRGvMIgiBmFNvxpvUDx8WSi9ETE6fAIoIgCIIgCIIgCGKukpoVuLPPPht79+71d4GxbXznO9+h3yAkCOK0xTLFtHc/br29DQmCIAiCIAiCIIg0k5oFwi9+8Yu488478dJLL+E973kPLrroInz9619vtlkEQRAEQRAEQRAEQRAEcVqTmgXCXC6H7du3Y2JiAp7nYd68ec02iSAIgiAIgiAIgiAIgiBOe1KzScmyZctw55134vnnn6fFQYIgCIIgCIIgCIIgCIKYJVKzQLh792709vbinnvuwR/+4R/iO9/5DoaHh0+qznvuuQfr16+fIQt9hOCAEHAZA7MEmCngMg5mCcAQcDkHDAFhGVCGf+xxDmUI8EgeKQSYJcAtA5mcGZ7X9XicQwkBZXBIwcEt4bfdoK0jo0W4jEEJ3nB5giCINCMEhxIcyuCw2kwYWRPK8DVZGQJGNjgnytrMLcNPF75O+59ZoNEGlBDI5nQ9/nkrZwZ67Jcp67UR+gBfpw1YWSO0y2UMI6PFmPaKQM9lkA7RuLYTrUUumD+Hj41BCYFczmy6LX5ckA5b0jAu0Xu22fGSaYlgXMahhIBpiabZAkz9Omm7Pe5rYTyWFaH+KoOH+WAIwAy0NetrM0wBZhkxzYYpYvM2OiZpunZEukjbvdQIadLHRmll21sdPeeTtHIyrKwRu25WNvmLpjqfbkNYItTeSj3OhfGzH5drn2BmTYisUY7ZRdQ/lOsygrai5f18fvswBNpyfqzPLQNS+Pl0vUPDBRhZE5mKuN7ImqGPyebMSJ08jPX92N4/ttpMiGwkfjIERMZ/BjCzZlVM36hfmmr+6HOPEgLeKfJ7qfmKcUdHB1avXo3Vq1fjxRdfxJe+9CX8xV/8BZ577rlp1ffv//7v2LlzJ5YuXTpjNgrBcbzg4KvbBtDZkcXHP3Qh7v3uPnR2ZHHjB96BrTsOYGhkAj2dbbh9zRJkTI7N2wcxNDKBSy9chFVXX4DN2wbCPOtW9SKbEchaBg7+9g38w1P/WVXPLSt78fhTr+Da956Hzo4M2k0Bz5NTsnWk4GDTtqfDujb259GZM6dUniAIIs1ojXv4iRfx8Q+/C4WSi/EJN6axf/apyzA+4WHL9rjuPvijFzAyWgw1+FuP/RIjo0WsX9uH0fES5s/LxurZ0J/H/x0axaIz2+G6Cvc95Ov+TddciPse2heru7MjAzDg7m89U6W9ADDueBgZLsV0/q7+PBaQNp+W5HImDo8Uq+bT2Z1ZFAoO2ZICW8rx0kDT4yXTEjg2aleNy5kdFhzbm1VbgKlfp6jdSdqoY9n/ddX/hG1L3P/w/jDtttUX4+9/8musvOrt+PHT/4lf/PoY7rhhCb7zw+cxMlrEnX98CcCArz34bNWYSE+l5toR6SJt91IjpEkfG6WVbW91TmbOW1kDR98oVZXtPiMDu+jWzbd+bR+eOvDfWHrxOTBNjru/7ce/f/qxi/Gmng7seOJFXHPFeXjgkXLc+6WbL4Xrqph2r1vVi4wl8INd/4E1V1+AefNMvHG8iEeefCksn7TmsrE/jwUdFn57dBz/8NNXqtra2J+HaXL8728/E7NZ+5uN/XkooGqNJvqscNbCHN4Yc2LPE+vX5vHUgVfx3ovPwY4nXsTPnj/ix/Q35WEa5XGYzC9NNQaJPvck9XEm/V6q/sz2/PPP48/+7M/w8Y9/HF1dXdi6deu06jl+/Djuv/9+fOpTn5pR+1wAXw0u3oorz8e9390XHuuJCgBDIxO476F9OD5WCs8t61scTjydZ+uOAzgxZmNouIALzl2YWM8DjxzAsr7F2LrjAI4MF+AmWpZs66aK9jZtG5hyeYIgiDSjNW5Z32IwxeC6qkpjPQ+hM9fntu44gBVXnh/TYP15y/ZB/I+e+VX1bN42gAvOXYjRcTt86F1x5fnhcbTuI8MFHHm9kKi9LoAjw4Uqnf8qafNpy3hJJs6n8dLsL16QLcmkKV6yPSSOS7PWM6Z6naJ2J2mjjmVPjNnh4qBOu//h/VjWtxhbtg/iuqW+Ft/73X2hLn/tb5/F6LidOCZpunZEukjbvdQIadLHRmll21udk5nzJac6ht68bQAlR02ab8v2QSzPn4uvbhvAkeFy/HvBuQuxOYjT9WKWLnM00OrKGHp03MayvsX46rYBSA/Ysn0wVj5prWTTtgF4HrB1x4HEtjZtG8DQcKHKZu1vNm0bwPHRYt1nBSmrnye2bB/A8vy5YR/1+a/+TXwcJvNLU/Vj0eeepD7OpN9LzRuE11xzDSYmJrBixQo89thjWLRo0bTr+tKXvoTbbrsNhw8fnlb5hQvLv4HY3d0RHg+NlC92R85MPC7nnUDWKg/vZHk8KWvm0eezlgEwFrOpFlFbo3VNtXyaaDV7K5lN+6Nzlzh9me17Yjbbm2pbWuM6ciaUUuAMVZqXdE6X0cdZy0DWKqd5UiaW8aRE1jIa0v3oeTAGALE6KtNbRetaxc7ZpJb2Hj42VmM+KZw9y+NItiSTpnjp8LHx5HFRp3ZcTnb+Ru2uF8vq46S0oZEJ6G9JJel0lQ1KQXA2pWvXiprVijYDs2937bnbnHtpJkiTPjZKK9seZbbm8Uw+t53MnJ+61ifnE7xaq3U8neQTasXCOiYfGpmAUqqqfC3/Uq+tWj4k6m+S0qM+SNtSq986b736asUUU45BGKvbx5mMWVKxQHjkyBF4nof29nY88cQTOHr0KD75yU/irLPOariuH/zgBzj77LNx2WWX4bHHHpuWPa+/PgYpFbq7O3D06Gg5QXD0dLZhaGQCowUn8VjT09mGol1ey50sj+C8Zh59vmi7gFJxm2oRsTVa15TLp4Sqa9BiNGr/yd7Yeu7OZVo1qG6E2bwnpjqHZ2rcp9y3QONGCw7OXNAGqVSV5kmFmpqqj4u2C8dV4WfBk7VTcI6i7Tak+9HzUH4b0Toq01tB61pdk5OYiblbS3uFEDXmE5v1cSRbahmTnnip5riw2uOShvkbzVcvljUNVjfO1d+OStLpKHpMkKD7ldeuFTWrFW0Gpmf3qYp7p3MvpYVU6WODtLLtmtmMe2fyue1k5vx0tD6az5PVWq3j6SSfUCsW1jF5T2cbGGNV5Wv5l3pt1fIhUX+TlB71QdqWWv0ejXx9vlZ9NWOKKcQg3d0dob+r1cdGY5Z687fpXzE+fPgwPvrRj+Lyyy/HrbfeGn4t+Prrr8dvf/vbhuv78Y9/jKeffhof+tCH8MADD2DPnj3YtGnTjNhqALirP4+ezjY8uudl3HHDkvB43ape/+IA4W8QLpiXCc/tHjyEDUFZnWfdql7Mn2ehpyuHFw++nljPLSt7sXvwENat6sWirtyUV3QNABsr2tvYn0/HijBBEMRJojVu9+AhKKZgGKxKY4UA1q+t1t1H97wc02D9ef3aPvz30Imqejb05/HiwdfR0W7h9jVl3dfH0boXdeWwaGEuUXsNAIu6clU6fxdp82lLe4Ynzqf2zOyHX2RLMmmKlyyBxHFp1t4KU71OUbuTtFHHsvPnWbht9cWxtNtWX4zdg4ewfm0fdu71tfiOG5aEunznH1+CjnYrcUzSdO2IdJG2e6kR0qSPjdLKtrc6JzPnM2Z1DL2hP4+MySbNt35tH3YNHMRd/Xks6irHvy8efB0bgjj9lpXxuLc70OrKGLqj3cLuwUOUs0tsAAAgAElEQVS4qz8PLoD1a/ti5ZPWSjb25yEEsG5Vb2JbG/vz6OnKVdms/Y3/G4bZus8KnFc/T6xfm8eugYNhH/X5u26Kj8Nkfmmqfiz63JPUx5n0e0wp1dTXjT7/+c/jsssuw4c//OHY+UcffRTPPPMM/vzP/3zadT/22GMYGBjAli1bGipX8w1C+D8Q6YHBlQqmyQAFOK6CaXIoqeBKBYMzCO7nYQA8qcCDc1IqeFKBMQYhGBgA02Ao2dKv0/Dr8aQCZwxggFIKhmBgnmroxyeF4GCmQLHkQnAGA2i5H21u1b+iaugNwtmnu7sD13zuhw2Xe/zrH2qZcvQGoY8Q3P/NDQZkTAGpAMeV8DwFIRhMww9IHUfCU742c85guxKCMRiCQQGwHQkhfE32XIW2DMeEXa4nY3GUShJggMEZvECjDYMDSsHx/K84G4LD4IDnSLjwtT+bMaAcL9RefwcyBtdTkNKvT6AxbW8mra7JSZzqtwByORPjJQlP+l+JbM/wpv1Ye9kWCcF5Smxp/rhoLdG2NDNeMi0B24P/FVrGYAnU/YH5tMxfbbdUfiwrK2JZBoAH+gnl5xNcx7mAYXCUbM+PdxmD60qIQLOlUlAyeUwmu3atqFmtaDOQrjcIgcbvpTSRJn1slFa2HWjdNwiByJwPfHwjc97KGig5KrxuGZPFNiiplc8QDK4nwwWqqB63Z4T/+5PBOqMMfIJlckgArhvMk2BdxJMSUOWvuDKTw3FUrLxpcD8O9/z1kTaLw5F+muspMA5AIazXNDkEB4p2/PmgZHsQnCFrcdiuCusUgsHgDCVXgjMGUz8fKMB1AnuF328pFQzBUXK8WExfOQ6TxRRT9WPR5x4ov33OMa2Ypd78bfof2X71q1/hnnvuqTq/YsUKfOtb32qCRfXRg28AUDYix+XzkICHcC5DBOdk9DMA5QEKQCmhnuhiPwMgp+HPPE+iu6sdR4ujgKfQGi6RIAhianieDHXWdn3tZAh02AVc14ufC3TYCMv7/+v80vXzFgterB7b9cJ2tI4KVOg+AOlJBHIelu/syMYCTc/zHQRH8Aq/B9Lm05xCwQEDcHYQ4BUKzbvi2hYDADwvFbakYVy0lvjj0tx4ybG92Lg4TRaIqV4nbbcAIBNiWcDX38rYGME5z/VCnVaojp3D6wPExiRN145IF2m7lxohTfrYKK1se6uj57z28Y3Mebvoxq5brXVFnc9vw4+lGcqxbFSPC4VynA6UfYLjVcTn8Nc6KmNteNXlpS1jMfqEWzaURwobKC+suah+PtA+plj5rOD6VUSfFar65gJesHbqOF5iTN+IX5qqH/MSxuNUPEc0fYGw3guMlmWdVN0f+chH8JGPfOSk6iAIgiAIgiAIgiAIgiCI05mm/yCAEAJHjhypOn/kyJGTXiAkCIIgCIIgCIIgCIIgCKI+TV8gXLVqFTZu3IixsbHw3Ouvv44777wTa9asaaJlBEEQBEEQBEEQBEEQBHH60/SvGK9evRr/9V//hSuuuAJve9vb4LouDh48iBtvvBErVqxotnkEQRAEQRAEQRAEQRAEcVrT9AVCwN/JuL+/Hz//+c8BABdddBEWLVrUZKsIgiAIgiAIgiAIgiAI4vQnFQuEALBo0SJcffXVzTaDIAiCIAiCIAiCIAiCIOYUTf8NQoIgCIIgCIIgCIIgCIIgmgctEBIEQRAEQRAEQRAEQRDEHCY1XzFuFYTgcAF4UsHgHIbJYDsSUgKGYDAMBsdRfrpgMAwOKRVcT0EqBYMzcM7guBKcMQgBeB4gpQTnDAYAz5PN7iZBNJ2O+W3IZkiiiMYwLQEPDK7n63LG5PACDeacwTQ5PFfCkwqc+ZrNGIPteKGOKyhAIdRjrftSKnDOAaYgOIOUgOsF2i0YmKdIv4kq2nImCiWJw8fGIIRALsMxUXCaaosnJQTnqbAlDeNiWgK2h3BcLAE4ttcUW9JGresUjYdFJH6N6qVpCnjS10VDcAjux9ElR4Z5GfPzGoLD4PDTKuokiLlGLmdiPHLftWc4Ck3Sx0ZJk7YTU0dr99BIARC8pv4maT8XLBZ7G4LBMhjsoluzTGXdlXkyJkfJUTG/LD1Vtx4hOCDKcf+R4QIMy4AM6vDPk5+fDHr6bgAhOEYKDjZtG8DQyAQuvXARVl71dmzZPoihkQn0dLZh/do+PPLkS/jZ80fQ09mGL3/i9zA67uC+h/aFeW5fswR/8/jzWNBhVZXf2J9HZ86kgIiY82QzBq753A8bLvf41z90CqwhWgHTEjhRdHF8tIStOw6gsyOLGz/wDmzdcaCmRn9+7SXgjGNzoOs9nW343MeW4LF/eRmrr74ACzssvD5qh7rf09mGO2+8BFIq3Pvdsq6vW9WLzo4M2k1B+k2EtOVMvDZSjM2vDf15nNWZnfUHJrIlGdMSODZqV9lyZoc15x8eal2nszuzeG2kGNPFjf35mF4m6e/G/jxMk+N/f/uZ8NwtK3vx+FOv4Nr3nocFHRk8+KNfhfpMMTExF8nlTByucd+lfZEwTdpOTJ3KNY5a+puU7+5P/B7gACNB7B0tf+YZGXiOnLTupHo39Oex44kXQ3+woT+P9jYDX/g//5ZYjxAc446HsRPFqvg8lzEgoXDP9mfJz08B+opxA7hAOHEBYFnf4nBxDwCGRiawZfsglvUtDj8PDRfCxUF97r6H9mHFlecnlt+0bQDu7HeNIAii5bE9YGi4EAYoK648PzwGkjX6xFh5YUCf+/r39mFZ32Js2jYA24vr/tDIBEbH7TD40Oe27jiAI8MF0m8iRqEkq+bX5m0DKJRmf8GDbEnG9pBoCz0z1L5O4yVZpYuVepmkv5u2DWBouBA798AjB7Csb7Gfd7gQ02eKiYm5yHid+y7tpEnbialTucZRS3+T8h0ZLuBIJPaOli85akp1J+XZvG0g5g82bxuA66qa9bgAjgwXEuPz42MlnBizyc9PEXqDsAE8WZ6UANCRM2OfAX/CdeTM8HPWMurmSUrzpKILQxAE0SCelDHNPVmN9vVYVqXXKpO1DNJvIkbS/NHzarbnCdmSflvSRr2xmex8Lf3NWkbVOZ03axnIWpV1kqYSc4tW1qRWtn0uU7nGASTrb1I+rem1rnvttHLdtdqPxutDIxPgDFV5dD2eVHXj80poXtaG3iBsAMEZejrbws+jBSf2GQB6OtswGnmFumi7NfPUKi8qZz9BEAQxKYLzmOaerEb7esyr0muVKdou6TcRI2n+6HlFtpAtaafe2Ex2vpb+Fm236pzOW7TdmD5TTEzMRVpZk1rZ9rlM5RoHkKy/SfmKtlszLhacT6nuWnkq/YFUqMqj6xGc1Y3Pk3wPzctkaFQawACwsT8fTrzdg4ewfm1f+Fn/vtXuwUPh556uHG5fsySW5/Y1S/DonpcTy2/sz9NKNkEQxDSwBNDTlcO6Vb3o6WzDo3teDo+BZI2eP8/Choiu698g3D14CBv787BEXPd7OtvQ0W7hjhviur5uVS8WdeVIv4kYuQyvml8b+vPIZWY//CJbkrEEEm2xxKybkjpqXaf2DK/SxUq9TNLfjf159HTlYuduWdmL3YOH/LxduZg+U0xMzEXa69x3aSdN2k5Mnco1jlr6m5RvUVcOiyKxd7R8xmRTqjspz4b+fMwfbOjPwzBYzXoMAIu6conx+YJ5GcyfZ5GfnyJMKaUmzza3eP31MUip0N3dgaNHR2Npk+9izOE4El6wY3F0F2Ol/B13kncxVuAcM75jW1IfWom5Zn93d8dJtafn7ulAd3fHtDcpOd3LzeY9MdU5fLJzV3Oyfau5i3Gwa7FlcrjT3sUY4JxV7GIcaHeNXYxbXcMqOd36A8zM3K2nveWdg/15k4adg9O0i3EaxiWNuxjPpvZOZ/5Ovosx/F3jpYLnKRiCQXAGIVhsp+JTvYtxK2pWK9oMTM/u2Yh7W3E89S7G+l5oxV2M06Dt0yEt2jvbaO0GY4BS09zFWAV6no5djDlnMASDDPK36i7Gp0LD6s1f+sNcg3ieBEMwcJ4H1/Nfw+QA4AKu65XTpf8ZiLyqKQEJQC9YSw9g+rMHtMY0JQiCSCfa2Wtd9mw/cNDOzvX8dK3BwceYjusvPXhhHhnTacDX8bBez9dygkhiouCAATg7CPAmCs2bLNoWHcOkwZY0jItje7Fxceh+Dql1neLxsErUS2lH8ri+fHpALE4GfO2VnoQdTYvUSRBzjULFfVdooj42Spq0nZg6Wrv1YlStq5ak/UmxdPQbvbX8Rb167Yo1F+2X69XjeRLwynF/d1d5YU3nJT8/OfS+L0EQBEEQBEEQBEEQBEHMYWiBkCAIgiAIgiAIgiAIgiDmMLRASBAEQRAEQRAEQRAEQRBzGFogJAiCIAiCIAiCIAiCIIg5DC0QEgRBEARBEARBEARBEMQchhYICYIgCIIgCIIgCIIgCGIOQwuEBEEQBEEQBEEQBEEQBDGHoQVCgiAIgiAIgiAIgiAIgpjDGM024FTwjW98A//0T/8EAHjf+96HO++8c8bqFoLDBeBJBcEZDABcMNge4EkJwTksATi2N2NtEgRBEGWE4PDA4EoJzhkMwcA8Bc+TsTyVWh1NJ4jZQs/FoZECIHhT56JpCYpXiBlBCA4lGFxPQUoFg3OYArA9RbpLpII0aW+jaK0+fGwcQgjSaqIlOdlYfDrlo2VGRov+M0OL3Pdp4bRbIPy3f/s3/Ou//it27twJxhhuvvlmPPnkk7jqqqtOum4hOEYKDjZtG8DQyAR6Ottw9yd+D3ZBxs5t6M/jzA6LhJwgCGKGEYLjeMHBVyOau25VLzo7Mmg3Bf5/9u49zonq7h/4Zy7JXiME2AWKinegXOpyWUpBVLSIKIKgFbACWkBZq4gW5SaXVlm0KA+0XazSilIFrVRAi4jVesUKIr8HsYA+VKEVu7tAgOwtl5n5/ZHNkGyS3WRzm0k+79fLl2x2kzkzOed7zpw5F0VRw8bqeVNKYc+3sJFAKWWkvGixSjjmdKOc7RWKkySJqPUocJxwYeWGPUH5acP2A/jki0rGXUorI8XeWDFWUyaItwy25v1mLvdGknFTjIuKijBnzhxYrVZYLBZceOGFOHr0aEI+2wvoGQ4Aqhz1qDxRF/Ja+dqdYPwmIko8L6B3DgK+mLtywx5UnqiDN+BvmsblpWt36r8nShUj5UW3Av2G058WtleoNbwAKk/U6Z2DwJn8dNWArvrPjLuULkaKvbFirKZMEG8ZbM37zVzujSTjRhBefPHF+r+/+eYbvPHGG1i/fn1Mn9G+faH+76Iim/7vKkednuH8cq1yyGtVjnoomobOAe9NpyKDpKO1mP7oBeZdylypLhOpPF5LxwoXh6sc9ci1yoAgoKjIFvFv/L9PNbPHsKYy7XwSIVLsNVJe/O5YrWHbK8xT4aXqukTbdvCnp8pRF7H9a8u3BP2crrgbKN3Hbw0zphlIfbrNEHtjZeRYHSujX+tIjBZ7Uy0R5x9vGWzN+81c7luSyvRnXAeh31dffYU777wTDz74IM4777yY3nv8eA1UVUNRkQ3V1c4zv5BEFNvzgjJeg9sb8lqxPQ+SIAS/N01CzsFksi398RZ+f97NBGYP5MmUyjIRbR5O1PfV4rHCxOFiex4a3F5A03zvj/A3+u9TyOwxrKlMOx8gMXk3Yuw1UF6UJMmQ7ZVMzFOJkMrYG03bISg9khix/eus8wT9nI68HsiM+cuMaQZal+6ktXsNFHtjZdRYHatMz8epir2plrDvLd4y2Jr3m7jcNycZZam5/JtxU4wBYPfu3ZgyZQoeeOAB3HjjjQn7XBnAvCmlvowGX4br2C4/5LW5U0phlRJ2WCIiaiQDmN8k5s4cX4KO7fL1J17hYvW8KaWZ+0SMDMtIedEqAXPZXqEEkAF0bJePmeNLQvLT27sO6z8z7lK6GCn2xoqxmjJBvGWwNe83c7k3koy7Xt999x3uvvturFixAoMGDUroZyuKCnu+BeVlg4N207HlyigvG8JdAYmIkkxRVLTNt2BZ2RB4VQ2iiJBdjCPFai5QTKkWmBchCICmpS0vetwKOtisbK9Q3BRFRYFFQn5RAZaWDYaqArIowCIB08f0xs9u6MW4S2llpNgbq6BYrWmQBIGxmkwn3rZ4a97f9D25OTI0j2KKcm8kGddB+Ic//AEulwvLli3TXxs/fjwmTJiQkM9XFBUCGi+cokEBoCgIeE2Bh/GbiChp/BW9L+YCapiYGy5WE6WDPy/6p4ikMy963ArbK5QQiqICim8qkggACuAJag8z7lJ6GSn2xsofqzs3pp2xmswo3rZ4a94f+B67LdfUU4vTJeM6CBcsWIAFCxakOxlERERERERERESmkJFrEBIREREREREREVF02EFIRERERERERESUxdhBSERERERERERElMXYQUhERERERERERJTFMm6TEiKiTOb2KCgqssX8vgaXF87T9UlIEREREREREZkdOwiJiEzEapEw6oHNMb/vtSdGw5mE9BAREREREZH5cYoxERERERERERFRFmMHYStIkghNEuEVBGiSCItVCvpZknhZiYgSqWncjSXOxvNeonj52ggSvjtWC02SYLFK6U4SUdT88bPKUdeq+Mn4S+kSb95NJzOnnaipZNcDrGcSi1OMYyRJIhx1HixduxNVjnoU2/Mwd0opNmw/gE++qESxPQ/zppTCnm+BoqjpTi4RkemFi7vRxtl43ksUL4tVwjGnG+VN2gwdbFZ43Eq6k0fUrHjjJ+MvpYuZ856Z007UVLLzc3OfT63D7tUYeQE9AwJAlaMe5Wt34qoBXfWfl67dCW8a00hElEnCxd1o42w87yWKl1uB3jkInGkzsG+QzCDe+Mn4S+li5rxn5rQTNZXs/MzyknjsIIyRomp6BvSrctTDFtBLXeWoh6JqqU4aEVFGihR3o4mz8byXKF6KqkbIfxwFQsYXb/xk/KV0MXPeM3PaiZpKdn5meUk8dhDGSBIFFNvzgl4rtufBWecJ+lkShVQnjYgoI0WKu9HE2XjeSxQvSRQj5D82v8j44o2fjL+ULmbOe2ZOO1FTyc7PLC+JxxZqjGQA86aU6hnRv57Q27sO6z/Pm1LKxR2JiBIkXNyNNs7G816ieFklYG6YNgP3KSEziDd+Mv5Supg575k57URNJTs/s7wkHq9djBRFhT3fgvKywVBUDZIowCoJmD6mN352Qy9IogC58e+ICLCdlYfcHIYaar1wcTfaOBvPe4ni5XEr6GCzorxsCBRNgyQIsErgBiVkCoHxE4IAaFpM8ZPxl9Il3rybTmZOO1FTya4HWM8kHu/aW0FRVAhovHiKBo+CoJ/Z7Cc6IzdHxqgHNsf8vteeGJ2E1GQvt0dBUZGtVe8zgqZxN5ZUxfNeonh53AoEAJ2LbKiudsIgRYooKv74WdSYf2PNvoy/lC7x5t10MnPaiZpKdj3Aeiax2EFIRJQFrBaJHbVEREREREQUFtcgJCIiIiIiIiIiymLsICQiIiIiIiIiIspi7CAkIiIiIiIiIiLKYuwgJCIiIiIiIiIiymLcpCQMURTC/tuszH4OTH9ij1VQmIvcnNiLvsutIMcqtSZZZHJGy8Nmk2nnlGnnkwjRXhNeu/B4XcJL1XXJ9PxrxnSbMc1A6tOd6XkXYNrTwWixN9WMmq7WyJRzSeV5CJqmaSk7GhERERERERERERkKpxgTERERERERERFlMXYQEhERERERERERZTF2EBIREREREREREWUxdhASERERERERERFlMXYQEhERERERERERZTF2EBIREREREREREWUxdhASERERERERERFlMUN1EL7zzjsYO3Ysrr32WjzyyCMAgB07dmDUqFEYPnw4VqxYof/t/v37MXbsWFxzzTWYP38+vF4vAODo0aO49dZbMWLECMyYMQO1tbVpORciIiIiIiIiIiIzMEwH4b///W8sWrQIFRUV2LJlC/75z3/ivffew7x581BRUYGtW7di3759eO+99wAAs2fPxsKFC/Hmm29C0zS8/PLLAIAlS5Zg4sSJ2LZtG3r16oWKiop0nhYREREREREREZGhyelOgN9bb72FkSNHolOnTgCAFStW4PDhw+jatSvOOeccAMCoUaOwbds2XHTRRWhoaMCll14KABg7dixWrVqFm2++Gbt27cLvfvc7/fWf/vSnmD17dkxpOX68BqqqwW7Ph8NRl8CzTD2zn0O2pb+oyBbX8fx5l0KZPS+lS7TXLd68CwBer5Jx31Gm5btMOx/Ad06yLMX1GdHE3ky8donA6xJeKmNvJudfM6bbjGkGWpfuVLR7zXo9AaY9HYwWe1PNrN9bOJlyLsk4j+byr2E6CA8fPgyLxYK77roL3333Ha644gpcfPHFKCoq0v+muLgYlZWVqKqqCnq9qKgIlZWVcDgcKCwshCzLQa/Hqn37woDPjr/wp5vZz4Hpj15g3qVQZs9L6ZKq6ybLUkZ+R5l2Tpl2PokQbezltQuP1yW8VF2XTM+/Zky3GdMMpD7dmZ53AaY9HYwWe1PNrN9bOJlyLqk8D8N0ECqKgk8//RTr1q1Dfn4+ZsyYgdzcXAiCoP+NpmkQBAGqqoZ93f//QE1/joa/N7+oyIbqamfrT8oAzH4O2ZZ+jiBMHrPnpXSJ9rolquLKtO8o0/Jdpp0PkLpRAJl47RKB1yW8VMbeTM6/Zky3GdMMtC7dqWj3mvV6Akx7Ohgt9qaaWb+3cDLlXJJxHqYYQdihQwcMGjQI7dq1AwBcffXV2LZtGyTpzLSf6upqFBcXo1OnTqiurtZfP3bsGIqLi9GuXTs4nU4oigJJkvS/JyIiIiIiIiIiovAMs0nJlVdeiQ8//BCnT5+Goij44IMPMGLECHz99dc4fPgwFEXB66+/jqFDh6JLly7IycnB7t27AQCbN2/G0KFDYbFY0L9/f2zduhUAsGnTJgwdOjSdp0VERERERERERGRohhlB+IMf/ABTp07FxIkT4fF4MHjwYEyYMAEXXHAB7rnnHrhcLlx++eUYMWIEAGD58uVYsGABampq0LNnT0yaNAkAsGjRIsyZMwerV69G586d8eSTT6bztIiIiIiIiIiIiAzNMB2EAHDTTTfhpptuCnpt0KBB2LJlS8jfdu/eHa+88krI6126dMG6deuSlkYiIiIiIiIiIqJMYpgpxuQjSSI0SYRXEKBJIiSJXxERpZ4/FlU56hiLiCjhGGOIMg/vY4ixnSh1khFzDTWCMNtJkghHnQdL1+5ElaMexfY8zJtSCnu+BYqipjt5RJQlMjEW2c7KQ25O7FVeg8sL5+n6JKSIKHtlYowhynaqqrFcZznGdqLUSVZ5YwehgXgB/QsGgCpHPZau3YnyssEQ0ps0IsoimRiLcnNkjHpgc8zve+2J0XAmIT1E2SwTYwxRtjtV62K5znKM7USpk6zyxjG/BqKomv4F+1U56qGoWppSRETZiLGIiJKJMYYo83i8Kst1lmNsJ0qdZJU3dhAaiCQKKLbnBb1WbM+DJPKZCxGlDmMRESUTYwxR5rHIIst1lmNsJ0qdZJU3dhAaiAxg3pRS/Yv2zyPnPHAiSiXGIiJKJsYYoszTpiCH5TrLMbYTpU6yyhvLq4Eoigp7vgXlZYOhqBokUYDc+DoRUaoExiIIAqBpWRuL3B4FRUW2mN/HzU2IImOMIco8oijwPibLMbYTpU6y+o7YQWgwiqJCQOMXo2hQ0pweIspO/lhUVGRDdbUza2OR1SJxcxOiJGCMIco8vI8hxnai1ElGzOUUYyIiIiIiIiIioizGDkIiIiIiIiIiIqIsxg5CIiIiIiIiIiKiLMYOQiIiIiIiIiIioizGDkIiIiIiIiIiIqIsxg5CIiIiIiIiIiKiLMYOQiIiIiIiIiIioizGDkIiIiIiIiIiIqIsxg5CIiIiIiIiIiKiLMYOQiIiIiIiIiIioiwmpzsBgW677TacOHECsuxL1i9/+UscOXIEq1evhtfrxeTJk3HrrbcCAHbs2IHy8nK4XC5ce+21mDVrFgBg//79mD9/Pmpra9G/f38sWbJE/zwiIiIiIiIiIiIKZpgRhJqm4ZtvvsHmzZv1/zp16oQVK1bgxRdfxKZNm/DSSy/h//7v/9DQ0IB58+ahoqICW7duxb59+/Dee+8BAGbPno2FCxfizTffhKZpePnll9N8ZkRERERERERERMZlmA7Cf/3rXwCAO+64AzfccAP+9Kc/YceOHfjhD3+Itm3bIj8/H9dccw22bduGvXv3omvXrjjnnHMgyzJGjRqFbdu24dtvv0VDQwMuvfRSAMDYsWOxbdu2dJ4WERERERERERGRoRlm7u3p06cxaNAgPPzww/B4PJg0aRKuvfZaFBUV6X9TXFyMvXv3oqqqKuT1ysrKkNeLiopQWVkZc1raty8M+AxbK8/IOMx+Dkx/9ALzLoUye15Kl1Ret0z6jvznkknnBGTe+SRCtLGX1y48XpfwUnVdMj3/mjHdZkwzkPp0Z3reBZj2dDBa7E01s35v4WTKuaTyPAzTQVhSUoKSkhL955tuugnl5eWYMWOG/pqmaRAEAaqqQhCEqF+P1fHjNVBVDUVFNlRXO1t5RsZg9nPItvTHW/j9eZdCmT0vpUu01y1RFVeyvqN0NBCqq50Zl+8y7XyAxOSNaGJvJl67ROB1CS+VsTeT868Z023GNAOtS3cq2r1mvZ4A054ORou9qWbW7y2cTDmXZJxHc/nXMFOMP/30U3z88cf6z5qmoUuXLqiurtZfq66uRnFxMTp16hTV68eOHUNxcXFqToCIiIiIiIiIiMiEDNNB6HQ68fjjj8PlcqGmpgavvvoqfv3rX+Pjjz/GiRMnUF9fj+3bt2Po0KH4wQ9+gK+//hqHDx+Goih4/fXXMXToUHTp0gU5OTnYvXs3AGDz5s0YOnRoms+MiIiIiIiIiIjIuAwzxfjKK6/E//7v/2LMmNjglZkAACAASURBVDFQVRUTJ05Ev379MGvWLEyaNAkejwc33XQT+vTpAwBYtmwZ7rnnHrhcLlx++eUYMWIEAGD58uVYsGABampq0LNnT0yaNCmdp0VERERERERERGRohukgBID77rsP9913X9Bro0aNwqhRo0L+dtCgQdiyZUvI6927d8crr7yStDQSERERERERERFlEsNMMabIJEmEJonwCgI0SYQk8WsjouTyx50qRx3jDhFlNLazqLWYd4gyA9u9ZDbJqn8MNYKQQkmSCEedB0vX7kSVox7F9jzMm1IKe74FiqKmO3lElIEYd4goWzDeUWsx7xBlBpZlMptk5ll2jRucF9C/eACoctRj6dqd8KY3WUSUwRh3iChbMN5RazHvEGUGlmUym2TmWXYQGpyiavoX71flqIeiamlKERFlOsYdIsoWjHfUWsw7RJmBZZnMJpl5lh2EBieJAorteUGvFdvzIIlCmlJERJmOcYeIsgXjHbUW8w5RZmBZJrNJZp7lGoQGJwOYN6U0ZH65DEBJd+IoIkkS4QVQ5agDJNH3fXENCzIJGcDiaT9E5Yk65FplNLi96Ngun3GHiDIO41328rfVFFWDJAoxt9XYRifKDKwHyAhiqZOSWf+wg9DgFEWFPd+C8rLBrW7AUGpxoVvKBB6PitUb9+p5eP6UUsAipTtZREQJx3iXfRLRVmMbnShzsB6gdGquTgonmfUPpxibgKKoEBQVsqZBUFQ2PAyOC92S2XkBPNokDz/KPExEGYjxLjslqq3GNjqR+bEeoHRrTZ2UrPqHHYRECcaFbsnsmIeJKFsw3mUnfu9E5Md4QOlmpDzIDkKiBONCt2R2zMNElC0Y77ITv3ci8mM8oHQzUh5kByFRgvkXDfUXcv8aAlaJlQyZgwxgfpM8PL9x4VsiokzCeJed2FYjIj/WA5ROkiRCkoSwdVI68iDzPVGCKYqK9jYrHrnrR3A4XThV48b67QcwYXh3blRCpmGxiJgxro++m5vFwudJRJSZGO+yD9tqRBSI9QClQ+DmJHZbLmaM64PvdSiERRIhQUtLXcQOQqIkcCsaFjy1I2gtga+PnkZ52WDw2TQZnRfA4mf+EZR/i+15zL9ElHEY77IX22pEBLAeoPQJ3JykylGPJWs+0fNeuh5UsWucKAmMtNAoUayYf4koWzDeZS9+90QEMBZQ+hgx77GDkCgJjLTQKFGsmH+JKFsw3mUvfvdEBDAWUPoYMe+xg5AoCSItfs05/WQGzL9ElC0Y77IXv3siAhgLKH2MmPeY74mSQFFU2PMtWD5zKBpcXkiiALnxdSKj8+ff8rLBgCAAmsb8S0QZKTDeKarG+jqL8LsnIoDtXkofI9ZDHEFIlCSKosJuy4WsaRAUlZUMmYqiqBAUFcX2fOZfIspo/njH+jr78LsnIoDtXkofo9VDhuwgfOyxxzBnzhwAwP79+zF27Fhcc801mD9/PrxeLwDg6NGjuPXWWzFixAjMmDEDtbW1AIDTp09j+vTpuPbaa3Hrrbeiuro6bedBRERERERERERkdIbrIPz444/x6quv6j/Pnj0bCxcuxJtvvglN0/Dyyy8DAJYsWYKJEydi27Zt6NWrFyoqKgAA//M//4P+/fvjjTfewM0334xHH300LedBRERERERERERkBobqIDx58iRWrFiBu+66CwDw7bffoqGhAZdeeikAYOzYsdi2bRs8Hg927dqFa665Juh1AHj33XcxatQoAMD111+P999/Hx6PJw1nQ0REREREREREZHyG2qRk4cKFmDVrFr777jsAQFVVFYqKivTfFxUVobKyEg6HA4WFhZBlOej1pu+RZRmFhYU4ceIEOnbsGHU62rcvDDimLe7zSjeznwPTH73AvEuhzJ6X0iWV1y2TviP/uWTSOQGZdz6JEG3s5bULj9clvFRdl0zPv2ZMtxnTDKQ+3ZmedwGmPR2MFntTzazfWziZci6pPA/DdBD++c9/RufOnTFo0CD85S9/AQCoqgpBEPS/0TQNgiDo/w/U9OfA94hibAMljx+vgapqKCqyobraGeOZGIvZzyHb0h9v4ffnXQpl9ryULtFet0RVXMn6jtLRQKiudmZcvsu08wESkzeiib2ZeO0SgdclvFTG3kzOv2ZMtxnTDLQu3alo95r1egJMezoYLfammlm/t3Ay5VyScR7N5V/DdBBu3boV1dXVGD16NE6dOoW6ujoIghC0ycixY8dQXFyMdu3awel0QlEUSJKE6upqFBcXAwCKi4tx7NgxdOrUCV6vF7W1tWjbtm26TouIiIiIiIiIiMjQDLMG4bPPPovXX38dmzdvxr333othw4ahvLwcOTk52L17NwBg8+bNGDp0KCwWC/r374+tW7cCADZt2oShQ4cCAC6//HJs2rQJgK/TsX///rBYLOk5KSIiIiIiIiIiIoNL2gjCkydPor6+HpqmQVEUHDlyBIMHD475c5YvX44FCxagpqYGPXv2xKRJkwAAixYtwpw5c7B69Wp07twZTz75JABg5syZmDNnDq677jrYbDYsX748oedFRERERERERESUSZLSQbhy5Uo8/fTTAABJkuDxeHDRRRfhtddei+r9Y8eOxdixYwEA3bt3xyuvvBLyN126dMG6detCXm/bti2eeuqpOFJPRERERERERESUPZIyxXjz5s34+9//jmuuuQbbt29HeXk5LrroomQcioiIiIiIiIiIiOKQlA7Cdu3aobi4GBdccAEOHDiAMWPG4Msvv0zGoYiIiIiIiIiIiCgOSekglGUZR44cwQUXXIBPP/0UXq8XLpcrGYeiDCBJIjRJhFcQoEkiJCn5e+ek45hEZmKxStAkCd8dq4UmSbBYpXQniYgoKfzxztcmYLxLtUS2yZp+lqpqCUwpEbXEXwarHHWmuscya7qjxXtfYzPS95OUNQjvvPNOPPzww1i9ejVWrlyJTZs24YorrkjGocjkJEmEo86DpWt3ospRj2J7HuZNKYU93wJFUTPmmERmYrFKOOZ0ozygjMydUooONis8biXdySMiShjGu/RKZJss3GctuGMg2uTKbN8RpYBZ77HMmu5oZfr5mZ3Rvp+kdE1eeeWVeO6555Cfn49NmzZhzZo1+NWvfpWMQ5HJeQG9MABAlaMeS9fuhDfDjklkJm4F+s0y4Csj5Wt3gvfKRJRpGO/SK5FtsnCf9cgfP2H7jihFzHqPZdZ0RyvTz8/sjPb9JKWDsLa2FkuWLMHkyZPhcrnw4osvoq6uLhmHolYyyjBWRdX0wuBX5aiHksQpIek4JmUno5SzWCmqGqGM8CkjEWUWxrv0irZNFk19yvYdUXqZtQyaMd2x3GOY8fyyidG+n6RMMX7kkUdQXFyM48ePIycnBzU1NVi4cCGeeOKJZByOYpSoYaySJMILX6aWRAEyEPt0EFFAsT0vqFAU2/MgiQKgJKdQpOOYlH0SUc4SUcZaQxLFCGVEBBQOqyGizCFLIgb27IirBnSFLd8CZ50Hb+86DFkSAS/jXSI0V5dF0yaLtj5l+44ovcxaBmUxQj1g0HZvrPcYZvxe0nUPlA5G+36SMpxl//79mDVrFmRZRl5eHpYvX479+/cn41DUCokYxuoPTHMrPsL08rcxt+IjOOo8MY+QkgHMm1KKYnseAOgBLik912k8JmWfeMtZospYa1glYG6TMjJ3Sim4bj8RZRqLLOKWH3fDms2fY27FR1iz+XPc8uNusMjmGPFtdC3VZdG0yaKtT8N91oI7BrJ9R5QiZr3Hki1C2HpAtgjpTlpYsd5jmO17Sec9UDoY7ftJynFFMfjLUxQl5DVqnUT0pjc3jDXaDBEpMJWXDUYsoVRRVNjzLSgvG5yyJwTpOCaZV2vLXLzlLFFlrDU8bgUdbFaUlw2BommQBAFWCVywn6gV/DGkylEHSCLrG4NxeRQse25XUKxd9twuLC0bnJyn6FmmpbosqjaZAEwd3Vsf2bPxna9w8IgjpD4N91kd2ubj+PGaFJ4xUfZSFBXt/e3HxjJohvaj26Oaqh6I9R4j2fe+iR7tl857oHQwWt9EUjoIBwwYgF//+tdoaGjABx98gBdeeAEDBw5MxqGySsKmBidgGGsiOhn1z1JUCGjMjIqGVFQh6TgmmU88ZS7ecpbIMtYaHrcCAUDnIhuqq53wsJAQxcxoO9NRKDVCrFXVJE2zyTLR1GXNtckkSYSj1oM1mz/Xy9C9t5TgtQ8Oha1Pm36WKGbi7SSRMUmSiONOt+nqPLPVA625x0jWvW8y2jnpvgdKByP1TSQlz//iF79Afn4+bDYbVqxYgW7duuHBBx9MxqGySqJ2uEnEMFZ/YAqkByaiDBFPmYu3nLGMEZmf0Xamo1By45qrgYrteZAZaxMi3rosXBla9dIe/OyGXhl7o0hkVmat88xWDxhpSmoyvnPeA6VXUvLRqlWr8MADD+Duu+9OxsdnrUT1pidiGKs/MDV9WiADSe/xzqZFSym94ilz8ZYzGcD8KaV4NKCMzU9RGSOixMjGp+BmI0HD/NtL8eizAbH29lJI4OyCRIi3vRipDMmSCK+mQREEtgWJDMKsdZ7Z6gEjTUlNxneezn4GI0tVH0hSyuq7776LBx54IBkfndUSucNNvMNYmwtMgZlXFkWIkm9th0RkZE7XolSKe5pwnOUsL0/G4mmDIAqAqgGyzCdnRGZitJ3pjMRIazPm5TLWJku8N7LhytDAnh1xurb5aYypzF98cE3kI4lC2N2AzVDnWWQRM8b1Qa5VRoPba/iNqowyJTUZ7RwjdYAmU2DdYbWIUBXAq4bvM0llH0hSOgjPPvts3HHHHejbty8KCgr012+//fZkHC5rJLs3vaUGTtPfA4CgqEGBKVzmnTm+BM//dT8czoa4M3K2LVpK6RVvmYvrpkESUV1dg5Ub9gSVpbOLCoEMqyCJMhWfgocnSSJqPQoqT9TpN2Md2+WjwCKl/AZAkwRUV9eFxNouRQXZ/SUlULgb2Wjrx3Bl6Gc39MKCp3ZEbAum8kaKD66JzrBKAsYP747ygPIwd0oprJJg6LWsFQhY/Mw/Qjq5lpUNSWOqzCEZ7ZxMf+giSSI0SYCjcb1Ouy0Xk67rEdQOaVqPpLIPJCkdhG3btgUAfPvtt8n4+KyVzN70lho40TaAwmXelRv2YOro3li6dmfcGdmsQ9fJnOIpc/HeNHgVTa8ogDNlqbxsCDvDiUwiMIZAEABNy7iGbmtokgDHCRdWb9wb1CmXn4ZOOYWxNuViqR/D1cOqhogbCkhI7Y0UH1wTneFRoHcOAr7yUL52p+E72rwR7i+9vL9sUaL7JzL9oYv//BzOBr0NNHV075B2SNN6JJV9IEkZO1teXh7038KFC9G7d+9kHCrrKIrqG7WnaRAUNWEFpaUFRqNdgDRS5rXlW/R/K2r44ca+3nQRXkGAJomQpNDsyUVLKdVaW+biXbS3uYogGtGUJyJKPn8MKbbnJ7TeNrNID0C8aZiCpqjhO5uijbUUu1jrx6b1sCiEbwuKogBJEuOuP2ORymMRGZ1XVSN2tBmZKPqWLpg3pRTlZYMxb0opBvbsyF3Qo5TI/gmzbnQTLf/55Vpl/Rxt+ZYW65FIfSBWS+Lv95LaKV5ZWYl169bhz3/+M8466yxMnDgxmYfLeP7hqF5Fg9q4vp8ELWS9lcDe+2i11Csdba91pHUInHUe/d/h1iSI9LSgbdvgv+N0LYpVuta5UlQNdlsupo7ura/DsvGdr6J+0iNJEdb0kAS0VEtm+tM3IjMx0lp7RqFGiI+qmqQn182QI8RaOYpYS7EJbKdOHd0bG9/5CgePOABEaFNGaNd6BWDJ9EH47/FabNj+JRzOBtx7SwkkCXA4fSMzUrX2J9cZJTpDjFAeRBGGvlGzWETcNrIHqhvTbZEF3DayBywWAYqB021U/tgNAYAmQFVViFGOLGzNSDkzTUn2n5+zzqOXlcB/+zWtR8L1gSye9kOccrqDNrRMxP1eUjoI9+7di2effRZvvfUWBEHA4sWLMWbMmGQcKmv41+txnHAFzU+fP6UUbRtH50XTwRbx81to4ETbAAqXef1rEDbXmRfpacHymUOD/i5bFi2lxEhnR5nVIoasJzFzfIlvEVp3y60NWRRw/8R+ePLF3fr775/YD7IotNjG4pQnImNgZ314ORYpbHzMsYhQ3Km9LqIoYOb4kpC0iKKA7P2GEi9cWbj3lhKs27ofB484QtqU4f5+8bQfwuNRg26G5kwuRb3Lgy3vH8L0MX309ZzuvaUEq14KXs8pGQ+T+eCa6Iwci4Q5kwdg2XO7AsroAORYJHiMXOepwKkad8iyF7Y8a7pTZjr+2L1++wGMuuzCkDjcUvsn1ocuzbWzjMh/fhvf+Uqvpza+81VIO6RpPRKuD0SAgMXPfJjw+72EPqh94403MH78eEybNg3t2rXDiy++iKKiIowbNw6SJCXyUFnHC6DyRF3IlJxHG4fcRuoQOFXriurz/Q0c/9DVwIwZze/9AjPv03OvwrKyIehSVIAHbu2L8rLBEYNCpKcFHm+Yv03SNGvKPOkcpq4qCDuFTo3yjkGDhhyrhBnj+qC8bDBmjOuDHKsEDVHsnswpT0SGkOlTZVpLUcNPMU5HjPJ4FDz/1/2YOro3yssGY+ro3nj+r/vh8bBtkUjhysKql/Zg3LCLw7Ypw/195Yk6vXPQ/9qy53bC7VEwYXh3qI3TGw8ecWDd1jPf6dJm2p/xatruba6tS5TpPF4VL711MCievvTWwbD3c0biVVTDLHthdv7YfdWArnrnIBB9+yfaPoemxzNLO8t/fg5nA9Zt3Y8Z4/rg/ol9cXZRIZaVDWm2HmnaBxJpSn+8bamEjiCcNWsWbrjhBlRUVKBdu3YAAEGIvv9y5cqVePPNNyEIAm666Sbcfvvt2LFjB8rLy+FyuXDttddi1qxZAID9+/dj/vz5qK2tRf/+/bFkyRLIsoyjR49i9uzZOH78OM4//3wsX748aCdls1JULWiuul9gJqhy1KPbuXaMG3axPmVHjTKDtDQyL5aRe8G71SlQlZa3YI/0tMAii/B6+QyWWiedm9pEXodFjerYbo+KpzbuxbhhFyPXCni8Gp7auBcP3Nq3xfdzyhORMXBjrfC8SoT4qEQXHxNJFAU4nA1Yunan/poZpsSZReDUr3Df+XmdbSgvGxzSpgz395HawV2KbMgRfTeK/rrv4BEHlq7diWJ7nq/tmsQOu3C7NBNlI6+i4pMvKvHJF5VBr//shtTH9liwrk4c/7Vsbl295q5prLMFkzUoIlnTliOen9vXpRlLPZKs+72EjiCsqKiAw+HAsGHDcN999+Hdd9+FpkWXuJ07d+If//gHtmzZgo0bN2LdunU4cOAA5s2bh4qKCmzduhX79u3De++9BwCYPXs2Fi5ciDfffBOapuHll18GACxZsgQTJ07Etm3b0KtXL1RUVCTyFNNGEgU0uL0RN+iQRAEDe3bEbSN7YM3mzzG34iOs2fw5TtW4ol6ssqWRefGM3Gtpw4RITwvaFOREfQyiptK5qY0simGPLYvRlUcp4KZ1bsVHWLp2JxzOhqjSHuvTt7DHbyyzVY46bnJC1ErcWCs8WYoQH9MQZ2QA85vEy/kxxksKzz/1a27FR/jmO2fEshCuTRmu7ERuB/vaqOHqvgV3DOR3SZQiRortsYjcZs/uuro1/LHbv65eoGjbP7H0OSSjnRVYd00vfxtzKz6Co86TsHuhRMyGlCQRkiTEfb8X9rMXL168OM7P0J1//vm44YYbcN111+HIkSP47W9/ixMnTkDTNFxyySXIzc2N+N4uXbpg9OjRsFgsqKysxCuvvILLL78cX375JSZPngxRFKFpGt577z306NEDr7zyCh588EEAQJs2bfDCCy/g+uuvx5IlS/DYY49BFEWcc845ePzxxzF58uSYzqO+3g1NAwoKclBX547rmiSKLAqw5sj4wSVF2HfoGGobvHojNt8iQQTQ55JilDeu+QAAtQ1efHagCsMGnAshoKNWkkSojeuYCZIIWRSi7shtDX8hW/zMP7DhrS/xj33fYUDPzsjPkfXjapqG/BwZwwaci+uHnI8fl56LAouE/HyrYb6D1og1DxXE2SHqz7vkI4sCBvTsjM8OVullZt6UUhRYpKTmeQAQLSK+f0H7oPI6c3wJ2hRaoUXxVEcWBQy+tAv69+iIET88D0N+8D1cP+R85Epii2mPVJ6irYACy+z67QfDltmm4s27fskq7wUFOVi//WDM75t4TfdWv6+uzm2oeiQRMu18gMTk3UixN50xyMgkWULvi4qw9/+q9ety/8R+OKvACi3FUzPFxvZQj/PbYcQPz0NJtyKcVWiFNYpYm0zRlrVk5t/WpCeQKgpY/Mw/UOWoR9WJOky/sXdQndhcWZBFAaVNys5Vpefg8pKzg17zt4M1TQtb932vQyFqo1xuxyjMGmdbk+5UtHvNej0B86XdSLE9FhaLiP7f7xRSVxfmSlAjtNlTFXtTLd4852/3bPngECaN/H7UMT/e44VrZ+Xlta4fIbDuAhr7VA6mr0+l6Xfiv09b+PTH2HfoOG4f9X1MHN4d1wzsinyLGNX9XnP5V9CS2Ppxu93YunUrNmzYgIMHD2LPnj0tvmfVqlX44x//iBEjRmDIkCF49913sXz5cgDAjh07sGbNGtxzzz14/PHHsX79egDA4cOHMX36dKxbtw433XQT3n//fQCA1+vFpZdein379iXrFFNKVTU461xweVSoqgarRULbwhx9C/aqE3X42aNvhbzvDwt+jA5t8vT1CBtcXjicLpyqcePtXYdx64ge6NrprKRt5e5wNuAXK98PGf66fOZQ2G2RO42jpaoaTtW64PGqsMgi2hTkcFt60sWbP1r7/ipHHR5//tOgKf8b3/kKD07qj2J7flTHPXqsBv89Xotcq4wGtxed2hfgex0Kozp+POed7DKbLqMe2Bzze157YnSr30cEsI4K5/ipetTWuyEIIkQBUDVA01QU5FnRvk1eyx+QQA5nA3735/+HqwZ01WP127sO4+6bLzV1vDOCKkcdfvbImXapfxmc8753FnKtUrNlQVU1nDhdjwaXAkEUcPxUPf7+6b9x7eDzcLrGjbaFOcixypAkAblWOag9zDJHlB5Giu2xcDgb8Orfv8LVpef5RiSrwN92foMbr7yY9UAr+GOwqmpQVd/q6cmMxYmO+U3rLr8/LPixfg+nqhoO//c0HvnjJ2c2j729FOd2PAuyHN1Iw9am+1RNA77690nkWmX9/tLhbEjYfVpSRt1/8MEHuOyyy2C1WjFmzBiMGTMGBw4ciOq99957L6ZNm4a77roL33zzTdAahpqmQRB8W2WHe93//0CxrIHod/x4DVRVQ1GRDdXVzpjfn2wCAAmA4lJx3OU584vGYd2h89CBr4+ewvrtB/CTq7vhsefP7Cx17y0leGHbfkwf0xtCgp/sBM7dnzq6Nza+8xUOHnEA8K0N0ODyorqh+evb0ndg9B0iY81DRUW2uI7nz7sUqrjxuzje4Gn5jxvFlb8kMey6VtC0qPKEaJVCdlS7f2I/5OXUt7gLcrzlwisIYdfzaK7Mxpt3/ZIVcxOVvlhUVzsNW4+0VqadD5CYvBFN7G1NDMpUklXGyRp3yM7BhXnWlOcvTRZx89WXwFnrezpvkQXcfPUl8HiVtOb1aMtaqvJvq8p+k3bpwSMOrNn8OcrLBsPb4IlYFprWYQN7dsSU63th3LCL8d/jtfjof4/iin7n6LNmmu5aaeR2YTTMGmdbk+5UtHvNej0B86XdSLE9FposYvClXVDlOPNQfvClXZqtB1IVe1MtGXlOAOD1Kklv/zQ9TqvPJUKfSuA9nCaJeucg0Lh57LM78chdP0KOKLRY38RyrxZ4Hv73bfv4G1w1oCvaFFpx34S+2PjOl1H1rQR+ZiRJWRDgN7/5DYYNG4bf/e53qKz0LVLavXv3Zt9z6NAh7N+/HwCQl5eH4cOH45NPPkF1dbX+N9XV1SguLkanTp2CXj927BiKi4vRrl07OJ1OKIoS9PfZounaKwN7dsSjMwbD7dHgcDbghqEX6p2DgC8jv/bBIUwa2ROKqsW9zljgOoOiVcLJgLn7azZ/jttG9kC3c+0AErcGU6SdixQIza55SBQNL4D12w8E7ca2fvuBqHbGincdQEUFXn33q6Bjv/ruV4jm/ibeHb24bhoRJZNH0fDpP/+LRVMH4amHhmHR1EH49J//hScNmyhJogiXW8HqjXsxt+IjrN64Fy63AinK9WIpstbWg4F1WLdz7bj56ktwurYBgiCgU7sCTBjeHa99cChMHSdAgWCqHS2JMomRYnssWA8kR0t7EBhVNHVXpM1RHE5Xi/WNbxCVAJdHwdTRvdHtXLteV3mAZq+V/9501GUXYs3mz/HQbz/Eoqd34PohF8BqkRJyjZMygvDll1/GoUOH8Je//AU/+clP0L17d9x88824+uqrI77nP//5D1atWqVPG3777bcxfvx4PP744zh8+DDOPvtsvP766xg3bhy6dOmCnJwc7N69G/369cPmzZsxdOhQWCwW9O/fH1u3bsWoUaOwadMmDB06NBmnaEiBu+JIkgC3R8WJ0w36VOJbftwddluunpm7nWvHqMsuxJI1H58ZGjulFG1sVrg9akw79jTtBV80daA+8gnwFZhVL+3B1NG9sWbz53ohi3ent0iF06OoePj3O0z79JgMQgBGXXYhVr105knovbeU+B5RtUBRVLS3WVFeNgSKqkISRVglwNPC6L9AYY8dBTVCuVBV3+jjlsgAFk/7ISpP1OlPUju2y09ImSUikiXgqtJzg0ZrXFV6LmRJgJriIKMomj7aBfDFypUb9qC8bEg0oZ6aEetulICvPekKqMOmj+0FW54Viqrhu2M12LD9SzicDZg1oS9OOt1BM1OOnapH28Ic7kZKlCayBFxWn834CAAAIABJREFUcnbQveWcyQPSEttjoSgatrx/CFNH99aXmtjy/iFMH9Mno+qBZO3MG+lYZh3NHU3dFbiDsH/5jDaFVhTmWZu9Twx3Xe69pQTrtu7HwSMOVDvqsWL9ZxGvlaJquGpAV/3+EDjzIGzGuD6w23LjvsZJ68a98MILMXv2bPzmN7+Bw+HA/fff3+zfX3755bjiiiswZswYjBs3DiUlJbjuuuuwbNky3HPPPRg5ciQuuOACjBgxAgCwfPlylJeXY8SIEairq8OkSZMAAIsWLcLLL7+MkSNH4tNPP8V9992XrFM0JP8ubiedbix4agce+u2HWLP5c4y67EK89NYBjB9+if6344ZdHJK5Hl27E18fPR3zjj1NRyzlWuWwDbTzvncWysuGoCDPAi8Qdy93pJFOR4/V8OkxxU8TQsrIqpf2AFrLzQVJEnHC6cbcig8by9OHOOF0R5/nNUQ4dstvFSPsxhbLehwejxr0JNXjMXZlTkRmIuhLKPhjzKma9CzEH+lBo2KwaV9mFbhbowxfezHcaBJJEgFJQoOiwatoKLbnodu5dkiCiAVP7cCMx97B6o17cdvIHrDbcrFi/WcYN+xi/f3F9jycqnHj6LEajoAnShNFBZY9Fzxbbdlzu4wfTxsHBKzZ/DnmVnyk3ztnUu9gsnfmbao1s5mMNOKwpZ2G/aMMB/bsiNtG9tBH8y1Z8zGctZ6Q+s1/Xt4wo9xXvbQH44ZdrO/+3Ny1kkQBbQqtYdstuVY5IX0eSXmYdvz4cWzZsgWvvvoqFEXBTTfdhN///vctvu+ee+7BPffcE/TaoEGDsGXLlpC/7d69O1555ZWQ17t06YJ169a1PvEZIFyB9I/e69S+QO/tbi5z+f+9fvsBTB/TB4oghO89D3gSEfhZ/q3Nm87dVxQNC57+KGFPEvyFs+nTidUb94acF58eU6xUVY0wEk9rcSSeAgGPNimHj67diWVlQ6I7thZhFKDW8rEFEbj3lpKQ0YeCiKiGAHqBsGkvLxucSW0lIkoTr6KGHbW3tGxI8p5cRyBJQtj2iiQJ4JPFxGluNAmAkDUH50wegFM1rojt2aVrd6JNoRUAgkZgAMDcKaUoDzjO/ATNWiGi5ilK+Hazohj/HizcQ/nyu6Nrs5tBpA67ZLXtm3v4Fi4vmGHEYWC/hygJyM+TMW1Mb8yr+CjidW16Xo/9fEjY69Km0BpUj0W6VlZJgN2WE7bd4u9cjHbGWCRJKavDhw/H8OHDsXDhQvTv3z8Zh6BmRCqQbQqtsFoklJcNgapp8HjViJkLODMFeW7Fh2ELqsUqod6jwuF0oTDPioE9O+KTL3xrTm585yvMHF8StEjtQ5MGYO3r+xIamMINAZYkAQ5nQ9Df6U+PDb4GBhmLKIa/cRSj6GjzRiiH3ig7qqUIx5ZEAWihntRU4LUPgqdKvPZB9FMlYq3UiYhioaqI+AAk5R2EooD7J/bDky/u1tsr90/sB0kUWgq1yUlP4w1IlaMOkMSkTgFLpUg3p4/fMwSKAn0tpp1ffIfSnp0higK6FBWGzSe2fAuK7Xno0CYPj/18CE7VuPXpWcX2PBTmWzBjXB99+rrFIkKTBHjV8A+7iYzGrHFAirRhpsEfuERemqflh/LpEut04VS37Zu9jwlzP57qDsxoBF5jWRRR6/Fi8TP/CFpObfZt/Zu9rk3P61SNO+x1ad8mF5Un6oJea3qtJEmEWwHe2PE15kweoI/WDXxIps8Yi+OJWFLu9d577z0UFhYm46Ozlj+DQgCg+XZyFpsEA9/wVQGSirAZr01hDp5+dS8mDO8OW4EFKzfswawJfbFi/WdBHYC1DR78+t7L0LYwB7UNnqAdiP0FVZZEHHe6g3r550weAAD45ItKOJwNyLFKuG98X3Rom4tvvnNCFKB3IPrZbbnQgIgjFKOhKCoENGZmRYMAMeyoQj49zk4WqwS3Anx3rBaSJMW0DqBVEkJGIsydUgqrJMDTwkfEOypFA/DgbQPw+Lozwf/B2wZAE6KY8SBo4dcvjHIEoSQKGNizI64a0FXvYHx712F2shNRQsgR4qMcxQOQRFM0DW1sVjw6YzA0TYMgCPCqKhRNS/lNiSSJqPUoIeu/FlgkU3QONCfczandlouTAW3JgT07Ysa4PvAqmm+ERoQbzAa3F/NuL4UCFVaLhDWbPw96GL1m0+dB7c1iex5mjOuDJWs+aXFUSirX6CIKxwwjqSKxWkQ8MuNH8Ho1iAKgaoAsC7BaRHi8xr0LizwgIPV1UjRak0di7bCLN32aJMR0P260wQn+a7x++wF9t+A2BTnoc1EH/G3Xv/Xl1Bpc3mava9Pz2vjOVyGzvO6f2A+VJ+ogSyLum9AX//qPA93Oa+erhyQJHo/SuASHCkCDs84DVdPwaNlgaKoGTYNvDV6bFbeN7AEI8X2fCb3eM2fOxMqVKzFhwoSwv3/ttdcSebis4W8wnnS6YT8rB/89Xqsv0hw4PaPWo8BxwgVZEkJG782ZPAC1DW588kUlvj56GuVlQ9DWZoXFIupPWTUNsFhErFy7B3ZbLsYPvwSd2hegMM+CaTf2wrYd36C0Z2ffOhKiiPXbD4SsMfHojMEYe+XFOFXjxjOv7sPBIw4smjoQazZ/jqmjewcVoG7n2jHpuh76sNxEVYCtWRSbMpPFKuF0gxdVATdbxe3ycVauHFUnoUcFNjTuYuzvKNuw/QDuvLFPi++VxNByOHN8SdSjUnIsIvJypaBREHm5EnJkEe6Weic1Abv3+3aRk0TfmjB/2/kNrm9/YRRH9nWMjh/evVUdo0RELcmxiph3eymWPhtw43B7KXKsIlwpvom0SCJO17hRvvbjoHhXkGuBN8UBT5MEOE649E3e/PVGflGB6Z5wNu1os4bpFB4//JKg3YpvvbYHTpx26aMifFONS7HsueAbTFuBBa9/8C9cVnI2PtjzH5SXDcGxU/U4VeMO+zC66fI5kUalmLljhjKHEUdSRUsWgNp6b0j70ZYrw5PuxDVDFgX84qf9sPxPZ0aS/+Kn/SCLgiFDb2vySKRluRI9gCYwjtptuXjg1r5o3yYPquq7zpEWU09lB2Y0AncLDuzMe2jSAPy7sgbOOg8G9uyIvFw55H4vcFmLpud18IgDr31wqHETSw3HTtZDlgU8+fyeoDLz1w//hR7nd0Bxuzw460IHZe3/+jh6XtAh6PWHJg3Ah//vP7h+yAVxnXtCOwinTZsGAHj44YcT+bFZJdyTS00SUF/rhcvjxUmn7++m3dgLz7y6Tw8GAFB5og6rN+7FrAl98fxf9wd1avz+L59jyvXfB+B7Yquoasic+XlTSvE/Gz6D3ZaL20b2CCoMM8eX4Jbh3TA/oDPv3ltKQnaQU1QND/32w6Bz2rD9S8ybUor12w8E9ZiPH35JyBpEiaoAm44qNGJwp+RTIOCkM/RmqyDXEtX7vYqGk87ghfNPOt3wRrGWitujhJTD5/+6Hw/8tF9UgdflUbGkcRi7X7E9D+V3t7yzpiwL4XeRkwUoURQGt6LpjTvAVzbLTdI4JSLj83g1SJKAxdMG6aNMFE2Fx5uGmwCvGjbeLUvD2lPeCDsqLy0bnPKp1/EIXILmVI0bb+86jAnDu6P87sF4+lXf6L5iex6+1+HMFOJxwy6GLIp45LlP9Nf8HX2Lpw3CqRoXGtxeSJKAp1/9HFcN6Iplz+3C1NG9AUFDTuNIwqYPo4Hg5XOAyKNSzNwxQ5nDaCOpYlHnVsM+WJ9+o7F3A5ZEoCAveGmCgjyL7yF7uhMXRix5xN+34FI1nJVvxeP3DIHboyZtAE1gHLXbcuHxanhm0+f6KDy7LQd5VilkoEaqOjCjFWm34Mee36XPrpw1oS8WPr0Ddluunucb3F60sVmhNJ5fuPOaMLw7ZGhQoKGm3oM1Gz4POsaG7Qfwk6u76cfyj5L3/37Zc7uwtGxwyNqHjz2/C4/c9aO4r1lC40yvXr0AAKWlpSG/e+KJJ8K+ns2azmuXJAENbgVHj9UEjRBsa7OiwaWEdHJMuq4H5q/eoe8M5R/q6qzzoK3NGnSstjYrVE3Dr+4chE4dCuDxqBA1BK33cm5HX0Nt6ujeIYVh5YY9+NWdPwp6LXChaKBxelCYJ8QOZwPa2qyYPqY3IMC3BqKqQYN5K0Ayh8gL4Ud3s2WxCPjZ6J4hTxQtFgFaCxtuypIYthxGO4VOUdSgCsdZ58HGd76KaqFnr1cLu4tceVnLnYuAuRunRBSZUaZPatBwusYdMsK6MM/a8psTzKtEWC82DYvqR14HC6bpIJTCLEHz0KQBgAC43ComX/d9zBjXB4riy4eLpg7Ehu1fwpZvgSgKIef/yReVGHP5RZhb8REAX1vTXy9WOXzra0ODPnMEQujN2JzJA7D1o6/1z4y0tpOLdR8ZgCyGX8dPFkVE9ZQ3rTSMufyioOWrZk3om+5Etcjl0cI/lI+y3Zxq0Y62a2lUdKJzkySJ8ACYNaEvnHUeFOTJ2PL+oZBReOFGZqdqBmC07aDmdgs+u7gQd9zQE6Lo+9n/MMnv6blXA43LpwEIOi+rRYQAAR5FBSDgvM429LmoA0p7dtbv9/JyJDz2vO8+zl/XNU1DpLaLIAhxX7OUtTdeeOGFVB3KFJpuNT6n4kP8p7oGT774GVZv3IvbRvaA3Zbr26paQdhOjvZt8vQKQxIF3/RJex52fvEdbvlxt6Ct2scP7478HBmfHaiE16vBWefGkf868fauwxg5+Hy8veswjlTWoNieFzEjNt2iXm+YAXphz7X41v8rtucFvS4ovi3CBa8KQVEgaaoe3ALpwY0oASIuhB9t3NSgdw7637v8T7sjjY4PYpHFkHJ4y4+7wSJHF3ZzLBKmj+0Fiyw0fp6A6WN7IcfS8vub2wE5GiybRJmnabtjbsVHcNR5IEmp73pSIrRrlDRMI/KvuTpvSinKywZj3pRSDOzZMS3xzt8xEEhfm9Ekwo3Ce+z5Xag6UY/Fz3yM07Ue1DV4MbfiQ0wv/xtWb9yL6WN7oX2bXIgCsGjqQHQ7165/XrjRf20KrXDWeVBsz0O7s3L1Gzx/O7O9zYpH7voRHvv5EEwd3RsvvXUQV/Y/B93OtQeNSvHzl41vq2tY91HaiRIwc3xJ0L3UzPElEI26W0YAAYLeOQj4yuuK9Z8ZspMtkKJG2H05ynZzqvlHpTW93452VHQy9ovxx9F5FR/p9z15ORZcP+SCkIFHkdLgj+Oy5us3SEbnYLTtIBnQdwsOVGzPQ+WJWjz02w8j1hnfVjuDPh8ABEVFjiigrsGL/1TXYF7FR5he/jf8Ycs+jBx8ftD9Yoe2Zzp//XVdIH8b5bGfD8G8KaV6nVlsz4OQgMKWsgdimkELWLqEK7ArN5wZkffaB4dw7y0lOF3rivhEWVM1vcIQFKBju3zMHF8Ct0cJGT1UvnYnHri1L4ZcejYWPb0jaJrwS28dxFUDuuqLZvo7Gu22XIwbdrE+XLbBHVyU/TvIPT33Kn19GZdHRUGujPKyIb4FMjVE7Jk32lBiyjwRF8KPcqMQjzd82fNEMbLE5VHDjuJbWjYk6U9mRCHCYstR1hosm0SZx0jTJyOOlEvDLsYWi4jbRvZAdWN6LLKA20b2gMUiwpvi0ToSNMyfUopHA2Lv/CmlkGCepVIijUD3P3x+8sXdWDxtEOy2XH0KWoNLwWPPnWmbPjS5P+rqvbBaJLQpyMEr73ypf5Z/0z1Awy+nDwIAiFLw8hluRcOCp3YEpePro6extDGvN22X+suG3ZYbsng86z5KNbdHDb9Eza19DT+StbkZKEbu34y4+7JBNymJdrRdKmcEhWtjLHtuJ5ZMG2SYkdmxtIMURUWeVQq5H5o5vgTP/3U/AN8yauHWm/f/vunne3FmSTh/GvzLZQSm6XStC4umDkSuVYZXUfHgpP54/PlPUeXwrc07fnh3zF8dvOzbax8c8k1dlgSocVZYKftehER0Z2aQ5hpQ3c61Y9RlF+rrhy2dMThs0BIE4UyFoWkosEgo7FiIBlf4pyBtCnOx8Pc7gjKgf5qwLd+Cg0ccWLd1PyZd1wOLp/0QDqcrKMPPu70Uj/18MP645Z/69GerBLjh21a16ZSSlhZ2TtRQYqNMmSLjkTQN828vxaMBC+HPv70UkhbdzZYoht8RPJqONjXC00hVje4GWIUWdmmBaHK2IGghNzn33lIS9VMlRVHRoU2OvoCuJArIsQhwNyTjmSMRpUJz01dTfeMWcZf3NNyMqaqGUzXukFibjunOiqKirT5VVgA0zXRtmkhT3/yjAKsc9XDWuXHbyB5Yt3U/xg27OGg0qb/D8Dcv/7+g7+PflTV621MUgSde+CxiezNSG1tVNcgB9X9g+9E/TWzd1jMdM0X2PFgQ+fqz/UnJIIkCHM6GoCmL6dysIRZm2w04ULh2s5GHPkaz3n4sG3/441mVow6QxJjjWaS4a7E00/kaY36ON+bG2mHqcStBfRWiKODX63br+y8cPOLA83/d33i/pIb8vunnK6qmLwnn13TmZrdz7VBVBLVJ7p/YD+V3D4aq+poGTdceXPWSb/ksiyxC1LS4i1pCH9Ru37497H9vvvkm1Kjn9GUm33bfIryCANEq6U8qAvkbUOOGXRw0FPe5v/4T90/sFzSMeNaEvlix/jM4nA1BUx8cp1z4ttoZ9rO1CIXCP1UD8GX0lRv2wCJLoRuIPLsTdQ1e3Dm2D2aOL8FZBVYcd7oxt+IjHPrP6VYNYY53KHGsU6YCvwdNEtMytYpSKy9XxuJpg/DUQ8OweNog5OVG/1xElsSw0zxkqeUWg0UOX8b9U4ZbEs8UPE2DvovxUw8Nw6Kpg7B7/3+jHsltsUqoPuXSp4DNrfgQ1adcsFiN/PyXyJj89U6Voy6t9Y4YYfqqmIbpk5IohLRr7p/YLy1TOSNtDOJN0424v11UbM9PyhSrZAs39e3eW0qw8Z2v9J9P1bix6qU9mHRdD5xdXBjUNm3aYej/PmZN7IsZ4/rAVmDBHzbva7a92dIyGZIkApKEBkXDkUonKk/U6X9/8IgDS9fu1KdFNtc5aJQp+5RZop0+akSiKISfHm3wafqapoVvN6cx/CbinjUwL3U7145FUwfiV3f+CAKEoM8LjGc/e+StsPGspfREirsOpwsPTRoQd35ORMyNZgmlpucJ4ExfBXx7KwTy/ex7+CRCCPl9UN0TsCScX9MpxOOGXRwyTf/JF3dDgABRbP4B2H+P16Heo8Z9v5bQWLNu3bqIv+vdu3ciD2UK/l5uCICj9sx235Ou64Et7x8KeVLhH5J6xw09g774g0ccePa1L1BeNgReRcXRYzVY+/qZUXz61AdJxAlnA9oW5uChSQP0xS0H9uyIn93g20DGvxi0v2fbN5U4B3/5+5mG2y9+2i/iGma5VhnLntuJGeP6QNPODNONtG6hqgKiJCbt6WosQ4VbWqiVMo8mCTjpaAjZZKTYnhfVfCFV05BjlYJ2NcuxSlGt5ScIAuZOKcVJZ4P+3ra2XAiCEM0ShhHLYDSdfFZJwNC+5wTtYjx3SimskgBPVLsYI8IuxsZcrJnIqIxU70gSsHDqQFQ31uUNbi+K7HmQEjAdJVa5soCzCoJ3jDyrwIJcWUBdCxtAJVpza7ayqyf2USWBs0NUzXfj/Yct+3DwiCNowxC7LRcFuRZUnqgNWtbm3I6F+g6R/rZqlaMetfUedGpfiJNONyaN7ImTTnfQ7wNHwja3TAbClMkHJ/XXH7xHO7XYSFP2KbMEliGzjST2eFX8/dN/Y9HUQb4dgFXg1Xe/wi0/7mboKcZWi4jLSs4OajfPmTwA1jQsNQEkru3gz0uP3zMEJ5uZ6ecFsL7J7tPrtx/A9DG9IUSZnnBx995bSrBm0z4Avo1Rz+tsa35jkGZGCAYuBeFPp8PZALstB1rje6wWEaoCeFXfXgdqk/0TWlpCqaXzbKluqfV4Q6Yczw/4fBm+JeHun9gPT77ouzd9e9dhzJlcimXP7dQHboVrk3gUFfUNXjicDWFHZH5bXYMlaz5JSDszKR2Ef/vb33D11Vcn8qNNJzCDBW5PPXV0b2x5/xCuGtAVOVYJi6YOgkdRkGuRkZcjYeb4EljDDMV1OBsgAMiVBJzb0YYHbu2rFxwAkHNlnDjl0oejDuzZEb+680eQZQGnatz6WiyBHZEOZwPmTB6A3BwJVw3oijGXXwSvoqJtYa4+CjHcFJEqRz2+16EQEM40qv29303/XoOGuRU7ggpRe5sVbkVLSKdhLEOF2Zgzr9YOKVfV8JuMLLt7SHQH1oA//+1LXDWgK3KtvjUJ//y3L3HnjX2iezOCh4jPnRL9Tu6RpgVEM03DE6GDb1lZdOetqBF2UNa4kyNRLIxV7wioqfOGTFtJy1RaALIsomO7AogCoGo5kGUhLeu8NTsFy/j340nV2ptURVEhSyJcjZ2DVw3oivE/7garxdcZfOMVF6Om3qXf7D04qT9cbiXopureW0qwbut+vWPRlm8Jass2/b0gAhZJgsetNNvBokliSJl8/PlPMXN8SVQ3sPo5csdjSiL/9NGiIhuqq52mWQMzRxZxZf/gB9Qzx5fAKotQ3MYNqF6vFnbd8KjvFxKdHrSu7RDpfklDaNwL+jwBITsNB06xjpyeIZAl0bcjctDSYcC31U49RgPAms2f+44XYffkFndcVjXYbbm4bWSPkHVi128/4Ht4dF2PoHpkwR0DYS+w6P0OGoD2NmvQjsKqArhUtXHkoNDsdWpueTRNErH4mX8E3T81uL1oY7NCcfvOWFFU2BpnsgU+IM3PlfDIXT/y/Y2qhW2TQPP1BzUdCNbSuoetkZSHoytWrEjGx5pKYEEKHF1X1DYXoy67EGs2f47Zqz7AkjUfo6bOA0kW4HC6sPiZj/Hrdbuj2r1KgAA0Zma3Rw3K0J98UYmHf78DLnfoRgkrN+zBL37aD7+880eod3nh8Wr6NOM/vXEAtfVuWC0S5kwOP0Wk2J4HiyQCGvTf+zc4aTp8+A9bgqeBrN9+QJ+WnIgpGbHstvr/2fv2gKjqvP3ne24zAzPAIKJ20cq8EqygYCLprppbeS1aRSuwwmupmW8p1r5mqeh28a1319q08rKl7m/dysxau+xWdlFT39VIrbWLVgoKA8wAczmX3x+Hc5jDOUcOgjDUPP9kM5yZMzPf6/N9Ps9zvsVcFJGLlkjKzSLgeYu/OaGA8cN6apKlxg/rCWKhVEIQjUm65rS3BVMydNYCVkZ73sT/0Orn5lga+WP6aT53/ph+4CwmMEcRRRQyImneEQRJPbFW7uOpVw60S3JwiJdw1iOn2s5a/T4eWfcpznrqEOLb/l4oCoblzpFeEtcWCFeVFM8ZisIJqdiy+5ilBEwegMcbwN6SUmx//2vU+HksW/8pFj79IZat/xQ2loHbZcfxkx7U+XldWfEz2w4hd0QvdT351iffmj4/b3I61r12BOXeoGrjY1aqbdYnKUKw/vUjoCliqbS7OevPKKL4pUAQjS0bIn2vxQstWze3Ni5k7XC+/VKTrycRXdLwM9sOARI57/2cq6rT7MmUcddGyX6ySrmtlbLiphKXaYogb3Rvw0TkkZk9DO0plr+4F35etpIor/LjZKkXXj8PBoCNIqj0BrF47R71+6r0BuF22c/7vTe2RwMglyITWSU5bWx/AMCGnV9i2fq9CIa0c0lQkPDIus+wbP1eFK39GMvW78V///lTfHfai7OVckBJYw6mqCALDEMQY2dxttKPPf/3A5bNyMbj867DyjlDsenNo4a+hxeKi3LI1bt3bzz77LMYNGgQYmJi1MdTUlIuxttFJMI7Uri6jmMZFDci7J7ZdggrZg9VO0WZpw6b3jyK2blp6JIYix/KfNj05lH81+0DUVsX0qTb/b5wMGwMDVGCyYLH+PHqmiAWPv2hKqF+cUcJPF4/HswfBAkET289BLfLjtm5aeiW5ERFlR8b36wva75TTtQDGmS2x0968MZHJ7B8VrZaIw8iE5XhGJnZw9KJiNWSluakrTbHqDWKyEFLFDimZskW0zpCIcmwVGLS9X2aHDxbqi4gAF774D8aFd9rH/zHknrR3CQalkqrzRZ4xfdES4yjiKI5iKR5x3RMagdlMC+I2PHhCc34tuPDE5g+Ma3Ny3oJCFiWaE7zWZaAAJbsIH7WaEJVcj4I9eEvg1O6IP+mFPjqgprS4ZUbZLuaZev3gqEpw7bZvatLJSXHXdcTX37r0ZQVK88rKpVvf6rG7Nw0uF12uGJZQIKmxIyzM5BCxuoMf5BvVmJxc9afUUTRXLAcjaAAnD5XA5qmwdFyYEKkw/RgXohsZS1NmQRptFPIqpW1Q2O1oABz9VtTr3e+YEXa5H4Gp3RBYpy9vkSZgONotY1eSBBpU/smBsAlSU7Dv3HFsOq/Gz/HC6IuhCymcywEQTL8vmbnpmHr7q+QO6KXqgJ02BgEQyIEUVbH0xRBICSAYylUeoN4ZfcxTBrVR60YVebKNz46oVvvmQXGdU6wIxAS8eTLB1QOpmunWFmNH+JR9CdtavGGnV/ghiFXIC6WM/c9vMB15kXpq//+97/x73//G3/72980j7/33nsX4+0iEuEdSVHXPbPtEGoDIcNGIUmyWkgp5Tt+0oNl6/eieI5MHCos8iu7j6nXu112hEIi/rLrKPJvSsHqe3NQ5Quq1ye7HRAl4xRWp4PFitnZoAhBlS+A/DH98NCzn8Bb05DkV+apU2vZH5uZjWlj+8Mf5FUV0Xk7vyCz6Y3f26yuPpw0aU5JS3MGoOhirmOiJcmbNE0M4+dpmkCy8KPbOONSCRtLQQhYUxcYTsYWqiwoiuDmX/dSFT/hqpamLrdzNJZOvxZlFbXqhjc5MQZ2jkawruk3F0xOUoUIX+BFEUWkgaOJ4bxj1Q+0NcEyxmMSS5M2N2InhBgST+2xF2MYggSXDXExNkiSBEIIKFrlkfCxAAAgAElEQVR+PNjGfogRBxNVSbEFuwqaIjj67TlMvr6PZg4NLw3u2ilWta8xaptKe6j0yqEmhRNS1WTXZLdD3eApKPPI/prh9j5KiRkvAj6/gIoq+TD8D5s+1/TJBBcHIkiWLW8uZAMcRRRWwHI0znmDahWKYlGT5OIiniQ0TainCSxJj9sJLEuwuCBTrbpTBDQsS8C3w1d+IV55j83MNt1j2yjjtYjyek0JCxrfz+CULsgb3RcPPfuxaRu1krIcDiukqBIA2fhvlLBVo+fOlNfoBA8r5ww13V927+LSlSoXTcvC1t3HsLekFMluBxYVDEJtHY+keAcqvH6MH9ZTLflVXueZbYewfFa2hmegaQoSCAandMHIzB7qAel7+7+HK5ZDcX06cTgHs3LOUDy6fq+udHn8sJ5IjLODpggenZmNKl8AVb4g3tv/PaaM7tsifqPV93pnzpzBunXr0LNnT6xZswY+nw80TeP+++9v7beKaIR3JEVdt3LOUAiC8cmlJElqA7njpn7YvEv2CFQWTfMmp2P960cw7rqeqjHz7Tf2xbZ3jmPcdT11i683PjqBm3/dC4TSDzCL8jPx9qffIq1XZ7XxLS7IQp/ubl30NtBg1r1h55cq8Rhei2/W+Y0GN7fL1mTnb65izOoAFF3MdUxQJqd6FEWaHPloiiApwY5Hpg+p97mSjfppilgrkTJJt7SipGNZypgYYCmELKw2BFECw2hVLQxDIIhSk+/NCxK8NSGd11isnbXwqQHG5DtnLHznUUQRRQMEAIIkavqxIBn771xsEEI0xtjKuGA1OKm18cZHWgXhGx+dwAxL/q6tC0EEqr0hFG8M24wXZCExIZIt9dsGTalKzgcGwI3ZV6q+gcq1CtG3/vUj8FQHUDghFcmJDt18WVSQhXOVdZp1cbyTQ5/ubuSN7o1uSU5QBOjT3a0J3lO8shV7n5ffPoqCMf1RWn9gFgjxcNhsmJ+XDoamkBTvAANJ9YhqDpq7AY4iCivoyEFxSkJ943mGtnC43Z6QQiKcMaxmv8AwBFKofe66qT2r0V75p3M+0z32+V6PpikQlkLRtCwdKa0cZjZcn4NzVXVIjLOr5KDy/sUb9mHVPTmQLjCc1Eq41Jbdx3Qhrwp5V+kNakQhSkirIEp4bOYQ/OWtYzh+0oMyTx0IIaaEJOorKRt/tqWFQ1DplU8N/QEB//vX/wsjk7Pgdtk1ryX/myAgSqBpChxNUO4N4oODpzD5+j4aMnrp9GsNxWKK+tbIe7GoIAshQURFtV9DZi4uyERivB28P9T8hhf2W7QaDh8+jJkzZ6KoqAg9e/bEW2+9hfHjx+PgwYPYsmUL7rzzztZ8u4iG0pFWzhkKjzcAp4Or9/85aJhe/NQrB+Hx+lVyL290b7hddtA0wdxJA0AIMHH41fAHedwz6VfgaBosS1A4IRUV1X4UTkjFvpLTyErpBpahMGNiGhiWoLS8Fs4YFstmZKO6RmaW//quTCrG1ptklnnqsGqjfNqqRG8bse+5I3qpnbapMknF6NMVy2H5LFnaTNOy4qspFd/FNH6OLuY6IIik6zNyiVPTW1pJlOCpDuoWKvZO1lpSi5R0kpyKFk4McCwFCyHEKhSFg4JktwPFFgyTeUE09BpbOSfHUvkeDQkPTcvS2Bk8NE22Foj2mSiisA5ekLB6o74fr5wztM1LaYMhAS+9UaIh5V56owQLbxvY5spgYlK62h4KQp4XVXIQqN8MbNwXtVRAy+wqBEEEoYxLh+OdHJZMy0KMnUVinA0URYGmgRVzhkIUJPx0zofn/n7YcF0885Y0Ne1RWUMrwXuKOlEhCvt0d2N2bhr8ARExdlZVV4wf1hMAsOiPe/B80UiQ5kzMUURxkSGYJKt3hKA4UTI+3BYjvI8JgggbTYFmScQkR59vz2q0V966+6vz7rGNXk9RInq8frz96Xea9cHWsBRj5X4YmoKNpU33RyFexO//rA0ntZqm25jEZCgKFA0EQiJoisKWegVfpVe2q4h3ckiKd4CjgRkTU9XQkVX35ECSJFTVaENaF0zJwIadXyLBxcFbEzQkG5dMy4Jo0v8oAiyYmgGKQJexsGpjg2WGgmS3Az+e9WLZ+r0asnJU1hXYtKtEvd7tsqPSG9CQfAumZMh9qb6c+a7x/fHkywd165RlM4boyMxVG/e3eP3SquPM008/jTVr1uDaa68FAMTGxuLee+/Fjz/+iHnz5v2iCEKgviPSFHy1QTy++XMsLRwCj9ePzbuOYu6kAUhOjAEk4FyV/mS1a6dYbNhZgt+N6g2OpfHkywc0kt5/7P8Wo6+9UiX93tv/PSZf3wcfHfoB/a5MAgC4XTZ8evgnjL72Cix9/hNNY//2p2osmzFE/X9lwUbTBEUFWZqTdGXBpZhuykoiChAEw7QkAKgJCfBUBHQx3wkxbFiyHACJQBTleHUlBSmSPJuiiABIJkqTialNXsqbmPJbPYVlGcpQBs4yBFITBzM8L+KRdZ/p2rHVRDSxPq2rcZKwFeWGKBr7cIiSZImUEAQRneJtKJ6TA0GUJ2YbSxD0R3B9SBRRRCDOZ5HQ1gQhTVHweP2aksyGubVt70WSgANHz2j8Xd/d9x26JfVsc1JOEExS26OWChdszaKsDSkYr+dcMRwkSHhhxxE1eXLHhycwbew12LBTTj2eNra/Ot+PzOyBbklOVNUE4KsNalQWSrnYqVKvWn0zb3I6/nXgFBbekYFKb1Bz//Mmp2PHhydw57hr6tu/vJ6NIopIAUMR3Dz8KozKukIzPjIdIFldkoCP/+/HsHu34d1932HsdW0/tjcXHSk52miv7PH6kRCW0GtFwacoERdMycDeklJddsDd46/RzIMKicebjO0/nfNp5lPlnhp/mWZpy8pvYKMpeGqDugpIVwyHd/efUtcxzxeNREiQVOJTDAqQaAonS71qFRUgr7vWbDmI2blpuLSzUyUOXTGcug5hGdnrMyiYlCpX1KiVlwumZKgVnYBM8l3exaXavSkHUf/8/BRWzM6Gw8ZqyMp5k9PV65VwlcYlxDF2Bov+uKeBaDVQKNIUMVQdtnT90qprn1OnTqnkIABI9acFl156KaqqqlrzrToMwg01X/3X11hckIlt7xwHIQS/b9RQFE+WeCeHimo/Rmb2QKydxZnyGrhddrhdduTflIJNu0owaVQflfRTrv/o0A/IGXCZJvZ6UX4mGMb4BDccsi8hh2e2HUL+mH7qyY+3NqQrd75/6kAwLIUQAfy8iJ/O+bB191dygMm0LNkY2kCeu0IpE64/gfDUGPsMAlGvwCgawACYMrrvBbWHlqpRaZrSycAXF2TKE1sTBmItNWrmGErngTE/Lx0cQ0EINuF/SBv7W1j1P2Q5GmerAh3S/yaKKCIJkVSub7MZlxDZbBSCtW17MwxNcF36ZRp7lMUFmWBoAqGNzyE4lsaMW65BtU8uHWIZghm3XAOOpSA2Mdb+3CEIIjq5OPmwSJJAE9JkWEK4N5bbZdeVG86bLJeAebxy9QsAPL1VPhwPhHhDZakzhgVLE9AUpbHOUNbOogh07+LCovxBECU5HOWOMf0QCokIhARNOIpyEC+Jktz+WYLotBZFJIFjKQzP0PpfKxY1wfYwxGsGImls/znD7PCGCHKyrtVKOWWfZOYDaybOIQR4dGY2TjfiAHbu+UZXCttYRWgla8CohHr1pv1YNiMbp0p9quWZ0f0JomRqmXZpZxcI5M/cp7sbvx6o72dJCXbdd6so1ZXXWbPloOqJ26e7G/lj+mHJ2o81r7P/yzP49cDLEQwJOk4k3FPXFcMalhAr9m+NQ73Cf58fz8rff97o3lgwJR1nK+uwc883YFro+dmqBCHHcZr/f/nll9V/x8XFNXn9H//4R7z11lsAgOHDh+PBBx/EJ598guLiYgQCAdx4441YsGABAODo0aN46KGHUFNTg0GDBmHZsmVgGAY//fQTHnjgAZSXl+PKK6/EE088gdjY2Fb8lM2DIIhgaRrJbgfe3X8KgByB3bhuP9yTJTHOjopqvyYJ58H8QQiFRPjqghiZ2cPQCHNp4RC1kSuPr960HyvnDDUuESEEfbq7cdf4/ugU70CIF3H7jX3xz89P4TeDLseaLQc1RCNFgLmTBiDGweBUqVdDXCiLNMUYuqkwkvP6DIZJjCNF5h1F+0GzQalXs1lNc2upWXIwJKjkINAg3bZSqktRxidQVrwTAfMk4VX3Nq1AZBiCydf31ZRhLS7Ikj0MrXxuAdi6+5hBqUFaxJ8ARxFFJCGSyvUDQdG4X9/c9v2a5yXDsbU9PLbM3i861skbufJGCrymSsbC13dlnjrQNMFjM7NRUe1XD50V1UXnBDscdhYLpmTAHWcHJGDltn269e3KekXMqo3652bnptUrUCR4auR7Tbs6CWNzrtIpB8MP4m0cDVcME1XGRxFxCIRE4z1SB7A9iKSxvblQVG1lnlqApiJ679lavvqKEjE8UPV8Ygwzci/BZQMBMPRXl+iCrRrnCITPEX26u5E7ohcCIQE8OHAcjaAgmQo8qmsCyB3RC+tfP2J6fxRNobPbYUJ4AqhXP+aO6GVyrzkAAVbOGYryKj/inTaseeWgOm8pfxvvlHmvvNG9dfu1lRv24ZHpQ/DIuk+xYEqG4WdRrvcHeeSN7q27F8X+TfmuLklyqp9JId4PHC3F9JuvgbcmCI83AF4QkT+mPygaIBJ1we23VQnCmJgYnDlzBl27dgUAlZg7ffo07Hb7ea/95JNPsGfPHrz66qsghKCwsBA7d+7EE088gc2bN6Nbt26YOXMmPvjgAwwfPhwPPPAAli9fjgEDBmDJkiX461//iqlTp2LZsmWYOnUqxowZgz/96U9Yu3YtHnjggdb8mM0GDUllot/dfwrXD+5h2lCUE6Jaf0gjGfXWBPH2p98h/6YU9e8bX0/TxLSUqfEJ7vy8dNg4Ggtvy8DZyjoN6724IAvxLhYLbxsIVwyH0ooaPP/qERw/6cGSaVnghTqdbDecCb8s2QmP129KjkggpmVXCoHYkWTeUVxcXMgGRQHHUHhk+rWqObk/yKNLYgw4xlpQiGmprth0qS5DU4YJygxNIFpo0C1RIAq8hG3vaImAbe8cw0yrAQBEMlRxRPzqLoooIgyCICJRPeCQF/FWDzguxr0YlhBNaPtSWsEk/KI1vIabCwmAJEKjTHvwjkHtEtwSaWhuaBygV+7H2ll8f8arHnorGJzSBRKA/w7zq3p0xhDDdiFJ5uX6lyQ51bIwhRyc8ts+OHnGq1lHhx/Eu102UBSi5GAUEQkzcsSKxUx7I5LG9uaApilU1oZ0h3kJFv3z2gOt4asfrkTcvOsoZuem4ZIkJ1iakg8yG312ZU4wLiOW1KrJcDT+/ZX23ae7Wx+8UR84MjKzhyGPUOUL4opuLhTPydGspWiaggACvyhC4gX847NvDQlPjiYQBZmXCYQE3b26XXZIkMAxNERJtpo6fc4Hj9ev+btktwOJcXY8OX8YnPWBWI0/M1PPy5ipMzvF27H63hwwDEGs3VhY5aqvrEx2O0DqhVpOB4tYBwdAwojM7vDWBDXrl/l56XDYGEi48G1bq1rgTJo0CQsXLkR5ebn6WFVVFYqKijB16tTzXtu5c2csXrwYHMeBZVn07NkT3333HXr06IHLL78cDMNg3LhxePvtt/Hjjz/C7/djwIABAIBbbrkFb7/9NkKhEPbv34/f/va3msfbG+Es/7qiUUhKcNSn5Mjpa0umZWH1vTnoFG+HzUajpi4EG8sgwWXDVZfEYfG0QbjikjgUTpRDRDrF29XrFSS7HWDq1VKNH//xrBeuWBb35WWgeM5QzM5Ng42j8ez2f0MUYWBuuQ8CL+Hv/5S9XViGVjtGvJMzlO26XXZceUkcnls0AixDIcHJ4cH8Qer9KA328c0HULT2Y0iA4b3SVJSBiEILsw2KlWW92QbP6sbPrE8xdNPtlGEIElw2zM5NU/tdgssGhrHWxmmT97bUR+oDANa/fgRFaz9WE9AtzxQS0Z1kPbPtkPUvLoooogAgL1orvEEUrd2DGcXvomjtHlR4g6DptnYglD0IDceUdkgGoWmTe7EwtrY2RFHCHzZ/rhnv/rD584g31W8LnM+mwwg0TYGmKDw5fxj+9MAIrLlvGDiWwllPDRblZ2rWhHePv0anNDpdXmPYLn4o8+Jkqc/wOYqSN3yKb+/tN/aFIEiIsTfYa9xxUz+4XXb1IP6Dgz8g2E7ppFFE0RQYSraJWTItC8VzhmLJtCwMTunSIfZIkTS2NwcCCF6pV9gXzxmKwgmpeGX3MQg/85PxcI5i4W0Z6N7Fha6dYgFBUBOOJZoCTwgkmgII1HJYZY/x7PbDarovy5j8/mFtV1Et5o7opXrMK9+5Qg4qisbwOWPe5HS8t/97fHfai6K1e1Bev5ZSVI2L1+7BUy8fxOlyH0ZfewVYRhZqrL43B0sLh2DL7mMor7/PTi454CT8XsNLhef84X288PoRxLs4XHFJHJZMy9LcS9G0LIQEAXUBHj+dNZ6blDWX2Wf55+enkJzoQEKsHRQx5kUUcnHe5HS8sOMLUBSBIEk4W1mLh5/7BCd+qNLtkZ/eegiiKItcLhStSubfeuutOHnyJEaOHImePXuCEIJvvvkG+fn5GDt27Hmv7dWrl/rv7777Dm+99RZuv/12dO7cWX08OTkZpaWlKCsr0zzeuXNnlJaWwuPxwOl0gmEYzePNRadOzrDXdjX7ejOIooTyqjpQFPDojGz4QzxoiuBcpXwqdKrUi0uTnaisCeJ/th7UMMF2m3xm9PyrXyDBxel8hBblZ+LfX5VhUX6mxoNQKanweP1YMXsoKqr9CPES1r36BY6f9OCW3/QyXPx5vAHMmJiGc1V1CIYELLwtA3GxNrAMhVOlXg0TrnQopWxakb3aORrF98iqiR/LvNj0ZkNZyQs7vsBDd2ZhxUsNn+HhuwYjKSFGLsEMQ2v+Bu2Btrz/8Lb7c0GZp9awjYKQJr/b8qo61AW1VGJdkEeMnbX0u1TX+I09uzgKce6Y81571lOLTW9+iZGZPWDngBAvYdObX2LmzWmW3tvj9WNxQabO/5BlKLibeO8yT60hwVd8Tw6SLbz3mfIa49NrSULXi9yeO3p/D4fyWX5Onwn4+X2e1oDZ2FtR7ceKDVpLkRUb9uHxecPQObFt7U/Kq+rw8N2D5WRAAogSwIsiaJqgU2Lb/qZek7HVwVFwNTG+tTbMxjtBuPjjXVNoq752vvZr5Gdr4xgkxmkrg0RRwvdnqrH8xb2aNejWd44jb3RffHjwFOZOGoCkBAfOlNdYTuG8f+pAvPRGCQDoFCELpmRg/etHcM/vBoDmRSy8I90wlERJQe4UbwfLUnhn30n8dsgVcLvOX93Unuio42xb37fVdW9H+j4rvH7kj+mPsopaALIvav6Y/qAZColtPD42FxXVdYZrV4YmSHRH7m9wtrLWuHKGAjpfxPkxUvdtnTu7DMf0h+7MwuxbU+GpDmgU2ivr1zUBf0hXPdV4fy+KEh6+azBEybhaKdbO4PhJDzbvOorCCano3tWFk2e8eOOjExh3XU9s3nVUFYs8MX8YAGDlho81Pn5ulx15o3uja6dYnKusQ5DhsbekFN/+VI3H5w2DxxfAPz8/iWUzstXA13gnq0kKrvQGcbbCj6deOQC3y47ZuWnoluSErzYIt4uDIAAsEwIhwMLbBqqBssr3lBhnx8N3DcbyF/dq1Jllnlps3nUUM265BlX185XbZdd9b4q9W+GEVNUe485x1+D0OZ+qGHTH2Uz3azaOQmLcha0zW13te//996OgoACHDh0CAKSlpSE5Odny9V9//TVmzpyJBx98EDRN47vvvlOfkyQJhMiptyTsxFt5XPlvOBr/vxWUl/sgipJa3toaUNjtLbuPqd5g8/PSAWjLWhYXZGL7+1/rmOCFt2XAFWPDfVPSQUBgt1FYOWcoJAkQBAlBQUD/q5LAcTSK5+SgwuuHP8CDEKhJcIQAi/64R3NfVb6gqYQXgCY9Z/v7XwMAbv7N1ZpGbFR7r/hNMJIEQZI0ppoAsLekFDNuTtV5J5SX+zR/15q/QXugufff0gWM0nZ/VqCNTf4hSU1+t4QzHuIkwNLvIjE0vvzmHFbMHqqOL/tKTiMu9RIEas9/PU8o9URNQaU3CF5s+r4BQKJpbHvneKMy4eOYMTGtyetFyjiYSLT43nS9b6rOu4MQ0+tba/F9sfp7e2wOzp71dvgxrDF+bp8HaJ22YTb28sTY+iMQFNr8e2TsLARewvKNDYbcRQVZoCjzfn2xIDE0KCJpvGV9dQHUBUX4mxhbWxuUyXhHnWe8awtY7WsXs/0ydsYwqIsQ/Vwi0ZS6kQS09jNbdx9D/k0poCg55TTBaVOVJuHfu8frhyuWVYPy/EFeVd2Hbxiv6ObCuUo/WFaeZwNBAS47jZoAsHLDp4b3cEmSE4QAr/3zP1gyLQtSqO37oFV01HH2Qu77Yq57FU+5juZnTtW3/XD4gzxi7WzEtwuJpvHRoR90CfVjc3pG9L1LNG18sD4n56Kue9ti32aWGGwGpR8bjekrXtqH5bOysXK7XowUCApY+vynujTeuFgW5eU+zX047SwommDlS3pf2aWFQwDIY/7614+geE4OrujmwsjMHhoP2zJPHfwBXv134YRUlRxsXLq8KD9TDfzgBRF1gRCuS79cE/jaOCk4d0QvlRzMHdELdo7B6XM+OGM4VFQHVU/cwSldkD+mv2beYlkKFd66+lTp+nUOTYGmgP/96/+hzFOH+FibavFW5qnDpjdlErFL/eHxxjdLUOkNIndEL8y6JRUOGwuKAN2SnLg+qzuy0y6FnTNev4iCBIE6/57vfO33otgBdOrUCaNGjWr2dQcOHMC8efOwZMkSjBkzBvv27cPZs2fV58+ePYvk5GR07dpV8/i5c+eQnJyMxMREeL1eCIIAmqbVv48EKGWShRNS1QbVKd6heq8ADcRa4YRUjUeQ22UHyzB4ZF3Don5+XroaJtI4LOSNj05g0vW9wdCUJmhEkaiHv/Z7+7/XndYqrzEys4d6X+HpOTf/uic6J8SoptEExj5tgiiBSKIqN9cTPGhW0lIUv0yYJXVZTbX2BwSdN4NV0BTQ78pOOnUsTZEmw4A51jyF2EoypihJhn5hhROa9qAhxDichbJ4YBJJwQodFcGQcEEKQn+Ah7e6ruk/jKJDgKKME8UpCm2eYhziRRQ3Cnko3tg+xvd2jkJ1DUHR2j0aBaGdoxBo65ROolemKcqRX/qAFwyJJkFdQ1WPovBNn9FasHOCHeOu66lJipw3OR0fHvpBpzQqKsjC868e0cx7yW6H6nGtbBjvy8tAYrwdNXWyWsVlp3Ha40fQwFOqzCN7fLMMBZoiGJtzVYchiqK4cFhJSo1USDBeu3aE439CAQP7ddX1dxLh46komfg+SpHv+3g+NKcfNA5pMfN99XgDOlJPDouCSnYp6b65I3ohGBLBcjQqfUFN5WBjQk55PYUcb9jvSQBFdD624aXLyW4HXPVegApRGH6PqzfJ/MrRb89BFCV0inNgSaPAWIXr2Lr7K+SO6IXuXZyGZKPsX8ir9z4ysweWrftMd2/KfjN8H3j/1IF4MH8Q/rDpc933e/ykB8vW78Xqe3PgimFRMKY/PN4AdnwoKyeL6+fKm4dfhWH1KedFBZmG65e6QAgUxcJGX1hQScT4hZ4+fRr33HMP1qxZgyFDZOb4V7/6Fb799lt8//33uOyyy7Bz507k5ubi0ksvhc1mw4EDBzBw4EC8/vrrGDZsGFiWxaBBg7Br1y6MGzcOr732GoYNG9Yun6cxWy9KDWaTSmOgaaJRB21//2s1XS0cd43vjyqfXyPlfXqrcWqxclJa7QvqgkSUZJ6CMQJq/CH4aoPokhgDEAnLZ2XD45UltuESXgVlnob0nEpfEAQhJLhsoCgCxuAUWPWb4FtO8ETxy4YgiOicYNcoTewchUBdyMK1EnZ8eELTz3Z8eALTJ6ZZMmAVRBir+CykfopmKcT3NJ1CDMjEgiHJRxE0xU4yNDEMSKEtBqQIgoiEaJJ4i8CxNMYtfL3Z173x5ARE7hl7FM2FjaVxx039cLa+H7MMwR039YONpRFq4/4kCCbm8RaCj1ob/oBJonI7JKUTQPVBUu7ljY9OWA91+hnDbIMoijJ/Gr75LJyQajhnuWI5dWMDyIfeFCG4IftKEACr7s1BeZUfvtogEuI43aGYQvApr7fwtoFIjLejosqPKl8QXRLtqAnSKD7PPbhdNnAMQdDPgyC69vwl4EICdiIFgmC8flw5J6d1wwMuAiQJOHD0jE5B2C2pZ0R/71QLD9YjFVb7gVFIy/JZ2eetMlRQ5qnDJZ2dACFYfW8OqnxB7Cs5jV8PvFwVHPXo6lLJwfD7UMRH4a9v5xisvjcHbpcNDpaCKEggIHhsZjZ+OufD1t1fweP1q1wCIPMMSkCqyyQ0pEdXF7okOrD+9SMoGJNi+DeXJDlVcUfhhFTDdOGVG/Zh4W0ZuG9KBnx1QbhiOEOi00gI9tQrBzB30gAUTkhVPQobf7+JcXbsKzmNob+6FN7aIKZPTEV5lR+FE1Kx/f2vMSrrCpX/OVvpx3v7v9etX24YcgVsHAOaIhfU7yKGIHzhhRcQCASwatUq9bG8vDysWrUKc+fORSAQwPDhw3HDDTcAAJ544gk8/PDD8Pl8SElJQX5+PgBg6dKlWLx4MZ599ll069YNTz31VJt/lsZs/c3Dr8LYnJ5YfW8OnA4Og1O6oNIbRE1tSGXDw5V78bE2tcEMTukCG8vgyZcPqvX0901Jx7nKOtg44zJCJfHG6LkgL2iUiEXTsvDc9sPIH9MPBASXJTsxfWIq1r12RBPnnex2gKUp/GGu3PFf+YdsIhrv5JCUYNcRgIsLskBTMo/RWlHsUQq39lEAACAASURBVHRcNFfeHg7OzqCyJoiysCTi5MQYxMewTSYQkvqwjsYnK9ZPMk3SfC1AqDdMb3wIIFhMoSMmqhara5U4J4dHpg9RvcYEqXn9LZokHkUULYcoSqjy6RPmXA6u6YtbGWZqfuUwr01BJPxuVG94axRjc4LfjerdPknpBLh1RG88/pfP1d/ogdsHRVPbATAmbYapbzPhm8/t73+NxQVZ2PZOw/owPtaG2gCvXt+nuxvTxvbXVLfMz0uHjaOxdfdXuG9KuuH7dYq3o3jOUPCCiBg7g4fqy7KWTR8MlqHB15Pfihl8Y7WH08HAX9v0oWIUPx+cL2AnYja/JjAl5iUp4glCliEYXq9uCu+DLEOBb2t1eDNAKJM1dwQrHxtK6AFIsgUb1WiPZbUfCCAqOaj8zQs7vjAU+GzZfUzzesluBwiAoj81VAQsm5GNDTu/wMThV2PNloNYMCXD8D66dopVx3zlO39m2yEcP+lBstuBx+deB09tg6/s4JQuWHhbhvz5KQpUfZKxO4ZFgovTEIVGa51X/nEM467ridKKGtO/Ucj57e9/jfumpOvuW6nsDC9PVio7s1K6qaXVFGVsMZOU4EClNwAQCQumZGjmw3mT01EX5JHWqzNq6kLgBUktQ1aeD+d/tr//tU7heP/UgXDFsvj43z9ieMZlFzTeRcwY+fDDD+Phhx82fG7Hjh26x/r27Yu//e1vuscvvfRSbN68udXvrzkIXzCNyrwcwzMu15TRLC7IhChKOkb/mW2H8OiMbPzt/a9UUiHeacMj6z41lbg2LhlWEm9YxvgkJNyMu8xTp564/vPzU7hp6FXqe+WP6Ydvf6rWDu60PEb6g7zqo6g8v7TwWqyckwOeF8L8Jq5S19etEcUeRccETVOoCQkoDSP4uiTGIJalLZGEvAhUegO6DXasnbX0/mZhHZZgkuZbPKfp61nGuMSYtVhiLEnGqhYr6kVBklBbx2sMcxfeNtDydwboSw2ipH4UUTQfIUGMGCWIjaWMQ5dYCsE23rjRFIVAUF9CZ8W+obVBEQKKhsY/iKLlx3/pIx5NmajRKQIB2s3n8ZMeSBAxZXRfzYZyUX6mulbNHdFL3QwBDf1hdm4a8kb3hqc6oAvbU3wyKYogMdaBd/d9h/l56bisixOSCPx41ge3y45kt0PjUxjvlFMqHTYqSg7+AkGbVGHQFAGEyC7WZWjje2csVJC0N3hev79duWGf5eqZ9oIkmqy520HVbgXh2QaNhQzhJcRW+wEvioaiBlcspxH4cDTB1NF9dRzBCzu+0Pzm1TUBjM25Sh3vlTTexvdBQDB30gB0SYzBd6e9Oo/BkNDQnvp0d2PcdT3x8HOfaNYwSS4OoaAACECCi0MgxGNxQZaGp1gyLQsSgJGZPVSfwnBCeHBKF0wbew0EQVKVegBAoP/+8kb3Vl9buc+nt8oczn838jQ04mnOlNdg2fq98vxYMAhzJw0AQ1Nqm8u/KQVlnhoA0FWDPrPtEFbMHqrekzLnzc5Nw6WdXWBoAo6j8L/b/g83DLnigse7iCEIf05QFkx9urtx68jehj6Dy2dlmyr8FPbZWxsCw8gssVE9/coN+/DojGxNJ21Ia+ur2wgsLsjCn/9+WPee7jgbhmdchlUb96lGnDE2RlYfUcDJMz5s2X0MBWP6I8iLqPXzeHa7doG3bP1nWDlnKE6W+vDe/u8xZXTfaAlxFAAAiSbwVOgJvpjOsZYaCG+6wR7a5AZbEFp2gtwSTxLBpMTYut+XpJ68Kd/bgikZlq4kElRyUHnvJ18+YHmB1pG9e6KIIpIgisZq/vZQgviDgmHo0uBrLmnzezEroSue0/Z+iIIoYfXGz3Ubl/bwZow0BEIiNr15VLNp3PTmUSy8bSAY6EmY2jpeNWAHGryfHp0pr1XNSr/sHAN3nB2CIODVf51QkyspAoACFv9xj1pFc0P2laApAgkSBEH2d0q7Okn1M1R8CoumZSHGRiHGYYsShL9AdGh7IwI8cPugDqlq5k3W3Xw7WFk0C8SkYohEJpkcnm1gxA8oJcRW+wFr4ptOUYAUbMgLCAlAQgyLVXNyEBJE/HTOB2cMq7OGqPIFcXmyU6N0M1JovrTzC4wf1hMcS2s8Bvt0dyNvdG+IYoM1Su6IXrrPWlxvn0Yg710oioLbZQcvilgxWyY2GZqAZSmcOVeDHl1dqmXbvw6cQuGEVHROsIMQolEELpiSAZal8NLOL3T33a1TrGEbr6oJ6H6H5bO0PM38vHRsevOo+jerN36O2blp+P2fP1UP1GwcBXt9yKbR+9T6QxqOx+P1I95pw1uffIMxOVeh2ieXPV/S2XnB411E99WOCmXBdPuNfVHlCxj+uAAMmXQ7R+O9/d9jb0kpBqd0wfSJqVh9bw7inTbD+naKIlh420DEO20QRQmBII8bhlwBliH49PBpFE5IxeXJTni8ATgdLO4an4IqX1D1O1S8WegEu6FKcXFBlvq3Nwy5As9uP2wqEz7rqcP6149gybQsdFLY/Ch+8eBNvVSaJviA822w0eT1LT2FpU0CBmgL17eUnKQpCs5YVlcmbEVhc76SAivlzR3ZuyeKKCIJZmp+liZoZtV/i8HQlGHoEmPRm7Q1YWrBILX9JtJ0rG6nDW0kqbcpSk4WXrlhn/qY6oUr6DefMXZjAhCQFZqd4u1qf1AM7OOdHFwxHGr9Mol3qtSHw/85gsdmZYMXJLCEkjeqhGDNFtlu5768dPCC7K3kdtnx7v5TAKD6nrEMDY6jwPNyyd3FRktsVKK4OAi3N+poXsosTcFhpzWqZoedBktTCIUie29lHsxFIpuZNavamZja3ndmCGWdb3boouw1rNp8SSKa5ZsuAaj0BRDiJfC8pFvnvLf/e0yfmGqidHNq1ILf/lSN1ffmqGp1pZJR8QFUXsP0s0oSHBwNr5+Hp6JWDfXQqCrvzEKsg8Xv/9xAAirpy3mje+uUemu2HMTs3DTsLSlFpTeIuZMGICnBAU91AMRElWnkzSgBqkKws9uBxzcf0Fi4lXnqcGlnJ/5cNBI0ReCrCyEQFMEyFARRxNLCwbBzjLpG8nj9sLEMHA5aDYsVRQnb3/8a7+4/hRuzr4K3NojfjewNhqIgCBfW6aIE4UWAsmCysTROlfk0jahPdzfuGt8fLEsZpge/sOMLjMzsgUpvEOOu66mpO1dYZ6VhJbsdKK2oQV1A0KiFlOfmThqA3//5U4zKvBxjcq7Cw899rMpo75uSgVp/CDF2Fm/u+QbDMy7HXeP748mXtcrAVRv3qelxdo7B+WTC3tpQlEiIQoemTM6bQks22JRJeRRlsYyNYShMvr6PJmVxcUEmGAteKi0lJwmRk3CrfXXqAjHOyYHENH1tS82WO7J3TxRRRBIIAe6fOhBPvdJQ7n//1IEghLR5IqUgSoaJtO2hlLOZqBVsDAXBggVDa4JlCG4efhVGZV2hMdVnGQKpjYVnkabeZmjKcA5VSGUtCSOTrUZzz+lzPixbvxePz7sO908diFf/9bVuA/fA7YPwt/e/Qt7o3uBYGk+9fBAerx/zJmvJwXsm/QpnKmrUeXFWbhqe234Y7+4/hXf3n0Ky24EV9QeQgTY4qI603yyKBnRUL+UgL+LR9Xs7pKrZxlLIG93X0MoidIFkRVuAAXT2CJGsOFXESGZ78vDSUis2X+cLMQsXFhiNd0UFmVhyZxZWhiUUj7uuJ3z1KfPK/OHx+sGxNLx1MpE2bWx/lfgK8RI6ux2YnZuGbklOtfoyXHmofFal2lHx+qMpIChKKK2oxbPbDxurKl+SA1HCH1PSl7slOQ0/+6XJLjw2c4ha/rv9/a+RN7oP1r12xNDr1sib8aezPgDA7//8KdYtGQWP16/7G0IIfLVBdX128/CrcOPQK+utorR+vTF2FnWBkKaUuaggE8MzLsP1g3tAgoRYBweGoYAWrDKje72LAGXBFILMoCuNyO2yY8Yt18AfELDof/fg4bsHY+6kAegUL5/GllfVodIbhDvOZiijVXxalLr1xQVZ2PXxNxiZ2V1zGqucfHTpFAsAGPqrS9SBWqnfD5fRzpucji27j2H6xFTDDqKEnviDPJLdDlOZsJJ6HCUSoghHUybnTYIQww22lbSOEC/in5+f0qSpvfqvrzH5+j6WlHShkGi8obZQBifBuEREgrUqEVEC/AG9R5dkZbw3CTixurLsyN49UUQRSQiGRLz0RolGlfDSGyVqiWZb4nzBSe1xLy1JeW9NcCxlaKrPsRQCbazWiTT1tihJsHFaJZONoyGGTUTK5lOiKbz1ybc6e5sl07Lw7PbD6NPdDaeDxf9sOYT7p2aoSg7lcz7+l8+x8LaBiIvh8D9bD6mH4YqqZ8GUDCS7HThb6dfNizNvScX9//Mhkt0OPHRnFlw2GrVtVFYcab9ZFB0fgmDsB9dequbmICSIav8HGspAV90b2R6EHU1xqoiRtuw+ZkhWNZfYpEzW/VSjkBaj8a54436snpuDpYVD4KsLosoXVDmBGbdco5k/OrsdqKgKaEJaFxdkgqYBSBS6d3Wpqn6F14i1M1haOAR2G4VHpl+L6pqQZk/40F1ZcDo4dOsUq5YMG/EZStlu+GOXdHaivFIfajI4pQt8tUHVMkPdgwGqqjC8f7IMwbjremrKiRdMycCGnV+q4VuEQHfgtmRaFrxh5CAA9LsyCT+W+XSqxqe3HsJjs7Lx++ca5s60q5MgAbr7dDpYCC3Yr0X6ONOhwdAUxg/riR0fyoubHl1d+Olcww9uZxl4qaAmVXh+XjriY20AjMsqu3aKRfGcofDWhtSkOG9tCINTuugSAXlewPNLRgFhPmpGxOMz22QJb4gXTZWByW4HuiTG4KE7s7DipX2qTLhbkhMVVX5sfPNLjbIxSiREoYCigP+6fSCe+EvDYP5ftw8ERVnzWg7xxhvs/7p9YJMkH8tQGJXVQ7Pxu3/qQMtBIaZKOgtlcBRFwDCUZmJkGAoUZU05JLbQo8ss4MQKOrR3TxRRRBAYijIs0WTaodyKMwlO4iyOh60J3kSt0B4+VYGgGDGm+pGm3pZE4P+9+xVGZvaAnQNCvIT/9+5Xhsb9giih35VJ2Lr7mHr4TdMEdpaGx+tH4YRUnCmvQYKLM/X3TXDZwPPyDDkq83LcOkJOtv6hzIutu78yLAVTLEtW35uDpHgHYm1Um5GDyueOpN8sigZEUrl+c8CxNGbccg2qfQ17uhm3XAOObfuxurng+Q7qQYiOpThVCM0ZE1MBAhTPyYEoSqAoXFA7N1r3PzQtCzRNEBSJWpocMBnvQiEJm3aVYNx1PTXknyuGQ4yNBSEEDC2X0CrknnLtqo37VXIx3mkDy1J4cv4wxNhZ7P7sW+DKJMQ7ObCMDXaOwSPrPlOvd7vs8NWGsOJF42AsBcluB/xBrSpF4SuSEhxYOv1alIWFaV7WxYWH6qs4lftU5ppktxyIpazrkt0ONdhECQsRRQk1gSA8Xj/qAjwKJ8il6nYbjfvyMuCOs8mCDyKBQJt2rAizjL5nEva4TKD2VkVf2vvMgY0muNAzzkjvqx0Sivz2g4OnMGpwD9ww5ArYOQaiKKlluoB8QGFEAKyYPRQuB2ea9lO09mP1sVt+0wsv7ijBA3cMVKW1ipEzIQSSKKHMU9tk/X68k8O5yjrDU4i4+gQjBgBYGqvm5ICvH4Q4lkIgwKiS2SiREEVjCKIEiiLahEiKQBAlS0QXQxHDDbYVH0BRlHQT0VOvWA/raFGZsCRpTlGVa1dbPEVtCTnJ0AQ3/7qXTnXJ0ASCBdVmRztJjSKKSIWNM0kO5igE6tp2lmx5cFLrocXK8lZEJJnqR5p6m2OJYbkg16hckLMzkEISrujmwsjMHvjLW8dw/KQHK2Zn49LOzvqyeuDFHSW4b0oGzpT7TD/ni7u+wD2TfgWelzRlVPMmp8PG0Ya/lSjKpEpbk4NA5P1mUcjoyKXfhBhXkFh0iWlXmCrROsLNdzAohKYCGgCEC9t/N173Ewnwh3g8+L97dJyA2dw9+fo+2PbOcTVFvlO8TN6F98FHZxqHtPrqglj0xz2qovD5V48gwcXpbJ6WzxqquT53RC/dumb1pv1Y1ijE9f6pA8GEWVbJpblZKK2oxedfnsGwjMs1/a2oIMsw+6GmLqQGYqmEZMEg1NbxuGt8CuJjbfjru8dx+D/nUFSQhaJpWXDGsDhX6UcgyMPOMaj21cIfoGXbKELgDwia79RbG4LTwZrMKw1rp9wRvVBdY5x1IQgigiAXvLaLEoStDPm0iiAQEnBj9lWQJAldE2NBKAJIDWW6ZZ460xNUSQJsNmPfF5uNQp/ubjVgxBXDYdrY/gCgGns2Dhp5MH8QFkzJwJotB029CtwuG17Y8QUqvUHMzk3DJUlOsDQFGhIEXgCBdsCRfQxkFUCCBfPTKH7BkAj+sMkgIXKOxURdyrjEmKZIk5Og6cbP4sl+SzwMz7fptFLeTJuQk5aIUUkCy2pJWZYlmrKwptCRTlKjiCJSEQiJ2Lr7mEbNu3X3Mcy0qOZtTbQ0OKk1QZuMrVbG9daG2YaWbgeVZ6Spt4MhybD9zpiYBqZencXQBGerAhoScd7kdPzrwCnEO20QRBEMQxBjY+Hx+uGrC2Lr7q90B9JFBVlq+VbBmBQs3/iprtpFUW/ofiuaoKvb3ubkIBB5v1kUMjpy6XeINwv3y2nzxPnmgqGNx/b2CMOK4sIhARqlntJ/Ft6WoVca3pkFf4jHtneOY2RmD8Q7OcTH2kAI0fXB0+eMD4eUgA9FUago7hTC0RXDghdEUJQ25NVM+ERTRE0xrqjyg2EI/t+7X2HupAHo7I7B6XM+PPf3w/B4/Vg2I1unwiveuE+1dQu/T45l4LDRWHJnFmJsLBiWoNqrLUV+MH8QhmdchiAvoFO8HYQA618/gsIJqXhv//cYmdkDHCv35GpfUFcmfvTbcxg1uIdhVoW3LqD2L1cMiypf0KQ0nIC0gJSPEoStCOW0asvuY7h1ZG/U+rWs+cN3D0b3ri4UFWSheOM+EBgnGVMUQSgkYtObR3UehVW+IO64qR/e+OgExg/riafrfVrWPjgCZZ46Q2POP2z6HPPz0jF30gBckhSrY76X3JkFp4PBjImpjUg+Ibq4iaLFCI+oVyCf+FtM1BUlMAxpVKpLwFtQIJqe7FscNEO83A/DN0eb3jxqqbyZIiZJbhbfm2WMlUeshYCUUEjE83//ArkjeqllYc///Yt28T2LIopfMgRRwt6SUk2pCwAUTrA2/rUmWnLo0NoIttAftjXBnmdD29ae+pGm3hZE0bD93j1egrd+jbu0cIjOc+yZbYewfNZQSJJcQeCtCUKSgEdnZqOiyg+P14/NuxrmVjmEi8WWfxwHAFCkcRlVL7XsqvGB4ZL6ebG9tHpWU0KjaFt05NJv83A/KeIJQpomSHDZNGv2BJcNNG0tHDCK9kFjxe3qe3MM2yBFURAkUfP7OmNYFP3pY7hddgBy+/WHQqAoTvcaW3d/pfIg4cSX4lmovI8rhoWdozVhVoNTumBWbpqGOAsXXilIdjvw3elqrH/9CIoKsrDxzS8ByGrDbkmxagCsAjMVXtdOseo+Lt7JIS7WhoPHziArpRtsLA2aJhB4SUOCul12BIKChjBcMk1WI7piWNW/cMbNqSjzeFXVouJp2CnejngnhyVrP8by2UM1+0/lO1p4ewYemT4EDE1AUVBFYOHvt/71I4ZWIFYR6WNkhwIPYMvuY5g4/Gr4aoPqj96nuxv5Y/pB4CUU/eljpF2dhEemDwFNEywuyMKqsE5y/9SBKK+qBUCQ4JKlp+EehYvyM+tj19Pwh82fq75/5VVKrb8xk04RgqAgoGjtxxrjW3+Qh9tpg7821GTCkRE6soQ/iraBVeNbU0jA8e8qkJXSDZIkgRCCfSWnce01lzR5KW2y8aMtnmRSJuXNlIUNNV0vt2+cgGz1vUO8sfJoxs1ND/iR5HsWRRS/ZLQ0UbxV74UyTlS26ovammAZCr8ZpA0GmZ+XbtkftjUhQfYFCt/w2G10uxJOkaLeDi9nUqCQysq6j6aJLlBhX8lp8IIAb20QNpbRlG49Mv1a9fBr5YZ96txY4+fx7v5TAOSQLrm6xbgq5r68DLhdNjAMBZYh4Ci0i3pQgZWU0CjaFoxJ22UoCm3O/DcTpoc57WDB0FyIgqTzevMHeTjtbDvdURRWoHAYyjjuNLE6i7Gx2LSrRONL660NacbqtKuTcNPQK/HjWa/uNTxeP2oDIfV94mJt2LSrBMdPetTDoHgnB6eDA8tQKK7fQ43KvBy5I3qjrKIOneLtmDtpABiagihJOoJMIRzDlYBbd38FwJh8N1Ph2Vhat49bMi0LFdV1eHHHl/XqwyFNljyv3LAPj87MhiBIKuG4etN+LJiSof5duKfhc4tHosxTh9LyGtXPUcHglC6oreM1vMuigkGYO2kAOJZGfKwNQUHA3pJS3D3hwg9DogRhK0IQJYzM7IE1Ww7igTsGqeTgHTf1QzAkYMeHJzB30gAkJThwprwGW3d/hQQXh+WzsmWfNkJA0wT//PwU0vsm4+7x1+Dh57SS19WbZNltkBc0Udl/eesY7p86EHUB4xJif5BXY7yVxqrg+aKRF9wQOrKEP4q2QUvLbziOwoA+yfihzKtu3gb0SQbHUQg14eFFAMQ5OTwyfQgoIm86BElsVtu80DRgQZSME5At+n21RHlEQ8JD07KworHZMKIblyiiaFMQ4OG7B4OhKHUM4kXRcqJ4a4KhKHR227Fi9lD1sIWiZJ/XtqZWIskPMWimuL69fRTXkRSsYGOJoZKdoRsUfhyrD795bNYQSBJBXIwNZypqVC+nMk8dHln3GVbMGYrZuWlwxnCItbOwsRR4QcKozMtx+D/nIEkiltyZBU+137AqpnBCKggBEuPssDNtl1gcRccBResTQ+fnpYOiEfGlrjGcnNZaGhaa0CUxBjEchbomKkjaGyFBwuqNeluhjlAe/YsGgU6t17jicN7kdACiLhSVpghm35oKT3UAC6ZkICnBgYeelQVJOiuJaVn48ptz6OyOBQBU+vy4+de9AGjfX/nbtKuT8JtBlyPWzqplwEpf3rDzS5VYlMNBnPjutBebdx1VBVRlHjmpWJmj5k4aoB4+Kcp0igKW3JmFlS81zHOLCzJBUUS3j1u5QSYc77ipHzbvOooz5TWWSp491X6s2XIQiwsyIUmy0jAu1obV9+agyhfE9ve/Vu3jBEFCstuBv7x1TEd+GnJDGz/HozOzcfKMFy/uKMG0sf0bRCEXuHSIEoQXAGXx1riUgKYIOsXLi6AYm2wuqaQGFxVk6hq+4tFytrJOM4Etys/EX989jjvHXWPYyOQkHwqLCgapg7DH60dcLIuunWIMyZgYBwtPtT7Gu6VGyh1Zwh9F20AQRHRycSiekwNBFEFTFDgaCAWtLXIEQUKlN6Aza461cBrJixJ8NSHN4LpgSgZi7KylTagkSYZpwNMtyLbPVyJipYSOOZ8vVhMDvhD1Bo0iiogAx1Co4iXVT01eeGaBYyiE2mGjV+ULaaoWFhdkoXNCWxf1nscPsT2CQegLD8Jq/XuJrKoMISQizsVqSWVGFmAp85MgaMlet8uOmjpet7FUNm1yOVUAHEuDpihNlUzRtCyMve5KOc1YkBBjY0zXwbX+EGxs24eSRNExEAwZW8QsvC0j4vcnIVH2r9WEJkzLQqgDLOE6cnn0LxoS0e13Pjr0A1bdk4MQL+Kncz5s3nUUC28fiEpfULcn69opBitf2q8pTy7z1GmsJNxxdrz0xhcakivZLScIz5iYhqK1ezTEV/GGfXh0RjZOl/sMDxQVj0CP1w+3yw6GoXSKu2S3AwxNqdf/5a1jeGT6tfB4Axru5aG7srBi9lBUVPtR5Qti2zvHcefYFMO2bOcYrNlyEEsLh+CTwz9qDtHMSp7jYm1YMCUDVb4Ael6WgPwx/VQlZryTw31TMrD7s28xqH9XfHL4R5XL2bDzS8zOTUPXTrHwVAdMeRdPtV9V5Mc7bVhUMKhFns6RPkZGHIwWb49MvxZ2loEoSYh3ypLcYIhHUUEWgrwAt8sOZwynymSBBo+WpYVDsGlXCebnpaNTvAOiKJMh44f1VBnkxo3M7bJh3WtHMHH41fJpGCHwB3l4a4OY84d/YnBKFyyflY0aP4+znjrs3PMNslK6oedl8a1upBxNb4uiKdA0hXJv8II3PLwgXrhZswS89sF/NBPeax/8BzMmWgsIYGjKNA24qRPo8/YNC4s8jqUM+yvHUghaIBaiJU9RRNH+CPKiSsgBipJ4X7sp5ba9o7Ut2PbOsRb51FwozEro2iPFuCV+r62NiKvKoCmcOevTqbB6dHWp31mI1/oM547opVNdPLPtEAonpKobGE91AAB0c3vxhn3q+pXnJTA0wdLCwdi6+ytVEZLsdiA+1gZXLAtBktpdZRlFZIKmZKumcCS4uA6xPwmZhFu1x1jdXDARNLZHYR2ESIZCJgCw0wTdu7jwX7cNBCHEcE/2WFg6cXjJrlI6m+x2oHBCKvaWlOKW3/TSXL9s3WdYPss43biqJgA7x6hVmYrqz1sbwmXJLqx9cAR+KPNBkiS88vYxdV5yu+zIG90blyQ5AUCTSGzjGDy99TONNUZFlR9+O49Ff/xYfR9JguH8460NocwjJy9fN+AyvLTzC/V1REnSWbksLsjEpl0l2FtSimS3A8tnZWPHhyd03/eSaVlIjLejS2Is3txzAstmZKO6JoAqXxAbdpZgyui+8FQHDPuXEkK75M4sbHyzBBOHXw1ebF7FXDiiBGEz0Xjx5nbZ61noz8IkuVkI8rIcXJSAGbdcA543DmpgaILfjeoNnpfw33/+RNNIPjn8IxYXZGpSgdwuG4785yz2lpTi25+q1QUXANnUGlCfW1o4RH3u8H/OYeWcoa1upBxNkc3WewAAIABJREFUb4uiKTT2tfDWB/nMmJhqaeASRRj2HVFq+jSSUHrJ+rzJ6SAW/Q8ZmiAx3qYpUWYYAoYmCDZxLUURLCoYhGpfUC0RiXNylhKQAfn02PB7s+BBGEUUUUQGBEHU+bNtf//rdlHKwWwD0A4Dio01LqGzegDSmpBEEe5GKneaBiSx7UmESKvKCAkidnyoVZXs+FD2wVYIDJbRer2542yGn8EVw6qbpQNHSzEs/TIsmJKh9glFXWi3M6io9GvWlfPz0rHpzaPweP31VTEMPjr0A9a9XtLuKssoIhMcTZA3uq+O+OdoglCkb1CI8doVVr272xEsQ2Hp9GtRFja2JyfGgG0n1XwU1iBJRGfn8My2Q/K8KIhgaAoefwgxduMSWlGSVGLNHWfDshnZ2LDzC5UUU1Tkye6GxOLw68386pW/HZzSRe0TCvknihK8tUG8t/97TBh2NX475ArYWAoLb8sAyzCaagllDskf0w+ApLF827BT9hMsKsjCqMzL8euBl2v6Xvj8Y/Q5GttB9enurl9PSOAFERvfLFGfl6s+AxiZ2UP3fSvly3aOwasffIMvv/WohOjIzB6Iq68gXVp4Lco8Df0rKcEBnpeDY+KdnMoDFc/JueD2ECUIm4nGi7fGZpR7S0qRdnUS0vsmo6I6AIah4A8IqD5PDHUwKOJ/th7UNZJHZ2Sj5JuzmDK6ry7muk93N46f9Kipbgp7rKDMIxtHK8+piXxBoVVVRdH0tiiaBAEmDr9aV+ZrdVPKMsaTBksTSE00M0mC8YRn1QdQkHDWU6dTT1zW2dn0taKEYFBbIrJgSgYEqen0ZUAu04iU9NMooojiwsCxtM6fbX5eOji27cM4AJMNwD0Xvoi8UIiScQldO3ByIBSFikq/JlWxqCALnRLsbX4vkVaVQcyICtIwP/Xp7sbC2wbiyZdlxUSsnTX8DJ3dDjw2Kxuff3kGg/p3xe/DDsWVTVf/K93w+3mdilKuGhiKU6VeOGNY8LyIda+XqM9Hva+jaIyQAF26dvGGfVjVgk1zWyJSxurmIiSI8NWGNGP7wtsGwmGLfMohkvxf2xqiaHyYqdgiKQKp4jk5pnNU40CpJdOyMGNiKk6Wyr6AygHPlt3HNO+d7HaAEIOE+juzsOUfx+CK4TB9YiqW1AetNn6fomlZiHUw+LHMh8c3yx61618/qJtD7svLQJyTg7cmpEkZVizfKn1+5I3uo0k5bjz/KJ9DmbNyR/QyDGI58WMV3tv/Pe4cd41uH1flCyLeqU94VsqXFTVgeHBJstuB2blp+PjfP2FszlW6vaXix/jsohHqa0kW95tGiNoBNBPK4k1BYzPKPt3dyLqmGyARhHgRsTYWOz48ga27v8K8yenqtUrHoSggwWV82lpVE0Dq1Z11C6Vnth1SG6TSiObnpWP7+1+r1yudtbjeCNrtsoFcpMWlIIgggghGkkAE8RczmEZhDQREJQcBuQ2v2XIQxOKwRQjBg3cM0vSdB+8YBGIhBfR8XihWEBKMjfRDFvuS0ee2Go1JNRprgLAE5SiiiKJDQJIkVYFVPGcoCiekYseHJyBJbU/2tHQ8bE2EQqLh5j3UDiZbIV5UyUH1XjbKpbNtDaUqo/Fasf221sakMtAwPx0/6cGLO0owOzcNzxeNgo2jdOvdRfmZ2Lr7OH7/3CfI6NtF99s/s+0QZt+aijE5V8HjDZi20wSnHSIkrN70ue55oT3Y5SgiFrxoXLnFd4B2EkljdXMhSVAPCwD5vp98+QDaYcprFhQLsaK1H+Pu5e+gaO3H8NSGQNO/DKqErQ+bWv/6ERSt/RjrXz+C/DH9wLLynkMRSPlDPBZMydCM7wumZIBlKUNFXFVNEJd2dmL2rWlYMXsoCAGmjb0Gg1O6qNf//u7BKC2XvWWXFg7BmvuGYXZuGhhaJh1/M+hylFf5UeapU7MdGq8dfizzqaXIZkEhSQl2nPXU6niVNz46gRuzr8Sz2w/jrKfO8FqPN4AuibG4a3wKCiekqp667+3/Xjdnz5ssczJ7S0pRUeXX7eXe2/893C6b4R5PIWYbv+b8vHRs3f0VslK66e5/zZaDmDc5HYNTuuBcZZ16jZV9shkin86PMDQuqVXMKNOuTsLNv+4Fu42CtyakU/xt3nUUm3cd1Uhan91+WK2PP5+s1qihxjs5LMrPBE0TFM/JgT/Eq6nGivF4dW0AFEVwaWcnHCxlORQiiihaE7yJGT1vsWRKUaYqsmt/kJeNV8WmT0Za6gNoukizUN7c0pASQDJOUI4iiig6DETJWIElou0re81KeKh2COMQTDbv7VFKKwgm99IOZeDhVRkgBJCkdlWxnG8eU9bCSrlXtyQnAAlSvdn9ozOz4an2w1sbwvOvHlE9nCiK6F7T7bIDEkF5lV/jX6Ug2e0ATcsp3LwgqutdzfMdwFsuiraD+XiHiC/TjaSxurlo+dq3fRBx/q9tDFHQe8I+vfWQqrhV9lM0oQy93e8en2r4u8c6WLndSsBDz36sroMW5Wci7/o+qA3w4AVJraRU1khbd3+FaWP7w8bReHqr7GGb7HaYkn+K8m5wShfDdODBKV1AUxS6/X/27j3OieruH/hnLrnsJSwBdhe84h1BUG5ruQh9xFKrKFZaQWphbfGGj/qgrQL6q9oqoLX6kufp5bG0oraKPk9VxFu9tUqVuqBUFBGVqtBHZLmEZXezu8lcfn9MZjbZTDaTTTaZZD/vV/tyEzKZM5MzZ845c875DqxI2n7a+KNx18PGurnmwKuu117oUAdWPf2B1YlqpvW8M47D1n8ay7hpmhHI66/v7LLudw8992HSUmznnXEcXn/3X0lRos2pzNt3hlBe5kkI7nLfo+9i+85QyiU8WtoimDN9GJ772z8TRvr3FDsIM9R1Sq3fJ+HuayYj1BzB7as2xIa1vp9wgcUvztzWoeLWBzZY4bX7V/pQ5peSMk93Q1drgmWoLPPi4eeNBSvvfmQTllw6HssWToKi6tB1HR1RBWVeL/w+GVBUdg5SwYgi7Cs6Dp9sCEBCgB9z+xUOplqIopA0ZP36uWMdrwOYcrFlB5U0UUhRwXP8REfAO9u+wq0LJkASAVUDXmn4HDPOOM7h9kTkBm6aKrbo4jE9Xu4hlyRJTNEJlP+F7N2UFqAzwFR1dQB79zYXtC+ju4dswXIP7r5mMg52CUK2ctEU/PD8U6CqOtojitVAM7e1C8D3g/OHI9TcjtoBFQD0pHy6tL4OFV4jYrEk2Qfw4trXFE+WBFw3Z3TS8g5OgswVWnd1V7d3gRdr56bb1n/Nt9QjbjXI6Bwg5ZEFnD/luKTrKlXgMQHArj3N1pRY83vvenhjbA3b5KAnKx83IhQrqoag3wgu8qfXPsG1s0enjBLcHlHQsHU35kwfhttXbbAeXP3HxaPR2haF3ydhya/+ZnU0xm8fP93X3E/8Q92b5o3HA0+9D8DoAL/jyonQdWBfUxv+smkXpo0/ypqWbE553nMgjFc27kKouR39Az4sv3oylNiDvn0H27BpWyM2bWvEz66YCFXTsb+pDYEKL+ZMPxF+rwxd063+pKX1dQg1t+Oko4KoLPOmHFS2au37WL5wMqaOacG69TscB+S00xfyfM6ZlTefJKIlHIVHlqzpEql6to+sqcRJRwVjgUY658+POn4Qzp10LNbEIguagUhef/dfCUNXu1aEIlEFl10wEu993IhQczs0RYcHgCAJUDUgUOaFDGBAPz/27m0uxGkiAmAMW7eNEOkRoDqopCmqbrsuhpMRiJquQ5YTRx/KsgDN4VwHSRJs0y5JAtQ0DUdRgm3lVJQE6A6O2+8RMWXMkbh91YaEffs9Ijq40DNRUXDTaApRBLxeMaE89HpFiEL+G52+FPcFXwGClPhkwbae5ZMFRPp41M3ugm2pERU6xIRRN/8x5zTsDrUn/K7xC7wvnl+HJ/+S2AA7fUQtfB4Zv/hjZ4fgTfPH4ZqLToPXIyEY8KFfmYxwbJ1trn1NTgiqjupgWVKQud5abimX9BR110IsTZEpWUzRMSsKru7Ad9v6rz1lrqOYadmY7vjNcrdDAx5+bltCm+zh57bhxnnjbO+jv3vmA1ww9fiUsyH7VdivxTdkUCVa2yPQNN1aj++R540gI0vm1yWsGXz93LGoLJdx5rijsHx1A0YdPwjfmniMNSrQzIPBgB8NW3cnpdOc7tsYarP2c9WsUagdUAGvR4QgADdcMhbhtuQZoudMOsYaBWimfXksjsSWT/dh8fw6rH39U4w9eXDSTJJ163dAEIyRmwBQP2O41ZF6+ohaq470p9c+wXVzRiMSVbH62Q+SRh6ag8rMDt3/fOIfWFJfhzKfiPZwz64613UQtrS0YM6cOfjNb36DI444Am+99RaWL1+Ojo4OfOtb38KiRYsAANu2bcPNN9+M1tZWjBs3DrfffjtkWcaXX36JH//4x9i/fz+OOeYY3HPPPaioqOiVtOqSgNCBDgzs1xk6O9XQ1K8OtOKqWaNQ5pMxZ/qJVib59tdPsDoAzEUsa4JluHXBBLzcsBPnnXEcPLJgXYjtEQWt7VHcv2azEeH4lU9wc30dJOhWx2WuApAQ5YQOaLqWUNHRdM3xWnzmuhhJi/zL6Rf513Xg7oc3JV2PToOUKKpuRWo0b4RrHEYSFiDA75MSjtvvkyDA2aG3R1TbNbr6ynQHolKQ/Uji3NE14K6HkstDJ6Oxc609otmWrZddMCrvi2OrUc2241QtwHqIbqPp9sG2zIdsXUfd1A6oxJJf/S1pmtqyhZMQiWrwekRs+XQfdu1pwYKZI3FEjRHw67bfbkgcXfLQJvzsiomQJAGVPilpPUjWd8mJtjYFd8Y16G+ur4MvFtzRzbKtuxZSR1Sz7UC64ZKx7ut0iNN1CTG3jUx20vFnrqPY9RicRHh3cvxGNGMJ/QPehG37B7wQdGBgwIs7rpyIUHMHmloiCFR48PbWPZg2/mjbetCAfn7oevKI8ppgGQ40tWNglR/h9qj1QGn7zhDuX7MZN84zHiDJkojmcBQPrtuKG78/Fp7+UmyG5om49YG3ku5D11x0GgRBwGOxusfAKj+qKr2IqlrCsYea2+GRJTz03FZcdsFILPnlmylniN5x5UTbDk5RErBs4ST89un3bSMWm9tCNALeHlFTiT0HWhEM+BP6hG5dMAEtbRFUB8ugqEZwsO9MOxG3XTYBzeEImloi1nqIZt1y2cLJKPeJaI8LXpspV12r7733Hm655RZ8/vnnAID29nYsXboUjzzyCIYMGYIrrrgCr7/+OqZOnYof//jHuOOOO3Daaadh6dKleOKJJzB37lzcfvvtmDt3Ls4991z88pe/xK9+9Sv8+Mc/zlkaEy5QFXjmjR2Yd84InD6iFtPGH43q/v6UPbuh5nYsv3oSBsfNf5dE+zUGzU7Bdet34OwJQ7FsdYP1Xc+8sQNLL61Dv3Ivli+cxCen5GpRRbdtlC5bONlRQ1DXOhf5Nysbz7yxA1d8O/3QaTXF+odOpwyomo6DzZGE9w42RxyN/pEkAT5P4qd8HgmS5Gx6c1+f7pBKoF+ZsXQCURFIOc1NdjaCOpe6K1PyPZoxVZT2H56ffn3XXFMA3PbA35Mb43wYA12zD7a1fKHRUdF11EmqtSU1zbgWnvvbP63G3p9e+wTXzx0DXbfPlzqMe6YGcJkcypgC4NEuDyEefekjXH7BSNdf18Vc/xNFAaHmdiv6KlC4h2KZcNv6r/Gcdvxls46i0+P3SMDF04clpcUjGeW0TxIxqMqPYMAHQMDpI2pRUSZj8fw6rHgocWT54y9vx9QxR+D2yyfgq/2tWPPSx1aE4Iee+xA3fG8sDrZ04MUNn2PBzJEI9vMhGPDht0+/n1B3MANySCIwZ/qJONRqH+hqYFWZ9TAqflDWT6+YiKqAFz+9fCKaWo3OzXXrd+D8Kcdhf1Nb0gzRk44KYtaZJyBQ7km5RIkoCIgqKt7euiflCEpj+raIqkovQs3t8HlkXD93DCRJxF827cQf/7wdl553CgZVlWFgvzLsbzLOnaJouH/NZnz/nMT1EJfW12HV2vdx+QUjs+ocBFzWQfjEE0/g1ltvxY033ggA2LJlC44++mgceeSRAIDzzjsPL774Io4//ni0t7fjtNNOAwBceOGFWLlyJb773e9i48aN+OUvf2m9f8kll+Ssg9DuAr129mh89Pk+zJk+zBrtc/qIWtxx5UQ0tUYQOtRh9ewCwIFDHRjQz4dbF5wOv1eGLNtnrKhizD3/8SXjEFFU/PzaMzAg4Ee4I4rLvz0Ksq5DVVQIcMeTDaJUsgn0AQAQ7Bf5d1LDS7UmhtMgJT5ZxOUXnoJDsYBBHlnA5ReeAq8sQk0zelFTdegAagdUxKa3+KDqGjSHUxVKZbpDrvl9Ms67YW3G2637xcxeSA1R93TAdiRxIWaKZRu0KZdSru9agHX/irkx3ttSBpOJNR7jR52MOn4QAPs1hz/ffQir1r6PxfPHY0A/H+6+5gyE26P4cl8LhqQI1CdJAjwirKnFRBnJou5YaG4qqzPl86ZYPsIrItrm7harm9Z/jee04y/be5mT44+q9mkxg5nEEwVg3rnDcftv/45gwI+rZo3CYYMq4Y0tJfJv445MeHi6pL4O4faotSSFLAk4vKYSl844Be1RBRV+D1rbolhwwUjMnHI8BAFojyioHVAOryxA0QQMGVSJnV81214/Po+En14+AaoGPPXXT/DKxl1oDLWhqaUDsixAhIBwexSBcg/OnjAUwYAP96/5B4DOGaLxy8QFA35cM/vUpIfA188dC0kCBEj49tRjUwZNiUQ03LbaODfzzj05IVDLkvo6lPtl7PyqGUOHBCCKxv3QXI8w1NyOR57fljDDtCrgxdzpw3Iy6tVVdZ8777wz4XVjYyOqq6ut1zU1NdizZ0/S+9XV1dizZw9CoRAqKyshy3LC+5kaOLAy7rsD1t/GE5E3k4aI3rpggjVNGADe3roHn315CFfNGpX0BCUY8OFQaxQvbvgc08YfjaqA17YgrSiTsOLqybjr4U3WsNEbvjcWN/3X3/DbpWdhwEDn06bjj6EYMf3OxefdrjRNR1NrB6KKBo8soqrCZywa3Mv2hsIpA31UD0x/bhpD4ZSL/NekObeHWtttry+/V0S/YHnafR9oakv5b+l+18YDYfzX4+9ZT5nMtRNvnDcubboB4/e65Qen447fv22l/ZYfnI5B/cvz8rvFy2ceLvbrPRfcfg7cnr5CSFX27t7Xghfe/Bzf/voJsWBDPjz1109w0VknYUiez2Oo2b48lGURQQflYS4daGqzXYRfEgUMKMB5sbtH+X2yEV23gPJ1raXKv40p7t+SKECUZQiigKMHl+Ge66YgGtXwwNNbkhZ4j18f6fGXt+PyC0ZB0zWIgogXN3yOg82RpAbW0vo6BHwSKir8qKjI/jcoxjKrGNMM5D/dqfLu3hR1xxVXT3b9uW1qsS+rfR4RVXkuqzPVGAqnXJrHSd3XLQpd9sZrDIVtO/4gCEn9FLm6l6U6/q/2t6Z8aFQzsBJffHUood1irv23fWcIt696OzaDbBL2H+xICk6yfHUDFswcadVVqiq8ONDcgdb2CMr9Hqxa+z4ONkeSlp26+dI6NLcpWP3sVlw64xS8uvGLpPvQ0vo6PPD0Fry9dQ9qgmVYPH88AGDLp/swsMqPnz/yDgDgB+ePQFWlD+2RKHweGTd8bwwEQUBrexQ3zhuH5taI9b0LZo7ET1e9nbBOfntEwaD+fny5txXPvLHDCpoSfz9ct34Hfnj+KbjlN29Z32N3LpYvnIwHnt6Cq79rDIjrX1WOinIfgv181oM5c4bpkvo6eGURQw+rykkb0VUdhF1pmgYhbkiyrhvho1O9b/43XtfXTuzf3wJN060edJMiCEkXRTDgh0dOfr8x1IbBAyusC9W8SA61RvD4y9sTnmp9e+qxVnhsURTQ1NoBVdPx7Pp/Wp2Diy4eg98/szU2jBaOA490PYZi09fSn+0Nycy7XWWzLkW2ZL8HP1lwOvaG2qwRNNXBMsiy6OjcqIJoG6RE1fS028t+DyrK5KRFqlXN2TUkeCW0d6gJ6y9dN2c0NDjYXhJtp1lAT59uU5VfTlqIff/+Fkfb5orTPJyrylS6fbm9Yp8Lbi7zir1MtpOLPJWq7PV6ZXxr0lA0hlqt8u9bk4bC63FW/uWS4JVt14N1UpbmmiqKeP/TvbjzqklW3e2v7+zCwKoj854Wj1eybYwLmlaQvG4uZeN0mltv5l9fmSdloK5/7TEiJV48fZhRl4hNGz/YHMGCmSNxVG0ldu5psWbRnHRUEBdMPd5aozC+8/Dh54xF4Q+vDkCSBFR4RRxqUxAOZ3/+i7HMKsY0Az1Ld2/Ve1VRTDmayu3nVvTKkGUhoe6q6hoU1f1pVwUh5fIRbk+7KZ/13lT5N0GKaaxd2xOpIrzrUTXjtmiqzwsp0uKRRew72GZ1DgKda/8tmDnSaguZS054PPbX51G1lVgwcyTeeHcXpo45MmnWpq7rSZ1pdz7YgBu+NwbnnXEcHnz2A8z+xjA83iX46wtvfWblycZQG1Y8tBE/vXwivj72SOw5EEaouR3BgB/9Az68+NZnmDLmyIR71XVzRmNAlR/BgB+LLh6D5nAU1f2N9QLNUZSmB5achYef24ZZZ56QtJb8ysc3Y/nCydDiRuenCnCrahrmTB8GQTPu/3v3NsNX5oGuA1UBL5YtnGwE4xQF+DwiOsJRdGQw4r67/OvqDsLBgwdj79691uu9e/eipqYm6f19+/ahpqYGAwYMQHNzM1RVhSRJ1udzpeuQ75OOCmLeuSfj//a22F4s+w62WZkzUO7Fm+/9H6aMPiJpscqnXv8n3tyyG1fNGmX1ri+tr8PMqcfj7InH4Mu9LVj97IcINbcbaxdJAjS3jHumopDNuhTZUjUdLWEloZPt+rljUVHmTb8xAG8WQUqiiobfrf0A08YfbXUuvrrxC0dBRgBAU5F0I7p/zWZr/aVu050iArJXEhB1eP1yIXai4paqnCjELDdVzW492FzyeyWMPbkWN//6Tat8XDx/PPxeCdH2/M6hi6QKRlWAtcoK+TDPTntETRFMZiRWPt7Z8Lv7mslAXLTJZasbrPWQzPx2ybeGJa1nGP8dt696Gw8sOQuSAFx73xvGWlh9eDkNyo6bAkRlSlV1/GzV20lpd1L3LDRJtO9AMpbHKWDCipjTACr5iPBut67yTfPH4WBLBzoiqm1HVyAuMFBNsAz/t7cZQwbaLy2B2PU5bvjghHZrMOBHVFFxWLXRgWhO1TX3UVXpx0/+2xiRd/6U43D2hKHwe2U0tUQwsMqPp17/Z1K6RBF4Z9tX+PCzkBUlWFN1nFU3NGFmqNn2++nlE7Hkl52dhjfNG4/TR9QmrYeox0JRHjU4YAX10jTdCqoiCInXSaoAt5IoWnURwHhgd7A1goPNHUkj7muDuZ3tkO86YUZOPfVUfPbZZ/jiiy+gqiqeffZZTJkyBYcffjh8Ph/eeccYDrp27VpMmTIFHo8H48aNw/PPPw8AePrppzFlypScpce8QGuCZQCMhTDvX7MZa176GNfOHm29b3Zg/OGFj7Bq7fvweSS0RaI4Y/QR+HJfC6oq7UN6+72y9fey1Q3oiKiQReMnqp8xHFfNGoVgwAeBFSbKUHfrUjglSSJ0SYQiCNAlEZLkrPhQVd2aRmbu995H34HqMB9rWvLTovvXbE7/xA0AoOO7Z50Ij2zccDyygO+edaKj/QLdnDcHC4jFNzqXL5yEBTNHYs1LHyHC65eoz9BhlIG//tMWLPnVm/j1n7ZAVXWnQdxzqrv1YPMtomhWMDczHSse2oiIkv9OMHPk27LVDVjyqzexbHUD3t66J6P7Y66kepiX52UZLZoG23Nj5qUjaiqx6OIxUFXgd898kFAXfnXjF1gSV2ceVFXWbePRXIOyMRS2Gr9EPSboSW0zYw1C99fBsql7Fpo3tgZh/HlfUl8Hr9fVXQ6uFt/x98CSaVi+cFLKh0aqqkFQNci6DkHVcv5gSVB1BAM+XDVrFJYvnISrZo1Cvwoflj3YgKaWiPW7m2qCZWiPKNbfi+fXweuR8Oe/f4bF88cn5JPF8+sgigKOHhzA4IHl1rq2Jx0VxPfPORm//tMW3PvHd+GRBfzHxaPxsysm4KSjgkanXNw18/Bz2+CRJdz32LtYtroBkahmmy5F1XHu5GNx/ffGYPDAchxeHYAgCikDyDbFBT9pDLXhroc34tIZpyT1/xxqjeD755yMn/z3W1j97IcAgP984h9Y8qs3sWrt+zjUGoGia7hujlE+/em1T6y/ze9ZUl+H1zbtTKiLtEc0NB4IJ7WJl61uQLgjt7+zq++/Pp8PK1aswDXXXIOOjg5MnToVZ599NgDgnnvuwS233IKWlhaMGDEC8+bNAwDceuutWLx4MX79619jyJAhuPfee3OWnq4980JsynFjqC1hociBVX40tUawaO4Y7N7Xgl//aQvmTD8R0AWseelj/MfFY2x7ipvjhoWanTeCqOPo2n5QNK1XngRQ35BtwItsRjWkjFDosKKjqPaLpCtq+kV3JVFERyR5irAkOosknE2Qk1QRkLnwPVHfoWk67vlD4gOSe/7wDlZcnbygd29LGRikAAvfqynKddVBuZ5rbgoI5baAKanyjB77754Drbh91du4698n4+2texAo9+L2yyfiUCwS5Bvv7sIdV04EBAGiYB/AxBw9sfTSOpR7RQysKmNdl7KnA+vW70gY/bpu/Q5rNI6bZRtgr5CiEQ0f/nNfwvIRDVt3Y8IphxU6aUXNzTOKzAdGf3rtk6S1/xZdPAY1A8rw65vOxFf7W/HfT26xIhVXBXxYtnASdN249z247gNrjcDr5ozGBV8/Drv2tGDWmSdYQUHMACHxbbpgwJdwzWzfGcIjzxvLVtQOqED4sNiLAAAgAElEQVREUZJmdC2ePx5P/uUTfHPCUPz8kU24dcEESJKAppZ2DKwqs73+mloS23SNoTZIkoA7rpyI/U3taI8o6B/woSWcuE6hXYfeVbNGYc1LH1vlU0W5ByuungxFNZbR2/JJI44eUoW7/n0yJFGEpulQNQ1+r5xyOnIu6wiubKe+9tpr1t8TJkzAM888k/SZYcOG4X//93+T3j/88MPxyCOP9Gr6TKKYmBnNhSIXzDRuPj9/pHMqj98rw++VEWpux59e+xg3zRuPux7emJDBH35um/XdNcEyHGzuwOAB5YCqurJAoOLhdHh6KtlMURZTNL5EhxWdbKYrqKr96EOn0zQkUUi5kH66pKecGu0RoUV4JRP1BYpq3+GjFKDDp7vyLN8lkpRiHSOpAFGMs70/5pKbOisBQIeOJfPH42BLh7VuZf9KH9o6FFw/dyxUTcPyhZNQWebF6SNq8e2vn4BbH3grIf1vbtmNFVdPxt6D4aSpaYvnj0eg3IvlV09GhVdEOByFAM5EpOzJAC6ePswV13Wmsql7FpoEHaccOyhh+Yib6+sggW3YUqAAuO23f08o429dcLq1vIQ5YKqq0osB/fy45w/v4NrZoxOm7ALAysc347bLJuBfjS04enDAmh4MdLbVrpo1CnOmn2h1ii2YOTIp8ND9azbjP+aMQe3AcqtvJRjwY870EzFkUCU8kogyvwQA1pqeZhTjLZ/uQ92IIVZHX1NLu7EGsKYl1QkWzx+Px1/ennAuaoJl0HUdXo8Er0dC/4AfL/39M3zj9KFWGlOtL+j3ylbfkem3S85CuF3BYy99lBSB/ZYfnI4KvxEEJdV0ZKi5u8Jc2UHoVvGjqIIBP26qH5fU0WcuuFw/Y3jCj9ccjqLML1s967v2tOCqWaMweGAFZFlEU0sHQs3tAIwf+keXjEVluYcFKuVEtutSZDOqQRBgG9XQ6TIwHo+IxfPrsOKh+IK6Dh6PCCVNYdjdNA0nhZ8gAJXlcsKi/pXlsqO0p1q/cMXC/I8cIqLCEEX7UVOFWAerQ9Hw4LqtCSNqHly3FTdcMjbvlUFfbBpaUpROr4iIkt9aTz7WbXLKTZ2VQGwUflRLWkN48MBy7FPbcO/DncH25kwfhpa2SNI9NxjwQ1E1/P6ZD3HlhSMT7qc6dERVFQP8XoQzWFydKJ3469ppwB+3yKbuWWiqqqF/kZ53Ss+uXbXmpY+t+9b2nSGsWvt+QoeamGLKrigK1vTaVJ1o/St9EGIPzlJ1tlWWexBVNLzw1me446pJCLdFu3Tu1WH95l0Ye/LghLboTfPG44Gn3reWtxjUvwzQjf6eMp8cG9GnQxSAiKri4unD8NmXhxLasr975gNc8e1RkCUBq5811ryPf9CXan1Bc9p1/HuiCATLPbj8glFWgBTzGO/4/du4b9EU1AwoT3rQtrS+DuU+EW1hdhAWRPwoquvmjMbBQx144pXtSVFytu8MoTkcxekjaq3gCIqqobLMg8f+nLjY8+pnt2LeOSMgCQJuXTABHo9oVE5jXdwsUClXshmens2oBl1LNc3DWaAQAKgokxKiuUmSw3RLQsJ1aAYpcTpNQ9N0vNqwE2fVDYUkAqrmwysNn+P8Kcel3VbRUkyNzvEwcCJyL69Hso3i7nXwgCPXJFGwjaxeiGlr4TYFmz78KimK8dQxRxakfHTL9C23dWpomv0awiuunoy7H+6cJXPyMYOwfHUDFswcadUVTjoqiEu+NQyD+hujG/oHvPjNk+/jkm8NQ1WlDwNEP3xeCX5ZYOcg9QrzujajshbLgAtF1fHex3tRN2JIwjTdr408zPVBSoDiPe+Unl17MNTcjqiq4bbLJkCWBEiSCFXT0Bw21uL7an+rbRtybyiM7TtD2N/UlrITbVdj1Jq6nGr0nN8rocwvY8bkY/F/jc3WAy3AXN+4AT+9YiIeXPeB1WdTVeHD/772MULN7VhSXwe/V0K4Q8Etv37LGoF42KBK+L0SFFWDLInwVchGW1QUsL+pDQ8/tw3bd4bww/N19C/z4PILRkLVdPg8ktVhanaAJnToXVoHr9w5iyLhQaCqQY0tYRevMdSG1jYF/Su8qPB7jAjGmg5ZElDmFdGW43so26kZiO81H1hVZg2HNaPX1ATLcMeVE/Hmlt1o2Lobs79xkrUIt/njzztnOG5f9feE3ueVj2/G9p0hI0LV1ZMhKCoLU3KVrEY1CHrSUOlMFoqOKhr+3282JN0Qll+dfpqwRxYx+xvDkkcfyiIUB6NUREnA1LFHWkPjzYJdlESoaUIRu22qGBHln54iinvAYRT3XJJEAUvm12F5XHm4ZH4dJEmAludpvZIk4uWGnfjjnzun7NQEy3Dm+KPyPsXYbdzUuE69BnDi++bIDrMht279jqT7vjmi5P/99wbrdUWZzM5Boi68soiTjxnUJcq70akQzfMIa6J4du3Ba2ePxqqnP+jsy1g4CT5BsEbCBQP+pJlk8Uur/eGFj/CjS8Za6zWb/+7zSvjtUx9YU5d//P2xtvv+3TMf4LILRmLZ6gYsunhMis61KKaNPxpVlV4MrPJDlkRcdNZJuHj6MHglINIWhU8Sk2cSRBT4yjzYe7A9YcbDtbNHA+hcGkVVVOshoxpRUN3fj+ULJyOqahAFATd8byw0TY8t0+GFoOopZy10137saDPul2Ls/1CAtl4oE9hBmIH4Hyx1NEDgqlmjMGRQZdJ8+mWrG3DNRadhwcyRCPbzobLMi9XPdl5QS+rr4JMFRPp45ZjcJ6spWLqQcgShs32nmCbsYDH7qKJZnYPmdiseanDUuQgA0IxRiPGjF1VdM/5Iw21TxYgo/6IporgvWzgZ+Y7pqKg63ti8y1iMWzTW4Xml4XOcO/m4vKfF50kxxdiT/ynGlFrqhkriGpLmNCqzIdd1zSnj3rsRt102ARdMPR7tEQV+rwQUQVRWonyLZFt3JeolXduDn+9uxiPPGyPpgLggq7oOTRTRGEoO5lodLEckqlhLq4Wa21FR5sEdV040RsXJEmRJwK//9J71vdt3hrBrTzOC/fwJ7Ulz3z88/5Rup/T2r/QhUO5J6PgzZgwA5niPVDMJOqKaVVcxj3Hl48YaiVWVPttBJx1tUciSiOYOJakdKKh6t7MW7NqPt/zg9Ly2H9lBmIH4HyzVcNgDTe3wyBKaWjpsOzVkScSy1RsAAKePqMX8c0fgh+ePhCQJRudgO3sHyZ16OgXLKwFzpg9Lagh6pc5CuTspo7k5WMw+m85F4ws0SIKAPQdaremBtQPKjZZ1uk1dtK4VERVG6oeJet475SRJwLjhgxNGRF83ZzQkSYCe5z45NaKiX6UnYYqxKBnvk3uketDllRLff3XjF1g8fzxWPLQR23eGbNciNF+LooCjBvdjnZcohZR11wJFMyeKZ7YHJUnEqrXvp5wpJQr2wVyvmjUKxxxWheVXT4aiaPhyXwtWrvkHQs3tWFpfh6AsAqqOuV3W/KsdUA455T6Nh1Z2kZSNwRlGp2VPlhBRU4ykP7w6gCde2Y6LzjrR9rrsaTvQbrtB/cuxf39LhinvOZYzGVBVDQMDXixfOBkQdCy9tA7LHkzs9Kiq9OJQawQVfk+3i1LWBMti65jp8ImAqqgcOUiuJkkiFCDjzq5oRMWg2HWjahokUTQ6Bx02BD2y/UgTJ9OE5RSdi7LDSJmqqqHCI+Go2kDPgru4ZF0rIiqMlGVQAdb9EwD4fVLCwvd+nwQBQL7HcamqBhkiFAHGCua6DlnjAxS3SbUmYjSiJjRgZFGEomu448qJUFRjDSa7fL/nQCuCAT87BykvzHprYygMSGLRPKT1yPb3DY8kQHd/8qmPSDtTStCTgkyawVx/9L2xaG2P4rGXPsK08UfjB+ePQDDgQ5lHtNqH/bt0knklARFdT9qnMftAsN5/5PltuGrWKBw2qBJejwhZcN7mtNN1xDxgXI+CAGz5dB8unj4sZQThnrYDu24nivkdO8wOwgxIkoj9zRErU54+ohZ3XDkRgiDgX43NeO5v/8S3v34coAOr1r6f1IN986V1qKr04YElZ0ESBUgSrGGmRG4WH8E7/iYQLPc47iTsLOhURyMHTaIAVJTJCdN8ZVmAk7JSFJG0rsWPLhkLUXTeNmcnHxH1lNcj2o/AKsBUWkkU4PfKOISI9Z7fK0MShXz3VQJw11p7lFqq3ynx3qiizCtZdeRRxw+yRhQm1BkCPkgi2DlIvS7bemshyZL9fUOWREQzqUAT9aK0I+R0IKoo1kNJc0pwqLkdoihY+Ts+lsPyhZOsafRd219R1bg2BlT5YoNOzI5D454SLPdgRWzdvy/3teDeR9/tHJWYxXXv99oPVGnYujujGXHFhB2EGYiPYgwAb2/dg8++PIS7rpmMqKJj2vijcOBQBw6rrcAPzz8F4Q4Fty6YgPaIgkC5B+U+CZH2zjnvWollJipdCoDHXkqMwP3YSx/h8gtG9vp6KB1RFRCMkYS6rkMSBOiCjo6omnbfgqqjssyTMGKmsswDgUFCyKUiURXV1YGMt2vvUNB8qC39Bymv1IiKgEum0kYUDa+8/UViVPa3P8eMM47julbUI/EzC3TVqCc0htrwysZdAIDbLptgLOCu6pA9AqBqiETc3TlDpaFrm81cCz6+A8KtVE2zv29ovHbIXdKtpRfs50dVBdDU2gEA6B/wYuGsUYDQs2n0qqoBCftMXENQl0T8v7gYEACyvu472qKoiQUdMTslPV4RXzvlsIxmxBUTdhBmQLVZSygY8KOpOWLNhzeHz36xuwlfO+UwqJoGv9dn9W4TFSUBKSIR52HfOvC7pz/AtPFHW52Tr278ApdfMDLtpvFThOOnR7n96TH1XV6PhPNuWJvxdut+MRPNvZAeyo67ptLqGHty4hqEZiQ+okzZjdC6dvZoHGyOYPvOEF7ZuAuvbNyF3yyeBp9HggzOmKH8sWuzFdM6fvsPtifNfqkJlhU6WUQZaWtTcGeXkbADAl5EVD1lpF5kMYijt677jrZoQqek0mYMUim1kYOmfK+RXdTMaG7x5kw/MekJ1crHN2P88MGQoUPWdQiqWpK9y1RcJEmELolQBAG6JEKSMrj8dcHqHAQ68zn03u8hlAFcPH0YVq19H0t+9SZWrX0fF08f5rigV1UNgqqhJlgOQdXYQCGivillOV7gdJGrmXWHxlA4oe5gN0Jr5eObMevME6xta4JlEAWwc5Dyzq7NZnVAuJymwuocBIxr654/vMOZZ1RUFMDqHAQ6R/FGYoEil9bXWddo/PqFPWHep8Qivu7dpBgeoriGDODm+rqEnvDBAytse6oFCKwMkWtkuxaLptlHcNI0HVJvJTqG0YCJqFi5aR2sQpbjVJy6y78dKUZqVFV6AXQ2+OIXnSfKl7QBFFxMTVFWqyyrqYh0N5pP0PWcte3i71PBgB/XzRmN+9d0jWLs/uveTdhBmAFV1VAV8CYstrnvYJvtEFlRBHMiuUa2a7GYT2QKlc8ZKISIipGb1sEqdDlOxae7/CulyE+DqsrwwJJpVoOPnYNUCKkicBfDw2UxRdRUURRYVlPRSHWPMKcR56ptF3+fagy14eHnjCjGh1cH4PdJ0KNqUVz3bsIpxhmKRDXcvuptLPnVm1i2ugF/eOEjXDt7dM6GyBL1hu6e4jiR66HgRER9QbZlby6xHKdMpVvPyT4/mcvrcEkPKqyiXWJG0JPalsa631wPgopHvuocXe9T23eGcPuqtwHoCAb8xXPduwjrhRnq2hu+fWcI69bviEW20Tj9kVwp3VOcdDjNl4goc9mWvbnEcpwy1V3+ZX4i6iU6sG79DiyYOdIKzrdu/Q5HwfmI3CJf94hu61nUIxxBmCG73nAjYAKfmJJ75eIpjvkklvmciMgZt43aYzlOmUiXf5mfiHIv2+B8RG6Rj3uE2+pZpYDnLkN8YkrFiPmWiCj/inkdLCLmX6L843VH5BzbuLnHEYQ9wCemVIyYb4mI8q9o18EiAvMvUSHwuiNyjm3c3GIHIRERERERERERUR9Wkh2E69atwznnnIPp06fjj3/8Y6GTQ0RERERERERE5Foltwbhnj17cN999+HJJ5+E1+vFnDlzcPrpp+P4448vdNKIiIiIiIiIiIhcp+Q6CN966y187WtfQ//+/QEA3/zmN/Hiiy/i3//93wucMiIiot4Riaqorg5kvF17h4LmQ229kCIiIiIiIiomJddB2NjYiOrqaut1TU0NtmzZUsAUERER9S6vR8J5N6zNeLt1v5iJ5l5IDxERERERFZeS6yDUNA2CIFivdV1PeO3EwIGV1t89GZHhNsV+DEy/c/F5l5IVe14qlHyeN/5G+dWTkYfV1QF0RFX4PFKP9uftwXZu57TsZf62x/NiL1/npdTzbzGmuxjTDOQ/3aWedwGmvRDcVvbmW7H+bnZK5VjyeRyCrut63vaWB0899RQ2bdqEO++8EwDwy1/+Erquc4oxERERERERERGRjZKLYjxx4kRs2LABBw4cQFtbG1566SVMmTKl0MkiIiIiIiIiIiJypZKbYlxbW4tFixZh3rx5iEaj+M53voNRo0YVOllERERERERERESuVHJTjImIiIiIiIiIiMi5kptiTERERERERERERM6xg5CIiIiIiIiIiKgPYwchERERERERERFRH8YOQiIiIiIiIiIioj6MHYRERERERERERER9GDsIiYiIiIiIiIiI+jC50Alwo/37W6BpOoLBcoRC4UInJyvFfgx9Lf3V1YGs9mfmXUpW7HmpUJyet2zzLgAoilpyv1Gp5btSOx7AOCZZlrL6Didlbymeu1zgebGXz7K3lPNvMaa7GNMM9Czd+aj3Fuv5BJj2QnBb2Ztvxfq72SmVY+mN4+gu/3IEYTeybTC4QbEfA9NPucLfomfyed5K8TcqtWMqteMB8ndMpXjucoHnxZ7bzovb0uNUMaa7GNMMuDfdbk2XE0x7/hVrunOllI6/VI4l38fBDkIiIiIiIiIiIqI+jB2EREREREREREREfRg7CImIiIiIiIiIiPowdhASERERERERERH1YewgJCIiIiIiIiIi6sNKuoPwrrvuwuLFiwudDCIiIiIiIiIiIteSC52A3rJhwwY89dRT+PrXv17opCSRJBEKAFXTIYkCZACqqjn6jCSJUCFA0TSIogBZEiCoetL2me6PyM08XgkRFVA1DZIowisB0YjqaFsz/zeGwoAk5jX/Z5Nuyo1My790n89XedqTsp6oGEWiKqqrAxlv196hoPlQWy+kiHpTujLU65fREdWt+6bPKyLcrrD+Sn2KeR3s3tcCSZLg8wiItCuFTpYjZt13975WSJLEum8vYfs+N5zW+zVNhyiKgKADOnq1/t81PflWkh2EBw8exH333Ycrr7wSH330UaGTk0CSRITCUSxb3YDGUBtqgmVYWl+HYLnHymSpPjMw4MWB5gjujHv/ujmjEQz4UOGRbDOppulp90fkZh6vhH3NESyPy8NL6uswKOBNW+Fwcr25Md2UG5n+/uk+n6/8JEkiDoajGZX1RMXK65Fw3g1rM95u3S9morkX0kO9J10Z6vXL2NvUkXTf3PThV3i5YSfrr9QnpLoOqqt8ru8kZN03PwrZviklPan3Xzt7NNat34GLpw/rlfq/XXr699dztg8nSnKK8U9+8hMsWrQI/fr1K3RSkiiA9aMDQGOoDctWN0Bx8JmICqvBaL5//5rN2HMgjFS3i6bWjrT7I3KziAqrogEYeXh57HpIx8n11luySTflRqa/f7rP5ys/Kci8rCcicrt0ZWhHVLe9b3597JGsv1Kfkeo66Ijmt5OgJ1j3zY9Ctm9KSU/q/Ssf34xp44/utfq/XXqaWjtyvKfuldwIwv/5n//BkCFDMGHCBDz55JM9+o6BAyutv3sy7aU7jaGw9aN3vtcGCIK1r1SfUTXd9n2/V07YPtP9uV2xpDOVfKY/Pu+Wit37Wu2vB13HkDTntpD5P5t0u00+83Au95Xp75/u8z3NT5keU6r9dFfW51Oh9+9GTstenrvcKvXzma/jy1f+TVeG7t7XYvvvuq4nfTYTxZhPijHNQP7TXYplb6rrQNXcX38slbqv28rernq7fVNM10s63R1LT+v9gXJPr7QnU+0vqmioyeNvUnIdhM8//zz27t2LmTNnoqmpCeFwGMuWLcPSpUsdf8f+/S3QNB3V1QHs3ZvjCSySiJpgWcKPXxMsA3S9c18pPiOJgu377RElcfs4Hr8n/f5crFd+gzzKNP3ZFjJm3i0lkiTZXw+CkP7cOrneeklW6XYRp3k4VzfInJ6bTH//dJ/vQX7qURmWYj/dlfX5Uuxlsp1c5F0nZW8pnrtcyOb8l/L5zGfZm7f8m6YMTXXfFAQh6bNOFeN1V4xpBnqW7nzUe4vtfKasP4rurz+WQt3XbWWvrV5s3xTb9dKdtMfSw3p/czjaO+3JFPvzyGLOf5Pu8m/JTTF+8MEH8eyzz2Lt2rW49tprceaZZ2bUOdjbZABL6+uMTAVYc8tlB5/xSsDNXd6/bs5o1A4oT9nTW1XhS7s/IjfzSsCSLnl4Sex6SMfJ9dZbskk35Uamv3+6z+crP8nIvKwnInK7dGWozyPY3jf/+s4u1l+pz0h1Hfg8QoFTlh7rvvlRyPZNKelJvf/a2aPx6sYveq3+b5eeqgpfjvfUPUE3x+2XoCeffBINDQ1YsWJFRtv16ghC5CqKsQ5RRNrIltXVARw40Fq0UY6K/SkGRxDmRi6iGEMQAF1nFOMMFfUIQhQ+inFPy7BMy/p8KfYy2U5RjcAqQdXVgR4HKSnl8+m2USy5yr/5jmJcjNddMaYZ4AjCXOq8DozrpBijGKu6DkkQiq7u67ayN5XeimJcjNdLKk6OxXkUY0AUhYJEMR4woCKvIwhLuqP5wgsvxIUXXljoZCRRVQ0CYidf1WFXZKb6jJkRjfcBzUF562R/RG4WjahxeVhFNINMbOZ/8yaRz/yfTbopNzIt/9J9Pl/laU/KeiIit0tXhkbalYT7ZqRNZf2V+hzzOhgSq7sWUf+aVfc10866b+9g+z43nNb7JQDx/9ib9f9C/64lN8WYiIiIiIiIiIiInGMHIRERERERERERUR/GDkIiIiIiIiIiIqI+jB2EREREREREREREfRg7CImIiIiIiIiIiPowdhASERERERERERH1YewgJCIiIiIiIiIi6sPYQUhERERERERERNSHsYOQiIiIiIiIiIioD2MHIRERERERERERUR/GDkIiIiIiIiIiIqI+jB2EREREREREREREfRg7CImIiIiIiIiIiPowdhASERERERERERH1YewgJCIiIiIiIiIi6sPYQUhERERERERERNSHsYOQiIiIiIiIiIioD2MHIRERERERERERUR/GDkIiIiIiIiIiIqI+jB2EREREREREREREfRg7CImIiIiIiIiIiPowdhASERERERERERH1YewgJCIiIiIiIiIi6sPYQUhERERERERERNSHsYOQiIiIiIiIiIioD2MHIRERERERERERUR/GDkIiIiIiIiIiIqI+jB2EREREREREREREfZhc6AT0hvvvvx9//vOfIQgCvvOd7+DSSy/N6/4lSYQKAYqmQRIFeDwSFEWDouqQRMDjEaFEdSiaBlkUIXsEqJoOTQVUTYckCfDKIjRdR1TRoWk6ZEkABEDXjX2IogARgKIZbwix91RVBwQdgABN07HnQBgerwxBFBBVNHg8IjRVh6Jq0DRAlgR4ZBGKqiGq6BBFAZIkQJYEaKqOaNznRBHW94qi8V9FNf72eUREFQ2KqkGWREiigIiiQRQFAEZ6PLKIqKJCEkUrnebfauwYRVFANGp8RpSAxlAYkETIAFRVs86vgti5iu27I6pD1TRIogivBOMY4z5jbm9uCwGALkDTjDTGf38u88BX+1shSCJkSYCg6jndRzHxeCVEVCT8RtGI6nj7rr95Jr9XWbkH4Q4Nu/e1QJIklPtEtIWjjvft9csJ+cvnERBpVxxtW17uQWuHZm1b4RMRzmDf2Wyfq32b5y3T7d0kPv94PSI0FVb5LAMQJQFRDbHyDLEyDIhEdUgSoGlGKSbFylizvPJ5RUSiRtkpSQIkUYCm64DxP0AHvtrfCtkjQRA6y85IrIzzeUXoOhCJapAkQNU6yymvR0RHRLPKf1GMlY+KZnxGFCGIgK7BKPP1zhu6AkAQAB3GvUUUAI8kGjsArPuTKArwSMb3RKKxfYkiJPSsrOp6nXolAZHY+TLPtZm+nlzLRFQ8JEmELhllpqYjVh8ERAEQBKMcrCiT0R7RrHJPiNVzZUmAoujQdKOcMOuwkmjUT5VYfcq8t7VGOstFn09EJKJZ9dN9TWGIXhmiKEBRjcJclgVEo7pRhupIKCdF6EnlVqoyKv4YVQ2x+wD6dH3PTcy65+59rZAkKeO6ZyEVcx2sWNNebOnOtG2U7vPmv9u1vZ3w+mV0KJ1ls8djtPvN+mmmZWJP247xxxlqbjfa5F32bXcuAKStw/bke+K3M48Jgg4Bxr1Mkoy+DCWuf8bnEaFqeuzeJODAoTbosgRVNdoEXo/R/hBj98SOSKy9J4mo8IpQASgdao/vQyXXQdjQ0IC///3veOaZZ6AoCs455xxMnToVxx57bF72L0kiDoajuHN1AxpDbTh9RC1mf2MYVjxkvK4JlmHx/PF4/OXteHvrHtQEy7Ckvg6aruGuhzZZn7l1wdfQHI7i3kffsd5bdPEYPP36p7hg6vGorPCgNazgqb9+ggumHo+Grbtxxugj8PjL23HeGcdh5eObre2umzMa/QM+fP5/TRh6eBUONnfg/jWd/76kvg5rXvrISs91c0ZjUH8/QociCftfWl8HHcAb7+7ClDFHYnnCMZ6EFQ9tTNjnw89tQ6i5HdfOHo1163dg9jeGocwv4UBTGM+8sQPfPetEdETUhLRcP31kJqEAACAASURBVHcsHly3FaHm9oTvWFpfh2C5BwAQCkexLG7fc6YPs9JiptPrEXHbb/+e8N7AgBf7myN47KWPks6R+f25qNB1zQPm+QgGfKjwSH2u0ujxStjXHEn4jZbU12FQwOu4oI//zTP5vcrKPfgq1J6078FBv6NOQq9fxt6mjqTtq6t8aTsJy8s92G2z7yFBv6MKRzbbF3LfbhOff4IBP+ade3JCmXPbZV9DpE3DsgcbksrMf2xvxPBjB2HNSx/ZlldL6+vw+ru78NTr/0RNsAw3zR8HTQX+97WPbcuY19/dhXHDB1vl2pL6OpT7Jbz41uc4Y/SRCfeJJfV1eCPuu5fW18HjEXF7XLlmlq3nnXEc1q3fgfnnDkc0quFRmzLuujmjUR0sQ1u7gjvjjvX6uWNRWS7jp6vett67ub4O/TMsD7tep3Zl882xY+haNueq7CUid5AkEa1RFaEDifVNs8w6f8pxCLdFMChYkVBGXDt7NN7Z9hXOGH2EbZ2yf8CbVN+MLyvtyp3r5oyG3yfB55Gg6cAfX9iGOdOH4Y13d2HsyYMTysmb5o+DJIiO6hupjvH6uWPRr8LTJ+t7bpJt3bOQirkOVqxpL7Z0Z9o2Svf5bNpagH17afH88ZBlEX98YRsunj4so7peT69fJ8dh95nbLvsaolEtof/Grn8h3fd0V88VJQH7miNY89JHuGDq8bjvsXetfc07d7jVP2PXVonvO/r21GMxdcyReP3dXZhxxrEINUeTzlNt0A/dI0BCcueoEyU3xbiurg4PP/wwZFnG/v37oaoqysvL87Z/BbAyFwBMG3+01egDgMZQG1Y8tBHTxh9tvV6+ugGHWiIJn2kMha3OOfO9+x57F9PGH437HnsXkiDi3kffsV6fVTfU+l6zsmNud/+azWg8EMawoQPReCBsZbj4/cen5/41m6GqSNr/stUNONjcjrPqhloZsfMYNybtc9aZJ6Ax1IaVj2+2zoMsirh/jfG6uTWSlJZ7H33H2i7+O5atboASO7/Luuw7Pi3mZ/ccCCe9F1GNbe3Okfn9vZEHzGPZcyCcs30Uk4iKpN9oeez3cKLrb57J7xXu0Gz3He5wVlh2RHXb7TuietptW1Psu9XhvrPZvpD7dpv4/DPrzBOSypw9B8JW56D5nllm1o0YYpWPduXVstUNOKtuqPX6UEsEP//DppRlzFl1QxPKteWrG6CqiJXfyec7/ruXrW5AY5dyzSxbzf/uORDGnSnKuPvXbIai6FbnoPn+vY++g72htoT37uxBeeikbL4zRdncF8tFolKmANhjU980y6r712zGsYcHk8qIlY9vtuqzdnVKu/pmfFlpV+7cv2YzDrVEsDfUBlkUrc+cVTc0qZw81BJxXN9IdYz3PvpOn63vuUm2dc9CKuY6WLGmvdjSnWnbKN3ns2lrAfbtpRUPbbTK3Ezrej29fp0ch91nzPpzuv6FdN/TXT3XPCaz7yZ+X/H9M3Ztlfi+o7PqhlptCk2zP09tHRrUKHp8Hyq5EYQA4PF4sHLlSvz+97/H2Wefjdra2oy2Hziw0vq7ujqQ0baNoc5MAQCBck/Ca+MzbQjERsOZr/3exJ/C75VTbtcYaoMoJL6WxMTXXbfze2Womtbt98a/Nr/f7nvMfTk9xvh06bqe9G/ptrM+JwhJ23R3vF3fUzW923MEQcj497bTNQ8kpClH+0glPu+6xe59rbbnQ9V1DHFwLlKdTyfncve+Fvt9a872nc32fXXf2cr19RGff+yu/VRlot8rOyqvpLjHbOZ3pSpj4stp8z1RAJCivI3/7lTlmrkvu/K262e7K9e7vtfd9WX3vtN7X6b7KhZOy95iP063KfXzma/jy3X+bQyF09ZjVU3rtpy02878224bIH25IwpIqjfHS5VmuzKqu2PMRX2vWPN2vtOdKu9mW/cspELWwbJVrGkvVLp72m7LtG2U7vPZtLWA1OcvvszNpEzs6fXr5DjsPtO1LHfSV9Bte99mO1W174foem9L169i3rskEVY7petnVa1zlGNPyuSS7CAEgGuvvRaXXXYZrrzySjzxxBOYPXu2423372+Bpumorg5g797mzHYsiagJllk/VnM4mvAaAGqCZWiOG65cEyxDeySxj7c9oqTcriZYBk1PfK1qia+7btceUSCJYrffG//a/H6771E1X0bHGJ8uQRCs1x5ZcLSd+be5AKOTfXc9nzXBMkii0O05gq5n/nvb6ZIHEtKUZh/ZVqzMvOsmkiTZng9JEJyd7xTn08nvlXLforN9Z7N9X9t3rhoFObkG48XlH7trP1WZ2B5RHJVX8SP3ze9KVcbEl9Pme5puFG3pvjtVuWbuKz6NqfbfXbne9XtTXV8p74sO732Z7CtfcpF3nZS9PapT9AHZnP9SPp9O84sr86/UfX3TuJ/Y39vNcrK7umGqsjJduaPpvqR6s5P7gW0Z1c0xOqnvdadYy4qepLu36r1Z1z0LKNs6XCEVa9oLVe/tcbst07ZRus9n0dYCUp8/Te8slzMpE3t8/To5DpvPdC3LHfUVdNfej2Nul6ofomsbI12/innvMte9tc+3sadm3Zzz7vKvdNttt92W8l+L0I4dO7Bnzx5UV1fD4/EgHA7jk08+wdSpUx1/R1tbBLoOVFT4EA5HMtq/LAqoGzEE725vRGu7gkhUwZUXnorNsdc1QWMe+br1O/B/e1tREzTminu9Iv6xfa/1mXMnHYOxw2qx5dPO9xZdPAYvvPUZLp0xAh6PiHHDBuP5t/6JS2eMwPp//AvfO/tkrFu/A/POGY4PduyztrtuzmgM7F+GT3eFcHhtAKedWJ3w70vq6xLSc92c0agslzH6xMT9L62vg98n4y+bduKSbw23jsk4xlEJx3jdnNFY89J2SKKAa2ePxosbPsOVF54KSRJw6gnVeHHDZxg9rAbjTq5NSMv1c8fi0T9/BEkUEr5jaX0dKjwSRADju5zfq2Ylnt+l9XWoqvRi44d7Et4L+CWMGz4Yz9icI/P7dT37zrWuecA8H4P6l8Evid3uo6LCl9W+zbzrJl6PiLHDByf8Rktiv4empk+sLAoJv3kmv1d5mYzRw2qT9h2s9ECJpp824PNJGHNyctr7lctQle63ryiTcZrNvgdUehB1sO9sti/EvrPNu6ZMy9x04vPPZ18ewhUXjky49mdMPgYTTz0M737UmFRmvrNtDy78txOwbv0O2/JqaX0d/rJpJz76IoSaYBmm1R2JiSMPw3Nv/tO2jPnLpp248N9OsMq1JfV18HlFvPT3z/G9s4cnne/4715aX4d+lV5siivXzLJ13jnD8eKGzzDp1MMwadRhtmXcdXNGI1DhwYSRQxKO9fq5YxHs58OmbZ3fe3N9HcpTXF+p7otdr1O7svnm2DF0LZtzVfb2VC7yrpOytyd1ir6gosKHx17anvF2c785rKTPp9P84sb8K4sCvD4Zp3apb5pl1vxzh6PxQCu+OeGYhDLi2tmj8eZ7Rn3Wrk65e19LUn0zvqy0K3eumzMaFeUe9KvwQtV1rH39U1w161T8ZdNOfPvrJySkb1rdkZg6+ghH9Y1Ux3j93LEYWOVPW9/L1bl2k56ku7fqvdnWPQsp2zpcIRVr2gtV7+1puy3TtlG6z2fT1gLs20uL548HBGDt659i4axTM6rr9fT6dXIcdp+ZMfkYTBp1WNr+hXTf0109V5YEjB0+GOvW78ClM0bg/U/3WfuaeOphVv+MXVslvu/I5xHw/W8Nx1827cRJQ4OoGzEk6Tz1r/RAF3VIGlKe8+7yr6AXslbeC15//XWsXLkSjz32GADgyiuvxKxZs3Duuec6/o6sRhAiPoqxHotiLMZFMRbg8QiZRTGOXbgpoxgLRhBLURKgKsZrANA0HYIgwCMJECQB0Wh8FONYdGTZiGKpqBqiqhEpJzGKsZ4QRdP8XjH278lRjI3PJkYxNnhkEVFVgySY0ZaTo4IaUYyNSHViLKondL0XoxjHopYit5E0zTyg6joEAY6jGJfiCELAHVGMzW0ZxTjTfRvnLd32rh1BiEyjGAudZVhUgyQZ5YQuwCq71FiZ3G0UYwGABqP8lowonJpqRjE29p0Yxdi4D6ixiGZWFOPYvkRJgCjEohhrOiRBSBPFWICOxPtAYhRjo+xLjGJsVHi6i2Lc3X2xWKMYu3IEVh9SXR3AeTeszXi7db+YWdLns6hHECI+wq9RDiZHMdZQUSYZUYxj5UF3UYwVpTNio2KWK4IQF8U4Vic0oxhrnXVaAeg2inF8OdmzKMad9fdcRDEu1rLCTSMIgbi6p27klWKMYuy0DuYmxZr2QtR7s2m39VYUY7Mg7nkU487+j0JHMfb7ZOjR5Gi+BY9iLBpVd7OvqDOKsdHv0jWKsSx33vdkMS6KsSRAFs0oxsY9yGkU4+7yb8lNMZ46dSq2bNmCCy64AJIkYfr06Rl1DuaC+WPIAKACiqp2eY2416r1WjDfU2BcUDCiyIgAoHV+BgB046vQ2f0GaEriawmJN2sBgNL1e6NANBqXPgC6CpjFofU5xUqCta/4Y4rGH6NipE2KSzdi+461ma10mn+b22nmdiqgqUBNLP3xxYGqap3bqDoiCa9VRLueT1W3tje3jT9HUIFcVxfMPDA4ln6tOOojvSYaUW1/I6e6/uaZbN4WjkIAMCT2W7SFM9t5pF1JSHsmdctwbN/mtuEM953N9rnat3neMt3eTeLzjxaJL4+NvKQmlMlG2WOWTVpceZJQXmlAh5JY7sWXkWY5Y5YBZvVPi9tPpE3t/G41+R4QX/5rSpf9x74jvjwzfyEh7r+SdQ4Sz4mZBrOssvaVRXnY9TqNqvblcE+vZSIqHqqqWWVUfH1Qj/1fBtAR1hLKVMD4vKokbqfH/W3+m1kOhsPx9QsgEk6s0w4aEKuHxaVNMevLanI5adatnZRR8cdodx+gwjLrnmY9JtO6ZyEVcx2sWNNebOnOtG2U7vPmv1fbtL2dSGwvGf0fZn20J2eyp23H+OMMBvy2Dy1SnQsnddhMvyd+O/OYzDfNe1+kS/+MGokNioptNyB2H+v6eU0BIki8B4WV7PNtyXUQAsA111yDa665ptDJICIiIiIiIiIicj0x/UeIiIiIiIiIiIioVLm6g3Dfvn149dVXAQA///nPMX/+fHz00UcFThUREREREREREVHpcHUH4eLFi7Fr1y5s2LAB69evx8yZM3HHHXcUOllEREREREREREQlw9UdhAcPHkR9fT3eeOMNzJgxAxdeeCHa2toKnSwiIiIiIiIiIqKS4eoOwmg0img0ivXr12PixIloa2tDOBwudLKIiIiIiIiIiIhKhqs7CKdNm4YJEyYgGAzilFNOwXe/+13MmDGj0MkiIiIiIiIiIiIqGXKhE9CdadOm4aKLLkJtbS0A4J577sGwYcMKnCoiIiIiIiIiIqLS4eoRhD/60Y8wePBgCIIAAOwcJCIiIiIiIiIiyjFXdxCedNJJWLduHb788kscPHjQ+j8RERERERERERHlhqunGL/66qt48cUXE94TBAHbtm0rUIqIiIiIiIiIiIhKi6s7CN9///1CJ4GIiIiIiIiIiKikubqDMBKJ4PXXX0draysAQFVV7Ny5E4sWLSpwyoiIiIiIiIiIiEqDqzsIFy1ahF27dmHv3r0YPnw43nvvPdTV1RU6WURERERERERERCXD1UFKtm3bhieffBLTpk3D0qVL8dhjj6GpqanQySIiIiIiIiIiIioZru4grKmpgSzLGDp0KD7++GOccMIJaG5uLnSyiIiIiIiIiIiISoarOwjLy8uxbt06DBs2DC+88AK2b9+OcDhc6GQRERERERERERGVDFd3EP7kJz/Btm3bMGnSJIiiiEsuuQQ//OEPC50sIiIiIiIiIiKikuHqICVDhw7FjTfeCAC4++674fV6C5wiIiIiIiIiIiKi0uLKEYSRSAQ33XQTXn75Zeu9a665BkuWLIGiKAVMGRERERERERERUWlxZQfhypUr0dLSgjFjxljv/fSnP0VTUxP+8z//s4ApIyIiIiIiIiIiKi2u7CD861//il/84hcYOHCg9V5tbS3uvvtuvPLKKwVMGRERERERERERUWlxZQehx+OB3+9Per+yspLrEBIREREREREREeWQKzsIRVFES0tL0vstLS1cg5CIiIiIiIiIiCiHXNlBOGPGDNxyyy0Ih8PWe+FwGLfccgumT59ewJQRERERERERERGVFld2EM6fPx+BQACTJk3CRRddhO985zuYNGkS+vXrh6uvvrrQySMiIiIiIiIiIioZcqETYEcURfzsZz/DFVdcgQ8//BCiKGLUqFGoqakpdNKIiIiIiIiIiIhKiitHEJqOOOIIDB48GPv27UP//v2xefPmQieJiIiIiIiIiIiopLhyBKHpySefxO9+9zt0dHTgG9/4BhYuXIhFixbhoosu6na7//qv/8ILL7wAAJg6dSpuvPHGXkujJIlQAEAAoAvQdB2yJEAQBIgioCg6FE2HJAjwekVoqg5VM/4vCgIkSYAsCYhENSiqDlEEZEkEoEMURSiKZn0WQmyfogBJFBBRNGiaDlEUIAiArhv/pqo6NF2HJAnY19QGRRBQ5pcRiWpQVQ2SKMLvExFRdAiAkR5VgySJKPeK+P/s3XuYFNWdP/53XfoyPTPADE4LSxRvZBGS6HBpZBPxAoomGS9IAmICkzwmxt0oXtZELtGYjaCJQsyTB7P5fnfFmCgaV0VcRbzES1Z/DiCrXxUv8YLEIDMwg8xM90x3XX5/VFd1Vd+me7qnu7r7/XoeH7ur65w6p+r055w6VM8JRzUAulUfSTTqommAKALRmAZZFCFKxmu/T0IspkPVjLy9EhCLqo7zo2pGPjIAVdVG7HqQO9UFPAgPalYbCfhERMKxnNMHAh7029LX+0SEc0xvpt13oA+SJOWVtljHHk7ach/b45UQVYF9B/ohSZLje+1mkiRC8koYjGmQJSMeKqoRfyRJgKrpkEUBiqZDVXUrBpv7mTFYlgRoOhCLGedQlkQjvuo6dA3QdGfshQDoGiBJgAABsixAVXT09Q9AlyUr9no8IhRVs9JAg/FPdToQ8IoYVHTrc1EUYMbiOp+IgWhqP6GqgMcjQNN0aBqgxGO5LAoYjGnxfQUIql5TsZd9D1FxpOtD+wdVeCUBUVWHpukI1MkYiI8dPbIERTFjlQCPJEAQBURjKgRBsMadHlmMjz+NcbPHIxrjS0mAEo9XkijC6zW2a/E0mmaMq0XByFvRNAAC6r0i+qOaI9bGFBVdPWFIXtkWD0WomgboQtHGq4w3CW46F746Dwaiibbr94oYjOQ+DiqnQseu5VSpZa/Uctu/c16PCE0FFE2zvn+iJCCqwrof8HgEDAyq1ucAoACQZRGKolv1r/OJiMZjuabp8EgiBFGAKAmIRZ33dNFBFQoAQTB+CYp4ecx5CkkEVA3GuNsaj2up/YUsQNeBaEw1xt3x/gA6rDkJn1fEgHl/I4nwe0QoURUqBHi8Ynw8r0HTgAOHwtBlEQLifUxUs+4F1Pj8DAQdsmj0R4qt3zHG/3p8LG6MyfWkORxJNOZKNB3QzPsKs366Mc8iCcY9h1kHURTg9Rj56wCgA4IIiIJgldsrC5AkEbH4udnfHYbslSEIxlyPMW+kQRRFeCTjeKIAhAc1eCQBPlkoqO26eoLwnnvuwf33349vfetbGDt2LB566CFceumlWScIX3rpJfzlL3/Bww8/DEEQcOmll+Kpp57CWWedVfTySZKInnAM9217G22nHo9f378LnT0RBJvqsOq7IegasGZjh7Xtxu+dgsiAgl/cs8OxLaZoWHNXYr/li1txxJg6RAaijvRXLmrFlhffx+KzJwMA1iZ9tnP3pzi19XO45e7tjrze+uAgpp94pGP7ivYQmkZ50XM46shnRXsIL7y6F9NPHOeoj7l9xpRx+P1/70ZP70DWvI9o9EJTdfSEY446rGwPoSngqdmBUy2qC3jwac9ASjsb1+TPaZIwEPBgX5r045v8Qwa/QtLW8rE9XgkHelNjwxGNXldPEkqSCEUEug8N4IVX92LOtKMcdVi+uBWN9V6EIwrW3bsTnT0RzJp6JBadNRm33O3cr6WpDv0RxZH+x8tmIBrVsP6+V1Pictupx2PLi+/jvDnHw++T4PfKGN3gTWn71y+bCVkW8ccndltp2k49Hjt3f4p5sybiUO8g7ti0KyW2p6vL6AYvnun4GKdNOwqCCNz8n87P7bG6qdGHeo9UE7HX7JvZ9xAVJlNfMqrRgwO9UWza9jZCU47EcZ9rwqZtb+OSc0+EqsZSYtWYRh+efmUPQlPHY/19r6Kp0Y+lXzvREetWtofw5gcHcOKxY1PGlC+8uhdvfdiTkmb54lYEfDLe+vAgphx3RMZYe96c4x3x0OeV8Ken38XisycXPF5lvEnQNPeM+311HnQeSm27wTF+108SFjqGK6dKLXulltsef9LF1VXfCUGWRdz0f/4/R2x8/H8+xOt/PYCffu8UxGIannt1b8ocwo3fOwX9kRhu+8POrPMbK9pDaBrtxe/+9Dq+Me/zEAQgFtMd4+zFZ09O6Rfq6zzwyKqjbMsXt8Lvk/C7h95AT+9Ayrj7wtOOSxkPr2gPoT4gY/sb+3DyPwZTxtHXfWsGXnr9E5za+jm8uOtvKfW8+uJp8HpF3Hr3Dkeem7a9jVfe3I9gUx1+tHQGFCVRp2BTHa5ZMh3No33oDUcd9TXrYfYzF54+CbIs4Be/35HSr00/cRy2vPg+vjHv8xiMqla5Z009EovPmoy1SfcmE1rqceDQoOP8m2N8n09C92cRxFQdTY0+NDd4h912Xf0TY1EU0dDQYL0fP348JEnKmqalpQXXX389vF4vPB4Pjj/+ePz9738fkfIpML4gc2dOtCbTAKCzJ4Luzwasi2du6+wOW5OD9m3m5KC57Y5Nu6Cqekr6X9+/C3NnTsSh3kQAs382L3SM1eDteZ0+/aiU7Ws3dkBVkJLP2o0dmBc6JqU+5vY7Nu3CRWdOGjLvqJo4P/bP1mzsMJ64pJoRHtTStrPwYG6Dxf4M6ftzSF9I2lo+dlRNHxtcPDcIwIg5Wrzs80LHpNThjk27IIui1YkDwNyZE63JQft+iqKnpD/cF7UGKeY2My6b/79j0y4c7ouiszuMwTTX4Za7t0MWRUcaM353doetwYE9/0x16eqJYF7oGKzZ2IHuzwZSPrfH6v3d4ZqJvex7iIojU18CVcDa+Pj35M8fab2WRTFtrOrsDmNe6Bgrfl505qSUWLdmYwdCU8enHVPOCx2TNs0dm3bhUN8gQlPHZ421yfGwtz+KuTMnFmW8yniT8Fn/oGvOxUA0fds1nnR1t0LHcOVUqWWv1HLb40+6GHnzXR3o7A6nxMYLTzfi4f7uMG6Ox9jk2NvZHbYmB81t6eY31m7sgBozxtO9/VEc7oumjLPT9Qs9hwdSymaOoc14nTzuTjceXruxA0pMR2jq+LTj6F/+YYdVv3T1XH/fq8a4PSnPuTMnWu97+5116uyJYN29O6Eoekp9k/uZdffuRG9/av7mfIt53uzlnjtzojU5aM9TVVP7G3OMr6nA2NEB630hbdfVTxCOGTMGu3fvhiAYj3Y++uijGD16dNY0kyZNsl5/9NFHeOKJJ3DfffflddyxYxOTki0tjRn36+wxGnVjwGNdKJPfKw97W2dPBKKAtNsbAx7rdfJnkph+u67rabermpZXPuZ2exky5h1/DDjdZxCErOc1WT77ulEpy29vu26x70BfhvanY3wO56aQ9Dz2cI/dn/F7nUv6QhTyfensCUOPx7VMcSw5tqaL35licKZ4beZh/t/vNbrWTDFWFJCSRhIz55+pLn6vbH1mHjO5XPZ98429mbg9Jpt9s3Nb/n1PPnKNvW4/d5Wm2s9nqeqXqf1m7ks0K8bYX2cau9pjFZA57mYaU0pi5jR+r5wxXXKstafxe4szXh2peFOJbdtNsbfQcVA5seylV65yF3rfZv/OZYuRyduk+CNi5rgz3Tgzn3kLVdOsGGtuM+VaLvt2vzf98bKN7XVdH3IcnW08nbzNXp9s8zWZPrP3M5muQaa5nUznLNN9hdkPqvG+0O+VC2q7rp4gXLlyJZYvX46PP/4YX/nKV+Dz+bBhw4ac0r733nu47LLL8KMf/QjHHHNMXsc9eLAPmqajpaURXV29mXeURASb6tAbjiHYVOe4YANRZdjbgk110HSk3d4bjsEjC2k/U7X0aQQh/f6SKOaVj7m9N/64ata843+YK91n0PXs59VmyGvgcvmWv9ABlNl23USSpAztT8jp3BSSnscu8rGFzOmLNfgv6PsuiVZMyhTHkmNruvidKQZnitdmHub/B6JKvDjpY6ymIyWNqmXOP1NdBqIKVM3nOGZyuez75hN7M6mImCylP++Z6l+MtptL7K2Ic1cGhZz/aj6fubaXkWy/mfsS+/g3YL0e3eAbMlZ19kQyxt1MY0pVyxyrB6JKxnTJsdaeJqboxRmv5hlvclGpscLj9+R9LkZq3FvoOKicWPbSG065SzV2yMoWf7LFSDszpgKJcWe6cWY+8xaSKFpzFOa2ocbZyeWyb48petrjZRvbS4Iw5Dg623g6uRy9tp/nZpuvyfSZvZ/JdA0yze1kOmeZ7ivMflCM94UDUWXI71y29iv99Kc//WnGT8usubkZixYtwjnnnIPzzjsPV1xxBYLB4JDpdu7cicsuuww//vGPcd555+V93EgkCl0H6ut9CIejGfeTRQEzp47Hoy++j6VfnYI33j+A/gGjkcyfPRGnnjQBr77TaW372leOxayp4/C/73Y5tn35pH/Aq28n9lu+uBUNAQ9mf2G8I/2Vi1qx9eUPMWPKOJx68gTsSvrsf177Gy4550TH9uWLW7H9rU/xzXmfd2xf0R5CoE7CjBPHpWz/dNReDwAAIABJREFU846PceHpkxz1MbcvOGMSNm17B5IoZM270S9B0IGZU511WNkeQr1Hgq7nFgyHugZul2/56+t9BR3PbLtuEqiT0Tr5yJQ20tTggRIb+vHn+joZJ6dJ39zgQWyI9IWkreVjez0ipk9JjQ2Nfgmamr6BFdp2TYV832VRgC4BoSnj8ecdH+Nb505JiYcej4gZJ47D63814nA0puAHC05K2a+x3oNZXxjv2D43dBRCU8bh//31QEpcXvrVKdj68odY9rUpqA94MLrBh/qAjGlJ1+H6ZTMBAdj8/F+tNEu/OgX/89rf8MVJLTj58y2O2GvG9nR1aR7txzMde/Dtc6cgUCen9CP2WH3EmDr4JTHn2JtJJcRks2/Ote8pRtvNJfZWwrkrh/p6H+7b9k7e6ZbMn1zV5zPX9jKS7TdTX+LziwhNGY8tL74PSQTOm3MCtrz4Pr5wwhH48kkTUmLV2DF1eLpjDxae+Xn8v78ewId/P4zLFnzREetWtofwv+924sLTT0g7Ln1h1ycpaZYvbkVjwIv/fbcTC86YlDHWLvvaFEc8DNR58NhfPsDlF51U8Hg133iTi0qNFU2jA/ji8UfkdS5Gatzr96f2vyvaQxhd74GquPtno4WO4cqpUss+nHKXauyQjT3+pIurq74TQmO9Fzve2u+IjVtefB99kRi+/pVj8eUv/QOe3fFxyhzC175yLGZOORKvvZeYt0g3v7GiPYRAQMIDT72L1slB+H0SZk0d7xhnX35R6jh7VIMPo5LKtnxxK+oDHvzh8bchiULKuNvnEVLGwyvaQ/D7JWx/81Mcf9SYlHH0dd+agedf3YtLzjkRz+1MrefVF09DoE7G/77T5chzy4vv45OufgSb6nDmzKMcdQo2GX+DsD5gLByS/Jm9n/lu2xdQ55cd8z/2+ZatL3+I1slBzDjxSKvc0ZiCy9Pcm4xu8GLmlHGO82+O8T0eEQcPRTBz6jgcMaYOowNy1u9ctvYr6IXeLYyg3/zmN473giCgrq4OkyZNwqmnnpo2zb59+3DhhRdi/fr1mD179rCOm/MThBhqFWPBsQpxbqsYG+8BpKQ3V7rMZxVjQRAQi2mo80vxVYyNn1JYqxgLxopC5mqeiVWM4VgxSBSF+LFKu4pxpf4rqolPEBrcsIqx2QYraSVhN6xirOrxVdiHWMXYFU8QIodVjHUdcnxFMSsumfvFY60cj8uJVYyNuJ5tFWNBMFZ6lyRjlU5zFWOvLCAcTcTe3FYx1qHriZXToCOxirGtjIARv52rGMdXZh6hVYwrJSbn0/fwCcLyamlpRNu1m/NOt+X286v6fLrhCUIgfR/qXMUYCNRJ1t9288hihlWMNQgiIOhJqxjHV5ZPXcXYOF66VYxVTYdgrmKsG6tDJlYxTsTamKIZq0iKAgYVzYqdqq4DGly7inGlxoqWlkZ0d/fndS5GctxrrmJslqUSVzEe7ti1nCq17PmW2xVPEKL4qxib9XeuYgwrlidWMTb2c65iLFhjV+cqxs6Vg82VhFP6C2sVY6MvkKT4CsBaulWMjfFu+lWMjbkQT3wsLwCZVzEWAVkQ4qsYJ/qdWLzfEUQBEIxVhodcxdhWPy0+xSYJ8X5Ky2UVY6PcXsm5irE5P+RcxTjRxw5nFeNs7dfVPzF+9913sWvXLsyfPx+SJOGpp57ChAkT8MQTT+D111/Hv/zLv6Sk+Y//+A8MDg7illtusbYtXrwYF1988YiUUVWNwYdJAqBrgA7jvs/cBgCxiOrYDzD+oL75b4QyAKjGNqRJD9t2DUZjl2w7Cmm2HxEfZMQiRjnNYwyGjczMe1QZABQgoqgp9YGWKItm5aFCU43XyoBiy1tFzDaHYJ4f4zMdLl/jgEZIJBxztJFIOL+WEE5KH84jvZl2fPy7kE/aYh17OGnLfexYVHWct1iFfHlVVYMaj3dq/Il+e2wVjJeJc6Ml7QdnXLbHR9W2LTn2AvF5PtWIq9F4Bg2jGxEJ91plUFTVkQbx7YARf818YMsfAAbi189eRjMfxXZt7GVN7lNqCfseouJI14cKAGJqIhYOhhNjYUWxxSoViIc8I67FX0sAtKjmiMOx+PhTVeAYr8YiqnUcLT4JaY6LVTURS8Px9PZYKyAx2WaPnWaaYo1XGW8S3HQuBiPOtjsYqZwrU+jYtZwqteyVWm77d06L2uOv8f0z46R5P6Coqd9PwZaPWX9z3CnG/9OVxPyGPdaa93RmXNVsedrnEaw0SMThTP2FNZZVEvmaeQ3aY71ivDeZcy1mmY8Ym/jHFrOP0VRnWaAmxvf2fsfMx6yQOY1rn8Ox/9NHcv1s2afUIaYk3QuoiecFRBgPHGixxLlpaU7UI7msqq38Ioz3hT6A7uoJwoMHD+Khhx5CS0sLAOAHP/gBli9fjj/+8Y+46KKL0k4Qrl69GqtXry51UYmIiIiIiIiIiCqSOPQu5XPo0CFrchAAmpqacOjQIXi9Xsiyq+c2iYiIiIiIiIiIKoKrZ9mOOuoo3H777fjmN78JAHjwwQdx9NFH47XXXoMounpuk4iIiIiIiIiIqCK4epZtzZo1+OSTT3DhhRdi4cKF2L9/P37+85/jzTffxI9//ONyF4+IiIiIiIiIiKjiufoJwubmZqxbty5l+5IlS8pQGiIiIiIiIiIiourj6gnCXbt24Xe/+x3C4TB0XYemafjb3/6G5557rtxFIyIiIiIiIiIiqgqu/onx6tWr0drair6+PrS1taGhoQFnn312uYtFRERERERERERUNVz9BKEgCPj+97+Pnp4eHHfccWhra8NFF11U7mIRERERuVrjqDr4ffkP8wYGFfQejoxAiYiIiIjIzVw9QVhfXw8AOProo/Hee+9h+vTpXL2YiIiIaAh+n4y2azfnnW7L7eejdwTKQ0RERETu5uoJwi9+8Yu46qqrsHz5clx22WX46KOPIMuuLjIREREREREREVFFcfXjeD/60Y/Q3t6OY489FitXroSmabj99tvLXSwiIiIiIiIiIqKq4erH8b7xjW9g82bj5zGnn346Tj/99PIWiIiIiIiIiIiIqMq4+gnCuro6fPrpp+UuBhERERERERERUdVy9ROEkUgEc+fOxbhx4xAIBKztW7ZsKWOpiIiIiIiIiIiIqoerJwhXrVpV7iIQERERERERERFVNVdPEIZCIRw6dAiRSAS6rkNVVXz88cflLhYREREREREREVHVcPUE4R133IHf/e53AABJkhCLxXDCCSfwJ8ZERERERERERERF4upFSjZv3ow///nPmD9/PrZt24a1a9fihBNOKHexiIiIiIiIiIiIqoarJwibm5sRDAZx3HHH4e2338YFF1yAd999t9zFIiIiIiIiIiIiqhquniCUZRkff/wxjjvuOOzYsQOKomBwcLDcxSIiIiIiIiIiIqoarp4gvOyyy/CTn/wEZ5xxBp566imcfvrpOOWUU8pdLCIiIiIiIiIioqrh2kVKPv30U0ycOBF333031q9fj2nTpuHw4cP4yU9+Uu6iERERERERERERVQ1XPkH4+uuv48ILL8Qbb7wBAHjiiScwYcIERCIR3HvvvWUuHRERERERERERUfVw5QThHXfcgfXr1+O8884DANTX1+OHP/wh/u3f/g2PPfZYmUtHRERERERERERUPVw5Qbh3717H3xrUdR0AMGHCBHz22WflKhYREREREREREVHVceUEodfrdbz/4x//aL0eNWpUqYtDRERERERERERUtVw5QRgIBPDpp59a7+vr6wEA+/btg9/vL1exiIiIiIiIiIiIqo4rJwi/+c1v4tprr8XBgwetbZ999hlWrFiBJUuWlLFkRERERERERERE1UUudwHSWbhwIT7++GPMnTsXxx9/PARBwAcffIClS5fi61//ek559PX1YfHixfjtb3+Lz33uc0UrmySJUCFA0TSIogCvR4Sq6tCMP5MITdMhigIkUUBMMfaRJQGKqgPQIUCAGt9HjO/jk0XoABRVh6brkEUBOgDogCQZ+wsAvB4R4QEVsiRAiufpkQUoig5F1SGKgMcjQlV04xiCgK5DYQheCboGqGq8PDBeE+XD45UQVQFV0yCJIrwSEIuqOaWtC3gQHtSstAGfiEg4lvOxAwEP+m3p630iwjmmN9PuO9AHSZLySlusYw8nLWDEGwWAqumQ+N21JOKwEfdkSYQkGrFSB6CqOuR47FQ1HT5ZhKqZcVKIx0nNOq+CKECLB3Etvk0UBURjKmRJhNcjIqZq0DQjb0kyYnxU0SDF472iavB7JQzGNKiqBkkS4fOI6OwOQxVESJIAjyxCUTQoqgZRND6PKZoVvyVJgCyKiMU0KJrGa05EZZeuD+0fVKFpOjweCVo8tkqigDqfiMGYMdZUVN2KsSaPbMQ3VTNitBFnNXg9opVPuhjt9YoIR1Qr3suSgGhUgy7ogC5A0zi+pVTmuHXfgX5IkpTXuLXcCh27llOllt0cc3f2hAFJdH08SXdfpql6xvuGoe4pvH4ZgzHdum4+j4DogJKSrt4nJe5tJBE+b3yMreiQREA1yySJCHjFxP2fJEIQAEkwx+s6AMGaOwEAPT73YT7BJssCBqIaJBEABCuNqurGeF0SrLF0TEm8B4DBaLwNyhLqvSIGFB1KfCxvL7MoAl6PBFU18kjujyRJgNmLeWQBMVs+siygziMiHI2P/UURXq9olc+cj0G8r8oUg5LnlzySCB06ojHjXsC8RykVV04QAsA111yDZcuWYdeuXQCAL33pSwgGgzmlfe2117B69Wp89NFHRS2TJIk4FI7h5o0d6OyJYNbUI7H47MnYtO1ttJ16PH59/y509kQQbKrD8sWt+P1/78aYRi8WnfWPuP+pd7DgjEm4/Y87Hfv8ecdenPvlYzAwqOKOTYn0V188DY88/1ecN+d4+LwS/vT0u7j47MnY/taneKrjY6xoD+GtDw5gynFHYG28PMGmOly/bCbuf+odvPLmfgSb6vCjpTOgKDrW3Zs47sr2EJoCHlcHPXIXj1fCgd6oo62taA/hiEbvkIOtuoAHn/YMpKQd1+TPaZIwEPBgX5r045v8Qw44Cklb7mNLkoiecAxrbOn53U2Nw8GmOlyzZDqaR/vQG45iYFDFjrc+xZzWo7D27g40NfrxnbapVgycNfVILDrrH3HL3dut9D9eNgPRqIb1972aEsN7egewsj0EHXBcS/vn1y+bid0fHkyJxyvaQ3jh1b14+PkPjP7irMlYe7ez/1ibVI+GgIyf/d9XeM2JqOwy9WOH+wZw75PvpsTWi8+ejOdf3YtTWz/niLFXLmrFzt2fpmw3x8HzQhOzxuiV7SFr/Lt8cSvGNPrwv+90YuL40Y6xN+MlmQoZt5ZboePHcqrUslfamDtT+66vk7H6zpdS6gAga/28fhldnw2m5Bcc40fXoQEr3XWXTMM/BBsd+61sD8HjEfH0K3tSYvyK9hA2bXs7ZV7i4efeS5k7uXJRK7a8+D7Om3M8/D4JPo8EQRDw9Ct7MDc0EYMxBQBS5kySj/HT752CaExz1HVFewh1fgk3/PZlNDX6sfRrJ1p5GH3OZNwSv2ewf2b2U36fBFkSUeeT0dUTyXr8le0hCCJw8392pNRt8dmTU2JQuvsa85i/e+gN9PQOYPV3Z2G0Xy5ZW3TlT4xNY8eOxbx58zBv3rycJwcB4IEHHsCNN96YV5pcKIB18QBg7syJWLuxA3NnTrQaOAB0xhvORWdOwtyZE3HL3dsxd+ZEa3LQvs+Fp0/C4b6o1dDMz9bf9yrmzpyIOzbtQm9/FHNnTsSajR04ffpR6OyJYO3GDoSmjre+oGY681jm+97+qDXoMret2dgBpahnhqpdVEVKW1u7sQO5jLHCg1ratOHB3IJcf4b0/TmkLyRtuY+tAFbnZqbndzc1Dnf2RLDu3p1QFN2KpfNCx1gTcRedOckRA82YbE9/uC9qTQ6a28wYbp73Q70DGT+/5e7taePx2o0dmBc6xjquWSbrfZp6dPVEeM2JyBUy9WOfC45KG1vXxGNecoz99f270m43x8FDxWj7+PeOTbvQ2R1GaOr4lLE34yWZChm3lluh48dyqtSyV9qYO1P7VhQ9bR2Gqt9gTE+b30BUc6SbfMzYlP3WbOxAZ3c4bYw350nM9+a8RLq5k1/fv8ua+zjcFzXGw/F8u3rCONwXTTtnknyM/d3hlLqu3dgBSRCt+wJ7Hkaf05H2M7PPOdwXRfdnA1AUfcjjr9nYge7PBtLWLV0MSndfYx7TvM/4+X++UtK26NonCAtx8803F5R+7NgG63VLS6P1urMnbF08AGgMeNDZE7H+b2dut79Ot48kAn6vnDF9Z08Efq8Mv9fYpuu69bmu61mPC2TOG4LgqJubVUo5Myll+e1tt5j2HehP245UXcf4Ieq370Bf+rTa0GkLTV/Jx06ON2b6cnx3S3m8oY6V6byIQiLeSSKsfZJjb7pYnC0Gm6/9Xjnr55nisSSmP26mPiHdcdwWr91UFrfINfZWyrljOd2hVPXL1H4z92Naxphmj7/2NLluzxQb7eNfv1fOGHPTxctKbCeVWGag9OXO3HaHP24tt0LHj+VUqWUv15h7uPdtmdq37S86WNsgCInXaT5raWnMGuvt25Pfm/v5vXLGGJ9uXiLb3EnyWNicK3GUO4djJO9j9iHZxuNDjc1FYejjZ7tnSBeDMrU9c/7HqnMJ7wWqcoKwUAcP9kHTdLS0NKKrqzfxgSQi2FRnXcTecAzBpjrr//aLa263v063j6oBA1ElY/pgUx0Gogpiio5gUx2E+JfcfJ3tuEDmvKHrzrq5VMo1qDD5lr/QL77ZdotNkqS07UgShCHrlzGtOHTaQtNX8rGT442ZvtTf3VzbcLE6rSGPleG8aHoi3qkarH2SY2+6WJwtBpuvB6LOf7tL/jxTPDZ/DZBLOTIdx03xutJjcjrFaLu5xN5Sn7tC6sVyll8pY2+m9pu5HxMzxjR7/LWnyXV7pthoH/8ORJWMMTc5XlZizKrEMgPDK/dIjXsLGbeWW8HjxzKq2LIPY8xdqrFDOpnOc3JWZh3M15nqly3W27cnvzf3G4gqUDVfzvMS2eZOksfCquZzvB/u3IfZh2Qbjw81Ntf0oeuY7Z4hbQzK0PbM+R/zfbHvBbK1X1f/xNhtZACr2kPGRQLwzPY9WNEewjPb9+DKRa3WdvO34//17Ht4ZvseXL9sJp7ZvgfXXjI9ZZ+Hn3sPoxq8WL7Ymf7qi6fhme17sHxxKxrrvXhm+x6sbA/huZ17rd+7d7y5z/j7ALZ05rHM9431XlyzxHncle0hzgxTXrwSUtraivYQvNLQaQM+MW3agC+38FOfIX19DukLSVvuY8sAVial53c3NQ4Hm4y/3SfLghVLn+74CCuWGfv817PvOWKgGZPt6Uc1eHH1xdPSxnDzvI9p9Gf8/PplM9PG4xXtITzd8ZF1XLNM1vs09WhpquM1JyJXyNSP/a3zcNrYujIe85Jj7JWLWtNuN8fBQ8Vo+/h3+eJWBJsD6HhzX8rYm/GSTIWMW8ut0PFjOVVq2SttzJ2pfcuykLYOQ9XP5xHS5uf3io50b390MGW/le0hBJsDaWO8OU9ivjfnJdLNnVy5qNWa+xjV4DXGw/F8W5oCGNXgTTtnknyMI5sDKXVd0R6CqmvWfYE9D6PPCaX9zOxzRjV40TzaD1kWhjz+yvYQmkf709YtXQxKd19jHtO8z1j93VklbYuCbj5vWYXOPPNM/P73v897FeOMTxAidfVMaxVjANCHWMU4vohNTqsYCwC0fFcxFuDxCI5VjAXReLJYj6++KYpw/apMdpX6r6imanmCEKj8VYwTq29xFeN8uO4JQiTHYSPGpqxiLBurnDlWMY7HxdxXMdYgS0J8FePEimTmysXOVYx1+L1ifBXjxEpqg9H4cRyrGBvltlYxjpfLWMVYcPUqxpUek9Op5icI267dnHe6Lbefz3K6gBueIATS96HGKsaAx7baY9ZVjAUAum0V4/hYV4zHUa8czydDjE6sYmzE+9RVjDOPbysxZlVimQF3PUEI2Matug5JyLyCqBsVOnYtp0otuznmNm6c9SHHX+V8ghAYuVWMzc+HXsU4PtZ1rGKcGHtLkpBYxViPj7cdqxgbrFWM4/MVaVcxlgRARyKNqlt5ZlvF2CxHYhVjY67F57GvYizE53M0xFQ9pT9Kv4pxfM5Gsq9inOivUlcxBqAjh1WMjb4seRXjI8YEcPBg37DaSSbZ2q9bJ8Zdy/wiyQCgAkr8vdlwJADQAM32WlUSn9v30eP5qFEjDzH+H7TE/pqaeB1VVOO4SiJPJf4Eq1keVbUdA0BLc6Kzlsx9CjkBVLNiURUCzLamIpZHQ4qEY460kXB+rTCclD6cR3oz7fj4wDWftMU69nDSGkk0W3qd39245DisqUbMNYlIxE57jJWt9MaZtMfidDHcjLdRxdjfuhb2z+OvRQDRiO07Ek8XNG+YFECJ52OWO6ba3gPQVcAcQvOaE5EbpOtDBRixUos6Y/FAvI9T4YyXJkVR08ZRbYgYbY1/4/E+Gt/PEbc5vqUk5rjVbLv5jFvLrdCxazlVatnNMbc50e32Ume6L8t03zDUPUV0QHFcN3MeKzldOKyljHXN42r24ytAJCnmA4k4nTzuNrfptliuRuP5Jq3QYc8zah9bJ5XHaoPxbeZcizqYPJ+TyCO5P9LVxMTkYLzzsc/ZRGL26wDEIrYVip3FzhiDku9rnO/jE6glVNUThM8++2y5i0BERERERERERORq7v6DAERERERERERERDSiOEFIRERERERERERUwzhBSEREREREREREVMM4QUhERERERERERFTDOEFIRERERERERERUwzhBSEREREREREREVMPkcheAiIiIiKgUGkfVwe/Lf/g7MKig93BkBEpERERE5A6cICQiIiKimuD3yWi7dnPe6bbcfj56R6A8RERERG7BnxgTERERERERERHVME4QEhERERERERER1TBOEBIREREREREREdUwThASERERERERERHVME4QEhERERERERER1TBOEBIREREREREREdUwThASERERERERERHVME4QEhERERERERER1TBOEBIREREREREREdUwThASERERERERERHVME4QEhERERERERER1TBOEBIREREREREREdUwThASERERERERERHVME4QEhERERERERER1TBOEBIREREREREREdUwThASERERERERERHVME4QEhERERERERER1TBOEBIREREREREREdUwudwFICIiIqp20ZiKlpbGvNMNDCroPRwZgRIRERERESVU5QThli1bcOedd0JRFCxbtgyXXHJJuYtERERENczrkdB27ea80225/Xz0jkB5iIiIiIjsqm6CcP/+/Vi/fj0eeugheL1eLF68GLNmzcIJJ5xQlPw9XgkxDVBUDV6PBE3Toag6RFGALBn/qZqOmKJD03VIogAIgK4BPq8IRdGs/SXR2FfTdIiCAEkSAMC2DfBKAqKqDlUz8vJ5RAzGdKiaBkkU4ZWAWFQtSt2ounm8EqIqht12JEmEAlhtUQagqlpOaesCHoQHNevYAZ+ISDiW87EDAQ/6benrfSLCOaY30+470AdJkvJKW+ixCzlnxUhfTbKdC0kSIXklRGOaIx4DgKoasdiMuQIAHcbTXH6fjJiiQVWNPAXR+NAjixiMadA0HbIkQBQFKx8rDkc1KJq9H9AgiiI8kpFPNJ6++/AAJEmEqmrG/yFA0TSIogCvR4QS06FoWsHXd6i2wrZERMORqQ9NHlP4fSIGBjXjjxfpgBlszTEuBB2SKEIAEFONca4kCZBFwdpd043xsyQZ8ToWUyGKAvxeCQNRox/2eiTomo6YasRNryRABaDE85RFERJ0xjey+r3OnjAgiRXV7xU6di2nSi27GdP2HeiHJEllv8e2j9tkUYQoGWPLkRrD5Vp/f8CDqGKMezUN8MjGuDgS1Yyxriha42m/V0RkUIMkAaoG63OvV7TGyZIgwOsRoMTnVzQNkCUBXlmwjiOKAjySCI9tm30/DYCWlF4UgZ5eYwwOAKogxO8RAI9HBDSj31DjY31Ah647517M8y6KAhRFt9J7PRJUVTP6K9G4VqqmQdeNYwuq7rhHURDvC0UREHQIugDZI1jnQJZEiGJu19fMDwIgIFGn5OMWouomCF966SWccsopGDNmDABg/vz52Lp1K374wx8WnLfHK+FgbxRrNnagqdGP77RNxbp7d6KzJ4JgUx2uWTIdzaN96OqJ4I5Nu6ztVy5qxZYX38eis/4R9z/1Dl55cz9mTT0Si876R9xy93Zrv+WLWzG6wYd7Hn8Lr7y5H8GmOqxoD2HTtretNIvPnoy1GzusNCvaQzii0ctJQsrK45VwoDc67LYjSSJ6wjGssaVf2R5CU8AzZCCqC3jwac9AyrHHNflzmiQMBDzYlyb9+Cb/kAOOQtIWmr6Qc1aM9NUk27kAAEUEeg4NOD6/Zsl0NARk/Oz/vuLY5vEYE4ev7u7E9BOPdMTgdLE6WxxO1w8YcdyLex7fbaVf1R5Cc6MX3b1R3BwvY7o+YLjXd6i2wrZERMORrQ+0b7/wtOMwZ9pR2LTtbbSdejy2vPg+2k49Hr++PzEWvvriaWio9+BwX9QxRjbHzod6B3HbH5yx9Pf/vRtjGr2OmLv0ayc60q9sD0HVNdx69w5r26r2EMYwvtW0Su73Ch27llOllr3Q+6RiS9d+zZjY0ztQ9Laca/39AQ96+qI41DvoiMP2cbJ9PL347Ml464MDOPHYI3DL3c68X3h1Lx5+/gMEm+pw4/dOQW9/zDGeTs7zx8tmoM4royfp2Ku+E0KdX06ZfzGPcdasiYgpGm6+y3l8LanfuPriaeh4cx/mTDvKcR5u/N4piMU061pkmsPxeSX86el3cd6c49HDR9HCAAAgAElEQVTU6EO9RwKAlOt45aJW7Nz9KU5t/Zwjj2uWTMddW97Men3NdnHftrdxwWknYP19rzrKYB630HZRdYuUdHZ2oqWlxXofDAaxf//+ouQdVWFd4IvOnGQ1YgDo7Ilg3b07oSi61TjN7b++fxfmzpyIW+7ejrkzJwKA9d6+3x2bdqGrJ2zt09kTwdqNHY40ZoO1f865QRpKVEVBbUdBou2b6dds7DD+BWMI4UEt7bHDg7kFr/4M6ftzSF9I2kLTF3LOipG+mmQ7FwoATU39fN29O9HVE0nZdrgvisN9UZw+/aiUGJwuVmeLw+n6ASOORxzpb45/1262lTFdHzDc6ztUW2FbIqLhyNYH2rfPCx1jxUkzjpqTg2a69fe9CkkQU8bI5tjZnBw0t9+xaRcuOnNSSsxNTr9mYwcO90Ud225mfKt5ldzvFTp2LadKLXuh90nFlq79mjFxJNpyrvWPDGro7A6nxGH7ONk+nl67sQOhqeOtyUH7/vNCx1jvO7vDKePp5DwP90WxP82xb76rI+38i3mM/d1ha3LQ/llyv7H+vletvsy+XYDguBaZ5nB6+6OYO3Mi7ti0C/u7w9Y9SvJ1/PX9uzAvdExKHuvu3Tnk9TXzmztzojU5aC+DedxCVd0ThJqmQRAE672u6473uRg7tsF6bf+D4vsO9FsXojHgsV6bOnsiEAWk3W7u3xh/4iVTer9Xht+bmjZbGlXXMT7LHz4fzh9FdxOWP3f2tmtnb7umXNpOYt9w2vQQhCHrt+9AX/pja7kdu5D05Tx2IeesGOmLqZTHS3esbOcCAHRNyxhPM23TdT2nWG3fDjjjcD5xXE06Xqa0w7m+Q7WVYrelSo/JIyFT7C2Wav7OF6Laz0upjpd57JCpD3TGXElMjZ/5jJGzjZ3N10D2mJu8zR7fKqU921VimYHSlztT23XTGCpfhY5dy6lSy17ofdJw5dt+HTGxiG051/rvO9AHv1fOWjb7+86eSMbxtmR7TC2XPM04n08fIomZ807Xb5h9mV1y3kON/a284/comcqV7/W1j+ez9oVFaBdVN0E4btw47Nixw3rf1dWFYDCYVx4HD/ZB03S0tDSiqyvxp8ElSUKwqQ6dPRH0hmPWa1OwqQ6ajrTbzf17449XZ0o/EFUQU/SUtNnSSILgKKddch0qTa2Vv9AvtNl2k9nbrmmotuPMQEybHro+ZPqMxxZzO3Yh6ct57ELOWVHSF0mubbhYg5S0x8pyLgBAEISM8dTOvi1TmuRYbd8OOONwPnFcSjpeprTDur5DtZUitqVKj8npFKPtZoq9xTrOcM55qY83XDwv6ZUy9uY9dhCdMUXVUuNnPmPkbGNn8/VQMdfOHt8qMWZVYpmB4ZV7pMa9bhlDDUehY9dyqtSyD+c+aUTHDhnarz0mFrMt51p/SZIwEFWyls3+PthUl3G8bf8VbC55mnE+nz5E1TLnna7fMPsy+77JeQ819rfyjt+jZCpXPtfXiq3xdpG1L8yxXWRrv1X3E+N/+qd/wssvv4zu7m5EIhFs27YNc+bMKUreXglY2R5CsKkO//Xse7hmyXTjAgLWb8dlWcDyxa2O7VcuasUz2/fg+mUz8cz2PQBgvbfvt3xxK1qaAtY+5m/k7WlWxI9v/9wrFaV6VMW8EgpqOzISbd9Mv7I9lNO/MAR8YtpjB3y5hZ/6DOnrc0hfSNpC0xdyzoqRvppkOxcyAFFK/fyaJdPR0lSXsm1UgxejGrx4bufelBicLlZni8Pp+gEjjtc50q+Kf9dW2cqYrg8Y7vUdqq2wLRHRcGTrA+3bn+74yIqTZhy9cpFzLHz1xdOg6lrKGNkcO//rt1Jj6X89+15KzE1Ov7I9hFENXse2VYxvNa+S+71Cx67lVKllL/Q+qdjStV8zJo5EW861/nU+EcHmQEocto+T7ePpFe0hdLy5D9cvS8376Y6PrPfB5kDKeDo5z1ENXhyZ5tirvhNKO/9iHuPI5gBWfSf1+Mn9xtUXT7P6Mvt2HbrjWmSaw2ms9+KZ7XuwfHErjmwOWPcoydfxykWteLrjo5Q8rlkyfcjra+b3zPY9uPriaSllMI9bKEHX9ez/5F2BtmzZgn//939HLBbDwoUL8b3vfS+v9JmeIATsqxjr8HrErKsY6/GVMwXBWFknZRVjKb4ypn0VYwG2bYWvYlyp/wppqrXyj9i/pIKrGJvl5irG+XHFE4TIYxXj+IpoVjxVMq1irMHvk4xVjONpUlYx1nXIogBREqx8nKsYp/YDzlWMAZ9XAhQ1aRVjcxW0ylvFuNJjcjqlfIKw7drNeee95fbzh/2kXCmPN1w8L+m54QlCIHMfmhhTGNuHXsUYVgyO2VaFz76KsQZRRB6rGAOyKDhWMa7EmFWJZQZc9gQh7Kt9CoCuV+QqxsMdu5ZTpZbdiml6fGXdHO6xC5VL+y31KsZD1T+xirExX+FYxThpPJ1YxdiYH1HV+DjaGx9n57SKcWJ87bFt0+KrDztXMU5sF0VAFEXoMaMOqhAffwtCfBVjIx81PtYHjD8/NPQqxgK8HtFYxVhN3HOomjH3k3kVYyOf1FWME6suZ7q+9tharFWMs7XfSviHlLy1tbWhra1tRPI2vygyAC2qWa+hGn8oPxrfz/p3Ei3xPhYx0krx7ZpiDIjMyXkt/h20b4upxnvjGDqiqmZ7ryLGBUooR7GoWlDbUR1tT0c+ySPhmOPYkXB+Bw8npQ/nkd5MOz4eXPNJW+ixCzlnxUhfTbKdC1XVoEZs8Rhp4qlmhWNrP2XAlicAM9OYokJEPI4nx2oNGFQy9wNqPA8zffOoeqtTNzttc1/F8b6w6ztUW2FbIqLhyNSHOscUwGDYeJ8cXOwPoJgx2B5fk2ORDACKsa9k5h1JxC8t/rMwM5bFkmIu1NQ8qTaZ/Z55c11J7aLQsWs5VWrZzZhmlrvc99hq0j2/po7sGC7X+g/EJ3vNmKvHgIGYmnY8PaAY2zXHfAYQjaiO+Y5ochxXAPMXwPbxtRrNvF/ydg3A2JaA4x8tzPKp8cG6VaZ452T8AxZSzrtmT68Ciqo68jPrZ9bVzryOZn9mUtTU8uZyfc38HHVSU49bCHc/70tEREREREREREQjihOERERERERERERENYwThERERERERERERDWME4REREREREREREQ1rCoXKSmUKAppX1eqSq8Dy+/OY1Uinp/hYRsuTLXVqdrqUwwjfU5Kfc4r5RpXwnmpb/DD78t/uB2NqSWrX67HqZR2kawSy12JZQbc+52s1PMJsOzl4LbYW2puLddwVEtdSlkPQdf19GtrExERERERERERUdXjT4yJiIiIiIiIiIhqGCcIiYiIiIiIiIiIahgnCImIiIiIiIiIiGoYJwiJiIiIiIiIiIhqGCcIiYiIiIiIiIiIahgnCImIiIiIiIiIiGoYJwiJiIiIiIiIiIhqGCcIiYiIiIiIiIiIahgnCImIiIiIiIiIiGqYXO4CuNHBg33QNB1NTQH09ITLXZyCVHodaq38LS2NBR3PbLuUqtLbUrnket4KbbsAoChq1V2jamt31VYfwKiTLEsF5ZFL7K3Gc1cMPC/plTL2VnP7rcRyV2KZgeGVuxTj3ko9nwDLXg5ui72lVqnXLZ1qqctI1CNb++UThFkUesPgBpVeB5afioXXYnhKed6q8RpVW52qrT5A6epUjeeuGHhe0nPbeXFbeXJVieWuxDID7i23W8uVC5a99Cq13MVSTfWvlrqUuh6cICQiIiIiIiIiIqphnCAkIiIiIiIiIiKqYZwgJCIiIiIiIiIiqmGcICQiIiIiIiIiIqphnCAkIiIiIiIiIiKqYZwgJCIiIiIiIiIiqmFyuQtATpIkQgGgajokUYAMQFW1cheLiGqMGYs6e8KAJDIWUUVhX+p+jDG1oXFUHfy+/G83BgYV9B6OjECJiGgkMbYTlc5IjHc5QegikiSiJxzDmo0d6OyJINhUh5XtITQFPAysRFQyjEVUydh+3Y/XqHb4fTLart2cd7ott5+P3hEoDxGNHMZ2otIZqe+bq35i/Oyzz2LBggU499xz8fOf/xwA8NJLL6GtrQ1nn3021q9fb+27e/duLFiwAPPnz8eqVaugKAoA4O9//zsuueQSnHPOObj88svR399flroMhwJYFxgAOnsiWLOxA0p5i0VENYaxiCoZ26/78RoREVUfxnai0hmp75trJgj37t2LG2+8ERs2bMCjjz6Kt956C88//zxWrlyJDRs24PHHH8cbb7yB559/HgBw3XXX4YYbbsCTTz4JXdfxwAMPAABuuukmLFmyBFu3bsUXvvAFbNiwoZzVyouq6dYFNnX2RKBqeplKRES1iLGIKhnbr/vxGhERVR/GdqLSGanvm2smCJ966il89atfxbhx4+DxeLB+/XrU1dVh4sSJOOqooyDLMtra2rB161Z88sknGBgYwMknnwwAWLBgAbZu3YpYLIbt27dj/vz5ju2VQhIFBJvqHNuCTXWQRKFMJSKiWsRYRJWM7df9eI2IiKoPYztR6YzU9801f4Nwz5498Hg8+MEPfoB9+/bh9NNPx6RJk9DS0mLtEwwGsX//fnR2djq2t7S0YP/+/ejp6UFDQwNkWXZsz9fYsQ22vBsLqFV+NE3H6u/Ows//8xXrd+SrvzsLR4wJQCzgQpeyDiOB5c+dve1SqkpvS6UyUrEoF9V4jaqtTm6vTznab66x1+3nrlTKGWMqSanai1vbb7GOV4nfu0osM1D6cru17RZTJZW9WmK722JvqVVSmxtKtdQlXT1G6vvmmglCVVWxY8cO3HPPPQgEArj88svh9/shCInK6boOQRCgaVra7eb/7ZLf5+LgwT5omo6WlkZ0dZX2TySP9stY+89fdqxEc/Bg37DzK0cdiqnWyl9oEDPbLqWq9LZUamYsgiAAuj5kLCpWB1xt16ja2l2l1CefvrQYbTeX2Fsp565U8o0xtSbX9uL29ltI+YrxfanE710llhkYXrlLMe6t1PMJVGbZKz22uy32lloltrlMqqUu2eox3LmjbO3XNT8xPuKIIzB79mw0NzfD7/dj3rx5eOmll9DV1WXt09XVhWAwiHHjxjm2HzhwAMFgEM3Nzejt7YWqqo79K4mqahBUDbKuQ1A1rvhERGVhxqJgU4CxiCoO+1L3Y4whIqo+jO1EpTMS413XTBCeccYZ+Mtf/oLDhw9DVVW8+OKLOOecc/Dhhx9iz549UFUVjz32GObMmYMJEybA5/Nh586dAIDNmzdjzpw58Hg8mDFjBh5//HEAwCOPPII5c+aUs1pERERERERERESu5pqfGJ900km49NJLsWTJEsRiMXz5y1/GxRdfjOOOOw5XXHEFBgcHcdppp+Gcc84BANx2221YvXo1+vr6MHXqVCxduhQAcOONN+L666/HnXfeifHjx2PdunXlrBYREREREREREZGruWaCEAAWLlyIhQsXOrbNnj0bjz76aMq+kydPxoMPPpiyfcKECbjnnntGrIxERERERERERETVxDU/MSYiIiIiIiIiIqLS4wQhERERERERERFRDeMEIRERERERERERUQ3jBCEREREREREREVEN4wQhERERERERERFRDeMEIRERERERERERUQ3jBCEREREREREREVEN4wQhERERERERERFRDeMEIRERERERERERUQ3jBCEREREREREREVEN4wQhERERERERERFRDeMEIRERERERERERUQ3jBCEREREREREREVEN4wQhERERERERERFRDeMEIRERERERERERUQ2Ty10Au29/+9vo7u6GLBvF+tnPfoaPP/4Yd955JxRFwbJly3DJJZcAAF566SWsXbsWg4ODOPfcc3H11VcDAHbv3o1Vq1ahv78fM2bMwE033WTlR0RERERERERERE6ueYJQ13V89NFH2Lx5s/XfuHHjsH79etx777145JFHcP/99+Ovf/0rBgYGsHLlSmzYsAGPP/443njjDTz//PMAgOuuuw433HADnnzySei6jgceeKDMNSMiIiIiIiIiInIv10wQfvDBBwCA7373uzjvvPPwhz/8AS+99BJOOeUUjBkzBoFAAPPnz8fWrVvx+uuvY+LEiTjqqKMgyzLa2tqwdetWfPLJJxgYGMDJJ58MAFiwYAG2bt1azmoRERERERERERG5mmt+e3v48GHMnj0bP/nJTxCLxbB06VKce+65aGlpsfYJBoN4/fXX0dnZmbJ9//79KdtbWlqwf//+vMsydmyDLY/GYdbIPSq9Dix/7uxtl1JVelsql1Ket2q8RtVWp2qrTzHkGnt57tLjeUmvVOfFre23WMerxPZViWUGSl9ut7bdYmLZS89tsbfUKvW6pVMtdSllPVwzQdja2orW1lbr/cKFC7F27Vpcfvnl1jZd1yEIAjRNgyAIOW/P18GDfdA0HS0tjejq6h1mjdyh0utQa+Uv9Mtvtl1KVeltqVxyPW/F6riq7RpVW7urtvoAxWm7ucTeajx3xcDzkl4pY+9Itt9CyleMdlGJ7asSywwMr9ylGPdW6vkEWPZycFvsLbVKvW7pVEtdRqIe2dqva35ivGPHDrz88svWe13XMWHCBHR1dVnburq6EAwGMW7cuJy2HzhwAMFgsDQVICIiIiIiIiIiqkCumSDs7e3FL37xCwwODqKvrw8PP/wwfvnLX+Lll19Gd3c3IpEItm3bhjlz5uCkk07Chx9+iD179kBVVTz22GOYM2cOJkyYAJ/Ph507dwIANm/ejDlz5pS5ZkRERERERERERO7lmp8Yn3HGGXjttddwwQUXQNM0LFmyBNOnT8fVV1+NpUuXIhaLYeHChfjSl74EALjllltwxRVXYHBwEKeddhrOOeccAMBtt92G1atXo6+vD1OnTsXSpUvLWS0iIiIiIiIiIiJXc80EIQBcddVVuOqqqxzb2tra0NbWlrLv7Nmz8eijj6Zsnzx5Mh588MERKyMREREREREREVE1cc1PjImIiIiIiIiIiKj0OEFIRERERERERERUwzhBSEREREREREREVMM4QUhERERERERERFTDOEFIRERERERERERUwzhBSEREREREREREVMM4QUhERERERERERFTDOEFIRERERERERERUwzhBSEREREREREREVMOKOkG4YcOGYmZHREREREREREREI6yoE4RPPfWU9XrRokXFzJqIiIiIiIiIiIhGQFEnCHVdt14PDg4WM2siIiIiIiIiIiIaASP2NwgFQRiprImIiIiIiIiIiKhIijpByElBIiIiIiIiIiKiyiIXM7N33nkHoVAIANDX12e91nUdgiCgo6OjmIcjIiIiIiIiIiKiAhV1gnDr1q1FyefWW29FT08PbrnlFuzevRurVq1Cf38/ZsyYgZtuugmyLOPvf/87rrvuOhw8eBDHHnssbrvtNtTX1+Pw4cP413/9V+zduxfNzc341a9+hZaWlqKUi4iIiIiIiIiIqNoU9SfGRx99dMp/4XAYzc3NOProo3PK4+WXX8bDDz9svb/uuutwww034Mknn4Su63jggQcAADfddBOWLFmCrVu34gtf+AI2bNgAAPjVr36FGTNm4IknnsA3vvEN3HzzzcWsIhERERERERERUVUp6gRhZ2cnvv3tb+OFF16Apmn49re/jUsuuQRnn3023nrrrSHTHzp0COvXr8cPfvADAMAnn3yCgYEBnHzyyQCABQsWYOvWrYjFYti+fTvmz5/v2A4Azz33HNra2gAAX//61/HCCy8gFosVs5pERERERERERERVo6g/Mb711lsxa9YszJgxA08++ST27t2LF154AXv27MEvf/lL3HXXXVnT33DDDbj66quxb98+AMaEo/3nwS0tLdi/fz96enrQ0NAAWZYd25PTyLKMhoYGdHd348gjj8y5HmPHNtiO2ZhzOreq9Dqw/Lmzt11KVeltqVxKed6q8RpVW52qrT7FkGvs5blLj+clvVKdF7e232IdrxLbVyWWGSh9ud3adouJZS89t8XeUqvU65ZOtdSllPUo6gThu+++i9tvvx2A8VPhefPmob6+HlOmTLEm8DL505/+hPHjx2P27Nl46KGHAACapjlWRjYXOzH/b5dpBWVd1yGK+T0oefBgHzRNR0tLI7q6evNK6zaVXodaK3+hX36z7VKqSm9L5ZLreStWx1Vt16ja2l211QcoTtvNJfZW47krBp6X9EoZe0ey/RZSvmK0i0psX5VYZmB45S7FuLdSzyfAspeD22JvqVXqdUunWuoyEvXI1n6LOkEoSZL1eteuXbjiiius96qqZk37+OOPo6urC+effz4+++wzhMNhCIKArq4ua58DBw4gGAyiubkZvb29UFUVkiShq6sLwWAQABAMBnHgwAGMGzcOiqKgv78fY8aMKWY1iYiIiIiIiIiIqkZR/wahz+fD/v378f777+PDDz/ErFmzAAAffPABGhqyP0J711134bHHHsPmzZtx5ZVX4swzz8TatWvh8/mwc+dOAMDmzZsxZ84ceDwezJgxA48//jgA4JFHHsGcOXMAAKeddhoeeeQRAMak44wZM+DxeIpZTSIiIiIiIiIioqpR1CcIv//97+OCCy6Aqqq45JJLMHr0aDzyyCNYt24dVqxYMaw8b7vtNqxevRp9fX2YOnUqli5dCgC48cYbcf311+POO+/E+PHjsW7dOgDA8uXLcf311+NrX/saGhsbcdtttxWtfkRERERERERERNWmqBOEc+fOxdSpU9Hd3Y0pU6YAABoaGnDrrbdi9uzZOeezYMECLFiwAAAwefJkPPjggyn7TJgwAffcc0/K9jFjxuC3v/3tMGtARERERERERERUW4r6E2MAGDduHJ555hnr/bx58zB79mysXbu22IciIiIiIiIiIiKiAhX1CcLf/OY36O3txZYtW9DX12dtVxQFf/7zn4f9M2MiIiIiIiIiIiIaGUV9gnDKlCmoq6uDKIqoq6uz/mtqasIvfvGLYh6KiIiIiIiIiIiIiqCoTxCeeeaZOPPMM3HaaaehtbW1mFkTERERERERERHRCCjqBKFp1KhR+NnPfobPPvvMsf32228ficMRERERERERERHRMI3IBOFVV12FWbNm4Utf+tJIZE9ERERERERERERFMiIThF6vF6tXrx6JrImIiIiIiIiIiKiIirpIiWnGjBn4y1/+Al3XRyJ7IiIiIiIiIiIiKpIReYJw3LhxuPTSSyGKIkRRhK7rEAQBb7zxxkgcjoiIiIiIiIiIiIZpRCYI77//ftx77704+uijRyJ7IiIiIiIiIiIiKpIRmSBsamrCtGnTRiJrKpAkiVAAqJoOSRQgA1BVrWqOR1RNPF4JURVQNQ2SKMIrAbGoWu5i1bRKiWmVUk6qXWYb7ewJA5JY1jbK7wsRUXG4Kbbno1LLTZUr37FHqcYqIzJBePLJJ+Oaa67BWWedBa/Xa22fO3fuSByu6hWrMUiSiJ5wDGs2dqCzJ4JgUx1WtofQFPCMSOMq9fGIqonHK+FAbxRrbd+fFe0hHNHoLckkIQdKqSolprm5nJyIIcBdbVSSRPTHVOzvDsPvlTEQVXBkcwD1Holtk4goD26K7flgP0Cllu93Jd3+P/3eKfB7ZCiaVtQx9YhMEL722msAgHvuucfaJggCJwiHoZiBVgGsfACgsyeCNRs7sPafvwxhBMpequPxhpOqUVSFNTkIGN+ftRs7sPafvzIi31c7SRJxKBzDzba4s6o9hDEuH+CNtJGIaSMRv0od63NVqTcOVHxuaqO6JODwoRju/K/XrXZ5zZLpCIyVAT6wTUSUMwXAfdvexqXnfxGNAQ96wzHct+1tfP+CL5Z1/DEUXRLQ0z3o6AeWL25FoKWe/QCNiHzHQcn7NzX68f+zd+bxUdT3/3/NfGZ2N8lukg0kASmHchNAw7GRQ7CgVEUQpEpAC1E5JCp81Voh0AIWE/xKtdoWqkXl+CpIS+XwoCi2FkUBEX8gAiIq2CoJCUuyOfaY4/fHZoad7EyyyR7ZDZ/n49FHZbOz85mZ9+c978/78z6cLg+e2/yJxqZuF4FAkqg4CF977TXNvyVJAstGpWFymyeSRrQoyervKJQ56yBKclQEIRbnowtOSltFlCSD+SNFR3EHnhuM6hxUzvvkugNYWTgyymeObyKt06Klv2Kt60MlnpxClNYlnmRUlIBnXjukkctnXjuEkgeivxlDoVAobQoGmHBddzz/+mHVrpk/NRfxrkwFUcZzmw9r3gPPbT6M4sIRoB4MSjRorh3U8PtTxvQMktnidQew4v7hMBM2rHVEVGT+8OHDePHFF+Hz+ZCfn4/Bgwdj165dTR733HPP4ZZbbsH48ePxyiuvAAD27duHCRMmYNy4cXj22WfV7x4/fhy33347fvazn2Hx4sUQBAEA8MMPP+Cuu+7CTTfdhHnz5qGmpiYalxgzGhOe5kJYBln2JM1nWfYkEDY6WjsW5zNacAoROwOF0joQljWYP9E3VQQD56TQAr3Tloi0TouW/oq1rg+VSL7PKIlNPMmoKBrIpUjlkkKhUJqFzKjOQcCvS59//TAgx7eHUDKwTyQaa0KJEs21gxp+35bM68qs0+UJex0RlZXmU089hb59++K9996D1WrFtm3bsHbt2kaPOXDgAD755BPs2LEDW7duxcaNG3HixAkUFRVh9erVePvtt/HFF1/ggw8+AAA89thj+M1vfoN//OMfkGUZW7ZsAQAsX74c06dPx65du9C/f3+sXr06GpcYMyJpRHMAigoc6u8p0SrR2q2PxfnogpPSVjERYFGD+bOowAETif65WQO9c7kHgkdap0VLf8Va14dKPDmFKK1LPMkoYUHlkkKhUCKAZLDBLMX5uowz2JTn6HuAEiWaawc1/L7bK+jKbGW1NyLriIgjiiKuu+46/PrXv8YNN9yArl27QmrCBe9wOLBhwwZwHIfS0lKIooHHL1gAACAASURBVIiqqip07doVnTt3BgBMmDABu3btQo8ePeB2u3HNNdcAAG6//XY8//zzuOOOO3Dw4EH86U9/Uj+/++678dhjj0XjMmOCIgwNU9A4NL8kgihKsCfzKCkcEZN6fbE4n7LgDHwZqYY93f2nJDA+r4j2NhNKCkfGvIsxRxgsyM9VQ9eVWiwcYSBdxrVYIq3ToqW/Yq3rQyWS7zNKYhMoo2AYQJZbTUaJgb4jBJe1vqNQKJTmwhrYNSyLuH7RE8hYXOAIqr1NIMfzsCkJTHNt9YbfN/FskE09f2oudu49jTmTBoS1joiKg1AQBBw7dgz//Oc/MWfOHJw+fRo+n6/J43iex/PPP4+XX34ZN910E8rKypCZman+PSsrC6WlpUGfZ2ZmorS0FE6nE1arFRzHaT5vLu3aWQN+29bs4yNNerqMVQtGwSdI4DkWaSlmsM3Y0YiHawiHxsYvSTKW3JuHFS/vVyfHknvz0D49uVn3KJrE8v4Hyi4lmESfC7FCkmTUeUTMmzJQ7eaWkWqB3ZYU9XnVFp+R0TUlgv7SI5xnFO77LF4JVfe2RflOdFpT3zVFrOQlXuU3UudLxHmXiGMGYj/ueJXdSJJIY09UuwZoHfskXtdtiSRzTdFWrkXvOtJSLHhy3ghcqHKjstqLnXtP466b+oY936LiIJwzZw4eeughTJ48GZ07d8aYMWOwaNGikI6dP38+Zs+ejfvvvx/fffcdGObSxcmyDIZhIEmS7ufK/wfS8N+hUFFRDUmSkZlpw/nzrmYfHy0YAIIgosLdtLNVId6uobmEMv40Cxfkfa+oqI7NAJugufc/XCWmyC4lmESfC7EmmWPRJdumie5pbF5F6gXc1p5RU3IXz/pLj0jNo5a8z6JFJGQ3FN1LdZA+8XBfFH0XT/Mw1PsS7/IbzvgiIRfxIF/NJRHHDLRs3LGwexP1fgKJOXbFrgnVfow3surveVP2Sax0b6xJRJkzoq1cS2PXYSIs2qdZYLeZMWfSgJDnW2PyGxUH4c0334ybb75Z/ffu3bvVqD4jTp8+Da/Xi759+yIpKQnjxo3Drl27QMilglvnz59HVlYWOnTogPPnz6ufl5eXIysrCxkZGXC5XBBFEYQQ9fuUto0oSmBQL8wiDQWnUCKBMq+UlxKdV9GB6i8KpfWh85BCoVAiA7UfKZTYEQ37JaIl52VZxjvvvINPP/0UgiDgt7/9LSZOnIjly5ejurpxT+Z//vMfLFmyBF6vF16vF3v27EF+fj6+/fZbnDlzBqIo4s0338SoUaPQqVMnmM1mHDp0CACwfft2jBo1CjzPY8iQIXj77bcBANu2bcOoUaMieYkUCoVCoVAoFAqFQqFQKBRKmyKiEYQlJSXYv38/vF4vOnXqBIZh8MADD2Dv3r1Yvnw5nn76acNjR48ejSNHjmDSpEkghGDcuHEYP348MjIy8NBDD8Hj8WD06NG46aabAACrVq3CkiVLUF1djZycHMyYMQMAsHTpUixcuBBr1qxBx44d8cwzz0TyEikUCoVCoVAoFAqFQqFQKJQ2RUQdhB9++CG2bduG6upqjBkzBh9//DGSkpJw4403Yvz48U0e/9BDD+Ghhx7SfDZs2DDs2LEj6Lt9+vTB3/72t6DPO3XqhI0bN7b8IigUCoVCoVAoFAqFQqFQKJTLiIimGPM8D5PJhIyMDHTu3BlJSUn+k7AsLBZLJE9FaSMQwkImLASGgUxYEBJRkaRQKC1EmZtlzlo6N1sBqhsplNhB5xuFQqFEBmo/UiiRRZLkmNooEY0gZNlLg22qKQmFQggLZ60PxesOoMxZhyx7EooKHLAn8xBFqbWHR6FcttC52brQ+0+hxA463ygUCiUyUH1KoUQWQlicOVeFFS/vj9mciqj7saKiAhs2bMCGDRs0/71hwwZcuHAhkqeitAEEQH2BAECZsw7F6w5AaN1hUSiXPXRuti70/lMosYPONwqFQokMVJ9SKJFFAFTnIBCbORXRMD+Hw4GjR48CAPLy8tT/Vv5GaV0IYSEAECUZhGXAAa26myNKsirsCmXOOoiSHFnBpFASlNaas3Ruth6EsPDQ+0+5DFD0W5mzFiBsq9kkVN9RKBRKZKD6lHK5E+m1W2vMqYj+7qpVqyL5c5QIEo8h34RlkGVP0gh9lj0JhGUAUW6VMVEo8UJrzlk6N1sH5Zk7XW56/yltmniySai+o1AolMjAsayuPuVYFhDFVhwZhRJ9omHbtIaNEtEU4wceeAAPPvig4f8orUc8hnxzAIoKHMiy+5vZKJOorewwEcLC6XLToueUFtGac5YDsLjB3FzchuZmvKI88827v8L8qbkJpxtpowdKqMSTTUL1HYVCoUQGlgAL8rX2y4L8XLCklQcWArS5CiVcWmrbNGY/cwCW3JsX0zVBRH/7+uuvj+TPUSJItMJTwwmjFUUJ9mQeJYUj4ibtOVLwJoI6nwRneQ0qq73Yc/AMpo3rQ4v0UkKmtdM0kpI4LJs9DCwDSDLAcUwMznr5EahDUf/My5x12Pj2ccy6bQBsyTwy7UngEd+6UW/XdNnsa2HhOQiS1Kb0OyV8Wlu/NYTqOwqFQgkfr0/Chrcu2S+uWh82vHUcj941KK43XQhhUeMTUXqhFhYTB7dXQHZGMlJ4Qu0WSsi0xLYJtJ/tNgvyx/XCFe2t4AkBgQxRlNC1QypKCkdAkgCWZQBGhiADHGGjIp8Rnat33HGH4d++//77SJ6K0kyiEZ4aiTBaUZTAoF4QRRnRDj6PRU03QlhUuLya+zJ/ai427T6BOZMGgC47KKEQ7pwNS9YJi/Pnq/Hc5sOqDC/Iz8VPMq0ANZQihrqR4PKgstoLaxKvPvOTZ50oXncAWfYk/yZKnN/3hrumdpsFTpcHz23+pNVTSCnxR1yl9RIWFypq8cxrh1RZfWT6YHRsl0z1HYVCoTQDjvVnTxWvO6B+lggpxjJh4LzgwZqtRzR2b3JmCqK+OKW0GVpi2yj2s91mwS9u6YvnXz8cZDez9es4p1vf76L8TqT8G1GJnf3rX/8Kh8OB/v37o3///ujXr1+jzkNK9IlGOm88pQiFguLQXLT6I8wp2YNFqz+Cs9YX8RByvfvy/OuHMXZoV3+UEIUSAuHM2XBl3SdKqnMQ8Mvwc5sPw0frcUUMZSNhyZ/34fE/foi124/CZGLxyPTBCZdaDATvmk4Z0zNIhuL5/UCJLfFUYkSQZNU5CPhl9ZnXDkGg72sKhUJpFhzPYOHMoRrdvnDmUHB8fIdHCKKsa/cK1O6lNIOW2DaK/TxlTE/VOQgE281GfheZMBH3b0TFFluzZg3WrFmDF198EQsWLMD777+PioqKaJyKEiLRSOeNtxShpjCaWCWFIyIa1Wd0X9KsJlr0nBIy4czZcGVdMpBhSZKjs6t0GaL3jP53w6dYkJ+L4sIRkBKs7ELDXVNbMp9Q7wdKbAnUb2AYQJZbr4uxaGDLiFRWKRQKpTl4fRJef/ekJsX49XdPYvakAXFtPxrbvVGKpqK0SVqydlPs58bsZsDYvyCIcsT9G1GR+fT0dAwePBh9+/aF0+nEgw8+iP3790fjVJQGNCxyKUmy+pmnXsDMLANGlMI2xBWBDkQNow2TaBSKbcyhGUmM7ovdZqaLjcuM1mraEK6sc4TVlWGOxPcOcLxDCAtwBALDGj4jjrD+sguyHBE9HSsa7pq6vULU3g+UtgFLGAAMRFEGwNT/O/ZE05ahUCiUywlJkrH/WCmK1x3AotUfoXjdAew/Vgopzk0ZpftyIP7UaPoeoGjXcyAErIkYru1EUQIjSiHb8Yr93JTdbGSrSBIi7t+Iir+C4zhUVVWhW7du+OKLLzBixAiIcVx3oK2gVxNw+Zxh8HpFvLb7BMYO7Yo0qwl2mxlJJgKfN7xnogh0w1x4DuGVa4hGi3AgdjWPjO5LEs+Gfc8piUO4BY/DmQeKodNQ1kOtAcOz+jLMs4Cv6Uun6EAIixpBRGmFXx7SrGbk5WRj/7FS9TuBGwmJpika7pqaeBaLCxx4MsLvB0rbgDcRlLu8KAmQj0UFDrS3mWL+nuQIg8dnDkFVtVfV1alWEzjCxHPJrDaP1yciM9PW7OPcHgGuqrqmv0ihUCIOz7HIy8nG2KFd1QjCPQfPgOcYyHFsQBLIQTbL4gKHv0lEaw+O0qrorccW5Odiw1vH4XS5W+SjCKwTLwNoZzMh3WYy9KsA+v6FxQUOMAwi7t9gZFmOeL7jli1b8Pe//x1r1qzB5MmTkZWVBbvdjhdeeCHSp4oKFRXVkCQZmZk2nD/viuq5Itk0QyYsFq3+SCMgS2flYdfH32HCdd11i1629Fx+T7p/51+UAEIYEBZgRH+3nXCuS+86lEL9TDgOwig5Ho3OJQDNTp1qiTEciCK7lEu09FmEC2siOFdRF1T4vkO7JEghLIDDmQesiaDMWYdV/3fp3L+821/bLpRzA/4FvFcERFkGYRiYCBpduIcruwrR1rmxhBAWDE8gCCIABh6fiHMVNdi8+ys4XW4snDkUr797EvuPlar6qF2AgyQWTZWaS3Pei/E4fj0iIbuh6N5Y2BSJgkwIXtx2JGgROWfSQDAx9spxFg4VlZ4gZ2W7NDMEd+tVzQxVXuJdfjMzbZjw6PZmH7fzd7e1+LjAcSbivEvEMQMtG3cs7N5EvZ9A4o2ds/CoqvHgvLNO3XDJtCchNcUMwR3HHkI0f70QK90baxJN5oxQbHC3R2iWDdrQdmXAYOHqD4PWY7NuG6BpJhiqj6IxfwSg32xEeSaBY7OYCXyCDFmWUd0C/0Zj8huVCMI777wTt9xyC6xWK1599VU1ipCiJdIOK1GSYbdZNHUf0q1mjB3aVbfoZai56Q0niokwcLkFOC94sOPfp7WRiTwLwH9dm5qIWjRaPEartmE06jA2di4Gl5Qs3X1qHWLpFG6IKAFv/OuUZj6+8a9TmDN5YEjzLtx5kGzhMG/KQNVAS7a0cPb4s/8ozUSRvf+WXUCfKzMgCBJkGTDzHGZP7o+/vPEFVq4/iOLCEbhvYn9VHwU6B1tLdiNFrLvUUxIIRsYdN/SCq8YLAOA5Bnfc0Mtf+CbGgiIIMjbvPqHR1Zt3n8DcyQNjOxAKhUKpR1kjlTlrAcLG7QZbQ6T6iKjsjBSwDCDJZoiyFHdOMD3o2q3tcMmG/qhZNnRD2zsvJxuzJw3Aw9MGwVXrw9b3T+HkWSfKnHWw1Tv0muujMKoTv7JwJGTIjfooFBlNtnDwCBJE0T/fUpJ4PPXQSLhqfDhXUQtbCg9RaLm+iIqDcPLkyXjjjTcAAJ06dUKnTp0wYcIE7Ny5MxqnS1ha0kigsYgME89ixvi+ahcmZTJkZSS12NGgt0hdNvtaEJZFShKPO2/ojac2HNScLyPNjFq3gIJbc3CuogYv7zgWFILb2OJXRuRDZRXogvXyIhKNacKJgmoYuTt/am7IY+eIfpoGR1hAaFxyRRF4Yu1+nejDkSFddzyl/yUqAoDKajeu7JSGcxW1Gr38yPTBmDG+Lxav2QefT4KJJ/6oqfoaJ/6UAwabdp+I2MZOoiwuKJcHhGXh8YpYs/WIJmWHMAxiLqUM9J2VdGOEQqG0Aom8QciwDBgApRdqNBGETALU8ktUpywlmMbWf1wj9nHgcb272DHhuu4oWv2RZh238W1/arGr1h8R21wfhVEAiAwZZ0tdTZalIoRFVa0PVTU+TZbagvxc2G1mnHfWoHun1HBuX2QdhPfccw+OHTuG6upqOBwO9XNBENC3b98mj//jH/+Id955BwAwevRo/OpXv8K+fftQUlICj8eDm2++GQ8//DAA4Pjx41i8eDFqamowZMgQLF++HBzH4YcffsBjjz2GiooKXHnllVi1ahVSUlIieZkRo7kRQk29MCQRQS3ai9cdQHHhCEOHG09YfxqhJIGwbFAaYcMJZrdZ4HT5Iwdn3JIDj9eLWbcNUD3qm3afwLRxffD7zZ8FTabAxW2jExfNq21IF8IUI8KNwgvLSJMRFLn7/OuHUVI4MqSxm3gW08b1CTq3iWfhbcpBKEkY2KM9Jl/fE4S9FM0Y6nV7RajOQWXsJesOhOxgvNwhhAUIi05ZNoiSDAYM7DYLypx1KHP6086fmDvcXxeS8+tdCcGyNn9qLi66vDh51gngkuyam9B5iby4oFweiKKMHf8+rYna2/Hv0/4U4xiPhWUYCIKscVY+Mn0w2NZwVlIolMueSGxutxayJKPWLWj06S/vHgxrkqm1h9Yo4dYNp8QXRus/SQKcbmP7OPC4KWN66q7j5k0ZCBNPsOGt4y2qr63XE2Hy6KvgqvUFbZomZ6YE/bAIBhddXtXX0ruLHVPG9PQHkIDBtQM6wsITeOriJILwueeeg9PpRFFREUpKStTPCSHIzs5u9Nh9+/bhww8/xBtvvAGGYTBr1iy8+eabWLVqFTZu3IiOHTti7ty5+OCDDzB69Gg89thjWLFiBa655hoUFRVhy5YtmD59OpYvX47p06dj/Pjx+NOf/oTVq1fjsccei+RlRoxQmmZoi1gyjb4wBEnSnQyuWh8WzhyKleu1kX5mnsX5+ro7dpsF+eN6oWN7K0wcAZH9tQQbtn2fMqYndvz7NCZc1x3L134c5AQcO7Rr0Biff/2wmqcv1ndVNmonL0oyGFlWU4GbqgNBF8KUxgi3MU04RpokG7ycZBkkhLF7fJL+uR9o2klnMXOYdH13lDkv7eBOur47LGYCwd30vBANdEm4af6XA4Sw8ECG5BFRWeNBZbUXew6eQcGt/bDuzS/V1ARZkrH4HgeSTCy8bgEyYXV154L8XNTUCbAl83B7BVjMBBcqPY3qvEReXFAuExiDCOtWEFBRksMqB0GhUCiRJFqllmKBJMnY+r5Wn259/1Tcl2yQCQPnBU9IDhpK/GO0/mPZxn0pgcfZknndedgpywbCMnjsF4PBEUbtvxAqDQOh8nKycfPwK7Hkz/s043pu82EUF45AYI9kfw8IICsjCQ9PGwRBlJBk4fC/Gz69lPE10wE2lQEhbIt9IRHVM6mpqUhNTcWrr76Kc+fO4cCBAxAEAXl5eeC4xk+VmZmJhQsXwmTy7zB0794d3333Hbp27YrOnTsDACZMmIBdu3ahR48ecLvduOaaawAAt99+O55//nnccccdOHjwIP70pz+pn999991x6yBsLFIOhIUIBm5Rwg/l1di8+yvcOzGn0ReG0WQ476zD1vdPobhwBKSAiBOPT1adg7+4pa/GUF98jwPpVjMEn4ils/KwefdXOHnWCVsyr1vTcOfe0/jl3YMhy7ImolD5uy2ZR5Y9Cd/96MLa7Uex4v7hBo4bFoIkQa6/Pxn25EbrQLR0IUyjDi8Pwu20HY6RRlhGN0WYsAxCCUsRxeCaolvfPwVRbPrckiSjstobZOiEuoNLDLog+x2rIf3EZQlvIpBZFvAIGufghOu6Y9sHX2PKmJ5qQWMTT/y1Rnx+YdCTNbvNgmQzr0lPXnH/8MaNG8LC04LodKoPKbFm515tBOHOvacxp5UWkbopxhQKhdIKhLu53ZrI0NenMhPfVRsEg6j22ZMGaBw0lMTAaP0H5pJ9rETe2erLm/kj8C4d56r16c7D/5a5sHzt/qDmIqGg2Nu2FB4lhSMhSTJYlkF5ZZ1hxGOg/MnEHz0YeF2PzxyCh+68Bhxh/TWU3z2BOZMGQkLL51xUNiI++ugjPProo7j66qshSRKKi4vx9NNP46c//anhMT179lT/+7vvvsM777yDu+++G5mZmernWVlZKC0tRVlZmebzzMxMlJaWwul0wmq1qs5I5fPm0q6dNeC3I9OZ04j0dBmrFoyCT5DAcyzSUswAgDPnqrDi5f2anXWvT9QIau8uduSP6wWGYcCZOdiSTFhyb17QcUquvIknsNss6rl/LK9BmbMOs24bEOTwe/KVA5g3ZaA6AZR23m6vgDSrSSPESo7+4jXBOfonzzqRZU+C2yuon5U56/DSji+w+B4HnnxFW+PsxW1H1I6eS+7NQ3p9N2kjypy1uhMKDGN4nCTJQfd3yb156NohFWwUamREW4YCCZRdih+9ORbqc3a63LovB4uZ08wlPVw1buSP6xNUx89iYmGzJzd57orKuqCaogvyc2HiWbRLa7xsQumFmqByA/6dqJHIDkEeK6vdWFTgCBq72cQizdr02MMhlvMlUkiSDFedB1XVXri9oiZae/7UXOzce1p1FGfZk1B0jwObdp/Aka/LsWrBKGRmpOjKWv64XihZr3UGOl0eQ53Xrp0VZ85VoaKyLmS5bYk+TMRnFG1C1b303vk5f7FWN4KQYWJ/jyoq6/TrIbIM2rXy84rVvWhr8ttwnIky7kASccxA7Mfd1mQX8L+XG67nltybh/bpyVFZp0QSQ33KtL4+bQyjdxLLMsjMiN6443XdlkjzxQi99V9ljQdZ9iTd4CjF9k1PB1YtGAWpPtMn0Feh+EOASxv0ih3fFEb2doqFR2W1V9duN5sIMlL9v52ZacN5Z21Q6Te3R8QftnyuzcaAP2OzXQjj0iMqDsLf//732LBhA3r18u/Anjx5EgsXLmzUQahw6tQpzJ07F7/61a9ACMF3332n/k2WZTAMA0mSwDBM0OfK/wfS8N+hoLQcj2WbbwaAIIiocPsgE1YVHuBSqtmK+0dg4UwHVq73R/3NGN9X00XYbRPQLtWMlQ+MhE+QcLHaDa9Pwr0Tc2C3mcFCRtmFmktRIsS/Q2UUQmsxcep/P7f5MJ6YOxwVlXWw28waITbK0Z912wCs3X4URQUO1Lh92PDWcTWqcP+xUsyZPCCgozCrOgeV31jx8n6sWjAKgttnfOOIfqQTZNnw2end3xUv729Wi/JQaa4MhauQFdmlBJNV/ywqGpOnBhDCYtnsa4Nqksg+scnnKnNEv47fAyPhrg1BJjii6+Rb+cDIJs8tMaxhenMo8igTotvVc86kgYbHR8qYiJXOjRSEsKgRRKRYePAcwbK/fKKrC9OsJrRL8zeK2bT7BN47+D0AwO0RcN7tAiFs0G7nFe2tQc/RyIiALKP8Yi1WvLwfdpsF86fmagyfogKHrtw2Vx/G8r0YKyIhu6Ho3rZ471qKzBEcOn4OS2cNU+ukvnfgO3Rs3z3m90gm+rq2pLBpXRtNQpWXeJff1lhoBo4zEeddIo4ZaNm4o2n3KtE6TZUrikfs9RFGoiyDMAxMxH+t8U686tOmkDmiXze8EZs7Vro31iSq/tFDuRbFx6LY2k6XO+h569m+6fXdgT1eCSwDlF6o1fx+mbMOHo+IMt8l/4qJMPCKwd2IZcLi1V3HNWurV3cdx5xJA7Hn4Jkgu33hzKGQZQnnz7uQmWnDhQs18NVnCCnRj1062PCbF/YFye2y2cNgBtPoc2xMfqPiIPT5fKpzEAB69+4NUWw6L+3QoUOYP38+ioqKMH78eBw4cADnz59X/37+/HlkZWWhQ4cOms/Ly8uRlZWFjIwMuFwuiKIIQoj6/Xjm0ssLgFzv/ATUgvYK/sgRN17ecQzzpgxE52wb/rLtaNBuhz98FvAJEkwch9+9qo0A2rz7hBqht2z2teok0VtwKt151PNXufHc5sMoumcoHp8xVO1e3DCiUPl+t442rCwcCUK0+f7K7zMyA4giOPjrJyrOwcDf8AlSo+GxLUkhTeTaHpTmE05XMpYw8NZKmp3QogIHbBYOTak0UQxPzhqT06ZqGCrO/4ZzjgsxvVmqn48N5+SsiaHVT7yc4MwEyYTBhSoPvD5R95mlWU2w28yQIGHOk3vQu4sdRQUOpFlNICwLAn/9EqX2qmJUMAh+jnsOnjHUeUpqcZmzDhvfvmSEZNqTwENf7qk+jD60M2IwHGFwXe5PNLWMF84cCo4wEIXYjsVwDsh0DlAoiUoi1ygnhEVFgzTCRBl7uPW3WwtRpLW32yrafg5AO5sJyRbO4HkD5ga1+yobzMWGWZIyZCxavc/Q36LMXcGg9jIhwLRxfbCpPjAjzWpCaooZW9//Cnfe0OuS/BEWHCMjLydb/Z2Hpw3SvY4atw+EMLC0sA5hVNLqTSYTvvzyS/Xfx44dU2sLGvHjjz/igQcewKpVqzB+/HgAwNVXX41vv/0WZ86cgSiKePPNNzFq1Ch06tQJZrMZhw4dAgBs374do0aNAs/zGDJkCN5++20AwLZt2zBq1KhoXGJEIITFxVofXtx2FD+W12LR6g8xu2QPilZ/hHsm5ODJecNRUjgCRQUO5OVko7La381y+dr9qKz26tYCLF53AGUX6lBd6w1KTStZdwD3TOjvF1SbBcv+8gnsNjOuuiINRQUOfxQKoIbQbn3/lDpWJU144UwH3tz7LcDIKC4cgRcWjUX7tCT12MDvE8ICoggZMhbk5wb9PhvwplDqbTT8DZ5rXEQDF9UvLhqLksIRai0AmbAQGAYyYf1jaeJcJM7D9i9n/EVZ9Z9nU8fV+EScLXWh7EItzpa6UOMTQz7eJ+nXuPSFoGtZAzljQ4xqNjw+BDklLIPF9zqwdFYeSgpHYOmsPCy+1xGyjBufO6TDLxuSk3nU1AkQRH89VyW6LxB/KoMZrjovZBHIy8nGL27pi7Xbj+LxP36IRas/hLPWpxYTZkQJnCyDESUQyBrdnJeTjYJb+4MQBiWFI/GXRTeoOk8UJY1uO3nWieJ1B/Dsps/AwNghRfVhdFHe84tWf4T7VryLRas/wsX65305I4iymooP+HXryvUHIbRCfS1lQyUQdUOFQqEkJEY1ymO8/9AiBEB1FpQUjsCs2wZg0+4TCTH2cGzX1kSpvR1Ilj0JpAWZiJT4QZJkOOttsN+9+hnOlrpQ65UMn/d/z7tUmxzwdwzWayA4ZUxP1fn30o4vgvwtY4d2Vf/tn7sMRBHwCaJa6kf5LVEE0m0m3DSsG2zJ/nTj32/6DEe+Lldtca9XgE+UAMi4b2J/1f+j1ElseB3VtV78cL66zi9azwAAIABJREFUxTojok5xr9cLk8mEX/7yl5g9ezauuuoqMAyDU6dO4dlnn2302JdeegkejwcrV65UP8vPz8fKlSvx0EMPwePxYPTo0bjpppsAAKtWrcKSJUtQXV2NnJwczJgxAwCwdOlSLFy4EGvWrEHHjh3xzDPPRPISw4bUNx/xN+Jg8OS6A7o1AJ957ZCmBuCiAgcEUUJJ4Qi4an1IsfAQDHY7OmdbQVhG92+uWi94jsH/TMtF+cU6CJIMWZZx7JtyrLh/OJwufxSMxUzgdLkBQFPYkxAG+eN6w1XjQ9Fqf83BvJxs3XplPMdAEACvT8KGty5Fs0iyDEmS4fVJIPXRFIB+JGBairnJlFBR9EcZcoC/eG8Tu4bhNq6gxJZwdoHD7UpmNMeEEBqFcITBI9MH45nXDqnnfmS6v+OVFKKgNQw3D7XLJ0sYyBKCIh9ZwoQk4xwQVHdj8T10jgSSnMzj3EU3il85gCfmDEOZ098MSi+1V5RlbHn3K8ydNBBzJg3EotUfahrQOF1upNtMQTdXFCXYUnjMum0AMtMtkGRg6Yv7DOdBS3Qb1YfRRax/zwe+359cdwArC0e2ynjipSGNYbRGCLo10vA8i0UzHeqmapbd3wWQ51n4BDoLKJREJKGj4xmDxkkJ4auS9W3XOMdiYnXXshYTC08dfQ8kKpU1HhTrNGTV810E9m0oKRwJkWEBSd9W6dYxFSWFI8DzLGbckoN7bs2BKAFv/OsU3jv4PWz1wUpKn4ZFqz/UjUAsc9ZB8UHbbRaNLb74Hgc4wkImDM6WVatj/d2CUeqY9NYdv/rFECRZOLzxz6/RKTACsRlEVEdOnToVb7zxBhwOB3bu3InPP/8ckiQhNzcX7dq1a/TYJUuWYMmSJbp/27FjR9Bnffr0wd/+9regzzt16oSNGze27AKijBJJoCwWfv/IaDx05zXIykjW7fzbsb0VRQUObH3/FErWHcCjd/nbWXfOtoLjGLRPT9JNIzRxBIIo6f7NmmTC0xs/1SwE020mdOmQiiV/3ge7zYIpY3rCmsRj2exhYFng7LlqbNp9AjPG94PXJ+F7p0t1PABQ0xBLCkdCrK8PeeDYj7i2f0e/YIPBvRNz6jt6nsX1gztrimkqi9yG6XUcoLvj1NQCp6nOxnqpfDTlK35paadqABBF4NMvg+tcdRjZPSQ7ixjUuCSEQVPbMhxhkJlhwZPzRqj1UVni/9wbwrmBlnf59Pok/Xv2wMiQrpslDDiOxbwpA9XaixzH+h2M1E7yRw56JBTXO1BFyS8XJ8861dTeNKsJ7dOTcLHajXU7T2DauD4gkOGR/N2pC27th2c3fXZJD97jgD1Jx+ktA2u3H1VrugbWHvH4RAgwgauPPgzUbZIEEMKAYQGPTwJHiJrKHAjVh9FFMDAuhVZYpMZTyl04ujXSeH0SNr/boObquycwZ/LAxFiPUyiUIBK5EzBhWTQMXGMY/+dSKHViWhUmrjrUh4rbKxrU3h5A3wMJjE/w22ANg7ECfRdlzlq4an2q0w4Ayivr8PKOY2oGpJ4ekWQZHq+E6joPJAlwewVM/mkPTBzdHWae4M8Lx4JlGCz580dBEYizbhuA4nUHMHn0VRBECc6LHgBAceEIVFT6A7QIYfDYH/Zi6axhqnOwdxc7LCZOHZOy7pg3ZSA6ZKTAxBO4fQIYRsaIq69osb6LqH0qy5cGkJGRgTFjxkTy5xMeAVCdg7272CFJclDXmcCc9rPnXFi7/SjmT83F8W8rYLdZ4HR58H1pNfYcPIM7b+wVFPkxf2ouXtx2BPnj+uDhaYM0C9DHZwzFuje/CHIaFBeOQJcONt2OPgtnOlTH5U3DumHN1iO6+e77j5Xingkizp6rRprVhKH9OsDMsyiv9GjGt3zOcDUCJnAMSlHQwEhAPT9EKAucUHYNG0YdUp9H/BLOLjAhDEYN6qypc7WowAESYhRfozuKTUSWyDLg9ogoC2hwkpWRDBMJrQoLz7GYemNvTUfchTOHgudYCE2cWzK4Z1II9QsBwCsCywOabQD+F2JJYWgOxrYKbyLgOBY/Ot2aeoNv/OsUFs4cipXrD+LkWSfWbj+KRQUOmDgW6VYL5kwaoDrdCGExc/wl5yBQn4LwD38TGJFhNE46JcLPU3++3l3sQXo6UAeKogSOsKgRRZRd9Gi6YC8ucCBdxxlE9WH0YA0WqSyLmIdohrPZEmlSDHRriolFbYyj9kRR1q25et/EBIg0olAouiR6dLzbE9wJOBHgCKNru7ZGfdnmIMnQr71924C4rp1IaRyeYw0bsl50eSFDG4zUu4sd+eN6ITXFhIenD8I/Pv5Wt3mI0lhVmZsb3vJHHi7IzwVHGMxf9S81G0Gvr4QtmUdeTjZGD+qsBmgp5wWAjDQLFq/+CHabBTzHaOz/DW8fU5vWljn9PSp4juD3mw/j0bsG4739ZzB+5FW4or21xfouoraPx+PBl19+qXEUBpKTkxPJ0yUUhLDwAXh42iBIsoyMVAuqaryayMHAzr+Ks7DMWYdDx8+pAhToCNzy7le4/ac9UFI4EuWVdfD6RDAMMGl0D1x0udEuPUmNUGQAcByLSaN7YOKo7pAkGRxh4ar1obrOB8jAvRP74XevahetK9cfUL3cFhOnyXdvuODhCAueY/DyjmNwutwoKnBg0+4Tmt+rqvGEFfIfygInkXcNKcGE8zwlSdbdEZwb4k6m2yMZdvNtMnqxPo0+EK9PghhitzKfT8KP56vVyFzCsjjxXQXSUsxNnptlDJwSIdZSEQ2inhIiNaeFNBWZnJzMwysBtV4JKRYOtmQez/zPKLzw96NqR+Jls4eBEAYcy8JiZuHxSGifnoSKimqwJgIBBKIkISsjSWMw6KUgLC5wIMNmgleUYUvhYZNNyLIn6XaNL65PWZUJW1+EmYGr1hvUSfDJVnIGXc5whMHjM4egqtqrbhSkWk3NKjUQKYw3DhDzBVCNV8KX35RrIqwPHPsRqQOuiLl8EpbB5NFX4QZHN02kuf8dE+PBUCiUiBAYHZ9oXYwFUdLtBFxcODI6zQMiiCDIcNV4NLbrf8qqQrJdWxOWYZCXk42xQ7uq9v6eg2dCtpsprYuRDZ+WYkZRgQO1bkGzLurdxY4Z4/uiKMDuXnJfHgRBVh1veTnZuHdif7Asg+LCERBEfzbOX+qdg0Dg3BwBr0/CRZcH7dKS1L+VrD+gloxTyLInoV2aBTNuycHytR/rBmgtmunAwB7tcf3gzvjv+WqN/W+3WWBN4vHbucMhSjJq3D64PQLunZgDwjIYM7QLGAbgCRtSk2A9IrrW+/777/HQQw/pOggZhsGePXsiebqEITDqzW6zYMb4vlj64scaZ58SOditow2zbhug/rt3FzvGXXtlUNTdzr2nMeOWHHAcAxky3t1/BjcN7wZXjX8RAgAcy6BD+xTU1PkgijKe2nBQPX9g5OLjM4Ziy3snMXvSAN3Fg5JH7/b6J5devvuC/Fw8vfEQnC63ej3F9fUVA3djlCL+LXXehRJNlui7hhQt4TxPGfodo2QmtFIuoiThokubEHzR5Q3ZUcZxDLIzUsAygCSbIcqhG6Y8z+KKLJvGabSowAHexEJoqh4KY1C/MMSoJaV4r/48DfkSEoamIpOTk3m4Bb8sBH5nQX4u7p8yEH/eegRHvi7H9YM7Y+fe0/jFzf1w+r81WLv9KJbPGQYLT1DjlfBjeTU27/5K3WXc8JZfz+s5/fzOvJEor3SjstqL49+WY1GBw9DJ4xMl/PqFS5tICw12LduykzceIQAIwwbVAyUIqaF4RGEN5jXbKvNaRr8r2+E/ZS7VcdrvynatUmPLYmZ1I80tZhae2jao8CiUywQlOj4z04bz510JY75IEvQ3c2Q57h2EFjOL9vZknC2t0mTPxLs+JQS6kY+Ei/1mHqV5GNnw6TZ/NJ49mUe6zYwF+bmq4z1/XC+NE95us8BECFa8tE+N1ps0ugd+HRCctSA/F3abOWhdWOasQ3WdD2UX6pBmNUGSZNwwtDPeO/g9ypx16NguRbW9lN+pqvXCxBHd9GfFsbhs9jCsf+sYbh15FZ6YMwwMw6hOQyVtOS8nG1Nv7K3x6zwyfTBsySYwotRinRfRdUKPHj2wbdu2SP5kmyAw6m3WbQOCdoUCIwcFUVbrTAHAlDE9Uev2aV4USrSJxpid6YAEKSgcnSMMKqt96m/qnf+pDQcx67YB8An6dQuViMFUq0ltXKDku1/R3oqKSjfWv/WlmrcfmFufZtV2r95z8ExYzrtQosloTa22RVjPU0aQ0n3+9cMoCbFBgIknuGdCTlCjERPPQvI2fn6GZeDzyfjt+o8DjA0HmJTQVsA+QVLT75SxlzSjjmA4NWB4nlFTZjXpzTyDtlizv7HI5JRkHlV1AlgmuJPZc5sPY96UgXhk+iAIoowNbx/DnTf0RmWNBz/JsmJgj/a4UOXWpPkqGyjPbT6M384djjPnXGiXpnXkKb9fXlmHx//4obqRk5LMgYDFUw+ORGW1V40+z7In4Yfy6qDob71dSxpJHVu8ohw3ab1gDIrHM63QOZhlUesRgmyWjFRLzBfxbm94upZCoVAiidJZPShTi2Viv7PUTHyCjIuu4OaAKRa+tYfWKKII1eYFFDvq4GVfWidcYtEYzciGnzdlIKrSfLCn8PCIEkw8wdJZw8DzLERBmyk1ZUxPVAZkOU4Z0zOoFJBi8+eP66WxrfNysiEG+G8Um/370mo1/be4vjY4ywJ1XgGuah/SrWbD9Ge7zYIkC0H+jX00DdSemDMcvwkIGhs7tGuQ3D7z2iG/3IZxn2kgQQwIjHrTE4Iyp9/jvGimA0kWghX3D0f5Rb/TLSsjCSlJPJbOyoPFxMFV60OSmeh6mudNGRgkyE/MHa7ZiWrs/ACwaOZQlAQ4BYoK/J38ls4aBq/Pnxq18oGREEQZLOuP2i9a81HQ7ym59e3SLOpids/BM5g5vh9SLLw6UTiW0S2cb0So0WS0plbbgiVKhIsMwN/sI5SoaVE2SKmTQ6vFJ8uy6hxUjn3mtUN46sGmHYyCIKlh6sqxK9eHvugMp8snxzKYfH3P4A7KbGhdjGWfBGtyfaMixl+bheMYyL44t0xbiFFkcoqZoKpOgNPlgS3ZpPsdJWLbYiGYe/tAPLX+U9w7MQelF2owZUyvoOjvwA0UMEC7NAvSrCbk5WRroq3zcrJhTTKpnes//Pw/GD24s9oYJcuehIenDcK2D77G1Bv74IW/HwkaW4cGu5b+bvQACAFL/CnvdAMlusRTJ01GZnDoeHDTpgkju8d4JIBPlOMmhc5Q19JoWwqF0how/vXYxWqPGoWXbjUnRBfjRE2PNiytI8fveyAWzrdwxgIgJo3RjOwsi4nDq7uOY9q4PpoxLJt9LQhh8bsFo2AxcfD6BJhNHP5TVq3azEb+EouJg91m0djWBbf2D7L1n9pwEL+dOxyyDGzafQJHvi7H/Km5OHT8HG4efiX4NBYAo6YJB64BlPTn736o0jSFLXPWaZyYgLFfR5RkmOsbGLaEiMr8kCFDIvlzbYbAqDej+n3t05JwscaNx//woWYStU+zoLpOQLKFV51sBbfmNLpQDfxMkmTNOY3On5pixro3v0D+uD549K5BajceWZYhSjIqLvobLXz3QxWyM5KRwhOIogTZoBOhLAP54/qgaPVH6vUsvse/OH3sD3uDFEWo0OjAyw/eRFDu8gYVs29vM8HnbdzdxTUWcRqCyAii/ktHEJt2MIqiBLvNooni2/r+qZAcfEB4XT5ZwsCazGm6EFuTOX8X4hDOLYoSkkwEXsbvZOUZBiaCJu93ohKoo5UOwd07p+JCjRelFbWqbtV7Hm6vAEmSwcjAjxU1cLrcsNvMsCZxgIGD2pbM+6P+zldj+dr9qi68/ac98PKOL5FuM2Hqjb01UeJPzhuBxWu0ndCe3fQZfnv/cFx0ueF0uTXnybInwcz7dy1l2e/sfmnHF7pFlVurk+3lAG8wj3nCQo5xOC7H6zdt4lohMlgymBtGNayjiaGuTYBoHQqF0vZgGQYenzYr7JHpg8EyTNyrpERNj+YM3gPxGrUZStPO1h5LarIpJhkURtmFrlofxg7tqhmD0vC1YWaPVxCx5+AZNcvCyF/i9grgOBYr7h8OAKp9rSfzF6rceHbTZ5g/NRffl1bj+dcPY/mc4Xhn37e4LvcnWLlea4sB/kY5SvqzXlPYymqvplZmaorZwA8jQwxjxpFly5Yta/HRDRg1alSkfqpVqavzQpaBlBQzamu9TR/QAEJYSPWROgxhYSIMhvbrgM9OluHbH6ow9/YB+OJ0OWrqC2YW3eOAq9aDpzdeilSqcQtIMhNk2VPwxEufYPu/v8HJMxcw45Z+8HhFHK0/XiHLnoTc3pn44LP/oncXO+ZOHohbR14JWzIPlgCOfh1w9Oty/fMXOLD9g6+x9/MfcPhkGXKuao9N/ziJ3l0zwHMs0lJM2PLeV1j/9nEc//YCru6VCZvVBFmUYeJZDO7XAYdPlqm/t6jAgYxUs6YLao1bwGcnytC3Wwbe3vfdpc9OlvmLaRosCvSegSzLYOpfNIwst8qCIlSaK0MpKeawzqfIbltCBItlf/lYI0uHT5bhp0OM5UbBbOEwuE82PguQz6ICB1KtPMQQouEYlsUnX/wYNNdudHRt8tyciUPvrnb88a+fY8de//x98M6rkZpighzCy5vjCQb3ydbMrYUzh8KaxDd5vCAz+MfH32FAjywkWzgkW0zYc+AMrupkb3LcgF+HXajxYdlfPsbmd7/CJ1/8iCH9OiDZzBnOt3BlV6ElOjdcOJbB0JyOcLrcyB/XG+/s+xbX9MxGRaUbf/zr/8OOvd+g/GIt7r99oOZ5LMjPRXqqBX94/XNc278DNu8+ibmTB+LIqfPo0M4GQhgcOHZOV1ePuPoKvLrrJCoq3aouvKZXJkZe3QnX5XaCs8qDm4Z1w4TrrsLAnu1hS+Fx5RXpuGV4N+TldETZhVqcLXVhwnVXwSdKyMvpiCNfn9fIudVCIAsSGJbB4jX78NXZiwD8c+iL0+W4++a+2PXJmSb1cCAtfS/GM5GQXSPdy3IE/a5qp3nnLsjPRarVHJIeiCQiGKx/6xh+PqYXbhneDf27t8fOvaeR2zsbTIjNkyIFS1h8fDRYt47L6+oPWY4hDGExoHt7HP360jN6eNogf/3lGI8lkFDnWjTltyXj0Ttu0+6TzT5u+s/6tPi4wHEmos5KxDEDLRt3LOzeRLufEsNgxcv7NXbvka/P+9/TraiTQoHl4ke3NwfCEQzqm4Vh/Tvipmu7YeTVV2CsozOsFmObO1a6Vw+JZbCs4Tq7GbZcYzR3vhiN5frBnbH53a80361xC7h15JURdRYrNnzgWm/+1Fxs3n0SwwZ0xPZ/f6P6Rm4a1k2TkqvYw0P6ZqNPtwzs3HsaPx/TC1kZSbgutxM+O6G1+ZOTePh8Ip54aT9GDeoEj1dEVY1P1y/Tv3t77PrkjMbeHpXbCX26tcOTr+wPWtcumDoI111zBdqnJ2HLe6eQl9MRJ89c0Pxu+zQzxo/019bfsfcbVFTWYt6UqzVrk6ICB7Z98DX6XtkOLIxloTH5jdeo2YRFz4u+bPa14HlWjeZhWWDF/cNRWeNFioVHsoWg1k003t8bhnbGLSOuCooYef71w1iQnxuUZvvwtEGwmDnk5WQHNWXwL0ZMardjQZTw0J3XgCMs3F4BNW6f2oWzzFmHzPTgbjrzp+biosuLk2edarceFv76SnpdXmeODz3KkabxUBojnLB/UQJMAXPP7RVg4lmEvC5n/J3HlToUylwLZetLlmWs+j9tevKq/wstPRnw1yDce/g/QemA40d2b/LFyjAyBvftoIkUmj81F6E2YwulW3hbQolMnjt5ID4++gNm3TYADANNmowS+l9SOBJenwiOY+ETRTy36XM1em/iqO54Z9+3uH5wZ7UzWWBRZKUOZWoKj6c3HlLrtgL+e2xNNsErCLhYDfx+8yWZe3zmELhqfJr6JvOn5mLn3tMgLItd9ZsuT8wZjsoaDyqrvdi0+wSmjesDezIPj0H6hdKAiurh6OH1idjw1nHNO3LDW8fx6F2DWuV+6zVtao1JzbJM0NxYkJ8Llo19hAxhGJhMDd4TJhYsE1rEdcTHU5+qVeasBQhLsyQolBaSqHNJlGT9DJQEeE+zLINHpg8OKnHTGrq9OQiSBK9XG7X58LRBECQ5Lu3eeCpfYjQWWZYNG6PJiFwGoGLDrywcCZ8o4Yfyamx8+7ia0RPoG9GLyitz1sGaxMMrSLivvmuxJAFun4D/yR+EdJsZLMugorIOf33vK4wd2hVlzjqYOIL1b36J+ybmYFGBQ5PpptQbV35fyRyqrPYiLUW/ZFFVjQeLVn+EPz02Bll2/aawPxt2JX7zwr6gtcnSWcNQXedFWooZXlHEka/LMe1nfZrMODMi3vVMQhCYdy8juJB96YVaTQ454J8gs24bAI5l4PWJcLrcmhS3qeN6QxD0HSMcYZFuM2PF/cPhdPkXg9s++Bozx/fDnEkD1a6nyveVoppdO/KQZQQZ5BveOq4Zl4nnULL+oObl5PYKmDG+Lxav2VefulzfEFWSsf9YqaZ2FgDcM6G/YWhuILRoPqUpDDvqhuDt8vkkza6WcmyoRYc5Vn/hGEotP59g1G02tJc3T/ydNcucNeq5Rw3qDJ4wIdRfZPSbszwQmnMyngyPWGI2sRjarwMuVLmRbjMH3YP9x0oxaXQtnt30GRbk5wKA2rn9pR1fYOzQrnDkdFTvfZmzDhve8jd06tg+BRxhIcsAAwb3TuwHSYJq+KfbTLDbzPD5JJy7UKN2IC5z1qGq2htUh+T51w/jiTnDIckyrh/cGQwDTeFiAPj2hyqUFI5oNP1C+W+qh6MDYVk4XW5/zcl6/PebDa2QaiQJs2lTJPEJkq7j9Jd3Dw6pPmwkESUZW971G/0Wk193b3n3K8wNsalTJImntDEKJZFJ5Llk5ljMGN83aL1m5liITTTIa228Pgmv7Dym0e2v7DyGR+8eHN/2o8wENaV4dtNnrfJ+DIVQmnY2+zdb6FA3Gkt5ZV2Qg2tBfi6e3nhILW9jS+EBGWE7C5VjLYRFl2wbHr1rEAjLgOcJ7pvYHy/t+AKzbhsAe6olaKx5OdmQAfzu1UOacSZbeKRaeTWLLdDxl2VPgs8nYeKo7pAkRg2W+kmWFaUXarDx7eNqEECWPQlpVjOemDscFyrdAPTvl1B/DV6fgF/fl4fyi3UwmwiWzfY3Vql0ecCyjMHapAcWrf4IWfYk/HbucDw+cwhIGE75uJ6riUDDF9BTD44MenAWE2cYvZFk5vHKm1/g52N7obhwBHw+CQzDgAVwrqLGsF7gmq3/D1Nv7I0kC4fUFBNuGtYNz23+HPdONI7cc9V4kZFmQXHhCAiCBJZl4Kl3Tiq/vXCmA26vALstOIpw4UwHenexw+lygyMMiOwvsKk3xspqd5A3/eFpg8Dzl5w9Rg1GKJRAGBb41YwhcNV4VUeZLcUEhkWTgiNKEm50dMH1gzv7U9MZBv869H3Iji5RkvHU+k+D5HtlCI42ltWvWceGGMZn5hgwgGY3s6jAATPHoKnIf8nAwSdJoTVnISyjqXHhqvVhz8EzbdaJZLJw4FgG1R4RkiTDmmSCxycaOtWUjZfiwhFYcf9wbHnvK/UF3fDlffKsE5t3f4V5UwaieN3HGuNDqQH4+MwhIAyrqdn68LRB/po9DIM0a7CzssxZB4YFtrx7Eke+LscTc4cbOnXNLBMUda6cn+rh6GIxsUHvwkUFDlhMLDx1sb3jkixj6g09cU2vbIiSBMKy+Pyr0pCbNkUSlmV0HadsK9R7kiHrRlb6W2LFFgHAsW/K8eS8Eeo768CxH3Ft/45xGcVCocQriZwJIUoydvz7tMbJtuPfp1tl06K5cERft8drLT8Fo7q4rfF+DAUOwLLZ16L0Qq26NsrOSG7SljNqbBKOQ12vgej8qZcCkAIdZxveuuQ4K153ALNuG4C1249GzHnfsEmpzBEQllHf8YGZPXabBfnjeqFztk21vwF/nUKvT0SGzQJCGCy5Lw/JZg4+QQIDBvN+PhDJZg5Ol8ffQ6LaowZL9e5ixy9u6avxrSwqcGD9W8fUGuAr7h+ua5MnW3j07mKHVxABhtGs/x69azAIYfDfMlejG/5lzjpcrPZAkmRIYaT0UwdhmDR8AVVWe4MenNsrYPLoq3CDo5smVdBV60PH9sm4++a+qKrxahaHRQUOWJNN+NWMIWo4a5rVH2HywWf/wf5jpfj2hyqsuH+4Wni+dxc77DaLpuPx1vdPwelyg2UBjhDIsowfK2rxwWf/wc/H9kKSmcPSWcNQ6/HBWeWBDAlJZh7543oFRRqsrO+UbDFxeOGNI5g+rg+SkrigNKGiAgfSbSYQACX13Ypl+AvkX3R5MW/KQFzR3gqesM3qYEy5PGEZBpC1jrJf/WJISMWaky0chvbroKbqK/KZbCHw1jUtd4ZNSkJwMHLE7xi46HJf6kJns4AjDKQQ/AI1XgmbGqTvb9p9AnMmD2zSuCWMwc5iiM5JE2GQP65PkFPDRBj42pgXyZzEQwJwzunWvKwXFTiw+F4HnnzZOGXA55NwweXGT4d0xpGvy9GhfTIkEWrn9q3vnwIAPHrXIMiA2r19y3sn8dzmS92M9SIEn930GeZNGYjla/dj6aw83ed50eVRy0PIkn4qB2GZoOZOHMuCJVB3WBMl7SoRcXtF3TIccyYNiPkiNdlC0P0ndjXLIFAfempj+/wZBlhyX55fFus7pQuSFHIZhAiPJqyI60jC8yz6XdVe885aVOAAz7NqdAGFQmka441SxKXDRwMDTBrdo0XlbVoblmWwbM61gMyouh2MHPcpxkZNDTmWgRynA/c1aGSzuMAB8MbS3ZgTsDkO9YbEVW6sAAAgAElEQVRORgCqjQkGgMzgYrUHU8b0xNb3T6F43QE89eBILF+7X/M7SrBUNJz3vInAKwIenwjCMNi597SalfPPT79HyQMj4Krx34uHpw1SsyYz0y2QZOCpDQcvvYNnOvDWwW/Q98r2SLOakGY14+CX5zC0XwcAWt/PybNObHzbnzmUnZECE8/iL9uOqpmWZc46/Pd8NZItlxpJump9+Oen3+PGvC547BeDIUkyyi+6NZlEv3v1EOZNGYjNu7/SDZr5yxtfAFCCtLxYu/1oyNlyelAHYZg0TMVrmC+el5ONK69IRbrNotYDy8vJxn0T+wPwOyDKL9YFLQ6L1/mdcelWM6be2FstqKksUnt3sePkWSecLg/GDu2Kiy4vZk/ujwtVbo2yWJCfi3bpFrBg1HTkPQfPYNq4PnB7BZRdqMOeg2cw4bru2Pr+KRTc2g8v/v0w/mdaru6LtVOmFb979TOcPOvEtz9UqcIamIqcbjNB8oqQ4NcTBH5lMmfSgAY7FiKNWLlMMNqxCgVJkvG/Gz/VzI//3fhpSFF8Xp+k+8IL5Vj/uFveBZkQBmZeWy3QzLMgJFQjST+qJRRYAv36XgQhOSe9oqw6BwH/fStJkJ33UCGEhdlMcKHaC5Zhg+SkZN0BPDFneH2nMgb/Pe8KShkor6zDH7Z8juLCEXji/mE4V16rMeh/NWMIIANL/rxP8xwmXd8dANChfTKKChzo2C4Fs24bgK3vn1J/X4n8BoDNu78Kep7zp+bi5R3H1LGYTQSLCxx4soHhp+wma3dVRUjipR1Wqoejh2RQhmPWxAExX6R6vOHpw0jCExaCIGNFQBe/hTMd4AkLX4x3IcKNuI4kPp+R7m25oU+hXI4YdicnTIvrcsUMGbrprq2hq5sLSxjIMlB24VJ5nKyMZLAh276tA+FYLJw5VLPeXjhzKAjHQhDiz0oSANXeA/wy8mQTdnpjTsBQSws15mTkADhrtH9bONMBnyAgIyC1t3cXO6aM6Yk0qwmpKSbVpxFqdldTa0reRFDh8gZFNCq9FBw5HeHzyerfJVlWU/qViEbNO3j9ASyfMxxLX9ynuWaltFBg9+MyZx2cLjdSU8xY/9YxzJ40IMj+syabIAiS6jDt3cWO2ZP7w+MVgzKJ1r35JU6edWrWBA0dw49MHwwA6riUv4UT/UodhGHSMO/+5FknDh0/h5LCkRCl+lxy4ZLBd8PQzrh5+JXqgvGpB0capiBbTBwuVnt0a08pAlxZ7UWa1YQpY3rCVRMchbLj36cxbVyfoEmyafcJjB3aFWu3H1WL3U8Z0xNurwCny43yi3W6L1afIActYE+edWpCyV9cNDZIsBqG/Aaq2nCcR5T4J9w6MIKoX6xZCKGWXzgRgAoN62eEWtRfFGU4XZ4gh32yhQ/xzC2PavH5JHz5TYUmTe1fh75HVnpySC+Ltl6DUHEO1vr82xiVNR7d6wUDSBLAm4F0m0WTMvDoXYPx8o5jsNss/vopLBtk0OvpZKUm7J039kZtXXDjEcUJGZgycPKsExveOq5GIEqyjFd2fqF+r6jAASLLSA+IEgxVl1L9G11YltVN12dZJuY53Y3N61g7wryChJXrtQuVlesPoOSB2DvCWIPIkdZIdzZsytVGdC+FEisYVn+jlGHRSF/P+CAStmtrIYkyLurYvikh276tg9cntrgxYGvQEjvdaDNMsf9CqWkoAPrZTZMGAAh2QL7+rr9xqSTL+O3c4dj18bdw5HRU7eW8nGw8Mn0Qqut8IKw2s1DPPgXQ5JrSJwWPQ/GdFK87gMx0C1gW6t8lScYftnyuiWhseI+qAtYJimNV2difPbk/vF4Jy2YPA2EZsITB2x9+g2nj+qCiMtifkmLhUXrhUhk5Ix/Os5s+U8es9HGYMqZn0FrjmdcOobhwBCoq6+ATJXVtEGpJKz3iXc/EPQ3z7vNysjFqUOegFB67zQK7zYIpY3ph6Yv7VIdHmtWMC5Vu3UnpqvUZCmqa1aQ69pRoRL2JP3ZoV8NJ0jnbCrvNov67S7YVlTUeLL7Hgdf+cSLIMVJ0jwNv/OuUZozhNh1J5CLClNAItw6Midcv1mziWUhNFGsOJwIQACADO/dq68Ds3HsacyY1XQdGECVNF1zFOVRcODIkYyOcqBazmcPgvtmaNLWFM4fCbCYQ3E1fOGfQGIZrjcYKEUIxNMAAJhNBrVeCT5BA6htF6V4vYWDiCU5+V4FundJRXO98u+jyqNF7M8b3RdGaj3Q7ozW2+cMyxgbM2u1H8cj0wXhl5zH1OKfLDcjAf8+7YEsx4bZRPXDfxAEgrLa4s9FGjNE9ofo3unAcE5QFsHDmUHBcKM2GIgtrUHogHCOypYiigSMsxCZOkYQYdN0Mp8B3y8diEPXUCg5lCiWR8fn0GyE9elecN8tABGzXViRc27e1YBgGg/t2ULP9lE3bUOqdtwbNaVJCCAsRDGRJwtJZedi8+ytNNozifGuYhbJYrz41A/3sJsYfGBE4nt5d7JhwXXdNk4+iAgc27T6hRhJOuK47fv2CNjJPKVPWMAqwqMCB1BRTo2tKQlh4DAJL0qz+aEUZfie8cv84wqq/56r16d7Xympt8fcyZx3sqWYA/uv+/ebPNOO89bqrQFgGJeuOBPlTzDwLW4pJ3cCwJfPqbzY8h9L9eNFMB1KSOTir9AMaKirdMPEc3vrwm4CSBC3fConnuZoQBNZ2enHRWMyZNDAoPaR43QHMHN/Pr2ggqw1A1m4/ir/t+QqpVr+QZNmTAEB9sFvfP+UPza7/XCHLngRrkgk79/qjA0+ddaJ9epLud9Os+q2006wmnKuowS9u6YuBPdqjawcbJBmorPbBnmrBTcO6IcXir0/49Pzr1HTnI1+Xq2MoKnAgOyNZM24lpS1UjJxH8R79Twmdxna5QkGSZF1jI5Tiq3x9ykCgjC6cORQ8F5rq43kWU2/sjbXbj2LR6o+wdvtRTL2xN3i+6eMlSV/ZS3Jo161EtQSiRrU0gU+QVIeEct6V6w/CJ4RmWbIE/5+9M4+Pqjr//+ecu8ySDMkACVBFVFSwLDVAgqxaEbooS6VfCdpCrICAVapWIWgLWMvSXX8VrKXfIn5b0RYrorZFsFWWKlFpURBwQaSiSQhDMpNZ7tzl98edezM3cyeZZJLJTDjv14sXmZm7nHvuuc99znOeBUvnjsKKeaOxZvE4rJg3GkvnjgLN+sQ99hiGsMefewcukcPnvjCWPboHt63dhR/8Zh/cLh53zR6RIMscIgcCoLc3D/ev34t5P96JHzy2z8wFVj7lMnNsGkqFwaALvCjId9jew7AkJzUAX9AnH4tmDke+m0ehRzT3WVJeAo4n2LLjGH6y+U30LnTCQQGiqO025jH52/nIsmb7LMpy5n1YOI7YykOOy7yB0Aj/i8cM/8swqqbB4+axcv4YPLb0GqycPwYeN5+yrO5IHAJBZUWZ5R5VVpTBIbAAYwajLfBcUwX5yvV7sXrTfrPIYraTru7alaSr+3YldlE72epuajgotTYHN/TfZev3YMGaXdiw9SDmXHc5Bl3gTdhHECgWzRyONYvHYdHM4fZzHY2YjhNrFo/DvOnDsH33h4BGTKOlwcxrLk3o09Wb9mNS6QDz9+bHemrHERw/1YBQkhRRcrLFRRXQeP1aAyEJc6673DJ3m3Pd5ejT0437vj0Ka5+owt7/fGr2X7z+bqSKa96vu6pOWM5p2GK+M22IWf04vp2EECiqvrj/z7dOYtWCsVj33fGYN30Yqs+E8KedxwAAP1o4FkVeextOsdcFbw/d0Lnl5SPQVMDjFm23qw9IWLNpP2ZPGYx7bh4BSvV71V6ybhElEAigvLwcjz32GM4//3zs27cPa9asQSQSwde+9jXcddddAID33nsP999/PxobGzFq1CisWrUKPM/j1KlTuPfee1FXV4eLLroIP/vZz5CXl9epbY4Pn5WThIf0KnTiVG0A5xXlWwqAXDXifDy48XWLpTssyVA1DT5/GJ48MaEC4vJYBcT5M4bhxT0f4foJF+sVU3u6E9zpjQlqc0t4jzwH/vf5Qyj0iJg1eVCC9T5+dcHg8cpJuOPGK8BzVPduzBPAa2hzSJul77p5KCNDX+WyK9KTqqdpOmFxUlTF0y8ftawiPf3yUcyfMTyl1ZGobL9/KoVCeD5JwmMutRVgjhLb8JhUvFrS9c5RVA2SZM1xcdfsEVBULSfzYBmGsEfumojGiJqwiLPuiTdxz80jYl7dTcWgXt7/CZaUl8Dp4OD1ODH8kt74xtWXguMI7pszChwFHrxtLOrqQzj8UR2WzinFus1V8HqcmHPd5XjixUMJK4dLyktQ6HEkDWv8pDpghhOsmDcGN3z5UnjcIkJSFErseanxhUBA0q/2xuRvp5M0ZFTLfB8rqtZuedbR8DFjZYJnJUegZNhCzRGCswEpQdbmu8SMO45IYRlFBY5Ymhpdr3IIBFKYme0ZjLbA8wTL5paZqQyMfGg8TyBn+eMUTaK7LpiReVndVtLVfbuK5t5vQHbrQ4qiopdHNFOacZRC5ICoZH1rxS8EG7n/eI7i3m+PRPWZIDx5AhRZhcZRPPHiYUwqHQCnCERlDU+8eDihoBqh9h6EhAICIZaoymROSsU9dVvDBX09qLh+KDa98K5Z4ffOWSXIc+oVgu32TaY7nz6re/Q9teMIbp02NGFh9uEtB7Duu+OhQUPl3FJoaAqVNtqzetN+HP3Eh+27P8SqBWMRDEdRmO/A6++ewuwpg3H8VIPlmje98C6+M22obTtlWYMky2axSiN/IaA7EMy57nI8/9qHmDphIASeoDCuunL8vOuXf3zbtMfcOm0onv3H+wm6k5GeqMYXwun6EKKyhn693Lru0E4lJqvG/H/+8x888MAD+PjjjwEA4XAYy5cvx5NPPol+/frhtttuw6uvvoqrrroK9957Lx566CFcccUVWL58OZ555hncdNNNWLVqFW666SZcd911ePTRR7F+/Xrce++9nd52I3wtWfVQAr2ialRWcX4fjyn0exY0VaiJz+P32NJrsKS8BJKkordXVxa12DLGf47VoGeBC+cVefC1sRchHFGwc/8JfHXsRSj2urFm8XhEFQW1vhD+vOtYwgR16ZxSbH1FNwAuryhLeIiMAinx1Yb0hy+Mnj1caGiMQOD1lQJFUtoU0pbQb21wkWbkJk6Rw8QR/S1u+5UVZXCKHCIpVBKmSQyMqeSHSlYg4NbpWsphvmVf7IOB5xVAUVUUe93wN/ZJKcyXEoL7vj3KLLBS7E29+jKgGzdtw2O+1Xp4TNphahqxTZC9ZnH2J8i2Q1E10ziYzGDjcTsAEPQqcOKnT75lvpAf3nIA3ysfgXu/PRKBYBSbXzpkqSr/4UkfBvb34qoR50NVgTW3j4OmwUw0fNYvmYbH3gUuKJoGkdcrvMUrUvEveaNNgZAEgefgD0bAcXoltJnXXIqN297RVweT3MtU8woy+dv5CLz9syhwma+MmLRgyvQuKMYha3jvuDVP6v5Dn+HKoV/I+AQ4qth7qXdVSJwUlkEA9CvyoLbW324Fn8E4l9EXiI80M7IdwfwZw7I+fE5pQXfNqom7Denqvl1FroV1cxy1DcFtniLGWAgedIEX3/765QkL1qbTQQuhw/Foqu5p2dyxiRKCOn8Er759EqsWjAGlup1g/vQhuOKyPub87d/HqgENCfm3jQIihkehrNiHQwdCUoKBrLKiDCJP0NAoYVLpgKTGRSmq4ge/2WcpRGI8Y6OH9Inl8QujPiBh0wvvYtrEgThdr+C1A6dQOqSfRZYY+cIXfGO4feoWSuAUeeza/xEmj77Q8vvRT3z4x5snMX/GMCxfvxfDL+mNGVcPBM8RPHjbWBAC1J0NY1fVJ/jW1wajV4FuYOd5illTBoHnCFYtGIOGRgn1AcmSu9ysYHz7+LQWFrNKzjzzzDNYsWIF7rvvPgDAwYMHMWDAAPTv3x8AMHXqVPztb3/DJZdcgnA4jCuuuAIAcMMNN+CRRx7B//zP/6CqqgqPPvqo+f23vvWtTjcQxudxWlJekmABXl5RBn9IQjAs49l/fGCGLHpj1mLbWPdGPdY9PqbdyDk4e8pggAAff9aAXVUncOPkyzCh5Hz8IK5S5p2zSvB/fz2Co5/4cLI6gHnTh+HCfh58WhvA4395x3zYkln3+/bKM9tlWLEFgVqMPPdXlKEwzVxVzXM4xrs7M524exCWEj222lKVUeCJrYFRSKGyGJ/khc+n+MJ3OzlcfL7XklO0sqIMbieHSLDlA6iaBhCYZezDkqwXvUgxzILjiBkeE9/2VJQVkUOC53FlRZm+upjCg6UmMaJ1RVXPjqCHi8dnvjDWxJIK242J6jON8HqcCEb0JMBGReEan74qWVevbz9r8mCLR8LyijLUB8JQVSAsyfDkiSAg5vHjizit++54yIqKgnwRVYeq8eVR/bFo5nD06ZmH6jONCVWSexU4EZFknD4bNdtzw5cvbVFGtiWvIJO/nQ/HUds+5jgKOcPVerOpGIfLQTHk4t6WPKnLK8rgdFBEgtlTxTjbDQkMBsOepAvE07LfQJiu7tqVqJq+MBmv+3KUZH2IsUiBlfOvRPWZoNnuPj3dECkQ7erG2ZA8v/t48BxtKvQRe+/bhfs+vOUA1hoL/1qSwohxjgEcRxFRNQy/pDdmXnMZGhojqA9I2FV1ArOnDMahj05j/BXnY8Xj1vna5pcOmR6CDy0caxZqjT/Pg7eNRa0vCJeTt+gFS8pLsPnF9+Dzh7G8ogxuB4/fPf+uxVj32tsnMXn0hfC4RfQscILA/vk5dTqAGl8IRYWJ+QnfOFSNW6YORTCs13/46pgL4fU48Ow/PsC3v345Pq3xW6obD7rAi9WLxkFWVDy4YCx+H+cFefdNI0EpsOzXe3HnrBL4/Im1Jq4ZdQHq6sOo8YVQNqQfHtz4hvn7taX9MePqgbi2bIAlN/KS8hI4RA5/2nkMN06+DKqq2RY67Ij5WlYZCH/84x9bPtfU1KCoqMj8XFxcjOrq6oTvi4qKUF1dDZ/Ph/z8fPA8b/m+rfTqlR93bE+L26qqhjMNIThFDqsXjwMhwE82v2UW/ag9G0KBR8RjWw9i7nVDcMOXL8XaJ6rMPIR2IWjL5pai0OPAsl/vSXiAjGo2K+aNwa6qE5g6YSAiEdU0JNpte/QTHzZuewc/uWMCvM0qcXo99iHIosBh5fwxaAxH4WuIQNU0/GTzm5Zz/HjTfvxsyUQU9UwvhLuwUMPPlkxEVFYh8BQFeQ5LnrXW7kG2k8n2x4/dbOGz0422yWIVTUO/FPqm5kwQW5pVzNqy4wgWzBiO4lb2rw+EbSfnokBR4HW3fm5f0N64efv4Vs9dcyZoeWYA/dlas7j1fQHA3xi2NfK5RApPCm3Pz3Ni7e3j9ap3lMDrcYJPMX+N3cus2OuCw8HB6+nclA0d+byEwzL8IQmBuLBiI7+IpQBTRRk8eQIe/8s7ljCHJ1/SlRLda5pHfSCMDVutsjbe49p4gRcVum37L98l4pGnD8DnD2PFvDGoqw9j1cY3zJXdeNl856wS/Pa5d8xCU8b3vQtd6NnCvdSNynsT2phMVrcmf+3IdZncGSSTvWf8IfA8tUyWeJ5CQ+b7sa4+lDRtQa8Mt6XWF7Sd3Ky9fXzG+6XGF7T3HOEIiryZH+uqqsUqqwchOIWUnsl0SVV3yJVnv3k7c6Xd8eRim4HMtzup7G1IoseIHHr26Fw9Jl3O1IeSFk7qmeXjotYXxJq4yDRA7/eukO1tQZZV1PkbLKl1lleUIb+XE3xB55mU2ztvq/EFbRe2TteH4HLwGNC3ByglUFUND3xnNEIR2XZ7jQC9e+WjOsnxVE1D3yIPVFXDic8bEIpE8fVxF5khs4a++urbJ3H9hIGofHRPwpxp3vRheONQNWp8IVvvPq/HCQAQBQ493CJWzBuNT2uD2PrK+3h4i248/Ox0AIqmor5Rshj+Df05vhDK0rmjcM/NI83cgMa93LD1IAZd4IVq48Go51EEzivyQNM0BMISRIFD+eRBiMoqGoISVswbjRpfCIX5DmiAxYtx6ZxSlE8ehLOBCHoXOtHQKKHGF8L23R9i/oxh5jVs2XEMhR7dkPnJ534Ue10JBWnLhvRDQyCaYNt5eMsBLJo5HLdOGwZN08DnE4vXY7wnoTG22qs7ZJWBsDmqqoLEVdczwlCSfW/8H0/zz6lQVxeAqmooioV3JIPjKM4Go5aKP0b1ndWb9uPHi8bC7eJBAFRcPxQeNw+O6p4ld9x4hTlBjQ9By3eJ2PzSIVRcPyRJGJw+iHie4JapQ/XwXp7YbluQ35TgvrKiDBu2/gcet4iV88foeX5UDVWHP08wQiwpL4GiqohGFfw05iK+7rvjbc8RjsioDSfvo7ZAAMiygrpw01pNa/cg22lr+9N9eRpjN5sQRd6+CjFPU+obInCYcdUlZsir4dFKKFrdX+M5M8eEYVx8ascRLPjG8JTOrRD7Z0tRtFb3VylN+rJN5dycyMPbw5pfhOP10Ly2jCkeAFTA52tMeZ9kXk9aVEl67o5S/DrqeXe7BXzuiyUon1tqGQP/fOtkzKu6BygFGholVD5qNao98rT+IvZ6nPAHJfz8D/ttKxXX+PSqxMbfRmjiXbNHJIzZR54+YHoIchSoD0go9rpw9BMfnnzpPct7wNj2hi9fCqDJaPj4Xw5i9pTBCR6B8WHF86YPMz0OjXa1Jqvt5K8duS6T7eiIsZtM9mo8hwc3vp64UHD7+Iz3o0wp/vHmSayYN8YM9/nLP9/HrMmDMt4WJYl8VNS2ybeOQHAKtosxQorvqI6kPZXFO3P8Nj9Pe/qjK4wC8e3MRZmVi20G2tfuztJ7OY7aVmWFnFyPyRYUSrFz/4mskNVtRSb2sl3uAtneJngu6aIVkkQrZUr22sLZpy+pD0j4+R/e0qv6xt4ZBU4eeU7BPgWaBhw/VZ/UMYBSgtpaPzSO4qH/fQN33HgFfv4Hq+Fq++4PceO1g3D6bCip7QLQjXn5LhHrvjse9QEJW195HwAw57rL8cO4WghL55RiV9UJfPvrl+sL9Q1hbNlxDOVTLsP5xR5LO+08I9c98SZ+HCu0YizMigJFoUfEpNIBWLe5KkHff2jhWPzued0LcPSQPvjOtCGQZX2xrj4g4b3jpzFxRH9s2HrQEqJsnnNzlemY9fjya0EpwbrvjkePPBF19Xp4s9sp4J6bR4AXKE6c0qNA75xVYhYoMY7ncQvgefvnKN8tojEUxZpYJNPoIX1QPmWwxeC5/JayWMqWfuYYsKOl8ZvVBsK+ffuitrbW/FxbW4vi4uKE70+fPo3i4mL07NkTfr8fiqKA4zhz+85CBswXD9AkTFYtGIvjpxrgyRPhFDhEJBWRaBRcGDh1OoDRQ/qgd2HTQIgPQVuzeBzeOFSNr4650PZBNSrtnKoNmB4ryyvKMHpIH4sbvRGetmHpNdA04IkXD5m/76w6iWKvCz+6bSxKv9gXeS69eh8lTS+hgx+cxk/uGB9XgKSlnGbZZZBiZBdKkirEa25PLcQYGmzz4a29vfV8eIqiJgkxSS2PC5/kBcxzBK2Vek03nE9WNUiyAp7qK5eqpkGKqBB5rtNzdMVXZwchQKygQrpFMTKFwyUgKOkV0LweZ9LVwgXfGI7KR/ckNfz17ZmHM/4wRIFDja+pUrGdXI7fLxpVIIoUa24fD1XVoCgaQpGoGbpc6BHBcRS9CpxYtWCsmaB547Z3sLyiDH/55/vmKmDvApepTBmrg8dPNejKX+ycdkYFwwPSOA6T1V1DNiU+F3iKL4+ypmtYUl6iezRKmX22aZJ8zbQdi7rpoqoa3E7O1INUDeA4dMliW/KwsXFZX5yAwcgmFEVFYY7qMclktcBTqBmW1W0lqe7bBbK9LSSrjiunWNyvs2meW1rkiG0ea2MBXFE1cBw1xzyfZOGfcjB1ZbuiekaOQiOXIc8lGq4Mo1uyFD7+YNT09Isf03fOKoHAkwSD47rNVaYj1aKZw9GrwIU7Zl2BWl8QUlTGQwvHwufXDXfFPV229+1MLEInvh2rFoxFQ6N9fkJ/MGrOFadNHIjGkJzgIbhlxxGLs1bzY3jcuhGWAPA36oXPjKKFL+z5yKze7PU48MHJs5g6YSC27/4Q0yYOROXcMtPoF5Zk9MnPs+3LPKdgeksCMNv80MKxkBUN/60JwOMWcPlFvcBxBGo7M7ZkdRqGL33pSzh+/DhOnDgBRVHwwgsvYOLEiTjvvPPgcDjw1ltvAQC2bduGiRMnQhAEjBo1Ci+99BIA4LnnnsPEiRM7rX3J8tZIURmrF4+Dqmh44LF9uG3tLog8HwuNPIaK64fi87pG0wXUIH6iuWXHsYTy5XfOKsGuqhNYNrcUe/9zyjzf6k37ccv1Qy3bLq8oQ1RRsemFQ+AoSTCQ1PhCIITAJVDU+sJY+dt/YeG6V7Bq479w9cj+8HqckKIqiKKC1zTw0BLas3L+lSAgkAmBxlFwXFYPJ0YX0VJF3ZT2b6HSamsYBr54TANfCtBYJeH4cb+kvCQll22O6lU64/ddNrcUXIrnFng9h8h/a/yoqw/jvzV+KIoeBpoJFEV//ou9bhBFzQmlGtCNg/WNEqKyPu5mXnOp7WrhrdOGgqNNioHdODlZE8DmF99Djzw9FYMRntx8PBiroMZ3DUEJ6554E76GMBpDUfzw8X2461evYeO2d7DghqGYPWUw7t+wF/c8/BpWPL4Ps6cMxq/uvgrzpg/DUzuO4OqR/TF6SB8srygDiIalv95jposwriF+/NsZFR55+gBmXnOpJa8goCuZGkeZ3M4QRuLzeEyDbYbRkizWaF3hdU6Q8CzZJUTPBLKi4c3D1RB4CkoJBJ7izcPVkLvAoJ7O+47BYFjJVT0m2cJ6LsgBgbfXmwU+uw2ElBJT71qzeJzpfNPZ6R1SwS7qpxIAACAASURBVFgErly/FwvW7ELl+r2o80tmFeN13x2PedOH4Z9vncTVI/vrumZsO18wCi6Wk9BY+H+8chLWLB4Hr1uAFNV15fhIljWLx+HB28Zi84vvQZJVcBw1HYXs9GWjnoGdjrxsru4NaOfp98jTB9Crh72Br3ehC8Mv6Y3+fTzgOKA+EMHf/vUxfH4JDzy2D0t/vQcbt70DaHqBkXgMT8rmxwyEJOS7RFudrK4+bH7uVeBKKOC6bnOVaeBLNmcISzKWzS2FKFDz+Z15zaVmteKN297B0l/vwQOP7cPIy/vgn2+dxLSJA9GrwAWXk8eaxePx2+XX4oI+HogCxV2zRyQ+R0KigVa38RBEJDnWJwRPv3wUShrpnLPBKJ4Uh8OBtWvX4o477kAkEsFVV12Fr371qwCAn/3sZ3jggQcQCAQwZMgQzJkzBwCwYsUKLFu2DBs2bEC/fv3wi1/8okPbFG/BT+ZdlO/SQ3vjJ2yUAE6Rh88fRiAkYcuOxOrCy+aW4TfPHgSg55FSNQ0PLRwLDbqxIRCKYlLpADz98lFMnTAQJ6sDZhJ9f0jCopnDcV5RPj7+zG+W+b512lAEIzJGD+mDSaUDzBC7XVUnwFFAUjTbieWimcMtHifxgkVRNYgCRb1fwsrfNhVvaC0MhtG1pFrZtKNJxwsPSM/ThOdpQrWrZXNLwadQ4ARIr5Kwomh4+uWjzSroHcWCGcNTmgOrqoZIsyIGkaiSdSHk2YTo5BGOqqg+EwQA29weQNMCyfFTDRbDX7w8vufmkZAVFRXXfxGBkGSuvD750ntYNHM4+vbKQ0OjBIfIWXIH3n3TSHCcnvOxR55oScbs9TjhEgX4g5IlDNjIK2sYGqOyglunDYtVLUteWY8DMZ9pu2u8sJ8HaxaPM5/19oQvMtKn+djqSkNYstCvTCuDBDCrFRrycfvuD3HbN4ZnuCWAQ6C4/KJelsToy+aWwiFQRNPRsNsBqyzOYHQcht5b4wsCcd5U2U42eZ63FUIIvB6HJbzT63G0K+VXJnEIHGZNHpQwX+iK94CBMX4jqgafPwyvx4kaX8jiWc7H2r5x2zuYN31YghFu9ab9WLt4PLRYgRGOEjgogaKoUGLnMN45hj5a7HVh3vRh8PnD4CmBr1HCUzuO4M5ZJXjrvc8T5lVGPYOjn/jwz7dOYvXicZBlFYoK7Dv4KeZ8fYi5IB9PjU9Pu2T3zvu8rhHfvOYyLF+/F6sXj4MUVXDL1KFmKHL89T20UI/cjL9vT7981HKuYq8LvoYINr7yboJOtnROKZ7Z2bR9MgcwI3Wb3Zyhcm4ZghF9njd7ymDzXnncAiaVDki4L2ufqML3ykdA1TRLePVds0egt9cFTdXw3Ksf4I4br0CvAj0nskPgcKq20ba/AA2CwGHl/Cvx+HMHMXXCwLT0zKyUM6+88or595gxY/D8888nbDN48GD8+c9/Tvj+vPPOw5NPPtkp7YqfXOmuuFeYCb+9HifKp1yGfr3yYvnCmnKXDbrAC46jCEejuHNWCQJBCT5/2LTUGyXCo7JshoPdNXsEXtp7HF8e1R9SVDGTphocP9Vgxrobg371pv1Yf981ZrjyrdOGoerwZxh8UU+UTxlsU9GUIBS19+76Qu/8hEqWiqLqOQ+hv7zswqtZGEx20pWGAZ6nWDH/StTEVQYr7ulO2UgHotnmc0tloElR1dZIN3/G8JTcpwXevpKwwBForXSbqtlX0Js3PbXKUho0hCOKJWHykvISsCmiPaKTx+n6CCJRBU6Rx6YXDuOu2SMScnsATaHee/9zylQMCAF+dNtYEAIEIzJ4jphVxYq9Lvxw3mh8r1yv5p7vEs2w4HXfbcpz4g9G8fvth+Dzh7Fo5nBogOU90DyRcnwYcCAkYf43hiIaVS1jvbKiDA8tGosHNuyzPLsiR1Dnl7C6hcrMHCW610TsOxa+mHmyyRCW1PjUBRM3gae2eonAU0RTeS90IFHZ/j3RFfeIVRZnMDoGjqNojCoJVWnzBC7rjYS5XMVYllW8/MYJXFt2YSx/ogMvv/GxbrDIYqJRNcFrbO0TVU1VfjNMa6ljDIMx0TSLA4/dnD6qqPjBb/bZzv/i3zmGLaNvrzz4GiJ4aNFYALpzwqTSAfjnWyfxjasvxc79H1vyY2rQsKS8BG8e/hxTrrzILJphFFOVojJqzybmOBw9pA84SvGj28biVKyAh88fNq/zO9OGwOtxIhCMYsPWg0nTAfmDUaxaMAYcpfi01o+X9h7H1AkDLUbDyooybNlxBEc/8WH77g/x4IKxANGL6uz5939RPmWwuX0wbJ9OqCC/yRC6ffeHWLVgLAIhCT3cIn7xx7fNKJ/jpxrM4oX+YNT0sGze7t6FLjzwmDX/+S+fehv33DwSfXq6MHvKYMv9f+DW0Sj0iAkG2jtnleB3z7+Lr465EP37ePDGoepYKqL2j92sNBBmKzJgFjy4oK8HP/zNPng9TiwpL4HLIWDtE003cdncUnzjqosxYrCeb7DWF0JRTxee+vsRTJs4EMvmlmHtE/tNA9/yW8rQI0/EY8sm4ZPP/dj0wmHMvOZSPLzlQNIHwoh1Nx4k3UVW367Y60L1mUZc+IUCNAQki4GxxherxLp4XNIJg8BRKC2smLQUBsMGVfbRlYYBTVURjaoJlcFSDWvjKIUoWquAiiI182K0hKpqOOu3upmf9UtQNS0lAyEhxLaSHCGkVUNdujkIFQW2ISarF4/P7twQXQDHUSiq7nndJ1apt9AjYtMLhzFvxlDbPC2P/+Ugpk0cCI+bx43XDjLDkIu9Lvxo4Vj84DHrKuWDG9/Ag7eNNeV++ZTLUHH9EADA0l/vTWhT3155OH02ZI6BZOEVRrLj+oAEgSdJZPV4/OSO8ZCiqun9G+/9nawyc8IiD5PbGYdSghsnX4aGWLiLwOufaQryq6MRBHuPakGgkDPsIRGKKHhxz0cJSfhvnDwo42NRAzB1wsAEL08NmXf0zPX8rwxGtqBxBL4zkYRFVndRXtZb2zlKcP93ynCmPmzqvT0LnOAoyfamQwMw8vK+CbnmNNIljvMpI6sqvB6nZaFo6yvvQ1bVLtGPkqWOiXcO4imFBs30DEwWsXXqdCDp/M945/zkjvE4G1t0bm5Ue+NQtXkfFU3FuCvOQ42v0WJ4P/xRHa4a0T+huvH23R9i7nVDzIIcxnvWKK5RuX5PnD5ShlBEj9Ty+XUj48xrLjXblCwPeF19GG5HPhRFNfMOnqwOmPeyyOsGoRr+Z9JluHXaUGga0BCUoKoqehe68NWxF+HNw5/joYVjEYrI6JEvmg5gppfh3FGgBFg1f0ysgEgQv3rqbfj8YcybPsw0Dhp9/IXe+WaEkhEqnDgfTOJVqWqQoipEkZp5E+sDEv7w1/dQMXUICvJFyzg1jMbfnHQZVFVPCbf1lfehaqk5pNjB5gRtgTQpkYbRrsYXQmNITpjIGy6m8Q/avd8ahQXfGIbTZ8NoDEm45+YR6JHnAM9R7D/0GYZc3BtPxR5EAGZonD8YtQ0RLvK6sGjmcL3Cjz+Mu28aid9vP2R5yP7x5knceO1lSSeFDpqY5HR5RRk4aC2+hFgYTG7RlYYBRbU3TqZSZATQjXzPvHwMk0oHwCnqVXyfeflYSt4dDoHaVlB28BRKComepahiW0nuxmtbn8Q6BGpbGdMhUEgpeMgkc3FP1bh5rsBxFBFoCPqtEwEjxODeR3Zj9JA+WL14nLmqGV/s48eLxllyFHo9TlBKEpTEo5/44A9KWDl/DPxBCfUBCb96qinPn60sBEwDc7JQ54J80Vzkqbj+i7YK6un6EBwCZ674KrBW2I7PHXNhP0/SFAJMbmceRVUhSdYFkrtmj9BX/jPclqisYveB/1rk2c79H+P6CQMz3hZKAX9Qwqe1AXOs+4NSlyWytzPer0nxHdXRGNEaRkXYbDcIMBjZiKzY5/FbvXhc1utQPK9HqTRfWOd5AkVqff8uRbP3ml8wI/Me2W1BFChumTokwSFAFChUKfNSONm8zXAOur+iDOGojJW/fd1s78r5VyY4NVTOLcNjsfRl8ceJn/8pigoNNGGutiYWofLGoWrzvbjujvE402Dtj5Ak46qR/fHAhr0J79F504eBUqB88iCEIgpWzh+jF1kRKZb+vz3NPDb3m6HNlXPLsOXlI5hx1SXmNvsPfWa74L9994eYP2MYPjvdFH4bHy790MKxIBpBnksw0/4MusCLmddcCoCgR56I1w6cwrbXPsLqxeNQcyZkSS+lahokScUDT1iNn4UeEYtmDsdTO45Y+qPY69Kj5+aNgawocLv4hHZXzi1LatD1B6MQBQ519WHsqjph2n8mlQ7Apu2HcOu0oZYqysZ+BXkighE9D+GS8hKIKc517WAGwragEVOJjLdi2038JpUOSHjQfvp/b5oup4awD0ai2HPgU1w/fiCCERm3ThsKQE84aYTG7T/0WUJehOUVZXA5OHyhdz7uuqkEAseB4wjuvmkETp0O4DfPHoTPH9YrFCYZgFwsB0G8a3KquelYGExu0ZWGgXQrg6Xj3aFqGp5/zaqoPP/ah1h4Q2qKiihwtpXkdIWh5WckElXx2tsn2z0Zz+UQk0yh52chkKNqgrxd+0QV1iwer1es5vQcrkt/vQeAHu67vKIMHrcAQmDmCgGAOdddDn+jZFv1OBCUDKceM+lyrwInHlo4Fr97/l1zlXVJeQl+/gd9ZfGH80bjnptHojAWmtD8fua7RDzy9AEc/cQHSmFr0JYVFT//w1vWysXNnumjn/iwcds7+jZxYcXxMLndBWjEtgp7OqEf6WDn2dEVbh2iwGHOdV9ETSxfqMATzLnuixC7wJsx6WKM2v7VdwaD0bUkf66zvEIngIikmhFrhu761I4jXZL2oK0QCsy46pKEtECEIqsVDU2FaVgD9LHyiz++hXVdtFCUbN5W5HXpEYAcwX3NDGwrf/s6lpSXWMZNMBI182THH6f5/K8lg2T8ZwC26Y969iC2+xfki6irD4MSgl9teduie8br3sb2F/brgdWLx4HnKOZe90VUnwnG8hw6cfXI/nj17ZMWrzqjCjDPUbyw5yOb+g6l8PnDeh6/WPo3I+VP/HZ3zR6BTS8chqpqqA9IlvRSyyvKLAY5w/i5Yt4Y7Nz/MWbHwpPjQ7SjURU793+MCSXn4/sPvwavx4lFM4fjC73zUVcfxmPPHkShR0xwJFk6pxSUAPluEc/sPJow/11eUabPZ+aOQkNAMr04e+SL8PnDKMhzmoshqTri2MEMhG1AVZsMHfEhXXYur8nizZ0ib/69etN+LCkvwcjL+zZzsS3FrdOHgRJg2dxS1AciCXkRjKScwXAUnjwRp+uDAAh+/oe3LOd9eMsB/PSOCS1OCuNzC0Jp2XPQoL2GRUbX0BGGgfYWOeGSGahTLFICLYl3RwoTbFXTbI2LqpbanFjT7Feg1303FaGr2U/GU4Sj9uHNuRBikgkEkUMoquou9Jy9YiLJCja9cAizJg9COKKYSkZzxWBJeQk2v6h7FfYqcCUkQX7k6QN4aOFYCAIHVdUg8DTBQ3zpnFLc/LXL4Xbw8DfqYRFbX3kfD258A6sXj4PPH0nIpblsbik2v3TIzD3r9TgtRU2M8XbHjVckrPi255lmcjvzqFpyT+CuMD5li6ecpmo4608M/8t3Cq3v3MFQAvvwnyxPqs9gMJLD0yQF8ijJakMVkF1pD9qMBttFsXSMFZkgmqQwTDRFZ4aOJpmOJ0DX2STVXu/lOWrJm25UZm5NV0z2vKiaZi6ohyW5xfRHdvv3yHPg9NkgHn4msXiK4TQVv/2ntX7Tkapybhm8PRxYNrcM9YGw+TwcPu7DzGsuRUG+iLnXDUFIigIAZk8ZbBrWC/JFFOQ5EFUVEEJQfSYIKarPA+xS/vzyqbfxvfIRkBUtIRw6mU2Ho8DlF/U28wICxJJubukcPZKpxqdHnBrX1Twkec3t4yErKjQV+H0sv/mv7r4KUycMNL1xC/JF9MhzgOP1e1VdF0yITHGKHBBLgKU74rQ/PD7bF1GyCqPEN9AU0rVo5nBcfF4PLK8oM3/T3Twd5mcDw23UoMYXQq8Cl21lm09r/Jj34514+uWjOK8o33Zg+vwRnA1EQEHQu0CvImS3XSSq2JY2T3dSqCgqiKKC1zTdY4VNMrOWZOXtU71nRrLcyvV7sWDNLlSu3wtfMAqOa12EcJRgSbm17P2S8hIzBLM1Wppgtw6xnRCnSksKQ6toSc6dosNmJKrg99sPYd70YVizeBzmTR+G328/lFDZ+FyE4yjq/BIeeGwfFq7dBUXRbOXt6bMhvHGoGmufqEK/IjeWzS1F+ZTLEu7Lw1sOoHzKZQB0w0Wy8SZJCkIRGcGQnOCxuG5zFUSOw/L1e3HXr17Dxm3v4NtfvxxejxO1vhDufWS3nhNx+jA8Xnkt1tw+HvluAV8dcyHWLB6XUNQk/tyGF3j8M9PeZ5rJ7cxi5CKNx8xFmmFaSjWRaaJJwv9Skq0dDMcleUcx90EGI2cROKCy2dyssqIMQi4810kWxnOhSp2cRG+Wu+A90xYoRZJ3dde0pzUdj0uiWxgVhY3Ps6cMRi+P2KquSDkkvAd/OG80OEqxcds7qFy/Fxu2HrQ4SxnU+ELQNA3Lb7E+b8tvKcOO14+D56jtPv1iefqM7ZeUl2DLjmPm72ue2A+3Q8DTLx9Bn5555jGM8OGlv94DAsAl8lA0Fa++fRLzZwzDhf16oFcPJ3ieIBiKQuAJ/vHmSWzZcQxLyktaKBrixLP/eB+zJg/WC5ncNhY/vXMCevZw2vb1J9UBbNz2Ds40RNAjz2EaB43jrdtchUmlAxLOE++V+cahaqiqBreDh9PBYf6M4dhw3zVwCBy27/7QDC+uD0jY9MK7gKp7u9oZ4R0iD+O26nOG9g9e5kHYBoyHx1Bqff4wRIFD9Zkg/vHmyVgZbhXVZxrx51eOJbi5Gl4qBsVeV9LJqOFp+Mahanx1zIW2Vvn6gIQBfT16vkBFTe6pFQslbquXIKN7kc4YSKfISTSqWHI5+IN6Atrv3zwyJQ+adIp9pBs61mJodgpVjNPxHOIota2gzFGqVzA5h2k+Hp/9x/u2Vb2efEmXtzW+EBRFw9MvH8Xc64bY3pe+PfP08UyShHZzFKoKPPfPDzCp9ALbY9Q3RhIU+kUzh5sLQ5YwYFmBg6O4oI/H9OYjsD93WJLti44wuZ4DaAm6QFs8iTuSdORZR9OSbM70fIwoGrweh6UQltfjAGF5ORmMnEVSNGxpFqa7ZccRLJgxLOu98LLN87wtJNXZs9wjm+doQmEKI02X2kULqS3peMk8DF0CTYgSiUpKq7qiFFUT5mqNITkh7Pq0TTVi4/6++tZJPLRwLHx+PfzX7eJx1Yj+8Pnt96n1Bc3z9ezhtFQCNs7nD0YxqXRA0nElihxANIiE4PrxFwOE4IHH9iRsN2/6MOys2o/NL76H+749Kum88uAHp/HlUf1Nw95Pn3wTXo/TVo978qX3TMeuhxaOtX1mC/JFy3fNncWMvgtFZPAchSgQBIIKntpxJMGLeOX8K8HzFLJsb6TlOYJndh4zF0NEDmivTwkzELYBu4dn84t6YvmdVXrp70BIslTQuePGK9C70AVfQwSiSM08AMaDnGzAxw+eLTuOJU3KeduM4Wa1YTth8cB3RrP8Uoy0SafICaXE1tBFU8xHIvD2xT4EnkJupdhHR0yIbSf3Keg5SXMIcnry6dZwCCRJkROCLsiXnFU0H487q04C0N30FUXFp7UBsxAJoPe7FFXxxqFqTCodkDTk/ZdPvQ2vx2kb2u1vlLDlZT0fiKyoSRdt4qnx6ZXM/nf7u+Y2LaV34Dhqq/AVekQQRWPefjkIAbFN2N4VuaR4jthWMeY5AiWVdA8d3JZk8jGl1BMdiKKoyBM4i7Gehd4zGLmNomp441C1WfjR4NZpQ7N+8ptNizlthY95ZCca2gjULNZdOWgobLZQVOhxgIOWlV2eLGVMKsZAOzhKUOixGrPsPP+eePFwwtzkrtkj0BiJ4i+vfoRTpxuxYMZweD0OcKB49e2TuH7CxYlFOppVSNYNi4m5Et1OAes2V9nq5kvKSxCRZHicvHndMrEPvTa89nz+MEA02zHa0CjhzllNKYfiw7ONqNHzivLx8Wd+yxyjxhdK6lxgeHQ2v27j92VzS/H4cwfNfrj7ppHYuf8EvjrmQvTr7cbqxeNQH5AQlmQ0NEax8revY8W8MbbnAoDZXxmE2VMG68bBNCaL2S4jswouiaEjLOna7M79H+NrYy8yb9rRT3z4wW/+hdFD+mD+jGEIhKJYvXgc5NiqtCQrkFXVdpDGexoagzneKr9994eYPWWwpdqwnbDoXehGXV0gY33E6J6kU+Qk3fyHsqLargLflkKhES6JosK1YUJsW40thck9IQTf/9ZI/Oz/ml5m3//WSBBCUooSiUTtrzsXVr87G7vxePCD0/jG1Qo2v3QIUycMtCzGLJ1Tirp6/R7E54+Nf2G7nDzWfnc8pKgKUaD4XvkIEAL4g1H8fvsh+PxhzJs+DI88fQBLyksSxtXyijLbSmZOB48FM4bh1mlDWzU8JM0ReK5bhHMYSgmmTRyYIIMoJRmfdKiqZlvFeNrEgRluCcAnWfjhU1j46QyYN27rSFEFRUWerm4Gg5ESXVmcL104aq8/5koOaqeDsxjanI5s93vUjSk9nDycfXpA0TRwhKRtZOlsOvK9JXIE5VMGW97JDy0cm/AM+fxhSFHZMjd57tUPTI+7Nw5V49ZpehobEA1lQ/qh8tG9qJxbatnnxT0fYVLpANw6bSiqzwTx133HbXWCHa8fN3PwFfd0mePKcNLy+cMtFvADmhyvDCePp/5+FNeNu8gaNdDDAYfA4emXj5p5wY3w7HWxucGp0wH4/BHbCsJnAxHbeYHbwVl0epEjsTnBMMiKiidePGQuYtT49MI486YPw6qNb2D9fddg5W/1PPbxhVL+8s/3bR3Hfvf8u/ocUVHa7TlowAyEbcDO0HH/LXoCzY33T4aqahAFiqVzSrFuc9MK/dQJuvLtEnlEogpWxZUk/9HCMfhCUR5WLx6nV9aiQFhSLJPbO2eVYMOf38HCG4ahPiDB4xYwf8YwM1FpPM2FRVfkOWJ0P3gAK+dfieozQVOY9unpTsnIpyhqLP/FeCiqCo7SNr10ZTnZKnDr3osRyd7r955vjUxJ+OWJNOGFWVlRhjyRItjKJFaKKvjdtkOWc/9u2yHcc/OIlM6dy6vfnY3IEcuCya6qE5g9ZTB4juCNQ9U465cs/U4J8H9/PWIaBo2VwC/0zgfPUwg8xUf/PQtKKUSBwutxYvmGvQnnNSrWFxW6UHs2hO+Vj0CvAifq6sOoOvw5brx2EI6farB6/+U7UFcXSFmBY4aK7kWyyIN7bk5NBnUkokBx9UhrVfb7bymDKNCM5zaNygo4jmDl/DGgBFA1QFZVRGX1nF8AyVZEgcPUe7a1eb/tP5/eCa1hMFqmI4rzdRWKpkHgqMWAIXAUSkq5t7sWRVXRvJmapuu02S7bDS+0fkUe1Nb60zay5BKSoplzHUA3Vv3u+XcTnqG7bxoJkafYuM1apXrTC4cBWI3wlBLk5wlYOX8MeI7gbCCCTS8cNj3vDn5wGmsWj0efnm5cP/5iiByxGNMcAjWjdiglkGXNUtTEIJUCfp48AfOmDzM9/05WBzDzmktxXpHTXIyHhoQF/aikgOMo3C4e/ft4QAhw/y1l+PHv445/Sxk8bhGEAMtvKYNL5CFwFBw0SGHZotNHlVgQGiGoD0QS5njx3o6UNOUlN+YfgB41Ne2qgRa90riujpojnuvzzDYR792hqoAGDX/ddxwjL+9reqOsmDcaf/vXxwkeR7dOGwqeJ/jb7hOYN30YehU44XEL+N3z75pupasWjMWntQG4nbzFQv7kS7qFvPas7r1Y7NVLnLPwF0amoByBFFQtFZOWV5TB4+RbTYdnFJRoLqxTLZKSTigax9l7/aYaptEYURCNyhbjZl19EI0RpVVFJ90cgrm8+t2ZJBtPvQscCEl66K+RwBjQ+2zRzOE4+okP23d/iIcWjgUIQTSq4k+7jpnhyQDwm2WT8IPf7Evqvm+sQHKUoqgwdi8ITGPim+/VmLK/yOuCALBFmnMcgbeXQQJPoEVb2LETiERVEEIsk05CCCLRrtAlCP7w1/fMBNz+YBS7qk6k5J3NYDAYrRE/ZwMhgKblTOoAAmDLy0cxqXQAnCIQlTVsefkoFt4wPAfqlBD8aecxS9v/tPMYk+1Zjl0qqTcOVWPBN4aZRjueUggChT8oWfQIUdQzBzc3whMQNAQk2yhJnz8c21YD0TSL8YwHwIGgrj6CH8fp+g8uSPRobD4vah6J43Tw0KIKZA0Wzz9LTnBFNRcN7BboFUWFFNYwf80uAMC1pf3NSAyB5/DCng/xl1c/avIaFCmiktLiQgRHCcKS3GKaOVWD+bsx/zC2/fx00NaTsaPmiNzKlStXpn2UbkYoJEHTgLw8B4JBa04pTdMHMuEI7t+wD1+58iJs2Pofyw27cfJl2LD1P3h+90c4euIMFs/8EvLdAh579iB2Vv0Xu//9KUZd3gc/+8NbOPbJWQBAY1jG6bNBjBneDxr01ZZfbTmAv71+AhwluPumkfjj34+AowT3V5TBLXDQUlhJsruGXOJca39eniOt8xljt6NRQE03Z0Afr28frcGXR12gC/YWUCnBypjXbPy+15S2vi8AcISgbGg/vH2kBo1h2fR6cfO01WeA4zl88eJeePfD0+a+egUrB7QUlEQFwJ2/eBXP7/4I2/ccx/O7P8LL+0/i+vEXtZpI3+XiUTK4Dw4cbWp3ZUUZCvMFyClMyHlKUDqkH96O2395RRnyUnz2O4pUx3C6Y9egtXMlG09Xj+wPgacJ9/vum0aiT888jL/im1UWXAAAIABJREFUC5hQcj4cIoWqavjhb/bhnQ/rzOMWe10YfKEXL+37GFJUxnemDbXcuztnleBv/zqORTO/hB5uHpqs6uOXELz+7mdoDMuoqw9j978/xTsfnMa1pRdAU9Scl2HN6W7XA3TM2E0meynPYdglRTj4Qa1lTHrcYkoyqCPRCMWKx/+Fl/Z9jF1VJ/Hq25/irSPVmJSCHO9onE4eF51XiEeePmDqSotmfgkF+QKULjFYZh+ZlL2p6A55eQ48teNom49901cGZ3y/+H7LRZmVi20G2tfuztR7jTlbca98BAORjOpO6UB5Dl8oyrfMJede90X0yEtNd+1KuoNszzbZmwkIR01d1qDY68K1pReAKKo+59E0KBrwg99Y9Yh/H63FD+eNxrWlFyBP4EwjvAJg9e/3W/T1dz88bbttc1RKsKKZrl97NoiFNwy36OZ28yLjuacAennzEAhE0p5TxffPR6ca8NK+49h/+HNcdkEhHvvLu2Yb9blx/1Z1Kp4SiA4eX7qsKGHOYth7rh19AUYP7YcDR2tw/FQDbrthmLmtFJWxaOaXWu2Llmhp/DIPwnZiWNrjXT4B3SK9+cX3sHrxOERlFZ/XNWLD1oPw+cO4c1YJzvolHP3El7AfELPUzxgGj0uEBmD14vFQNQ08JaCU6CFJlJhVixmMTKEkKWuvqGqrQiSdAieAvnJT6LLJy5bCMxCV7cP7vv+t1Coop+PFFw5G0cfrtHgfuhwU4WBqbkNJ89Gd489+S+NJURMrZv9++yFUXP9FVK7fi3XfHQ+HwKGXR7QNQdiw9SAAxIpODcSKeWPA8wQ8pQA0zPn6EOS7eEhxClQuhzExOh8pquD32w8ljMmuCDHOpsqYwZCMj/7rs8jHfx+rRr6zOOurdDIYDEZnIkUTdZmuSk3RVphsz01S1WWT6eCqqoHXrGlx1KTbArymtqgjJ/NoLJ88CD+6bSwAmGG8qcyL0p1TJesfY94Qf32pzG+N4mjuuDRzPEdAKXDPzSPM9rmMFF2aBpGnWHv7eMiKauYz7Kw5YrbLmazFMBw0d/kE9ASeBAQrHv+X5XsjuX1jSEZBvgMr5o3Glh3HLJU2CSFQYkVPaOwfVD0aUnd5ZZNORubhKE1iKGs9XLYjQmXbm5eNksSqXIUeEZSkFvaZrvEnHIzGtVtBONi2p5flo0ukxfEE2IZzqpqGFfNGw+MWUX2mEYUeMUFRMMLRDT6ttXffj0+GDDBDLqNlkqcaIBl/mdMkVfZSlYcd2hZKsP9wNTx5TnMCvP9wNa64rJgpOQwG45wmm94bbYVSgqd3vo//96cmw0mx18Vke5aTakh+W+Z0fJK5I5/COE52nrOBCGrPhs3w4FR0bY6jkAFEjNyGlEBRWjZQNsdO128+bzDamOr8VlFUQImz98jx9h59zqfEwq6NvJhAYj7DzpgjthYlx0iCYTjYVXUCd84qMctLm5X4OCRYvr0eJ9wOARu3vYPFP3kFG7YexJzrLsegC7ym4YHLBj9jBqMZIgdUVpQljHMxheVA41mJ39cwsnU2PAfMmjwIG7e9g8r1e7Fx2zuYNXmQnr8wBeJfCI9XTsKaxeNSzp3I6BxaGk92v903ZxQ4SrFh60FT7p7166EjRNErrRFFBVE0y767qk4kjPlk41ZRVMux2PhgGKQjOzsaQrQEfeXOWSXoAvugWTExXjaXTxkMMUXZzGAwGN0Vh0ht3xsOMfun7V2p8zPSw9Bli73upLpsW+4vBw33N9v2/ooycClk0uSBhH2XlJfAkydi6yvvm556raGqGnzBKCrX78WCNbtQuX4vfMEoOK7tz1JzXb/5vKE7jXWi5UpChgxSVxeAqmooirPW2mFYpAkheoWmuLLokqKhcv1ei5FwxbzRZpEHg2KvC6tjHimd4XXS2jVkO+da+4uKPGmdzxi7nYEgcpAUtKsSsfGsZNrDSuM4VK7fY+MFNh4khUIhjNTHcLpj1yCVc7U0nozf9KrwBIqq4oHH9tl7AjZfGW12XJEjkBQtrXGb6zKsOd3teoCOGbstyV5TdsbpCKnKzo5E4ygef+6dxMIgM4YlPAuZaEtzHSnZc3mukknZm4ruUFTkaXcV40zvF99vuSizcrHNQPvanQm9N9f6U+M4PP7cQRtZPTwndFdDl8q14jAG2SZ7M02q9o9UdON05n8cR6GAQFY1aJqG0/UhbH5Rr9abqr7AOwV8/+HXOk3XyNT8tjNkWEvjtzsYORPYvn07NmzYAFmWMXfuXNx8880devx4V1VRoFBjRhPj77Csl/b+6Z0TIMsaVE3/TAh0Y6AuL0EIQWM4CkIIVFVDlAC8yIODBlXRbAdcVxlaGLlPumMnKimWcNloG3QU0cFBjqgANAAEooMiFEz93G63gMaIahon8xwUwRRy+amqiu+VX4E+PfPNfavP6C/jVB140n25see1Y4jvSw36ODQqn9kNRQ0aKCGgAkXl3FK4XQIIAFHg9HyFigqe58BRXfkAAEnVZTXH6TJaBQEPDQ4Hh0hUQ0RVwXEcRIFAimogVA/blBUVqgo4BApF1fT8IBwFRwlqzgQBjibIcFXVQCkFiAZonbNAxMgOBJ5CUlTjxQ+Bp11iIOQB3H7jlxCVNCiq7iUw+KIvQZPaFmrTESiqhjW3jwM0YspmEA2KklpuWgaDweiuqKqKWZMvQ0Ge05TVvQsva5Pu2pU4Yjq/ouiy3eGgCLZB5+8qDP2sxmfV284VUr3+tqQ/SnXbluZLDo7CF5Qt1ZDj0z1xHAU4ChUaFEXP5Wfo+VpUxZrbxyMciYKjnD43oAQcR6FSAkqIxRNRjY1ZygHRqNqqnq4oKkSRg8JRKIqmhzHH5hY8hSVneUeQqXllt9PDqqur8ctf/hLPPvssRFFEeXk5Ro8ejUsuuaRDjs9xFL5gFKs37YfX48Sc6y7Hw1sOWP6u8YUwekgfzJo8CGufqDIH852zSrB994eYOmEgtu/+ELMmDwbPE1Q+usdS/tvr0avKGJU6jQehl0dEnV9KyIfGQh4ZrRE/bjM9dlxuAZ/7wlgTd+7KijL09ToRSsHI53YL+Mxm/35eZ6tGQo+LRyAsml6Exr4eF5eSspJOv3Vln3c3Uu1Lu+3uvmkkHALFDx7blyCnjd95nuAnm99MkNXTJg5E3yI3ztRHzPE3ekgflE8ZjC07juB/rr0MEUmxfQcY8nzzi+/B5w8nleHGuWZPGczGRjckHfnV0TgcXAttyey46+His6ZfGAwGI5vQdVe53bprV5JN77y2cK7r7F15/a2du6Vc3xxH0RhVEGqMIBxR8ObhzzGh5HyL/WXZ3DLkuXj8IBZNFB+uHAzJ+Ms/38fUCQPxyNP2+ntLerogcmgIyzjrjyTMLTx5AgrcQocZCTN5j7I/mUEb2bdvH6688koUFhbC7XbjK1/5Cv72t7912PFlwLwxM6+51BwM8X8DwKTSAebgBPR8hI88fQCTSgeY/699Yj94Si3bPLzlAKrPBFF9Jmj5fvWm/ZCUpnPHf9+xtmlGdyR+3AKZHTvBiGoqCsa512zaj2AkNWHWmGT/xhT2b5SS7Culdu50+q0r+7y7kWpf2m33iz++hbOBiK2cNn73N0q2svrhLQegyrCMoUmlA7Bm035MKh0Af6OU9B1gyPOZ11zaogw3zsXGRvckHfnVrduSpmxmMBiM7kouy8dses+0hXNdZ+/K60/l3MlyfcsAqs8E0RDQ9fFryy5MsL+sfWI/FEVL0M95SvGLP75l2maS6e8t6emSAtScCdrOLWrOBBGJdlz4eCbvUbfzIKypqUFRUZH5ubi4GAcPHmxhj0R69co3/24en13jazLcedyC7d92n/V9Q+b3xv+0WT7uGl8ITjHxttT4QlA0+3LhIKTFOPKOyg3WVbD2p0782I0nftw2fdf62OkIPjsdsD23omrol8K509k/6b5KaudOp9+6ss87mky21+5cqfZlsu0MmZpMLjeXufEyWmsmd+NluNmOFo4dv52i2stwc98cGRu50MZMk0z2piv/OpKcaEuKsvlcIVPPWrLxm6s077dclFm52GYg8+1OdezmUn/msnzMpvdMW+gqnT1bZG9XzlnSnWsZOnyNLwSOJhaJTWZvoaSZDt7s93j9PZme/tnpRjhFPuncokPHPSEZu0fdzkCoqipIXEk+TdMsn1OhxSIlXFPJbn8wavs3gITPgJ4U0/je+L95XtJirwthKdEWXOx1gSP2Jb+haUkTV+ZaYt7mnGvt77RkzZx9qfmWxk5HwXGc7bk5SlIsSNH+/dM9d1r91oV93pFkRZGSVPsyyXaGTE0ml5vL3HgZTZrJ3XgZLvAk6Tsg/jjG3xy1l+HGvrkwNnJdJtvRmYnG05ZBHQhrS26RbYnyc8XAIkUViELbM7WFIzL8DaHWN8wAuSpnWZGSjiGX5WPOtr0dOnu3KlLSlXOWNOdahg5f7HVBUWF7LDt7i6pZdfCW9PdkejrHcQhLctK5RUeN+6IiD6BpHXqPWhq/3S7EuG/fvqitrTU/19bWori4uMOOH1/ee+sr72NJeUnC3wCwq+oEls0ttZS+vnNWCXZVnTD/Xza3DLKqJpTw7tPTjT493Qlls0WOlY5ntI+2lKXvaNwOispm566sKIPbkZr4yUuyf14K+6ezL5Bev3Vln3c3Uu1Lu+3uvmkkCvMdtnK6KU+IaCurl5SXgPKwjKFdVSdQWVGGXVUn4MkTk74DDHm+9ZX3W5ThxrnY2OiepCuDWFsYjLYhChym3rOtzf+cDiaBGdlBLsvHXG37ua6zd+X1pzvX6tPTjR75uj6+c//HCfaXZXPLwHEkQT+XVRV33zTStM0k099b0tNFDiju6badWxT3dMMhtM1JrbVrzdQ9IpqmZYHZuuOorq7G7Nmz8ec//xkulwvl5eX40Y9+hOHDh6d8jBY9CGGtIGNULpbjqhgrsarFPEcSqhjH97bAU8iKqlfLVHVPR54jHVrFONdWzZpzrrW/M1dSu7KirsstIBhXhdjtoCkVKDFobxVj6776dbdlX4BVMc4KD0Kk3pfx2/EcBaV6hTICQFY1iDyFqmqQFU2Xt5RA1vQKZZqqgcTiEDQNEDgCKCo4gSIS1cxziwKFFFXjqhhrUFUtroqxBi52bEXVAE2zqWIMUEpyropxrstkOzrbCyBdGdSRpCNLO68tXd8v2Ug2ehBOvWdbm4+9/efTc2a/bJFtuSpnmQdhx5HL8jFX227oZ8aEPZU5drpkjQch2n79nXHu9s619CrGgKpo4HgCRdGgKPqxBIFC0/TPsqqBxuwtqqbZVDHW99GrGGsp6emCyEFB7Jxqk/7fkVWMDRnWkfPKlsZvtzOM9+nTB3fddRfmzJmDaDSKb37zm20yDqZCfMluVdILdsf/zQGACigyQOI+A/pnA1lWzO+MYAhVMTe1LQveltLiDEY8XTl2QsFo3LkVhIJtO3uw2f7BNuxv7NsvJlzbsq9+uvb3G3teO45U+9KynaxARZPc1eW0av4NGVDifieARVYrit25gaii6NvG5DWN/VOaHVsFUBwbd81lOBfb32x3WzqDkVOkK4M6oy3tkaWd1ZZs6BcGg8HIJnJZPuZq2w39rKiZ3nau0JXXn+5cCzEjGYFuSzGOVdTTujhgGL7U2Ani5whAk26uKqnr6VGpyZ4Tr/9LbbiGVMnUvLLbGQgBYOrUqZg6dWpXN4PBYDAYDAaDwWAwGAwGg8HIerI7IQCDwWAwGAwGg8FgMBgMBoPB6FSYgZDBYDAYDAaDwWAwGAwGg8E4h2EGQgaDwWAwGAwGg8FgMBgMBuMcplvmIEwXSont37lKrl8Da392nisXYf3TPtgYTo/udk3d7Xo6glT7hPWdPaxf7MlUv7D+12lPP+TlO+F0tH06FY7IaAyEO7Qt2UCm230uyF7W9sxzrsvebG1Xe+gu15LJ6yCapmVHbW0Gg8FgMBgMBoPBYDAYDAaDkXFYiDGDwWAwGAwGg8FgMBgMBoNxDsMMhAwGg8FgMBgMBoPBYDAYDMY5DDMQMhgMBoPBYDAYDAaDwWAwGOcwzEDIYDAYDAaDwWAwGAwGg8FgnMMwAyGDwWAwGAwGg8FgMBgMBoNxDsMMhAwGg8FgMBgMBoPBYDAYDMY5DDMQMhgMBoPBYDAYDAaDwWAwGOcwzEDIYDAYDAaDwWAwGAwGg8FgnMMwAyGDwWAwGAwGg8FgMBgMBoNxDsN3dQOykbq6AFRVg9frhs8X7OrmpEWuX8O51v6iIk9a5zPGLiORXB9LXUWq/Zbu2AUAWVa63T3qbuOuu10PoF8Tz3NpHSMV2dsd+64jYP1iTyZlb3cev7nY7lxsM9C+dmdC783V/gRY27uCbJO9mSZX75sd3eVaOuM6Whq/zIOwBdKdMGQDuX4NrP2MjoLdi/aRyX7rjveou11Td7seIHPX1B37riNg/WJPtvVLtrUnVXKx3bnYZiB7252t7UoF1vbMk6vt7ii60/V3l2vJ9HUwAyGDwWAwGAwGg8FgMBgMBoNxDsMMhAwGg8FgMBgMBoPBYDAYDMY5DDMQMhgMBoPBYDAYDAaDwWAwGOcwzEDIYDAYDAaDwWAwGAwGg8FgnMMwAyGDwWAwGAwGg8FgMBgMBoNxDsMMhAwGg8FgMBgMBoPBYDAYDMY5DN/VDWgrDz/8MP7+97+DEIJvfvObuOWWWyy/v/fee7j//vvR2NiIUaNGYdWqVeD5nLtMCCIHSQFUTQOlBBwFlLjPgAZoBA6BQFM1SAqgqCpEgYOqatBiv9ecCQIcBQ9AUVTz+BxHoXEEsqJBVQGeI6AUAAgURYOiquA5Co4SRKIqKIX+GRqikmIeQwagqBo4SmzPoYBAVlVwlOifVRXQkLBtsuPZ0Xw7kSOQFC1hv9ba1tLv6WJc++d1jSAcBc8REEXr0HMwUsPhEhCWVHx2OgCO4+AUKSKhaMr7i04ekaj+THCUwiEQSGE5pX3dbgGNEdXcN89BEQymfu509ne6BYTi9nU5KMJtOLfLLSAYaeo3t4Mi1Ib9c4n2yoP4/USBQlUAEA2aRnRZTQhqzwYBjgMHzVYGKyqgKBp4joDnKaSoAlUFHAKFrOr78ByFwFNEZRWyor8DeE4/h6bq5+QogRp7D1BKQSgADSAUiEb143OaBgCmXDaOwwEJMrQ9sqojZHN3xHiff3a6ERzHQeRgvkczTWe/+9qCId8MGdNW+dgZbWmvrO7OGGOmxmevT9ohiJwuZxQVqgoIHAGhgBTV5Vm8rOM5AoECKkhM5sX0Xg4gIBA4XQ81ZJ8oUMiyClnVwBF9O1M/JoBT5GLb67LwTH0IVORsdbB4PdWQh23V1TriGAxGLuHp4YLTkdrcuqjIY/4djsjwN4Q6q1nnHO15n6ejA3SErtxZ+xnbqqoGSilANEDTP3fEcVuzJ4AA0AhU4z0Q2y5+f55ScBxBJKqYdhFAg6IAhMTaDa3JNkNJwtxBEDlEdVMKOGrYbHQdX4MGgECk6euYOWU5279/P15//XU8//zzkGUZX//613HVVVfh4osvNre599578dBD/5+9u4+Oo7rvx/+ehx2tVpaxTFY2P0jFKSE19Rdq2bHs9LQh5cHOCbgEkwTZSW2Z4m/CaWPHUKgtm18CBZskxBxT+pD6m2BoAZtCaErTcAA7zRNt5Dj+hjgxwU2DfwQcSbYlLGm12t2Z+/tj9s7O7M4+r/ZB+36dw2F35t65nzsz+5k716ud+7Bo0SL09/fj6aefxtq1a2sYdfEChobTYzHs2jeAoZFJLFs4Dzdf+zt44LHDGBqZRGdHKzbd3I3nv/dLrFmxAIGAinv2/hc62oNYd91l+Nfv/hKr/vASPHzgqFO+v68HHaGAc7JOxE2MnJ3Cnv2pMtv6emAJC1947EfOss293Xj8m8cxMhbF5t5uzGlvweygDssUGInEsTMZo18bo5E47net39zbjRZDwz+//DrWrFjglAXsD5jf9ubM8X6w08stWzgPvSsWOPuqs6MV2/t6EAio+Pze/8oaW67Yy5Wt7x3tLWgLaBw0VlFLawBDo1HP+bGtrwedc4IFTRIaQR3D70xl1A+f15J3kjAUCuDUSGbbF3QEC7rxLKd+MBTAoE/deR3BgiYJW0MB/Man/vyO4IybJCw1H7jr5cq9MlevXbEAc9Jy8LnROHY/ecQpu3X9Uhx46RcYHYth3XWXOfl52cJ56L12AXY95p9PP3bNe5FICM+2ZLt//IFLnBz++f+9HPG4hfsfTW3n9rVL0N4WwD1Z8mWp+7GU3DwTpV/P5WfpXe1G1ScJp/vaV4xy8+NMjaXelHLOBAwN56IJjI55x5i3r12CR5//GUbGok6u++HPBu1tbuiBEPAcg8293Zg9y4CZEJ720+u63y9bOA9rVizwlN/c241QMICWgOoZg1VirMbxHjWjYIuOVXd8o+h6z3/5BoxNQzzNqJTcXM4YoBJj5emq51dWjoE/8aHLcF5QzzvfUOh2/eYTnnrxNd95l/PbDZwZi2Vcj+SY/Pa1SzArpOMf//04PnbNe6EoQHTK9Fw3t/f1YE4oAMC+tp4Zi+GpF1/Dx655L6Zi3rJb1izGv3znv9G7YkHZY8yG+hPjnp4ePP7449B1HWfOnIFpmgiFQs76t956C9FoFIsWLQIArF69Gi+88EKtwi1ZzEwNkgDg6qVdzuQgAAyNTOLhA0dx9dIu+6Q7G8HQyCRuuupS7NlvL5cnqSy/c98A5HRGAsDg2YhzUskyu/YN4Nx4zLNsz/6juOmqS53XQ2cjiJn2Nna6YvRr4/609Xv2H8XYRMyJ2z29km1770xMefZNermrl3Z59tXQyCTu3zeAweQ+yRZbrtjLla3vg2cjFWuDChONWRnnx659A4jGChu0T8WFb/2peOa/SKWbmPJve2KqsLbLqT+Zpe5kgW1HstSPFFi/kZSaD9z1cuVemavv98nBckJPln3gscO4emmXsz1Pnnssez4dm4hlbEu2687hg2cizuSgLLf7ySPONaSY/ufbj6Xk5pko/XouP0u1+ALhdF/7ilFufpypsdSbUs6ZmAkM+Ywxdz95xMlFMtc523x0AKNj0YwcpylqRvvpdd3vnXFx2nZGx6IZY7BKjNU43iOiWiglN5czBqjEWHm66vmVlWPg+772w4LmGwrdrt98QrZ5l5iZWd89Jt/95BEMj0w64/hz47GM66b73kFuT5ZPL/vQUz92xt7ljjEb6huEABAIBPDwww/ja1/7Gj70oQ9h3rx5zrqhoSGEw2HnfTgcxuDgYNFtnH/+LNc22nOUnB6nTk84BxwA2kMBz3vAPhHk8qChe8plKw9FQTjcjqGRCIKG7ltGbiu9Hfd6U9hfs83XRrbtBw1vWXudf/l4wkKn6xikl8vWV79+5IvNHU85cvW9Um1k4z53CTh1etz3WJiWwAUFHIdy6jdr2+Wqds4tNR+46+XLvc7yAnKwO99KufJc0EBG+fR25TaLyfu5+u+3vBK5uZFly73p13Mg+VkS0/9ZSjfd175i1DLH1HMs6ap1XLKdv6WcM6dOTxSU3+Rr+d4vN6hK9tzm9z5v3ilg3FnMWG06x3uNmhOrHXeh495G3Z9AY8eerlH6Uuvcm08pubmYOunvKzFWnq562cqmj70rtd30+YRs1x1TiLzXQfc43tm+T3uA/WfK2e4T0vtc7hiz4SYIAWDTpk3YuHEjPv3pT+Ppp5/GzTffDACwLAtKcicCgBDC875QZ86Mw7IEwuF2DA9X/8vQmqahs6PVOfBjkbjnPQB0drQ6y6OxhKdctvIQwu6PpiIaS/iWkdtKb8e9XlMUQIi8bWTbfjwhvGWBrOUDuuo9BmnlsvXVrx/5YvPEU44cfc/XRrkXJHnuki39swTYx0JTlYKOdTn1m63tSg2mqp5zS80Hrnr5cq9cXkgOdufbQvJcPCEQ0JWc7cptFpP3s/U/63WxErm5Ripx7mbLvVk/S0phn8WKmu5rXzGhlJmjZmosboWOQafz/C3lnNE0raD8Nub68+1sucESyLmd9Pd5804B485Cxmr59k9R2/BRq/uPcpUSdzXGvY26P4H6jL2cY1ZvffFTF7k3n1Ku5wXW8e1/BcbK01YvS9mMsXeFtps+n5DtuqMp2cfm8rV7HC+X+bVnh6M49fON+wsZY+Y6fxvqT4x/+ctf4vjx4wCA1tZWrFixAr/4xS+c9fPnz8fw8LDz/vTp0+js7Kx6nOUyNNi/k9bRCgA4ePgktq5f6ryXf1t/8PBJ9Pf1oHNuCJ0drXj20Als7rWXb7q521O+v6/HmQ3WAcybG8LmXm+ZbX09mD3L8Czb3NuNZw+dcF53zg3B0Oxt9Lti9Gtje9r6zb3daG8znLjds9PZtndeW4tn36SXO3j4pGdfdXbYf68/L7lPssWWK/ZyZev7vLmhxpyRb2BBQ804P7b19SBoFJb6WgKKb/2WQP5/eGhr8W+7raWwtsup35qlbmuBbYey1A8VWL+RlJoP3PVy5V6Zq7f75ODb1y7xlN26fikOHj7pbM+T59Znz6ftbUbGtmS77hw+7/wQtm/wbuf2tUuca0gx/c+3H0vJzTNR+vVcfpYMrfqxTPe1rxjl5seZGku9KeWcMTSg02eMefvaJU4ukrnO2eaGHsxpD2bkOFNYGe2n13W/d8bFaduZ0x7MGINVYqzG8R4R1UIpubmcMUAlxsrTVc+vrBwD77hlWUHzDYVu128+Idu8i6Fl1nePyW9fuwThjlZnHD97lpFx3XTfO8jtyfLpZbesWeyMvcsdYypCiIb5utF3vvMdPPzww3jqqacAAJ/+9Kdx00034brrrnPKXH/99bjnnnuwZMkS3H333ejq6sKtt95aVDu1/gYh4PcUY/tJNcU+xdh+qo4o4SnGyadeVuQpxiL5tB6l6KcYz53blnEMGukpxqYQUBQU/FQ7foOw8uRTjOVMCur5AAAgAElEQVSx5lOMCyOfYiz3W76nGDfsNwhR6acY2//YJ59irKgALBTxFGMLlhBo0VXniZ66phTxFGN7ff6nGItkXi/uKca5rouN+hTj6f4WgLyem8J+6iqfYmxL5Tc7Fj7F2KtevsWSekqj4jue9FPWU4wtO3dqmgIFSD3FOLk84ynGugIzIXyeYmznwkDy6Y65n2KcyoelP8W49G2kq8dvjRWC3yCsvHqMPRxuL/khJfXWFz/1knvzma6nGGfrf2M8xRj2PEnyKcbvmhPCmTPjZW+38KcYJ68DyPUUY8uZF0k9xTgZN5CcmxGepxjLY+L7FGNhl5VnUaFPMc51/jbUP3BdeeWVePXVV/GRj3wEmqZhxYoVuO6667Bx40Zs2rQJl19+OR588EHs2LED4+PjWLhwIdatW1frsEsSj5lQAGgAYAEW4HkvyeOvwD6YVvLPKOT3m+QJlX6amKYFmPZXSFUASKQ2K7eFBGDK1yZgmZa7aZimlSprCv82PPVTcfmdtvm2l61c3IRvvXyxFdJWqWTf5yf3v1Wbe0ECMDUZhwLgguSxmJos7mDEognXuWIW9cOvkUjcUzcSKa7tcupH0+pGi2x7MuLdb5NF1m8kpeYDdz3LdWI4uRpAeG7uHOzOt4mE6eRkM2Z51sUT9hbc+VS2BaTyt5ZcLxsU8OZzyb0deX0pNx9WIjfPRPJ6Lj9L8Rp2erqvfcWIpOWYYvPjdMRSaq6eyeQ5k2086UfenMh8JhLuXGR6ch0SgJyKdY4BAGHadeSj6px/YDBNz3s5tpQ5d2rSO/acOzf7zb7fOLVYldgGEVGxSrmelzMGqMRYebrqybLOGDhJTrqVu9188wmSbN/0rW/CNPOP451ro4mM9uS1VUHa2N1KbacS/7TZUBOEAPCZz3wGn/nMZzzL9u7d67xesGABnnnmmWqHRURERERERERE1JD4AytERERERERERERNjBOERERERERERERETYwThERERERERERERE2ME4RERERERERERERNjBOERERERERERERETYwThERERERERERERE2ME4RERERERERERERNjBOERERERERERERETYwThERERERERERERE2ME4RERERERERERERNjBOERERERERERERETYwThERERERERERERE2ME4RERERERERERERNjBOERERERERERERETYwThERERERERERERE1Mr3UAxXrkkUfwrW99CwBw5ZVX4q677spY/+yzz2L27NkAgI9//OP4xCc+UfU4iYiIiIiIiPJpn92KYEvmrXk43J6zXnQqgbFzk9MVFhE1mYaaIHzllVfw/e9/H8899xwURcGtt96Kl156Cddee61T5tixY9i9eze6u7trGCkRERERERFRfsEWHavu+EbR9Z7/8g0Ym4Z4iKg5NdQEYTgcxtatW2EYBgDgkksuwdtvv+0pc+zYMXzlK1/BW2+9haVLl+Iv//Iv0dLSUotwiYiIiIiIiIiI6p4ihBC1DqIUb7zxBtasWYOnnnoKF198MQBgYmICn/3sZ7F161Z0dXVh69atuPDCC7Fly5baBktERERERESURanfIKy2RomTiIrXUN8glE6cOIFPfepTuOuuu5zJQQBoa2vD3r17nfe33HIL+vv7i54gPHNmHJYlEA63Y3i4sb+03eh9aLb48/3OSD7y3KVMjX4u1Uqh+63cc1eaacdopp13M60/QGXO3UJy70zcd5XA/eKvmrl3Jp+/jRh3I8YMlBZ3Nca9jbI/y9kX1exfo8RZqnrLvdXWKJ+XQsyUvkxHP3Kdvw33FOMjR46gr68Pd9xxB2688UbPurfffhvPPPOM814IAV1vyDlQIiIiIiIiIiKiqmioCcJTp07hz/7sz/Dggw/iuuuuy1gfDAbxpS99CW+++SaEEHjiiSc8DzAhIiIiIiIiIiIir4b6et1Xv/pVTE1N4YEHHnCW9fb24tChQ9i0aRMuv/xy3HvvvbjtttsQj8exePFibNiwoYYRExERERERERER1beGmiDcsWMHduzYkbF8zZo1zuuVK1di5cqV1QyLiIiIiIiIiIioYTXUnxgTERERERERERFRZXGCkIiIiIiIiIiIqIlxgpCIiIiIiIiIiKiJcYKQiIiIiIiIiIioiXGCkIiIiIiIiIiIqIlxgpCIiIiIiIiIiKiJcYKQiIiIiIiIiIioiXGCkIiIiIiIiIiIqIlxgpCIiIiIiIiIiKiJcYKQiIiIiIiIiIioiXGCkIiIiIiIiIiIqIlxgpCIiIiIiIiIiKiJcYKQiIiIiIiIiIioiXGCkIiIiIiIiIiIqIlxgpCIiIiIiIiIiKiJ6bUOoFiPPPIIvvWtbwEArrzyStx1112e9cePH8f27dsxMTGB973vfbjnnnug69PXTU1TkQAABYBQYFkWNE1FQFehqsBUzIJpCaiqAk1VYCVfA4CAgGkCQqSW6aoCUwgkEgJGQIUQAglTQFUUuw0AWnJbCdNy1ikqIIS9zrSE086ZdyYhAhoUAImEgKoCRkBDImHX1XUFuqY67zVVgaYpUJOxJkwLlgUEdAWKApgWoGsKFEVBPGHBNO3+tgRURGMWLEtA1+z4Ygkr1W8hICwAioCmqjBN4XltWgKapkBTAcUUAIAEgKGRCKCp0AGYppXzGJiWHX+lylLltIYCiExZMC0Lmqoi1KJiMhIvuH4oFMCEq35bi4pIgfVl3VOnx6FpWlF1K9V2KXXrpe1S91s9CRgazGQC9eYbO18qip0/Zd5UFEBT7DwYiyf3YTLPJUw7Jzu5TlOQkNtUFBiGinjcApLbPHtuEkLX7FypqggEVCRMC0LYuTRhCpimvS1VVWBaFoDktUJRoGl23m01VFgCmIpbzrY0DTBNIBCwy1sWkDBT16B43IRpCeiqioAGxGScrtw3U3NiPfWrnj5L5eaF6YiF+8UrYGiImcCp0xPQNA2GBsRjZk1iAbIfJ/kZsyyBUKuOaMwCYI/rAHjyJBQkx4DJca4lIBQAMu8qCoyAao8rnXGyAISCYIuKqZg9Rg0EVAgrOS5WAV1TEdAVRGMWNE2BmbDHljKHKoqC0+9EoBr2fYDMB5qmIBazYAk5vraXWyYgFOGM59UCx5T2tUO12xaYMXm0FPWUe4kaWb7Pkt96AFnryGuLvM7Ja4vcjmFoiMW8uT6anB+wkmNJDQK6oSEaS10v9eQcgWUBigok4gKmsNtXkrlfjmXlNUFR/Ma7dvlEQsBK1pfjcDtvAwFdhWXBMzZvNVTEEvacRUBXAQHEkzEPj0SA5DyIpqmIxU0IATu3awrM5Jhe0xR73JywYJr2HIxlCdf1KDnPoilQFQCKgnjcgkjGqen2XIrpmksxLQsKktc20/LM+RgB+15BAICw95umKE7cAV2BpqXiGTobgWboMIWAoamIJVL3Aq0tKiZjqTmZkKFCAcoawzTUBOErr7yC73//+3juueegKApuvfVWvPTSS7j22mudMnfeeSfuu+8+LFq0CP39/Xj66aexdu3aaYlH01SMROJ46sXXsOoPL8HDB45iaGQSnR2t6N/QA0NX8fm9/+Us27q+B8d/dRq/994wpuImolMm9uxP1dmyZjEMQ8UXHvsROtqD2LBqIXY/ecRZv+nmbjz/vV+id8UCAMCufQOedUeO/wZ/2H0RHnjssLP8L9e/D5YJfOmffuSKYykOvPQL/PBng+jsaMW2vh7sf/E15/3m3m6EO1px9p0pT/v9fT34zo/fxId+/2JEJk3sesxuf9nCeehdscATz+bebjz+zeMYGYvi9rVLoOsK/vnl1/Gxa96LqZiJf/3uL53X7n1w+9olmN0WAADPvuvv60FHKJAxyJDHYKer7UqUpcppDQXwm5Go5/zY1teD+R3BgiYJQ6EATvnUv6AjmDf5lVOXbZdev54EDA3nognE4hYi0biTb5YtnIebr12AAy9l5u8taxaj47wWRCYTTj5dtnAe1l33uxgdm/LkrPT8ua2vB9/98ZtYctl835y8df1S6LqKbx/+/zLWyVz5xce9+fp7R3+NDyx+N9padez4u1cy1l25+N1QVOD+rw24+vY7nm2nx9nf14Pz2w2cGYvNuJxYT7m+nj5LjKX+YwkYGk6PxTJieVe7UZNJwlz75jcjUezcN4Cbr7kUv31RB/a/+Bo+ds17oSjwHd/+y3f+Gx+75r2wLIFnD53w5F2/nOUe8373x2/i578ayRgXb+7txpz2FpweiaC9rQUHXvpFRj7f3NuNYIuGloCOgwMnsex//T9obwvg5R+exHPf+R90drTirnXvQyIh8Nx/nMgczxcxppQxr1mxoOHzaCksS9RN7iVqZPnGMX7rP79xOeJxC/f71FE1xffaEj6vBaffmcLP/uc0fve33+VZ/7mNyzEZTeCL/5gak27f0AM9buIe1z36tr4etLXqmIqbiMetjDzuNxb2G+/evnYJZoV03Pt/fug7n7C5txvz3xXCO2NxPPCYtx9GQMXLPzyJa5Z1ZYzT5fWnd8UCZxzsN3exdX0PDrz0GkbHYlnnYP74A5dg9iwDiYRw6sr7CXdMm3u70WJo+OeXX8eaFQtgCgtfeOxHnpjlvcLz3/sleq/9HUSmEp57lN5rFzhzLXKbc88L4txYzLPc7z4k3BFEKBQoeQzTUH9iHA6HsXXrVhiGgUAggEsuuQRvv/22s/6tt95CNBrFokWLAACrV6/GCy+8MG3xJADs3DeAq5d2OYMJABgamcTORwcweDbiWfbAYwPoWXgBhkcmcW485pwEcv1DT/0Y58ZjGBqZxE1XXeqcmHL9wweO4uqlXRgdSw3W3Ouu6bnY+fDJ5efGY87kYCqOw7h6aZfzfleyD/L9nv1HkUiIjPZ37hvANT0XwzThnJgAcPXSrox49uw/ipuuuhRDI5PY/eQRjE3EcPXSLoxN2P12v3bX2/3kEQyejWTsu537BuxvamY5BpUuS5UTmbIyzo9d+wYQmSpssDiRpf5EAfXLqcu2S69fT2ImMHQ2gtGxqCffXL20Cw885p+/H3rqx9AU1ZNPr17ahaGzkYyclZ4/dyXzZLac/MBjh6Grqu86mSvTy1/TczF27RtAIiF81+3cN4Cz70TT+nY4Z5w79w0gZs7MnFhPub6ePkuMpf5jiZnwjaVWXyDMtW/kZ2zRe+c5+WVsIpZ1fCvXP/hPRzLyrl/OkmNemVP9xsV79h/F0NkILuqc7Yxt0/P5nv1HcW48huGRCK7pudjexln7tSwzNhHD7icz4yp2TCljngl5tBTvTEzVTe4lamT5xjF+6wfPRpzJwfQ62a4tU3GBnfvs+Yn09UNnI87koFx2/6MDGEq7R5fj0/Rxc675Cb/x7u4nj2B4ZDLrfMKe/UdhmXAm4tztK1BwTc/FvuN0ef1xj4P95i7kPUGuOZg9+49CU1RPXXk/kR63nPvYuW/Amd9xxyzvFa5e2oXR8amMe5RdPtvUVTVjud99yNSUVdYYpqG+QXjppZc6r9944w1861vfwlNPPeUsGxoaQjgcdt6Hw2EMDg4W3c75589ybaM9a7mhEfsD0h4KOAcqtW4SQUPPWCaEcJbnqpNtm+2hQNa6mpq5PGjoObeT7b2qZG8jvf1CYg0aOoJGYf1I329OOUXJOB7yGFS6bCVN57bTuc/denHq9LjvfjctgQsK2Dfl1Gfb1W+7XJX+vJw6PeGbc2Xeypa/hBAZ5dO3Id+n50+Zi/1yssyvyJJj/a4bcjvJv3LwXeeuly8ny/dmWh+d/uXJidXMaaWoRa7Plntr+VliLI0Yy4R/LGJ6Yyn+/LWc5fJ1en5Jr+POoek5KlfOknku11jbHUOuvOrOl5rrKxJyrJytfjFjSmcbZeabes+zfuop96ZrxP1ZjEbpH+P0ynb+5vss+a3Pds8Pxf5T2mzXOb8xb67t+Y1T5fi00PmJbNvxW+a+dvjF6R5X55r3cG+rlHkWWSd9jiTXdSdo5B/b+7VZ6L1Jetzyvfzz7VLHDQ01QSidOHECn/rUp3DXXXfh4osvdpZblgVFSd1BCSE87wt15sw4LEsgHG7H8PBY9oKais6OVoxF4ujsaPUcsM6OVkRj3n8z6+xohaIozvJcdbJtcywSR0BXfNeZVuY2o7FE1u3kem8J//hMC1AU77pcsbr7FU8IJ/Zc/Ujfb3I5hMg8HsljkL6NsstWSN5zyKd8OeS5W080TfPd75qqFLRvyqnPtqvXdqUGU5X+LGqa5ptzZd7Klr8URckony1npedPmYv9crLMryJLjvW7bsjtpH+03evc9fLlZPleU/z7kysnFpvTaqLIXF+Jczdb7i33s1hJjKWBY1GmN/cWf/6mPmPytcyRskyu8Wt6jsqVs2SeyzXWdseQK6+aVovz3rRanDJyrJytfjFjSrmNcsaWDZFnfQSCgZKuKeUoZNzbKPuznH1Rzf41SpylKvR8mc7cm3cc47M+2z0/kr+Tl+065zfmzbU9v3Gq7EKh8xPZtuO3zD2f4Bene1yda97Dva1C5i6ybSN9jiTXdSeeEHnH9n73F4Xem6THLd/L3wLOdR7nOn8b6k+MAeDIkSPo6+vDHXfcgRtvvNGzbv78+RgeHnbenz59Gp2dndMWiw6gv68HBw+fxKabu+0PIewD07+hB/PmhjzLtq7vwcDPTiHc0YrZswxs7vXW2bJmMWbPMtDZ0YpnD53A7WuXeNZvurkbBw+fxJz2ILb19WSse3ngDWxdv9SzfPYsA3d+8n1pcSzFwcMnnffbkn2Q7zf3dkPXlYz2+/t68PLAG9A0YNv6VPsHD5/MiGdzbzeePXQCnR32bwq0txk4ePgk2tvsfrtfu+vdvnYJ5s0NZey7/r4e39lseQwqXZYqJ9SiZpwf2/p6EGopLP20ZanfVkD9cuqy7dLr1xNDAzrnhjCnPejJNwcPn8TW9f75e8uaxTCF5cmnBw+fROfcUEbOSs+f25J5MltO3rp+KRKW5btO5sr08i8PvIFtfT3QkwOI9HX9fT2Ye14wrW9Lc8bZ39cDQ5uZObGecn09fZYYS/3HYmjwjcXQqh4KgNz7Rn7G/u/rg05+aW8zso5v5fq/+OSSjLzrl7PkmFfmVL9x8ebebnTODeHXQ+ecsW16Pt/c243ZswyEO0J4eeANextz7deyTHubgdvXZsZV7JhSxjwT8mgpzmtrqZvcS9TI8o1j/NbPmxvC9ix1sl1bWgIK+vvs+Yn09Z1zQ7jrT7xzCNs39KAz7R5djk/Tx8255if8xru3r12CcEdr1vmEzb3dUDVg6/rMfggIvDzwhu84XV5/3ONgv7kLeU+Qaw5mc283TGF56sr7ifS45dxHf1+PM7/jjlneKxw8fBJzZrVk3KNs89lmwrIylvvdh7S0qGWNYRQhRH193SiHU6dO4cYbb8RDDz2E97///b5lrr/+etxzzz1YsmQJ7r77bnR1deHWW28tqp2Cv0EIv6cYp56Ek/UpxppiP5wN9hM1nacYK4CuJJ9ibAoYetpTjFUAorinGMsnCANwyhoB1f8pxsmncHqfYmw/SSjgPHFIpD3F2O5vwU8xTj6lx36KcTLeHE8xlo8XbdSnGPMbhLZ6eIqxPOaN+CTh2rZd2H6r128QAj5PMZZPHSv4KcapPOc8xVgI6Gr+pxi7n1SsqYr/U4wte1tqMh4Anqe6mZZIe4qx6ylppkh7irHraWzJ2HVVqdhTjBvlmxjF9GtavwWA8nNQJdXT03q5X/w5T5oUyZyS5ynGtTp/U0/wBUKtWvIpxva4DoAnTzpPMVaT41xLODky+1OMAQj4P8U4WUfXFJ+nGNtV5VOMNU2Ri4p8inHyScko5CnGSI7jK/MU40bJs+nC4XacPTtR9DWlHDPtG4Sr7vhG0fWe//INVf8GYSPEWaq6+AYhavcUY3euTz3F2H4Cvfcpxsk2PE8xVpCIWz5PMU4+vT45npZzCoB3vJv7KcZ2vk89xdjeVuopxvZfKjpPMXZdf1JPMbaceRfnKcbJfjhPMbbsORjPU4wVABagJp9irCiKsy3PU4xdcymmJaAAyacYC8+cT7FPMXbG/J6nGNvLU08xtvdHoU8xznX+NtQ/6nz1q1/F1NQUHnjgAWdZb28vDh06hE2bNuHyyy/Hgw8+iB07dmB8fBwLFy7EunXrpjUm07ScgQcAaACQAOIJ07vMAuRH2nJ9y9SZ202ulLV0AJYcbDmNpYrKbbnXJc9d+0OQLHi+K8k5icM0U+/jQCJuetZbZmr7avI/YdkTmgoAMxm/IuskgFjCdMoiYYea3m8lGaeMUfbFvR33EEJBKknn+n1ueQx0ADBFxcpS5UxG4q79bmIyUtyej6TVjxRRX9a9IHkuFVO3Um2XUrde2i51v9UT9821s08sby5y503AzmEmMvMckMqLsOx86JQBEJ/0tjW3w95/enKjMv/KXJotHpnbrWRujyZS9eS25DrX5caJNZEwPWXjJnxz30zNifXUr3r6LJWbF6YjFu4Xr3jM9OyXeI0/lNmOk/yMaQCmIqmxcPr4US6QY0B3d5y8CyCezI3uPAwAU5HUGFUkx8Xu8epULDn+TaTyp7MdAO+amxoHy3GyZ6ycFrcnB6fFm869D9wFZ0oeLUU95V6iRpbvs5RtfbY68toir3Py2iK3E5+0fHO9k8uT+dCctDzjSzMtMPe4Vr6X41UF3jkFwDveleXdcwjuMe9ULK2NRGp8rCIVi4w5fL7dFwF7vsM97yLnM2Ss7nGzZw7GdT0SrmuCd1uufevqL+C9d5Dl464xPeR+dMUtkvMzcpvh5HVMARCPe8f30Yjp2R+TifKzbs0nCE3TxPj4ONxfZJwzZ45v2R07dmDHjh0Zy9esWeO8XrBgAZ555pnKB0pERERERERERDQD1XSC8IknnsAXvvAFxOP2VyDlQ0WOHz9ey7CIiIiIiIiIiIiaRk0nCL/2ta/hwIEDuOyyy2oZBhERERERERERUdOq6SMpzzvvPE4OEhERERERERER1VBNJghHR0cxOjqKRYsWYd++fTh9+rSzbHR0tBYhERERERERERERNaWa/Inx8uXLoSiK82AS91OJ+RuERERERERERERE1VOTCcLXXnsNAGBZFlTV+yVGfoOQiIiIiIiIiIioemr6G4Q33XRTxrJPfvKTNYiEiIiIiIiIiIioOdXkG4Tr16/HT3/6U0SjUSxevNhZblkWLr/88lqERERERERERERE1JRqMkH4N3/zNxgdHUV/fz927dqVCkbXEQ6HaxESERERERERERFRU6rJBOGsWbMwa9YsPP74457lQgicPHkSF198cS3CIiIiIiIiIiIiajo1mSCU9u/fjy9+8YuYnJx0ls2dOxc/+MEPahgVERERERERERFR86jpBOE//MM/4NFHH8Xf/d3f4bOf/Sy+/e1v4ze/+U0tQyIiIiIiIiIiImoqNX2K8Zw5c/B7v/d7uOyyy3DmzBncdtttOHz4cC1DIiIiIiIiIiIiaio1nSDUdR3vvPMOurq68OqrrwIATNOsZUhERERERERERERNpaYThB//+MfxqU99Ch/84Adx4MABrF69GpdcckktQyIiIiIiIiIiImoqNf0Nwo9+9KP48Ic/jFAohAMHDuCnP/0p/uAP/iBvvfHxcfT29uLv//7vcdFFF3nWPfLII3j22Wcxe/ZsAPYk5Cc+8YlpiZ+IiIiIiIiIiKjR1WyCcHBwEKFQCO3t7fj3f/93HD58GFdccQWCwWDOej/5yU+wY8cOvPHGG77rjx07ht27d6O7u3saoiYiIiIiIiIiIppZavInxk8//TRWrFiBFStWYM+ePdi9ezcCgQAef/xx/PVf/3Xeup/73OfQ2dnpu/7YsWP4yle+glWrVuHee+/F1NTUdHSBiIiIiIiIiIhoRlCEEKLaja5atQp79+7F6OgobrrpJrz44ou48MILEYlEsHr1arzwwgt5t3HVVVfh8ccf9/yJ8cTEBD772c9i69at6OrqwtatW3HhhRdiy5Yt09kdIiIiIiIiopKtuuMbRdd5/ss3TEMkuTVKnERUvJr8ibGiKJg/fz7mz5+P3/qt38KFF14IAAiFQmhtbS15u21tbdi7d6/z/pZbbkF/f3/RE4RnzozDsgTC4XYMD4+VHE89aPQ+NFv84XB7We3Jc5cyNfq5VCuF7rdyz11pph2jmXbezbT+AJU5dwvJvTNx31UC94u/aubemXz+NmLcjRgzUFrc1Rj3Nsr+LGdfVLN/jRJnqeot91Zbo3xeCjFT+jId/ch1/tbkT4w1TXNe5/vNwWK8/fbbeOaZZ5z3Qgjoek2fw0JERERERERERFTXajJ7Fo1G8fOf/xxCCM9rua5UwWAQX/rSl7Bs2TJcdNFFeOKJJ3DttddWKmwiIiIiIiIiIqIZpyYThFNTU/jzP/9z5737dSk2btyITZs24fLLL8e9996L2267DfF4HIsXL8aGDRvKDZeIiIiIiIiIiGjGqskE4aFDhyq6DffvDq5cuRIrV64se/tERERERERERETNoCYThI8++mjO9fzWHxERERERERERUXXUZILw9ddfr0WzRERERERERERElKYmE4S7du2qRbNERERERERERESUpiYThKtWrcq5/vnnn69SJERERERERERERM2tJhOEd999dy2aJSIiIiIiIiIiojQ1mSDs6ekBAIyOjtaieSIiIiIiIiIiIkqqyQShtHz5ciiKAiEEFEUBAITDYXz3u9+tZVhERERERERERERNo6YThK+99przOhaL4d/+7d/wq1/9qoYRERERERERERERNRe11gFIhmFg9erV+MEPflDrUIiIiIiIiIiIiJpGTb9B6P4NQiEEjh07hnPnztUwIiIiIiIiIiIiouZSN79BCADnn38+tm/fXsuQiIiIiIiIiIiImkrd/AYhERERERERERERVV9NfoPw7rvvdl6fPXdOIJkAACAASURBVHu2FiEQERERERERERERajRBeOzYMef1n/7pn9YiBCIiIiIiIiIiIkKNJgjlbw6mvyYiIiIiIiIiIqLqqskEoZuiKEXXGR8fx/XXX49f//rXGeuOHz+O1atXY+XKldi+fTsSiUQlwnQEDA3QNSQUBaqhQ2vRYWkaEooK6BoCrQHowQCEpiGhqhC6BgQ0CF2DHtQBXYOZXK4YOhKqikAwANXQYWmqsx0E7Ha0ZBnoGozWADRDh9A1CM3ejhLQoDv1U3EYoQCEruHU6QlA16AaOhKKAqFpyfa05HsVAUODamiwNNWJTeiqXdbQPP3XNBVCU526mqZmXZ6tLNVGuccjYNjnnXMepZ0buYRCAU/dUChQVNvl1Jd1T50er1nbteh3OcerHrnPX9XQAE2DmeybHtQRCAagBOwcKHQ7zzn5Upd5285rRqudH905WjV0J7c7uTf5ujUUgBbUU/tTt/Ou3Ldaiw7N0J32LU2FaugwWgMYOhtx8qoeDMBoDTjt5Muxsp/MoY2t3Bw0HbGUmpOmIxbuFy8jmWvkfjGCNf258Izj1Jp8HwjqnrGrzIMyl5qqnW9l/m0JBRCQuTeZW+2xqQrNyb8qLM3OlUjmaEuz87HM2zKfOjk7WUZNtm2PX1Pj0JGxKHMoETU0v3s4Oc6X9+ymqgKa5rnHd5fLdz+Q7doj2zZd10fhGscaoQBaQvZchGJonvmIVte1VU2OyROKPX8hdNWZSxGuMbpiaM4YWmvRoSRzvcz7wnWtUA3dbjuQ7H+yjJyLOXV6HEK3Y5bXKznH4r5GBYKpPqme8bw9X+O+x5DLZOzOHIuempNRDc25XrljFsn7CyOYKpNQVM89iLxP0YN2/4WmIpGwIDQVQdd+VtLmfmS/3NfAUtVk1GFZFt555x0IIWCapvNamjNnTta6P/nJT7Bjxw688cYbvuvvvPNO3HfffVi0aBH6+/vx9NNPY+3atRWJO2BoODMWw859A+hoD+LTN12BSDSOPfuPYmhkEp0drfj8xuWYilvYtW/AWbbp5m48/71fonfFAux/8TX88GeD6Oxoxebebvz8f87g/VdcgHfGY57t3PGJJfj6t0/gjz9wCR7/5nGMjEXR39eDWW0BDJ+dxENP/dgpu62vB5aw8IXHfuQs6+/rwXd+/Cae+87/OG3J7WxdvxSBgIpHDvwEc9oNrLvudzE6NuVp3x3zu9oNxGOmPdCKxLHT1bf+vh6c3244+8W9H+JxC/enle0IBWCaVkWOBxUu27Er9HgEDA2nx2Ke83pbX49zbuQSCgVwaiSaUfeCjiAikXjetsup36xtl3O86pH7/O1oD2LddZdl5N1YwsLOR739BYD9L76Gj1z5Hidn3njlb+MDi9/t2Td3rXsfEgmB3U8ecZa5c2b/hh7omop7/89/Oeu3rl+Kf//Br/Dqf5/G/3vrMkSnTHzxH3/kqT+nvQX/9xdD2PuNnzkxtbXq2PF3r/gel3z9ZA5tPOXmAcbSXLEYQR3D70xlxBI+rwWxaGX/wbsQ2faNqgjocQ1jE3HsfvIIOtqD+N+r/xdURUU8YeLBfzqSMZ5cs3JBRh7d3NuNb//oTVzT0+Xk32UL5+Hma38HDzx22FOuo70Fj33z584Yeuv6Hhx4yTumDrZoEAL455dfx/rrfjc5Dv0BcygRNSy/e7jtG3qg6yoe/+bPseoPL8HDB476jl/vu+33MTEWz3s/kO3a0zkniOHRqNP23/7lB3EuIjLKzZ4VwOjYFKJTZsa49akXX8PoWCxjTHvXnyxFazB1HXHHH2zREDR0aJqCc+MxPHvoBD52zXszxuq3r12C9rYA7tmbuq5sv6UHwoJnf23r60FrUMOj//ozzz1BZ0crtq1fCigKdmUZe9++dglmhQIZ165giz3Rqioq/v7ZV5NzLD0ItWqYjJo5tzf3vBaMjk3hwX864ltmW18PZrcFkDAtvPDKG/jA4ndDVQSicQ3RmD0WSN/Xcu7oI1e+B//ynf/GmhULSr7e1eSf0l5//XUsX74cy5cvx+uvv45ly5Y579///vfnrPv000/jc5/7HDo7OzPWvfXWW4hGo1i0aBEAYPXq1XjhhRcqFnfMTJ1sN111KUbHos6BAYChkUkMno04Hxq57OEDR3H10i7s2jeAq5d2Ocv37D+KDy55N4aTr911vvzEEVy9tAt79h/FTVddiqGRSezcNwBFKM5JLcvu2jeAc+Mxz7Kd+wZwTc/Fnrbkdh547DA0RcVNV12Kq5d2YehsJKN9d8wyfySQ6r+7Hfd+ce+H+33KVn94S0D2Y1fo8YiZyDiv3edGLhNTlm/dianCElY59Zu17XKOVz1yn783XXWpb96Vk4Ny2a59Axgdi+LqpV2enHlNz8UZ+2ZsIuYMOOQyT+59dADDIxHP+gceO4wbP2ivHx6ZdCYH3fWHzkbQs/ACT0yJhMh6XPL1kzm08ZSbBxhLc8UyFRe+sUzFa/NzPNn2zazWFgydjTh586arLsW58RhGx6LO5KAsL8eTfnl0z/6juPGDl3ry79VLu5zJQXe5wbMRzxj6gccyx9TnxmMYm4jh6qVdHIcS0Yzgdw93/6MDGErmRDk5KNe5x6+JhP81Jf1+INu1JxqzPG236AHfcpYJnHN92Umu25mc+/Ab037xHw9DgeI7/j43HsPQ2Qg0RcWD/2TPifiN1Xc/eQRDZ73XlbPvRDP21659A9AUNeOeYGhkEqPjqYlRvzh3P3nE99p1bjzmXPdScyx2O/m2l0gI51rpV2bXvgFYFmCaqfsWed2V7WabO3roqR/b19wyrnc1+Qbha6+9VnLd+++/P+u6oaEhhMNh5304HMbg4GDRbZx//izXNtqd16dOTzgHoj355yfyvRQ09IxlQyOTaA8FnP+7lwshCq4zNDIJ07J8ywYNPWOZ+5ul6dtRFWTEkq19UwhcEG7HkOvD4S5nClHwfoCiePZpIYotX2+qGb/73HXLduwKPR7uc99dX54bueuO+9e18tctt37ztl368fJTzXPYry33+Svzklu2fBM0dAQNb37T1OLytntb6etljs3Vvvvb8TL3ppfzy7F+/Sw1h1ZarduvR9lyb7l5oJIYC2PJpvjz1/LkvULHk9nyqLtOttwn83n6dtPLAHDK1WsOLUQjxOin2nFnO3fTNer+LFSj9I9xehVy/ma7h/Mb48p1Mjeqiv/69PuBXLnevTzbPES++Qz5On1dtvhkLhfJOYZc20i/rmSLQwiR9x4i1/Un1zL3NUe45kWybc/d72xlhBD2PYPive66y6TXcc8dlXO9q+0Pm1SYZVme3zQUQpT0G4dnzozDsgTC4XYMD485yzVNQ2dHK4ZGJjEWiSOgK857KRpLZCzr7GjFWCTu/N+9XFGUgut0drRCU1XfsvLrpu5l7m+Upm/HEnDe+/XD3b6mKPZ+0Pzb1pTC9wOE8OzTfNKPQaMpNv5yL0jy3M2Q5dgVejzc5767vnNulFJXzV+33Ppsu/jjla7Qc7hSgynftlznr8xLheSbaCyBeEJ41pkWisrb7m25uXNsrvbd1yCZe9O345dj/fpZSg6ttEbPyX4qce5my73l5oFKYiwzM5banL+qJ+/JMbFcn208mS2Puutky30yn6dvN70MAMQTIuvYttY5tBCNmmdLiXvaxr1pbTTC/ixnX1Szf40SZ6mqOe4t5PzNdg/nN8aV62RutIR/Tk6/H8iV693Ls81D5JvPkK/T12WLT+ZyJTnHkG3exe+6ki0ORVHy3kPkuv64pS+T1ybZTr7tufudrYyiKLCEgBDe6667TK65o3zXu1zn74z6td758+djeHjYeX/69GnfP0UulaEB/X096OxoxbOHTmBOexCbe7vtAwD7wMybG7L/Zt+1bNPN3Th4+CS29fXg4OGTzvLNvd34jyNvIpx87a5zxyeW4ODhk9jc241nD51AZ4f9d/xCEdiyZrGnrP23/4ZnWX9fD14eeMPTltzO1vVLYQoLzx46gYOHT6JzbiijfXfM8rdMdaT6727HvV/c+2G7T9kZNSPdQLIdu0KPh6Eh47x2nxu5tLWovnXbWgpLP+XUb9a2yzle9ch9/j576IRv3u3fkNnfOe1BHDx80pMzXx54I2PftLcZuH3tEs8yT+7d0INwR8izfuv6pXjuP+z14Y5W3PUn78uo3zk3hIGfnfLEpCcHOO5lfjnWr5/MoY2n3DzAWJorlpaA4htLS6D4f+yuhGz7ZnxyCp1zQ07efPbQCcyeZWBOexB/8UlvLpXjSb88urm3G8/9xwlP/j14+CS2rl+aUW7e3JBnDL11feaYevYsA+1tBg4ePslxKBHNCH73cNs39KAzmRM33dydkS/l+FXX/a8p6fcD2a49QUP1tD2ViPuWUzVg9izDd9x68PBJ3zHtXX+yFALCd/w9e5aBzrkhmMLCX3zSnhPxG6vfvnYJOud6rytzzwtm7K9tfT0whZVxT9DZ0Yo5s1qcPvnFefvaJb7XrtmzDOe6l5pjsdvJtz1dV5xrpV+ZbX09SD5zxrlvkddd2W62uaMtaxbb19wyrneKcP/9UwO56qqr8Pjjj+Oiiy7yLL/++utxzz33YMmSJbj77rvR1dWFW2+9tahtZ/sGIWD/+H/cAhKmgBFQoSj2rLFlCeiagkBAhRBAPG7BFAKaqkBRACGAgG4/hca0BFRVgaoqSCQsBA0NpiWQMAUsIaCrCqAAEICmKoglLGiqAiOgwjQFEkIAFuyymgJNU2HJ+sk4DEPFVMxuS0+2FYu7tmNZqfeaAhN2n4QAVDXZuFBgaPD8iKmmqUgAMC27bzoA07R8lwPwLVuMRvlXv2zq5huEyH7sChUwNMRM++vlmqpmnBu5hEIBTExZTt22FrWoH38vp36qrt3v2rRd/X6Xc7zc6uIbhPCev0ZAhWXCyaWBgAIFChKmhbhpH2dDT+bF5OdBAZCwBDRFQYuhYiqeOicUBVAVxSmvqwo0VcFU3IKuKWg1VMQsICHraAoCuorolGl/lnQFEHZOjpsCqqJA1+z/pmIWLJGMU1ehKkAsbiEh48yRY2U/E5ZVcg6ttEbPyX6m+1sA5eagSio3J01PLNwvbkZQx1RcOPulJaDkfEBJtc/fUIuKyJSVHEumxp4thmoPHQFYlh2/qtjjWQVAi6HCEnb+M017rKomx7gtenJbyTpGIDVeVhQFAU2Bptk52UrmfU1TYJnCKaNr9iSqaVmASP2JlBLQEJ1K1E0OLUSj5ll+g7A84XA7Vt3xjaLrPf/lG6r+DcJGiLNUdfcNQvjfw6maYv+WoGLfs1vCHuOqGpx7fHe5fPcD2a49sm3LsucI2lpUTMTsPK6pClpaVCiw50MEANM1n9Fq2NcLUwgYyTxvWgIBTYGVnOdQFHsOwrRk/AoUALqmwLQELAEIS0AogKYozjbkWDugK4jHU+N/OccSd43Z2wwV0YR9vVJVAAKpa5QKGJqKWMLukxFQIVzjeU1ToKupewy5TAGcOZ5Y3HLuDeTxNC372hhw9VtTleQ9hn1PYlrJ8b7rnkXep1jC/mvYRMLC3NmtOHtuEq0tGmLJ/Yy0fS3njkTyQpzvepfr/J0R/5C2ceNGbNq0CZdffjkefPBB7NixA+Pj41i4cCHWrVtX0bbkB0oHYMXsna4m/0MCiCfs9UqyDJLHRQGQSK7TkstF8nU8mrYd17E0XeVjrm3L7QgLSMTNjDhiCRMKgAuSSc6S8ZhA3Ez1AaZAsnrq66Su9uNp+cM0rVTfTAEzz3K/ZVQb2Y5RoeIx01XfzDg3colE4p66kUhxrZdTX9aVn4VatF2LfpdzvOqR+/y1Yq5cagIJV99k3o2n5UtnHYDYpJmRo620+qZ8nQAm0/N6ws7nMqea6e0DsEwgBqBTDjSt1DXAKWfmzrFWzJurG/wQNq1yc9B0xFJqTpqOWLhfvGLRhGe/1PrhUunHaTJi5085lpRjTzPtoS7pX1if8smjcmxqJsfTzj8um6ZnG6Zp52QFqTGxlfC2YyX3k8z5creF57ZhODrGHEpEDcvvHs40vWNcdy70K5fvfiDbtUe2LcfckYj7/gKIpV0v3fMZkwnTNaZN9UFYdkzyquFsD4Aw7TmSWFp8sry7rGUCUzFX/y27jCznjC8SqeuVvBA41ygTiMe9cSItHvnPhekxwr084R3ny33m7re8v0ifJ0lvMzbp3Y6uq1BMC9GI9zrrN3eUfg0sRcNOEB46dMh5vXfvXuf1ggUL8Mwzz9QiJCIiIiIiIiIiooYzo36DkIiIiIiIiIiIiIrDCUIiIiIiIiIiIqImxglCIiIiIiIiIiKiJsYJQiIiIiIiIiIioibGCUIiIiIiIiIiIqImxglCIiIiIiIiIiKiJsYJQiIiIiIiIiIioibGCUIiIiIiIiIiIqImxglCIiIiIiIiIiKiJsYJQiIiIiIiIiIioibGCUIiIiIiIiIiIqImxglCIiIiIiIiIiKiJsYJQiIiIiIiIiIioibGCUIiIiIiIiIiIqImxglCIiIiIiIiIiKiJtZwE4TPP/88PvzhD2PFihV44oknMtY/8sgj+KM/+iPccMMNuOGGG3zLEBERERERERERkU2vdQDFGBwcxEMPPYSvf/3rMAwDvb29WLZsGd7znvc4ZY4dO4bdu3eju7u7hpESERERERERERE1hob6BuErr7yC5cuXY86cOQiFQli5ciVeeOEFT5ljx47hK1/5ClatWoV7770XU1NTNYqWiIiIiIiIiIio/jXUBOHQ0BDC4bDzvrOzE4ODg877iYkJXHbZZbjzzjvx3HPP4dy5c/jbv/3bWoRKRERERERERETUEBrqT4wty4KiKM57IYTnfVtbG/bu3eu8v+WWW9Df348tW7YU1c75589yXofD7WVEXB8avQ+Mv3Duc5cyNfq5VCvV3G8z8RjNtD7NtP5UQqG5l/vOH/eLv2rtl5l+/jZi3I0YM1D9uGf6uVuoRukf4/Sq1/u2RjlOhZgpfalmPxpqgnD+/Pn40Y9+5LwfHh5GZ2en8/7tt9/GK6+8go9+9KMA7AlEXS++i2fOjMOyBMLhdgwPj5UfeA01eh+aLf5yP/zy3KVMjX4u1Uqh+61SF66Zdoxm2nk30/oDVObcLST3zsR9VwncL/6qmXtn8vnbiHE3YsxAaXFXY9zbKPuznH1Rzf41SpylqrfcW22N8nkpxEzpy3T0I9f521B/Yvz7v//7+M///E+cPXsWk5OTePHFF/GBD3zAWR8MBvGlL30Jb775JoQQeOKJJ3DttdfWMGIiIiIiIiIiIqL61lAThPPmzcOWLVuwbt06fOQjH8H111+PK664Ahs3bsRPf/pTzJ07F/feey9uu+02fOhDH4IQAhs2bKh12ERERERERERERHWrof7EGABWrVqFVatWeZa5f3dw5cqVWLlyZbXDIiIiIiIiIiIiakgN9Q1CIiIiIiIiIiIiqixOEBIRERERERERETUxThASERERERERERE1MU4QEhERERERERERNTFOEBIRERERERERETUxThASERERERERERE1MU4QEhERERERERERNTFOEBIRERERERERETUxThASERERERERERE1MU4QEhERERERERERNTFOEBIRERERERERETUxThASERERERERERE1MU4QEhERERERERERNTFOEBIRERERERERETUxThASERERERERERE1MU4QEhERERERERERNbGGmyB8/vnn8eEPfxgrVqzAE088kbH++PHjWL16NVauXInt27cjkUhUtH1NUyE0FQlFgdBUaMn/0pcVUk8KGBqEpiXXaVANzXc7hbSTXn5kLFpw+VIUGxPVTrnHqpbHOv0zEjC0guvKuIdGIlXvdzlxl2umfzaL6Z+mqVANDVayPHQ7z8q6AUPzrk8eK7l91dAATSs5x1NzKzcHVVItc1K6ltYAhKbh1OlxCE1DS2ugZrHU035pZOl5MODKnVYyD/uNbWUZxdAAXYOpqlANHULXnJxcyJiXOZiIqP5UMz+72xoZi5Z93+e+H8gVeyB5/bKvdxpUQ/e95lXKdO5TvWJbqoLBwUE89NBD+PrXvw7DMNDb24tly5bhPe95j1PmzjvvxH333YdFixahv78fTz/9NNauXVuR9jVNxUgkjp37BjA0MonOjlZs7+tBIKDi83v/y1nW39eDjlAApmllrSfLqJqC02Mx7HKt27p+Kb539Ne4cvG7ne3k2oZsxz/WHxRUvlL7o9JtUGWUe6xqeawDhpbxGdnW14N3tRuIx8xpjbuc+uXEXa6Z/tkspn+apmIibmLk7BT27D/qlN/c243Hv3kcI2NRfG7jcoxNxLH7ySOeY7X/xdcwOhbDuusu89QtJsdTc6unz2Itc1K6ltYAhkajGbF0zgliajJe1Vjqab80svRzfdnCeehdscCzXzf3dqOjvQVtAc0Z245G4rh/3wA62oNOrnW/do+35+Qd8zIHExHVk2qOg6bjvk/eD/zwZ4NZtxcwNJwZi3nqbe7tRigYQEtAda559dLPfBrqn9deeeUVLF++HHPmzEEoFMLKlSvxwgsvOOvfeustRKNRLFq0CACwevVqz/pyJQDnQADA0Mgk7t83gMGzEc+ynfsGkMhTT5aJmXAGT3LdA48dxjU9F3u2k2sbhcaaq3wpqtEGVUa5x6qWx9rvM7Jr3wAKuW+rZb/LibtcM/2zWUz/EgAGz0acG01Zfs/+o7jpqksxNDKJobMRZ3JQrt+1bwBXL+3CTVddmlG3mBxPza2ezo1a5qR00ZjlG0s0Vv1/wKin/dLI0s/1q5d2ZezXPfuPYvBsxDO2vT9Zxp1r/fLu/TUe8xIRUfGqmZ+n475P3g/k2l7MzKy3Z/9RjI5FPde8SpnufdpQ3yAcGhpCOBx23nd2duLVV1/Nuj4cDmNwcLDods4/f5ZrG+2p7Y+kJgJTyyYRNPSMZVAUp262elAUmKbwXaep3u3k2oY7xnyxZitfimq0AaCi26qFasbvPnfdyj1W1TrWfk6dnvBt2xQCF+Rpu5b9LifuclX6eFXzHK70cRkaiSBo6L7l25PfLsm3Pl9bueIptE+NZKb1pxKmK/dWUi1zUmYs4/6xWLWIpX72S7pqnSPZzt90ueJJP9fbQ4HsY2afsa27fLa6pYx588VdrxoxZqD6cVfi3J0JGqV/jNOr0PO32irZ/2qOg6brvq/d9W10v+1lG0c4c0QV6Gshc1KV2qcNNUFoWRaU5MUeAIQQnvf51hfqzJlxWJZAONyO4eGx1ApNRWdHq+eAdHa0Ihrzztd2drQCQqTqZqkHIaCpiu8600rbTo5teGLME2vW8qWoQhsZx6DBFBt/uR9qee5mKPdYVeN8yta0pvm2rSlK/rZr2O+y4i5XBY9XoedwpS7yFT8umopoLOFbfixi/yljvvV528oRT8F9ahCNnpP9VOLcnbbcW0E1zUmFxqLWUSw12C9u1cy9Wc/fYuJJO9fHIvHsY2afsa27fLa6pYx5gcbLwY2aZ0uJe9rGvWltNML+LGdfVLN/jRJnqeot91ZbxT8v1RwHTdN9n7wfyLa9bOMIZ46ozL4WOidVTDu5zt+G+hPj+fPnY3h42Hk/PDyMzs7OrOtPnz7tWV8uHUB/X499AADnN1HmzQ15lvX39XhmXv3qyTKGBvt3d1zrtq5fipcH3vBsJ9c2Co01V/lSVKMNqoxyj1Utj7XfZ2RbXw8K+Q35Wva7nLjLNdM/m8X0Twcwb24Im3u7PeU393bj2UMn0NnRis65Idy+dknGsTp4+CSePXQio24xOZ6aWz2dG7XMSemChuobS9Co/rC0nvZLI0s/1w8ePpmxXzf3dmPe3JBnbLs9Wcada/3y7vYaj3mJiKh41czP03HfJ+8Hcm3P0DLrbe7txpz2oOeaVynTvU8VIUR9TVvnMDg4iDVr1uCZZ55Ba2srent78Vd/9Ve44oornDLXX3897rnnHixZsgR33303urq6cOuttxbVTtZvEML+UcgEANOyv/0nD0T6Mr8fys9WJmBoiJmpdZoGmKbI2E6ubfjRNBVKQEN0KlFQ+VIUG1OxGuVf/bKpm28QovxjNd3HOpfUZ8SCpqowNBT84/EybigKIDI/V4XWL6Xf5cRdrkodr7r8BiGK65/9pC8FCVPAsgBdU6CqQCxuQVMVGJoCE0itVxUENCBmCpiWgBFQYZlAwrKKzvGNnsPSzbT+ANP/LYByc1Al1TInpWtpDSAas5zPTNBQq/6AEqme9otUb99iKSSe9DxoaAriJpCwBFTVzr2KKTLGtiYUJCyBQECBsOz6AV2FaQl7PKwq0CDyjnlnSg5uxJgBfoOwXOFwO1bd8Y2i6z3/5Ruq/g3CRoizfXYrgi3FT5nE4ibeGY3kLcdvEBaumveQ7raCLTpE3Czrvs/QFOd+IFfsAUND3LLvJVRVga4pAETGNa8Uhc5JFdNOrvO3of5xbd68ediyZQvWrVuHeDyOj370o7jiiiuwceNGbNq0CZdffjkefPBB7NixA+Pj41i4cCHWrVtX0RhM04KC5I4zBeTw0W9ZIfUAexCaWgdYpr299O3k2ka2WMNz2zAcHSuofCmKjYlqp9xjVctj7f2MmIgX0biMWybXava7nLjLNdM/m8X0zzQtwLS/Mq8CQAKwXHXlcXHWm0DcTOV1KzlRUGqOp+ZWbg6qpFrmpHRTk3EoAC5I7pepydoFU0/7pZGl50G5H93jW786soyI2cs0AFbM8oyNCxnzMgcTkRRs0UueyKTKqmZ+drfV0R4serLT7zpWSOxxz72C//WukqZznzbUBCEArFq1CqtWrfIs27t3r/N6wYIFeOaZZ6odFhERERERERERUUNqqN8gJCIiIiIiIiIiosriBCEREREREREREVETa7g/MSYiIiIiIiLKJxY3S3qgRHQqgbFzk9MQERFR/eIEoQ9Vha+29wAAIABJREFUVXxfN6pG7wPjr8+2GhH3T2l4DpdnpvVppvWnEgrdJ9x3/rhf/FVrv8z087cR427EmIHqx11Ie0ZAK/lhFRMNchwa5XxhnLVpp1j1GlcpZkpfqtkPRQhRX8/WJiIiIiIiIiIioqrhbxASERERERERERE1MU4QEhERERERERERNTFOEBIRERERERERETUxThASERERERERERE1MU4QEhERERERERERNTFOEBIRERERERERETUxThASERERERERERE1MU4QEhERERERERERNTFOEBIRERERERERETUxvdYB1KMzZ8ZhWQIdHSGMjERqHU5ZGr0PzRZ/ONxeVnvy3KVMjX4u1Uqh+63ccxcAEglzxh2jmXbezbT+AHafdF0raxuF5N6ZuO8qgfvFXzVz70w+fxsx7kaMGSgt7mqMext1fwKMvRbqLfdWW6MeNz8zpS/T0Y9c5y+/QZhDuTcM9aDR+8D4qVJ4LEpTzf02E4/RTOvTTOsPUL0+zcR9VwncL/7qbb/UWzyFasS4GzFmoH7jrte4CsHYq69R466UmdT/mdKXaveDE4RERERERERERERNjBOERERERERERERETYwThERERERERERERE2ME4RERERERERERERNjBOERERERERERERETYwThERERERERERERE1Mr3UANDNomooEANMS0FQFOgDTtGodFlHT4meyuri/iRoXP7+Nj8eQZhJ5Pg+NRABN5flM1GTaZ7ci2JKaqguH2wuqF51KYOzcZFltc4KwDsmLAhQAQoElBFTl/2fv3MOjqq7+/zmXOXNJJskASaAqqICAATRAQiURWlDet1xVfi3BKqQ1gsYWaluFoH3RlhJtbW1tpYq0RawF25dX8dpSoRcEBQRaEAERFbxyCUMyuczlXH5/TM4hk5khE3KbyHyfx0dmMmfOnrP3/u61117ruwQQDARDQLYJBEM6ghD+kCCALImEQjqariNJInZZIBDSqapuwJAkdMNo/JyAoBltWmSaG2GKJODzq5z2Bcly2zEMQBZQFIlQUGuPR9JuSBmQKbQWdqcNf7BxbokiDkUk0BBK6FqXy0Zd4My1aXaR+vrErgVQHDKBkGFdb7cJBP1qi9dJkogqgt44/XQDVAlkxITH+/lknDpcNhoa+0mxSRiGQUjVEUUBmyQiiBBSDTTNQBJBkgQkIKgZFk/7dZ1PTtTy7oenKbriAjRJQJIlTpyuB0lCIpp3U3yUwvkMkx8/PVmLJEmt5sf2giSJGDYBQgAGIGDYQGoFX6YQDZsiEdRA03VkSUQSBYKqbtmzGAKSBJpmRHCfue4hGAgIqJqBKILdJhFSdVQtvB4qEoSCGpIkoiHg13Q+OVnLlv98QtEVX+AL2enIktRoB0euYSnuTSGZIUki3voQy1Zt57i3gRyPk8WlhXhctm4xTpOF21NIoTvDYZeZ+r31rb7uhZ9Nx9fGe6cchEkGmyLRENLx1YdwOWysenEv2/YdI8fjZP7MfHbu/4yr8y/kmb8dZOrV/Xlh82FmTxpCIKTzwJM7IhYSd5oNTTPQDIPq2gC19UGy3A7SnDKyLKFq4Q2wYhNRQwaqrluGEhDTeLIpEn7VAEAUBUKqDoKEyyEjiSKablBV7cduF3EqMmk2KWIxkyQRQwobfLpuIIuitXFuarDJoogoJeaciGXoxWo/0K0X3BQ6H3anjeOn/VQ2GTMVpYXkZDladBK6XDY+9UZf28fjSMhQUhwyAV1HD083dMMgoBvYHXKLTkJJkVDVaOe8pEhoDS2P9aYORkPXEQSh1Q7G7gKHy8axxn7yuB3MnjyEX67dbfXZd28ciTvNxv1PvIHH7WDO5MvpleVAFEVkSUTTwxvWP298B199kNmTL+fYqTp6ZjlxCgKGYSCJIthE7IpEIKijNm6Y64Iq9z3xRgQf9XQrEQcrTflNsYnoGhFcnXI6xkbqOSQ3XC4bp2qDHDtVj0OR8QdVcnu46JGudPpGUrZLCEADZ8aHIooYdtDqU2PmXGBTJE76ghHr34KSfFa/tB+vz8/8mfm8sPkwN08agj+g4U5TkCUJQYT6gMYrW9+nMK8PD6/ZZV2/aE4Bz/ztIKd9QW69bigZaQqiJCFKAoauI0kCuT2dXP/lARw/VU9NXZA0hw07IiCgS2BXbIQ0Ha8v2C62YIpnopF6Jm2HCqzZcICy6cNwu2z46kOs2XCAudcNQ+jqxrUAl8tGcwtVbXw/2Z2E5qHGpyfrkCTJOoRIIYXzDSkHYRLAdJoZQFVtkGW/Dxsto/NyuWXaUG6ZNhRJFAmoIWaMH4g/qHHLtKEgCJRNH4ZuGBz3NjB8QC8K8/rgybCj2CQ0HT4+XkO2x8lfX/+APe+e5Adlo6n3q9Y9mhpdpiPSdC6ueHZvxHu9Mu1U1QT4418PMPXq/jzyzG6rnTOvHRThoPzujSNR1SCOTBeGJFqb2zq/ivdUIGIDfk9pIT3cClXNDLamxmQ84y3WKdt9t36RUEjnx82MvwyXYn0O4Li3gWWrtlNZXpT0C24K5462RML5gzprmxlpazccYO51w1scM3VBnX/t+pAlZVchiaDp8Or2D5hydf/ExpsoUFMdinIwZnscCbW9pjbGtVlSQtdKisSpGI7R7CxHQg7G7gJJEmkI6JZz8M5ZI/ifFVsjOOLZfxxizuQ87p93FYGAFsVRmel26hqC3PDlAWSkK3x0rI6/vP4BU6/uz9JntkU8vzSnzL2/2Rpxvcft4Li3weKjpbeNwalIaITHjF89ExXz5VEXRXBnc17sDlEHnbF5TLbncD5F4yaKgGrg9QX4zbo9EfMhzWHr9LZIEPcwJ4VzQ1DDep4Q5tJfrt1N2fRhrNt0iJCqMff6YfjqQvzkqTet5246Dm+ZNpR7Hwtz5aC+HmaMH4hhwLwbhlNTG2krfvfGkaS7bNQ1BPFkOKipDUaMK/M7Z147iHSXjZraoHVPs23nYguaPLNmwwEmFPQjM13B47bjTMLsmc6CrhtJxb3dFgJcN25AhIP8zlkj6A6bFQM4EYNPeyc5n8Y61KgoLaRXs0PbFFI4HyAYhmF0dSOSDVVVtei6QXa2mxMnWh+k2ZoNkCSJ1IU0GoIqmWl2BMLpgJIsUBPjhDPLbccfUBFFAVEUqKr2o2o6TruMKAgsa9zolky8jN490/DWBHA6ZDxuO6qmo+uGZXSZyPE4KZs+jGWrtluvfzRvDLoB6za9w6s7PiTH46SyvJiK5a9RNn0YG3ccYUJBP9wuGxlpdu5f+XrUdy69bYzVxmBII7dnGh8f91mGm2n0ZaYr9Mp0suK5PWzbdyxmu8L3L0Jo9hwNSaRi+ZaIey8pG23do3l75lZujOqDFRUTkDtoGrR2DCWqLxAP5thNIQxJEgkYBqpqIArhuSXLAnZBSMhYNWSRmtogp2sDVpRLVrqdjHQFQT379ZJdxusLRDjjF3+jEI/bjhZoOU3YkCUqHn0tahxX3lGMECM6sPm1L24+zDWFF0c7J1u49lzv3daxa+JcOPdcYHKvJIoEQhrpLhuiIPDO0dN4MuxkpinY7RLe6gBrNhygdMpQlqyI5s4f3TYGgXBEtSgILHo0zJEr1++N+uyPby/ioT/s5OBRr/VeU+4FePBbxfTu6cJbE4jg/4WzC3jt3x8x5JJelrN6444jzL1ueGMKuoCAwKLlMfotBneeK851XYTOc9zFWhfO9hzaY+zG415znDWPlGseXX++QZckTlXX0zPTZUkoVFXX0yPThah17masLVzbkUh0rnXk+E20Pc3tXgRY89eDXP+lgUgigIA/pOJq1FP67fNvMaGgXwRPDurroWTiZY2pwSKfVdWR5bYTCukWZ8Sz75aVF6Hr4WjtihgcaHLy0tvGgCAwd9mrUb+htbagIYmseG5vxIF5e3FaW3i2KyE7bHz/l/9q1RrUkXbvGckmAQyj+xzOyBKPP7vH2meZ6/2864dDF3JSIkhWPm0JhiyxIsYzn3v98A61e5Nx39Zd+ScWuvNvyc52n3OKcVtth1QEYTujtRsgQxJIt9mw22Q0PZzyu33fp4wY3Dsi2s3jduD1+bHbJD48XsvGHUeYNrY/f3/zQ7486iKqa8Mn8R63g5snDeGRZ3ZbjsKemQ403cAfVKlrUCNIG8Knp26XLeL1qRo/D6/ZxcLZBXx4rJaDR71ous5xbwPZWY4Ig+jBbxXH/E7DgMWNmzTzJCYr3W45B812Nj3lPe0LWpvnpu067m0Ipx43e36abuBxOyIivMx7NG+PKArkeJxRi5YkCqAlFzmnEIlzjToSbRL11f6o+ejMdCR0vSyKhDQ9Ihrh+zeNRBZFNM5+va4blnMQGqMUfr+dB79VnMhPRtP0mOPY1Gs6GyQRrs6/0HLcm5HCkii00Oq237s7QHHIqDoE60MsW/VGBEdt3HHEipz+4dwxLFu1nbLpw6ipC8R8Jqd9AX73/D4r9djkrZjPTze4edIQnnp5PwePeiM4ztwce9x2QqrOmg0HIsbOn149yNeuGcSDq3c06dNCwOBnT+/C6/Pzo3lj4t43GfpNhU6J4tZ0I2megyEJeE9FR8q5stMgefdKHQ6XXUTwONEb117dMOjpceK0ifjrO/fBfN75rqPR3O41s1++ds1lqJpBQ0AlqGp43A6q64LU1ge5edIQZEmKcA42twkXlORz2ncm4wTAocgx+6qq2s/vnt/Hd0ry49q4Jgc47VK72IKabjChoJ/VZvNe53NmSkiNM5e6gHuTLZK8VRDghi8P5GdP77Ta/r2vj+wWEYTdl0+N2FGbKaRwHkLs6gZ83hBvA9Q8XkhxyCCH0/2qqgNULH+NuZUbWbx8C3mX9sJAtxxpP51/NXfdPJLePdI4Wd3Axh1HmHp1f57/12Gu/9JAfrl2t2U0zRg/0HIO3jxpCL9Zt4d5D2yk4tHXUFUDj9tOjscZ0ZYcjxNfE12IHI8TtZHgH1y9gxnjBza+Z5DjcaLY5AiDqLo2GPM7PzlZG/EcKldtx+WwkeNxWu1s+vdHntnNjPEDY7bLMt6aP0ebyOzJQ1i5fi8Vy7ewcv1eDGB0Xm5Ue2RJYHFpodVW01hI7gUrBdPIq1i+hbmVG6lYvgVvfQhJapm+Qqoecz6GWoj+M6HpBq/v+YQlZVfx2MLxLCm7itf3fIKWwGlfSDUYPqAXj941nscWjufRu8YzfEAvQgluQCRJjDmvJKllC1HTsVL+Ify7H3hyR0LtBpDEOPeOMQeTGU6XDUOSUAUBQ5JwumwoDpkT1QHe/6TaGhuD+noomz6MYEhj9qQ8BvX1cNzbgD+kUjZ9GH1z00l3KjGfCUDplMv5xdpdfPCpz+KtWJ/VNCOC53I8TvxBlUF9PcyeHOZrcx2YenV/BvX1WNdPKOhnOQfB7NPtHD3m4+ZJQ/C4HXxysjap++1sjrv2hNR4GNQUXfUcVM2IcHCYqZbqeX4opRsQCGh8dNxHVbWfj477CAQ0uiKQ4vPCd12FpnbvoL4epl7dn3sf28rcyo3c98Tr+IMasixy72NbWfncWwDIkoRNPvPcm9qEJh/LkkhuDxfDB/RicWkhleVFZKTFtmGDIY2bJw3hs1N1Mf+uajo5HiefVdWh6QYLSvLbbAtKokBmutIpnNZd0LRPTXQZ95LYfiwpYWA5ByHc9p89vTOcv5vkkCSR0Xm51pxdXFrI6LzchGzXroSAYDkHIfzMH16zqzv4ZFNIod2RchC2MxLZAJkb1EWPvoa/Uf+q+QImiyLXj7uUW68fSjCksXj5Fm7/ySZ+9ad/c924Abyw+TATCvohSwLHvQ2W8WOeksZywC1btZ0TpxuiDCMzasZ8vaAkH6dDtjbJmekK82fm839/P0TFnEL8wcgoxHWbDjF/ZvR3rt3wTtRzEAQadbtiG1WZ6UpEO9ZtOhRlvIU1G0VUQUDTiNp8PfDkDm6ZNjTK+BM0A4/LRmV5ESsqJlBZXtQ9ThLPc7TFyFO12PMx0c25KAqMHXER9698ndse3MT9K19n7IiLEBMwdu12kUlFl0RcO6noEuxKYjqAiiyyaE5BxDheNKcARW6ZttvqiJEkYt472Q28pnA2Fh8xD18qlr/GMa+foGpQuWq7dahiRq6sXL+Xhb9+jftXvs7Nk4ZwTcFFaJrByvV7ue3BTax+eV/MZ9Iz02EZlSYXbtxxJIoTF5cW8uw/DlnRLKZ21iVfyOCum0dG8VjzA5N4nOlQZOuzaze8E/MQBCGcDpeIU70j0VmOOxmS5jBI14nZb/p5vuxo2hkNworlW/jNuj14fQG0LnCc2hUxXHyqmQ1jV1ImMpyxuY5762PySNP1Jpbt+fCaXdTUBiMOrm97YCMrnt1jPXfTdm3Ox4uXb2FS0SVs3HGEiuVb4vKwwx7mwbUb3oni3gUl+bicMnfPHsXaDe+gaTqrX9rPj+aN4fGKCVSWF+NOCxdWaA1HyhD30F0Wz8+xk5lmTxru7awDqY5AXNu1G7TdqYiUTBwcEbhRMnEwziTn0+78zFNIob2RCp5qZ0gJpLEGQoYlio8Qe/Pg9QWYXHwpHx7zReitmMZW2fRhZKYrSJLA9eMuJcttZ0FJPv6gGmFsNf9eURBY9eLb3D5jOL17pIEgkOaU+e+rLua6cQPw1YeswiCmZku6U+GRZ3bj9fn58qiL8LgdEb/x4FEvL2w+bGnAeH0BgiEVr88fcf8cj9M6/OqZ6Yj5nHplOsM6MI1VjO+ePSpCN6R5ykC89GYBgcryopgpqQKNA18zzucMr24DPY6Rp+thcfmzQRSJOc5EUUgovU/XjSgHfuWq7TxwR8tpwqpqxIziq7yjOKETyYaAxstb3o8ocvLsPw7xtWsHtZxiLMThISExR4ymw+bdH517gZUkQEMwdvTo0tuKOO5tsKL84kUzLym7KkJb1dRHXVJ2FbUNQTLS7Kzb9A7Xju4XwYVPvbyfGeMH0runi2XlRXh9Abw1AdxpCuNGXMi1o/vRM9PB0tuK8IdU/AGdOn+oxQMTcyPavE999SHL6ej1+clyK1SWF6HrYGDw2+ffiig21ZWHIqbjrnnKl0z7Zttqmm4dBnV1JU1Zij0XZUmge4SydAxCcSIrl5UXd/rJtaoZZKTZ+PHtRRiGgSAIiCKpjSGJpWk2tXvj2Z4ORY7iWpNTK8uLCTUecsfi4wee3EHZ9GFs23fMuub+uVdx2hfAVx/imb8dZM7kPI57w8Wennp5vyU748lw8PAfwxIM3/7alZZd6vX5sckivrpgVEG7RDlS03ScihTFaQtK8vGH1PNSZ1QUhaTh3kT2Y8mKeJJIYoI2XFeiIUbgS+Wq7VSWJ2b7dhXijpdu8MxTSKG9kdzu/G6IRCIXTC2/GeMH8mmclLDq2iCqZsTVW8lMV8hoLGrylTGX8IdX9qPrBr17prH0tjEYBjG/11cf4uBRL/ev3IYBrHrxLYIhjftXbqNi+RaWrdpuaWNlpissKMm3nIPzZ4arCv9y7W4q5kT+xlkTB1NV3cDPnt7Fz57eidul8N0bR0ad4p48Hd4EVNcFuOcbhVYY+oPfKmbpbWNQJMIi0ZqGHtTI8bgQNN0yLppHk8VLbxZFEDQd2TAirk+h+0GMk/6VSBSfLIlREbMLSvLDm/ME0JYIxLPpsCQCURTY8+5J7vjpJm57cBN3/HQTe949mZCBKIhERVHMn5mPkCDjK7LINYX9OO6tw+sLcNxbxzWF/RKKXkwWxOs70/A2o/3iReZJjdHZTbFt3zEkMcw7v1izi1d3fBjFQQePelm5fi8fHvPx3sc13PXI5rD0gWHwqz/924qKqW0Ioqk6n1bVkt4YUdgUOR4nPTIcPLZwPMvKizh01BsVOTN/5pkoa39QtSKlBU1HFOHex7ZaG+pkSK9q6rjr6ChuTdOTYg0wMLhz1oiIfrtz1giM7pAr1oHQ9dj82BVi7bpu8OLm9wiGwoXcgiGdFze/Z+kjns9IJIJfkQQrEjCevII/qMZ0Hm7bdwxNN6iu9XPnrBFx+bipTva2fcc47QtYNmuYl89EJx886mXZqu08vGYXRz/zWTatYpP47o0j8fr83FNaiChiOQeb/jZDEqwslZYir0NBjSy3wu0zhlNZXkTZ9GGsfmk/9z3xxnnr/08W7k2mSPLWQpKEmLZrd8ji0OJwe7JHbnbnZ55CCu2NpOLJX//617zyyisAjBs3jrvvvputW7dSWVlJIBDgK1/5CnfeeScA+/fv55577qGuro5Ro0Zx//33I8syn3zyCXfddRdVVVVccsklPPTQQ6SlpXXab0gkcsHUu3G7bKx68W0Wzi6IEJ6fPzOfFzYfZu51w62IwOYnGh63nVe2vs+koksRRSGqitp9t34x6lRz/sx8nnp5v/Udx07VMeu/Bsc9qeqVFXa0fXNaHtW1QUtYP8fjJM1l49tfuxLFJpGRZue1f3/EuBEXUjrlcjwZDjbv/ogvDuvD7TOGW5UbM9MVQiGd22cMx6nIZLhszJo4uFUCws1TBsxNfvMKcu0dkZJCF0Iwovp4/sx8EFo2NmRJIMttjxiHWW47siQQTODWbYlANDUEo04jE4wckhuNFTPKpqlzU29pcBvwwubDEcV7Xth8OFwBLwEEVY3ahlBEYYXvfX0kDruU1CfATRGv76RGLdJlq7bz1Mv7LYOw+edscfrv06q6iKrD+98/ydLbxuD1BaiuDVoFpDLTFZ77x2Gr36qqG2JGxaxcv5eFc0axaE6BFXFqpjiuXL/Xiv5bNKeAnfuP8Z2SEfTMDOsNPvVyONo7XOFeQdAMizuTqVBHU2iafn5FcRvw3D/fjZiLz/3zXeZeN6yrW9alkOPMr66IrFRsIuMapSSa2hGKTSSYxFU3OwOJ8EhQM1i74QBl04fRu5cryva8c9YIFEWkpvEwJXo9hf/7+7t87drLcNltcSOlz/ZaEAQWzSnkgSfj27yZaXZ0QyfNYQNNJxCKdmR43A5O+4KtskuDIZ37V26L+eySapN1nqHpfqzbVTHGwGGXImxXhz0xeZquRltt366CphvYlchnblckNN3oNnZvCim0FwTDMJLCpb9161YeeeQRVq9ejSAIlJWV8dWvfpWHHnqIp556ij59+jBv3jxmz57NuHHjmDJlCkuXLuXKK69k8eLFDB06lBtvvJF58+Yxbdo0Jk+ezKOPPkp9fT133XVXq9pilhzvqNLYikPmZHUAr8/Pb9btYfiAXswYfxk1dWc2mDOvHYTLKSMioOkGn1XVsXbDO9ZmcN97J7n80l6s3XCA2ZPyIlLhwCwpXwSN12NEpppVzCkkK0Ph1W1Hefej01HVMc2/h0IGgkDERrViTiFBVUXXwVcfYt2mQxEpybfPGM79K7cxqK+HGeMHkpmukN3obAyGdMtpqgIVjVWOI9pdXoTQuIA37wNDEqOuGZ2Xy9zrhqPpepemM8RCa8fQ2UqOJwJz7H6eYEgiK57by4SCftYGe+OOI8y9bpg1TuJBkkRUEXSNM6ljEsh6YmPE5rBRXRfgRGOKlD+okt240Qj5Qy1ee+J0Q4TTZ9GcArI9TkINZ78WQFBkTvsCnPb5mzg3HWS57RjBs1tZkl3GWxOI3uRk2NECLVtohiRRsfy1GHOzGEGLvWFu69g10V6cKyoyH5+ojXKwXpCdjiDAex9X41BkdMNAlsSIaoGLSwtxpyvU1AatVBnTaSfLAicbx4NhQEa6wg9XvhFxrWbo/Olv7/CNqUMbo8RdPPLMv60K7SYqy4uoWL6FHI+TZeVFvPdxDZnpSlhq4bk9VvQfhJ//j+aNQZZEFCm8KT9bClcsrmzOr+eCjloXuxLtMXbjcW+3rqTZgbC7bFTXBjl2qt7it9weLjLTFQL1LfNju0KWeGHzYa4pvDhCUmHq1f2hCx2Eic61jhy/ifCIJorcuuxV6+/XFFzE9V8aiM0mIgkCghhefyVRxFsToPLJM9WOS6cMpd4fwuWwseGN95k2rj/VzRx0i+YU8MzfDkYcljR9feesEax68W2y3AqzJ+VZ0YoRNm9pIRlpNhRRIBTU4v62JWWjI2R9Yv3ec3lGrUV35dlzaXdn2L3d7XmKikxVTQM1tUGLHzPSFXpmONFbsP+6Gkojtx9vwu05jdwe7Gxubw1kicef3RO115h3/fC460BHcm9XorvNl7OhO/+W7Gw3U7+3vtXXvfCz6W22HZLmcCs7O5tFixahKGHNpf79+/PBBx/Qr18/LrroIgCmTp3KX/7yFwYMGIDf7+fKK68E4IYbbuCRRx7hq1/9Kjt27ODRRx+13r/pppta7SDsaAT9KtlZDtxpNuuk9cNjtZRMvIyLctP55rShaLpG1Wl/xOZ2cWkhIU1nzYYDzJmcR0MwxGlfkPpAbP2qk6f99Mp0oms6/7vpELMn5fGNKXmWltm1o/vRr08mT//1ILP+azBl04fhybCTmaZQ51d5bF2YKDPTFW6ZNpTy/3cF/oBGrT+IYQg8vGZnxEntC5sPc09pITZb+PTITLVbXFqIZBhoQT0iakQTolP4WopwiaVhNWviYGQMBMM4PyJSzjPIEDPSNJEoUU3TkRFRBcIhZYaRsHMQQDcMauvViEi67944ErdLafHatmgImpBlgdweaYgC6IYdzUis3YIgIMtixEmoLIsICWqpnC39rzucYUuSiCzHjh61SQJqUKNHhoMf//7MRvX+uWOobQjiD6iENB1DN7DJAj+cO4bqxsObN9/+jJFDciPGw4KSfDxuh6V/tWzVdksv65ZpQ3E5ZByKbEVir9t0yIrENqNgjnsb0A2wNbbZwOC0LzLG1ewPGYNQsOUovM7S+0vh7Ei2KBZJElGhy/XBQqpBvT+SW+++eRQuh63li9sZqmbw9vtehlzSy9oYvv2+l6+MSUWAJcIjYjPN21d3fMied8OR1SvW7+WbU4fyg8e3snDOKByKzH23XkVQ1dA0gyUrtlrfu3D7jXNTAAAgAElEQVR2AZpmkJGuWGNBFAXq/EGmjx3ALdOG8vGJWl7e8j4TCvpx3bgB+IMqumHg9fm5edIQHnlmNwePevntvddy63XD+ObUodhksVF2xrCcg/F+2xd6pbeLXZri2hTaAkUWcCgyNU1yXRyKjCIL+BNJf+lChFSDumYZKN+/aWSXcHtrYBNj7zVsIiSxWzOFFDoESWP7DBx4plrjBx98wCuvvMJNN91Edna29X5OTg7Hjh3j+PHjEe9nZ2dz7NgxvF4v6enpyLIc8X5r0bNnepPvbp+omObQdYOak7XohsGy8mJ03UAUw7pjdQ0hnHaZX67dFqWNYm48rxs3wCpW4q0JxAznrq4Nkplup6omXFykafrMgpJ8VE23qmm67DIr1++lbPowQiGd9f96NypteXFpIR63HbsSTgP66fyxqI3pYqIocMdXryQzzQ7AQwvGElJ1bLJIZpo9pl6c1+eP2W6HXQ4XcInTB1lZRkLfnyzoqDEUC03H7ucJXdXnx07V8fM/7oyYhz//406WlReT20K/HjtVz553T/Lqjg+t90yHdiJjwuvzo6oGP1p1Zt5WlBYiiQKeFq4/7q23otqa3rvyjmJyErx3rLlpt0t43B0r2dDW+aLrBkc+q2Hp8i3MvGYgV16WG44ulkSy0hQUJbw+ZOkGP50/lkBI4+PjPn6xZhcAN08awk+fepOy6cPYuOMIpVPyWPjr14DwJrB54Zlfrt1N2fRhVtqxqZdlpr2FVMOKxmx6mDL16v5W+tvovFzqmxnUC0rCmq9m1GGOx4lDkeiRGanvdTZ01LzpTE7rLugO3GvNjd9ts8bZvd8cTb/eGZ2+hh47Vc9PnnozYi795Kk3E+LW9sbJ6gZmTx4SFW1ss4n0yuw8iRoTum5QXRfguLcem8PWKevd2cZvSzxy3FsfJQOycHYBv33+LSYU9ON0bYDj3gaCQR1QSXcqHD/ewMr1eyP6/8HVO1hSdhWrX95HycTB3PdE5NonioKVytt0XX1s0QTKpg+LkMExjHC6YIbr7M+u+W8z9btbsktb+4zOBd2VZzu73Ylyb3d6ntW1ftJdNhy2jMbsKBHZJqAbyf87jp2q56E/RNrND/1hJ5XlidmfXYn0NAcP3FGMqhvIooDH7UDuYO3tZLUdkn2ctQafp9+SKNr6m5PGQWji0KFDzJs3j7vvvhtJkvjggw+sv5kpgrquR0TCmO+b/2+KRCNmmqKjU4whnJKwZMWZtODK8iLrbxXLt/B4xYS4Qs1m5In5+qw6htcPp3fPNCoefS1qU/udkhGWsP0rW9+nbPow+uamYwATCvpFVZJbtmo7t88YjsftsNKjzKerN/5X1STtUgBUVYt4rykkSYx56mqENOu5n60PWvr+roQZpdHaiJFUivHZcS59blMkgtqZiBlFIiKK4GzQBTFuJF1L3CArckwNQUkSEuMVWYpbQbml6+NG52ottxvC4/ee0sKI6o73NJubzZEsKcaGJFoOkF/9eQ9wJj26qsaPYhPRNVAbJQkkUcAmS5ZMgsl7bpeNCQX9+KyqztowxqvQ2VRA3xTkX1CSj2EQs0LysvIiqqobKJ1yOf6gygXZ6dz72NYojjblGkxpB+Mcn097cmVr1sVkiVZrCZ2VJtTVqS5N5waEx9nS321rc9r5uSAutxqJcVS7QpZiVlROhGvbG+eSkt5Z4zencfxG8YgkRWneKjbROsw2Czn56kNkigpHPvXFLUZSHwgxoaBfzLXvvluvium8Ayxno+lMdCoSgYYQVQ2hs867phyFYaA00aiNZ5eeDe3FtV3NFeeKVIpxO0GSeOG1M7IHIVXj1dc+YGpx/6T/HfG4XesKbm8lJEnEIFzR2DAMamoazmqzpFKMkx/d+be0ZXx9blKMAXbu3Mn8+fNZvHgxkydPZvv27Zw4ccL6+4kTJ8jJyaF3794R7588eZKcnBx69OiBz+dD0zQkSbI+n4xoLvysajpqIwnleJwIxD7F9AdVS3jZfH3wqJfX/v1RhFD+C5sPUzJxMJqho6mxRaZ7ZDrCBQ8wuDr/Qh54cgcLSvLJznLGNd4cisyyVdvDG4q2PoMECrp0R6Q0p5IHNkXipC9aR66XW0nISShLsQv4JCKkH1fw2EhM8Phs4vAtpfmahZCat1tKoLiKCZstMkXZZuseFYzjPbeT1Q387vl9UZFCy8qLrM1t39wz6WW++hCZ6Qq/e34fd84awcNrdlkVOmPxsvnvijmFpLlsYU3ZukDMtqiqzs+e3mW14Ydzr4r5udweaVSWF+EPqtQHQqSF5ORatM+CFA8mH5KpcE1cbhWF8GljJ6ItXNveiFc1uD1sro6CIkHJxMER6+yy8iLLKbhxxxHr0Lp0ylD+7++HKJ0yNGb/e2sCcQ9i6vyhqEjFijmF/PX191l62xgMI9yXbpeNQAI6v/E4qqdb+dzZpSl0L0iywNX5F0Zkfi2aU4AkC8SRgU4aSHG4XeoCbm8NUjZLCimcQdLs+D799FPuuOMOHnroISZPngzAFVdcwfvvv8+RI0fQNI0XX3yRsWPHcsEFF2C329m5cycA69evZ+zYsdhsNkaNGsXLL78MwHPPPcfYsWO77DedDVJj5WCAQX095PZII7eHi4x0hYo5hXh9fr5740jrMyZRuRyyVbnyuzeORLFJVJYXMeSSXux4+zOyPU4uvSCDW6YNIzNNob4hZEXANEWOx4kohIuG2CSRZ/52kLLpw8jOcvLb598iI80e8xozcjFWuXpJEjEkEUMWMSQJTRAwJBFJij/MNE1H0HRkw0DQ9E4jYbOtagJtbC3iGfjJLSv8+URQw6quWFleRNn0YazdcIAEAwiRRIHv3xQ5D79/08iwodMCBODPr75DSA3PlZBq8OdX30mk+DIQTtsfnZfL4tJCKsuLWFxayOi83ITSlhQJKkoLI9pdUVqIkuBuVwXue+IN7l+5jYrlW7h/5Tbue+KNbjGGm3KrCVNyYcb4gZZzcFBfD2XTh2EYUHLtYFau38vRY7XWtes2HSIjzY7X52fVi2/z7a9dycVfyGBxs+dq8nJleRG3zxiOoohIYrjvvTWBmH34aVVdBD98GoejPzpey8NrdmGTJZ7/12EkMXHeag3HdQQfpngw+SDF4ZRE+Kwj2nL3zaMi5tLdN4/qkraIcTijK6RLzuasTFaEghrZmXYqy4tZUTGByvJiRFFg/sx8Nu44wtSr+/PC5sNMKOiHgc6siYPZ8Mb7LJxdENH/82fms27TIXTDYEnZaGuMDurrIcfjpLY+yFMv77fW89tnDCcrQ2H4wGx+9vQufvD4VvxBFQMjwhY9fqoeQ5IaX5/ht3gcFdSMLrFLU0jBhKoabN79EUvKruKxheNZUnYVm3d/hKomLw+YaIvd3JVI2SwppHAGSVPFeOnSpaxbt46+ffta75WUlHDxxRdTWVlJIBBg3LhxVFRUIAgCBw4c4N5776W2tpa8vDwqKytRFIWPP/6YRYsWUVVVRZ8+ffj5z39OZmZmq9rS0SnGkiQi2ET8AY1ASMNpl1FVHUEMFxaQBIFjp+pIdykRVaAuyE5HEkVq6oM0+NWo6plLbv0ioZAedfqhKCK6Die8kdUCA0GNhoBGbk8np2oCeGsCXJDt4uMT9VyQ7SKkGhHfZUYuen1+HigvpukxliSJ1IU0fPVBbLLMA0+2zwlMR/RBR58SqYLA3MqNUe8/UXENUgtFJlIpxrFxrqmKhiwSVHVkUbQkCFRdR5ElhASqU0p2mdO1AU5Vn6kk3CPTQVZ6y9WAFaeNmrroKp0ZaQrBBKIb7C4bx73+qOjHHI8joSqfZ1Krw/o1rUmt1gSBW1s5hpMlxTjW/Da563tfz0cQRKui5htvfcIT6/cxOi+XsunDEASobXLt9eMuZdyIiyK+63/KvkhNbRBBIMzLOenU1AYJqXpEJdaGgIYkCZxuFsG6uLSQHW9/xtN/PWi1eVBfD/NuGB7Fm+40G5oWFuBPdynYZJF7f7O1Rd5qDce1lg8TTteDmDy4omICcnKYHRY6Ok3oXCUn2hs2RaLGr0ZVl8xwyAlzQ3vB6bLhjVHF2JOu0NDJlS4lu8yp6jPVdc3ItB6ZiVV9b0+cS0Xcrk6Rj8UhS28bw2+ff4spxZfSp1camhb+bkEAh13CH9CoD6jYJAlVC9vBv33+LU77gtwyPc/SMDtTGMyGARE278LZBeGq10GdkKZht8m89u+PKLi8N//c9SHFV14YU3pn1sTBeFw2ArpxzrZaR6O7psWlUozbB6IioekGun5GRksUw9khyV7F2OWycSoGt/dIV6hP4irGXWX3JuO+rbvNl7OhO/+WrqxinDQOwmRCRzoITUea1xfg+X8djioEsqAkn4x0BV0z+ONfDzCl+FJ6ZTqx2URqG0LUNYQQBcEqeV9TG6R3jzQ+PF5Lv95ufvD41ijD8jslIxAEeHjNrgiD6/cv7MPr81ti+F6fn4rSQtZuOMC2fccYnZdL6ZSh1PvNoim7rc9fkJ2G3mRDISoSH5+oIxjSLKH9pm04V42jjuiDczHA2+P7l942BrsodKieRTIuNG1FWxy6itPGidPRTrbsLEdCTjpRkamqaaCmNmgZOhnpCj0znC0aaZIic7LaH7FBWTi7gF6ZDrQEDDxDliK0Q+FMoZFEnJttgSFJVmGNiHuXFyPEyW9JFgchNHcoi6x4bg8DLsxi1OW9o8bCm43OuhyPk7Lpw1i36RAzxg8kM12hV5YTWRZ476Nq0l1K2LmrapxslFvwB9XG6MQQvbIcfHyili3/+YRJRZfwwJM7KJs+LEKIH2hMKR7Dw2t2RRQgWVCSj90m4XYpfHKylrUb3sHr81ub2hv/azD/2Pkhz/7zvYjvisVbreG41vJhok6CJWWj23Ut6Eh0pJGfTGlL5jrdXBe1+XreGRBsEgt/Hc0xD36rGCPUyTl0ssTjz+5hQkE/S0Nv444jzLt+OHQw1zZHMmsQxpv7sThkdF4usyYOpt6v8ou1uyK48JqCi5g5cRCGbqAb8OnJMG8WXfEF+uZmxF577igOH0A3cyhu23fMSr98ecv7FF3xBf7y+geUThlqVUhu+j1mO0zd73O11Toa3XVTm3IQtg/aart2KWSJRTFs1wfuKO50Pm0NusruTcZ9W3ebL2dDd/4tXekgTJoU4/MFKuEKT79cuztmIZBfrt2NIklkpdu5ZdpQcnukIUkCf3/zQ2ySRM8MBxlpdrb85xNU1SDNaUOSRfr1cSMIxExNyXLbLeeg+d7P/7iTGeMHWvc0/125ajsTCvoBsG3fMZas2Eqa04avPsB3ZuXz7a9dyeqX9hMMRRpOqmbwy7W7cShy3PSY9k7lPVd0dAqPDFFpiPNn5vPb599KhaqfA9oS9h8I6jHFzgPBxAz/YEjjlS0fkONJw+O2k+NJ45UtH0SN/1jQdMNyDpr3fnD1joTHmabpscep1gmGhGAwf2Z+1BhOWhGsZmgqXSBjMGviYL408qKYY+FLIy+yXrtdNg4e9bJs1XYW/vq1sEh1bZCQaqCqOoYOP1q5LSL1+v6V26htCFEfUAmpBiUTB1FdG+DOWSO4MCc9Zh9W1wUomXgZcCZN2ZNhJyNN4QePb+X+lds4eNTLcW+4qMmEgn78+PfbmfjFSxjU18Ogvh4WlxZy56wRYUHtZrzaGo5rLz5sPk/XbniHBSWRY2hxaWG30VBsLyRT2pK5Tje3OdTO4JRmCMXRRg51QQqdqhls23eMZau2U7F8C8tWbWfbvmOoXbBpa6rN/Nt7r6WyvCjpNbA03cDjdkSkrp/2Bclyhw9ZjnsbyM5yWKnBhXl9eGbDQUKqwf808t2rOz7k/pXbCIa0mOMiGNT4zs//yR0/3cSxUw3c+9hWtu07Zv39gSd38N9XXUyfXulMKOhHTRz9V1Pf0NTdbC9brSNla1I4/9BW27UroWqxub0r1plWoZvbvSmk0J4432z1TkWstMiAblhOtHhCzLphcNevNnPc28DovFzm3TCcgst7R4nVZrrtfHayjqrTDfiDKn16pscUhhXF2BVNzcqb8f5tvvbVB1n46y3W6avX528sdnCG7PXGTWY8Ef8PPvWxcv3epBB8NTXKYgrotsMCpmk67jRbREW/p17ez8GjXm6ZNjQ16VqJtgjra3ocJ1uCovx2m8RXii7muLfOihj7StHF2G0iWguGWluF79uj0Mi5wjCIqkr5wubD3HrdsG5nK5kb7kCc/jBj6HM8TnTDCKf2umz4gyqyJBBSdSvy5cFvFcf8jpweTjTNYOOOI/TKGmxFzi0pGx2zD6trg/Tr46ayvIjMdDtPvrSPCQX94haHMteKmroAsycPiaiOHCvCSI4zdmRRpLnCeXvxYfPxfvCol9Uv7WdZeRH6eSz2bzpPms6ldZsOdUlhED3OHND1zj8tFsXYhdjETuC3hNsidA3baZqOwJnIh+SNuQlDsYl8Y2oeP/9jZFowCIiiwei8XHQjstLw/Jn56Eb0+izE4SNROtMX8avJK9T5w8WlzMrJzb/HtFGlxgjB9rDVkilKOIXPB+LarkbnrxuthRhvDncBt7cKcezeudcN7+qWpZBCpyN1xNVBMA2GiuVbmFu5kYrlW/DWh3DYJTLT7RGGSlPkeJx81ihgP6ivh+vGDeDIpzVREQgPPLmDYFBDlkR89SGy0u0ENS2qMMGCknyqqhviFhwZ1NfDkrLRZKbbLcFyXxONiBxPuKqced/MdCVmFIi5IV236VDME5h1mw51aeRERFuJPjVu98iWRmPYjEY4eNR7ZtOdQqsQr+hEIs9SlsSY18pS4v3gD4TT5iuWb+E36/bgDyRm4bRV+N5mE1k0J3KcLppT2CnVhGVJYNrY/tYYXrl+L9PG9m/Vc0sGmFEdAd2IOxbMinv/UzYaSRSt3/ybdXs47QuyefdHFveam87m35HutPHg6h1MKOhn6QhCOIpu0ZxoIf6NO44gALphIAowoaBfOHUopMXl6hyPE1XTye3hwiaLlE0fxqC+npi8KkpERe8tKMlHjOGZbi8+jDVPvT4/ApzXYv+m86TpXPrG1DyULqgKbq7TTRF2HHf+vJYlMeYY7QqOSaa2dEfoOpZzEM5kqWi6gSQJfGPK0Kho+kee2Y3TLkeNx+paf8y+sMkiD36rmMryIjLS7IzOy424Lsfj5JOTtdQ1hPC47Vbl5Oa8ltMjnEKsmH3bDrZaMkUJp/D5QFzbtRvsIWySEHsOJzmfSpIY0+6VkrzdKaTQEZDuu++++7q6EcmGhoYghgFpaXbq64Pn9B26KHDfE29YBkOdX2XXweOMzb+Q37+4j9mTLucvr7/P7EmX89bhk9T5VcsB8OSLb1NV7ec7Jfn88pndXH3lBTy/+b2I76/zq0y9+lLsNpnfv7CPoisu4Icr38CpSNw6fRiTiy7hioHZ2BWJbXs/5ev/PYTdB49b91lQks+W/3zMdV/qz6///B/+tPEQB4+c4vYZV7Bz/2ccOOK1NrNrNxykqtpPjsfJtKv7k2YTo4XuRYHCvD5s2H6Ed46e5htTL+fGiYMZ2r8nf3jlgKW1VedXmVJ8ScKe6bb0QTwYhoHLLjO+oC9Tii/h2sK+pNmkdt28yqJAQV4fdjV55otLC0mzSZxN9jMtzd6m+5pj9/OEc32WAJJN4vJLekbMsQUl+WS57RgJ9LcGLPv99oh5/Nbhk3x5VF+EFu4tSGLUvefPzCcjTYEEUtdkRUIQYGz+hUwtvoRxIy7CYZdQbCJaAinObYGIgCSLDLmkB//9xYvJH5RNrywniiDEfeZtHbsm2mu+m4c09z3xBmv/9g7Txl7K0P69osZCRrrCxX0yEUUhYpNrcnbZ9OG8++Fpqqr9HD9Vz9zrhzXj7AJkWeSZv73DpDEXR3B1VbUfTdP59teupPjKC8i7tBd/ef19pl7dn7V/O8igfj14/P/2snXPJ3x51EXIssTIwTkR33/nrBG8svV95l4/DAyBpb/bxvp/vcfBI6eYe/0wPj5ey9FjvgheVXX4zbq93PSVIUwaczFD+/di7YaDfDGvDyKR/ddaPozHyW2Zp12N9hi78bjXEER+9LttEeNqz7snmFDQNyEeaE+Y63TTPrqntBCXTez0PjLEcHTu8AG9LI5xOW047HKnPxebIiEIApc34bueWU5cdhlN7TqndqL2T0eO30Taoxqw9m/vRLxX51eZUnQp/qCKJIX5sfnfx424kKuvvDDCNr12dF8cihzRF26XQkNQ5adP7eT5ze/x5v7PuH3GFZz2+fn4RJ21tv7xLwcZdXkungw7Ay70sO7vh/h/4y9jSvElTC66hFe3H+EXa//Ntn2fMery3rjsMiK0mbc04vz+Vti6zdERtm9n4Fza3Rl2b3d7nqIscfml0bZrZnpitmtXwhAFdM1gWBNud7sUFEXqdG5vDQwBQlqMNUmJvyZ1Fvd2NrrbfDkbuvNvSUuzs2bDwZY/2Aw3/tfgNtsOyR6p3G0RL73Q6wuwbd8xTvuCzBg/kHSXjco7ijl5uoHq2iANgRBZ7nCUXm4P11nTdmVJYO2Gg+GUXymcRvz0Xw8y+OIe/OpP/7aiEOfPzGf1y/ussGlV05ElgZnXDuKe32yJOPWsXLWdZeVF/PeYSzB0+P2Lb1knqveUFiJjxNw4appOVqNujplSLUmC1Y6m7W6vVN62wEzhkQE0o92j3s20xocWjMUfUM/b9Lr2QFNNptZWMQ4GNVa/tD8iZWD1S/v5/tdHJpTmq+uxdT11w2jR8Df0+OkKiZxHBoK6VbHWhCnW3tHnmZqmk2aT6Jvr7vLKq+eK5lEdgaAecyx8pyQc4bygJD9mX9fUBZgxfqAVXfLC5sPcd+tVCAI0BFTcLgXDMFhSNhpV06O4es+7J/mvqy4m3akA4WhBM43t/U9qKJs+jGWrtnPydAO/WbcnIh01XGXWyYSCfgSDOr9YuysqCscU3W/Kq6Io4vX5WbZqu9WOs6X4tAcftmWefp6hxtESVbXOTxWLtU53VR8ZOvz51XeYUNAPhxLWJPzzq+8kzI/tiUBIZ/VLb0e0ZfVLbzP3+s5vS3dErJTC0Xm5SKKAIktIUmzJg6pqP2lOmdtnDMehyPjqQzz3j8PMvHYQIdWw+qI+oEZpZ1au2s59t17FdeMGWKnBXp8fj9uOqupkue3MvX44mmYgSwKPP7snQrNw2artVsGktvJWR8vWpHD+IRiKba9876aRSb9xN3RY+7eDEXy69m8Hu4TbWwPDEJJmTUohha5GsvNMt0U8g6G6NuzRNYXwAX5377XYbRIr1+9l+IBezLx2EA88uYMfzhsTkbbbVHOqorQQxSby1Wsuo+iKL3D8VL11P1kSrfsePOqlpi7slDSNIxOPLRwfV4/oB49txeN2MGP8QK4bNwB/UCXTraCdpdJh802mgMji0sIoXRaZ5JahaC9omk52jzRO+H0d4oQ8n3CuDgxRFOI4SkhoENrk2PPYJgkYLe0fBCOqSnlrBI/j6YUZutEpxkp308FqjuaHNFXVDTHHgl2RmD/zSut1LM7OTFes17MmDsZhl/AHVURBsA5ZcjxOFs4ZxZ2zRkRUjF9cWsiaDQe4btwAKpZviWhjU81XU5vW3LyaWFFxDRf3cVufb359U9kHq48axbajx17HblY7+uClOyK+HhNdshAmTR8JtIkf2xNaY5GS5jbSLdOTX+8rGSA3phSaTrzRebnMvHaQVRF0dF4uFaWFERVZF84u4E+vHuS0L8jNk4ZEcOaM8ZdFVH+vLC+KyX2CQBTXvrL1fZ7953vWeHph82G+OXVoVN821SJu65wwZRrOV1s3hfaHJMW2XSVRgGQ/c0sibm8NJAlunjSEE41cY5MFbp40BEkCPTWRUzjPkLJ9OgjxDIY1Gw5EfC7H48QwDDwuGw+UF6NjsHh5eMNZVd1gGV1Pvbyf22cMp3fPNBSbxOlaP4/++T/MmZyHQ5FRNZ27Z4/iJ6vfjIo4jBeBaJOlmO/rhhFnozqhVQMmFVGSQldDkYSojUlFaSGKJBBKYMEXBYGFswss/SRzYyMKQgKGv8DO/Z+xpOwqJBE0HV7d/gFTru6fUNtFIbZjQegi4fzuhuaHNH945QDfvXFkhJD+4tJCdMNAEkX++sb7UX1tbjBnT8qjsrwIf1DFnWYLp4MYQpTu1INPvsmD3y6msrwYTTfQdYN9752gdMpQaIwyXLvhHUtywdQXBMLRgnEcSTYEVGKPh16ZzujI7rhi28M6+Kmn0ByKTWTRnAIeePLMuFo0pwDFJqKex2uhADH5cWqC/NiekKXYc0vuDpvxJICgGXjcdisSMDPdzn1PvG49T9M595NvX42qhXmxpi7AV6+5jJ+sftOyb7/QKx1JEnjptfciuDgeN3prAiwpuwqbLKDpBqte3BcRJWhGWH9ysrZDI/xStm4K7Q1JhO/fNJKH/nDGXvn+TSORxOSnpGTi9tZBoLZetYrM5XjCxZbM7I8UUjifIBjJLg7UBaiqqkXXDSty5lzRvIqx3SZSH9Dw+gJU1wbZuOMIsyYOjqh0pgkCt1ZuBGBQXw+3Xj8UX13QqqCa08OFphs8/8/DfGnkRREnNHfOGoFuGOT2cFHbpKKaeZrbdIPy3RtHktPTyacn6qxTX/N9Tdcj0jmgMbWxMR2jM9HWPuhqtLb92dnuNt3PHLsphGFIIi++9h7XFF4c6aQrvjShsawKIn969SDXf2mgdf2z/zjE164dhKyf/Xqny8ZnXn+Uc7K3x0FDk0JAcdsui3x6sj7qFLZPdhpCIt7NdkKiY7itY9dEe813SRKpC2kcO1Vv8ecFOenIgoimGxgY/Pb5t9i275j1bI9V1TJsQHYER08b25/VL4XT1xbOLsChiARDOg67zO0Pboq67/K7x1ub40F9Pdw8aUhEHy4oybe+r+m/77v1i9TUhSIcmAtK8rkwOx2vLy4DkRAAACAASURBVMCaDQeiTuXjVcrsyKqa3Z2TY6E9xm5c7pUkXnjtcBQHTS3uH1VR+nyCzWnj5OlofuyV5SDU0DI/ticMWeT4qYaIaLQ7Z40gp6erU7m2OTqTexOxHc7Wnqb2LsDcRjvWxKC+Hm67YTiVT25v4igvxEBHVQ0y0+z876Z38NUHKZk4mH/t+pCJX7yEmroAqqYjiWIUN2al21n98tvc8OUB9Mx0cqJRkmfdpkPWIUxleRGrXnyb22cM71ZVhrsrz55LuzvD7u1uz1NxyNQHNVQ1XMhMN0CWBVyKRNCf3OVvkonbWwNDEqlYviXG3rcYIc5a3Vnc29nobvPlbOjOvyU7283U761v9XUv/Gx6m22HlIMwBtrLQdgU8TZsvbIcGJpOUDPCxy6GYKVlAFxTcBE3fHkgkiSEtVRkgX/u/Ih+fTIjUjAgTGS3zwiXY093KXhrAvTMdJDltiOJUO/XqPOHqK0PktPDxavbjvD2+15mjB9o6V1d8oVMNF3HV9cxm8vWojtPbEg5CLsacTd+PZwICYjPC4rMaV+A0z6/5WTKcofnlBE8u5FmyBIVj74WbWzcUYygtrzpNGSJFc/uYUJBPysKbOOOI2FdrASuby90RwdhuHqxwOnaoFVkxuIxtx0DuPtXm6M0s752zSD+9GpYOyczXcHjtmO3S5z0+qmq9rNu0yFmjB+ITRaw2+QITcBBfT2UTLyMPj3TMBBY9eJbTCjoF5OnfzhvDCe89Sg2EY/biSSGo119fjXCoZnbw4XLIXP3r16zHI4zxg8kM12JHTnY7Bk0PaBqr4iW7s7JsdCRRn5cR38vV0Ic1N6wKRJBDTQ97HRRJAidRTqko9BWfmzXtkgSK56LwbXXDY+7MewMdCcHYVMYksiK5/ZGPM90py2CLyHc30tvG0N9IMRv/nev5dQbnZfL3OuHg2EQCOnU+UPouo7H7UDTDQRBoLrWT8/McGV3b00gYo2fPzPf0iQ0NVp/8u1iNM3oNhF+3ZVnUw7C9oGkyHxaVR/hFP/ujSPp09OF1oLt2dVIJm5vDVRB4GdP77L2xOZhw/e+PhI5jqZQykGY/OjOv6UrHYSpFONOQnPBfDN9d+ltY7DZRBqCKr66EM/9810WzSnkgSe343E7+PKoi6xoFPPU9EujLqKmNhhTk6V3zzT8QY3H1u3B6/NzzzcKEQysDaaJHI+TsunDePaf77Fs1XZr4xkMaUiiQE+3kkqXSKHbQ0CwNg4QniMPr9nFA3cUJ3S9KEC9PxSRcrCgJJ8eGfYWU4zjaQjqupFQgRQhjo5LKsP47DAPY7w+v9VvcIZzb58xnCy3A4/bEdE/Ewr6WSltZpqaeeiSmW5n444jHDzqZeOOI9w8aQiBkGZJQHjcDmZPHhIRjb24tJA0py3mGGgIqPzqT/9mcWkhdjHMrSENqzBMU94NhM4UuWiqXbuiYsJZK2knjdbc+Q5DsOYwnEl9rCxPjIPaEzZF4qQvGB3Z4VY63UnYVn5sTygSlEwcHEOKgoSkKFKIhCIJUc/zh/PGxOxvry9ARrNKitv2HeObU3V+8Hh0ka4lZVdR2xAgI83BS6+9x+TiS6PW+Eee2c3tM4ZjkyVe2HyYe785GkEzEDQ9xYcpdAuoumE5ByE8rn/+x52dUqSurUgmbm8N7DYpyo5bUJKP3SaiBVP73xTOL7RUiDOFdkK8qsa6AQ1+DVEQeO6f77Jt3zEaAiFunzGcu24eGVW57Zdrd6NrBpnpCjkeZ8T3mZoq9f4Q35yWx9LbxtA3NwNVj11F0RTeN9PgVq7fy9zKjVQs30KVL4gMyEbYqEo5B1PoSoQjwkRUQcCQRCQpMepStdjzTkvwtC6kGjHnYEht+XpTQ7ApcjxOxAQ9fE2rIFeWF1E2fRgvbD7ccnGU8xzmYYxZ9KMpjnsbcCgylau2UzLxsoi/ZaYrcT//wJM7LB3CCQX9eO4fh+mR4SC3h4sf314Uk6uXrdpuFahoihyPE7fLxk++XRwVla1pengT24R3pTjfIYnJvk1IAUCPs/52RcRAUIO1Gw5EcMraDQfoggDCNvNjeyIU1OjlVqgsL2ZFxQQqy4u7xGn6eUFQMyznIITH+6eNOoBNYRaBMivFN30/ns1c2xBk4a9fY8mKrYwc0juuM+KCbDd9ermYe90w+vXOSNmwKXQraG20XbsSQhxuT3b9bE2Lbe9rqUrkKZyHSEUQdhLiVTU++pmPlev3sqAkn2lj+7Nt3zFWv7SfmycNIdQYOWJG95khz4Io4KsLRlWpXPyNQhSbRE6WC1EMd64si9a9zarEZjpxryxHY8W4gVERDstWbQ9rDrb0uzoojS2FFEy0RU9NiiM+LyYoPm+mNTUt9rBu0yF03Wj5dCVeJdlEq5cKcN24AVHp0YkeH5+vc9PcWMarHqtqYV7t0yvd+nuOx0lGmj3q86PzcslIs3PnrBFIksCqF9/m4FEvOR4n1zdo3L8yHN0dr8omxB4DtQ0h3E5bTB3M5v2mSEKqQmY3RlJVMW5jZfX2bQvcPXtUhMayO01JnB/bGXrEJtBIVa1sA2I599ZueCeKx8wiUFOKL42oFD9/Zj5V1Q0R88aUcHC7wlXb1206xCPP7GZZeVHcAiSyEZZgEBM8TDlf18zPM8w+Pe6tB0nsNn0az3btDlWMJQkWzhlFTe0Zbs9IV5AkASOJeTVeMI2q6ylnSQrnHVJjvpMQq6qxqZNinlIsKy9iUF8PB496eerl/Xz3xhGMzsuNMugXzSm0qiotKbsKf1AlM11h7YaD7Hn3pOU8AfD6/CDAfbd+Ea8vEBE6fc83CvnJt4sJhmKToqYbZx0gHSmEn0IKJuKl5yfkwBYFKw20acqAJAoJ2VhKnJQDxSait5RyYAhxKskOT+Rnh51DimhVhvQHVRRFTKjt5/PcbHogEqvvodHQlgSrb1RNJxAKRXC0WdzJdAKazzDdZUOSBHx1Ie6fexWfVdWhanpMYz7eGJhQ0A9XHxl7DGdglS8Y1W8pyYfui1hrf5c5eJMo3VkWBVTViKoYKSdUIb59cT7zZUcg1oG41+enR6aDH84dQ3VduAjUC5sPM21sf2RJoFdmuBBeRpqd1S/v47TvzCF4LAmH+TPz+cfODxEQ+OG8MXx6spa1G97B6/Mzf2Y+K57bYxUBTKjNqTHwuUOsQmW5PVyk2aSk79O22q5dCZskIgliBLcvLi3EJgkEu7pxZ0G8QJ72qnaeQgrdCakiJTHQnkVKmp5IOu0yDQEV3YCjn/kiKq0BPPitYmyyyMtb3mfPuydZOGcU6Q7F0mFpKlCfmWbn4TW78Pr8VJQW8ubbn/H0Xw8CYUL7ybeLqW8ieO9xO/j9i29Z2lrm5yrLiwDiVG46e9Xi+BWf2q/acXcWF4VUkZL2gCoIURURIazBJrdAX5oo8tAfdkaJDn//ppFILVQhBhBtEnf/Olq/8yffKkZvQZzK7rRRF1CjqtCl2WUCiVRykyUWxRB6fuCOYmhB6Lk952Z3K1JibvQcisTDa3ZH9f03p+Whajoet50nX3qb076gtfn0uB3MmXw5PTPDYvim/quJHI+TZeVF+OpDrN1wwCpm0iPDQTCkcf/KNyKM+Yty0/HWBPhxk0Ipd88eRTCo0yvLCc0qKS+9bQz3Phatu9UVFeTjobtzcix0tNC4aQcgCGAYXebg1USRW5e9GvX+E4uvSYgP2xU2icf/L7owyLwbhne68F9n2DLngmQpUqI4ZAIhwypsY7cJZ62kqjhk6gNaRDX4mdcOQhIFlv/vnihO/s6sfHTd4JFn/k2WW2HmtYN44MkdDB/Qixu+PBDFJrI4Rv/8cO4Y/mfF1jO6kXPCuq8/e3qnFeldWV5ETo+0Fp9jso2B7sqzyVSkRFQkvL5gVJE5j1tBT3L5gLbarl0KWeLxGAX25l0/vEXbtStxLocEqSIlyY/u/FtSRUo+p2hONqPzcimbPgxZJGZly8x0O5+erOXrXxnM/wvq/5+9d49vsrz//5/3IWnSNpRAKTAVPHESWi3QVkrnJihzCqLynS3qpGo5Kw7dFFAHolB0mzo/m0fmODjF/YYnPA2PG56gihNERIcKTJFSCCVtkya57/v3R5q7uZs7bUpLm8L9ejx4PEia+5A71/W+3tf78HpRXVOPBnpw8JcXDtGz/wVDezP3iuF468KL3xmn9tTPVenxIYgCoiCS6rBRXRPg+X/9lwk/Po1D3oAelIxUCaaIR9bCFo8jpqXKQwsWWoO2ZPVEUcDj9evCDpFjE20xDiqaaYtxUGmZbFnRoNYXiiG+d9gTmx2RVthohNsdWp5fx/PcVBQVd6qNEOa/fbrTzoPPfILH66d8VhEamr75rPT4WPDwexQM7c11F2ebPsMD1X7SnTZ9E9tY2Z1H+ezR1AfCLW0Hqn0EQyonZblYOms0oZAKCPgCIR5Y85GhEiZilz3e+ri/W9NqQ6uK0EJr0awt7eChpAG/OG8g3tpwTYlNFvjFeQObP+go4Xi2ly3B7pCprgtSGVWFldUjlYxUm2mQUJJEqqrrDf7krVfnseGT/3Fe/smmNrnqkI//+/t/KJ9dREhRkWWR3994Dger/Sx6/AN+88uRhlbjSNBEENDFpio9PspXbmLx9MIYHzcRWGPgWIRgKjLndqW0fGgno62+a2dCQzO17Rqdw2aRKBRFbejWKIrq6sDiorVwXMJa944CItUCQRpbIwf1czPhx6dx28Pv4XY5uKOsAEkQ9coiDY0D1T7c3RwoikYopNKjmwNZFmJ4AiPn+u2j7xsCejf8IgdXmoOsHk48TRy0CNfLpDED9AUnsjGIbKhb28JmlWNb6AjIhFvkm7aJJNKiJ4kCd88sjKnikyQBNX4BhA67LJq3GMstq5qFQmoMUXv5ik0JKyhLomg+vxIgej7e56aiqDicNlNah+fe+YqrLxpCzwwnCJreoqYoGs+98xV79tUwNq9/3GcYCCpURm06IPzbLltZwd0zCg2q84umns3uSi9LoyoIwxuUxk3tg898QtnEbJau2ER1TUC/ZnTFuN0mcchbz5ImSRxXmg00rGBhEiOZ2txEUeC2a/M5WN1YUdMjw4HYCW1rkiBQH1BiNu+i0An3cpzby+YQUsFbG4xpBU9zmLfumlGC3LOqgsXTCrHbxJh24HlT8vjmu0PcOW0UoCGLIqqiEVRVnl7/BTmnZ5KRZtdpI6IT5ZHg46vvf8MbFXvCyXEByhuqvN+s2JWwmJM1Bo49hOKITiydVZT0Cp2SCPNL82MSzF2hxVgSRVPbnuz3LkmiKcWLRTNg4XiEFSBsZ0RXDc6dPFxfmKIDfDmnZxIMaty18gO9GvC6i4fRM8NJrS+oV7NERAlunTKSUEgzPRc0crItmTmaV977Gsg0VChGb0KjiaAXlOYjSSKKAKGGTaagaaBoCXEAJRW3koVjGsGQanA2brsmH2wt1fCFM5ceb2wVX5pDpj6B66qauYN5z/UtB/niKSiHlMQqEuyS+fyySy134FlzE+p9QdyuFO6aXoiiagRCIZx2G5c3VCm9+v43jBjSx7DZnF+aD5pG+coK3C4HN10xgvue+tjg5KbYJSRRNP1toysAKz0+9h2siwkk/nFNY0Aw8p6rgSfrzYpdLCjN5+n1Xxi4ZxeWFcScZ+mKTfpmu6vwKh2P0CQBz8H6mM1Saq+0Dp+MkiSgqcRwQ0lSx2/c4ilGls8q6vAqk7YkoY51KKqm20AI/073PfUx5bOLkE2qmgNxKvE0NJ0yQ994d0shGFIZdlovDtX4UVViRLky3U6WP7+VOcW5BENKjO97z6pwYqZk3CAOVPuoDyrMf+g93Z7bpcRGk7VmHntoTkE+2QOEIOB0SCyZORpN0xAEAUXrGut7Mtn21qAtfOcWLBxrSLoAYU1NDSUlJTzyyCOceOKJPPvssyxfvhxJkigoKGDevHlUV1dz7bXX6sd4vV48Hg+ffPIJmzZt4oYbbqBPnz4AnHHGGZSXl3fY/UcbGG9dUM9IulJtutG59KcDdOL7SDXg7Y+8T9nE7JjA3v1Pb+aGy8+iZ4bT9FwRhAMPKj8vPJUD1T7Tv2ek2+mWZufhW8fww4FaHl67RSd0Xrdhp07onOgm80grDy1YaA0UBJ3DDcJjeclfN7EsAWJ9f8C8iq98dmKOSnNBvpbCk81XJCRwccBmM4qU2GyJubXW3AyjPqiw6wcv+z21nHFqps7nmuV2cue0QhY+9n7M2Jg5KUev7lNUVX/+3rogq17eHm77iaOcWV1jpOB22GXT8eOKIs7Pcjv1tWLyuMH0dNmZdkkO8x9q5J+Mdx7PYT8Pr93SaQEnCy0jfhXL6A7fpAYCapwNUMdv3OK2dGqd09IZDDZJQpUmloQ61qHEWQMVVcPri+Xryki3m9rGHw7UGsbd0+u/MNA0mCVB7n96M3dNL2Tjtn0c8ga4sSQ3bmJGUTQ0wmvdeXkn8UbFnvBa38Cz3fL3tNbMYw2yZN6FIUtCeLOWxBBFgTpfKIbGJDXFltRVeJB8tj1RqHHuW1Vp0d+3YOFYQ1IlUT799FMmT57Mt99+C8DXX3/NAw88wIoVK1i3bh2hUIjVq1fTs2dPXnjhBV544QWee+45TjjhBBYvXgzAZ599xrXXXqv/vSODg2A0jGvf+oo5xbmGDSCES8fNqgHjBf5kSeSPaz5hQWl+zLkiiDhgokjcv3dLS+HgYT8LH/uAO5dvZMduj15dODavP0tXbGr1mqkoKoKiImsagqJazpSFdkcoThY4lAC3kBKHx09JsGVIFATTuSQm0uYrhVXoIsfrbRYJVjQEFLjz8Q+5c/lG5j/0Hncu38idj39IonQo1twMB2nfrNhFwbC+MYHiw7XmfH/RHJGiIOjPf+mKTbrNrPEFddsOjRXZb1bsMpzPHwiZjh9/IKT//9ar8+jV3cHSWaNxp9oIBhSUJmM+nk331gX1gFPIaoNLSqhqmMd0QWk+5bNGhyunXA46g2e+6biC1vG0tSckydy2JtoS2p4Igd6+Dw1JqCPwh45FRBJd0YhQXZgFmwUhdt2bNyWfNeu/NJxjbF5/PfgB8ZMgiqqR5XayY7eH/1XWmN5LdU2A7q6UcCD+YB2X/nSA4fhEYa2ZxxZsIvq+CRrX6QTzrJ2KYFA1zI9KT5jGJBhM/jGZTLa9NRAbaH2iofM+WrBwnCGpzOTf//53Fi5cSFZWFgA7duzgrLPO0l+fe+65vPGGUYFv7dq1OJ1OJkyYAMDWrVt59913mTBhAjNmzGDv3r0d+h2inakduz2sfmU7d00vpFd3B7denUeW24miho3OoH5u+vVxMXfycBaU5qNqWtxNoMfrJz3VRtnEbHp1dzBvSp5h0ZtTnMua9V+iqpDmlJk3Jb+Jg5bH2re+RBQEvXIxsmGJnLOzNgoWLDQHMc4GRUzAekmiSMHQ3obNecHQ3ok7KgIxgaA5xbkJMS0rqkqKXWLmpBzKZ41m5qQcUuxSK0jT423mk99BTBbIwBU/G2xaCRrh+4tGdPAO4gfmKg/6WP3KdsomZnP/r85hYdkonA6Z6y4eRsHQ3vrnerlTmTt5eMwG5YQsF/f/6hzKJmbz2HNbKV9ZgUBjtUrTTfnat76K2XTPKc5l7VtfAY1ZbgvJhxSbxLTLhmGTw0bDJgtMu2wYKZ2wS5Uk8w1QokmL9oQoCtx0xQjDmL7pihGdshlrTqDieEdziS6zZxYIKqx6OWwby2eNZmHZKIKhEB6vX//coH5u+kf5voP6uePa2kPeen0NjmcH36zYhSgKeoJHEhuPT/aghIWjh2BA0UUnHltwHuWziujpsncJ0YlkSua0FqIo8OurjLb911d1jm1vFQQtjr+f/M/cgoX2RlJV+y5ZssTwevDgwSxbtoy9e/eSlZXFa6+9RlVVlf53RVF45JFHeOihh/T3XC4XP//5zxk3bhxPP/00c+fOZc2aNR32HWQwiCKAgMMhcaimnpCicsPlZ+F0SiycejaHvPUGoZG5k4dzy9UjuXeVUeFy3YadzJuSx+HaMHlqhPz+ll+OJBhS8dYFWf1KuPVNa+BMc7sczJyUw48y07HJIv5AiC3/rSJ/aF8KhvY28FtFqlj0wIlViWIhiSBLArdOGcnhmoDeatst3Y4sCagt+HkpdpGScYNjOAhT7CIBX8tOoiDAug07DSrG6zbsZPplOS0fi8D/98aXjM3rj8MOwZDG//fGl0y/tOVjoRmRElEEJfkd3GSAoqi4uzkIBtWYZ/lmxS5uvTqPe1Y1tvDcdMUIXKk2/bNvVuyKIQpfUJrPvzbvYdKYAfTq7kDV0CkjIrZ08s8G47DJ1NYHWPHS5/yqZDg9MhzsrarRqR1uLAkH+Dxev851RQOnlyAY+bA8Xj8pdokbLj+LzO7havHVr2zX1Tqz3E7kVrSuW+hY+OtjCds7Aw67yMKpZ8co0jrsIvWhjh08ImCzCU0oFAREOn4YWwIV8SGh0d2VYvidurtSEEVMn1mKTWLKRWc0fEbAWxcgNUowyu1ycPVFQwx0D3OKc3nn4z3cWJJrEAS76YoRuNJsrHr5c51DO7MhQR4MqWSkpVBd66d0/FDQoGBob/yBEIqaYuAQNHwfSw3+uEIwoCAAfXu52L/f2yJ/c7JAksLJ7bF5/XXf882KXeFkTpKXNsuSQKpDNtiMVIeMLAkEO/vmmoNm7u9PuyS7s+/MgoUOh6BpWtJ5P2PGjGHVqlWceOKJvPjiizzxxBM4HA4uuOAC/vGPf/DSSy8B8M4777B69Wr+8pe/xD3XyJEjefvtt3G5XB1y78Ggwq59XsOGct6UPF557xu8dQGmT8pBU0AU4dY/vRvjXP2qZDiZ3R346kPIkkRQUXDYZIKqQoosc6Dahz8QIiM9BRBYtrLxOrddk89T//yCjdv2Gc75uznnoGkaX+4+RK/uDtKcNm5/5P2Yay+ZOZosd6ohy6OqGtW19QRDKjZZJCMtJfmzQBaOKQSDCnsqvToPYWSsn5TlwtYCR9R+T51OjB5BltvJstlF9HKntnjt6lo/VR5/DM9SpttBRpqj2WMPVPv4bn9NjALyCb3Swwq6LSAUUvn2h8Mxwc2T+3RDlpOq+DspEAqpeLx+QoqGM0UiGFIJKSqyJCLLIgerjb/jvCl59OiWgqLA4boA+z0+Nm3by/kF/eiZkYqqakiSQH0whKYK+AMhXKk2JJvAYW+Q8hWbYnhjITy+Iu/fcPlZ/N/f/xPDdxj53F3TCxFFgcyMcBvLrh8Oc/cTG6n0hMWrSscPIxhScNgl/vLiZ2zcto+Cob2ZPG6w4bvcfm0B/ft0s2xzEqLSU8d8ExtUPruIrARsUHviUI2fg9X+GFvaI8NB9/Tm7Vl743Ctn+qaQIwwSJgruWPvRVU1w9yz5pQRum1VNWRRwO1yxNirLLeTJbNGU1sXjLGzGen2cGKLMKdhNL8qhOfDzEk59O6Rit0m422wx2vf+oruLjvTLs1BUVRCisazb3/Flv9W8duyAoIhLcbXTk+14bDLiAIoKoSURt8VsH5nC10Ch2r8eGtj7aMrzd7htrq1qDpUZ7q/vef6IjK7d+ya1xpY64CFZMSEm19o9THr/jCxzddNqgrCpqivrycnJ4fnn38egFdffZWTTjpJ//sbb7zBhRdeqL9WVZVHH32UadOmIUmNgYPo/yeCAwdqUFWNXg0Zp0QhSSJBiOG6WraygqUNRMk+fwifP0S3NLtp+Xim20lNXaAhQKjgdqXg9QV47NnPKB1/BvMfeg+Ax+afh90msHhaIZIkhKsVBQzBwcg56wMKkoi+kf3dnB+bXhvg0KG6xja3KEXm6OBIR0q+t/Y3SDa09v579WpbIDsydo8lCDaJdz7ew8KyUUhi2Ol/Y9O3XHzOaWgtpIOVOGqziqol9LtossTT678wZBSfXv8F0y7NYX9d88eHBEFvtYocu+rl7dx85YiEri1JImlOmUVTRyEKoGogywKHD/s6tOIh0THc1rEbwZHMd5tdosoboHzFJnJOz+TC0afo/D0RlfhUp41FU0dRHwix/5CfR5/disfr585po3hk7RYAfnnhEP7wt82GgG5EmGTBNfnYbRIhpVH4Jh5vrLtbCpUeH717pFE+qyhuu9DBw37uf3qzTqQfcUwhbMu/+f4wd04r5C8vfsbYvP5cdu4A3K4UUlOkGDL9AwdqjuBptx5d3SaboT3Gbjzbqwhts0HtCptkLvh0fVGH34tol9GA3j3SGuxbChoawVAnPBcgwyF32pxqikiVG4IADcT+zdn8ozl+oxGpwvJ4aoHGZ4YAaOENdFNewmUrKyibmM2bFbsoPn8QwZC5LTwhy4UsCew7UIe3Lsjat77SK6RLL1JY+/ZX5A/ty9i8fowZ2Q+n3cbi5e/GXGvZ7CK0oEKVie/a3WU32NhKj4+7n9gYVilNsirCrmpnj+S+O8Lv7WrPU7LL+ALGUkFfIESaw5b03yMUZ80LKp1j21uDRpvWaHubWwc6yvZ2NLrafGkOXfm7tGV8tXXfltQBwrq6OkpLS3nppZew2+08+eSTlJSU6H//z3/+w9SpU/XXoijy+uuv079/fy688EKef/55zjzzTFJTOyZjEcKoejqon5tJYwbgSrWhKBopdpGqQ0Hue+pjyiZmm7ZnRIhp5xTn8sSL2/B4/ZRNzMbj9eOtC+qf+3bvYZa/sJWyidmc3NeFoGoIdomFZQW64makfc1mE9AUuGt6Id9X1eCvD5le+3+VXtwuhx4AtCTfLSQDRFHgx7knGdo4503JRxSFFlvRxDitY6IokIgUnKpqHPIalWkPeQPh6rIWjpUkMax4u2KT4dqJtoiEgL+88FlMi8m0S7Kt+dcEAQU+/7qKJTNHo2ka3+2vCdsyl0NXiY9uZ4vefB6uDfDLC4cgCOjVnhHbLUsic4pzefCZT1j6103cNb0QVWu08dFK9RFkpbJyGAAAIABJREFUuZ2kO+0UDO3Nd/u9BEMaGek2U9scahDRifAKmTnVh2vr2bhtn578yXI79Q2tDKBoVmdxEsMmm9sgmySgdXBMIhSKr8reGc7gIW99TIV1msPW8oFHAYqiIkCnz6lkSMwmCqWhQttTG77fxdNGGcZXxI72651O6fihrHhpG+OLTjWdDwIw70/v4nY5KBk3kF9NzqXqkI+X3v2aHw7Wcl5+fxRVRRQFMtJTdNsZjfBYVkEUTX3XpbNG43Y5DEm7tW99haImt7qqheMP8cJFyRVGMkdcvzsBcb/ORmQdiASVLN/KwvGKpF4T3W43s2fPpri4mFAoxPjx43UxEoA9e/bQp08fwzH33HMPd9xxB3/+85/p0aMH9957b8fdsBDmXshyO3G7HPzywiEGnr8Fpfk8985XVDa0TkQ2ntEb10AwRKUnrCxcNjGbpSs2kZFu1ytZCob2pmxiNoqisnh6IQ67iKqGjZoWVHntg2/ZuG2f7mx3S7dzuCZgaClaNPVsbrsm3/DenOJcnccwEgBsjrg7qQeOhWMKIUXTW+khUimwifLZRS0GyiRRYN6UPL2aLNKGJIlCIvFBbLLItMuGcbgm0PBaaBAcEFEDzZ/BLoum17bLIsFE+L4EYrhCExVIOd5gswmccWomtz38nuFZRQf9gBjbGlHAXP7CVhZPL9SDg01td8Q+appGfVDRnV8zOz5vSj6Ha/1MuzSbwzUBuqXb8dYGDZWJN10xIpy4aeDNihDpRzvVg/q5KRk3EFeqnQWl+XpQ07LBXQuSZG4HJEkk1MGEWPF44zpj46YoWszc/OOaTyif1bJdP5YRAvOq9SRNDEUnkiMCfM3ZUadDiuEavLEkl4OHfXH95orPf+D1TbuZOSmH2x5+nyy3k7tnFMaM5YKhvcPzSlEpm5htSARVenwIgsDVFw2JubbdJqJ2AeEKC61HpBq30lMHkthlOCc1zLlru0KA0GYTY7ib55fmY7eJhCz+bAsWugSSco/x1ltv6f//xS9+wS9+8QvTz3366acx7w0YMKBDRUkM0ARqfPXMm5JHdU297uRAYwazbGI2G7ft0xWOyyZm0693Orv31bBuw07G5vXXP39iVjoP3PQTXE47iqZxyy9HUh8M6ZvggqG9KT5/kGHjMac4l0PeADt2e/jjmk9YNruIXT8cZu7k4Xq2dNHjH3LvDUUsnTWa/R6fLnIScaQim0+LuNtCMkCJUymgJFD1oigaz7y+w7DZeub1HUy7JCehzVa8zyRyrD+g4K8P6i2mkiiy72AN/oC9xepDADQhxoY8+Ex4A23BiGBQi6F2ePCZT/SgXzQircHRgb9Kjw9RCNu7SWMG8OAznxgqTfyBENdefAaSJNI9RdIDPjt2e1i3YSd3zShEUzX2Hqjl0We36MIjdfUhFFXj3tUfGe7tvqc+Zt6UsEDK3TMK9XHclMg/eiN769V5vPr+N2z5b5Vlg7sQAkHF1AZNvSSHjmYSlSXRNDiTiOBTeyO6EjeCSo8PVWu5OvuYRhdLDEUnkp975ys9+Ryxo01t8pKZo3ns2Y9jqDdKx59heszSFZtYPL2Qj7ZX0j09hQWl+fTq7kAURRZPG8XeA7WsWf8l3V12is8fpPN9Rtt3gJJxA1EUjUBQwe1yUOnx6UHpZdaaekyiK1XjNkW8BMrSWUUdvm60GpqGLAsGehxFU0lCyYMYdNWAsgUL7Y2kDBB2Vaiqis+v8GbFbi4/b6Cp85uRbtdf79jt0duEl7+w1eDMZLmdeOvqCYY0lkZV+t1Ykqs7N2Pz+uvBwcj5o6tjKj0+giHVkIGKXCMQVJFEgfuf3hw3AChjVNKMVoWzckAWOgrx1XxbVm1VNc3QnhlB2cTENqEq5lncRNyFVIeE02HXCdkjWdRUh0R9XctnUOPw1iXS3ny8IR7Hn6pqpmOnZ0Y4+BdJjGS5nYDGnOJcbLIYt5Jl07a9DB/cB0kUWDprNBrhfXvlQR8PrDHa0qUrNjFzUg49M5ym95bqsOF2OUAQdAfUnWqjvOG8Cx56z2Db71lVweJphVx27um6DbYUOZMfqoqpDbruYq3DN3o2WaCX2xnDa2qTBeoDLR/fnmg2AdkJQzhp5lISJoaa2zRH/45vVOxh8s8GcfOVI3C7UsxbgBsET5pSb0REoMyOqa6pZ8pFZ6BqYfX5X5w3kD37DuOwh7cwN5achd0ms+Chd2Oe2w2Xn4UoCoageMQPjlRkh1TV2gwdg+jKNElqnA4uVev4daO1UDU4XBOISUSlO+0tH9yJ6MoBZQsW2hvWmtiOEMWw0uWW/1bxk+Enmjq/bleK3oJcMm4gfTPTsUki99xQxCNrt+ib1RtLcgkEVf7v7/+JySBFAoDxnClXqk2/3vdVNXq7x6QxA7DJot5SIShaswFARVH1DWunO80WjlvINpF5U/INit3zpuQj20SUFtoV4m5CpcQ2oYqi8dHnP8QIpFxUdFqLTpo/oMZUtZWvSKw1GprjT8SK0DdBvCByil1iQWk+T6//grF5/clIt+tqlm9W7DLYW1EUWP3KduYU51IybqBpJUu0GnHkuLc/2sOkMQNMbbHDLrO3qsbQdjdpzAAy0u2oqhauSoxq74zw3yiCYL5Rrq2nV4YTRVEsZ7aLIEI70nRsyglykbYngiENX32Ig9V+XRmzR4YDu9zxKQdBFLjpihHc99THhtZ7QRQ6vI0umeZSsiWGWno2TRPJmgZ1/iB1fnN+VkkSWDy9kOqaeqprArxZsYuScYOxy4J+/qbHVNcEOLmvi9sfeZ8bS3KpD8Qm7Xp2M7eZvXuk6hy0kfea0kxYFdnHJroyTVIycde2Foqi8eK/dxqqhF/8986EO3c6C105oGzBQnsj2W1kl0Cj4hz07pnKTVeM4Ll3vmLu5OF6hV7EiZEkkZuvHI5Nlg0Bj0VTz+aa8cO4ZvxQbA3KqWPz+jUbAIxHkB95f96UfB59dospF8xtpfl0T7W1GACMR9ydNNl2C8c8JAEy0m26AIUgCIhi+P1EREpunTKSwzUBfUPcLd2OKCTGQShLAj/OPbGJQEoestxyS15bWqMBq4K3FXDYzTlvFFXFbhdjqBhuLMml7JJsLvnJ6Y3q0leNYNKYAdTVBzmpt0uv1I6g0hMWDDFL2FQdMt/YRmgdIkHKpq2DC0rzcdhF/AHNYEs1zLniqmsCuF0pyFjObFeBLAvm81gWCHVwgBAIizg087qjoKrhNrSZk3J02yzLAqqmdfj4Taa5lGyJoZY4EaMTyaoKKXaJvpnp3P/U5hh+1rmTh+P1Bbhn5UcG6oR/b97D2dk/ItUhG2gWSsYNpE/PNDyH67HZwsqoPTOc/PbR92Ps8NJZo02fm6aZiz9FaCasNfXYhSQKFAztHSP01hUCwrIk8tuys9nvqdPtYy93KrIkEuxg7trWQohHk5Dkye2uHFC2YKG9YY35NqJpdrVgaG+mX5bDtEtzEAQa+Mc0vtvvZdXL25k7OZfqmiDLX2hsR3O7HHhM1PxUzbw9zh8I7yrerNhlSn4uAGUTs/HVB3UV5KbVMEsizu8RKPclU7bdwrEPRdH44UBdzPw4sVd6y8eqKoGAsc1+7uThKGpim1BF1WLa+JetrEhMIEWK0xqdYOWQVcGbOOp9QbK6Oxr5HiWRFJtIfUBFlAQWrfwwZkO5ZOZo5j/0HhAmt6/zBVn+wlbDGFv1ciM3ayRAF43IRnPFS5+bik5FhJ8yXHamXDSURY9/EBOEuHtGoUFleUFpPj1d9pig0pziXNZt2Mm0S7LDttpyZrsEVFXDZhMNbb0aGqra8RvUZCO+v3fVRzH2sXx2x7fSJtNcSrrEUAKciJFEsgSoAUixiXi8fla/sp0lM0dz8LCf6poAqqbpwUFopE4om5hNt1Q7Bw772fLVDyydNRpvbZDylcZnUDC0d9zWSw1ibPCC0nxS7JLpOtzL7WTZrCIkNGtNPUZhlwRKxg2OFcuQBJI8xkZI1aipCxps9U1XjCDN2Tkq762FKU1CJ9j21sDi3bdgoRHJTmWQ9Giaed64bR/z/vQuaGFHfP5D76KqKncu38iO3R4UFXpmGCtTJo0ZYEpGKyAwpzi3gR8LfXHr2d3JY/PHct3Fw8hwpXDX9EIeumUMN1x+FqqmUb6ygqUrNvHiv3cyb0oeGen2uM5ve3znyEa3E4ohLBwHCMYhaw4msmBrRp7NSo+P+5/eTKI74uaqAFtCSoOSW9P5m2JL3OwqioqgqMiahqCo1kamGdT7ggiKEn5WIYWALxgWX4gjhqBpGuflncRDt4xh6iXZMTbtj2s+oWTcQAA9+fJmxS7DebLcTkKKqouVLJ5WyMO3jmHmpBw9OHjTFSPCvEGieQucx1sfY0sDikZPl527ZxRyz/VFlE3MZt2GnUweN1gPWESc2ab3E1FEtpAcUBW48/EPmXXvW8y45y1m3fsWdz7+YYeLgkB84vtE7Fl7I26gpxMCp8k0l6ITQ3+5/XzKZ43u3ORrHE5ENPNnoygqshAOcnq8fg7V1HPrn95l6YpNiHGoEzLS7dhkke3fHGD0mScA6MHByGeWrtjEdRcP45C33vS3UlWNj7f/wKKpo3hs/nksm1WEO9WGoKjcdo1xHZ5TnMvjz29Fs4KDxzQCSqx4WXnD+prsUBRNp1+ARnGzzrDVrUVc/sROsO2tQSQ5E20rIskZCxaON1jjvo2In3lWqfUHG/7WmJV4f8t3MfyE8bgEM91O7LLI3TMKAdh/yMeaBi6t5S9s5c5phfxh5UeUjj8DgDse/YBB/dyUTcymfx8XiqqR6pBQFPN2tSPNiiRTtt3CsQ9V1QyKspG2zUTImtuqlNmWKsA6f4iPPv/B0Br9zsd7+Mnwk6x50gGQJBF/QMEmm/+GsiRyUdGprHx5G1MuGmo6Tvr0SOORW8dik0XsdpFrxg/jsnMH6NxZxecPIj3VzsKyAlxp9nDwmXDSZ+7kXHbvq+Gv67bR3WVn6iU5cduGm15XUTWCikqKJJKZ4cDtSmHaJdmGCtKkqzSyYIpQHE65zhBGSCbi+3jtf2IniJTYJcGUoqCzKo0iFXm9ernYv9/bqfNZVVXz9TcOJ6IkiRzwBnh6/Rcsnh72XSN2Lx4tTkZaCja7xMgz+jRrjzWgW7qNBdfkG8T75k4ezhMvfsY1E4Zx/1ObufmqEaAo+nPLSE8x3H9EoOS6i4dZa/ExjK68V0kmW91aJJsAVaKITs4gCGE1ZqyuHQvHJ5LdRiY94htCkZq6AAVDe+OrD3JjSS5/XPMJ/ftm8JcXPzO0QvgDIdNzfFfpxW6TWPVyuBJl7uThHPIG9IBijS+Ax+vHHwgRDIUDfRFl5PJZRciShtvl5NChunbdSFpl2BY6Eik2kasvGhLTYpwiiyiB5hfutjoqKXG47VLsIoFQSwIpIq9v2s3f/rnDcO0xI/tZEZwOQAj4vqqGU0/MiLF/80vzEUWBNQ28gPsO1pqOkz2VNSx/YSs3XzmcFJscY0P/tXkPz/3ra32TCkZ1+milzusmasyfkh/TNvf0+i8M9x1tS+NxwILVgt5VkEzrZVzBlE7YuNlsomn7n80mEmzBtrY3AorGmiY8e2uiePY6Gs2pBnc0bHHWX5tNQDVRvo7uMBmb1583K3bp/u7at77SfWEDLY6ooYTUFu2xpoJdlgkpQcNvteKlz9mx20Pp+KFce/FQJEFAkkT9mYmioNNHRJ/P8lmPbSST7W0turJIiRhHgEoUE+P+7kwkU3LGgoXOhLRo0aJFnX0TyQafL4CmQVpaCnV1Jh5QFGRRIG9oXzbvqKTWH9I3fS6HhM0mMXxQb+56YiNf7jrEVT8fQr/e6Tz63Gd8V1nDVT8fwoWFJyOKAmNH9jOcY05xLk+9toN3Nv+Pq34+hNc+3MXW/1ZxzYQz8NUr7Nh1kDMHZDL6zB/Rs7uT59/5L9/tr6VgaG9+feUIAERBINVho7a2ntQUmTF5/RhfdArn5/cjzSYdscMZ7zun2SQ0rX0X3UR+g2RGa+8/rUFh9UgRGbvHElRBYMlfG9tEav0hPttZxZi8fggttCwIssjQU3vy2c4qfazeWJJLt/SUsCRxCwipAitf3sb/GzOQCwtPZthpmazbsJOzBmQhtPCgHQ6Z4YN780nUPJlfmk9Gmg0llOxuUiMSHcNtHbsRtNd8V4DHn/+MojNPABHOz+/PhaNP4ZzcE3n7o92cekIGPbo5eXjtp+z8XzXTLs02jJM5xbmsWb+D3fu8/GLsQBYv/9AwBjfvqORnZ5/Chv98R60/xNb/VnHVz4ewY9dBbiwJH3ug2g+EHfvz8vuR6pQ5L68f44tO5fz8/jjsImcNzKLSU8d3+2tbbUs1TUNoqCgQNK3d7a8ZurpNNkN7jN14ttduExlxRp8YO+ByyKgdvEkVZYkzTOxhRnoKWgcHoBRNMHBy1vpDfLKjknOHn9SibW33ewEeeXYrG/7zHW9W7GHDf77ju/21jC86peMrKxs4nhc9/iFPr9/Bh5/tJW9oX1JT5Ljz+2iOXw3RdP0dO7IfZgcowJrXv2RQPzd5Z/TmrIG9efbtr/h/YwYyKrsvfTJTGT4oi0t+cjpj8vpxuDbAmvU7OGtgrxbt8TNv7GDkkN78r7KW5S9s5cUNX7PhP99xoNpPltvJkJN7cPsjH8Q8M3dGKtmnZXaIz9pe6Kp29kju+2j5vR25V2lvxLPV3dI63la3FkEVHvrHp/oed9hpmTz1zy8oGNYXMcmfewQd6fcm476tq9ofM3Tl75KWlsLT63e0/MEmuOJng9s8fq0KwjbCrIrDLgkEFA2bHF6EKj0+nUMlwm+wY7dHry6JCJssnTWa/Q1tGJEWCEBXLa70+OjTM40VL21jQWk+GS47lQfreO7t/3LBqJOZdkk21bVBA+H97dcWkOGQDZUoEkJYgVgQ4ladNKdSbFWuWOhIKEqcNpEE1ICDQY1VL283VBtEFGsTMX6KqrJx2z42bttneP+6i1u+dn1A5d+b97CwbBSSGI5HvrHpWyYUnZbAlS20FZIo4PH6UVQVny9EIKSQke5AFOCCwlMAdH7WSo+P1a80jpNebidvf7SHHbs9ZLmdCMRXwox+3b+Pi6WzRhNSNErGDWTN+i/xeP3cWJLL71Z/jMfr57aGKqlFj39oqCScdmk2aFi29BhDQNFM7cD4olM7vDotEFTbZA/bE0qc1uvOaP9LpkqjZFJUhuZ/J9MW44bW8Qk/Po0/rvmEnNMzmXLRUGRJQBQFDtcE+PWDG2KOm3pJTlx77O7m4P6nNje0BWcbqhIbKxHzefTZLQzq52bSmAHUBxVC2JElEVEULJ/1OERXbhkNBBVzW31lx9vq1kKSBLq77Ib3urvsSd9ibMGChUYcFTvzzDPPUFxcbHjviSee4Nprrz0al0sqSJLAQW+AJQ0O3sKyAoPj2bTFomBobyaPG8y8P71L2cRs0zYIb11Q/78siVx38TAcKRK//uMG/bNvVOxhYVmBrngFYSfu7ic26o6lJIlokoDHG2hWgTgRleLmWt8sWGhPSHHa4hLhAbTJ4SBRdKtna9o05DgchHIC19YEGDGkD3cu/0CfR3OKc9EEOmWjd7xBBsqvHw0aBEIKmRmpVFX7qK4JsPatrzipdzqXnzdQ/30jSZsst5OZk3LIO6MPI4b0RmtQtDEbBxHbHHmtanDHQ+8Z7GZ9MMQTL36uJ3yWrNjEzEk55gEARbVs6TEGQYD8oX0NdmDu5OEIQsdbgbbaw/ZEW2xru98LcFtpvu63Zbmd3NZJfJ7JxpsmxvmdxDi/kwxMuzSb6poAS2eNRlU1qg75Wfny53i8fu6eUWg436B+bkrGDSSkqPTMcJja47KJ2XqyxuP1c/E5p/Hiv3dSNjGbjHQ7GWkpBBSFk3qn89MRJ8UoGXfv3jxdg4VjF121ZVSSRFNbnYjf29mwySLF5w9mWRSdyrwp+dhkkVAH00dYsGDhyNCuLcZ///vf+fjjj3nssceQJIlPP/2UTz/9lI8//pgnn3ySKVOmtNeljipa02Ic3Q6y5vUvOXNAL+6LUk39oaqO6Zc1tkpIosDPzj6ZkUN6M+nc08k/oy+LHv8At8tB3hm9OXdEP0MrUqRVTWrgdHA6ZGw2iUBA4dQTulN5sE5vY7vg7JN5ccPXhvur9YfCbTKShC+o8L/KGoOqa6RVbkxeP72tRxUFvbol3mc6Cl25NBisFuP2gCSHycvPHtaHC84+maIzf8T5Bf1JdcgttlrY7LFtvvOm5ONKtaEm0OYryRLDh2Qxalhf/dpj808i3WFruc1DEA2VIJHWrPM6YR61BV21xVjTNFJSZEKKhl2WkGUxrOL6zCfs3uell9vJ6DN/xMjBvQ0tSPOm5KNpWkMQ0YUkimho/PisEw2fm1+az7oNOw2twU+++jlf7j4ENNrNoadm8vy/dur3VesPccHZJ/NmxR7De+OLTsEmiaiigAIIkogsCknXCtXVbbIZjmqbkChy9xMbDXZg63+rOC+/H3SwqqMcxx6mJ2gP2xNtsq3tDLFhzg05pQcXnH0yuYN60S3djl0SO3z+CZLIh5/tpdbfGAXIcjs5Pz/+unG0x29Tmo45xbm4Uu2mFB+iKOALKXjrgiz96ybWvP4lW3dWMXNSDjt2ebDJApedO4BDXj8zLsthTN5J1PiCLH/+Mz7/5gAzJ50Z1weeX5pPfVDBbpPIO6MPPTIc7DtQxxPrtrH+w13MuOxM7l1dEeO7Fub8CAQhKe1pPHRVO5tMLcZNr9GVnqfdLjNiSCxFTaK+a2dCQeBOM/qIkSe1SAvU2ZAafLBafyghm2G1GCc/uvJ3OWZajDVNY+vWrfj9frZu3dp4EVnm17/+dXteKmnQtB0kPdVuyLTu2O1h1cvbWTprNAeq/VTXBPDVh/jD3z7G7XJw85UjcLsc/PLCMAm02+Vg5qQcfpSZjiyLiCLcWJLLgWoff123jblXDKfyYC23/uk93VGLtCPHEzv5dq+X5S9s5caSXLqnp7SYnU62DLaF4xt2WUAAvTo2EoyxywL+FuxffVDhmdeN5PPPvP4FUy/JSYhbKqRqBAKq4dpzJw8npGktVgEqbVRQttA22OwS+w/5DSII5bNH62OhW1oK3++v5YkXt1E+q4hASOGHA7U8+uwWPF4/c4pzSXPIlK+sYOakHNas/5KZk3Lo0zMNz+F6uqXZmXjO6Vw7YRjfV9WgaVpMK3qlx0dGurHVJsvtxB8IxbwniyKeuuaruy10PYTiUCSEOmE9DbTRHrYnQqp6xLa13e8FDElRCM/JzmjrTUZ18nUbdhrGzLoNO5l2aY7pZ0PAvgN1Md0s9z+9mRsuP4vM7qms//AbLj9vEPesqjBU169+ZTtr1n/BkpmjqTrkI9Rg90rHn4G3Logr1Waw5/Om5LP2ra/06mxJNKeCqDxYx/1Pb7bsqYUug0BIBU1j5qQcHHY57DNoGoGGishkRlxaoCTfQybSPWfBwvGCdp2rxcXFFBcX889//pOf/exn7XnqpEXTYFpqii0mSOfx+hEQSHPaqPMHyUhPYdHUs9l3sA5RhJJxA/WWiEqPjzuXb9Tb3LLcacz+3VtApBVI5IkXPwfCBvfBZz6hbGKYk+XELBeLp41i74Fanfsq4nRVenz8cc0nLCwb1SLXTjLx8Viw4Auo5pxMs4tadJRUlbgcggltiDUMFbeRjU75rKIWD5XbqKBsoW0IKOibSQC3y4GqwvIXtuJ2OZh7xXBcqXZKxg1EQ2PhYx8YfqsHnwnby0qPD4ddZsduj26byyZm0zOkkpGewh2PhjlfI/yyTX/vbmkp+vuRIIjNJhreW1CajyglF/eYhfaBKJq3p4ud0GLcZnvYntCEI7at7Y1kSoomG2+aJApcfM5pMSrGUhxFUkXVcNhl0+eZ1SOVmrogQ07J1IODkb9FfNmlKzZx7YRhhrEB6D5x9DHLVm7Sj8lyO7HJUlwqCMueWuhS0KB8ZUXMWO4M+9hayHFogeQk932Tjf/VgoXORLv6PuXl5fr/N2/eHPP3+fPnt+flkgJNg2mBYCiGPHlOcS6CCHZZpHePNFRVQ5ZEXvvgW667OJs+PdNMnam+PdMQRYFB/dw60f1Br1/PlkY+d+oJ3chyD+a2h43cV7X+MKlt5POVHh919cGY+2uanU7GDLaFrg2bXSKghAnPJVHELkEwkNhoasvmLa6jkiCPS7wqQEVr+do20Xwe2UQItnCshbYjQq4/qJ+bq34+mMzuTvY38MIeqgnw20cbxZzumlFo+jvX1QdjuAbDG10nIUVDEqFsYjZr3/qKtW99ZWr713/4DeWzinT+wxUvhRM8MyflcEIvF5IYtrn1weQRbbDQfrBJooF3OBJgsUkCSgcvqG21h+2JttjW9kayJUWTiTctGFJ5+yOjyM5z73xF8fmDDJXwEWE7EeJ2s3y/v4Y+PdOB+KJPEZ61pnNmfmk+j6zdEveYBdfkI0mxa24kSR75vGVPLXQFqF25A0WAm68cwR/+9rE+D2++ckTSk28nU6LIgoXORruOeafT2Z6n6xJoGkw7VFPPax98S9nEbHp1d2C3hUvDJUHAp6hUewN0d6UgiAJll2Sz5ctKcgZkmTpTu/fVsPyFrSwozUfVNBwpEisbNpfRn1O1cJXi3MnD8dYFWfvWVyxtIMKPDiZmuZ3U1AX0VrkfZaZjk0QkNEN22lIpttCesNklqrwBQ2vQ/NJ8Ml32hIKEsihw6U9O5bz8kw0qoIlkI+020TRIZ7eJBBIgS45XBZjItYMBhcyMFMpnFemB0RSbQMCf5AzTxwgkSeTSn5xK0Vkncs+qCnJOz+SycwcgSwI9uznJOT2TNyr2UOnx8f3+GtPfuaYuwI0luax6ebv+fsHQ3qARIz6z+pXtrH5le7gNuUcadpvEY89v4coLhmCXIMUm6SJUWW4nbpeDFDHnqn3CAAAgAElEQVRsV5WG+02mIIWF9oEoCmR2d7Bo6ihEIUw7KEmNvHcdCbtNZH5pfowtTtQetieaDcp1tGAKVlI0HuyyyM9Hn0ylp1Zvdfz56JOxyyJKIFbYzu1yMGNSTkyAL2IjzzjFzYWjTzX97f2BEPOm5PP2R3vIGZDJ0lmjCYbUBkoHGx6v33BvWW4nPTMc3D2jkL+8+Bkbt+2jYGhv7p5RiCAI/K/Sq1PwRD5v2VMLXQHJZB9bC0kQkGXB0B4tywKS0PFrXmuQbIkiCxY6E4LWVRh7OxAHDtSgqpqevW0JkcypomrYbRI/HKjjuXe+YsKPT9OrSe65fjSaJnDfU40ZlRtLcumWZufLXQc57US3adYzoty2eFohNpvA3qo6Q4XKb8sKCIU002PnXjHcUCUzvzSfnhkp+OuVLhP0S/Q3SFa09v579XK16XqRsZtM0CSJ+Q+9a9oqISRQQmN32mK45OaX5tOru4OAr/laPE0KB2nG5vXX+ZPerNjFtEtyErq2ZJf53/6amOqfE3ulowSaD/RJksihumCMMmb3LsZnkugYbuvYjaA95rskiUh2iTp/