{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Deep Sea Coral Data Analaysis\n", "\n", "This notebook contains an analysis on the [NOAA Deep Sea Coral Dataset](https://deepseacoraldata.noaa.gov/). I found this dataset and wanted to learn what I could from it." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import cartopy.crs as ccrs\n", "import cartopy.feature as cfeature" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Data Preprocessing" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/kyle/projects/earthscience/notebooks/env/lib/python3.9/site-packages/IPython/core/interactiveshell.py:3146: DtypeWarning: Columns (3,7,11,15,16,17,19,20,21,22,23,25,26,27,28,29,30,31,32,33,35,36,37) have mixed types.Specify dtype option on import or set low_memory=False.\n", " has_raised = await self.run_ast_nodes(code_ast.body, cell_name,\n" ] } ], "source": [ "coral_data = pd.read_csv('deep_sea_corals_data.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Getting rid of the 0th row in the table as it only has additional metadata on the columns" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "coral_data = coral_data.drop(axis=0, index=0)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "#### Overview of coral data\n", "There are 40 different columns in this dataset. What kind of information can we learn about it?" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 762132 entries, 1 to 762132\n", "Data columns (total 40 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 ShallowFlag 762132 non-null float64\n", " 1 DatasetID 762132 non-null object \n", " 2 CatalogNumber 762132 non-null float64\n", " 3 SampleID 618498 non-null object \n", " 4 Repository 755149 non-null object \n", " 5 ScientificName 762132 non-null object \n", " 6 VernacularNameCategory 762132 non-null object \n", " 7 VernacularName 272594 non-null object \n", " 8 TaxonRank 762132 non-null object \n", " 9 Family 537880 non-null object \n", " 10 Genus 473151 non-null object \n", " 11 Species 217021 non-null object \n", " 12 Ocean 762132 non-null object \n", " 13 Country 739684 non-null object \n", " 14 Locality 640014 non-null object \n", " 15 latitude 762132 non-null object \n", " 16 longitude 762132 non-null object \n", " 17 DepthInMeters 762132 non-null object \n", " 18 ObservationDate 762100 non-null object \n", " 19 SurveyID 514760 non-null object \n", " 20 Purpose 444925 non-null object \n", " 21 SurveyComments 145271 non-null object \n", " 22 Station 452352 non-null object \n", " 23 EventID 724008 non-null object \n", " 24 SamplingEquipment 743855 non-null object \n", " 25 Cover 12862 non-null object \n", " 26 VerbatimSize 165324 non-null object \n", " 27 MinimumSize 762132 non-null object \n", " 28 MaximumSize 762132 non-null object \n", " 29 Condition 465113 non-null object \n", " 30 Habitat 330366 non-null object \n", " 31 Temperature 762132 non-null object \n", " 32 Salinity 762132 non-null object \n", " 33 Oxygen 762132 non-null object \n", " 34 pH 762132 non-null float64\n", " 35 pCO2 762132 non-null object \n", " 36 TA 762132 non-null object \n", " 37 DIC 762132 non-null object \n", " 38 RecordType 762132 non-null object \n", " 39 DataProvider 762132 non-null object \n", "dtypes: float64(3), object(37)\n", "memory usage: 238.4+ MB\n" ] } ], "source": [ "coral_data.info()" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "The `ObservationDate` column of the dataset contains strings, in the format `'YYYY', 'YYYY-MM',` or `'YYYY-MM-DD'`.\n", "This function normalizes this data." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "from datetime import datetime\n", "import math\n", "def clean_date(date):\n", " \"\"\" Used to clean the observation date of the coral \"\"\"\n", " if isinstance(date, float) and math.isnan(date): return date # skip nan values\n", " if date == '-999': return float('nan')\n", "\n", " split_date = date.split('-')\n", " if len(split_date) == 1:\n", " year = int(split_date[0])\n", " month = 1\n", " day = 1\n", " elif len(split_date) == 2:\n", " year = int(split_date[0])\n", " month = int(split_date[1])\n", " day = 1\n", " else:\n", " year = int(split_date[0])\n", " month = int(split_date[1])\n", " day = int(split_date[2])\n", "\n", " return datetime(year=year, month=month, day=day)\n", "\n", "coral_data['ObservationDate'] = coral_data['ObservationDate'].map(lambda x: clean_date((x)))" ] }, { "cell_type": "markdown", "metadata": { "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%% md\n" } }, "source": [ "### Observations over the years" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12,10))\n", "ax = fig.add_subplot(1,1,1)\n", "ax.set_title('Number Of Observations Over Time')\n", "ax.set_ylabel('Observations')\n", "ax.set_xlabel('Year')\n", "n_years = coral_data['ObservationDate'].max().year - coral_data['ObservationDate'].min().year\n", "_ = ax.hist(\n", " coral_data['ObservationDate'],\n", " bins=n_years\n", ")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "def clean_geopoints(point):\n", " \"\"\" Clean lat/lon points \"\"\"\n", " try:\n", " return float(point)\n", " except Exception:\n", " return float('nan')\n", "coral_data['longitude'] = coral_data['longitude'].map(lambda x: clean_geopoints(x))\n", "coral_data['latitude'] = coral_data['latitude'].map(lambda x: clean_geopoints(x))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "def to_float(val):\n", " \"\"\" Convert values to float if possible \"\"\"\n", " val = float(val)\n", " if val == -999.0:\n", " return float('nan')\n", " return val\n", "coral_data['Temperature'] = coral_data['Temperature'].map(lambda x: to_float(x))\n", "coral_data['Oxygen'] = coral_data['Oxygen'].map(lambda x: to_float(x))\n", "coral_data['DepthInMeters'] = coral_data['DepthInMeters'].map(lambda x: to_float(x))" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Where are the datapoints?\n", "We have data from all over the world. Lets see exactly where they are..." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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P6o7MMTQ0xtf3NBcvXiAg4AGBgSEYGOhjYKDP5ctX2bFjN2ZmpqSlpVf10DVoeGE0KS4aXpnAwPv8/PNP7N17ABsba2bMmImjozFWVpbFzWoyM7OYOXMhI0YMY+rU0u4XUmk+N29eRyKR4O7uiZ6eGF/fUxw6dBBzc3O8vZvTpUtpN43noVKpCA0NIjg4CLFYTEpKCvb2DrRr15GJE8fx++9bHt0YFEX/EhOT8fCoTfPm3iWER7NmzRg06F3EYgnt27fiypVrmJmZUqOGPXPmfE7bti2Kl338mXqefeHGjduZPn1e8f+Ojg5ERcVU6LiUSiX29rYkJaUgFuvRqVNbzM1NEYv1KCgoLG4I9O23X7ywa4wmxaVskpJSOHHiLHfvPng005FU7N5z+vQJOnbsWsUjfDPT7EFBAaxfv5aTJ0+RmJhMu3YtsbW1IjMzm0uXrhIYGFRuoV5BQQGRkeGo1WpcXStWOP1f4nnnr6CggBs3ruLnd4W7d++QlpZGZmYWGRmZ1K1bhyVLluLs/N/47F66dJ5hw4bh6OhAv3498PJyx9OzNmZmphw7dpoRIyYWL6unp0uPHl2YNu1Lrl71Q6FQPmpcJij+7eJSixYtWpdIm3wRNCkubzfVMcVFI9A1vDQXL55l8OB3ycnJZdKksQwc2BuxWJfIyAyuXPHF3/8mN27cQaFQYGVlibd3M3Jysrl0yR8jIwNq1HCgRg0HnJwccXR0ol27DtSv3wiAceNGs2XLTqZOHU9BQSF///0/tm/fSvv2nUlIiENXVw8TE9NSkWaVSsWQIf3Jz5eiVCq5desOOjraeHjUpqCgkNTUNFJT0+nbtxeNGzdmx46d3L0bgKmpCUZGhujp6RIYGIKrqwv9+vVAR0cbpVLJ0aOnCAoKIz09g759e3Ly5BkMDPTR1dVBLBYXN6rR0dEmNzeP3Ny8RwVNueTnyzA3N8XW1rr4R19fzO3bAZw+fR59fX3atGnBwIGDGDNmXIVf//j4WLZt28yOHX+RnJxC167t6dChFVZWlsXdOwsLCykoKESpVD7R6VKJSqVCT0/3UVdRPczMTKhf3wtDQwONQC+HffuO8PXX35Oamk6jRvWYPn06rVu3RVdXDwsLy2qRYvSmRUJ0dCTHjh0hMzMDsVhMhw6dqVev/BQFDeWTkBDH1avXuH37OlFRUeTk5JCVVeRUkp1d9JOWlk7Nms40bdqAWrWcycnJJSMji7S0DA4fPsngwf3YsWN3VR/KCxEV9ZDo6Gik0nyk0iJHH5VKScuWrTE0NObCBV/Onz/HpUuXCQ19WCyo8/OlrFy5gCFD+j5z+2q1mtzcPHr0GA6At3djdHV1UKvVqFQq1OqigEd4eCQ3b97FwsKcZs0a06tXb4YPH1Vhp56qFugqlYrU1BSCgwNJSIgr7mAtEmkjEomQSCS4utamRg3natFnoLqhEegVRCPQ3w62b/+dkSM/BEBfX1IsxGfPnkNYWBCtW7ehZcs26OrqMmnSR/j7X+PLLz+hQ4dWyGQFxMTEERMTT2xsPNHRsZw+fQFDQwMGDuyPq6src+d+j7m5KWvWLCUlJZX+/ccgkYgxNDSgoKAQBwfbRw14/hFGKpUKiURMr15dKCgopE4dN7766tMSkbrMzCxq1mxW3JI9JSWJ8+fPcuvWLaytbTA0NOTPP/8kNjYOf//jiEQiLlzwo2/fURgY6NO0aSN69OiBkZHho7bxIpRKJVJpHomJyWRlZZKRkYFCUdSwqLCwkLy8XFSqImtIgUCAk5Mj3bv3oE2btjg51XzlcxEQcJejRw9z6tRpsrOz0dPTRVdXrziFQCTSRltbC6FQC5FIhEAgoKCgqOBVKpWSnJxCQEAQTk41mD79K3JykmjXrqXGO/0pVCoVt2/fx8fnHGvXbiIlJbXEF/iBW3EsOxFMfKYUOxMx07u507/Rm3sNq1okaKgYaWmpXLx4jqtX/bl16xZ37twnLy+fH374gfv3r+Pi4oiRkSFisR5paRkkJiaRmJhCZmYWCQnJREREkZ2dg7OzIzVrulCrVk3atm1L//5DqqX4ys7O4ty5M9y/f4+cnBxycnLIzS266fD1vYiLi+OjgIEeYrEearUaf/8byGQFNG3akObNm9CiRVM8Pd0QCEClUiMSaWFmZlqp41SpVISEhHP9+m22b99HamoawcFhFbr5rsrPnkqlYty40ezbdxBXVxdsbKzQ0dEuDsgoFAry8vKJjIwmMzMLFxcnXF1rUru2K7Vru9OrVx8cHByJi4tBJNLG3NziPze7VR0F+n/rDGioVN57bxzvvTcOhUJBbm42RkYmCIVCfH19mTChaHoxJyebBg3qk5qaypw5X6CtLeLMmYvFkV25XI5AICAnJxe5XI6LiyNZWWn8/vs5LCzMyM+XsnDhT6xevRh//+PFee3Xr99hwYIVyGRSJJJ/8leFQiHvvz+SpKQkTE1NWbPmT+rXr4O3dxPkcjlZWTns3XuIDh3aoFKpmDZtMr/99ge1arng6VmbHTv+wtDQkH379jNgQD/OnLlI167tadOmORkZoWRmZnHmzEXOnLlIfn4+UqmsOFqeny/FxsYKZ+ca1KpV9AWrry9GLBajo6Nd7PkcFRXL/v1HiYyMYtiwkZVyLry86uPlVZ/p02e99DYKCgq4des60dGx7Nx5inXrNvO//21+YavIfzNCoZDMzCwSE1MoKCjg+nV/jiQZs9M/BuVTwY64TCkz990DeKMiXUP15MyZk+zYsZ0rV/yJiYmlceMGNG3agOHD+7NkyWxq1LDn2rVQBII8Tpzw5d69B0RHx2JnZ4u7e23c3d1o1qwF7u7uuLq6YW9fo1qK8YSEOLZu3Ux+fi6ZmVlcvnyFwMCQ4uJiQ0MDrK1NqVXLAQMDfb799nOcnGqU2k5RdFv9Ro9RoVAglcrIzMxGKBTg6lqrWsyMPY+9e3exdetfbNr0C926dXhm1D83N4+IiCjCwiK5fPkaEyd+yqpVhdStW48OHf6pVzI3N8XKyhIbG2vs7W2RSPQxNjZh8eJl1fJ9929EE0HX8MIolUry8/MeNYrIJicnF7FYD2fnmujrG5SIJCgUCrZv30RwcDCRkZHIZDJ0dXXR1dVFJBLx++9bSmy7adMGdOzYhsDAUAIDQ4iKikWlUj0q/JEgkUjQ19fH0tKCFSt+embFP8AXX0zB1/c8kZHR6OrqYGRkiIWFOb///gdSqZSWLVs/Sr9pjKmpMfr6+qxYsZaDB3ejVgsZOXI0Li5O1KhhT40adtSoYY+9vQ3m5maYmZliYFB0c6BWq1CpVBQUFJKTk1vs15uTk4tMVoC5uRmWluZkZWUTHh7J/ftB/O9/x7hz5xbu7nVey3l6WXx9ffH09GDChHGcOXOeunU9Wb78Ozw9a1f10KoFPj7nGD9+GjVrOtHxi3XsuZfxzOXtTcRcmtHxjYxNE0GvnhQUFNCjRxfy8/NZvHg2det6FIuoqKgYjh49xbFjZxgwYCg+Pkfp06cvLVu2ws3No8oa77wocrmcH35YwE8/raJHj46P/MslNG3agGbNGiEW61X1EEuRmprGmTMXuXnzLjdu3OHBgxCcnR1p0cKbrl270qNHnxKuY8+iKj97qakp/PbbGvbt209ERDRdu7ZHpVIRERHFw4dRyGQFj/LthQiFj38ESKUypk//nLlzFxAaGsyPP/7AvXv3uXXrLjo6OqhUKnJz84r3o68vIS0tvbj4+99EdYygawS6hgqzZs0vfPXVzGK7QX19yaMffaRSKfHxiZibmzJr1hw2bvwNbW0ROjo66Onp0apVS/r3H1ii0YdKpaJNmxbcuxeAhYUFuro6uLrWxMurLvXq1aVevQa4urqhpyd+pShGbm4OEol+mdsoLCzk9u0bnDt3Bn//q0RFRSORiKlVqyYiUdEXqEQiQSTSepSuUkBcXDzp6RmkpaWTm5sLCIovetraIoyMDDEyMsTQsOi3jo4uqampJCUlY2xsjKtrLTw8PBgyZBg2NnYvfVyviye/aKTSfP78cyPz5n3PH3/8TOvW3lU7uCrkypXr9OxZlMeqp6eLTFaAsfdATNp/8Mz1BEDEkl7PXKay0Aj06oNKpeLKlYts3vwne/f+D0/P2nz22QQ6d24LQExMPNOmfcvt2/fo2bMbffv2xdTUio4d38zN3Msgk8lIS0t5lDJX9CMSicjLy+P27Rt07dqToUP78euvS6p9lHXq1Nls2VLUlM7d3ZXRo0cyZswH5ORkk5SURLt2L3YeqstnLzIynIMHDyAWS6hd2w03N3f09Q3IyckmLy8Xc3NLVCoVKpUSLS1RmY2cCgsLCQ4OJD09jezsLJRKJR07dsHI6Pk9EN5WqqNAf6tSXN7bcIVL4f/YJbWqZcb28S2esYaGymT06LH4+/tx8OBR/P2PY2VlUeJ5pVL5qJtbFj/+OJfCQjkKhYLs7FzOn79Mjx49sbGx5vPPpzJ48DAkEn0uXfJ/oTEolUq++upzwsPDUSqLKvHbtm3LxImfYmBQsjHP8eOHWb16NadP+6Kjo0OdOkWuEenpGSQnp+DuXpvz5y8TGhrCkiXLadeuJf36dcfY2Ki4oDIvL4/o6Dj27DlITk4e58+fpU2b9qSmprB165/cv3+f+PgEEhISSUhIRKVSERAQRGhoELdv3+TBgwcEBgYSFvYQU1MT5s9fwIUL51iyZBmLFv1QfINT1D68FgMGDKRbt57VJmomFkuYNGkKtWrVZOTIMSxePIfBg/tU9bDeGFlZ2chkBajVagwM9KlXz5N79wJ5550m7Ny5ixY/XX/uNuxMxG9gpBqqG0uWfMfs2d8DcOfOWRwdHYAi4b5p018sWrSSTz/9mCNHThYXu/v6+lbVcMvl4MF9fPfd98TGxpGRkYWxsSEqlRq5XF5cfF7UG8IQLy8PEhOTyczMwtzcrKqH/kw+/HAknp61ycnJJTw8ir//3s38+YuxsDBHLpczfPi7xMbGFF/b8/Ly0deXYGBggKGhQfHvXr168/77H5a5D5VKRePGDVCpVFhYmGNpaYGZmdkjhy81EomE7t170r5950rL+XZ2rsWUKV8A8NdfW5k+ffqjiHjRDZWZmSkdO7ZnwoSJvPNO2fpJR0dHU+xdDXhrIuhPi/PH1LbSx2da+zc0sv82ly9fYPDgIYwcOZgZM6aUG9V+7AKiVCq5ceMuBw4c5fjxM8TExKOrq0NhoRyRSAsnpxr8+OMyjIyMCQ8PRV9fn969+yMWSygoKGD//t3Y2trRpk17Zs78kgMHDpKamkZGRhZqtRovL3csLMy5fv0258/70rhxM6AogpCZmUnTpt6YmZng47MbfX0JgYGhADx4EMzs2YtxcqrBgwdBeHl5sHLlghLRYZmsgMDAEIKDw9m8eRcyWQGrV6+mVau2zJ79FatXr6Nr1w54ezfGzs6awkI5Y8dOYdOmjQQFBfLHH5t5553GuLnVwt29Fh4erty9+4D581dgZ2dLVFQ0EyaMoXXrd4iKiiUsLJJ79x5w6tR5AD76aCzr1//xms9o2ZQXCbp9+wZ9+vRl9OghfP75xH99EZFCocDDoyVpaRno60uwtrbEwcEOJycnFi9eir19DWrNPFoq9/xJxNpaLB5Y743loFeXKN5/mfT0NH77bQ0rV64iKyubuXO/ZOLE9wEICAhm2rRvUanU/PHHn6VE0Kuev5SUZPbs2cW9e3extLTEzs4eOzs77O0dqF3bvThdo6CgAH//y3h41HmureCyZYu5cuUiCxfOwsrKotpHxl8FtVqNQCAgKCiUadPmMmxYf1xcHLGxscLAQJ+8vPwSLl2ZmVnMmrWIpk0b8e67I/DxOYZEUlR3pKcnRiQSsXbtBg4f3k5KSpGDWGZmZvF+MjOzOXbsNAkJSbz77mB++ml1pV1Xi4IKBuTn5wNFs34SiYT09KKUPDe3WgQHh1XKvv4NVMcI+lsj0J1nHCl3+VcR6Y9dF+IypSUeL7q/BS2BgOHeNVjQv95Lbf/fws2b1+jevQcrVy6kZ89Oz1z20qUHbN36J8eOnUahUKBUqqhXz5MuXdrRqlUzGjasx759R5gyZRYikYgGDbxwdnYkJSWVe/cC6dKlAxcvXsHFxZHU1DRUKjUtWzbn7t17bN++lvDwSHbu3M///ncMbW1tzp8/V+KLzszMtLi7HEDNmk7cuHGq+P8rV67zyy8buHTpKnXquGNuboabW03mzv0SgMuXr/Hxx19hZGSAh4c7Xbp04YMPJiASiVi5chlr167n8OHtWFr+UzypVCqZP38Fv/++HXd3V3buXF/i+cdkZGTy1VffEx4ehZWVBVeuXCt2pUlLS0dPTxe1Wk2tWi78/fffeHh4vfEipWeJhNjYaPr164tEosehQ9ve6LjeFFKpjIkTvyQrKwc3t1r4+l4iNjae27dvleocOufAPbb5RZe5HXuNi8t/kmHDBpGWlsaMGZNp0qTouqRWq5k7dyk7d+7j229n8/HHU8oUYq9y/mQyGd7eTalRww5v78ZkZGSRmJhMUlIycXEJ6OjocPv2fYRCIQcO7GHo0BHY29ty/vx5atRwQqVSER4eSk5ONgUFBRQUFKCjo0NYWAhr167j0KGt//qb8pchJCScyMgYtLSMSU2NRiaTPbKLLEAmk2FlZcG4ce89cxuRkdFMmjSDXr16Mnv2vFceU2RkON99N5fDh49hYWGOWq0iIyOL9PTM4jRMc3MzLCzMMDU1xczM7FFdlfmjHzMsLS0xMzPHwsISCwurMpvn/ZuojgL9X/FpC03O470NV56b7jLnwL1itwWhALQEIC+nCePj2xalWs02v+jiL+GRzR0rTaxXtSVbRXnw4B5dunTj668nP1OcS6Uy5s5dipdXY9RqASKRFvPmTWf06KGloi4jRgykb9/uGBuXTEuJi0vg6NHTfPLJGOrX90KtVvPzz7+xe/chkpJSuH79Nn36dKN1a29+/nkBXboM4fLlCyUE+rp1q1m3bj3Xrt3E27sxXbt2ICEhCVvbokhRixZNadGiKfn5UmrWbMqdO7do1ao1+/YdftTMKI3169cwePCwEmNTqVR8++13HD36VynxraVVdKy9e3ehTh13JJKy0xpMTU3o2LE1Bw8e58EDAdbWVnh61qZr1/YMGtSH6OgY/PxucvXqLbp06YqBgT5Dhgzio48+xtHR+bnn6nVz585toqNj+P77r6t6KK+N2Nh4Dh48AcC5c5eBovObnp5WatnH14LH1xXNDf1/l/37dzN37txHAYT1xeIcID09g3XrNhMZ+RA7O4dK33dmZjpTpnxCjRp2bN36a6kmaWfPXmT48Ank5eUSExPFyZMnEIm0qFnTka5du1CzpjN+ftfR09PFxMQYXV0ddHR0ih0/8vOlvP/+FH7//ad/ZYHgq+DmVgs3t1rcuBFOp079XmobQqGQqKho8vLySj1X1DvkPK1atS1VsKpSqcoM4CQkJLB9+9/s37+JVq3eKX5crVaTl5dPRkYWGRkZj35nkZ5e9HdcXBT3798t/j8zM5P09EwAVq/+maFDn32joaFyqZYCXS6X4+FRG319ferXr0uTJk1QSm3REhuWu05Z6S9P8nSkS6Uu+nlRHm9jQf96SKX5HD58gKSkJFxda1O7tjsuLhWzZTpwK46Z++4hlSuBkpZsu69HV6tc+9zcXJo2bcjixT+zdu2feHs3oWvX9gwY0BOBQEBeXj6BgSHs338UP7/r9OkzmM8/n0ajRvVISUll9+6DZGRkcv9+EH37di9uD/60OAewt7dl/Ph/rAcFAgFTp35EZGQMsbEJJTp2ikQifvllIQMHjmXkyPfR1zcAYOjQ9xg69D2ysjI5evQQhw4dZMmSXxg6tC/16nmiVqu5du02V65cx9PTneXLlwECGjasS2pq0ev+5ZdfER0dzZQp04qjRkKhEG/vZvj6XqKgoACVSkXTpg1LfBk2bdrwua9nv349aNy4Pk5ONdDTK/llV69eHerVq8P48SOLx7l581906dKZbt26EBUVRWxsPG3btub77xdV2GGgMigsLOS990ZhZWXB2bOX+PPPv6hb14ORIwfTqFG953ZOfRvYt+8IBQUFpKUFo1QquXv3AevXb+HUqfM8eBBA8+atSq2zoH89jSB/DchkMpKS4rG3d3wrIrepqakkJ6cyfvwoEhOTuX8/iLp1i2ZczM3NcHJy4Mcff2DatOk4OLxYd9/ySEtLZcWKpaxbt5EuXdqxatWiUp/Dw4dP8vHHX/H77+vp3LkDUVExDBnSl//9bwv9+o1GKpXRqtU7XLhwEDs7m1L7iI1N4Nix05w6dY6QkIfUq+dZKWPX8A8mJsa8805jdu3aTatWrenevTdaWlpIpfn06dODhIQk4uMTady4Pu7u7oSFhRMSEkpSUipOTg6PbDjdCQ8Px9f3IiYmxohEWqxYsbaEQBcIBI8c0fSpUaPiBgXXrt1iwoQv+fHH5fTo0Z3evfvRpEmzt8KC8lkUFBTg43OMAwf2V/VQyqRaprjUqlVL7erqSFxcIgEBQQC0m7KcSLH7M9eLfIZTgsvMI7zsoarVahRpschiA5CnRKKlo0fPmgKOHDlBgwZeODk5EBERTWjoQ9zda9OrV0/Cw8MRi8Xo6urSvXuPEv6iAK2WnCmVVgOgKxJSoCgd1q9qkQ5FaRwBAXe5ePECq1f/iomJMSkpqcTFJVC7di3q1fNi+PAR6OsbIxIJ2LjxNzZv3lFiGx99NIoffvgWuVxOYaEciUT8ysJu+PAJqNUCRowYTs+efbGwsCy1TGxsNL/++gvR0TEolQq8vb1p06Y9O3du5cGDB6xZ8wOmpibFy1+7dou5c5dhbGzMX3/txti46LlDhw7Qt++A4uXCwvxfezFUYWEhixf/gqmpMTVq2GNtbcmWLX9z6ZI/Awf2x9OzDl5edfHyqoeZ2at7lj9rmj0zM51jx44QHBzI5ct+nDt3kcJCOVA0K/LFF5OoWdPplcdQVYwaNYnDh33w8HDls88mMmhQL0QiEZcvX2PMmE+JjIwqvhGsjrxtKS63b99gzpzZhISEoq2tja6uLkqlkoSERLKysjE1NSE/X0qzZo1p1aolbdq0pUWL1qUKwqsDhYWF7Ny5hcDAIEJDQzh//hKffPIBbm6uSCR6JCamsHnzLvz8ruPp6cbatWtLOYW8yPlLSIjD2dmFoUP78fnnE8v93F2/fpupU+fQsmVzcnNzuXTJjx9/nIe3d2O++WYJAQHBNG3agB9++PZVX4L/NJXRgfnEibPMnfsDqanptG3biszMLIyM9Pn995VIpTIuXvQnIiIKV9eauLnVxNraisjIIu0RHByOpaU5PXp0QiqVkpKShp6eXvFN4qtSUFDA5cvX8PE5x8mTvuTl5dO1aydMTU3Jy8sjLy+P3Nwie+Giv/NQKpWYmZliYWGOhYUF7dq15733xlSbG+6OHdty9uwFLC3NSUlJq3YpLtVSoLu6uqrHjh2FgYEENzcPWrVqi5GRMV1W+BKaXHoK6DHlCfQDt+L4bNftCu9frVKSH3IF6cMbKLOTKUyOQKgjRtehDjpWNVErCpnZ24W+fbthY/OPRZFCoWDDhq3cufOARo3qIpMVcODAMW7fvv+oxbsNcrmclJRU0hRitM3sEZnZo21qh1BihFBbjEBHjJbECC0jS1AqUGSnoFYp0TazJ2rps1savwwqlYq4uBhCQ4Np0KAx5uYWLFkyn8OHj9CiRXO++mpWCRummJgorKxsKCiQcezYYTw86uDp6VUiP+3xl0xQUACennWBoghBZmbWM8eyevVi3ntv8AsfQ2ZmFgcOHOPEibNcuuSPp6c7HTq0p2vXbrRs2RY9vZL+uxERYdjZ1UBXV5f33nuXli0blblfuVzOV199j7//TY4ePYqzc9HFd+XKZXzzzXc0bFiXWrVcsLa2wNbWGmfnGtSs6YS9vW2FC6mUSiVhYRG4udV64RuV69dvc/GiP8HB4QQHhxESEo6NjRWffjqJjz6aVKKB04vwPJGgVCpp0qQh7u61qFHDjtTUDHbv/h/5+UU3nJGRN8ucHanO5OXls2TJL2zevAs7Oxvat29bqki3Zk0nDh8+XPyero5UR4Fe5McczvXrV0lJSUEs1kMsFnPs2DFOnDjFtGkT6dChNYWFcuRyOUKhEFtbaywtzREKhaSlpePvf4vTp8/zxx87EIlEdO3akSNHTlT1oT2TixfPsXLlikcNzaTk5eWTny8lKSmZ1NR0Pv10AqtWrSuxzoucv9TUFNzc3Dh8eDt16rg9c9mkpBS8vbsTGRnB1q2bmD59JuHh19DXrx5uUf8GKkOgPyY2NoGLF/2IiYljypTx1TKtKDw8kjNnLiKVSp9wI5MgkYjR19dHX1/yKDUwndTUdFJS0tm79zD5+VJu3bpbadH3pKRETExMX+o1OnvWh+3bt2FoaMjKlb9qBHpFeJYPenkivawIc3kFoM+iMCWKlH0L0JIYo1+3IyIjK7StnBEZ/mMpKBTAza+fHc1/EoVCQVJSCnFxiejoaGNpac7wtfdIiIlCnh6HIiMelSwXVaEUdaEUZV4mSmk2oH60XwHKvAyaNapDnToeODu7ULNmTVxcalGrlivW1rbPfLMnJSUSEhKEhYUFVlY2REQ85NChA5w4cZKAgCDEYj0cHR2IiYmjadPGXLlyldWrl3D69HkOHDjGJ59MYMCAQSxfvoydO/ewceNahg0byY4dWzl+/BgGBvpYW9vQqVNn2rTpgJ+fX4lGRVu3/skHH3wEgIuLI66uNTE1NaawsJDk5FQKCgrQ0hKxcOHMCqWIPAupVMa5c5cfNf44jZWVZfEszP37d1i4cD7HjvmgUqlo0eId5HI5gYHBDBzYi/ffH0bt2jWLt6VWq1m8+GeWL1/LokXfMWnSlOKUkqysTE6ePEZiYgIJCQnEx8fz8OFDgoPDSE0tilzo6RV5xRsbG2Jubkrt2jWLu3I+zvG7ezeA5OQ07OxsaNGiKTY2VowdO+ylWlirVCquXr3Fjz+uIT9fyvHjPsW+tS9S7/A8kZCbm4O5uTnR0beKL4pqtZoHD0I4duwUfn432LLl13Lz8KsjcXEJfP/9cuRyOQqFErlczt27D4iPTyxeJiUluczZmepEdRHomZnprFv3KydP+nDnzn10dLRp0MALa2tLCgoKKSgooHbtmnzyybgK38xdvXqLQYPGYmxsxIQJ4wkNDQFg1KjRdOzY9a13F8nPz+PAgQP4+BzD3t4eOzv7R78dcHGpWeZ7b/Hi7zl79ix//73hmdtWKpXUqNGQ0NAQOnRoz+TJHzJq1JDXcyD/USpToP9biY9PpFmzrvj5XaFOnbpIpfkEBj4gKSnhkaGEAoFAiI2NLQ4ONbC1tUdLS4v8/DyyszMBQYkajunTp7JmzQYKC+UYGOhjaVlkZWllZYmRkVFxsbNMVoCBgT6enp7UrVs02+zm5lmi42p1LBJ96wQ6VMwP/ekc7+ehKpQhDfMjy28P+l7tMfYuP5I7pJERs7vZVmi75XE0IIvvjyUhU/zz+uuJBMX/qwplCETaCIRFXzqqgjzWdJITEhJOVFQs0dGxREUV/cjlcjp2bEvfvn3p2bMPVlY2pKen8csvK9i//wBRUbHUrl2TjIxMUlPTsbQ0p2vX9nTt2p7GjetjbFwkOu/cCSAoKIzOndsUp21ERESxaNEvnDlzgfHjR6JQKFi7dhMKhQIvLw8+/PA9CgvlxMUl4Ot7ieDgMH78cTk3bvjj6emBh0cdHB0dWbZsKUePnuDDD98jKysHAwN9GjTwokmTBqX81MsjNzePwMAQ4uISyc3NRSTSpnZtF1xdaxZ/yYeEhOPt3R0AJ6caDBrUj+XLVzFixBB27txDu3Yt+e235URERBMeHsG+fUcJDAyhTZtWnDp1hiFD+jJjxlSMjQ0pLCzkq6++5+HDKOLjE4mJiePAgb1YW9vg43OC8eM/LpVSsmnTBtav/40+fbqQkpJOUlIyiYkpj/zh46hVy5mWLVvg7u6GmZkZzs4utG3bkVOnjvO3jx+Hz90g9cFlnLuPY/60EfT0evHGECqVipEjJ5GRkYWv70WOPUgt9Vl4lv1fRURe164d8fO7yjvvNEatVhMQEIyuri5NmjTC1/cCYWH+b11+okKh4OrVW5w86cvhwycpKCikf/8+2DbsxOEkExKyC6t1MTdUvUCPjo5kxYplbNmyg06d2jJoUC8aNqxbYqbxVUhMTGbhwp8ID4+ib9+uKBRKdu36H5mZWXTs2A5ra2usra2xsrLC2toGd3cPnJxqPn/D1YAffliASCTGz+8cLi6OJCYmEx+fRGJiMtHRMVhaWuDt3YzOnTvTt+9ALCwsGTFiCAcPHsXV1YVPPx1Xbo+C8PBIBg4cy+bNmxg9egz79v2JpaXFWzfTVZ3RCPTnk5WVw4wZ87ly5TqpqWkolUpcXJywtbVCS0uESKSFUqkiOTmFxMRk0tIyUCqV6OhoY2CgT2GhnHbtWvH99wuoX78RDRvWxd29Nj//vACZTEZycuqjaH0a2dk5j7qW66Crq0t2dg7BwWEEB4cRFBRKQkIStWvXonv3rgwYMIiWLdtoBHpFcHJyUufl5dKlS2e+/vprGjZs/MLbKC/HG4qifdn+e8m9fQy1UoFapUQtl6FbwwsDrw5IPNoUC+OnqQxx/pijAVmsOpdKYrYCGyMRk9tZcOBuJlejZKWWfcdJj9+Gl51jmJKSho+PL8eOneH8+SuP7LG06du3B6NHD6Vx43qVlvNVUFBAUlIq9vY2ZUasMjIyuXMniqCgW4SEPCQ09CFhYRFkZGRibm6KTFaIUqnA1NQUfX0JcXHxzJz5Ga6uzuTkFOWvZWfnkJ2dS3Z2DllZOaSnZ3DnTgApKamYm5uhry8pzl9XqVTExycikYixsrLEysqC4OAwvL2bsm/foeJxhYQEsW3bZvbu3U94eASmpiZkZWXj7u5KVFQsgwb1Y8GCJbRo0Zwvv/yYESMGlTq20aM/JT4+iejoGFq2bMalS1f56qsv+OKLGcVidMGCuYSHh/DTT/NLrZ+UlMK8ecsQiXTYuvWvElFtE4k2uTIF0qwU4ta8D4BZy6EM61yfjwa2xMmpxnPPTWZmFjNnLuT8+cuoVGo6dmzHunUb6f7r9TI/C49b0Hsv9CEpp7D48RkNVUwc9vxmRKmpKZw964Ourh6mpmZERj5k9epf8fZu/Fa4vKjVahITkzl37jInT57j7NmLODo60K1bFwYOHMw777Tg4J2EF7q5qWqqSqDfunWdZct+4NgxH4YPH8DEie/j6PjmXp979wK5fv02aWnpJCenkZqaRkpKGoGBIVhbW9GzZ3f69u1Pixatn3ktzMvL5fr1qzg6OmJv7/jC1nIKhYJbt65z7pwvFy9e4MSJ01hYmBEZGUNhYQGFhYXI5XLk8kKuXfPn+PFj+PldZdCgAUyd+gV79+7l/ffHcvr0Xho3rl+8XZVKRVBQGP7+Nzh9+gLnz1+mceMGdOvWjWbN3iEw8AHz5y+iTZsWLF48u1TQIyQknC5dhjB16if4+1/l7t37ZGZm8fDhdcRivacPQ8NLoBHoL0ZWVjYGBvrPnPlSKBQAxZ/Z