iNsfeZ+c0zO5cPQpLFvZyHk1b0oer7z3DW9U7GFQPzczJ+XEBAi6u1Ko8wd1frIst5O7ZxRy+yPvx4zniAp9xP7edOVwZFEks7uTAwdqDOuELImIokAgqOgVtaqidQn+m65uk83QHmM3nu0V7BL7DvgMa/9NV4ygd89UtBZsSLtDlnj0uVh7OP3SHOjgAKHssFF1yBczJzO7Own5O77GOnp+Jot/1JG2N974bW4NRFFRFBVNEpnfoN4OYWXi6Zdl0y3Nzn6PT09c79jtYcnMQhwpEv56xXDOeVPy8dUHefHfO7lg1Mm4XQ7SUm0cbODu3v5NFT/OPdEwXhaU5pOWauO2qGtD2B4vm13E4dquy+naVe3skdx3R/i9Xe15Sikye6vqYtaNvpmpKPXJnWQWbBK3/inW57/n+iK0YPKGCI+Eg/Bo2t7ORFebL82hK3+XXr1cTLj5hVYft+4PE9vsO7RrBeFVV13Fk08+SV5eHoIJv86mTZtMjuraaOpUKqrKG5vCAYjooEhGukMP1gE6J+DMSTm40hw8vf4LymcXoSga3+49bMh6RsrK6wMaq1/ZrpNF93I7qTzo44E1Rh6fB58Jn/dgtd9ALL1m/RdMuyQbWdNA0ZI6k2Ph2EGk1TMa4bJ9NSEDVB9QDVxylR4f5Ss2hQOMLV5bM+fcmphYy0B9UGXVy9sN82jVy9u5+aoRLR6vIOjBwch9L1mxiWVdgEOmKyPi5Hn2eUl12Kj0+Lj0pwP0ij+I8FdVsLBsFG9U7MHj9VPrDzJzUg69e6Sx72AtqQ4b5SsqAPhVyXB6dncgiQLVNQHT8dyvdzplE7NZ/cp2PF4/oZCGIKtU19YjSaLeNuhspqLWqtw+9qAomr7Jg/BYue+pj1k6q6jjhUGUttnD9oS/XuGV976JaV29/LxBndLOFZmfMlj+URSCiqoH8qDRd71reiG++hDuVBv1Jq15tb4g3dLsMVyCmRlO7nj0fdwuB4unF+I57MdbF+TRZ7foPm/pRUNxOmRu+b8NhmO/r6plYdkoanwBXKl2QKOm1tweB0MqPV32pOFytGChNagPqPx13TaD7/nXddu4+cqWfc/ORjBk3qobDCV3q26y8b9asNCZaNe5+vvf/x6AtWvXtudpkxZm2YZFU8/mvPz+VFX7DAZSjcNt4LDLpDoEJo8bjKJqCAJ6G1oEkRLnSk8dO3Z7dELmSPm2KX9hZjr3P7XZ0GIMcN3Fw5LaQFs49iDHaZ2UJTGhqpX4AcaWnQ0pDudWom0akijg8fpZuqIxuZHldiIlIDAQinPfnaFeejwhQjQ9d/JwqmsCDb+3OeeV1CAgMac4V+drvef6ImyyxB/+9rFuPxc8/F7YaQS8dUHTMbX3QK1umxeU5rPqlW1s3LZPXxccNpmQqqIpsGb9F+YBbytIccxBVc3Hnqp1vDBIMgmmSKLAlv9W8UbFHsO9TB432OrrTSI0N34jBP7RrXmD+rn55YVDePCZT3C7HDGtxggNysIeH7t/8Jr7u5JAXX0w5robt+3jkp+czvyHwvb4/qc3xxXe+76qhn69XQiKSq9eLg4erA0n8wXBSr5YSHqIIqa+pygKSW8fRTFMxdK0Ur0r3Hsy8b9asNCZaNd9ap8+fQCoq6s74nPU1NRQUlLCI488woknnsizzz7L8uXLkSSJgoIC5s2bhyzLPPfcc/zhD3+gZ8+eAPz0pz9l7ty5fP/99/zmN7/hwIEDnHLKKfz+978nLS2tXb5fU5gpHu07WMfDa7dQNjHb4LQcqPaZOjFOh0T3dAchRQ1XjUgit19XwN1/2Who55BlgZfe/Vo/bkFpPg+v3cKkMQNMz0sDL2E0LC4FC50BSRS4dcpIDtcEdD6Sbun2cMVtIsfH42ZLgFjfLovcPbOQUEjT+b9kWcAuiwQTCE6KEqb3LkoCWguHi3H4TESRpHeSujIiRNMRp3ROcS6qZgyMDOrnpmTcQERRYGHZKJ575yudzqFnhpPKg8Y1LFqo5M2KXdxy9Ui8tY1jopfbSa0vyOO3nYdAuGpsbF5/DnkDAHi89fxxTWOb8q1X5+FKtevBkdZU1FroWkgmRUdZElk8YxSSIKJpGoIgoGgqsiSgdrBNsttF5k3Ji2kxtttFgj7LQCYL4o1fAUFP1KWIgs7hOGnMAJ0Gp9LjY9XL23VBJkVV8dYG9OCBu1sKd04rZMVLn3HIG6Bk3MAwN7YsYhck7rm+iOqagN6eHLHD0crEdfXBuHyHN185HJlwgr4r0DdYsBBBMtnq1sJukygZN9iU6zbU0cpcFixYOCIclf3I9OnT9f8Hg0E8Hg9Dhgzh2Wefbfa4Tz/9lNtvv51vv/0WgK+//poHHniAf/zjH2RlZbFo0SJWr17NNddcw2effca8efMYP3684Rx33nknV1xxBRdddBF//vOfeeihh/jNb37Tbt8tuqVYBNwuh2HT2TcznbmThyOKAnfNGMX3+8PEzpoGi6adzaLHGjeJd5QVIAoC3zXhd7ntmnxuvnI4qhpWg8tIt2OTJaZdks11Fw9DEgUkKVzZZKaceWNJLv9468sYp8ki3bbQFhwpR5OiqohNmoFFBJQEOTccdpGFU8+m8mCdHpDJ6pGKwy5S30KQTxCg1heKcVRSUxIzfXZZRBJEHl67xTCP7LJAfaD5Y2UTJcYbS3K7hIPXFRBvPNptIgvLCkhPtXPNhGH884NvuPgnp+niDGZ8hHOKc/HWBbj4nNP43eqPdNX4VS9vN/wfYOqlwwiFNOOYuCafPplpeKrrDZvQW6/OIyPdzoIojqxKj497VlVw57RC9uyr0Te+kijS4bK2Fo46JE3jtmvyWfLXTYY1XtI6vkLUIQt4vArlKz4w2MPuTht1Ldiz9kYwqLLhk/8ZWozf2PQtE358WsfeSAOSkYMwGSBJAnfNKERRtCiRHYFQSNGTzsbWPAxtkZu27cVukxBFEAQRd0ZKTPBg0dSzCQRVg+2Mtr9zinNZt2EnE358Gus27NQDgGGxpxRkSeRXJcMRhHCFd4TmIZIQr66tj0nmR6ofk1xY1UIbEZnXlZ46kMQuM6+TyVa3Foqismb9FzEUVzMuy+nsW7NgwUKC6BCRkvfff5/XXnuNxYsXN/u52267jUsvvZRbbrmFVatWsXXrVl599VUefPBBAP71r3/x2GOP8be//Y3LL78cl8tFZWUlgwYN4o477iA1NZWCggI2bdqELMvs3buXq666ijfffLNV9xtPpMSspTh64xhpq6j0+CgY2pvi8wezbKUxY6lqGg67jCgKyJLAnn1efaMZQUTAQQMEQeOHA3X0zUyDKHLX6HuJVudUVaitDxAIqKiahoBAZvdwi11XWRij0ZXJReHYESk5EvLeCES7HBMEv7EklxN6paMmQNIvO8JE5U2v3SPD0SKZfVsFUpAl5v059vhls4tabI+WJJHaoMK+qMBm7x6ppNmkLjUPk1GkJN547Omyc9AbMAjDzJuSj7ubneqaelIddtA0U5GRJTNH88zrO/Sqviy3k/LZYb7IkKLy/f4a1qz/kikXnWHgfY18dums0YZAYOT9u2cUMq08dg36w43n4LDL1PgCuF0ppKZIXULhuqvbZDMcVZGHJLIDmiwx38Selc8uQuhgkRJNFjlYXc/vnvxIn6u/uWokPTIcHX4vbVnfjiaSQaQkLCbjN/iy86bkk+Gy460JGJ6R2XP8bVkBwZBGIBiiRzcngiCwoMmavLCswNQPLpuYrdM2hH1ijT37vKxZ/yUer79BSMqOBBzwxhck0WSJ6+5+Pea7PTZ/bJiTOwnRVe1sMomUJOu8TgTJZKtbDZvEvgN1Ov9oltvJ3MnD6d0z1bCPTUZEAsqJchBaIiXJj678XY4ZkZJ4KCws5He/+12Ln1uyZInh9eDBg1m2bBl79+4lKyuL1157jaqqKgB69erFtddey/Dhw7nvvvtYvHgxt956K+np6ciyrH9m3759MddpCT17puv/j354YT4IYyVIRGgkGNL04CDA2Lz+ukMV+ezSFZt0hwfgkXlj43IIVnrCxjWSOb3iZ4M5uW9GmMOhAd27a9z3q3Ooqvaz6PHGLFO0AjLAX24/nyx3aqufQ7KgvQIPnYWOvP/osdueMBv7S1ds4vc3nkOvHs238O87WGdKcr50VhG9E3g2lQfr4mT/i8hq4fi9VTVx+Qv7JnDteMeHlMSO765qpKfaCYZUbLJIRlqKYQ53FXTkGE7kWvHG4z3XF8UIwyxbGR4rdlnm2+8Pk5FuN/1NDx7289MRJ+lVfZUeH6GQyh3RSvBT8nE6zG12SDHnmVW1MB9PtDBElttJqsPGwscaz337tQX079OtS4yPrm6Tjwbi2V6P18/r737NefknN1TKpfD6xm+59NwBLdrO9kZce5igPWtPVB2q04ODkfv43ZMfcc/1RWR28L20ZX072uiouRZv/FYerIvxZSM29ZQfGX1Ss+dY6wuS6rShaTK3PfwecycPjxmD8fxgV6pN/7+iadhlkZP7duOmK4bzfVUND6/dgsfr123n7288x3St9Xj9pm3SjhQZt8vRxid39NBV7WxH33dztjdZ53VLSCZb3Vrs99QZxIkqPT7uf3ozy2YXJfWYVlWNXT8c5u4nNnaoX3a09m1tRTL/Vq3FsfRdEkVbv/NRCRB+8cUXhtdbt27F5/PF+XR8nHLKKdx8883MnDkTh8PBBRdcwNatWwH485//rH+urKyM888/n1tuuSVGPdlMTbklxKsgDAmCqcE+oZcLMG4OXak2089mpNv115IohNslTRyXCL/Kg898QtnEbJb8NdwOIYOhDUaSBJb+1ei8RY6JZF7RtC4dPe+q9w7JVUHYlhaqeGPfXx9iv7/576cKonngRE1sXCpxjlcSGNeSLMXlL0zk2qJkfrwoJnZ89DNH0zh0qC7pM9dNkSwVhIZnSSxxvtvlIBA0F4YJKir7DtaSkW7XhUua/qbVNQGWv7DVYDu/j3LSKz0+ylduYsnM0XGFb0zFS6pquGbCML75/rCh9XjFS58Zzn33ExvDLW9HOD46qkWyq9tkMxzNKgDRLnHO8JN0Fe1Iq5iqqh3+HKU49kxK0J61J0Jx7HpQ6Xh/pS3r29FEMlQQKnGejaJqHDhQY3jf7Dn2zHASCmnctTKcDDETeWrOD478XxJADYTQJJEn1n3G2Lz+lI4/A29dkL+9tp1pl2TrIk+hkMKBqO6Cnj3TdY7E6EoyLagkrS3rqnY2mSoIk3VeJ4JkstWtRTzbHkrQ5+8saJLI317bbmiNjrYtZrAqCJMfZt/F1S2cIGot/PUhvIdbH886UrRlfCVlBWE0B6EgCPTo0YOFCxe2+jz19fXk5OTw/PPPA/Dqq69y0kkn4fV6Wbt2LaWlpQBomoYkSfTo0QOv14uiKEiSxP79+8nKymqX7wTE3QCChiwahRTiKV26XSn6+0FF4Ue90mKIum++cgRPvLgNaMyiVnp8IICn1qRcPooHMfqYCNcRQtjwdcUWYwvtg7a2WsQb+4mI3sQl6U9AZCR870euRCyJ6Nxz0ZtzSRQS0gewxeERtElCi3RxXbm9JdnQ9FkuLCuIGRMl4wbyfVVN3CDdmvVf8qvJw3n27Vje1luvzuOx57YabOe8Kfk8+uwW/TyD+rmZNGYAmqbpxPoRleI5xbkEFYV5U/INrXiRau65VwznVyXDyezu4Nu9XiRJMFQUQuLK3Ik8H2usJQ9UFd3+QKNq9bKG9vWORIpdNA2UpNhFAh0sDJJsispHur4d62iNSJjZc0SD6tp6/b0Ib/a6DTsZm9efjHQ7PTIc3HzlCP7wt48N6+yql7frfqzOny3AhB+fZrDfc4pzaY5MUBQFnSPR4pg8ftCV57XNZm6rbV1A6COuQF8n2PZW4Qhsi4WuCUeKfMStu8dG2LRliEfjpP/617/0f++88w7PPvsso0aNavV56urqKC0tpaamhkAgwJNPPsmFF15Iamoqy5cv59NPPwXgySef5Pzzz8dmszFy5EheeeUVAJ5//nnOOeecdvteMrCgNL8hKIhuPP7y4meIkvFvb1bsYt6UPMNn55fm86/N/2PxtEIemz+W1BQb1TUBnnl9B2UTs7nn+iLuml7I6xt36e3BkSxquBJQMG21LBk30HCfWW4nWe5U7p5RyFP//ILr7n6D+Q+9h6cuiCQdlZ/cQpLDTHF76YpNicTnAPOxHxG9aQmSKPDrq0YYjv31VSPCTlqCmFOcGzPvElu0wx+aOSmH8lmjmTmpdSTJGpCeajMcn55qIxHXsq3P3EIjmj7LNevDIkzRY+JHmemsWf9lzFhZUJrPmvVfsmO3h7Vvfcnl5w1i3Yadus29c1ohr77/jS4W4u7moGxiNr76oK4EP6ifm19eOITlL2xlWvmbLHzsfS4/bxD3/+ocyiZms27DTmRRJBgK6WOlbGK2Tpa/t6qGHt0c2G0SJ/d14XLa9XuMIMvtRBaPzD5bYy15Ea/1PNRJG1S7TTTYM7utc3wCWRJj5nBExKnD74UjX9+OdUiiEOPLzpuSFw4QNoHZc1Q1Ta/aBtix28M7H++h+PxBLH9hK7f+6V1ue+g9ZFlg6awi7rm+iLtnFOJMkbn5yhEsm11Ed2dUokMTDHQ+ka4ZtObHjaKoCIqKrGkIimoFB48DdOV5raoagmj0XQWRpKs0M0Mksd7Utts6wba3CkdoWyxYOBbR7nZyy5YtuN1uTjrpJJ544gkqKio488wzmTp1KpIktepcbreb2bNnU1xcTCgUYvz48UyYMAGABx54gEWLFuH3+zn55JO59957AVi4cCHz5s3j4Ycfpm/fvtx3333t9t0URcWVZjOUH0e4/q67OKLiVkRVtY/qmgCvvPcNZROzyUi340q1k2IXeX3Tbv72zx0A3DV9FP/39/9Q6fHp1SRZbiczJ+XwRsUePRCybsPOsMCJat4+96PMdD1bE1kAJQnmP/R+zIbRUm07PqGo5pvURCuWolUKW52BV1TSneEgW4SkP91pC8tWJgBN0/SATmTerduwk6mX5LQ4llVNM1TvQIPIyPWJVe+omkYwZLzPYCgsANQS2vrMLTSi6bPcsdvDqpe3s3TWaNSG8SgQVnZf/Upji4g/ECLVadMDfW9U7GHPvhpKxg2kT8//n703D5OivPr+P7X1MjPN0MAMAgJubLIoywwC4waEVxFEQwyDG5AAyqjwqjEC8RfAsIhPNpM8agxGhEQxjxgV8clPhahIlEHEgIgj4oJxYQCboWfprareP3q6pnu6erpn7R6mPtflJTRdXXd33XXq3Oc+53uykUSBx1+sywRcMruQJ7aE/z56cHcj+3T6+H5xjuPaDbuZO20o617Yz6Li4TjtMjYli5P1xPIjWYR33TDCWKCKEqaZqaJEkzpcW3Mtc0mYKScKtHUbY39QY/mf3okby5rbitrcL5Akgc4ue8xzobPLjiSllt3dkjTr+XaaE1J1027TU4rOjZszcb+jJKLrOtt2fxGTtT3ugp5G1QzU2tMn32VVyTgqKgM8989DzJw0ELsIakiNuU0S+cGaptO4FYbF6U5sd+3Umk5kCpqms+rPJr5rGjLPG42AqW3P9MWnZVssLOpo0bXDo48+ysaNGxEEgUsvvZSDBw8yZcoUdu7cyfHjx7nvvvtS+pzt27cbf77uuuu47rrr4t4zatQo/v73v8e93qtXLzZu3Nj0L5EMHda9sN80ZV1VNZBFZEk03rPvk+MsnlWIt9pPTUCMKSe2KZJ5wC8vh8eWTAR0FEXkx1cPRRYFRMl8oaFIYpxj60+gxWUtGDsmLVFqodbq+8gAqp7y2lZVNbIViT7dXU1afMmSyNWXnBsXTJElIWkwJRRKnL2Tyn2g67Dz/a9iGgy8Vvo5Uy6OXxzVpz2Xt2QaZr+lx+sLz0ddBzW8GI2U5EQ0BJfOLuRvr5Zx780FrN0Qtrserw9Fllj/0gEWTL+AedcMY/ZVKscratj61qdMKOjL9y/vR9dcB/9890seuL2IUMjcnvbpnsOC6cNwu+xoQRVN1ejsshmOcWQTyeP1oYgiam1pUCCosWFrrNbNhq0HufuGEU0rMbbmWsYSyZRriv1qadQE2YxqivawJQkGNN4vK6dwcA90XUcQBEoPfMOYIT3beCRhmvp8O92RJBh1/hkxGprhzQwB3eRHiv4ddV1n61ufMnPSQJ5+5SPu+OGFdMsNlyebPpeDGmf1cDH/2mHIum7qIyQsXxRp84C7ReYTmY8RHbL2MkUa2vTL9GBVMKTx2q4vYv3mXZ9zVdG5rVO22EJYtsXCoo4W9Qm3bNnCP/7xD06dOsUVV1zBG2+8QZcuXbjpppuMzL/2TiRlffX6UtwuB8WT+tOzWw6CICDaJAJBDadDZHXJOEKqjqrqvFb6OUUXnolDEXHYZVaXjEMQAN3cGAmAwy7x3Skfqx+ty0T52ZxCls+7yMgAMLIFCTtS0Y5ttG5MRDsrN8eGJIrG+y06DtHzNnruGLo+rUxzFl+iKNArL5s1JUWomhaew1L49WSzWJHN7zFFEtBTuAUUWWRiYV/KPVXGTujEwr4oskgo1PC3kIE1t49DUzEWwKIEsmb5Go0llfmrqhrdcu3GPBFFAbtN4gfj+xl2N9omXz9pIKIIMgKBoE5I1ZhQ0AdfIIS7kx2AgsFncKoykLALpqJI9DnDhU0UCAbCIxFUHbfLETdWibp5L4nhbMfN2w8xfXw/XFkKxZP6Y1NEtEDjZ0e672+LxIgi5LmdLJ83BlEATQdZFhDFpBKqLY4iC4we3J0JBX2NwPS23V+gyAJ6MPnxLYmETsGQMwgGtdrfJfz36PvEIv2ICDjsUkw2kMMukcqa2SYJTLnkHCRBZMH0CwipGsGghqrppvbUbpf4rsJHp2wbiAKyJMb5qpats+gIKAm0txVJQMvw5ZssiUwc3dfYRBcEmDi6b1o2xRqDZVssLOpo0QChLMu4XC5cLhd9+vShS5cuACiKgtPpTHJ0+yCSsv7gHUVxpWSLiofzz3e/5MpxZ3H0RI3hTH1vdF/2lpUz4Kwu+IIqfr+Gu5Mdzyk/P715FA9ueDfWGMkiPn8orjvxqifCwubR2YI2SSCg6qiCEPN3TdNZeWtYW2vkoDNiRFct8fqOR7pLqJrTYVUR4WhFIO6h3d3tSKqxZlNEls27iPLvqo37Mb9LFjZFxB9M/sjXNZ2TlX4e2bwv5j7PcSrJv7Mi8l2FP65BSl6u3br3Gkkq81exSRyL+r1HD+7Oj68eQkjV8flVnohqKrJ0diFdOjs4ftLHplc+4ppLz4u5xktmF7LplY+YUNCXdS/sx+1ycOfMEfzm6fdi5kFlTYAcp0JNUEOSJGwSBANqzFgddhk9qMaMVQaWz7sIj9cfk1m2dHYhXV02I9jYkr+PRXoQgRpfiFVPxG72ZdnaPg9EkUWKJw2Ms0mKLBJIwR62JLJN4ruTvrixZHd2oNZY8zZjUDWcNplTBIyXnDbZVCIk+jkviyKqAH6fSk3Aj8+v8uKb4cYkXXMdrLx1bIy8w72zRnGqMsCDG99t0Fe1bJ1FR0BJ4LsqKfqu6cQmC3iCWpxtd+cI+ALJj08X7bkk3cKipWnRAKEYJbBus9la8qMzClXV0BHjROEf2rSX++eP5cSpmpjF5r2zRjF6SE90XcdbHeC3m+oWmXfOHFFbbiTS2RUOHCz+w1ssnzcmcWmkHs4WlBA4US9IGVnYRpyulbeO5b5HG9YibE7wxqL9kK4SquZ2WK0JaKYNGFLRYgmGdLxVwZj78a7rR5LtSB7gg7D+UiSAEzn3Q5v2sqYkuWaXP6Sbdi9Nh97X6UCy+RtQ67rFDujjZurF5xq2L6IFeNIboOyIh9XrS1k+bwxr1pcyd9pQI/AHddfp7htG4sqyUe6pCevQ6HpM6fCGreHS4QXTh7Fi3S7D/nZz2dASlPVGbK1f07ErMg9teiduXq+8dSx2k8yZ5v4+FukhENKN4CDEbva1Nf6oRVtkLOmySb4MGotFYqIlQhpaNNd/zkc2aARBwGlT+NurH8d1CF06u5Di7w3g2Ekf1TUhQ5MbGtbNtmydxelOc33XdFITaL+2vb2WpFtYtDQtKgdw6tQptm/fzrZt2/B6vWzbts34z+s9vRpDJ9KHEEViAgrDzuuGgMDSh9/is69PxQkz/+bp96iqCXHvH95C1+HJrR/Wfo5g2uVSFDE6EZt1rlyzvpQJBX2Nv3u8/oQ6FlDn1C15eCfz12yzuh1btDjN7bAaUs3131LpAhpSNX791J6Yc//6qT0pdxDVdPP7PKUmJQnGrVqacK2CGiUwbdZU5HfP7OXGKwcaf5fEsA6WK0sxvU6dc+wossiyuaMZ0MeNKAisWEyKv+MAACAASURBVLeLJQ/vZPX6UsqOeCj3hDPFI8esWV9KQCXGpv7koTfxVAdRbFLM68crakzP6/H6re7DpxGZ1MU4oQZhGjpjWvax/RDpAJzvzkKoDQzqkkhIENAl0dj4WG2yQbNg7Xa81QEmFPSNs8mr15dy7KSP1etLkSUxY+amhUW6Cal6s3zXdGLZdguL9k+LRoHy8/NZt24djz/+OPn5+Tz++OPGf/n5+S15qrQjJQjgCUKd+HJY+6+/ERRMtBB1ZSnku518V+EzgnsnKmpM28SfqKgxFo+JgpSurLodporKgOk4JTG8j9Pc4I2FRTIaEltOhYieZjT57rDQeTI0jSYH+IAGAvXJzy2JCcadwrEWjSf6905ka7t1djKgj7vWVsPowd0JqZrpdfr6eCWffX2KRzbv4+arBiV8n7c6GHMOVddNbWpAjbW1iWxzRWXAWhSfRkS6GEeTqg1p+bGY2zNJaPuxWPaxfZJoU1mLes7X36CpqAyQm2Nr0F/1Vget+WBhUYuWwG9O1XdNJ5Ztt7Bo/7RogPDpp5/mqaeeYt68eTz11FNx/51ORMRM6wfwTlb6jdemj+/Hqaq6DL5EDpAvEGJR8XBsNpH8LuF/37D1IHZbWBh6Tck4FkwfRm6OjVd3HanL/kvg7EcvWLft/iJunBHRVWh+8MbCIhmJ5mmqzoIkCqbB8lSOlyXzc8uNcFQWzog998IZw0mlTkJRwl3Lo49dPKsARbGyc1sDRREMW5fI1n57ooriSf1ZOGM4j7/4AfOuGUqWU2bJrMK4a7zplY+NQONDm/bSo1t2nC296/qRbN5+KOYc6OEmJdGEbWrsrvrm7Ye49+aCuPNu2/2F5UifRkS6GNe3X3IKGxwtjSSZ21IxDWNx2EWW1LuflswuxGG37GMmk2hTWWxgg2bz9kN0yrYn9H8h7KvWnw/RvqqFRUdCSuC7tgffwJbA97VZvq+FRbuhVZ69v/zlL7n88stb46MzhmgxU00LG3NRDOs2/2xOIaueKMWVpRhZIuWeGjZvP8TCGcNjNFiWzCqk2l+nZ7W6ZJxhVFVVo3d3FyFV55inmo0vH+SKMWeFHxCqbtpxKaJBCGGjPPP/DKRLJzsPlBQR0rQ4jcFI8CbamTMeQlY6uEUUTdWqbG5nsGBIY8PWg8ydNtTovLlh60F+cuNIksn86+hxzSXunDkCnZRifABs2XE45txbdhxm/rXDUjhSJ8epxHYvlQTAuq9aAz2o4cpRWHnrWKr9obg5t3DGcDa+fJBFxcN5aNNeyo54mHfNUNY++S6LiofH6AtufDlsjyObLeWeGk5U+MhzO1ldMi58LUUBXyCEx+sD6gJ8j7/4AcWT+rNi3a64DvKjB3dn14GjAJQd8fDW+/9h5a1j8Xj9VFQG2LLjMDMnDbS65p1GKJKA22WP6QLrdtlRJAF/m49GN+1Imw58AY033/uSZXPHINX6Tq+Vfs6Ui8/NeJ2qjkz0pnLEvrmyFEQJfja7kFXrS40Nmsj7yo54eOWdz+Js8p0zR5DndvLoveM5crQSmyywYPowenbLQZHEcEdrSw/bogMiiQJ3XT/SKDOObEhKokCm3xGCALkuG6sWjEPXdQRBQJTCr1tYWLQPWiVAOGDAAB577DFGjRpFVlaW8frAgQNb43RpRUBA0zX+862XTa98jMfrY+WCsawuGQfA8298YgQFy4542LLjMPfPH4sgwBffenn0uX2UHfEYn+cPqKy9o4iKes1HIgL7PbvlGIvH+t3cbIqIpsGPrx7KvGuGcqKihkee3YfH64tpChG98GxO8MZqbtJxaE6jEVXV6JZrZ01JEaqmIYkidkUg4EutkF0ShXDwfH2p8ZoRxE4y3QQEnn/jk5gA3/NvfMItKQX4APQ4YfVUMwjF8ADqD6hRadvWPZY6qqohI6LYJSRJRBQxDfpFKnTy3U5CoXBW34atB7lp8qCYQHIkoBh5b6dsO398bh/XXHoez7/xCddceh65LlvM3Nr48kHKjnj40dQhjB7c3Zg7bpeD4kn9mTN1CNMuOY8nt36Ix+vj0hG9cSoiUq4Dt8vO/GuGtvo1tuZU2xIKqMiKSPcu2bUbBXZkRSDUyE7VLYGQwHClY9tC03T+/san/P2NT2NenzzunKQbP62BYpMIqBjPqEhHcotYIpvKbpeDedcOwVsVbkv6+den6JWfwwMlRSDG+5UjB53BS299athLdycHT2z5gCvGnIUsiax7YT9rSsbRu7sLzapgsejgqJqOXBswj2zmyLKAqusZv4ESCKpU1YQ4UVFjjL1rrhPBmekjr/OPyj3VIImWf2TRYWmVAOGePXvYs2cPf/3rX43XBEHg9ddfb43TpQWzgMnCGcN5fc+XHKstSXO7HNx81SBefDOcgZSbY6NLJweBoEq5p5p1L+yPy9z76lgViiwYnaugTmB/wfRhyJJAiHDZkqpqRscluyTiMQkqRo5vqBtcdJCxoQVj9MLSpoic9AZY1cTOtBbti0RlRWZzqj6KTeJYhd/oahbd7TWVBZhYW2Icaf5jlMWlsJMqiQJXX3Ju3LGSKKSUoSUgmGYQphJg9Ad17nvkX3H3eCodkCF8v52sDsbcYz+bXUhn6x5rEE+Fn1XrSw37Wz/ot+HlA9x81SAcdglBCC92y4542PjyQcNOd8118Kfn91N2xGPYts3bP2bXgaN89vUpo/Px6pJxpnZckUTmXzOMJQ+/hdvl4KbJg+K6d3Z22RBUnWBAbfGOnImCgM3tKG7RBCSRY8cq42zQmXk54bS5Nh2KgF2RgYDxml2R05KV0mD1QhsPRrFJHPcGmvyM6khENpX9wRD+gBrTZTUyr/1Bladf+Yhlc8PZ899+V2Vsnry2+0vy3U4WTB/G1ZecS26ODX9Q5b4fjzYa91m2yaKjIwD/89rHTCjoi8MW7mr8P6993IjN7fQhiiLe6kCcbeiUbcvo7EfLP7JIRiCokpfnavRxPn8I76ma5G/MIFolQPjGG2+0xsdmFGYBk989s5dlc8ewYt3blHtqjMyU4kn96d4lm/+UV/Lqri/44fcGYFMkFs8q5IEn6wzR4lmF/PG5fcyecr6pLuAZXbN5cOOeuIzAhsYzd9pQ43VV000veCTI2NACtb7hXDZ3dFwQM9WAkUX7oyGtymRGJKBiLLwix61ZX5pyoCwQVE1LjO++YWTSc/sTHXtj8mOheQHG+ppzUKdFl8q5VQQjOBg5dtX60nCGhoUpITB+s4j9XT5vDN7qABWVAWOR+tnXp7jjhxfSKdseU3K87oX9tfqDZUwo6Ms1l56HtzqIruu8tvtLoE5YPywYTlzweunsQiR0/LX3zNxpQ027d64pGWd0BG1JGnJymxPot2gaQVUz5gdgaFquLilqWRHoFKjxh3j+9U+49rJ+tWW9dv7++iF+OHFAm2u9CWL8vbOoeDiCKLR5NmNzn1EdicimchCFpQ/vNJ3XHq+fXQeOcs2l57H+pQ+Zf+3QGCmGpbMLcWUpqBpU1QRY++S7rJg/xggORj7Psk0WHRUdne9f3o9f/bWuxPjuG0Y2Sh4nXaiqbvrMy3R7avlHFsmwKRJT736h0cdt+dU0vK0wntakVXzCkydPsmXLFqqrq9F1HVVVOXLkCGvXrm2N06WFRAETSYztmlp2xMOKdbtYe3uRUSJZOLgH617Yj9vlMAIXvkCIGn+QsiMefIGQ6c768ZM1RjlyxGjJUZki0Z/nrQ6yefsho0NcMl3BZGVn9Q2nwyY3OWBk0f5ojlZlcwNlkigmLjFOEqVLeGyKYij+oMY/343VyUp1QR3p5Bb/m4mgJs9KCSX43ULWPZaQ+na57IiHiko/Sx7eGfO+ck8NNkXi2Hfh995/y1g0TUcUBJ546QN2HThqBATz3U7mThtqHBvdBEXTdDZsPciC6cPoledCEuseqpIosvb2IlxZ5t07VU3HnmK5b2PKghtycpsT6LdoGgm7UWp6mwcIJVFk3yfHjbkNtVrFkwa2uehlMKg32ba2NM19RnU0VFVDE4SE8zqive2tDuLx+hAFYnzTRzaHpXV+tegSHDaZO2eOQJFF3C5HzGdatsmio6LrAs/981DMffPcPw8x75phGR+sSrQezfR72fKPLCzqaJU5v2jRImRZ5tNPP+Wiiy7i7bffZtSoUa1xqrSRKGAiSiLL5o42dK82bz+Ex+vD7bIb79+2+wuWzbuI8u+qDX2GTjk2Hnvug7DWVY4trrFCtB4W1AYhBfBUhTNFFhUP5+arBsXtxmu6nlRXMJW06vqGs74IdeT7W81NTk+apVVZ25xhQkFfw1kId2pNLVCmKAKLZxXwwJO7o7JtC1AUgVCSwx22cKfM+qVjDpuIvyb5uW2KyJXjzqLcU2Xcq1eOOyus9xloOPvLJpn/ZjYJgiksxhsOyiY/viMSrY8VEc/PzbHHNAcBat9jJ6RqLP/TO3VzY1YBxZPCWrkTCvqSm2PD7bLzv//6zDhu4YzhbNlxmLuuH8mJihpjE+ixJRPDjqQicdLrNzIZl80dbXodbUq8LIRZOUtjy14acnKtplRtjyyZ2z9ZEsLR3DbEYRfjfI/8Llk47CL+6rY1KnabyOWjehsVFxGfxW4TUf1tXXrdvM2cjoic4DeTJYGDnx1nxfyxVPuCtU2YfKZSDLk5Nr48Wqffvah4OBu2HjQ2wi3bZNFRUWSBGycPQhJERAFyc+zcOHkQiixkvEmyKaLpejQVvzmdWP6RhUUdgq7rLT7rJ06cyKuvvsqKFSsoLi4mNzeXO+64g2effbalT9UqnDhRiabp5OW5OHbMPCnUbNG2fN5FBEMaq54IvzZ6cHfmTBmCIEIwqOG0SyCEndGTXn/cgi/bqfCf8rCzBBjdLyN6WPUXuGtKiljy8FuUe2r4xS1j+P3f3o8zbA/cVoSu6w1mnOiSyJKoUpG6z68rgav/ngF93HEPgNbQamjoGrQHGjv+pmgbRBOZu61BU5sb2ByyqQZhXq49pUYlkiQSEkFTiemIJmspnF+SePuDrykc3MM4tvTAN4wZ0jOlhZ9kkzl+qoZTlYGYYH63Tk7UQMNjtzlkTlUHORq1GO/eJYtOWUpK31u0yXxlol3WKy8HLcm5W5JU53Bz526E5tzvkiRSFVTxeP28+ObhmCBftT/II8/uNyQa8t0OfAENf0BFEAWqfAGqa0LkuZ34/GqMfV48qwBZFpEEkUAwxMlKP33OcPHghj2GTuGC6cNYsW5XnPxCIlvZKcvG4lr7HaG+3YXU7HM0Db1fhmZr7LR3m2xGS8zdRLa3ufavJZFsMt6aAMc8deLxeW4nLqctqT1rcWSJxf8dP/8fuK2IpDs/LUymahC2pe1tyHeIPPsRBNDrsmnMNHK75trj5/usQuw2kSe3fmjY5NxsO89u/5h9nxw3NsA9Xp9hR1vSp2yPNqs9jhmaNu628Hvb2+9pcypUVAXiNnNys20EaoLpHl7DZJBtbwxN0SBsbdubLtrb/dIQZt8lL8/V5FLhph7XlN+zOeNsru/QKhmE3bp1QxAEzjrrLA4dOsTUqVMJBjPcoDUSVdXo6rLV7o76qagMcNIb4Lebwll/A/q4mXrxufz8sX8ZhuYnN47EYZeRRRF/UGXutKFs3n6IsiMeVq8v5f5bxrJi3S7jHJGyyEcXT+Day/rx2denYoyWFlUWk+NU4tK5y454wnoV9ToXx32XFNKq62eQRbIiHygpIqRpVjfMDkAqWpVm+INaAn2n1HU9KivNm3UkRYS+PXL52SM7Y7JxEUkpCy/RbE5llvtDupGdFiHf7WTNbanpsKiahivbxvJ5Y2q7n4bLjlVNy/gSk3ShqhoORebFNz+M6z69eFYBC2dcyMlKP2+89yWXjOjNmtpmJrOuOp8uuQ5OVQY4UeGL08954MndLJs7hlNVfsO+3jlzuBEcjGS+QLz8QtkRDxu2HmR1yTi0qOC6P2FZY2w5S2PLXhrM9m1EUyqLliEQ0k3t3wO3pUdL1F8vfdkfVHE5234cIVUzLUMLqW1fzhUMqHRz2VhTUmR1Ma5HQ4vmzia2xPR5/2QpD95xMTMnDWR1rc0tntSf6eP7cemIM9my4zDTx/dj9fpSzuiazdrbi3C77DgV0boGFh2SkKrjq7dp4wuEyHak4PemmQarGNI0plSI9o+iN0Ms/8iiI9Iqfpjb7eaJJ55g6NChPPzww3Tq1ImamvbVvSUVAqrOfY/WdSldUzLO+PP08f3ihOk3bz/EjO8NYOWTu+JKh8uOeBAFWHt7ERWVATZvPwRA8aT+6JpO5xw7a+8oIhisC8aFiJTKOdB0jBKO6DI4RRYJJdmxSSWtOvHCUm3R7psWpx/N1fUIAU+98lHMQvKpVz5i/jVDkwbKdB3TLsTzr01dx8Xnj+/UmAqqmiAAlOICWBIFqmtC/PqpOpHqu64fSacsJaM7waUbVdOYUNA3zv4+8ORuFkwfRjCkM+jsbkZw8KbJg4yNnUizKDMtrMqaAEse3mlkxDjsMo/f9z2CIY3fPPUeZUc8DOjjplO23dDWCgRDHDvpY9vuL8LBdV03bKUkJSprjC1naWzZS7IgYFMD/RZNI6Sa2790BMI0zO1ZOuyJTZGY//0hnKoMd1RWZIH53x+StjK02G7iakoyEB2BBoX7TWyJmkCbMKTqRnCwflf3O2eOwGGTakuURWyyyFfHKjm7Z6c2/rYWFpmBjm5qqzMrz8wcUUggwZWi9nc6ifhHkawz6zFg0VFpFf/0/vvv56WXXmLUqFH079+fX/7yl9x1112tcaq0Eh34iCwMIwG+vM6OOCdpQkFfQ0cNYjsNr3thP18dqzRKK3568yhCIT0mOBCd6qwS1jZaOrsQj9fH2g3xn7vy1rHkZts54Ws4ezNVfTlrYWnRFJqt6yHAdRP7462qW0heN7F/iq3c9LhMsoUzhqfcBk5rRjc2OUEAKFXtMU3FuP8j5/71U3usLsZR1C97t0kCoaBGbo55Y5DOOXacDgV0nbnThpLtlE2yBUuNMrcI+W4nFbWBjEhGzILpw3C7HPiDITxeHwP6uLlp8qAYTbWFM4azbfcXFE8aiE0SYoIOqdrdpuh/WrY6cxBFzBdLKWYxtySqqvPim7EbJi++eZh51wxr84YpgmAerGwHa8gORWM3+Oo/7wf0cVM8qT+apiW0ub95+j1+cctYFs4YzroX9jP14nP5x9ufM3PSwBaXrbGwaA9oKu2yEzCALAv8fO7oOCkLuR3oJ1pYWIRplQBhXl4eN9xwA4cPH+bee+8lEAhgt9tb41RpJVoQv/7C8N6bC+KE8RMtWnNzbDElauWeGrxVgRgdq5hd29pjI5kiWQ7zjsICAqKY/FFilZ1ZtCbNaXACYc1OfyB+ISmJIlrS3BchLpPsd8/sZU2K5X0JF0d68uwfURS4d9aoOP1CURRSythJ3MXY6qwJ5qVvK28dy+MvfsCPrx4SF5QZPbg7OvDzP/4rZh6aZQv26JptHJ+oSZTDJrN6fSmrS8axqHg4gaBqOtfmThvKmtr3CZJo2NZU7a5ln9s3siRy1/Uj4zKBZUlEa+NrKAiYbpgIaQhWBkPmmy+rS4raPFhpkZjGbvDZJMFoDOZ2OeL0VxNlaAsCRjXNZ1+fYu60oYZ9jbabFhYdgeb4nulG16GyOhTjs991/UhynLZ0D83CwiJFWsUP27dvHxMmTODHP/4xR48e5dJLL+X9999P6djKykqmTJnCf/7zHwCee+45Jk+ezNSpU1m5ciWhUDj1Zs+ePfzgBz9g2rRpzJo1i6+++gqA0tJSRo8ezbRp05g2bRpLlixpja8I1AU+iif1j1sYrt2w21ikQl3XzMjfI+S7nXTLdWJTJKaP78eAPm4gXscq8rmqFhbU1iWRkCAQoi5Tqf7nSikEByOoqoagasi6HtYstBwxixYiOsDx2JIJrCkZ16isADVBFp+aQvahpukMO68b/33PeB69dzz/fc94hp3XDT1FQWBJEpp8b6m6TiCg8cjmfSx5eCePbN5HIKChptgXKrIwa8q5OwJmpW8er5+T3gAIsHhWYYz9nTNlSFwG9+r1pRRP6h/zufluJ5IksqakqHa+FrFlx2GjhHjp7ELW3l5Ep2x7WN5B0+nZLZsz812mNtuVpVDuqeGYp4YlD+/EUx1EksKP3lTtrmWf2y+yCK5shQXTh7GmZBwLpg/Dla0gpykKZhbETkfdmpZgAZxpYu0dnYifG21LIxt8ZgRUnTff+5KVt47lrutHmGZom9nc6M3saLvp8frj7KaFxelOc3zPdKOqumn1Syo+u4WFRWbQKhsRa9euZd26ddx7772cccYZrFq1ipUrVybtYvzvf/+b++67j88//xyATz/9lN/+9rc8++yz5Ofns3z5cjZu3MicOXO45557ePjhhxk4cCDPPvssK1eu5JFHHuGDDz7gRz/6EbfccktrfLUYkmXwqZrOmpIiTlb66ZRtQxd0Y2c1squyZHYhjz2/j10HjsZkqvgCIdNd26+OeXG7HDz9ykfGMWtuC2ew1O92KmayGqxFh6I5JY/N2Um12yQmjzsnJrt38axCbDaJkC95kEWRRRbPKuSBJ0tjjk9F2xMdfvP0e3GlVKlmL0ZnYkTbi/qlqh0Vs3lRURmgeFJ/7nvkX7hdDu744YV0zQ071YJoro3Vo1tOTLbg4lkFVNYEjd999ODuzPjeACA++2pR8XCOnQwHrO+fP9bUZnurg8b/zTLBLU5vAkGdFSbNitIhFdBQUK6t3QVZMs9MS1WCwaJtaKxwv6rpjBjYnfse/Rd3zhxhOt961rO5C2cM50/P7+emyYOMbsYRu5njtOF2OSy7adGhkCUhQea5gJrh9lHTEzxn9MxuUmJhYVFHqwQIa2pqGDBggPH3CRMm8Pvf/z7pcX/7299YtmwZP/3pTwEoKyvjwgsvJD8/H4DLL7+cxx57jBtuuIFFixYxcOBAAAYMGMBf/vIXAPbv38/x48d56aWX6NWrF8uWLaNHjx4t/RUNVFVDkiRTR1fTAEGnxh9i7YbdzJ02lG27vzD0fzpl29nw8gGjDDmym79g+jDyaoMB0cGBSPCws8vGnClDmHXVYGQpXEbsyraxbO4Yqv1BPKf8bNh6kLtvGNFq39vCoq2QEiwkJVFI2k44GNKM4B7UZTCk2kk4GNLYsfdLls0dgySCqsFrpZ8z5eJzkx7f3OYsAVVnU73mLJtSbM7SETArfdu2+wt+NHUI5Z4ayj01/H9/fJsBfdxMH9+Pc3p1SjiPVswfy6mqcDf6YEjlV3+tC+xG7PPcaUONbthQl8l6xw8vpNxTw///zmcxXe237f6CqRefy5Ydh2NKlBszByzaP2qCxZKahsWSmKBcVEzBlrY0siyybN5FlH9XbUgw5HfJQk5l88WiTUlVuF+SRHQE8rtkhaVyaoN88UFgkV/cOhZ0OF5Rw4atdaXFC6YPQ5Elw26uf+kD7rx+BEe+9aasHWxh0d7R9XDm+fJ5YxAF0PRw45IUC1DSSiY9ZywsLJpGq6xRJEnC6/Ui1KpNRzICk7Fq1aqYvw8cOJAHHniAb775hvz8fP7xj39w/PhxbDYb06ZNA0DTNP7whz8wceJEAFwuF1deeSWTJk3i6aef5s4772TTpk2NGn/XrjnGn/PyXA2+V9N0TlX74zTWFs8q4LXSz5l26XkEQyp3zhyBu5ODk95wh+Lp4/vhdtljNAohvHDolefi8Rf3c9IbYMH0YZzRNZvKmiA+f4i51wzBlWXjiS0fGBmEEf1Cj9fHwhnD2bz9EB6vD4ddTuk7ZDrW+FMneu7WR9N0Kqr8BEMaiiySm21PSaOyJWjOub/z+sw1DGWRLu6sBo/95nglbpcjJsi2efshVFWnRwrXpdxTzbgLe1HuqTIWseMu7AUkv67l31WbB6QEIaU5Ue6pZteBo3E2Yv61w9r8nmjL86V6Lk3Tue9Ho1n557qu8DdcMQhFFg1t2BuvHEieOwtN0xFEgcWzCowy40j3TEkS+O6Uz+geP3vK+XEBnV0HjjJnymDTQI8siQzo42bkoDOMrvb5bidL5xTidtm5YsxZhrYWhOeAwy7jdjkSfq903aep0t5tcmuQyPYe81Rz7aXnMLHwrJhNBkkUyOvatr9juaeKhTOGxzdtou2vabmnimAodrUYDGkEQxr51vwyaKvr0pDvEE2i8WiazhffnmLln3cxd9pQRg/ujtMucf8tY/nmeCWbXvkYj9dnWjUTIeL/VtUEmFDQ17Cb11x6Hute2M/P5hRyVo/cJtnD9miz2uOYoe3HnYrfW+6pRnEoGfk8NaPcU0WNT+XBjXX+yk9vKsBhkzPePpZ7qvjpzaPwVtXpb7uyw/qD7WlOZ5rtbWva07VKRiZ8l/a2bmuVAOEtt9zCjTfeSHl5Offccw9vvvkmy5cvb/TnnH322dx9990sWLAAh8PBFVdcwf79+41/DwQCLF68mFAoZJQU33///ca/z5w5k1/96ld4vV5crtR/qBMnKtE03dgtTYQkiZysDrKqVox5wfRh9Oiag6KIvLTjMOMu7IXH648Rar131igCAY3fPP0ec6cNTdAKPtzxePP2Q6xYt8socfv9396PcepPegOUHfHw0Ka9hqBzJAPR7XKg19YhNvQdMp1k1yDTaez4m3tDR+ZufcwaOkR3xW5NmntuxaEgywILpg8znA1ZFhBJPrdtNpn53x/Cqcq6Dsjzvz8EmyKmdF0km5ygQYqQ9HjFocQFpBbPKkBJ8dwk6IKMrrfpPZHqHG6ph19jvluuQ64tfQN0AU3TEEWB5fMuwuP1x8guLJwxnD0Hv+X++WOpCYTIdsh4awIs/sNbMe/RdN30d1c182603uog08f3i9N2W/1EKQ+UFNE114nH6zPev3R2IXpQNf2eie6Vzi4bgqpnhPZge7fJZrTE3E1kexWnwiUjesfIHCyZXZiylxR45gAAIABJREFUDWpJhNrMrOgNky07DnPLtcPafCySTaaqJhhnWzvn2E+7+dVU2tL2Jpq/qY5Hl0Rjs6b0wDcUTxoYUwGzdHYhuS4bj27eF1c1E/Ff891Ojp+sYekjO43PjZZnWPVEbZlxI+1ge7RZ7XHM0LRxn45+b3MRFckIDkL4Xnlw427W3l6U8fNCssmEQnpck5JU/OZ0I0liWOEiBTkFaDvb29a0V/tjhtl3SUfAsCm/Z3PG2VzfoUUDhA899BALFy5k4sSJnHPOOezcuRNVVZk7d25MyXGq+P1+hg0bxvPPPw/A//7v/9K7d28AqqqqWLBgAZ07d+aRRx5BURQ0TeOPf/wj8+fPR5Lqinei/9xcJElERSCkaegIrKp98JR7alixbletJmARRcN74bQpLP/T2ww7rxvTx/dDFAVkUWTJk+EF6ebth7hz5ghDpyzf7eQnN47kqKea3Bwb/3fmCDZv/5hLR5wZJ64f7VRFBJ0j/9Yrz4W9VsvZ4/UREgSr82UHx6yhQ2M1fSIPzsZ2Um3uuQNBjfvX7YoLzKwpSV4mnOjfU/3OiRqkpHJuSYBubgdrSopQNQ1JFFFsAhKpSWw1t/vz6UxkLvo1HVkU8QVCLP/TO7hdDoon9ad3d1fcdduy4zA3Tx5MRZWfbrlOBAHWPvlunF2944cXxnWf7uZ2Uu0PsmRWIWui9Ch/cuNIOuc4APMy0pCm0feMTil3IE50r0Q2fbq6bARU3fSzmnp/WrQugYBmBEogfE3XrC9NyYa0NJIocO1l/eJ0rSRRaHOb0hzbapE5KDaJgAqqpjF32lA2bz9E4eAecXN+9fpSfnHLWNOqGVeWYjzfXNkKa28vipFpiMgzuF0OdEC1fFqLFGgJvzddBEPmPkVQzXx5El03b1Ky9va2191tDO05oGxh0dK0qJ155513ePfdd/n1r3/NOeecwznnnNOsz6uurmb27Nm89NJL2Gw2/vKXv1BcXAzAPffcQ9++fVmxYgWiGI6GiaLIq6++St++fZk8eTLPP/88F1xwAVlZDZchpkp0xmC5p4a1txeZGvDjJ2uwKxKBkMqw87oxedw5LHvsbdNjFEWMyYzKcshsfPmgUX6xdHYhWU7F9DyRoGBkhzXy50ijt7Ch22kZOotm6+E158HZ3HM3R/BYB3z++AzAVPfqmtMgBQFOePxxTUby3ealpXHnjhKHt4I+dZjNxUXFwxl2XjcuG9mb3z2zN04cf0AfN1MvPjcmi+v++WNMr22nbBuajjFnRg/uTvGkgfzXxndjMsVlWcAfVLnv0Z0Js8ElMawRK6hagw16ooN7ZmNy2GRWry9l5a1jY8uYa+9BwHJsMxRV05pl/1p0LLpumo2damf1Fh1Lc2yrRUag2CSOewNxWtl2m5RwzpvZyS6dHNw/fyyCCI/9fb/h/y6eVcDLOz8zOsjffNUglj5s+bQWqdFc3zOdNEd7O92E1AS/u6qTyX3I23NA2cKipWnRe/Wvf/0rY8aMYfr06bz11lvN/jy3281tt93GjBkzmDp1KhdddBFTp07lww8/ZNu2bbz33ntce+21TJs2jXnz5gHhDsobNmzgqquuYvPmzaxcubLZ44gQAiM4COGOmWZt6CsqA6xeX4oiSXz/8n5Gk4QBfdzkOG3GMdPH9+PBDe+yYt0uljy8kxXrdnH/ul1MKOgL1BknUcD0PBEB6EXFYd3BiMOEACEEU0OX4c2vLFqJSEOHaAxnIwUSPThTmU/NPbeY4PhUdGRCCbJUQmpqC+JIp83655ZTOLfPb5455PNnuHeX4ZjNxYc27eXay+rKfCO2MYJZCfA3J6pMr22O08aaWtmIpbMLmTN1iHEdy454WLFuFz9/7F8ARnfazdsPsXDGcOPz8t1OfjansFHB9yUP7+Tzb7wJbX25pwaP1296Dya6P1XLrU07Uq1UQDT5bieS1PbXRteJ8zke3PBuWoTvpQS2NdXnQsuPR0SXREKCgC6JSFImL2Uzg4BK3DPud8/sJcuumF7bk15/nJ1cOGM4v37qPX7+2L/4+lhljP/7wJO7GXdBTwCKJ/WPe5ZbPq1FQzTX90wnkiiwqDj2XonI22Q6iXx2IcPH3lBA2cKio9GimyiiKFJSUsJll13Gfffdx7Zt2+jTp4/x73PmzEnpc7Zv3278+brrruO6666L+ffzzz+fsrIy02P79evX6KYkqVLfeGzefojFswqNAGB0p+FyTw3V/iCdsm1GcPCmyYPY8PIBQyTcldVwZmDk75oOi4qHx+hpLZ5VQE6WjdUl45AlkZ/cOBJd13n8xXDzkkTZje1h58yi5WluuWpzdmKbXyqrJxTWT3pkguxDPcUVsQ5xMgB3zhyBTvIy5eZmDlnlDuYkmouSiPF6JGAXmTO5Oba4Yza98rGp/UbQcbsc3DR5kGk2YuR8WtQ4yo542PjyQeZOG8pZPVx8daySTjk2UPWkMg/Rwb36445+pkQ2n+qPI+K8mpcjaTgksUPPl3QjicTNs8WzCpFEoc0TQVQ1c7IZJRGWzC6My7BOx+9i2dqmkegZZ7eJcc/8O2eOwGGT2PRqGfffMhbPKR/e6mBMAyeHTcZhi/2sXnk5/GrRJTjtcsbMXYv2QXuWaQkEVTZsPRijF7th60HuvnFkxs/38DMvXn87Hba9MUQCyqZZmykmFVhYnC60ip0RRRFBEPjkk0/w+XytcYq0UN94lB3xEAyFWD5vDN7qABWVAcPZyXc78Zzyk+MM76RGZ7Cc9AaYO20oXTo5EoreR//96IkqnA45pixI03Uef2E/V4w5iz7dXYiCwJJHdsZlN1qGzgKaX67anAdns0tldcFUWH/+NcOSHiomGLeYYpmGrus8/8YnMed+/o1PmHfNsOQahKJ5k5Hwb5b83Fa5gzmJ5qKm1zURiQTsIl3gZZOGLx6vj2AoZDqviif1j8tGrH8+QYh/Hqx7YT/L5o5hxbpd/GnpRKpqkss8qCaBxjt+eCH57iy+Pl7JxpfDHeoXzyrgmVdjN8aisyHMxvj18Ur6dHd16PmSblQVduz9kmVzx8R0MZ5SdG4aNAgT2CSh7WeIqsGmVz6Kuf82vfIR869NbltbGsvWNo1E8+nLo176nOEyfFZvdZD1L33Ij64+nyvGnAVgbLpFH+cLhAiG9JjXvjpWabxm+bQWjSHa90y16USmIIkiHq+P1etLjdfSZasbi6rCM6+Wxdj2Z14tY34KfnM6ac8BZQuLlqZFA4S6rvPoo4/y+OOPc+edd3LDDTe05MenHRn42exCo8w43+1ElkVAJ6RqrHthf4xRefqVj3Bl2Vg8q5BgSI3b/az2h1h561gj6y+yg77plY+AuvKLjS8fpLPLxs2TB1NZEyDfnc2Glw9QPGkgnbIVNFVHJz67sX4mimXoOjaqqiFAg1poiWh2BmIzzp1tF+M6Ii6ZXUi2XaS6uuFPEgRMM7JS9bFkSeTGyYOQBBFRgNwcOzdOHoQsCWhJvoRNEUx/M5siElST/wLtWT+nNUk0FwOhUEymlsfrQ5Elfvv0XgB+evMovFV1jUfcnRzIksiv/lqXHbp4VgEaOj265STMRoxkw+w7VB6XAbV4VgF/fz0s9yAK5jIPa0qKkKOy+swCniFVq+2mnM2t3x/KsZM+Xt75GTMnDeSzr0/F3YOY/CaRZ8fdN4zo0PMl3TjsIhNH96X8uypj7k0c3ReHXcSfxH61xliWz7uIo99VG2Pp3iUrLWPRNJ1dB47GNa2YOy25tmxLo2rhrOHoBe3m7Yc6vK1Nhk0yzwJF13lpx6dcOqI3q2vlGoon9cftclBR6eXZbR+zcMZwtuw4zISCvuTm2MjNtiOI8OcXPwDC/u+9Nxfwv//6jAkFfVj/0oeWT2vRaCK+Z6STaXuZK067yLJ5F1EeZavzu2ThtIv42thWNxZN1znpja12OOkNpKQbnk7ac0DZwqKlaVHfp7i4mJqaGp566in69+/fkh+dEaiqRucshQdKighpOqIY1iiTgGyHwuqSIjRNR5YEbIrI/GuHoaoaDrtEMKiz9vYiQqqGKAgxJYv33lzAzP8zkCy7zO4Pv+XH04YwZ8pgvjlRZWSPRMqTfzhxAIFgiCvGnEWnbIUl/x3OTlk2d3RcNsuWHYdZc1sRqqpZDQ4smkVzswBtDhl/UDe6+doVgYAvNfUgv1/FnWuL6QYsKeHXk6Jjmn14y7XJsw8hfH+HQjq/WP92zAJIlgQCSY5VNR1BJCbzVxDDZVmpYJU7mGM2F22SQEDVQYA1JUVouo4oCDz2/D5D4D4Y1GKa1SydU0jnHBtrbqvtrKdDUNX49ngVDrtsmo3YMy8HWRLxB4M47W7eeO9LVswfgyQKhFSd5/55iH2fHGdR8XBOVflNA7zHK8JNrCKZhNEBT7fLwc1XDYqRk1g4I6wx6/H6uPHKgQnvwc4uW0zGTuTZ0dHnS7rRQhqhUOzc+9mcQrRQep7Fgfr3wezCtIyjudndLYlNEbl9xgUxG0G3z7gAmyKiBTJ7MZ5OggGVbq7YZ7OihJ+ZUy8+F1GEXy26hBp/CI/Xz+ffeI3OxAc/O8EPJw5g7YbdMffF/GuH8v3L+1FRGeBvr5Vx9SXnoul6jB3uledCErF8WovTlqCqmz43gu3gWW6TxTg/ZlHxcGyyiBrI7Pu1vQaULSxaGmn58uXLW+rDDh48yO9+9zvy8/Nb6iPTQk1NAF2H7Gw71dWxYQBd10HXEdERdB0RgaCOEfgTRRB0gSpfkK+PVfI/2z7m7J6dWbHuHV5481MuvrAnv//b+4ZTXOUL8f7H5Qzo24Vf/nUPk0b35YEndzOsXx6+gMbFF/ZiyrhzyM5SyHdn8eTWg7xaeoRJo/virQ7w0eceTlT4+PZ4Nbd8fygfHD5OlS9EvtvJgukX0KNrNoGaAIKup6y7lkmYXYP2RGPHn51tb9b5InO3NdD1yJynUfPJ5pA5XuFn+Z/eZtOrH/POB98wctAZuHJsqCkskjVRYPEfdvL0K2VseeszXtzxKf/69zeML+iDkGQMkiJxZn4n/vvZ93lxx6eUffEdP5o6hE45NvQUFhYhBJb/6e2Y+3VvWTmXjeyNkEy4WBD5+WNv8/K/Pmfb7i95472veO+jciYW9IEURI9lUaBgcA/eKys37umlswvJVqQ2vZdTncPNnbsRUjlX/bmoqeG/C1rt67qOLAqc16cLTrvErCmDWfVEacx1fO+jci4bcSaSJFD+XQ0r/7yLZ177mAOfnqDogp58b3Qfdn94lCpfCEkUGHdBT+w2CVkR0FWB+x9/hz0fHeOTL0/Sr09ncpwKQ87txrDz8tiw9SB9e+RS9sV3VEUFwvPdTgaf042HntlrzF9d18myy4wv6MPYC3qyut44Pzh8nDlTz2fS6L44ZRFd1UzvQREBRJH/+su7/OOdL5BEIWa+SJKIJgqogCCJyKLQpHnU3m2yGS0xdxPZXg2R9VsP8IPx/Zk89iyGnNuNF988zPAB3Wnr7iAhPd6evZeqPWthJFli6Hl57PvkmGHf7rp+JJ2yU7PNLYmshIPqYRtwiN0ffsvYoT3JcdrSFsiFtrW9qfgOZuOJ2F7DFoc00HR0QeCPf9/PuWfW+b9lX3zHzZPPZ8uOw0wpOpdVT+yKs8n9+7i579G32fH+V3x1rIoPDh9nzJCe/Ke8kuJJ/enRLQdFFhsVHGyPNqs9jhmaNu628Hvb2++pCwLLHns77v6YMCo1/zGd6IIQ5299cPg4E1L0fTOBTLO9bU17u18awuy7ZGfbefoV814WDXH9/xnY5OOa8ns2Z5zNnb8tmkH485//vCU/LuMxE7aOlE1cfcm5dO3sZEJBX2OHFMIizIkak5R7aujW2Ynb5TDK0wAevXc8Vf4gvfJyuOv6EXx9vJJHNu/D4/UZZWRlRzxs2HqwNosxvJNrk6gtgbawSB+BkG5aavlAJHMrCc0ptQ2pOrIsxGTxyXI42yuVKuOEov5qCudOMO6QllqZRbO1GzsgkiQSIjxndCCvs4NLRvTmu1O+hHNIB3791J6Y+fngxnf5v8UjmDttKLk5NtwuO9X+IN6qACIOKmqzAyPNp+pn/IF5aXJ0E6vo+RvZtVYFwXScvfJc2MWGr31D88VqwpBGRJh68bnxTZZE2rw2sjn2rMXHommmtlnVU7PNLUkgqBmC+lDXQXdNSVFGa2ZlGtH2F01nQkHfuGf/757Zy9xpQ1Fkc1vnsMlxr+W5nSyYPsyyXxYdhob8x0yXPQgleM6E0vCcsbCwaBrWvdoMzIStI87PQ5v2srpkXFz3zESC95HXvz1RRfGk/kajkny3k29OVBEM6Zw46Td0DiNEzrd6fSkerw8BHVnXQVUJWrnRFhlASE3g6KToLEiiwOjB3ZlQ0NcoE962+4vUSid1eHDDu3H325qS1IKTzWk0IgoJSugaITLdHO3GjoZZEGx1yTjWrC9l7rShCa9jogC0IGBs0uS7nUaZekWV32gCFd18KnJctE02GqV0yebL8nDDEYBlc0cDoEsSNilcqgcNlZWnFhhONF+sJgzpQ9cwnSPpCD41t3FSi6IL/M9rHzOhoC8OGwRDOv/z2scpNZ9qaZrbcd4i3v4umzvatHt8uSfcVT4Y0k3noi8QKz3SsJ6rZb8sTk9awn9MFxn1nLGwsGgSVnpZM0i0sIxkA1ZUBuiUbSff7TT+ffP2QywqHm68Fskm2Lb7CxbOGM6mVz7mjK7ZbN5+yNAn3PTKx7iylITOlitLiROst7DIFESRmHsAorSmUsAmCRRPGsi6F/az5OGdrHthP8WTBmKTkh+v6eb3qJZiPr8kweJZBTH36+JZBUgpnJvaBin173VrRdM6mAXBQqHwwj+SzRd9LSL2Uq51ZqOp300+sqj1VgepqAwY9jqRTe6a62Dp7EJ+dPVgzsx3IckC617YD8DNVw3ikc37mL9mG0sefovj3gCKLZxTGtEjNBtnc2goC9eidVE1DbcrPB/WlIwLZz65HKhpqClqlj1rYQQhrFMXbdenXnxuyg2kWhJJMrcB6fhd2iv17e+mVz4mt57/C+HftVO2nb+/Hm+TF88qoFOOLc7+IVj2y6JjIUnErRUXFQ9vFzZJVgTT54ysWCEHC4v2ghVPaiTRJRSJdkm81UGuvfQcOmXbEIVYAfriSf3J61ybwSTooAsIEsyZOoQTFTV0dtkQEJh/bbi0rdofonhSf0QR3C676fny3E7WlIyzyg8tMhJZEllUPDxOsDiVTsAAAVXnzfe+ZNncMeFMKg1eK/2cKUXnJI21NZh9mMKtomqwY+9/4s998blJzy0AX3xTwaoF48KaeYJA6YFv6NktO/mJLRpN/SDYgD5uY+EfEbiPlAx3y3WCoKMioMgiS+cUGtp/+W4nv7h1DOgCj9473rjmnbLt/PnFA5x/tpsfXz2Ean+IbIcSY5MH9HFTPKk/riyFU1V+/vziATxeH0tnF/LLRRcTCOosffitmCDmmtrOxgKtV1ZuNbxJHzZFSijYrrWxYLuqwcHPTsTZpIuG9mzzfYtwoYMa0+DiP+WnwuNq47HYZcG0G69dFgik1kurQxLtD4uA2+XA7XIwfXw/zuiWhU0RWXnrWHQdjlfU8OKbh5k5aSCvvPMZr+3+ki+PVsbYZFkR0DWdNbeFG/4JAoafYNkvi46EgEDXzo4YW63q4QqBTJ/xugZZTjlu7LoV0LewaDdYAcJGUL+EYvTg7nFO5cIZw/nimwouGdGbnz2y03jfqpJxVDWgV7hha7jj5JLZhWQ5Jar9QZY+vDOme1WWXTKCjdE6LArhBaSVuW2RicgidHbZY7SmOrvsyCJJOwFDeIFw8fAzWbGurpPw4lkFyJKYNHCiKCIzvjfA0JeKHKsoIsFQ8jvGaRO5ZETvmHMvmV2I0ybiS3K8TRY4/5xuhh2IHGuzFp2tQnQQLKINuO6F/YYOYNkRD+te2M/iWQU89vw+dh04ajRG2P/JMe6fP5aKKj+yLFBVo/LAk7HBgg8/PUZnl41LRvTmvkf/FfcMSNSBeOPLB1m9vpSVt44NN0QxzYTRsNfO59YoK4/ulBz97JCxKn5aHV035gSEr/dDm/by4O2pyRy0JE6baGqTUrFnLU22XaJTjoMltQHzyFiy7RLV1W0bOA34QuTl2mOClXZFIOCzDHUizCQd7p01ikBA4/k3PuGaS89j5eO7YoLiN00ehCSJjBnWk537vjFs8qLi4Zys8hEKaQRDepxfvHzeRfxsdiGrLPtl0UGwyQIer8qa9bG+Zyengi/De0fIsoDPq7I6auxLZxeS41QIZPjYLSwswrRoF+PThURdjDVRYPmf3jEc/a+OVXHS6+PemwqYWnQO3yvsiyvbRs+8HFasi33fiAF5/Obp94zXIl2dfjC+P49s/jc3XjmIf7zzBXvLyrl8VB9WRJ3H6Lg5sjfZisT4gj5MKTqb7xX2IVuRYoIk9TtVOu0KNTXt1yK3905Kp1MX46YS0uHPWw7Qt0cudkWixq/y/OufcGH//KRdiCHcBTT6fop0Eh4/KnkX45AumB572YjeKZ07qAk8Wa8D6ZYdh7mgX/Kxm3UMDXdATj7uTCITuxibEd31+cYrB/HI5n/z8ZGTfFVeyY1XDuL6SQO4bGRv/vqPg+w6cBQIX5N9nxzjpivPZ/mf3uaFNz9l2sXnxXXX3FtWzg1XDGLouXms/POuuGfAPTeOYlyCDsQR2150YS+y7ArvfPBNXGfjiQV90AWhyZ2FkxHdKTnRsyNV2rtNNqM1OxEGdYFNr34c81qVL8TkcecgtnEuSDCBTbo0DV2MA5r5WC5J0Ta3NGpIi+nGq6axe3GETOukGT2e+v5wlS/EmCE9+P3f3ucH4/vz8LP/jrOF55/dlcrqIGfmuzivd2euuCj8TN30ShmvlR7hyrFn88CTu+P84t0fHmXqxWczflTvJtmv9miz2uOYwepi3FIEE9jHS9NkHxtDyGTs7zXC704nkTV0lS8EKfhkVhfjzMfqYtzw5yfCyiBsBGY6TrsOHOXHV2u1jUEgJAhoJu9L1r3YlaUYryXsNKjpCLXlN2bZJWY7uvf9aDS5DtkqPbZIG6qms+vAUSMoE+HHVw9JyQA1R0BeS3CsVlsSlcq5Tcc+Lfm5E49bswxvK1C/PDfy25cd8RiC9kDctSz31CCJGO+P/nP0e0IhjYpKv+kz4PuX96Nzjr1BjdiKygBdOjniss4XFQ/nv/6yxyhFbq3OnFbDm/QQ0WCNE5tPg2B7pnUxthqDtF/M/OGInxvxa6Mp99R1KPYHVVas2xX3mRHf2cwvDgTDfrZlvyw6Au3ZPrbXsZutoa1u6RYdFUsxtBFEStiiMXRQot6j6fFNGXyBUEIh/GhB/PDnJRDMTtLUwUykf+Wfd2EVyVikk1Tum4aPb9r9AGH9Q7Nj5RSFnhOeOwUl/cTjtsxua6GqGoKqmc45XyCU0A6rWp3Njv5z/fckOr5brhMlwVzzBUJGIypRgK65dpbPG8NjSyawYPowNmw9SNkRj9GZ07LXpxcRDdb6YvOp2qCWpDm29HQei0XjSWRjo/3aaCK20BcIoWm66b+fqKhpwC+25oVFx6E9N05qr7bdbA1t+WQWHRWrxNiERCXG0SVsVb6QsbuQrUhGCrIsCugiFA4+g71R7xtf0JsxQ3vw70PHjNcWzhjOP97+jFlXnc+mV8qQRIGlswvJzVa4+MJeFF3Yi8LzzyAQDFEy/YKY85ihgmkp05Sis9ttJLi9pzlbJcap3TcNYbdLjBgUez8tmV1Ipyw5aRmYwyEzYmD3uHPn5iiEgsl3BAVZZMTAfMYM7cEVF51F0QU9GV/QmyyHDElK8myKyMjz48ftckho7UhYvb2UGEdjNuemFJ1NjlPhgv55fHD4uPH6XdeP5OWdn1I8aQAfHD6O55SPOVMHx1y3xbMKeH3PEfr1dXPp8DNN5rKICIy7sBejBnU35spV484mqGps2REW589WJNB0qvwhKmuC3Pfo25yo8Bnjbg/2ur3bZDNas0zIbpdAEDj/7C5ccdFZDB+QR9fOTnIccko2qCXJdspcOLB7nE3qkqMQbOOxKA6ZUSa2OSdbQcuA8t5MIJNLjBPZ2DFDe6DIApeN7B0zzxYVDyc7S8GmSLz+7pfceOX5Mf9+58wRvLjjMDdPPt/UL07VX0g27vZCexwzWCXGLUW2I3NsdWNxOGQuGtqDgmhfqOhscpzJffZ00pQ1tFVinPlkQonxD8b3o5PLQXa2vVH/AWkrMRb01hA8auecOFGJpunk5bk4dswb82+xXYzNO0xKkoigiASDOqquIwkCggiSIKBqerjjmyAYXYwRdPwBjZNeP33OyOH4SV9cinNXl41goOGiCl0SWVLb2CRCfm2HY6GdpkebXYP2RGPHn5fnatb5InM300jlvmkIm0PGH9QbLSCvSyKVNQFynHbj2MoaPzlOW0r3hGiT+fZENb9+ao9xP951/UjO6JqFlkKnEcUmEVAxzm2TSHofZxqpzuHmzt0ILXW/m805AF0SCKk6mhZugCOJAv6ghiRCMKTjrQmQ7ZSxy3JY1kGAQDDEycoAmqbjyrbhctrCZeoixlyWJJGT1cEYIf2fzSkkN8eOqmoxcz48NsFo0BChPdjr9m6TzWiJuduQ7XVkKdT4NWMuOu0ivtrsqLZEl0Q++vw7Bp7V1bBJH31+goFndWnzOSfaZCqq/HxX4TOaV3XJdZCbbU/JtnYE2tL2puI71B9PfRtrUyS+OlbFr5/ag9vlYNZV59OtswNJFBGlcP9Vb3UQSRB5rfRzBp3dDXcnO1l2haCq4nLaEGrbtIoSBIJai3Ryb482qz2OGZo27rbwe9vb76lLEv5QELusGLY68ndBzWwfUpJETtYEWfVErC/U2ZnZpbpNWUO3le1ta9rb/dIQZt8lL8/F1LtfaPRnbfnVtHZzXHN9h0yXzivPAAAgAElEQVSWA8hIUtFxUlUNot8HoNbJDdkkEZ+qccsD22KOG9DHzd03jDBNcV5TMo5kydlmnSrv+9Foq9ObRdpprv5ZwBeKOl4l1RibTRLQdCGuU6ZNEgim8BmqphvBQQjfj79+ag9rbitKej9COBgYPe5UzmnRMiScc2pYW0MECIVtoz2B9ky2Q2be6m1GV+Tf/+39hNo0ITCCgxCeK6ueKOWXiy5BC8R2mVdVDVkSrc7CHQRfdRAB6FHrqPqq03OFVU3nv/76Xtzrjy2Z0ObOoK7prPpzadxibO1tbd/d2aJp1LexQQTjeVnuqWHpIzvJdztZMH0YK9btMipnXt/zJZeN7M3vntlbz/bVNYfRVEsv1aLjomkaJWtfj3v9T0smIrX9cBqFimAEB6HOF3qgJLNtu9ka2vLJLDoqVoAwDaiqhiJJccLlxZP64/HGi+CnKu5aX6RfEgW6dc7ixInKVvgWFhaZT0DVjYYQEL6X1qQYcIfMEvW3aD3MbKdMOOiX73YyfXw/YzEL5hs3ZqL95Z4agiHNdK4lOmcm77BbtG8iunH1g3KSKEAbyx4EE9jWoGVb2y2hBM0JIs1Jyj01/O6ZvcydNpQtOw6zpqSoNjvKsn0WFtGICWy1KJLx0apEdiCU4U1Kon0yBAFqmyJZdsmiI5LJUkenNRI6S2cXxgiX9+yWQ0VloFnirhGRflnXEVQt3CnRwqKDkihoo6aYzi8nEFuWrfvqtKO+7YyUBYc1K21J51GiZjyKnPgxa3ZOC4vWIjKfo/2OSIZEWyMmuF+sHk7tl0Q20BtVTl/uqSE3x8bMSQOR0S3bZ2FhQibZ6sbSnm17xCfLd2dZdqkd4OrkJC/P1eB/gOlrFg2TcbamsrKS4uJiHn30Uc4880yee+451q1bhyRJjB49msWLFyPLMl9//TX33HMPJ06c4Oyzz+aXv/wl2dnZnDp1iv/X3p3HN1Wljx//ZO1CO9BKWxlAUWRRFkUqCCIICrK0AiJS4AuCggIOVAS0LEpBShFRlhEEYRBBpOwgyKisjixTiiKiAuMPZVErixTonu3+/iiJTZuUrslN+7xfL1+SNDf35N7nPPfk5Nxzxo8fz/nz5wkNDWXevHmEhYV5rPz2OVnQcGO1UgWr9cYcLToNOm3eHy02GzWCjbw1+mFsKFhvzIlVPcjA2P73M3fNNzLEWVQa3pqDUKfV0LvDnTzWqh46bd4KtbsOnyn2iBkdCpOHtHKeV25IK3TIbU+VRf7Y1Gu1aHVgNtvQarVYNQo1gv2w3lh1M38nYesmEei02ryY1GnR6zUub0+pXs2PP3PMhfal02ow6jSYrMqN+Qy1N+alRX61rmTsc5GmXs5Ep9N5bS5Sq9VGWA3/fCO3tPgbteRme34+RL1Ow/j/a8mcj/6a33X8/7VEr9Ng80JyLes1qjKzH5uLaVmg0xY6NvnbvQVz4MsDWmK12Ugc9RDpWWZ2p5wlrEZe54EFBXQ6rLa8KRfy5oO1OuVGOR+iKlJTri4pvU7DK4Mimb3qiCMPvDIo0mu5XVRe/n76Us/RJ4qmqg7CY8eOMWXKFM6cOQPAzz//zLx589iwYQPh4eHEx8ezatUqhg4dyrRp0xgwYAA9evRg4cKFLFq0iAkTJjBv3jwiIyN5//332bJlCwkJCcybN88j5dfdmMdqzRcn6ftYQzQayMm1Mj/pqFNjyWDQoChw4NvfeKz17VxNz3V6zavPRDL66fswGnSEBPsR6KcrVmeIEGqkczO/W/7524pi9Ndz6Vqu41Zh+zyCYdX9blovqvnpaH9/XaYtO+S0bTU/HVlZN9+31WqjhtwGWmm5is3YmBas/PQEaek5jOnXgm1fnabvYw15eUBLx/xarZtEENOlsdPclrExLdh75Dwj+zTn7zWDMOi06FAco7gL7sv+Hvnj2r6//l0aF7t+CHUzGHVcTjcVyl81i7HwWHkz+uu5eDWnVLm03Mui11ItwMDIPs0di5RUCzBg1GvJ8fBxKes1qjK72bFxlddmjGhLepYZi9VGtQA905clO8WbxWbjX1u/J/rh+k7zENpzb41gY6HcKOdDVCVqytUl5a/XEuCvd8rtAf56/PVasnxskT5RMsF/C8Dfr+RdSzm5FtKvZ9/8hcJjVDXgd926dUydOpXw8HAATp06xX333ed43LFjR3bt2oXZbCYlJYXHH38cgCeffJLPPvsMgH379hEdHQ1AVFQU//nPfzCbPfOLiwWYueIwjz5wO+mZJq5nmBwdf/DXAgcBxrxGzmOt6nHxSlah17z54RHCQgK5lmHiX598T67Kl7QXoij2elFw/rbiNnFyza7nEcw133wEYGauzeW2mbnFr1NyG2jl5So25ycdpU+nBo75sh594HZmrzyC1WZjZJ/mvD/xMZ7v1bxQXM1POkqrJrWYtiyZ15YcREEptGpx/n09+sDthd7Dvr+S1A+hbiYrLnOQN74nlSWXlrfsXBvTlv6XacuSmbjoANOWJTNt6X/JLkFuLi9lvUZVZjc7NgX/nvzDBaYsPsif13K4lmFydA7at01ccRiLRWFodNNC87rac6+r3CjnQ1QlasrVJZXpJreXpN0tfJN9RF9J/ytNp6KoWKo6IwkJCU6PGzduzKxZs0hNTSU8PJzPPvuMy5cvk5aWRlBQEHp9XvHDwsK4cOECABcvXnTcUqzX6wkKCuLKlStEREQUuxy33BLk+HdJ7lW/mJbFxbRsggMN+Z4rPG9VepYJg16Pn1GLv1Hv8jVp13OYueIwAM/3bl6me+Z9/X57KX/x5Y9dtbDXC+fnskGjKdaxSb2c4Xb+t1o32b4s24q/eDKGPbkvd7Fpz+H2f19My0ar0TBtWTL/mtLZ8beitrPHt82mcC3HQnauxWkb+/u6eo+S1A9vUGu5vMld7k29nOk6Bymez0FqyodqKktZr1EVyVP7dxe/Nzs2xcmhBf+WnmXC5mZ+4KK2K8v58PZ5LA1fLDN4vtzFbff60vFUU34sKV8ue37ezr3e5un64kv10xeU9XiqqoOwoDvuuINx48YxcuRI/P396dq1K8ePH0dRFDQa50UCCj62U5QbczuVwJ9/ZmCzKYSFBXPpUnrxN9RpHRMyG/R55XG1CtW1DBPLth4nYeRD5JgsLl9jn9Q5PCQAFKVk5cinxJ9BZapa+ctaoe2xqyo36kXBGC9uXOtcrPhtX7jnZtuXZVuRp7gxXF4Xd4+eFzexmT//pmeZnf6Pojj+Vpy8rfc3MGN5MsN6NnPaxv5+rt6jrHm/Ivl6TnalPGLXXe51m4M0ns9BasqHaipLWa9RFcWTuddt2+Fmx6YYOdRVG9jd34rarrTnwxdzli+WGUpXbk+0e33teKoqP5aQL5fdThW514tKW1/Kcjw8vb/Krqzxq6pbjAvKzc2lefPmbNmyhaSkJCIiIqhbty6hoaGkp6djtebdo3Pp0iXHbcjh4eFcvnwZAIvFQmZmJjVq1PBIee2rTu1OOUtwNSN/CzISG9PCaRWqsf3vZ+Oen7iYlk1Wjpnw0MBCr3l5QEs27vnJp1atEsKdsq7G5mfQMLHA9hOHtMLPcPOVhPV6DXHPPOC0bdwzD6DXyyrEwnVsxsa0cOTfMf1asDvlrOP/9ri92XaT88W32WLjYlo2G/f8xJh+f+X63SlnC8V1wf0I32fU4TJ/GXWeL0tZcml5U1Nu9uUVQyvazY6Nq79PvNEO3rjnp0Lt2zH98vJkwXyYP4e6yo1yPkRVoqZcXVJGo9b1Nc+o6i4HIUQ+qr7eZmVlMWTIELZv347RaOSjjz4iJiYGg8FAZGQkO3bsIDo6mi1bttC+fXsAOnTowJYtWxgxYgQ7duwgMjISg8Fwkz2VD6vVRkigged7Ncu3ijHMHNUOs9nK5WvZrNj+I6fOpREeEkBQgBGjDqr565k56iFstrzVn7RaGDfwflkQQVQK9npR2oU+TDkWwqr7Oa3mVtxVjC0WG18d/ZWpw9o4rWIc1e5O1N/MEhWtYGzaVzEeP7AlWq0GjQae79UcNArP92rmFLf27Ww20Ok0aLQwbmBL9FpN3irXN15n0OeNsDl1Lo1VO04wrGczqgcZqVk9AKMOx3totRqX+xG+zWyyUjPYmJe/FAWdRuO1VYzLkkvLm5pyc1mvUZVZ/mODRgOK4nRsXB07o07D872aYbUpGA1aZo1qh+VGvL2/5TtOnUsDYNWOE4zs05za4cF5eVOrcbR9jTqNnA9RZTnn6rw64K1cXVImk5Uff75MwsiHHHf8Hf4hlQeb1pJ2txA+QtUdhCEhIbz44ov069cPi8VCVFSUYwGSqVOnEhcXx3vvvUetWrV45513AIiNjSUuLo4ePXoQHBzMnDlzPFpmq9XmSIA2bnxB1GnJMFv557pvnVZk06NgNuW9RnvjPyxg48aJsSrIek+iMrDXi9LGtSnHkm97a7En+NcDHQqsYmwfiSB1S0DB2LRis4IOHAGSv0FrdbGdDsACiuM9nF9XvZofk4a0YuaKw5w6l8ayrced8r/jPfJtJLFZuZhNVjRArRu37Zi9eIJLm0vLm9pyc1mvUZWZ/djYbzsreGwKHjuzFcdj240A0wM6FPp3acwvv1/Pm2s7PYeQYH/8NGC1WLG6eQ85H6Iqsudq+3XDVxYA1gNN7qzJ5PcOqCK3CyFKTpUdhHv27HH8u2/fvvTt27fQa2rXrs2qVasKPV+jRg0WL15coeUrKV/6dTpvtU1UX04hiuNmox+Ee/ZccDEtC3RaOW6lpNVqyiX/S24WlYnVauMWlYysFJ5R3Law5DohfJcvt7ul3StEHlV2EArv0Om0pGWZmbnisNOvPiGBhgpNkNIYFEJddDotV7PMJOTLBZOHtKJGBeeCyqqo0UnFyX8VmZsl/1YtajnfOp2WP9NNHm9vFFUeNRyXyq5gLkSnRdFpsdnyFhTU6SBNRXEhhCg5rU6TdzeFNS+fanVgVflvP976DiyEGkkHoQf4StKxgKOMkLcs/cwVh0kc9VCFzRvhK8dG+CaJr9KxonF0DkJeLkhYcZhZo9p5uWSVS3Hjs6Jys9SPqkVN59sb7Q131HRcqhJXx/3VwQ+wbtcpVcSFEKLkDEYdl9NNJOar1xOHtKJmsFHVI8TVdE0SwttkSSEPcJd0zICi06LT/XUadDd+TbVoNIX+VtGsNsVpWXp7Wa0VuPy6u2Oj/ml4hS/wdnx5sz6XhcVmc5kLLBWYC3xdac61+/jUOL1PReVmb9cP4VlqOt9Wm0Lzu2qycEInFr/aiYUTOtH8rpoV2t5wR03HpTJylxtdHfc3V6YwuHsTGt0W4ti+otuhQqiRwahD0elIvZyJotNhMOq8XaRiMVlxdA5CXv1NXHFY9XMoeuM7sBBqJSMIPcBd0rmUls3cNd84fqkGvPortk6rITwkwKms4SEB6LSavFtBKkBRCVmCU5SVzU182Ww3FoaoQL48KkXrJhdotcgs0y4Uda6L4i7/Xb6Wzavv7ne8T41gY4XkZsm/VYuazre/n47uD93htEhJ3DMP4O+nw+LhlTrVdFwqm6JyY66b456RbWJQ97tZteMEp86lVXg7VAi18dVReABWNz8wW202VedTb3wHFkKtfGM4i4+zJ538wkMCSM8yO/1S7e1fsfXApCGtHGXNv/JURXF3bHRaGdAtyk6r1bqML60H4svb9bks9DoNsTEtnHJBbEwL9Dqpl66U9ly7y3/XMkxO72OzVkxulvxbtajpfJvNCrM+THGqM7M+TMFs9vwXMTUdl8qmqNxYVP5bsPYofTo18Eg7VAi18dVReAA6N+1unVbdXQ7e+A4shFpJ3HuAPenk/wV1TL8WrNpxAnAewuzNX7G9sdqyq2NjT8g+cB0UaqdRGNOvBQvWHnWqe2gq/kuoL49K0VgVQoL9GNmnOf5GPTkmCyHBfmjkV1SXSntrys2uDfb3sdgqJjdL/q1a1HS+1TTKRE3HpbIpKjf6aTVu89/FtGzq1fobiaMekgVjRJWjpvxYUkYdTBzSqtDoR6MOzCpOqL68+rKvM5mthIUFe7sYIh+155lKwbnjDX67lO64dQKcf6n29vDmolbbrKj9ebpTUlQhCmz76jTDejYjONBAepaZbV+d5vlezSp81758u4LVaqOaQcdtEcHSUCqGIs91EQrnPy3vb/nOcW3I/z4VkZsl/1Ytajrf9lEmheuM1uPLXarpuFQ2ReXGv457Oy5fy+ZahqnAbcWgsdqkk1ZUOWrKjyVlNlmpGWwkcVQ7rIqCTqPJ6xz0geGP9nZWWFgwly6lS+7xEKNBR/S4rSXebtvbPSugNAKkg7DC6XRaLEDujUZngEFDRGggMV0aOkbmRIQGOk5EVfwV29OdksL3GIw6TNa8X1V1Wm2xGxt6oH+Xxl6pU74+KqUyN5Tsebm8OgOKOtc3279yY3uNoqBDoX+Xxvzy+3WPxYzkX+ENRh1MHf4gF69kOdpC4aGBXhtlIvWgYhh1f40SDAn2J6ZLQ/5eMwgNmrwFmKw29DotfgYdy7Ye98lrpRDlzVdH4dnZbvwIrtPm/cBs84EyCyH+Ih2EFcjV5Mzxwx/EbLHx3sbvHM9NHtIKDDr5FVsIF8oyWbM3bxmQ+qxOFbF4TEnO9c32LzEjKoqaFk6yWRUsBdtCQ1s5vlgK36fTafkz3cSaL04SG9OCQD8DiR9K3hPiZmxWhWoBeuKHt0GrAZsCer3GJ/Kjmq4zQojSUfeMoT7O1eTMF65kkfCB83MJ+Sazt1ptaKw29IqSd2uFJFNRxZV1smZ7nQoPCfR4nZL6rD4VtXhMcc/1zfYvMSMqipoWTrJA4bbQB76xiJMoHnu8Jf9wgcxsi6NzECTvCVEUCzDlvYOMmr2HEW/uYdTsPUx576BP5Ec1XWeEEKUjIwgrkKvJmf2N+mItXFDet8AJ4at8ebLmspI8UP7Kc/GY0pwfX168Rvg2NcWemsoiKkb+cxwcaHB7vnU6rVzbhMjHalMICfZ3mj97456ffCI/Sm4XwvdJXa1AriZnzjFZbrpwgQzPFuIvvjxZc1lIHqgY5bV4TGnPjy8vXiN8m5piT+8mr+sreV6vSvLHW3qW2eX5PpOazrKtx+XaJkQ+RoOWwT3uZn7SUUf7IjamBUaDFpvKF/tQ03VGCFE6cotxBbJPXB8eEgDkJcja4UFMGur83OQCk9mX9/BsnU6LotNi0WhQdFp0N/4r+JwQamSfrDl/nbFP1lwc9li/mJZVqlgvS10xGHUoOt2NbXUYilto5DaNiuIqLxe1oIg7pTk/eblXU+z9V1SelvxfNemBGSPbsuiVTix+tROLXunEjJFtvfJLsVYHsTEtnOpBbEwLtMVPkeVKTXWirNcstTDqNMwY0ZY3/9GOagF6Xh7Q0ul8j+nXgsM/pDKsZzNyzVYsNxYucXcu1HSOhKhINiuOzkHIa1/MTzrqE4t96IHJQ4r+nqtWlSX3ClFWvlBffVbBiZeNBi3XMkys+fwkw3o2o3qQkerV/Ao1iMtzeLbNphQa5TJ5SCsMBi3xS/8rI5OE6plNVmoGG0kc1a7EqxiXdRReWbYvy+IqILdpVJTymhDf5ub82Gzgqo8jfyyFBPszsk9z/l4zCINOiw6l0P4ragSpjEyturQ6DZnp5kI5KSDY6PFBeyazjZWfnnC6hW7lpycYN/B+j+c3NdUJNZWlLOwLlBRcpG/Wi+2wWG2cSU1n39fneaRlXRasPXrT9uktwcZC7+eLx0WI4rAqbtp/iuKyfaE2BoOWkX2aO1aoNxjU39FWWXKvEOVB/TXWx+WfeNlqVUj4IG/C5pkrDvPqu/t5/f2D/HYxw2nUiX14dn6O4dkldC0zt9Aol4QVh7lwJUtGJgmfYTZZ0VitNyYwtxargw3KPgqvLNuXdXGV8swDwll5TIivvXGLZH7hIQFo3Zyf/LF06lwa05Yl89qSgyguOgcLvh7KL0/LyNSqq6w5qTzptBrS0nOYueIwExcdYOaKw6Sl53glv6mpTqipLGXh6nPEL/0vipL3o8yyrcdp1aSWo3PQ/hp37VOTtXIcFyGKQ6tx3f7TatTf/rMA8Uv/y7RlyUxcdIBpy5KJX/pf1dfVypJ7hSgP0kHoQe5GBPkb9Vhtf83LUF63wAGYLa4XePA36gs9l78MQlQGRY3Cq+jti1pcpTjKMw+ICqBRGNOvRaFb5tC4jo2SxlJZY9edinpfoX5lzUnlSU35TU11Qk1lKYubjYCfNKQV1YOMJWifuotd3zouQhRLCdsXauKrOcxXyy1ERZDvmh7kbuLWHJPFafLW8roFDsCgdz0ReI7J+TcRmUBWVEZlnSy5LNuXdXGV8swDogIosO2r0063SG776jTP92rm8uUljaWKmuhbJhCvutS04FP+/IZGA4ritfympjqhprKURVGfw37uLRhL0D51F7u+dVyEKBZF46Z90dzbJbspX81hvlpuISqCjCD0IFcTt8bGtCAiNLBQT2153AIHUL2aX6Ff6ScPaUVEaKAqfrkXoiKVdZRKWbYv6+IqUH55QJQ/PdC/S2OWbT3OxEUHWLb1OP27NHYbGyWNpYoaYaWmkVvCs8ojJ5Une34LDwn0an5TU51QU1nK4mafw2q1oUcpdvvUqKscx0WI4jDqIKZA+yKmS2Ov5eqS8NUc5qvlFqIiaBRFUVW3eEZGBjExMSxevJg6deqwf/9+Zs+ejc1m45577mHGjBmkp6fz7LPPOrZJT08nLS2No0ePcvjwYUaPHs2tt94KwD333ENiYmKJyvDnnxnYbAphYcFcupRe6s+i02mxgNPoHwArGiw2Ba0W9DoNGqvrOajKQ1hYMFeuZLosR8Hn1Nj5UNZz4G0lLX9YWHCZ9mePXfEXg1GHyfpXrBd3gRM7V/W4uHXlr32XbHEVNSluDJc1du0qur6X5XyW5r3yH7+S7rs8y1pe7+vrOdmV8ojdonKv/Xh7e6QcqDMnqSGmKqqulaUsxY2Xio7f/PspyXkqeEyNOg0mq3LTtqir56xWW6nPkRriq6R8scxQunJ7ot3ri8fT6K8n16w4crWfQYMpxzdmxFPTNa8k1Jp7Pa209SUsLJjocVtLvN22t3vKduW8XVm/t6mqY/zYsWNMmTKFM2fOOJ6bPHkyy5cvp379+owZM4atW7fSt29ftm7NO2A2m41nnnmGsWPHAvD999/z7LPP8sILL3jjIzgUtRoSVmvegbfikSXrrVYbGm6cbKuCfZeunhOiMnG1kmJJVyVzV3+Kw2yy5tvWilkqmleV9yp1JY2Nin59cVXU+4rC1LYyouQk19RUJ+xlsX9J89VTlP+Y6tC4vRZrrLZitU/VdI6EqEg6nZbL13JVc90oKV/NYb5abiHKm6puMV63bh1Tp04lPDzc8ZzVaiUjIwOr1Upubi5+fn5O22zcuJGAgACio6MBOH78OPv37yc6OpoRI0aQmprq0c9gJ6shCeF9Ug9FfhIPwtMk5oSQeiBESUh9EUJ4k6pGECYkJBR6Lj4+nkGDBhEUFESdOnXo2rWr429Wq5XFixezaNEix3PBwcF069aNLl26sGbNGsaOHUtSUlKJynHLLUGOf5d2+PDFtCyXqyGh0XDLLUFcy8zFbLFh0GupXs0Prbbilq4vr1v/vEXKX3z5Y1cUXQ99Ia5sNsWjucIdTx6rityXt+LB3Xur5fyWlC/UHU9zl3svpmUREuzvNNn8xj0/+UwO8hQ5Fq556rgUt+1QmvLYbAqXr2Uztv/9jvg/dS7No9diX4wvXywzeL7cFRm73lJZ2q4X07Iw+Bt8pm2Tn9pyryeZzFafiDPhXlnPn6o6CAu6dOkSc+bMYfv27dSpU4fExEQSExOZOnUqAF999RX16tWjUaNGjm2mT5/u+Hf//v15++23SU9PJzi4+AeqXOYg1LlbcQ1++f2ax4aN++K8G/lVtfLLHITlzE09RFFUH1dquTWxUs1B6IV4cHf81HJ+S8rXc7IrFTmPkM6oY3CPu5mfdNRxnmNjWqDTVvx8m76iMsZUefBk7q2oedxc5bkx/VqwascJ0tJzPHIt9sX48sUyg8xBWG6k7epVasu9nlaWuQSFOpQ1flV1i3FBR44coWHDhtx2221otVqefvppDh8+7Pj7rl276N69u+OxzWbjvffew2p1njVAp/P8sk/uVkOyWWXYuBCe4surksktJuVPTfEg57dqsFlxdA5C3nmen3TUI/MPC+FtrvLcgrVHienS0GeuxUJ4mpraKiUlbRshfJ+qc03Dhg158803uXz5MjVr1mT37t00a9bM8fdvv/2W4cOHOx5rtVp27tzJ7bffTvfu3dmyZQv33nsvgYGBHi+71WojJNBA4qiHnFZcy7XZXA4bt9oUdZ8MIXxQ/nroa6upWW2K5Ipy5i4veyMe5PxWDRY313yLzSbnWVR67vJc7bBg/LS+cS0WwtOk7SqE8CZVjyCsX78+sbGxDB48mOjoaL7//nteeeUVx9/Pnz/Prbfe6rTNm2++ycqVK+nRowcbN25kxowZni62g9Vqy1udTVHQWG1YrTZ0Wo3jFyG7vFuPfWtuBiF8hb0ehocEOuqhL5BcUTFc5WVvkPNbNch5FlWZ+/j3jc4OIbxF2q5CCG9RZQfhnj17qFOnDgC9e/dmx44dbNu2jXfffZfQ0FDH644dO1ZoVeMGDRqQlJTEp59+yqpVq6hVq5ZHy34zvjxsXAjhOZIrKjc5v1WDnGdRlUn8C1G1SJ0XwvdJffUwNd3iJoRQL8kVlZuc36rBl28VE6KsJM8JUbXINU8I36fKEYSVnVpucRNCqJvkispNzm/V4Ku3iglRHiTPCVG1yDVPCN8mHYRCCCGEEEIIIYQQQlRh0kEohBBCCCGEEEIIIUQVJnMQCiGEEEIIIYQQQqhI8N8C8PcreZdNTq6F9OvZFVAiUdlJB6EQQgghhBBCCCGEivj76f0Om7IAACAASURBVIket7XE222cFUVYWHAFlEhUdtJB6IJWq3H5b1/l659Byq/OffkiOT6lIzFcNpXtM1W2z1MeintM5Ni5JsfFNU8dl8oev75Ybl8sM3i+3JU9dkHK7g1qy72lYTToStWxuO3tnhVQGuFJZY0rjaIoSjmVRQghhBBCCCGEEEII4WNkkRIhhBBCCCGEEEIIIaow6SAUQgghhBBCCCGEEKIKkw5CIYQQQgghhBBCCCGqMOkgFEIIIYQQQgghhBCiCpMOQiGEEEIIIYQQQgghqjDpIBRCCCGEEEIIIYQQogqTDkIhhBBCCCGEEEIIIaow6SAUQgghhBBCCCGEEKIKkw5CIYQQQgghhBBCCCGqMOkgFEIIIYQQQgghhBCiCpMOQje2bdtG9+7d6dKlC6tXr/ZKGd5991169OhBjx49mD17NgATJ06kS5cu9OzZk549e7Jz504ADh48SHR0NF26dGHu3LmO9zhx4gRPPvkkjz/+OJMnT8ZisQDw+++/M3DgQLp27crIkSPJzMwE4Pr16zz//PN069aNgQMHcunSpVKXf9CgQfTo0cNR1mPHjrk9rmos//r16x1l79mzJy1btmT69Ok+dQ5EHlexKFzLyMggKiqKX3/9FXAf1+VNDTm3uFzl5vKq/9705ptvEhcXB/h+3tqzZw9PPvkk3bp1Y8aMGYB3z5EvxbenuKpH4i/566M3qTF2fTkH+1qeVVsuLSk1xm9xFWyP+Qpfze3z58+ne/fu9OjRgw8++MDbxSl3BeNp06ZNdO/enejoaGbMmKHK/FPWz7J582batWvn+P5nz1dqaYOr9lqmiEL++OMPpWPHjkpaWpqSmZmpREdHKz/99JNHy3DgwAGlX79+Sm5urmIymZTBgwcrX3zxhRIVFaVcuHDB6bXZ2dlKhw4dlHPnzilms1l59tlnlX379imKoig9evRQjh49qiiKokycOFFZvXq1oiiK8vzzzyvbt29XFEVR3n33XWX27NmKoijKtGnTlCVLliiKoiibN29WYmNjS1V+m82mtGvXTjGbzY7n3B1XNZa/oP/9739K586dlT///NNnzoHI4yoWhWvffvutEhUVpTRp0kQ5f/58kXFdntSQc4vLVW7etm1budV/bzl48KDSunVr5dVXX1UUxbfz1rlz55R27dopqampislkUvr376/s27fPa+fIl+LbU9y1cUSegvXRW9QYu76cg30tz6otl5aUGuO3uAq2x3yFr+b25ORkJSYmRjGbzUp2drbSsWNH5fTp094uVrkpGE+nT59WHn74Ycf32alTpyrLly9XFEU9+cedknyW6dOnK9u2bSv0Hmpog6v5WiYjCF04ePAgDz74IDVq1CAwMJDHH3+czz77zKNlCAsLIy4uDqPRiMFgoH79+vz+++/8/vvvTJo0iejoaBYsWIDNZuO7777j9ttvp27duuj1eqKjo/nss8/47bffyMnJ4b777gPgySef5LPPPsNsNpOSksLjjz/u9DzAvn37iI6OBiAqKor//Oc/mM3mEpf/559/BuDZZ5/liSee4KOPPnJ7XNVY/oLi4+MZO3YsAQEBPnMORB5XsShcW7duHVOnTiU8PBzAbVyXNzXk3OJylZvPnDlTbvXfG65evcrcuXMZMWIEgM/nrZ07d9K9e3duvfVWDAYDc+fOJSAgwGvnyJfi21PctXFE4froTWqMXV/Nwb6YZ9WWS0tKjfFbXAXbY77CV3N7q1atWLlyJXq9nj///BOr1UpgYKC3i1VuCsbTqVOnuO+++xyPO3bsyK5du1SVf8r6WQCOHz/O5s2biY6OZvz48Vy7dk01bXA1X8ukg9CFixcvEhYW5ngcHh7OhQsXPFqGBg0aOILgzJkz/Pvf/+bhhx/mwQcfZObMmaxbt44jR46wYcMGt+Ut+HxYWBgXLlwgLS2NoKAg9Hq90/Pg/Nn1ej1BQUFcuXKlxOW/fv06bdq0YeHChaxYsYKkpCR+//33YpVTDeXP7+DBg+Tk5NCtWzcuX77sM+dA5HEViwcOHPB2sVQpISGByMhIx2NP5UI15NzicpWbNRpNudV/b3j99dcZO3Ysf/vb34DC58PX8tbZs2exWq2MGDGCnj178vHHH5drji4pX4pvT3FVjzp06ODlUqlDwfroTWqMXV/Nwb6YZ9WWS0tKjfFbXAXbY77Cl3O7wWBgwYIF9OjRgzZt2hAREeHtIpWbgvHUuHFjjh07RmpqKlarlc8++4zLly+rKv+U9bPYyz9q1Cg++eQTatWqxfTp01XTBlfztUw6CF2w2WxoNBrHY0VRnB570k8//cSzzz7LK6+8wp133snChQsJDw8nICCAQYMG8eWXX7otr7vnXX0ed59PURS02pKHSYsWLZg9ezbBwcGEhoby1FNPsWDBghKV05vlzy8pKYmhQ4cCULduXZ85ByKPq1j88ssvvV0sn+CpXKimnFtc+XNz3bp1K6z+V7T169dTq1Yt2rRp43jO1/OW1Wrl0KFDzJw5k7Vr1/Ldd99x/vx5r50jX4xvT8lfj+rVq+ft4nidq/roTWqOXV/Kwb6aZ9WWS0tKzfFb2flqbh8zZgyHDh0iNTWVdevWebs4FeaOO+5g3LhxjBw5koEDB9KoUSMMBoOq8k9xufssAAsXLqRly5ZoNBqGDRvGV199pao2OKjzWub9s6pCt956q9PEm5cuXfLKEO+vv/6aIUOGMG7cOHr37s2pU6f4/PPPHX9XFAW9Xu+2vAWfv3z5MuHh4YSGhpKeno7VanV6PeT1VNt73S0WC5mZmdSoUaPEZT9y5AiHDh1yKmvt2rWLVU41lN/OZDKRkpJCp06dAHzqHIg8rmLR/kuLKJqncqFacm5xFczN5Vn/PW3Hjh0cOHCAnj17smDBAvbs2cOGDRt8Om/VrFmTNm3aEBoair+/P4899hgHDx702jnytfj2lIL1SLiujzNnzvRaedQau76Wg301z6otl5aUWuO3svPF3H769GlOnDgBQEBAAF26dOHUqVNeLlXFyc3NpXnz5mzZsoWkpCQiIiKoW7euqvJPcbn7LOnp6axYscLxOkVR0Ol0qmqDq/VaJh2ELrRt25ZDhw5x5coVsrOz+eKLL2jfvr1Hy5CamsqLL77InDlz6NGjB5AX2DNnznTcP7927Vo6d+7Mvffeyy+//OK4FWD79u20b9+e2rVr4+fnx9dffw3A1q1bad++PQaDgcjISHbs2AHAli1bHJ+vQ4cObNmyBchr0ERGRjp64UsiPT2d2bNnk5ubS0ZGBps3b+att95yeVzVWH67U6dOUa9ePcc8FL50DkQeV7HYuXNnbxfLJ7iL6/KmhpxbXK5yc3nWf0/74IMP2L59O1u3bmXMmDF06tSJxMREn85bHTt2ZP/+/Vy/fh2r1cpXX31F165dvXaOfCm+PcVVPRKu6+OkSZO8Vh41xq4v5mBfzbNqy6Ulpcb4rex8Nbf/+uuvTJkyBZPJhMlkYvfu3bRs2dLbxaowWVlZDBkyhIyMDEwmEx999BHdu3dXVf4pLnefJTAwkGXLlnHs2DEAPvroIzp37qyaNriar2UaRVGUMr9LJbRt2zaWLFmC2WzmqaeeYvjw4R7d/4wZM9i4cSO33Xab47mYmBhsNhurV6/GYrHQpUsXxo8fD8ChQ4dITEwkNzeXDh06MHHiRDQaDSdPnmTKlClkZGTQpEkTEhMTMRqN/Pbbb8TFxfHnn39Sq1Yt3nnnHapXr87Vq1eJi4vj/PnzBAcHM2fOHOrUqVOqzzBv3jw+//xzbDYbAwYM4JlnnnF7XNVYfshLgDt37nRaZnz16tU+cw5EHlexKNzr1KkTK1eupE6dOm7jurx5O+cWl7vcXK9evXKp/960adMmDh8+zKxZs3w+b23YsIEVK1ZgNpt56KGHmDJlCsnJyV47R74S357irh7179/fi6VSl/z10ZvUFru+noN9Lc+qLZeWlNrit6Tyt8d8gS/n9n/+85/8+9//RqfT0aVLF0aPHu3tIpW7/PG0fv16VqxYgcViISoqyvF51ZR/yvpZjhw5QkJCAjk5OdSrV88x5ZQa2uBqvpZJB6EQQgghhBBCCCGEEFWY3GIshBBCCCGEEEIIIUQVJh2EQgghhBBCCCGEEEJUYdJBKIQQQgghhBBCCCFEFSYdhEIIIYQQQgghhBBCVGHSQSiEEEIIIYQQQgghRBWm93YBhGd9++23vP3221y9ehVFUbj11lt59dVXadCggdtt4uLiaNCgAc8995zb1/z666907tyZhg0bOp5TFIXBgwfz1FNPFXr97t27OXToEFOmTCnbBxKV0po1a1izZg0WiwWNRsM999zD2LFj+fvf/16h+/3nP/9JWloar7/+Op06dWL+/Pk0a9YMi8XC8uXL2bZtGwA2m41WrVoxZswYQkJCymV/ovLasGEDa9euJTMzE5PJRN26dXnppZe49957C7120KBBDBw4kK5duzo9f/z4cZYuXcqCBQtuur89e/YwcuRI5s6dS/fu3cvtc4jKrSRx6klWq5WVK1eybds2rFYrZrOZjh07Ehsbi9Fo9GrZhPfMmDGDlJQUAE6fPk3t2rXx9/cHYO3atY5/53ft2jViY2NZsWJFke+9fv169u7dy6JFixg/fjzJycmEhoaiKAomk4l27doxceJEdDpdmT/H7t27OXHiBP/4xz8cj5csWUJOTg5Wq5WGDRsSFxdHREQEZ8+epWvXrk5tbYDOnTs7theVU6NGjWjYsCFa7V9je5o2bUpCQoLbbZKTk3njjTfYvn2703e5Tp06YTAY8Pf3x2azYbPZGDx4MP369SuyDOnp6bz44ousXLnSUaZDhw4RGhpaPh9SVCrTpk3jhx9+YM2aNY5cabVaGThwIK1bt2bs2LFl3kf//v25cOECwcHBKIqC2WzmiSeeYOTIkUVul5qayrhx4/j444+ZO3cuWVlZTJ48maSkJABiYmLKXDZfJh2EVYjJZOKFF15g+fLlNGnSBICtW7cyfPhwdu/eXeaGjr+/P1u3bnU8vnDhAlFRUTRt2pTGjRs7vfbRRx/l0UcfLdP+ROX05ptvcvLkSZYsWUKtWrWw2Wx88skn9OvXj/Xr13Prrbd6vEwTJkzAZrPx0UcfUb16dcxmMytWrCAmJoaNGzcSFBTk8TIJ3/DOO++QkpLCvHnzqF27NgCHDh3ihRdeYNOmTcXu9G7WrFmxOgcBPv74Y6Kjo1mxYoV0EIpiKa84rQjx8fFcu3aNDz/8kODgYLKyshg/fjyTJ0/mrbfe8lq5hHfl/4G5U6dOzJkzh2bNmhW5zdWrV/n+++9LvK/nnnuOIUOGAJCTk8PTTz/N559/Xi759bvvviMrKwvI+9I6efJkNm/eTK1atVAUhYULF/Lyyy+zevVqAKpVq+bU1hZVx4cfflhunXH560tqaiqPP/447du3p1atWm63uXbtGsePHy+X/YvKLy4ujqeeeoolS5YwatQoAJYsWYJOp2PMmDHltp9Jkybx2GOPAXkx2q1bN9q2bVvkj5u1atXi448/LvT8kSNHaNq0abmVzVdJB2EVkp2dTXp6uqMhAvDEE08QFBSE1WolMTGRY8eOkZmZiaIozJgxg5YtWzq9x+nTp0lISODq1atYrVYGDRrkcoQgQEREBLfffjtnzpzhxx9/ZMOGDWRnZxMUFETv3r35/PPPWbJkCZcuXWLq1Kn8/PPPaLVaYmJiGDx4MOnp6SQkJPC///0Ps9lMmzZteOWVV9DrJWwrqz/++IOkpCT27dtH9erVAdBqtfTq1Yvvv/+eoUOHotfrHSP5rl+/zqOPPsquXbvIyclh+vTppKamYjab6dGjByNGjODXX39l4MCB1K9fn99++41Vq1axadMmdu/eTU5ODtnZ2bz66qt07tzZZZm+++47UlJS2LlzJwEBAQAYDAaGDx/ON998w5o1axg+fLjTiEPA6fHixYuLvT9ReVy+fJkPP/yQnTt3Eh4e7ni+TZs2xMXFkZ2dTadOnWjevDmnTp3i5Zdfdvte9pEAa9asoUOHDnz++eeEhYUB0LdvX/7xj3/QoUMHzp8/z+HDh9m7dy/du3fn22+/5b777gPyGmtXr17l/PnzPPLII8TGxjJnzhxSUlKwWq3cc889TJkyhaCgIPbu3cuSJUswmUxcuXKFXr168dJLL1XsARNeUZw4dRcPycnJJCQkEBgYSGZmJhs3bmT27Nku2xJXrlxh4sSJnDt3jho1ahAWFkaDBg0YPXq027bFr7/+yrZt29i/f7/jh5jAwECmTZvGN998A8Avv/zC9OnTyczM5NKlSzRu3Jh58+bh5+dH06ZNefTRRzl58iRz5sxh79697Ny5E4PBQEhICImJiU6fWVQOhw8f5q233iI3NxeDwcDYsWMdo/4yMzPp2bMnW7duZd26daxfvx6z2cy1a9cYMWLETUdRZWVlYTKZqFmzJgD//ve/HV96dTodr776Ki1btqR///7cd999HD16lLS0NPr168cff/zBkSNHyM3NZd68eaSnp7NhwwasVitBQUE89thjWCwWRztdo9EwdOjQm3Z8iqqt4Eg+++PiunbtGgEBAQQGBgJ/jSa314vhw4czYMAAJk6cSE5ODj179mTTpk1A3p0wx44d4+rVqzz33HMMHDiw/D+g8El+fn7MmTOH/v3707FjRxRF4eOPP2bjxo3odDp27drF4sWLsVgsBAQEEBcXx7333svFixd5/fXXSUtL49KlS9SuXZv58+cTGhpK+/btadmyJSdPnmTChAmF9pmRkYFGo6FGjRoAtG/fniVLlnD33Xc7PQ4MDKRPnz4cOXLEse1nn33Gf/7zH5KTk/Hz86N///6eOVAqJD0tVUj16tWZMGECw4YNo2bNmtx///20bt2aHj168MMPP3Dx4kXWrl2LVqvl/fffZ+nSpU4dhBaLhTFjxjB79myaNGlCeno6/fr146677nI0lPI7evQo586d49577+XQoUP8v//3/9izZw9BQUGOCwvkDUGuV68eixYtIj09nf79+9OhQwcWL15MkyZNmDVrFlarlbi4OD744AOGDx/ukeMlPO/YsWPceeedjs7B/Nq2bcvhw4fJyMjg+PHjNGvWjO3bt9OhQweqV6/O6NGjGTJkCJ06dSI3N5fhw4dz22230bx5c/744w/efvttIiMj+e233zh48CCrVq3C39+fTz/9lAULFrjtsPvmm29o2rSpo3Mwv4ceeogDBw4U+ZlKuj9ReXz77bfUr1/fZQdEr169HP9u0KAB8+bNA3DcuuNOcHAwnTt35pNPPuG5557j9OnTXL58mYcffhjIuz3/kUce4ZZbbqF79+6sWLHC8d6QN/rl008/BeDdd99Fp9OxadMmNBoN77zzDnPmzGHq1KksX76cWbNmUa9ePS5cuEDHjh0ZPHiw3EpUCd0sThVFIT4+3mU8APz000/s2rWL2rVrc/ToUbdtiRkzZnDXXXexZMkSLl68yJNPPkmDBg2KbFtcuHCBu+66q9Ao7bCwMB5//HEA1q1bR69evejZsydms5knn3ySffv28fjjjztuR54/fz6pqal8+OGHHDp0CKPRyPLly/nuu+8cIw9E5XDlyhVeeukllixZQrNmzTh16hSDBw9m8+bNJCYm0qdPH7Zu3UpGRgYbN25k6dKl1KhRgyNHjjBy5EiXHYT/+te/2Lx5MzabjXPnzhEZGen44WX27NksWLCAZs2a8eWXX5KSkuJoO6emppKUlMTXX3/NgAEDeP/995k0aRJvvPEGq1evJj4+nqeeeoqsrCxiY2MB6N27N0888QT16tXj/vvvp02bNo5YBxwdnHZGo5H169dX5CEVKvHMM8843WK8fPlybrnlllK91/jx4/H39yc3N5ezZ8/y/PPPU716dTIzM1m/fj3vv/8+ISEhfPvttwwdOpQBAwaQmJhIdHS00wjWunXrMnXqVH788Uf69evH008/jcFgKPNnFZVDo0aNGDt2LJMnT8Zms5GQkEBERASnT59mwYIFrFq1iurVq3Py5EmGDRvG7t272b59Ow888ADPPfccNpuNYcOGsW3bNp555hkAGjduzNy5cwFYunQpM2fO5J///Cdms5lz584RHR3NbbfdVuKydu3alV27dtG0adMq3TkI0kFY5QwdOpS+ffuSkpJCSkoKS5cuZenSpWzYsIGXXnqJpKQkzp8/T3JyMtWqVXPa9syZM5w7d45JkyY5nsvJyeHHH3+kffv2jl+VIG+OgZCQEN566y3HcPVGjRq5vBXz4MGDjl8BgoOD2b59OwD79u3j+PHjbNiwwbEvUflZLBaXz5tMJjQaDX369GHz5s00a9aMTZs28corr5CVlUVKSgrXrl1j/vz5QN6v/CdPnqR58+bo9XpHY7527drMnj2bbdu2cfbsWcdIl9JSFKXIv5f3/oTvKBgbGRkZjl/Xs7Ky6NatGwCRkZElet++ffsybdo0nnvuOTZu3EifPn3QarWYTCY2bdrEzJkzgbwvmv379yc1NdWRh/P/6LNv3z7S09M5ePAgAGazmVtuuQWNRsPixYvZt28f27dv5/Tp0yiKQnZ2dukOhFC14sRpUfFQq1Ytx23JLVq0oHr16i7bEl9++SWbN28GIDw83DHPZlFti7CwMGw2W5HlnzBhAgcOHGDp0qWcOXOGixcvOt0pYa9fERERNG7cmN69e9O+fXvat29PmzZtSn3chDodPXqUO++80zHqrlGjRtx7770cPnyYFi1aOF4XFBTEe++9x969ezlz5gwnTpxwipv88t9inJmZSWxsLImJiUydOpXu3bszcuRIHnnkEdq2bcuzzz7r2K5Lly4A3HbbbWg0Gtq1awfkdaocO3bM5b4mT57MqFGjSE5OJiUlhVmzZrF69WpWrVoFyC3GVVlF3WJ8/vx5hgwZQoMGDYiKimLx4sV8+eWXnDlzhpMnT7qtFwBRUVEA3H333ZhMJjIyMso0N7eofAYNGsTnn39O/fr16dChAwAHDhzgwoULjh8aIW/E9Llz53j22WdJSUnhgw8+4MyZM5w+fZoHHnjA8bqCdzfmv8X4zz//ZPjw4fzrX/9i2LBhHvh0lZN0EFYhX3/9NUePHmXYsGF07NiRjh078vLLLxMVFcWuXbtYtGgRQ4cO5dFHH+XOO+/kk08+cdrearUSHBzs1DC5fPkywcHBXLp0qdAchAXZh64XpNfr0Wg0jsfnz58nJCQEm83G/PnzqV+/PpB3O2n+14nK57777uPs2bNcunTJcfukXXJyMi1atOCpp56id+/e9O3bl/T0dFq1akVGRgaKopCUlOQY6XflyhX8/PxIS0vDaDQ6bk3/4YcfGDVqFEOGDOGhhx7igQceYNq0aW7LdP/997N06VKys7MJCAjAZDKRmZlJSEgI//3vf53muMj/RdtkMpVqf6LyaN68Ob/88gtpaWmEhIQQFBTkyJH2BWrAfW50JzIyEovFwnfffcf27dtZu3YtADt27OD69eu88cYbzJgxA8hrcK1atYpXXnml0L5sNhuTJk1yNNgyMzPJzc0lKyuL3r1789hjjxEZGUmfPn3YtWvXTTvDhW+6WZz+/vvvRcZD/pjat28fCQkJLtsSer3eKYbsI2GKaltcvXqVn3/+mYyMDKcfGC9cuMBrr73GggULiIuLw2q10q1bNx555BFSU1Od9mMvn1ar5aOPPuL48eMcOnSImTNn8vDDDzvqhqgcbDZbobaizWYr9OPjb7/9xoABA4iJiSEyMpIuXbqwf//+m75/tWrVeOqpp1i4cCGQ10H99NNPc+DAATZu3MjKlSsdE93nX0RHq9XedK7vnTt3kpGRQe/evenatStdu3Zl7NixtG/fnlOnTpX4WiGqHnvbsyTq1q1Lp06dSElJITIy0jESsGXLlnTt2pW9e/e63dbetrbXOWknCFfq1KnjNKrPZrPRrl073n77bcdzqampREREMGvWLE6ePEnv3r1p3bo1ubm5TnFVcABTfrfccgs9evQgJSWFYcOGodFonLY1m83l/MkqJ+3NXyIqi9DQUN577z2n++0vXbpERkYGn376KR07dmTAgAE0bdqUXbt2YbVanba/4447nDoBU1NTiYqKKtWEz/m1adOGjRs3AnkrZD3zzDOcOXOGdu3asWLFCseqcSNHjuSjjz4q076EukVERDBo0CBefvllLly44Hh+48aNfPHFFwwfPpyIiAiaN2/O66+/7pj/MigoiPvuu48PPvgAyOtM7t+/P7t37y60j5SUFJo2bcrQoUNp1aoVu3fvLhTr+TVv3pzWrVsTFxfHtWvXOH/+PAMHDmT06NGcOnXKMdImNDTUUReSk5O5dOlSqfYnKo+IiAgGDx5MbGwsv//+u+P53377jW+++cbpVqGS6tu3L2+88QaNGjVyjA5MSkpixIgR7N27lz179rBnzx7i4+NZv369yxEA7dq1Y/Xq1ZhMJmw2G6+99hrvvPMOZ8+eJSMjg5deeolOnTqRnJzseI2ofG4Wp1evXi12PBw4cMBtW6JDhw6OOwLS0tLYtWsXGo2myLZFREQE0dHRTJo0iYyMDCBvhGN8fDw1atTA39+f/fv38+KLLzoWjDh27JjLHHvy5EmioqKoX78+L7zwAkOGDJEJ9yuhFi1a8L///c9xbk+dOsU333xD69at0el0WK1WFEXh+PHjhIWFMWLECNq1a8fevXuLleNsNhtfffUVzZo1c9zCbrFYGDBgAK+99honTpxweyeEK3q93vH6atWq8fbbb3P69GnH38+dO4fRaKROnTolPBKiqggNDXXEu/0urJKw34XTvHlzvv/+e0JDQxk1apSjXkDeDzl6vd5Rf4QoiwcffJCvvvqKX375Bchbvb1Xr17k5uayf/9+hgwZQs+ePQkJCeHQoUPFbn+azWYOHjzoGB2b/7vZwYMHuXLlSpHbI/gbAQAAA+hJREFU58/HVZmMIKxC7rjjDhYuXMjcuXP5448/8PPzIzg4mJkzZ1K7dm3GjRtHdHQ0FouFhx56iC+++MKpQhqNRhYtWkRCQgLLli3DYrEQGxtLy5Yt+fXXX0tdrtdff534+Hiio6NRFIUXXniBpk2bMnnyZBISEoiOjsZsNtO2bVsZLlwFjBs3jvXr1zNy5EhMJhMmk4lmzZqRlJTkuI2tb9++xMbG8t577zm2mzNnDm+88QbR0dGYTCaioqJ44oknCsVmVFQUX3zxBd26dcNms9GxY0euXbvm+PLpyltvvcXy5cv5v//7PyDvAqTT6ahWrRq7d++md+/ejB8/nvj4eNauXUuTJk0cK4WXZn+i8hg7diyffPIJ48aNcywUVb16dbp3787AgQPZs2dPoW1eeeUVJk6c6Hg8YMAA2rdv7/SaXr168c477/DOO+8AeZ0fJ06cYNGiRYVe99577zlu7cxv1KhRvPnmm/Tu3Rur1crdd99NXFwcgYGBPPLII3Tr1g2j0UjDhg256667OHv2bKnmdRHqd7M4feONN1zGQ/4RUgAxMTFu2xITJ05kypQpREdHU6NGDf7+97/j7+9fZNsCYOrUqSxatIiYmBh0Oh0mk4nHHnuM0aNHO8r+4osvEhgYSFBQEA888ADnzp0r9BkbN25Mt27d6NOnD4GBgfj7+zuthCsqh5o1azJv3jzi4+MxmUxotVpmz55N3bp1MZvN3H333URFRZGUlMSmTZvo2rUrGo2G1q1bU716dZexY5+DUKPRkJ2dTdOmTYmPj8dgMBAXF8dLL73kuBsmMTGxRIvptWnThgkTJqDX65k8eTKTJk1iwoQJZGRkoNVqiYiIYOnSpQQHB9/0y62omqZMmcL06dP529/+Rtu2bQvdgeOKfQ5Ce0zbc2N2djYbNmxw1ItWrVoRGhrK2bNnuf3222nevDk9evRwrKotRGk0btyY+Ph4XnrpJRRFQa/Xs2jRIgICAnjxxRdJSEjg7bffxmAwEBkZydmzZ92+l30OQnsst23blueffx7IG+E9bdo0Vq9eTbNmzRyLlbjTvn173nrrLYAq3eegUeRnACGEKJXr16/z/fff07ZtW28XRQghVG316tXcc889tGjRApPJxIABAxg9erTjFnchhBBCCOFd0kEohBBCCCEqVHJyMm+++SY2mw2z2UzXrl0dowCFEEIIIYT3SQehEEIIIYQQQgghhBBVmCxSIoQQQgghhBBCCCFEFSYdhEIIIYQQQgghhBBCVGHSQSiEEEIIIYQQQgghRBUmHYRCCCGEEEIIIYQQQlRh0kEohBBCCCGEEEIIIUQV9v8BmcSchWH0IBkAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 分析彼此之间关联性最强的变量(散点图)\n", "sns.set()\n", "cols = [\n", " 'SalePrice', 'OverallQual', 'GrLivArea', 'GarageCars', 'TotalBsmtSF',\n", " 'FullBath', 'YearBuilt'\n", "]\n", "sns.pairplot(df[cols], size=2.5)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
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TotalPercent
PoolQC14530.995205
MiscFeature14060.963014
Alley13690.937671
Fence11790.807534
FireplaceQu6900.472603
LotFrontage2590.177397
GarageCond810.055479
GarageType810.055479
GarageYrBlt810.055479
GarageFinish810.055479
GarageQual810.055479
BsmtExposure380.026027
BsmtFinType2380.026027
BsmtFinType1370.025342
BsmtCond370.025342
BsmtQual370.025342
MasVnrArea80.005479
MasVnrType80.005479
Electrical10.000685
Utilities00.000000
\n", "
" ], "text/plain": [ " Total Percent\n", "PoolQC 1453 0.995205\n", "MiscFeature 1406 0.963014\n", "Alley 1369 0.937671\n", "Fence 1179 0.807534\n", "FireplaceQu 690 0.472603\n", "LotFrontage 259 0.177397\n", "GarageCond 81 0.055479\n", "GarageType 81 0.055479\n", "GarageYrBlt 81 0.055479\n", "GarageFinish 81 0.055479\n", "GarageQual 81 0.055479\n", "BsmtExposure 38 0.026027\n", "BsmtFinType2 38 0.026027\n", "BsmtFinType1 37 0.025342\n", "BsmtCond 37 0.025342\n", "BsmtQual 37 0.025342\n", "MasVnrArea 8 0.005479\n", "MasVnrType 8 0.005479\n", "Electrical 1 0.000685\n", "Utilities 0 0.000000" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 缺失值处理\n", "# 首先统计各列缺失值情况:\n", "total = df.isnull().sum().sort_values(ascending=False)\n", "percent = (df.isnull().sum() / df.isnull().count()).sort_values(ascending=False)\n", "missing_data = pd.concat([total, percent], axis=1, keys=['Total', 'Percent'])\n", "missing_data.head(20)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 舍弃缺失值\n", "df = df.drop((missing_data[missing_data['Total'] > 1]).index, 1) # 按条件弃用多列\n", "df = df.drop(df.loc[df['Electrical'].isnull()].index)\n", "df.isnull().sum().max() # 再次检查是否还有缺失值\n", "\n", "# 如果缺失值很重要,那么可以使用下面的代码来完成自动填充,这里填充的结果会是平均值。\n", "# from sklearn.impute import SimpleImputer\n", "# my_imputer = SimpleImputer()\n", "# data_with_imputed_values = my_imputer.fit_transform(original_data)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "outer range (low) of the distribution:\n", "[[-1.83820775]\n", " [-1.83303414]\n", " [-1.80044422]\n", " [-1.78282123]\n", " [-1.77400974]\n", " [-1.62295562]\n", " [-1.6166617 ]\n", " [-1.58519209]\n", " [-1.58519209]\n", " [-1.57269236]]\n", "\n", "outer range (high) of the distribution:\n", "[[3.82758058]\n", " [4.0395221 ]\n", " [4.49473628]\n", " [4.70872962]\n", " [4.728631 ]\n", " [5.06034585]\n", " [5.42191907]\n", " [5.58987866]\n", " [7.10041987]\n", " [7.22629831]]\n" ] } ], "source": [ "# 异常值判断:归一化处理\n", "saleprice_scaled = StandardScaler().fit_transform(df['SalePrice'][:,\n", " np.newaxis])\n", "low_range = saleprice_scaled[saleprice_scaled[:, 0].argsort()][:10]\n", "high_range = saleprice_scaled[saleprice_scaled[:, 0].argsort()][-10:]\n", "print('outer range (low) of the distribution:')\n", "print(low_range)\n", "print('\\nouter range (high) of the distribution:')\n", "print(high_range)" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'SalePrice')" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 我们可以考虑删除这些点\n", "# 另外,我们也可以通过变量关系的散点图,判断哪些属于异常点\n", "var = df['GrLivArea']\n", "plt.figure(figsize=(10, 6))\n", "plt.scatter(var, df['SalePrice'])\n", "plt.title('Relationship between SalePrice and GrLivArea')\n", "plt.xlabel('GrLivArea')\n", "plt.ylabel('SalePrice')" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
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IdMSSubClassMSZoningLotAreaStreetLotShapeLandContourUtilitiesLotConfigLandSlope...EnclosedPorch3SsnPorchScreenPorchPoolAreaMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
1298129960RL63887PaveIR3BnkAllPubCornerGtl...000480012008NewPartial160000
52352460RL40094PaveIR1BnkAllPubInsideGtl...00000102007NewPartial184750
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2 rows × 63 columns

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" ], "text/plain": [ " Id MSSubClass MSZoning LotArea Street LotShape LandContour \\\n", "1298 1299 60 RL 63887 Pave IR3 Bnk \n", "523 524 60 RL 40094 Pave IR1 Bnk \n", "\n", " Utilities LotConfig LandSlope ... EnclosedPorch 3SsnPorch ScreenPorch \\\n", "1298 AllPub Corner Gtl ... 0 0 0 \n", "523 AllPub Inside Gtl ... 0 0 0 \n", "\n", " PoolArea MiscVal MoSold YrSold SaleType SaleCondition SalePrice \n", "1298 480 0 1 2008 New Partial 160000 \n", "523 0 0 10 2007 New Partial 184750 \n", "\n", "[2 rows x 63 columns]" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 我们删除右侧的两个点\n", "df.sort_values(by='GrLivArea', ascending=False)[:2]" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [], "source": [ "df = df.drop(df[df['Id'] == 1299].index)\n", "df = df.drop(df[df['Id'] == 523].index)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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\n", 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12uLfhbW/b7VaZfQPbKsFRXZ2NrNmzSImJgZ3d3e+//57unXrVm4de3t7unfvznfffUdYWBgxMTEMGDDAWiUKIeowc4eanHSF9Ek7TrfMM+hUavZ5BeA0cBDjQzpZqdLax2pB0bZtW55++mkiIiLQaDR0796dJ598EoA5c+YQHBzMoEGDmDt3LpGRkaxYsYJGjRqxdOlSa5UohKiDzA0IjaKja+YZ+qQdx1FfzHGPVsQ368WIwfebfDJdXadSKrqZwcbJ0JN5bLVusN3apW7rMXeICUXBP/cigalHqF+SQ6JrEzzDH6LnwM6WL7ISd+3QkxBCWENswjX+u/UkOjP+VmxckEJw6mGaFqRw3cGT0/0fZtQTIy1fpI2RoBBC1AlVCYh6xdkM1B7jvpxEcjTO/NiwL10fCWHU/bY/L5MlSFAIIWya2UNMgKOukD7pJ+iWcRpFpeLn+p1wDBzM83dxo9ocEhRCCJtTpZvlALWio0vm7/RLi8NJX8QJ91bs9e5Cjx6tGT+snekd3OUkKIQQNiU24Rr/2XLSvJUVhba5lwjUHsGrOJvzzo3Y1aAbeZ6+Jh9dKv5HgkIIYTOqEhKNClIJTj3MPQXXSXGoR3SjQTTr2523htvGc6prEwkKIYRNMDck6hXnMEB7lA45ieRqnNjm8wBeAwYQNaJuTf1tTRIUQgib8Ol3p4y+76gronf6CbpnnkJBxf7693OkQSfGh8oNc3dKgkIIUevNeH8fJZVc96pW9HT+q1HtrC8k3r0Vv/h1IzysK7MD29jcjYK1kQSFEKLWMnrpq6LQJvcSgdqjeBdnccG5IVl9h/NgRCAPWrfMOk+CQghR65i6N6JhQSrBqUe4tyCZVPt67Gg7nGdmPXJbjyUQpklQCCFqlbfXHOXUhYwK3/MozmFA2m90zD5HrsaJ7316caJeGz6ebfnnQ9zNJCiEELWCsbMIB30RD6TH0yOjtKF9oH5HfqnfkSK1A1PC5GomS5OgEELUmNiEa6zccpLK7q9WKXo6Z/1Bv7Q4XHUFxLu3ZK9XZ7Ls3VCpYErofXJFkxVIUAghrM7Y8BIAikKrvCsEpR6hQXEmF538iG40iGQnbwCcHdQsnxFonWKFBIUQwrqmvr2TYl3l7/sVaglOPUKz/Gto7T1Y3yiIP12awl+N6sbezrw+pbeVqhUgQSGEsKJJb+2s9D334lwGpB2jY/Y58tWO/NCgJ7/Va4tepQZAo1YxKaS9DDXVAAkKIYTFGZt+w0FfTK/0eHpmnESFwi+eHfil/v0UahwM67Rv5smsR7taq1xxEwkKIYRFVRYSKkVPQNaf9E/7DVddAQluzdnr3ZVM+/KP5Azq0pgJMhV4jTIZFKmpqcTFxTFo0CDefvtt4uPjefnll2nXTv6HE0IYV+Elr4pCy7wrBGmP4FOUySUnX9Y3CuaqUwPDKjLMVLuYDIrIyEj69etHbGws+/btY+LEibz++uusXr3aGvUJIWzU80t3k1+kL7fMtzCNoNQjtMi/Spq9OxsbBvK76z2GRrUMMdVOJoMiIyODiRMnsnDhQkJDQwkPD+fLL7+0Rm1CCBtU0aWvbiV5DNAe4/7ssxSoHfixQQ+O1WuLXqUBYEqY3A9Rm5kMiuLiYoqLi9m3bx9vvfUW+fn55OXlWaM2IYSNmbxwJ/ob7p6z1xfTKz2BnhknUSt6fvW8jwP1O5VrVP83MrgGKhVVYTIoBg0aRO/evWnfvj0dO3YkNDSU0NBQa9QmhLABFTWrVYqe+7POMiDtN9x0+Zx0a84e7y5k2rsb1lGrYOVLEhK2wGRQ/OMf/+Dhhx+mYcPS08LFixdXqZGdk5NDREQEH374IU2bNuXrr79m1apVqFQqOnbsyLx583BwcCi3zaZNm1iyZAne3qV3YQYGBjJ9+vSqfC4hhBXMeH8fGbnF5Za1yC1tVPsWZXDZyYeNjQJJcvK5ZVsJCdthMij0ej3ffvstf/zxB1FRUezZs4c2bdqg0WhM7jwuLo6oqCgSExMBOH/+PJ988gkbN27E1dWVyMhIvvrqKyZOnFhuu/j4eCIjI+XMRYhaqqKrmXwK0wlKPUzL/Kuk27uzqeFAzrjea2hUl5EzCdtjMigWLVpEWloaJ06cAGDfvn2kpKQQFRVlcufR0dHMnTuX2bNnA+Dg4MDcuXNxcyu9Trpt27YkJd06W+SJEydITEzko48+wt/fn1dffZV69epV6YMJIapfZY3q/mm/cX/WWQrV9vzUoDtH6/kbGtU3kuk3bJNKUZTKJm4EYPTo0WzatInw8HBiYmIoKipi9OjRbNu2zeyDBAcH88UXX9C0aVPDsrS0NMaOHcubb75Jr169yq3//PPPM2nSJLp27crSpUtJSkpiyZIlVfxoQojqNOqf35Sb5dVeX0zPjJP0Sk9Ao+g5Us+fA16dKNA4Vrj9P8d1JbDbPdYpVlQrk2cUdnZ2qNVqw2sHBwfs7O7shu7k5GQmT57Mgw8+eEtIACxfvtzw8+TJkxkyZEiV9q/V5qDXG82/auXj426Tz+W11brBdmu31bpvnKNJpei5P/ss/bW/4a7L57RrM3Y36ErGDY3qG914b4S1P7utft/WrlutVuHt7Vbp+yZ/47dt25Yvv/wSnU7HuXPn+Oyzz+7oruyzZ88yefJkJkyYwKRJk255Pzs7mw0bNhj6FoqimNUPEUJUv5ub1c3zkghOPYJvUTpXHBsQ03AgV5x9K9xWBUyW+yPqBJNBMWfOHN544w20Wi2PPvoo/fr1M6s/UZGcnByeeuopXnzxRcaMGVPhOi4uLqxcuZIuXboQEBDA6tWrq3xGIYS4czeeRTQozCBIe4RWeVfIsHMjxm8Ap92a3dKoBrDXwEezpFldl5gMCjc3N954441qOdj69etJTU3l008/5dNPPwVK+xfTpk1jzpw5BAcHM2jQIN59911ee+01CgoKaN68OYsWLaqW4wshTLtx6g3Xknz6pf1GQNafFKnt2endjSOe7dBV0KgGmcCvrjLZzH799dcrXH67ZxXWID0K89hq3WC7tdfmum8cZrLTl/zVqI7HTtFxtF479nvdT4HGqcJtPV3tWfr3/tYs1yy1+fs2xuZ6FJ6enoafi4uL2bVrFz179qye6oQQNa7cPRGKQsfscwzQHsNDl8cZ13vZ7d2VdAePCretrQEhqpfJoHjhhRfKvZ4yZQrPPvusxQoSQljHzVNvNMu7SnDqYfyK0klybMDmhv257OxX6fYy0+vdo8rXubq5uXH9+nVL1CKEsJIb+xDeRRkEpR6hdd4VMu1c+cavP6fcmlfYqC4jvYi7i8mguLFHoSgKCQkJtGzZ0qJFCSEs48Y+hEtJPv3S4uic9QdFajt2eXflcL326NSVX44uZxF3pyr1KABGjRrFqFGjLFaQEMIyyi53tdOX0D3jFL3T47FTSjhWry0/ewWQX0mjuow8M+LuVeUehRDCthjOIhSFDtnnGJB2jHolefzueg+7vbuS5mB8HrWgLo2Z8VgPm7x6SFSPSoOiS5cuqCoYo1QUBZVKxdGjRy1amBDiztx4NdO9edcI1h6mYWEaVx292erXj0vOxs8OZAI/UabSoNi6das16xBCVKOyZrVXUSZB2iO0yb1Mpp0Lm/36cdKthdFGtdxZLW5WaVA0adLE8PPJkyfJy8tDURR0Oh0XL17k4YcftkqBQoiqmbxwJ44lBQxJi6NL5u8Uq+zY7d2Fw/XaU6I2PtosjyUVFTHZo4iKimLHjh0UFhbi6+vLxYsX6datmwSFELXQlDd+pEfmKXqnn8BBX9qo3l+/E3l2zka3k2EmYYzJoDhw4AA7duxg3rx5PP/881y9epWVK1daozYhhJkmvbmD+3LO87T2GPVKcvnDpSm7GnQz2ah2dlCzfEagdYoUNstkUPj4+ODi4kLLli35/fffGTx4cKXzPwkhrGvV96f588AxHk89TONCLdccvfjWty8XXUxfxio3zQlzmQwKe3t7Dh06RKtWrdi7dy+9evUiLy/PGrUJIYz45/wYgrRHGJ97iSyNC1t9+xLv3tJooxpkfiZRdSaDYubMmaxatYq33nqLjz/+mAceeICnn37aGrUJIW4Sm3CN1TFH6Zt2nMmZZyhRadjj1ZlDnveZbFSDNKvF7an0X9bp06dp164dnTt3pnPnzgBER0eTnZ2Nu3vFjzwUQljOlDd+pFvmaaamH8dBX0KcRxv2eQWYbFSXkZAQt6vSoJg4cSItWrRgwoQJDB061PCcbAkJIaxr0ps7aJ+TyBTtMTxLcvjTpQm7GnRD6+BpemOkYS3uXKVBsXfvXn744QfWrl3Lm2++yUMPPcQjjzyCn1/l0w4LIarXq3PXMiH1ME0KU0l2qM+axoO54NLY7O3lLEJUh0qDwsHBgdDQUEJDQ0lMTCQ6OpqxY8fStWtXHnvsMXr06GHNOoW4a0x6ayeeRVkEao8yIfci2RpnvvXtQ7x7SxSV2qx9yBVNojqZ9TyK5s2bM3v2bF588UWWLFnCE088wcmTJ01vKIQwS9R/YknS5uOkK2RQ2nG6Zp5Bp1Kz16szhzzbU6y2N3tfchYhqptZQXHlyhU2btzIpk2baNq0KUuXLrV0XULcFcqm/tYoOnpknKFv+nEc9MUc92jNPq/O5JrZqAY5ixCWU2lQFBUV8cMPP7B+/XoSEhIYNWoUH3/8Ma1bt7ZmfULUSYbHkCoK/rkXCEw9Sv2SHM66NGaXdzdSHeubvS85gxCWVmlQ9OvXDz8/Px599FGWL1+Oq6urNesSos4qO4tonJ9CsPYwTQtSuO7gydrGg0msQqNaHiQkrKXSoFi+fLk0rIWoRmUBUa84m0DtUdrnXCBH48x3vr054d7K7Ea1PI5UWFulQVEdIZGTk0NERAQffvghTZs25euvv2bVqlWoVCo6duzIvHnzcHBwKLdNUlISs2bNQqvV0qJFCxYvXixnM8KmlTWqHXWF9Ek/QbeM0+hVan6u34mD9TtUqVEtISFqglnN7NsRFxdHVFQUiYmJAJw/f55PPvmEjRs34urqSmRkJF999RUTJ04st928efMYN24cISEhLF++nA8++IBZs2ZZqkwhLKasD6FWdHTP/J2+aXE46Ys47t6afd6dybFzMWs/0oMQNc1iQREdHc3cuXOZPXs2UHpfxty5c3FzcwOgbdu2JCUlldumuLiYQ4cOsXz5cgDCw8N57LHHJCiEzZn01s6/GtUXCdQepX5xNuedG7GzQXdSzGhUq1Ww8iUJCFE7VBoUhw4dMrqhqaGpBQsWlHvdpEkTw1Pz0tLS+PLLL3nzzTfLrZOeno6bm5thuhAfHx+Sk5ONHqci3t5uVd7mTvn42ObUJrZaN9Te2sP++Q2NClIITj3MPQUppDh48nWjQZx3aWxyZteRvZvx7NjOVqq0amrr922K1H3nKg2K+fPnA5Cfn09SUhKtW7fGzs6O33//nVatWvHNN9/c1gGTk5OZPHkyDz74IL169Sr3nqIoqG76P9LNr82h1eag1yu3Vd/t8PFxJyUl22rHqy62WjfUvtrL+hD1irMZpT3GfTmJ5Gic2ObzAMc9WpvVqC4bYqpNn6tMbfu+zSV1m0etVhn9A7vSoNiyZQsAL774IosWLaJr19IGWkJCAh9++OFtFXP27FkmT57MhAkTmDRp0i3ve3l5kZ2djU6nQ6PRkJKSgq+v720dSwhrmfTWThx1RQSmn6B7xikUlYr9fzWqi8xoVEsPQtR2JnsU58+fN4QEQIcOHbhw4UKVD5STk8NTTz3Fiy++yJgxYypcx97enu7du/Pdd98RFhZGTEwMAwYMqPKxhLCGSW/tRK3o6ZZ5hr5px3HWF3LCvRX7vDuTbWf6Sj25D0LYCpNB4eTkxMaNGxk9ejSKorBu3To8PDyqfKD169eTmprKp59+yqeffgpAcHAw06ZNY86cOQQHBzNo0CDmzp1LZGQkK1asoFGjRjJdiKh13l5zlFOJ6bTJvUSQ9ghexdkkOjdkV4NuJDt6m9xeGtXC1qgURTE6mH/27FlmzpzJmTNnUKlUdOjQgSVLlnDPPfdYq8Yqkx6FeWy1brB+7YYpN4CGBakEpx7h3oJkUu3rsatBN866NDHZqAbYsmS0TX7ntuTYwnMAACAASURBVPpvReo2z233KMq0atWKTZs2kZGRAYCnp3kPSxGirii7o9qjOIcB2mN0zDlPrsaJ7T69iPNoY1aj2l4DH82Sswhhm0wGRUpKCnPmzOHChQt89dVXPPXUU7z55pvSZBZ1Wlk4ADjqinggPZ4emSdRUHGg/v38Ur8DRWoHI3v4H7mbWtg6k0Exb948Bg8ezOrVq/Hw8KBdu3ZERUXx8ccfW6M+IazmxnAAUCt6ArJ+p782Dhd9IfHuLdnj1YVse/OmlJGrmURdYTIorly5wsMPP8xXX32Fvb09s2bNIiwszBq1CWFxN4cDAIpC67zLBKUewbs4iwvOfuz07k6yk+lGNYCnqz1L/96/misVouaYDAqVSoVerze8zsnJKfdaCFs04/19ZOQW37Lcr0BLsPYwzfKT0dp7sL5REH+6NDWrUS2Xu4q6ymRQDB06lJkzZ5Kdnc3atWtZt24dI0aMsEZtQlS7sjuob+ZenMvAtGN0zD5HntqR7316EufRFr2ZU3/LMJOoy0wGxTPPPENMTAx6vZ4DBw7wyCOP8NBDD1mjNiGqxdS3d1Ksq/g9B30RD6Qn0CPjJCoUYj078Ev9+ynUmG5USziIu4XJoJg9ezaLFi2q9G5qIWqjyoaWyqgUPQFZf9A/LQ5XXQHxbi3Y692FLHvTE0rKEJO425gMilOnTlU4WZ8QtZGxswcAFIVWeVcISj1Cg+JMLjn5sq5RMNecGhjdr5w9iLuZyaDw9fUlJCSEgICAck+ai4qKsmhhQlTF80t3k19k/CIL38I0glMP0zz/Gmn27mxoGMgfrvdU2qiWMwchSpkMii5dutClSxdr1CLEbanwEtcbuJXkMUB7jPuzz5KvduTHBj04Vs+/wka1hIMQtzIZFC+88AIFBQVcuHCBNm3aUFhYiLOzszVqE6JSD87eTJHO+HxeDvpieqUn0DMjAZWicNCzA7GVNKrl3gchKmcyKOLi4nj++eexs7Nj7dq1jB49mhUrVpSbelwIazFniEml6OmU9Sf9037DTVfASbfm7PHuSmYFjWpnBzXLZwRaqFoh6gaTQbFw4UI+++wzZs6cScOGDVm0aBELFixgw4YN1qhPCKD87K2VUhRa5iURpD2CT1EGl5x82NAoiKtOPuVWk7mXhKgak0FRUFBA69atDa8HDhzIO++8Y9GihChjVkBQ2qgOSj1Ci/yrpNu7s6nhQM643mtoVMvQkhC3z2RQ2NnZkZmZabg89ty5cxYvSohV359m17Ekk+u5leTRX/sbnbL/pEDtwE8NunO0nj96lQaAoC6NmTCsnaXLFaJOMxkUzz77LI899hipqanMmDGD/fv3M3/+fGvUJu5S5oSEvaFRfRKNoueQ533sr38/hRpHABp7O/P6lN7WKFeIOs9kUAQFBdGyZUv279+PXq/n+eefp1WrVtaoTdxFTN4o9xeVouf+7LP01/6Guy6fU27N2O3dlUx7d8M6chYhRPWqNCiSkv73F529vT2BgYHl3mvcuLFFCxN139trjnLqQobZ6zfPSyI49TC+RRlcdvJhU8NAkpxLG9Vy/4MQllNpUISEhKBSqVAUhYKCAlxdXdFoNGRlZeHt7c3PP/9szTpFHTN54U7Mfax5g8J0grRHaJWXRIadG5saDuCMazNQqSQghLCCSoPi2LFjAPzf//0fvXr1IiQkBIAdO3bw008/Wac6UedU5SzCtSSf/mm/0SnrT4rU9uzw7s5RT390Kg2ujhrenz7QwtUKIcCMHkV8fHy55vWgQYNYtmyZRYsSdZO5fQh7fTE9Mk7xQHo8GkXPkXrt2O/ViQKNo+EGOR8fd1JSsi1ftBDCdFDo9XoOHjxIr169ANi7d6/MJCuqbMb7+0yGhErR0zH7HAO0x3DX5XPa9V52e3clw8EDkBlchagpJoMiKiqKF198EXt7exRFQVEUli9fbvYBcnJyiIiI4MMPP6Rp06YAFBcXM3nyZJ577jlDAN1o06ZNLFmyBG/v0mcUBwYGMn36dLOPKWoPc4eamuUlEZx6BL+idJIcG/BNwwFcdvYDwF4DH82SkBCippgMioyMDHbt2sXvv/8OgL+/P3Z2JjcDSueJioqKIjEx0bDs3LlzvPLKK5w8WfndtvHx8URGRhIaGmrWcUTtZM5QU4PCDAK1R2idd4VMO1e+8etPoldLlv8zyDpFCiFMMvkb/5133mHw4MF06NChyjuPjo5m7ty5zJ4927Bs/fr1TJ48mc8//7zS7U6cOEFiYiIfffQR/v7+vPrqq9SrV6/Kxxc1x9TU3y4l+fRPiyMg6w+K1Hbs9O5K7v0PMOuxnlaqUAhhLpNB0bZtW1asWEH37t1xcXExLDcnOBYsWHDLsrLQMBYUPj4+TJo0ia5du7J06VLmz5/PkiVLTB5P1A7GQsJOX0KPjJM8kB6PnaLjaD1/Yr078f4rI61YoRCiKsyaZjwuLo5169YZlqlUKnbs2GGxom7sgUyePJkhQ4ZUaXtvb9PPPa5uPj7upleqhaqz7qgVPxP3p7biNxWltFGddgyPkjzO/NWovve+Fqx9tt9tHU++c+uSuq2rNtVtMih27jQ+hFDdsrOz2bBhAxMnTgRAURQ0Gk2V9qHV5qA3926uamCrl2pWZ90z3t9HRm5xhe/dm3eNYO1hGhamcdXRmy1+/bnk7Ienqz3TxgbcVg3ynVuX1G1d1q5brVYZ/QPbaFAkJyfz8ccfc+TIEVQqFV27dmXKlCk0bGi5O2FdXFxYuXIlXbp0ISAggNWrV1f5jEJYj7GrmryKMglKPUKbvMtk2rmy2a8fJ91agEolk/YJYUMqDYqrV6/yyCOPMGzYMKZNm0ZRUREHDx5k7NixfP311zRp0qRaC5kzZw7BwcEMGjSId999l9dee42CggKaN2/OokWLqvVYonpU9rQ5l5J8+qYfp0vm7xSp7djl3ZXD9dqjU2tkwj4hbJBKUZQKx2heeuklevfuzZgxY8ot37BhA7/88gtvv/22VQq8HTL0ZJ7brbuyacDt9CV0zzxF77R47JUSjtVry89eAeRrnIDqvWHubvvOa5rUbV02M/R08uRJFi5ceMvyBx98kI8//rh6qhM2pdLnRCgK9+WcZ6D2GPVKcvnDtSm7vLuR5lB6SbNaBStfkhvmhLBVlQZFJScaADg4OFikGFH7xCZc479bT6Kr5J/DPfnXCE49QqNCLdccvfjWty8XXf7Xw5JHkAph+yoNCo1GQ3JyMn5+fuWWJycnS1DcBUwFRP2iLIK0R2ibe4ksOxe2+PYlwb2l4RnVAO2beTLr0a5WqlgIYSmVBkVERASvvPIK7733Hm5upWNXWq2W2bNnM27cOKsVKKzHnEeQOusK6JcWR+fM3ylRadjj1YVDnu0pUZf/pyRNayHqjkqD4tFHH+XixYv079+f1q1bU1JSQmJiIo8//jgPPvigNWsUVmDsPggAjV5X2qhOP4GDvoTfPNrws1cAeXbOhnVUwGR5kJAQdY7R+yheeuklJk6cSFxcHAABAQG3DEUJ2xObcI3Pt52iqMSMK8MUhfY5iQRqj1KvJJc/XZqyq0FXtA6e5VaTXoQQdZfJO7P9/PwYOnSoNWoRFlalgACa5icTnHqExoWpJDvU57vGfbjg0uiW9WSYSYi6zbz5woXNi024xsqtJzFyMZtB/aIsArVH8c+9SJbGha2+fYm/qVHtaK/h8eH+MswkxF1AguIuEJtwjf9sqfz5H2WcdAX0TTtB18zT6FQa9np15lfP+8o1quXsQYi7jwRFHWfOlUwaRUe3jNP0ST+Bg76YOI/W/OzVmdwbGtUSEELcvSQo6rDYhGvGQ0JRaJdzgUDtUTxLcjjr0oRd3l1JdayPp6s9/5XmtBACCYo6KzbhGiuNDDc1yb9OcOphmhSmct2hPmsbDybRpTEqFQR1lrMHIcT/SFDUQWV3VVfUt/Yszmag9ijtcy6QrXHmh0Z96fZwCP93f2Or1ymEsA0SFHXQxj1nb5l6w0lXSJ+043TLPINOpWafVwCeQ4fzwuD2NVOkEMJmSFDUQdqsQsPPakVHt8wz9Ek7jpO+iOMerdnr1ZmePVrzzKM9bHIKZiGEdUlQ1EFuznbk5BXjn3uRQO1R6hdnc865EbsadCfVsb5MsyGEqBIJijqk7M7rBjnXGZN6mKYFKVx38OTrRoM479oEtUrF5ND2EhJCiCqRoKgjVn1/mqO/nmG49hj35SSSo3HmO5/enPBohaJSA+DsqJaQEEJUmQRFHfDLkXPw42amZJxGUan4uX4nDtbvQLHavtx6uQW6GqpQCGHLJChsmFJSQsbuXbisW09PXSEn3Fux17sLOXYuFa7v7eFo5QqFEHWBBIUNUhSFnGNHSV0fTfH1ZK45N2Rng+5cd/SqdBs7jYrwga2sWKUQoq6QoLAxBefPkRK9lvw/fsehcWO2NBtCgl3DcjO73kxmehVC3AkJChtRrE0ldeN6sg/+gsbdA98JT7Alz4+EuGuVbiMBIYSoDmpL7jwnJ4fQ0FAuX75sWFZcXMwTTzzBwYMHK9wmKSmJ8ePHM3z4cJ599llyc3MtWWKtp8vLI2V9NIlzIsk5egSvkDBavLmQUw3as8tISLg6aVjxz4ESEkKIO2axoIiLi+PRRx8lMTHRsOzcuXNMmDCBY8eOVbrdvHnzGDduHNu3b6djx4588MEHliqxVlNKSkjf+ROJr7xE+vfbcO/Ri7QnZjLvQgMmvxtr8vkS44b4W6lSIURdZ7GgiI6OZu7cufj6+hqWrV+/nsmTJxMQEFDhNsXFxRw6dIhhw4YBEB4ezvbt2y1VYq1U1qhOnBtFylercWjalIxHX2BBdls+2n3FrEtcXZ00ciYhhKg2FutRLFiw4JZls2fPBuDzzz+vcJv09HTc3Nywsysty8fHh+TkZEuVWOsUJJ4vbVT/fgb7hg1p/MI0Ttg15PPtZygq0Zu9HzmbEEJUp1rVzFYUBdVNV+/c/Noc3t5u1VWS2Xx83G9728KUFC6s/oqU3Xuxr+dBy2em4DdkMGo7O/71+g9VComRvZsxKrCN2evfSd01zVZrl7qtS+q+c7UqKLy8vMjOzkan06HRaEhJSSk3dGUurTYHvb6ipzFYho+P+23NwqrLzyd927ek//g9KApeI0OpP3wkGhcXtOn5AKT89d+mqFXwVGjpZH/m1nK7ddcGtlq71G1dUrd51GqV0T+wa1VQ2Nvb0717d7777jvCwsKIiYlhwIABNV1WtVN0OjL37kG7eRO67GzcH+hNg7+Nxd7bm9iEa2zcc6zcVOGm2GlUPDlSJvsTQlhGrQiKOXPmEBwczKBBg5g7dy6RkZGsWLGCRo0asXTp0pour9ooikLu8ThS131N0bWrOLf1x2daBE7NWwBls7+ertJQk5uzHY8ObishIYSwGJWiKNYbo7GS2jj0VHDxQmmj+vQp7P0a4jP2YVw7dynXg5n1wX6zzyT+Gxl8RzWD7Z6Wg+3WLnVbl9RtHpsaeqqLitPS0MZsICv2AGpXV3zGPYbngEBUduW/+tiEa2aHhEzuJ4SwJgkKC9EX5JO27bvSRrVeT/1hI/AaGYrG5X8zu5b2I85WqR/hYKeWyf2EEFYlQVHNFJ2OzJ/3oo3ZhC47C/eeD9Ag/EHsG/iUW0/6EUIIWyFBUU0URSH3xHFS139NUVISzm3a0uDv03BuWfFf/xv3nDU7JLw9HAkf2EoCQghRIyQoqkHu+USufPRf8k4lYO/rR6NnX8CtazejNwuaM9zk7eHI28/1rc5ShRCiyiQo7kBxejramI1kHfgZtYsLPhHj8QwMuqVRXRFvD0ejYSG9CCFEbSFBcRv0BQWkfb+N9O+3gV5P49FhOAcNQ+PqavY+wge2qrRHIUNNQojaRIKiChS9nqyf95H6zUZ0mZm49+iJd/hYmtzXqsrXPJeFQNlVTxIOQojaSoLCTLnxJ0hZ9zVFVy7j1Ko1jZ/7O86tWt/RPnt3aCjBIISo9SQoTCi8fImUdV+TlxCPvY8PjZ55Hrdu3W9rVlshhLBFEhSVKMnIIPWbjWT9vA+1sws+Dz9KvaBg1Pb2NV2aEEJYlQTFTfSFhaR/v42077ehlJTgOXgo3iFhaNys/4wLIYSoDSQo/qIoCln7fyY1ZgO6jAzcunWnQfhDOPj51XRpQghRoyQo/lJ46SLJn32CU8uWNJ76PM5tzH9KnBBC1GUSFH9xvOdems1bgEPjxtKoFkKIG0hQ/EWlUuHYpElNlyGEELWOuqYLEEIIUbtJUAghhDBKhp6s7MaHFcm0HUIIWyBBYWE3BoOrk4bCYj0lutLneWuzCvl822kACQshRK0lQ08WVPYUu7LpxHMLdIaQKFNUomfjnrM1UZ4QQphFziiq2Y1nEGoV6BXT21TlmdlCCGFtEhTV6ObnYJsTElD6/AkhhKitLD70lJOTQ2hoKJcvXwbgwIEDhIWFMXToUN55550Kt9m0aRP9+vVj9OjRjB49utL1apuqPAe7jDzJTghR21n0jCIuLo6oqCgSExMBKCgo4JVXXmHVqlU0atSIqVOnsmfPHgYOHFhuu/j4eCIjIwkNDbVkedXOnCEkjQqcnezIyS+Rq56EEDbBokERHR3N3LlzmT17NgDHjx+nWbNm3HPPPQCEhYWxffv2W4LixIkTJCYm8tFHH+Hv78+rr75KvXr1LFlqtajsOdhlvQoJBiGELbJoUCxYsKDc6+vXr+Pj42N47evrS3Jy8i3b+fj4MGnSJLp27crSpUuZP38+S5YssVidVb234eb1J4Z2oMO9nhU+B9vBTs0TI9pJOAghbJZVm9l6vb7chHuKolQ4Ad/y5csNP0+ePJkhQ4ZU6Tje3uY/O2L3kUt8sf0MhcU6oHT46IvtZ/BwdyKw2z1mrb9sXRwvPBTAqMA2eLg78cW2U6Sm59OgvjOPj2hf4X5qCx8f95ou4bbZau1St3VJ3XfOqkHRsGFDUlJSDK9TUlLw9fUtt052djYbNmxg4sSJQGmYaDSaKh1Hq81Bb+YlR59tTTD80i9TWKzjs60JdLjXs8rrd7jXk4VTe5d7PyUlu0r1W4uPj3utrc0UW61d6rYuqds8arXK6B/YVr3hLiAggPPnz3PhwgV0Oh1bt25lwIAB5dZxcXFh5cqVxMXFAbB69eoqn1FURWUN6OpaLoQQts6qZxSOjo689dZb/P3vf6ewsJCBAwcyfPhwAObMmUNwcDCDBg3i3Xff5bXXXqOgoIDmzZuzaNEii9VUWQO6snsbqrq+EELYOpWiKGbeFmY7qjL0dPNNcmC8AV3R+o72Gh4f7m9zDWtbPS0H261d6rYuqds8poae7vo7s8t+uZt71VNF65dd9SSEEHXRXR8UUPrLvypnAzevb6t/tQghhDlk9lghhBBGSVAIIYQwSoJCCCGEURIUQgghjKqTzWy1+tZpQeriMauDrdYNtlu71G1dUvedH6tO3kchhBCi+sjQkxBCCKMkKIQQQhglQSGEEMIoCQohhBBGSVAIIYQwSoJCCCGEURIUQgghjJKgEEIIYZQEhRBCCKMkKKrJ4cOHCQ8PJywsjGeeeYbMzMyaLsksR44cYezYsYwePZonnniCK1eu1HRJVfLuu+/y/vvv13QZJm3ZsoWRI0cydOhQvvzyy5oup0pycnIIDQ3l8uXLNV2K2ZYtW0ZISAghISEWfZRydXvvvfcYOXIkISEhfPrppzVdzv8ooloMHjxY+eOPPxRFUZS3335bWbJkSQ1XZJ6goCDl1KlTiqIoyrp165RnnnmmhisyT1ZWlvLyyy8rnTp1Uv7973/XdDlGXbt2TQkKClLS09OV3NxcJSwszPBvpbb77bfflNDQUKVDhw7KpUuXarocs+zfv1955JFHlMLCQqWoqEh5/PHHlR9++KGmyzLp4MGDSkREhFJcXKzk5+crQUFBytmzZ2u6LEVRFEXOKKrJd999R+vWrSkuLiY5ORkPD4+aLsmkoqIipk2bRrt27QDw9/fn6tWrNVyVeXbs2EHz5s158skna7oUkw4cOMADDzyAp6cnLi4uDBs2jO3bt9d0WWaJjo5m7ty5+Pr61nQpZvPx8SEyMhIHBwfs7e1p1aoVSUlJNV2WST179uSLL77Azs4OrVaLTqfDxcWlpssCZOip2tjb23PmzBkGDhzIwYMHCQkJqemSTHJwcGD06NEA6PV6li1bxuDBg2u4KvOMGTOGp59+Go1GU9OlmHT9+nV8fHwMr319fUlOTq7Bisy3YMECunfvXtNlVEmbNm3o3LkzAImJiWzbto2BAwfWcFXmsbe359///jchISH07t0bPz+/mi4JkKCosm3btjFgwIBy/5k4cSJQ+hf5gQMHeO6555g+fXrNFnoTY3UXFRUxc+ZMSkpKmDp1as0WehNjddsKvV6PSvW/aZwVRSn3WljGH3/8waRJk5g9ezbNmzev6XLM9o9//IPY2FiuXr1KdHR0TZcD1NHnUVjSiBEjGDFiRLllhYWF/PTTT4a/xkeNGsXChQtrorxKVVQ3QG5uLs8++yyenp6sWLECe3v7GqiucpXVbUsaNmzI4cOHDa9TUlJsaijHFh05coR//OMfvPLKKzZxdg9w9uxZioqKaN++Pc7OzgwdOpQzZ87UdFmAnFFUCzs7O+bNm0d8fDxQ+ldw165da7gq88yaNYtmzZrx7rvv4uDgUNPl1El9+vQhNjaWtLQ08vPz+eGHHxgwYEBNl1VnXb16leeff57FixfbTEgAXL58maioKIqKiigqKmLHjh1069atpssC5IyiWmg0Gt555x3+7//+D51Oh5+fHwsWLKjpskw6efIkO3bsoHXr1vztb38DSsfP//Of/9RwZXWLn58f06dP5/HHH6e4uJixY8fSqVOnmi6rzvrkk08oLCzkrbfeMiyLiIjg0UcfrcGqTBs4cCDHjx9nzJgxaDQahg4dWmuCTp5wJ4QQwigZehJCCGGUBIUQQgijJCiEEEIYJUEhhBDCKAkKIYQQRklQiFrl9ddfZ/To0YwePZqOHTsybNgww+uCggL8/f1JS0urkdomTZpkOPaUKVP4888/b2s/kZGRfPLJJ9VZWpUtW7aMn376CSidsTQmJgagRr9fUXvJfRSiVomKijL8HBwczOLFi7n//vtrsKL/2b9/v+FnW7/X5ODBg7Ru3RqAadOm1XA1oraToBA25/333ycuLo6MjAyeeuopxo8fD8C6detYs2YNer0eT09PXn31VVq1akV2djbz5s3j9OnTqFQq+vfvz4wZM7Czs6Njx44MGjSI06dPs3jxYlxcXFiwYAEZGRnodDomTJjA2LFjefnllwF44okn+Pjjjxk/fjzvvfce999/P+vXr+fTTz9FrVZTv359Fi5ciJ+fH2+88QZxcXHk5uaiKAqvv/660Tttk5OTiYyM5Pr16zRu3Nhw01V4eDj+/v7Exsbi5eUFYHjt6elZ6XEiIyNxc3PjzJkzXLt2DX9/fxYuXEhMTAzx8fEsWrQIjUbDjh07aNOmDU899VS5eir7Pg8fPsxbb72FXq8HYOrUqQwbNswS/1OL2qJGJzkXwoigoCDl+PHj5Za1bdtW+eSTTxRFUZSEhASlY8eOSlFRkXLw4EFl3LhxSl5enqIoirJv3z5l+PDhiqIoyuzZs5V//etfil6vVwoLC5VJkyYpH330kWF/mzZtUhRFUYqLi5WRI0cq8fHxiqKUPvNixIgRyrFjxwzrarXacrWdOnVK6dWrl5KUlKQoiqJ8+umnyquvvqocPXpU+fvf/67odDpFURTlo48+UqZOnaooiqK89NJLysqVK2/5vFOnTlXeeecdRVEU5dy5c0pAQICyYcOGW45942tTx7nxuQxjxoxR1q9fryiKojz22GPKtm3bbqmnbL/Gvs/HH39c2bp1q6IoinLq1CnltddeM/0/prBpckYhbE5oaCgA7du3p6ioiJycHHbv3s2FCxeIiIgwrJeVlUVGRgZ79+5lzZo1qFQqHBwciIiI4PPPP+fpp58GMEyjnZiYyMWLF3nllVcM+ygoKODkyZOGaatvFhsbS79+/WjUqBFAuZlt69Wrx9q1a7l06RIHDx7E1dXV6Oc6ePCg4dgtWrSgT58+Jr+LLl26GD1O//79DXN4tW3b1uwnLxr7PkeMGMH8+fPZuXMnffr0YcaMGWbtU9guCQphc+zsSv/Zlk3VrSgKer2e0aNHM2vWLKB0au/r169Tr169W6b51uv1lJSUGF6XPRxGp9Ph7u7ON998Y3gvNTUVd3f3SmvRaDTl9l1QUMCVK1e4dOkSCxYs4Mknn2TQoEG0bNmSzZs3G/1cjo6OKDfMqFPZTL5FRUWGn3fv3m30OE5OToafVSpVuf0bY+z7jIiIICgoiP3797Nv3z6WLVvG9u3bcXR0NGvfwvbIVU+iTujXrx/ffvst169fB2DNmjU88cQThvdWr16NoigUFRURHR1d4V/rLVq0wMnJyRAUV69eJTQ01DArsEajKRcwAL169SI2NtZw3LVr1/L222+zf/9+goKCGDduHB07duSnn35Cp9MZ/QyBgYGsXbsWgGvXrhEbG2t4z8vLixMnTgCwdetWw/LbOU5ln+VGxr7PiIgITp06RXh4OP/617/IysoiJSXF5DGF7ZIzClEn9OvXjylTpjBp0iRUKhVubm4sW7YMlUpFVFQUr7/+OmFhYRQXF9O/f3+eeeaZW/bh4ODABx98wIIFC1i5ciUlJSVMmzbN0IAePnw4EyZM4P333zds4+/vz6xZs5g8eTJQ+hjON954g5ycHP75z38SFhZGSUkJffv25YcffjA0gCvy8ssvM3fuXMLCwvD29jYMZ0Hp1WDz58/Hw8ODPn36GJ6YFxERUeXjQOkVZUuXLqW4uLjK3+fMmTN54403ePfdd1GpVLzwwgs0bdrU6PGEbZPZY4WopcquJgoPD6/pUsRdKBtCWAAAADtJREFUToaehBBCGCVnFEIIIYySMwohhBBGSVAIIYQwSoJCCCGEURIUQgghjJKgEEIIYZQEhRBCCKP+H1F/leGkJ5mTAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 非正态数据,对数化处理\n", "df['SalePrice'] = np.log(df['SalePrice'])\n", "# 直方图和正态分布检查\n", "sns.distplot(df['SalePrice'], fit=norm)\n", "fig = plt.figure()\n", "res = stats.probplot(df['SalePrice'], plot=plt)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 4 }