/Hwpf/yxg1WrNvLOO01ITEzi1q0i++Vu3Tq80P6lUhl37z7g+PEznDhxlsDAEI1ArwhubrXVHTu25OjR08TExGFgoM/XX3/B+PEfY21dusr8SSqS1iJ9eIPk3XPRdayPpFZTxG4t0RIbIdQtOx9PKIBBDStPmD+Pj3ZGlRDpzxLnZZGfL0UuV1RZdKSsC5VMVkBsbDxSqRQdHR0WLFjB4cM+NG/eFLFYDBQ1VTAwMMTExAgjI2PUajWOjo5cvXqVLVt20qFDa5o2bYChoQG2ttYEBYXy118HqF/fiwEDBpCQkEhOTjY1ajgyduyHZTqczJ//LUuXrqBOHXfCwh4iEAho1qwxU6ZM5eHDh3z77Xfcvn0GQ8PShYCLFq0kIyOLWbOmYmpqwtGjp/n88zkkJaUA4O9/mV69erN37580aOBVav0jR3yYOnU2P//8E/p1Opc5w6MqlJHh+yeFiWGoFYXo6RuglxePlZUlvXt3YezY4Vhbl51mkZeXz4oV6zh9+jwREdG0bduSzp07s+SaCpGJHUJ9kxJ57gLAylCnhDgH+KKegm2REvxnd+F55ORk0717FwIDQ2jRoikdOrTmgw+GV4vouVqt5sqV69y6dQ+VSkV+vpTY2HhiYxMe/Y5HIpHQunVzevToQe/e/Uq5a5R3o//45qa68aRAf902riqVimPHDrF8+XICA4MZP34UH3wwHBOT6tMOXKlUcv36HU6cOMvx42dISUmlW7fO9OlTNNv49DXiwgVfOnYset8LBAIsLMxwcLCjRYvm/PjjzyWmxAGkUin+/pc4f/4cFy9exM/vOra21rRo0YwHD4K4du02JibGdOrUjkOHjqGjo4OWlhYikRbu7q507NiGhg3rsnnzLs6fv8L8+QswNdWiV68uz6xJycvL5+zZixw+7MPJk764uDjh5eXJ/v2HOHhwK40alXYVioiIYsKE6Tg5OSIWi5HLC1i7dukrv8YaitAI9DdHbm4ee/YcKk4NLev7+kUxNa2tEegVwd3dTe3vfxQosvj744+/ePAgmGPHTtO2bUvGjv2A3r37l4puVDStRa1SUhAfQkHcA2RRdyhMCsewUU+Mmw9BICq5TdtHke2XSTX4r/K8C9WsWQtZu3YTAE2aNMDJyfFRAVUeeXlS8vPzSUhIQktLCxsbKz75ZBKLFi0hPj6R+/fPl7ACk8kK2LhxG76+lzA2NkYmk3HlynXMzU3x9m5Gfn4+8fEJpKWlIxAIyMjIpF+/Hvz44zzUajVBQWG0bNkTOztrWrXypnPntgwdWjEv2/XrN7N589+cOHGSc+fOMm3alyxf/h19+nQrc/m//jrAN98sZsqiNWx6aFhmB8q0Y7+gzMtA36sDyrwMMk5vICsrk5s3r7F161Z8fE5z+vTeMpsgPUlKShpnz17k3LkrHLwQQH5qPGqVEuMWQzFq1h+BUAt7E3GZ4vOLegqW3xOx8t2GzxR4CoWCvn17Ym5uzM8/L6wWovwxR474MGfOYsRiMe3bt0UkEiEWi3F0dMLJyQlnZxecnFyKBVp5YtZlxhHKukIKgIhnuEZVFY8FelnXwsqM/IeHhzJ06BBkMhmffDKWQYN6V8tCtqeJjo7l+PGznDhxhvv3g1i0aAHjxk0osczXX3+Bj48PJ0/+zaVLV1m3bjOnT19g9OjhbNy4mdu3b7Bjx3YuXbrEnTv3cXOrVdxboXnzJsV1Jv7+N7lwwY/U1KIakw8+GIGBQfmF2w8fRpGeLqdpU9cXOia5XM7ly9c4d+4K777bD3f3ste/dy+Qd98dz/btW0lNTWH48NGcObOX+vVLBxM0vDgagf52oxHoFeRJgf4k2dk5HDhwjO3b9xIZGU3//n3w8PDA2NgYQ0Mj5p2IJUOph7aVyws5YsjT48g8txl5ehxG3oMQ12pWwnNdTyTg2x7WGpFeQSpyocrJySU2NoGYmDhycnIfVX4XVYBLJBKsrMwxNzfj2LHT/PDDKurUcWfKlPF4etZ+7v5VKhUBAUHcuHEXIyNDbGysMDcvKrpUKJTY29sUR/kKCgqoW7ctu3ZtKDGlXBEUCgU//bSOVas2YmNjzbp1y565jZiYeEaOn0mcrgsGLYaXuUzSrm8Q6OihpWeILDYAfVMr0oKvoaWlRUFBAa1bt6B9+xbMnv15hcf5uN4hJyWO9BNrUMlysOo4lmn9mvDjmVi0DMwQav8jrh4LdLG21jMF3qJF37Fq1Rr8/Y9jZFQ9clnlcjnfffcjBw+eYNOmP2jfvvNzbxzmHLjHdr/oEkL88bGWNxtX3SPorzPyf/LkUUaNGsPUqR/x8cfvv7X+97dv32fgwLFcveqPq+s/Liiuri507tyWRYtms3jxz5w8eY733htB8+YtaNKkGXXqeNK3bzc6dGhFs2aNKiV695jXIfLUajUbNmxl6dLV/PjjUuzt7Xn33RF8/PGYausQ8jaiEehvNxqBXkHKE+hP0r//GM6du0ynTm2wsDAnJyeXM/eTUWSnINDWxbj5ECQercvNJYeiSLo8NYqC+GDkqTHkB19CKDFCkZmIxL0VZp0nItQpys+zNRJxbJLmw1cR3rYLlVKpfCUHiJiYeMzNTZFIxOza9T90dXXo0KEVCoWC+PhEbt68x+7dB3nwIARt15bovDMcLYOyXVoUWUnkh/gh0NFD38qRlVPeZWCTGkREhDF06FDMzU1Yu3ZpCc/2p1Gr1WRlZZOYmIyJiTE2NlbF9Q4JWXJED88hCDyBLD+fuLgE9D3bYN59cvH6jwV6WTwp8IKDHzBw4EB69uz0QjcMr4OEhCQOHTrJ9u17sLW1Zdu2ncWuF08XlcM/heUHbsXx+a7bZUbJ7U3ETO3gzKztF8nLTEVL3wSRsfUzI9EFBQWcPHmUO3fuoK8vQSyW0LNnTxwd30yh4mOB/joi/yqViuXLl/Djjz+xYcOKEk3DqpKLF/3p02ck+voS3nmnEZ6ebnh61sbDozbu7q5lCujc3Dy2bPmbJUt+5uTJEzx8GIZQqIWzswtmZuZ06NCBSZPG0rhxfSZM+BJ9fQnZ2UX1MB07tmHbtjWv5caksq+daWnpfPrpTJKSUunUqQMPHjzg0iV/Vq9eTO/eXSttPxrevu89DSWpjgK9erjFP4VKpeLXX//g4METrFjxPVHYlCqm/OSTD9DSEvLBB+8Vt5/vsSac+Cw5sofXybryN5kXt2HWaQLiWkWvuVqtRp4cQX741aLUlsQwtAzM0bXzQMfSEbVKgVBbD11bd/LunUKeEoXN6BUIBAISsxVV+ZJoeI28qj3b445sly758803i2nYsD4ffzwdPT097Oxs8PR0Z+rUz+jTZwCe806XKZweIzK2xrhZvxJpFmlpqbRt25bx40cxefKHzxUG7733MRcv+mFjY01qajqTJr3P5Mkf0tPr8ZeHB0cDhjFrkx/C3fOReLSp8LHGP4rKdlnhS0hiNrERCaRGWXNjQzj7xr+ZL6esrBwCAoIIC4sgOTkFH5/zhISE07NnV+bNm0ffvgOLz2lZ4hyKOg93WeHLw5T8cs9H4MntjJ63DYmhMYU6JkgzkjB2rsP7kz/BPDeUjz6aw759/0NfX5/mzZuhpaXFsWM+uLu70qxZw+L0qz59jnLw4LMDDpWNXTnpS3YmL2d9mZ+fx/jxY7l37z4+PrtxdHz5dvVyuZyIiGiCg8MID4+kfv06tG3b4qUL2WvVcsbT043AwBBCQx9Sp05dLl++ycaNOwgJCcPS0gIPj9q4ujqTnJxGcHAo4eGRODs7UqeOBz169KJp04aIxXo8eBCMQlF0wz5kSF+srCy4efMUd+4EYGVliZ2d9Vtl57h16258fM5hYmLE8eMnmTZtIsuWfVtmx1ANGjRUL6plBN3Z2Vmdm5tDWlo6nfoP4k6GhIKcdLQMzNGxdcPUtRH17XW5Hi1DpS4q4uznpUey32GO34ylUJqLPDUGRWYCph3GoV+nHVCUPiCLvIWkTjsMvDqiY+eOlt4/0RVZ9F2UuRmgJUIgFKGlb4KuXZHfuY4WXJ1ece/z/zL/xUjCwYPHmTbtW6TSAgwMJHz77WyaNfPmnXdKRhnLSz0ounl8iEpeyF8fNkSlUpGbm0tmZgZbtmzl9OlzJCTcR0/v+dPRdeq05qOPxjFjxjfExcUwefInhIaGMWfO53Tr1hGhUECT4YuJv3IQk3bvY9igZCRtRkMVWyP1y02RkOgICU3OQ61Wk3NtP1l+ezBp/R71O/Vh/4TnpyC9KKGhD9my5W+CgoosstLTM/D0dMPDww0LC0s6depMly49ypyqd55x5KX2mR9ymZT9i+jUqS1NmtTHzs6Gjh3bcPr0edav34JKpWLIkD4MGtQbuVzBtWu3kMkK6NGjUwnx8/33yzl27DTr16+nbdsil4HXWbz5OnLQg4ICGDp0SLGd2cv626vVanbs2Mvs2YsxNzfFw8MNFxcX/Pz8iYqK4dNPxzF16kcvtW0ockmaMWM+jo7O/PzzGqAoDS0sLJh79+4SHByEnZ0dZmbmLFq0iKioGEaNGsL77w/HwcG2eIw3b97FxsYKe/s3YwrwJK/j2vl4Js/KyrJC1w8NL8d/8Xvv30R1jKBXS4Hu4uKsdnOrxa+/rqX1qK+QooOWvgnKnDRyA85g7D0YPZfGaJs7IBAU5ZcWpkSS9NdsjJr2Q6hngJaBOeKajRFo/VN1L0+PI/vafvKDLmLcagSGTfqUG41Uq9Uos1OQp8ehbe6AyMjyhd1U/qv81y5U585dZuLE6YwaNYKQkCD69evBd9/9iFqtxsTEmEGDBjBgwGC8vOqVadsHkHlhO7l3T6JvboWnjQShUIhEIsbY2AgjI0OEQgELFsyskCVaUFAo8+YtIyAgiOHD32X48Pd4+DCcn3/+mXv3HmBmZkIClph1+xSRUUk7NgHwZ3d9Mo1rlxqntpYAfR0RmVJ5iXXkaTGkHvoRiWcbIvbPfvkXsgx27fofs2cv5MMPP8Db25s6dbyoVcutwtHWlxXo6kIZXnEH8D91hPT0DAAWL57NxInvv9h21GqWL1/DwoUrOXr0IAU2jV9r8WZlubg8XjfU/xQZPmsYNfFjls/+4JXSOubOXcqpU+fZsWMHDRr8Y5179+4tZs6cgZ/fNcLDr7709gF27z7IyZPn2b37AAqFgqVLF7B58zYaNWpAhw4d6dy5K8bGJjRr1pSJE0czYcKYV9pfZfNfu3b+m9Ccu7eT+PhEDh/24euvv692Ar1aprhoa+tw5MiJIueFduN5UpKIa3uTe+sYOTePoCqUYtioB7q27sjT4xAZWmDcYmj52zWzx7zbpxg3H0rynnlkXdyOtoUjWsZWqAvyUUqzEeoaIDKyJD/kMippNgCGjXth1uXjMv3JNfx3ycnJZfnytWzduputWzezZs2vDBzYgwEDejJgQE+USiWXLl3l8GEfevbs+aiB0HAWD/uiRPGhLDaQrMs7qd3vY1Z82KrYBz4nJ5e9ew+zb99hxo4dzrVrt2jV6p3nTrF7eNTmr79+486dAPbuPUy/fv1xdnbk77/3IJfLCQp6wNzr2sRnFZRa93EKxGMh97RP+9PiHEDbvAZG7wwkP+Tyq76kpZg3bykHDuyndet2lb7t8hAAI9u6YZ/wDtlxody4cZvCQjl37jwgJye3QkWBBQUF3Lx5j6NHT7Fjxz4WLJhLx45d6fjTpVI3Z1K5kmUngivdV71/I/uX2uaBW3FM3+JL4tltyCJvYTFoHpf13Dj2IPulC+WVSiV37gTwySeTisX55csXWLx4IVev3uD994fx7bevXsdgbGxEQEAgx44dwsrKmgULfmDUqCHUqePOyZPH+eabuYjFYrKysjl9+mK1E+gaNGh4vURERNG4cWcA6tRxJyEhiT59elTxqMqmWkbQn+wk+qyGQ/K0WLJvHEKRWdSO2+idAeg51EGeFoNQXGSfJjIqvzW3Mj8LeVoMiqwkhLoGCMVGKHPTkCdHoF+/C8rsFJJ2zsS4zUhMWg4D4PYMTZrL8/i3RhKiomJYvPgX/PxukJ+fT05OLgMH9uWHH37kzp1bvPvuCA4d2lbsQSyXy9m8+W/Wr9/MmDHv0r59K7p2HYKDgx116njw3XfzadCgMXK5nF27trN582ZkMhmGhgYYGRk9+jGkXr36xMTEsGfPPhISEunXrwfvvtuPJk0alBifUqnE1/cybds2L+HXrFQqmTlzIUlJaezffwihUPjMFAiTrNBSzW6e9TkEUGQlk7D5M8777MDLq3I+I+HhkXTo0J/Y2DiMjF5OGJaXg14eWgIBy4c2KCFs//jjNz78cCICgYDvvvuKmjWdcXCwwd7eFjMzUwQCAVlZ2Vy7dpsrV65z5cp17t4NoHbtWrRt25rp02cU+6u/btvGV21UlJqaQoNBk0m8egT9up0wbjW8OA3wZQrllUol+/cfZenS1VhYmLNu3XpycnKYM2cWYWERTJ78ISNHDn7ptJmnkUpl/PjjGi5fvsa9ew8wMTGmdu2a7N+/CSia0QgODsPIyLBa5mH/W6+d/wU05+7tQK1W8/vvO5g+fR6DBvVl27Zd6OnpIRAIql0EvdoL9Ip6mz8m/o9PkadEFv8vMrNH27wGeg51MHpnYJnrqFVKChNCUEqz0Ta1Qxp+newbhxDqiFHmpmHSZiSGjXsDGoFeEf6NFyq1Wo2rqzcTJ37IqFFjMDY2wcjIGH19A3bs2Mx7770PgEQi5tdff+DWrXvs2XMQd3c3pk6dytKlS7lx4zYFBYWYmpqQl5fH7Nlf8+23pTuOPougoAD69u1LaOhDQkP9ij2Xoagzm7NzEwDatGnORx+NomPHNkgkYmSyAtq06cNPP62gd+/+QPkpEGWJvPKE5ZMYxFwi7czvrFq1mM6d277QcT2JSqXiyBEf5s5dytSpk5k69cuX3haULdKty2jQ9JiRzR1Z0P+fRi9RUQ85fdqH6OhoYmNjiY2NIzY2jri4BGQyGWZmJmRn59KwYT1atWpJ27btaN26XZk3Fa+78dHLCPTCwkLOnDnJvn172bv3fxTW8Ma45bAy059uVfD6l5eXz44d+1i3bhMWFubMmzePzp27M2fO12zatJVvvpnG0KH9XrhT54uQl5ePj885bG2t8fZ+8W7UVcG/8dr5X0Fz7t4uYmLi6dhxADt3bqdz5+7VUqBXyxSXJ+nfyJ7rUels84uu0PLm3T5BFhOAQKRDfqgfBdF3UaTHoZLllinQ1Wo16afWI4u8jcjEFnlaDNoWNbAcMAsoSosR6lROdEfD24e//01+/307sbEJACxcWLrz3rBho+jbdyASiT6//76Ob75ZyJAhAzl69CiRkRGsXPkTAoEAa2tLvvlmDnZ2djRv3gozs5LNhoq6XeZhYFC+p7iHhxcHDx5k9uyZNGnShTZtmtOxY2s6dGiFi4sT8fH3+Prr79m6dTcXLvihp6dLq1bv0KRJA6RSGebm/4iuF0mBKM8V5DG1rfTxWbKIM2faM2bM+/Tp041vv/3yhYvSjh07zfz5K9DV1eXHH5fRv//gF1q/LLaPL20H2GrJmXKXf3yteSzSnZxq8sEHE8pcNicnm+TkJBwdnUt1mSyL6d3cy5y5mN7tzd74y+VyDh7cy759+zh2zAcXF0d69erCmTN7mXikkIQyXKtsjJ7/daFUKlmy5Bf++GMnrVp588cff9CmTXuEQiGffPIRd+7c4fz5g+V2w61M9PUl9O9fPaeuNWjQUBq1Wo1UKkNbW1Sh6+nL7kOtVlOjhh3r1v3Ie++NYu3a1a9lX69KtRboB27F8fXeuxQoVBVeR9feE117TwCMmvZFVShDINRCICp9spXSHNJPrkGeGoXt6BUI9Z6dW1rTvHJfrmJv6mwFQgGo1JrOpdWF/HwpCxf+xN69h5k58yvq1PHC3d2zzGWFQmGxqB4/fhLjx08C4N69m/TvP5h27Vpy6ZI/AA0bNqZp03cIDw/lvfeGYWhowIYNf3L+vC9Tp35GbGyRp7q7uyuurq7Y2xcJ6BMnTmJiYsLo0aMYNGgYe/ceJC0tlYMH9+Hj48PSpavR09OjefMmuLq6MGfONP78cyepqWm0bduW3Nw83ntvGC1atC7zGJ6Mps9oqCLzVlwJ8V6esHy6uLFjx67cunWHcePep3v3dzl6dOcLpS+sWvU73bt348cfV77WzqTxz7jZANjpH1Miil4ehoZGpdrFP4unc/sr28WlIgQHP2DkyJGAiiFD+jFz5uRiFxOAye2KGlvJFP/MmeiJBExuZ1HG1kqyb98RfHzOc+XKZdzcPIofV6lUbNmyg6NHd74Rca5Bg4a3B7VazdSps9m16wCFhXI+/XQc8+fPqLTtp6Wlc+7cFXx9L3H27CUSE5OxsbHCwcEOExNjAgICKm1flUmFUlwEAoEJsBGoC6iBD4BgYBfgDEQCQ9VqdYagyFZlE+AKjFer1QECgaA9cBboq1arDz3a5mHgR7Va7fv0/pxquqoFQ39+pQN7Hmq1iqSds9A2r4Fpxw9LdFIsi5rmokr1eX7c3fHJL8GneVvTad72qb6cnFwGDfoABwd71q3biJWV9UttJzMznVmzviYrK4sePXoybNjIYveRceNG88cfWwEICLjLmTOnOHnyOJs2rSIuLpGQkHDCwyNITEyhsLCQjh1bk5ycxo4de4mIiGLq1MlMmjQFiaSodbhKpeLevdtcuXKZsLAQQkPDCAt7yIMHwYwePZzNm3eUGt9jUR6XKUUAxSksX9RTsCZIt5T4fhFXEJVKxbBhg8hW65HV6P0SPQyedfO5e/dBNm/+m4sX/V7iFa84z8upB4ishJzwN01FUlwcHR0YP34kn3zyQbk3QY+DBxU9b1AUlW/evAdr166ha9eepZ6fMeMLYmOjWb16cYWP57/G237t/C+jOXclUSqVJCQkExUVTVRULJGRMeTm5jFr1mcYGOiXWG7dus3s3LmPffsO0LJlS44f34Wrq8tL7zs6Oo7Dh08SERHNtWu3ePgwilatmtO5cye6detB7doexMREER0dSWpqCv37D0FXV7fcFJc3rYEfU9GQ8M/AcbVaPVggEOgAEmAWcFqtVi8RCAQzgBnA10BXwB+YDix+dCAAscBs4NDzdqamKN/xdaLMTqUwIQRdew8EWkUvg64W+Fei1/nADeE8TCuaKlbkpKH14DBikQBZk9EVWr/hkuBynxvSyIjZ3d68T++/nfx8KSNGTMTLy5ONG7e8UlMSExMz1qzZUOZzixcvw8LCgiZNmlCnTj3y8vJZvfpXhEIhNWrYUaOGHZ06lW4gNGxYf27evMuiRSs5fPgIAwb0QyIpKirt1atvCfs6KLr4lXUT/nRtx9NLlOUs8iIpMUKhkN4Tv2fcgE6II/IwbjWCBAz5/lgSQLlib//+o/Tu/fqFcVkzAk+i9Za2r68IEomYjh3bPHOGoqeX8QvP4p07dwW5XEHHjmV3qGzSpCnXr197oW1q0KDh7eP06Qt89tkcFAoFzs6OuLg44+zszMOHQXz33Y8sWzaXrKxstm7dzYYN27CysmDDho3MmTOTd9/t/9Li/N69QFat2sipU+fp378PXl5evPfeGFq2bFuq3sXV1Q1XV7eKbvqNauDHPFegCwQCY6At8D6AWq0uBAoFAkE/oP2jxTYDvo8GpwWoHv08+S13B9AWCARd1Gq1T0UH+LrQMjDD9sN1JG3/GomrN7r2nhQoi0Txq6SZfLQzqoQdo1qpIP3UenJvHwNAqKuPQ8MRxTcFmRe2IY24iTw9Dj2HOujXaY+4ZpPnptvsvpXN7lvZJR7TiPZXZ/bsRdja2rJhw+bX2jHQysqaH35YUfx/w4aNiYtLJDU1rUThZ1k0blyfHTvWsXLleu7cuY1UKuXs2Yvo6enRr9+gEsuWdwzLTgQ/t/D6eWkgz2P91RRsxqwk8+J24ta+j0BY9J4fvUJAXTcnvvnmixI3If7+N7l3L5C9ew++0n7L4+kZgEFN7Nl7IxapvHQK3XDvGq9lDNUBFxdnIiOjK81t5zEtWzbDxcWRESOGsG7dxlI1FteuXUUuV/DgQQh16pT9xSiVyoiLSyA/P5+8PClCoZBmzRq+1nQnDRo0VA7Z2Tl8880Szp69xIYN6+nevXeJ59PSUqlfvx4ZGZmcOnWebt068cMPi7ly5TK9evWhffuWfPXVp+VuX61WExr6kKCgULp27YCeni5yuZyjR0+xYcM2Hj6M4pNPJvLbb39iYmJWKcdUlRq4IhF0FyAF+FMgEDQAbgBTAWu1Wp3waJlE4HEewAlgGzAaeLot3EJgPlBlAj3Lfy+Zvn8CIBDpomPnQdLfc5G4t8Sk9XsAPIyK56sYWxhZ/4VE+tPiXJmXSdqJ1cii7iAUG2E3bg1a+ibAo0ZIOSnkPfDFsHFvJJ5tkUXdIff+GdKOr0JkYoOugxe6NrVQq5SoZHkIdfTQsamNjpULAlFp94OyRLumuVLFiY1N4H//O05wcPBLtx1/WbS1tRk8uB+//baVWbM+e+7yOjo6fPXV5OL/Bwx4/5k3FJmZ6UyaNIG0tHQOHjxaIfFtLH61Ip34TClaEmPMu07CtP0HqFUKUKsRALNbq5kxYzY1atjRpUs78vKk/O9/x5kzZyZiseSV9lsWT88YxGVK2XsjjsUD63M9Kp2d/jEo1Wq0BAKGe9eoUP7520rNmi48fBhV6duVSMTs3LmeWbMW4unpwa+/rmLw4GHFz3/44QRkMhkDB77PyJGDeffd/sVT3/fvB3Lz5l3CwiKwsbHGwECCRCIhOzsHuVzOjBlTGDSo9zP2rkGDhqrk7NmLTJkymy5dOnLv3n2MjU1KLWNubsHmzX9y9uwZ5s1bwJo1q5k0aTIjRgzE13c/Zmamxc34QkLC+euvA/Tt242cnFyOHz/D8eNnKCgowMXFma+/ns/HH7/Pnj2HMDAw4JNPPmHIkOGvwxmqyjTwc3PQBQJBU8APaKVWq/0FAsHPQDYwWa1WmzyxXIZarTYtZxvtgS/VanVvgUBwjqIw/wzKyb9xruWq/uL75RUZ/wujVhSiyEpGrSgEtRqhxAiRgTnKvAyU+Zkg0EIgEqGWFyIytEAoeXYBmJZQgI2RCGM9LR4kPhLnKiWKvAxU+dkIxYagUiLQ1kNLYoRKlo9Slo26UAYCAQKRDiIDcwQ6T7RjUoNaIUNVKEOtKAAECIRC1CoVakUBakUhAi0dBNq6CHUlz422i4QC3KzeXIvn/PwCJJK3r6V0dnYOKSnpuLlVeNqrUomLiyU7Oxs3txfPY4yLS0BbWwdbW7tSz6lUSoKCgpBIxCgUCrS0RBSILZEryy6+thZDkrTofeNpW/ECyKcJTsyhsIx96GgJcbcxRK1Wk5KSjEwmQygUoq2tjZWV9St1q3yaTKmcpCxZmeN4ciz/FnJzczEwePb1IDk5ifz8PGrUKD9dSa1Wk58vRV//xW+WVCoVISHhWFpallm/oVAoCAsLRaFQIBKJUCiUCAQCtLVF6OjooKenh66u7qMx5JOSkoqFhVm19C2vbN7Wa6eGt/vcKZVFgQuhUFjq+pufLyU9PQOlUlXsrmJublpiVis3N4+wsAicnZ1KOIWVR2pqCvHx8RgZGWJra4NIpIVUKiM0NBy1GkQiLdRqMDExJj09Az09XYyNjTExMUUikTwaVz4JCfFoa2vj6PjqQcgOHTqUmYNeFRr4MRUJE8YCsWq12v/R/3sebThJIBDYqtXqBIFAYAskV2BbUHQHMQco7eP1CJUalt97XRFMEeCMWqlArZQ/YaFojVptSVF+P6QeXYmOhRP6dTuSd/80WkZWaJvaoWNdE7W6aOaiMCkcLbERImOrR4dTNOb003+Sc+sI1sMWo+dgS+b5rWTfOAhqNboOdTCo2wk954ZoSZ4VnTd49FMataKQwuQIChMfkHv/NGq5DOOWw5F4tCoe/9MIUKDmzbjEvK3FMvv3H2Xjxk0sXboMJycnnJxqvpGpdaVSybRpkzlx4iR///07jo4v7uiRlBTJsmU/8csvv9CkSbPiKLRcLqdXr27Y2Vnx00/zyc+XMmDA+xg7uBFTZxSyMj6FX9RTsPyeqKh5zvD2L31cG8ppEtSqlhkThpW2PqxsDtyKY+bpe0jlQqC8zwVELGn/2sfypqhIkeidOzfp1as3d+/6lvn+PnfuMjNmLCApKYXu3Tvyyy8LKzSjpFAoCAwMYcmSVZiamrFly85yPz+dO3dm+PDBHDx4FC8vdzw93XBwsMXIyJCIiGji4hLR1hZhZ2fDRx+NwtHRoULH/7bztl47NVT/cyeVyvj99+0EBASTkpJKcnIqKSlppKVlFDtt5eTkoqurg5GRIYaGBqhUKpRKFe+/PwpHR0eioqL56adV/PzzAuztbUlPzyQ+PpGIiGjWr9+MqakJYWEP0dPTK3MMMTFRjBkziszMTH78cR6NG9cHID09g+HDJzJgQH8+//wrEhJisba2RSyWoFQqX2u6aQV44xr4Mc+96qrV6kSBQBAjEAjc1Wp1MNAJePDoZwyw5NHv/1VkZGq1+qRAIJgPVGmytEBLVJwHXvzYE+JWS9+ULL/dZF7+C3HNJuSf24JAKETPsT7SqNsIRLqoC/IwbjkMkzYjS2zHoH4Xcu+epDAhGD0HT4yaD0bfqwMiU1sEwld/owlEOujauaNr545Bo57IHt4g89J2si7vxKBBd/Qc66Jt4VRiX4/nSRKyFcw9WtR5VWPlWBIvL3ccHGz56qvphIdH8vXXX/DVV7Nf+36DggJYs2YDM2dOLWF39yK0b9+SkyfPMmnSx0ilMjZs+I2LFy+wefNWatZ0ZtmyuQgEAvT1JezZ8ztDh47HTvEHsuYTic8uu2GPncmr+f/7Pcx4occrm4rk2b/qMb4JVCoVc+Z8zeXLlzE0NCQ/X4pcLufYsZPo6z87Wl4W9eo1xMBAn/nzVzB27DAcHR1QKBQEB4ezdOkqbt8OYNmyJfTs2Zdu3Tqzfv0WPvnkg2duU6lU0qxZV3R0dGjXrg0///zrc29uU1PT+OCDEfTo0Qlv78ZV/SWsQcO/lhMnzjJjxnzq169Hr169sLGxwdraBltbO6ytbdHVLYr8P+7FkZmZQVZWJoWFhdSv36jEZ9PH5xRz5izBxMQYMzMT7O3tqFHDkeXLl+Lh4VGuON+1axuTJ3/G+PEj+fzzicU3/ffvBzFy5CQGDOjLl1/ORCQS4ez8z41OVV8XqlIDVzRMPRnY/qh69SEwlqKQ1N8CgWAcEAUMreC2oOgOokIHU1WYtBqBQYNuaImNEOpKKEyJQqCtS37QRUw7TyA/6ALSyFsYtx4BFE0JFyaGkXv3JPlBF5G4t0Yll5Fz+zgG9Tqhbf56IkACgQBxrabo1WyC7OEN8kOvkHPrCIr0uKIFhFoIRDoI9Qwx6/wRktrNkSth6alkjUB/Cje3WvzxR5G9Z0BAMIMGjeXTTz8rtjJ8XXh51efaNT8mTpzAyZO+7N69EUPDFxNeEomYlSsXALB1627ee28knTu349dff6BZs4Ylpi2NjAzZs+d3hg37CLeQTXw5eQmzDwSUELPaQgH5hQpcZhx5aa9uZTnpc+U9Xtk8L8++KhoEPeZFLCtnzPiCEydO8u23X5KUlMzMmQsZNKg/arWagoKC4i/XiiIUCtmzZw+//LKSDh0GYm5uSlxcAlZWlowcOZydO/cikegjlRY5C3Xt2o2RI4dgbFx+KlBgYCja2toEB4c9d/8ymQylUsGvv67lyy8/p1evEdy7d/6lb041aNBQNtHRscycuZDg4DBWr15Fr179nrn8454eBgaGODg4lrnMuXOXKrTviIgwjh49QmhoCHfv3iMqKpodO9bRtGnDEst9+OFnDBkykEWLlr3x2q8XoEo0cIV80N80jjVd1cLX7IP+KhTEB5N+ah36dTpg2KQ3mee3kBd4AYFAgFBiTGFqNGLnhmjpm5F3/zT6ddph3n3y8zdcyajVKlApUcsLkMUFkn5iDXbj1yLULrrDfV3pLtV9qq+ivP/+ZLy86jF9+gyCggJRKBQ0bepdboTgVVEqlYwbN5r09DQ2b15VqbnYZZGbm0f//mNo27YNbUfNKBaM0xso+em+CLnyn2uDAHivuWO5xZNlCc4v/r5TphjXEggIX1zaJ7uyeZbXuX0VNAh6zNMFq1B20yeAwMD7tGvXnitXjmJubsaHH37O3r2H0dbWRktLiEqlIiMjo/gmsiIpLk8ik8m4f/8u7u4eGBoaoVQqiYx8yOzZMzh06BgrVy7n/PlzWFiYMHful+Vu548/dnD7diBbtuwsd5mcnGw+/3wy+/YdRF9fzPHjxzEyMqZhw0aEhfm/9vf728C/5dr5X6Q6nTuZrIDVqzeydu1mpkyZxNdfz3lt31vlMXToAJKTk2nXriU1azrSqVPbEv7nj5k/fwX/+98xkpJSOHPmNM2aeb/RcT5GIBCU64NeVVRL7yqxdvWc6pSnxZB2cg0p+xei79URbQtH0o7+gizyNlaDvsHuow0IhFoYeLZDZGhBftAFJG4tMG457Pkbfw0IBEIEWtoI9QyQ1GqGnlM9knbOpjA5AihKd5l1KJGBG8KrZHzVnYULZ7F27QYcHGrw0Ufj+eSTSVhYmNOy5TtMnz6Va9f8n7+RF0BLS4t1634nKCiUK1euV+q2y8LAQJ+//97AwYOHSbt5mEszOhKxpBdaAkEJcQ5FKVLb/aI5cCuu1HYeC864TClqihxSZu67R/OaZdbLvDELw+nd3EtdS8TaWqx8tyGXZnSsEnEOZafePPadf5rt27cycGAvzM2LLMMWLpxFQMAFEhPvs23bWjw93V9phkdPT4+mTd/B0NCIOXO+Rk9Pj8aNm2BpaYpAIMDR0ZElS5axc+c+Ll8u38P89OkLtGjR8pn7GjduDOnpqZw/f5DZsz+nXbv2dOrUkdat39GIcw0aKomzZy/SunVv7twJ5OpVf+bOXfBGxblUms+oUcO4ceMWv/yyiM8/n0C/fj3KFOcA33wzjevXfahVyxml8rlp2f8pqu18QuSSXjjPOFLVwwBAkZtO+vFVFCSEYtigGybtx5Lp+ydCsRES91aYtB2FyLDI89e81zSy/XYj1DXAZvQKtE2qj/OAec/PyL1zkqRdczD2HoTROwMBeJimeGX/938j9va2BAVdQltbu1hA5OTkcuPGHS5c8GfQoEGYmZnyyy+/0LZth0rZp46ODmZmpiQnp1bK9p6HSCQiMzMLM7N/PGOLHE9K37uroVTzIihfcEamSRnZ3LHKLAwfj7OiqSRvivJSb8qK9hsaGnLo0GFycnIxNDTA2toSgHv3HjBp0lesWbO6UsYUEhLE+vUbefDgIpaW5uTm5rF69e+MHz+ByMho1q5dw/jxk7l06TAmJsbFY1AqVcTExHH37gN27dpX7vbz8nI5ePAoERE3EIv1GDZsAM2aNSIrKxsXl7Kn0jVo0FBxEhOTmT17Mdev32blyhUMGDCkSsbx558biYiI4Ny5/5Uryp8kP19KXFwCCQlJ2NqWTnN7kXTAfxvVUqArVWpaLTmDAJ47Xf46UKuU5AWeJ+/+GZR5GchTIhG7emM1cDb5of5knN6ARe8vENdsUmpdbRObKklnqQgCgRDDht0RuzQm/s/JGDbuXcJPPSFb8dxOj/81nvZUNTQ0oH37VrRv34rZsz/jwIFjDB36Li4uTrzzTjO6dOlK9+69XyqXrqCggK+/noZSqaBHj46VdQjPRCQS0adPN8aO/ZC//trJvHnfo6NV/sRaWeKyPMEZnyllQf96Veop/iLdT98UdibiclNvDtyKKzHe6dNnsW/ffn74YRUjRw7Gw6M2arWaYcM+orBQzoED++jTZ8Are//m5eViaWmBpWVRoGHHjr1A0fu9S5cOXLrkBwjYtm0Pn346jpMnffn4469wcLAjKyubVat+xsCg/Bz1goICRCIRenr/5MvXquX8SmPWoEFDUWrk77/vYOnSVYwdO5otW3a+VPF4ZbFr1y4mTBhdIXGuUqno2XM4WVk51Krlgq2tQwlBbiLRJiNfXrx8XKaUz3bdBnil6/qBW3HF26nOVMsUl0KlqsLT5ZWJPCOeLP+9JPzxKZnnNqMulCJ/VGypyEoi9ehKAKxHLClTnL8tiIyt0LVzJ2nXHHLvn3lkG1mETKFm1bk3E7192xEKhQwc2Ivr132YMWMyhoZ6zJ07FxcXR8aOHcmnn05g+vTPmD//W9av/5W7d2+VuZ3CwkIOHz5Aw4b1ePDgAVu3rnnhwr+XRSIR89NP87l9+wweHrVo3botooIMZFF3UOZm8HSNSlmuJ+U5obwNDilVwbMKU787FEBmZjr79+9m+/ZNpKenYWdny6+//sGIEROBosLwEyd2s3v3RpKSkpk+/bNXHpO5uQWJicmkpqZx504A33+/nLCwENRqNSKRkIsXD6Ojo81PP62jR4/hTJjwJbt3/8WdO/eJjIymf//Bz9x+fn4eenq6BAaGvvJYNWjQUMTt2/fp3Hkwhw6d5OzZsyxbtrJKxXlqago3b96hS5f2FVr+xImzqFQqwsMjuHz5KkcDUkqkSz4pzp/kVcT1nAP33gpxDtU0gv405U2XV1ZEXRp+jcwL2yhMCgcEIBQi1NVH29IJ49Yj0HOsh0Dr1boqVjesBs4hP/wa2f77yA++iNWgb4ufS8zW5IG9CAYG+rRr15J27Vry5ZeTuHs3gGvXbiOTFSCVykhNTeTIkaP4+Jxkz55/CrfPnDnJr7+u5vTpczg712DGjMn07du9SvJxTUyM+fzzCQwa1Jtbtx6ifftv4qMiEAi1MGw2AKN3+iPR0S5TXE7v5l5m0WNVOaRUd/o3si/zC0KtVhN73QdPz1F4eNRGV1eHzz//knHjxjJggIDg4FCWL19L3boedO3aHgcHW9avX0a7dv1xc3PnvfdGvfSYHB2dGT58CMuXr+X777/GxMSYiIhwtm3bxhdffE67dv0YNKgfY8cW2S3a2trh4eFVvH5sbDQnThzFx8eHnJwc6tSpw2effUFcXCzvvjuMrKxsmjdv8sLuRBo0aCibJUt+YdmyX2nZ8h3mzJlDvXoNqnpIGBkZIxCAVCotMVtWFtHRsZw/f4WgoDBCQ4Nwd69TIWvcx7yMw9iBW3Fs94uu0LLVgbdCoEPZ0+WPp0LKmy6uCGq1muQ93wGgbVUTHeua6Dk1QN+9VYn0j6rA3kRM/KM7ycoi9+5JBNpiUKsQmdljM2IJ0T8NoSAhFF3b2gDYGL01b4tqSf36XtSv71Xise+++xHJU11p79+/x//+d5Q//lhJ377d3+QQy8XR0Z6UFBn3ruzhaEAWP+y6RuDOxVjZObD4y4/KvBBW11zvt4mChFAyTm9ArSjg4OZVeHs3BuDw4ZN88MFn3L17C1/fs4SEBDNv3jJ8fM6xdOm3mJqasGXLar75Zglz537Hzp27XnoMXbp0ZdGioqZEo0cPZeTI0aSnZ7Jo0Xfo6Oiya9deIiIiGTZsGC1btuXaNX/27v2bY8dOEBMTR7t2LWjXriWmpsbs338UBwdHtLS0WLZsLmPGvPtGmn5p0PBfwc2tFp988gHp6ZmMHz+Br776gkmTphIWFsKiRfPR0tLCwcGB6dNnFqef/fbbr8yfv5CrV69ha1v512cdHR2aNWvC5cvX6NWrS5nLKBQKevYcTkRENF27dmLTpg3UqlXUvft51rhP8jjD4rNdt58bEY9c0gso+o6qfr6F5aOxWaQo5xxB6Ra3VcHjN1J5vErhrFpRSPTygejVbIIiMxE9x3qYd/uU3ICzZJ79A3Ftb8w6fYRApMPtGS8f/axOdlPVhS1b/ubcOT/27j1Y4vHff1/Hn3/+yeHD26toZKV5+vwdPnySGTPm07Nnd774Yjru7nWqcHT/Dhp+d5JMadH0bWFqNAl/TsGs6yTsm3Xm/DTP4uU+/vgrbG0dWLHiF8LCQkhPT0MgENKjRw/27fuzxI3grFkL8fZux5gx7z93/zKZDD+/S8hkUvbv30d8fDzJyalERUVz8+ZpJBIxarWasWOnoFKp8fZuzMCBvbh58+4jS8UAJBIxAwf2olu3DrzzTqNSdRdKpRKVSoW29r9r9vF1orl2vr1U5bkLCQln8OBxFBQUoFQq+fDDkVhamnP58nUePAhm9+7d1KlTjw8+GMXmzTtw7P4hwgb9X0swZf78b4mPj2bx4jnFj320M4qrUTIAZDH3kZ37jbSokFJNiJ5ljfu6ifqhd7WzWdSESqFSunu+KV7F3UYg0kFcqxlqpQItsRF6NYpmIwy8OiCp1Yyk3XPJD/VH37MNC08kMLubpnFIZdG9e0e+/fYHUlKSsbS0Kn58xIjRfPHF1yQlpRQ7dFQ3evXqgqmpMefOXaFDh45ERES9sRz5fxNzDtwrTtETPhEL0DazR9vUDl0jc2Z0syuxjra2CBsba1QqFV27dkVXV4f8fCnGxka4ubmWWPaLLz7m8OHL+PqeonXr9mUWKl+75s+iRfM5c+Y8NWs6oaurS/36dejRowM3b95j27Zfi9t+CwQCNm1aVWL9Xr260LNnZx48CMHdvdYzi6G1tLSqvAugBg3/BdzcanHnzlliYuKRy+XFBdjjxr3Htm27ad++A40bNyDoYSxmLQaRcO0ktvX7Fdf4wasVXT5Jhw6dmDhxYvH/H+2Mwj88B+nD68jTYsgP9Ufs4s3oP66yfXyLEuuWlS75X0Yj0CuRJ6Pfr9Misqwoe0X3ZzlgNhlnfyfnxiEEIh0kbi0RiB55pbu1IuvyTlTSLHbltdII9ErEysqCESMGMnXqJ+zYsbv4cbFYQrdunThyxIcPPhhRhSMsH4FAQKtW3rRq5c3mzbtITU3G3v7NeJn/W5hz4B7bnsh9VD2auNQWggItzGo3xEt+n55e/7wH7t17wLFjp/n008+RSvOJjY3n1KndpdKnHmNuboaDgx2jR79PSkoqPXp0Yd++Q8XPy2Qyhg8fxqhRQ1i69Jtix5bHjBgxqELHIhAI8PLS1Bdo0FCdKOpbUFpkjxw5BIFAwDffLMFu6FwExq5k3T+PIj0WbfMaxT0YKkuge3u3LLZNvJWux9UoGdnX9pMXeB5xzSYYNuqBxL01l8LTS61bVrpkVUXUqwMagf4KPGkD+fSb+1mpKq9DvJcXWX/6cYGWCNOOH6JWKcm9dZTUIyuw7Pc1AEZN+6JtZk/e/dNkXd1PQ/3f/1mPotx0jU/6yzN79ue0bNmLxYu/Z/r0WYhEokcV7A/p1q1dVQ/vudy9G4BcriAnJ7uqh1Kt6LLCl9DkvOL/a1vp4zOtfYlltpVTmCRXgbd2JOcj/fjlj30oFAouXvTnwIFjHDp0ktWrV9K0qTdLly7E3NyUWbMWPTMdysTEmDt3zrJixTouXbpa4rllyxbh6urC1KkfvfzBatCg4a0jLy+fwkI5GQox2gIhQrEhakVh8fMvkvv9PLS1tenUqR0rNh/ngqgFarWK/FA/TDuMQ+zS6LnrP8sat6wuzP9mNAL9BXlejnhFt1GemH7V7VZkfwKhFuZdJ2HUpA9CvX+8iwVaIiS1vRHqipH7rEOtVhfn5avR+KS/Kvr6Evbt+5MpU2axd+8+fv75F3x8TiCTFdC/f4+qHl6ZpKdncO3abTZs2Iq//020tLQ4e/Z0CQePF+Hf1nTiaXEOEJqcR5cVvsUivcsK32du4+jhwxRmZNG8eQ+EQiE1azozaNAA/P2/x9XVDZVKxY4dO1Gr1djaWjN27BSWLp1bKgL+mAcPQliwYAU+PscAyM7OYs+eXaxcuZpTp3aXuY4GDRr+nQQEBLN06Wo8PNxIT32AyqIGAqEQVUF+8TKVbYnbp08fpi5Yi357B9KOr0IgFKFXo+4rb/fJCPt/IbKuKRJ9xGPbxsfdDsuKeFWGOK9KKhq5l2clk7JvPgb1u2LYoFuZbjbP6jqqKXR6NiqViq1bd7No0Ureeacxs2Z9hqdn7aoeVjHXroVx/PhBDhw4SkpKGrVqORMW9pBWrbw5ceIsu3ZtY+jQ9154u2VFP8TaWiweWO+tFemVNRtmZ6zLwfENKCwswM7OodTzYWEhNG3ajKysotkLP79juLsX5aArlUqio2PJz5eRmakkIiKAr776nk6d2hMbG0doaDjNmjXiq68+pUWLalUDpeEpNNfOt5fqeu4GDx5H3759admyDZ269sDqg7WkXj+GPC0Wi16fvZZrsEwmw9DGGVVBPsatR2DYqGepWr9WtcxK5aC/KJWZjaApEq0mVERoV2X3w9dF5JJeeMw+ikxZ/k2ZUpZL/LoPQEtE5rnNZJzZiJahJXoOdTBpNxqRoQWgiaa/CkKhkDFj3mXMmHdf+75SU9OIiIgmKysHpVKJQCBAW1uEhYU5NjZWmJubIhQKUSqVpKVlcPfuAxIT84iKimPfvn3o6urRunVrNm5cyY8//sq33858KXEOlOlxW9n5j28rCVkFWFiUXSR869Z1RowYgUQiZunSb9HV1WHQoA+wsrKgoKCQiIgoLCzMMTQ0YNKkyezbd5SPPvqAmzdvsmjRLBo1qvdcT2INGjT8O0lMTKZlyzY0bfoODraWvFdXwT7d7txaMR5zdRbfDGxX6ddfPT09vMYuJLVAiMjIqtTzlSHO4R8t9zpr/qqS/4xAf9uj35VF0MKez2xzK9SVoOdUH1VhAQKRNlpGVqjyM8kPvkR+yGWMmw/BsEkfhLoSZAo1sw4lMutQIrpa4D9dUzhWnTh9+gITJ36Jk1MNjI2N0dLS4ubNO+jqagMC8vLyyc+XYmRkQFZWDsbGhjg42DN37nfs2fM/VCoVnTu3Z/LkD1m48Cfu3Qvkzp0HNGvmTe/e/V54POXlOVZm/uPbipp/vmSevlY1btwMAFdXF3bvPkxWVhbr169FJBKRmppKhw6dsLNzQKFQcPToUWrWrMnmzdvZvHmVJmKuQcN/GLVaTUpKKpaWRYG1wsJCunhZMKl/TZYo3+d/FzbxhdCEz3bdLs4eqKzg5LzR3d/YjOmbMuh40/zrBLpGiJdPRd64AoEQy/6zyA+/RkHMfaQRNzFq2h+TVsNJ3reA3IAzZF8/gJH3IAwb9UaoowdAgRK8lwVrRHoVo1AoOH/+Cnv2HOb06fP89NOP1K7tTnp6GmZmZvTs2Yf4+KTi5d3dazFnzmyGDn0PHZ2iVCZfX18ANmxYQ3p6Op988gFSqYxZsz5j+PAJTJkyleXLl1FQUEifPr2ZMmVahdpLl1eRX9n5j2+S2lb6pXLQX5XHn1P7Rzn62dlZ+Pldon37zqU8xdu0acGkSZPp3Lk9Fy5cZt6873FwsOLMmb24uDhV6rg0aNDwdhEeHolIJKJGDefiWVJDQwP27j1MiNqBkFubsXR5gJ6DJ0q1mm1+0USk5JaIbj9pD/siIr6qGtg9rQHfZsH+1uSg25uI6eBhydmglH9Ngdmb5GXfpLLoe2TfOIgyOxWD+l2Qp0aT+8AXbVM75GmxWA/9Hl17j+Llb89wr7a5eP924uMTGTx4HCqVCqFQSG5uHvn5+djb22JiYszDh1HUr1+XTz/9FF/fs5w968u1a7fo168nBw788/7w9fXl7t0bfP/9Qvbv30S9ev80JkpOTuXEibPo6OhgZGTAqFGf8PE3S7ip2/iZn8s5B+6xwz+62F7wMW97DjqUXShamVgb6uA/uws3b17jzJlTBAQEkJ+fj5ubG35+fhgYSGjbtqiLZ0aGQvPZe4vRXDvfXqrjuVu3bhNBQRH0n7qUbzceIGjXD3gMn0nktlkU6ttQkBiGuFYzrAbMLrHeyncb0r+RfSl72MeMbO741qYBl2dUIBAIql0OerUU6O7u7urg4OCqHsa/ilfqQKpWk3PzMPkhVyiIDUAg0kEg1MKwcR/kqVFYDphVvOyiPjZYy1Kr3YXq305YWATdu79LWloGJibGtGzZjNGjh9K5c1u0tLSQy+XMm7eM3bsPcvr0aerVa1Dutv73vwP07z+A/fs30b59q3KXCwgIpmv34UilMuwm/o7IwAwoLbrLu8iLtYUsHlj/rRbnT1Pesb4q1oY66J2ch4GBhA4dWqOvLyYsLJKwsIfUq1eHL7+cBFRPkaCh4mjO39tLdTt3OTm59Oo1gm4jP+VwTk0ywm+ReWE72mb26JnZoO89FLVCjlpZiFBXv8S69iZiLs3oiMuMI5SnEB+L+H8L1VGg/+tSXDRUPgKBAKMmfTCo15mYn4agY12ryEf9znGU0hzUKmVxhfaqc6ks8K7iAf/HuH79Nl26DAFg+PCBzJnzOXZ2NiWWuXjRn0OHTnL37l1sbOzK2kwxGRkZAMTExHPp0lWEQiH5+VKkUil163rg5FSD2NgEzpy5gPOkDUQdXkfe/TMYNx8MlC783OkfU+Z+pHIVn+26XaIe4m1PUXscVXo8Jfwk+jpaLBxQr9z6j2eRlFNIep450vu3uJhiSL2mTTjw/ZRndvLUoEHDf5PMzCyGDBlH06ZNuaSojVReiJaBOYrsFAoTwzAa+wsAApE2ApF2qfXjMqXPDeo9ee1+26/b1RXN1V1DhRHqiDFuMxJlThrm3T4hadc3KCNvochOQdukSBAmZivQvK3eHNu27Wby5KIZjMWLZzNhwphi7/onadSoHpmZmYjFEpRKOVpapS/K2dlZGBkZY2JiQvv2rdiz5xAKhRKlUolEIkFHR4dTp3xRqVRYWJiRkpKG5aBv0XNpTF7A2WKBDiULP58Wqs/CecaRt/5iv6B/vWdO/76MQAcw7TAOiUcIBdH3uHZgK25Ht3JyzypcXV1ecqT/DZKSUnjwIJiYmHguXPBj5MjBtGvXslL3oVAoCAwMwc2tFrq6GsccDVVHamoaAweOpW3bNvzyy1pqzirqh6BWyhFq6yJp2J3UIyuwfncBQp3Kqf/5N1y3qyMaJaXhhTDw6kjCpqmYdZ2EWZeJ5AdfQmRsXfy8jZHmLfWm+Pvv/xWL8337/qRDh9blLmtiYkyDBnWpW9eL2Nh4LlzwpVYtV+RyOQ4Ojly/7k+nTl04f96XlAJtIrxnltqGLDYQpfI0AMKuXyP4+1ukD69TEHMf41YjSiz7ZOHn4x4DGooor1HZ8xBoidBzqIOeQx2MWgwl99ZRWnZ4l/lr1jKhT5PXMNLSHA3IYtW5VBKzFVXSWVilUvH33wcJCgqlfv06DBxYWhRIpTIOHDhKYGAocXGJHD9+mvz8f24YO3VqUyljycnJ5caNO5w+fYHduw8ikUhITU3DwcGOvLx8vvvuq2rbgEzDv5cvvphLu3Zt+fnnNXRbeb74cWVuOkJ9U4R6Bqjys0k/9RsWPadW4Ug1PA+Nmqpi3lRnxZcVBU8jMi7yNFXlZ6FtZo9xi6Elnp/czgJkqa+8Hw3Pp0+fbrRv3worK4syn194IoG9t7NRqUEogLpNe3Hnzg8AtGnTvni5TZs2MnPmbIR6hrT94BsWffERULo5lZ6DJ45fHgCBAIFQC+vhi5E+vI5B/W5I3EtGJDt4/OPpXV7jr/8ykUt6UX/ucbILXq5ltUAgwLBxL4R6+syeNAkt0W982KP8uoLK4GhAFt8fS0KmKLrZqopeCBs2bGXLlt107Niezz6bzdatu3Fzq0mnTm3p2rU9iYnJtGvXj4YN69OmTRvc3evy88+/0r9/P0QiLY4c2Y6Wltbzd/QcwsMj6d79XWrXrkWbNq05ffoUXl71SU5OIjY2Gh+fExw4cFQj0DW8UQ4ePI6f3w22b9/NqN/9SxSvi4ytKYi5jyovE5UsF5UspwpHqqEiaAR6FfJ0Z8W4TCkz990DqBSR/qT419MWvvL2HiMytUGRmYCWvkmJxw11ir6ob9zQCPQ3gVish1isV+KxhScS2H0ru9SyKjXc0WmETruJaF8/iDw1CtRqUKkY+9EUTNqMhPxMcq/8japgJGUJdCiK4j5G17Y2urZld0DdeyOOpk5m9G9kXyovWxNRL+Lud92L/37Zm2f9Ou0piAvk59//91oFukqlYt7qfcT4HaMwOQKLXp8jrtkEmULNqnOpb0Sg//XXfn76aT1nz57B07MuX375FVu3buGbb77jt9+2Ehx8hby8fNRqNdOmTUOhUFCrlivR0VHExsaxaNHsVxbnf/21n50793PnTgALFszj008/L/G8lpYWurq66OjoYGj4fOtRDRoqA7VazapVG1m/fguHDh3EwMCQS+HpJZYRGpih59QAsx5TEahVKKWlvydehVZLzrxRZ72XtX98m9AI9CrkdXZWfFr8S+WqV9rekwiE2qiVihKPWeoL8JnsVmn70FBxjgZkMf9YItInTolaUUjijpmo5VKUeZmolXJQKdGxqY3dmJ9Q5KSizEmjMCWSgtgAsv12o21VE5sxKxHqvbqwkMqVzDsYUPw+fjov+232pq1uqBVy8kVGL7Wu97Jgngzil9dw7PLlazw8vA7Tjh+SenApyfvmo+fYANP275PI682BT0hI4tKlq0ydOpsbN67h6VkXACenmmzfvgOAwYP7YGxsiKWlOd7ejenevXfx+np6uvz66w9lpsO8CFu37mbp0tX8+usqGjVqQo0aJX3m+/fvxenT57C0NCcqKpZly+a+0v40aKgIcrmc6dO/4+bNu1y5cgVHR+cyl8t/4Iss8jbZfrsx6/xR8Wx4ZVHZAcZn8bRb1mMPd/h3dYHXCPQq5HV2VixL/FcWiqxERCb/uIQIBWjEeRXRcElpO1J5WgzZ1w5QmBCMRd+vyb1zjMKkhxg27Y9+vU5k3zhE7l0flFlJ6DrVR+zcCOOWw9A2fezuoii1zZchUyovIcRrW+njM609UH7K1X+t0OhZXX0rijIvAy19U7qsCmFJy4pHiJ8W52q1ipyEKOp/l4dQVx+hAAY1NGJ2N1vS0tIxsHFG37MtqkIp0rCraBmak356Aw3GLXil8T+PyZNnce7cZVav/om6dUvOEty794A9e/5i+PBR1K9fh7/+OoBCoeDjjz+kTp06ODjU4LPPpjF37g9cvOjPF198jL297QuPISkphSlTZhEYeB8PD68Sz61e/RPHjh3n0iU/Tp/ei5tbLQoLC0s1ldKgobLJysph7NjJaGvrcvHiFYyMyp/Jygs8j3nvaeTd8yFl/0JMO4xD28wetVqNPDUKHUvnUus8nu183IfmeamKlRVgfB7lOYPt9I/RCHQNlcPr7Kz4utqnq+QFqGS5aBmaFz82qOHLRe80vBqPxblaraIw6SHSh9eRhlxBmZuOQYNuOHy6jcLEUFSyPOwn/kF+qB+JW79Ez7Eeph3/z955hzdVtnH4Ptlpuncpo1D2LHvK3ltQkKGAMhQciKIsBwqC8OHCwVAcgCAIIsiWLVOQJcjepYXumTTrfH+ElI6kTXcLua+Li6snZyU5Oef3Pu/z/J4XUFWom26PWRxcvp9Cl0/2ZhLpxc2Gk+FMW3+G1CwzSiqpwIXZPYvl+Na0M08XOQmphmzrmHXJCEqNTTeerIiiGWP8PaQaL6JS7KcNZa1HaFJRlS7ORVHEGB9J9B//s8y26JJRV22Ga/2urBUtD7thDepgirpK2vnduNbrjFuDbohGPbcWDKDCrc1ArXx9Hrm/P5GTJ89y7dqVbBFrAJlMRp8+/Zk2bTJnz17kf/+bT7duvZBIHqb0dejQmUmTXmfTpj/48cfVjB07gtmzp2ZaJzcUCjkhIRX47bd1TJ2aWaBfv36dLVt2MHhwf6pUqfRgfdspYk6cFBZ37kTw9NMv0LZtG778cnGmAeGMDWczrSuaTegjr+Dy5HQ0NduQcOgXIle+hcKnAoaE+5gS7xP80vfI3C21Q2q5hP8+zF4/kVH82vNILyrtkRF7KZKPWuqkU6CXIJO71ciUhgKWJi+Tu2WfYs4r9sR/QdHfu4rMMwhBePhwm94t7xEpJwXDKs7Nei33fpmBWZeCunIjvDq+gLJ8nXThLVG5YogNJ3LFmyCR4v/0+ygDq5bYeRdlx83cyClarTOJ1Jy+pUhF+oaT4UxeexrDg3aqcVnEeVrEJeL/WknarbMgSJB5BiLIlICIIFch9ymP1MUDc1oqYKkHMMbfQ6LSoAioYve4s7dHsOZ4LPr719FHXkaQq9h/Owi5VyDmtFRid3yN/t413JsPwL35U5hT4kk+t5vozZ8Q/OIy1p1KZHq3Gqxfu5SX35hN+D9/4PvMx5T39WDCjxv4bMo4psp1DBzYm8aNGzg0sHAEURSZP/9L/P19bYpzKxqNK7Nnz7P7uoeHJ9999z0Aixd/zauvTmTnzr3s2rUODw/HggteXp788cdKOnR4km7detCoUdP01xYs+IJq1arx7bffFUoBqhMnGUlLSyMqKpby5S3PWVEUOXToGC+++BYTJrzIW29NzzbYtEa6zQYd2stHMcRHIHX1SU9f9G47nFEvvsDPG/8CiYyEI2vQR15JF+g6B1JiizLAmBv26pikhXTvKS04BXoJYp0GKgoXF1vivzBIPr0NTd2OhbpPJ/knZvOnyL0r4NPzNZvCSFGuJkEjP8eUmoAyqHqmIs/Hjfc3nsvxdZ2paKMv7288ly7OsxL/10qSTm7Bs/VQ/J+cgWgyYIi7CyYDIGDWp2KIuYNZm4jU1QdBsETFFAEaXLu+hGDD197Kjz9vInrrQmQeASiCqiMa9RjjIzDGRyKaDHi2GY7/oA8QJFIMcREkHF6DR+uhJJ/ehu7madQhYQA0bdqQI/vW8uyzE2ioPsKHU+YCMLhdPb755ivGjn2TkJDyTJ/+Oo0a1S+wUN++fQ9r125iz569BdpPRsaNG8+gQc8wfvw4wsI60qlTW95/f3K6+MmJ4OAgNBoX0tLSsr02Zsx4vvlmMd26DaZbtw6MGvUM3t5ehXbeTh4/zGYz69dvZtasT4mNjWX8+Ofx8fFm5cpfSU5OYd68OQwZ8lyO+4jbswx95BUU/lXwaD4AURQRBAGzCKu2nyLp6Fp0924gUbpkejY4IrKLMsCYG1X8XGwGe6r4uRT5sYuTx/dpXUro3zC4SPK1sop/lVxCmtFMRn0QnI8ouzH2Li417PttOykatpxL4OOd90jQZRZ4qVeOUv7l5Xa3EwQBuXcwcu9HpyVzfonXZk8nKS3HV4U0IvHvDbiGdUeQSBFk8mwzHerKjXLcv5/GtiBOuXwM787jcK3fJdtromhOnw0zJkUT+dMkJCpX0m6dwavTWKI3zsOn60tAjXQP9DsVh7Bz4dv8c+Uu675fQqVKVZg7dwEffDCHL75YwOjRk3B11TBp0os8+WT+ZyRWrlzHSy+9SPnyFfO9D1t4eXmzatVabt++yaJFX9G9+2BOn97jUPR79OjhjBw5kgMHDuLv/7D/g1Qq5ejR4+zevYOFCxdy69YdPv30Q4xGozPdxUmeOXbsJAsWfENUVAzffruEypVD+eCD9wgPv8/7779Pnz5P5nq9GhPvk/rffsqN+xZBkBC+eDRJJ7fg1rgvCv/KRG2YjXfHFyhfrSl6+UNjAEdFdlEGGHPjapTtmVh7y8sqToH+COOo+K85fYvD0UNN3Y6knN+LS9VmBT09Jw6y5VwC7/4RidHGV6QsV4M7XwxFWbE+gUM+KvJzCXBTkKgz5Xtmxl0pJXTqlkfaGis/KAKqIBoNkCF1zE8j5JhXnhGri9KJE1czLTcajZhT4sBOrUHGVDVj7F2k7n4oA6tiSo3HtV4npIM+QLf9f/Qf9h/htYZjkLkgdffHf8QX7Nn2Be6BlfD3cuX96W8yevRLvPnmVF5//S22b9/Miy+O5+TJs3zwwdv5+ETgqad6s3Dhd0yc+KbNfPHk5CR+/HEZ+/bt5e+//yElJQWTyYwgQJcuHRk37iXatu1gN9e8QoVKzJ49jw0bNnLs2ElatmyS6zlNmPA80dGxdO/elT179uHh4Zn+mkqlomfPvqxevYrfftvEjh17qVixPNu2rS60tB8njz7ffPM9X365jFatmrNhwx+o1Zao8I8//pyn/QhyNaLZDKJI4vENqCo1QFOnA0nHNxJz8zQ+PV9DU7sD8waH5VtkF1WAMTfsTETaXV5WcQp0J1yY3TObbZE9ZN7BmC4cKIazcmJl4b5ojCKY01JI+W8/uptnECRS9PevW/zMocgi5J8NDst2A7ZYeJ7Js3Wnu1KaqTFPcVtjebnIs+V9Z0QlLVoRldPxBZkcQabAmHAP+QOHJFvOSAOWXuVazEOXnSo+MtaPCc20jtFo5OrVG1y8eIUvv1xGgIcSU5XcO40qK9RB1GtJPreb4LHfAuBXqQYHL52jaqchxOwbh2ujXsi9yuFSozV+/adhuH+N6K1fMGbMeCQSKUOGDEetdqFnz76sWxdAs2YteO+9N/OVm92rVxdmzfoUT093hg4dTKtWrfD29sHLy5sTJ/5mzpx5NGkSRrdu7XnzzRfx8HBHJpOSlqZnw4atjBkzBrlcztNPD6Rbtx40a9aStDQdN25cQ6PRkJyczOeff0pExD2qVnXcKvLdd99g8uSZdOnSkT179qPRZLYlbdCgAcuXr2bbtq2MGzeWDz5YwDvvTMpTUaqTx5PUVC0zZ/6Pixf/o1Il+3UljiBVuyFz8yH865EgCLg16o1L1Wa4VG2GWa9DolAhFYQSE9lFxYwNZx+ZoI9ToDtxWJwDiLoUBFnmKduwuRc5NaXo884eVyISDERtnEdqloFR4HOfInX1RurinmMOsiNkdDHZu3cvN4a1t7uu9YaesVFETljdWkKnbrH5emFbY2V0SnE0oFIcLi7v9anD5F9PY7AxWyUIElxqtEZ37TjyRr1tbG0hqxi3xdNPj+b69VvUqVOTZ58dzvjxr/HepvOZmnq0qOLFjRhtuptMfEoad5e9jDHxPoJUge7WaVzrdiIxzcTHu27i0nE8klpdSDm/l8Qrv5N8ZidujXujDm1GwHOfoLp7gpUrl/PWW1N4442JvPHGFGJjo2nduplNcS6KIiaTiaVLl3Po0HHOnbtAYGAAnp7ufPbZLI4d+4fXX3+HlJRUtFodixcvIyrqPvHx8cTHJ+Lr68OqVYsJC6tr8zMYP34UL700kkOHjrFlyy5Gjx7NjRu3MJvNBAcHodPpMJnMPPvs0xw6tBk/Px+b+7GFIAjMm/cuo0dPYsKEcXz88QICAh7azr744su8+eZUfvzxe3r37sXcuQsoXz6IF14Y5vAxnJRNbt0K57vvVvLXX0f57LMPqVevtsPbiqLIunV/IJVKCyzOBUAEFEHVkLr6oK7SmIRDq/FoOQiJ0gWJwtLgbkjzCgU6TkmhlkvsBogeJatFp0B3YtdT1BZpdy+g8LXvqOCkcBi76ibHbuoAi7tH6oUDSFw80dRqi7JcDZQV6iBz8y204+lMYrov+Rv1jPzpQBQia/Oh3Dq7FYc1VtYGXY6iM4mZLCCLAls5mxlrQAzRN9HUzH99hyiK3Llzl9jYeP7770L61Dhk/66ysuFkOM/87IZvq9eR+1YkcuUUXOt2Aiz3h3KeasKxdI4VjQaSTm4hbve36COv4N5sIDq/Otw/vZbUVC3Tpr3H8uUr+eKLz4mKiiE2Ni5TwWRKSioVKzbk3XffYPHin7h/P5p//vmbe/ciefXV1+jS5Wlu3boDWJoMSSQSFiyYyciRz+Tp8xAEgdatm9O6dXMAEhOTcHXVFEokWyKR8OmnHxAS0pgff/yZvXt30a6dpXg+LS0NpVKBSiXj1q0b/PDDF3Tv7iysf5RJS0vj3r0oBg16leHDn6Fu3TqMGPEK//yzK9dtTSYTBw8eY/nyX7l48TJ//PF7gc+nnKeaOzGJpJzbS4XXViNRupAW/h8p/+3DLaxHmU8vnDOgvl1HrkfJatEp0J3k6YLW1G7PvTXv4lKjNcpyzqh5UWAV56bUBCQqVwS5ConanfITfiw23/L8pJ7kJgKLwhorY7S8nKealDRjvvPjs/q0FwVZp5OtgyJDfCSGqJuoKjWwt2mu7Np1gOTkVPbv/yuTOHf0vGSeQYhGg6VJkfLh9iZRzOTYIMjkuDfthzq0CTHbv8IQdxdPv6AHrhNrmTdvHnv2HKBlyza0atWS1q17c/z4TjQayz7n776P2Wxm5uwvQBTxCihP1arVqV+/IT//7EejRk3p0aMTX3wxGxcXFxQKOTJZwR9V7u5uBd5HRsLDIwkI8OPFF0cTGvqwoDchIY6KFcuzZs3v/PffwUI9ppPSR0JCIv37j2DChFc5fvwY5879y/PPj+b77z9n3bo/2LXrAP/8c5qoqFief34IPXt2pmFDy33SZDLRs+dQtFodvXv35PvvV+DqWvDr1Pp7lWo8MeuSkShdcKnRGu3FA8Rs+7LA+y9p+jcMZtKaU3Zzzh+VNBdnUpyTPAkkRUAVXOt1Rnv9n0zLw+ZetNnV0kneOXwugpQLfxG58i1uze9HxPev4NluRLE2FYK8zaw4gr3p1PxOs1qj5eEPUlnC47UFdmq5fD+FkCmb0/9lbfhR2AxvYXEoid44D8+2z6Zbnbnlw/hj5cpf8fHxyVS4mBckcgW62+eI2fo5UteHKR+C8LAzccY7hdw7GP+B72IIv0DXxpXw8/Ph559XsmPHbiIiwtFoXPnuux+pUiWEr79eBlg82TecS8OjzTBEQxrlX16B27Nf8dGOawDs27cHNzdXZs+eiq+vDy4u6kIR50XBli076dq1E++//1Emp5nKlasyceJrqFRKTpw4XYJn6KSoMJvNLFjwDUOGvEiHDk/SqlVLqlatRuXKVdm0aSNRUTF89NHnfPnlMtq0aceKFT+ze/efXLlyi0GDRqfv58KFKxw79g/r1//GRx/NLxRxPmPDWd5Yc5rUND0IUsxpKQS5y6jtnozaRUPlKZtpPXc3G06GF/hYJcnQ5vbdnQr72VVSOAW6kzwLJFXFeiSf/RNjUnS215wivWDM3h5BzLYviP59Lt5dxwPg3rQ/bg26Ffu5FPZU4az+9RjeomL6gFAqCAxvUTHfkQ6raCxKVhy5VaQivUklbwTAGBeBS/WW6cuT9JaC0LzQqFF9YmJi830urXsNwhBzC3XV5nh3Hpu+XBRJT8WxXhFeLnIEoIK/FzWqV2bDskUcO/YPHTp0RCaTERhYDrCkgvz88yp++mkN69dvZt2pRADk3uUBMMRaRMKKI7eoPGUza7QNCawUym+/bc33+ygOdu8+wHff/czbb0+1+fpzz41i1KgRDBo0ppjPzElx8Mkni9iwYQujR49m2bJlLFy4CAC9Xs+SJd9Ts2Y1Ro0axbFjJxg//lWaNGlGgwaNkMvltGnTPH0/VapU4rXXxtKqVSt27dpe4POy1pOZRJGUc3uQeQYg9wvBXXuHgxtWIa3dJT2YMXX92TIt0nN6bjwqaS6lMzThpFixXuiOFPwBqKs0xi2sB/d/eRf/p99H5uFf1Kf4WDB7ewQ/rduD9urfAOiun0SicsW9xVMldk6Vp2zm+oMiz8IgtzSYvFAcLaXBIh4Le7p02NLDHLz6UEy7NuzB3e8mEPDM7PTUsWsxRnp8fZVX2vnSs45Hjvu7ceMWn366mO++W5av89lwMpwbBBL03Cd214k/sBJTajwStTtxei0dyhu5des2/548i0wm49ixwzRsmN2qsFKlKmzcuJEOHTrhPnIJEpUrLtVb4t7iae6vfQ+fXq/jEtoUEbhx+QIR5//Fb+bsfL2P4kKvN1C1ahXq1Klv83VXVze6du3Or7+uK+Yzc1IcdOnSjkWLfuDWrVtUr14rva5Br08jMTEBN7fsHWqvXLnE2rW/sXjx/7h06SrVq4eiVqt4//3JtGvXkuHDn+P48eMEB+ctYGarWD8t4hLx+5fj23cymI3s+nwqnh1eQFXhYVG11mBi/vaLZdrB5VHvKOoU6E4A+8LJmiObFffmAzHrU7m/7gPKPZ85p+18pI7cTd2cZGXtyURUFeuhqtwY3fUTJB79Fd8+byJVO9aOvCgozXEIe62mi4INJ8ML7UHW5ZO92brgebV9DjEtlbTw/zLVdkQkGnn3j0gAuyJ9/frN/PDDagYO7IeXV/66V2acjTClxCEa9Ujd/dJ90s1pqSQcWo2qUj0Uajek7n707VuPt96aScOG9Rk7drRNcW6lYcMmNG4cxr83T6Gu0QZ91A0Sj6wFwBgbDqFNAZD7VMCtcR8mj36BHsd+x9fXcXeV4qRDh9a89tp0pkx5k06dOtGpU7dsxac6nbbUpuc4KRgNGtTh228/5eef1zN//if8++85YmNjqF69GlqtjsGDB1K7dm1GjHghPeXM3z+A3r27M27cmwBMmvQS77wzCYAOHdrw3HOD6N7/adye/JCIRH0mT/KstTYdavqx50JU+v3PapsomgwkHFxN0ulteHceh6pCXcxpqZjTknGt0yHb+yiuIEdRMaR5BZsOdDllBWS9/1bz1xRp3VFBcN49nOQLQRDwaDmYlHN70N06g6qi7UiSk7whyBT4dJ9A+DfPI1G7o6ndvqRPKVeyPjyKq5ucrVbTVnuxwqawIk0bTobbbFENYEyOwZgUjSBToL3+DzJ3P8v3X64G0zZFMm2TRah/1CcwXax//vkSfv55PRMnvsbQoc9y8uSpzPs0Grl3L4L79++RmJhIcnISGo0rgiCwePE3XL16DVEUuSStikTjifbaP+jvXgCZHEEiQ1mhDp6thiDzLodPz4kk/7uL5FPbUFVqgEwWhsFgZM2atVStmt2zPSujRo3i7Q8XIFZrSez2r5D7V8an63jkfg89yAWpDO+Oo4k1m2j41Lv4dH8ViQADw9yZ3i0o12MkJCQik8nSC1KLCqVSyerVS/j99228/PIr1K5dkwkTXqZy5VD8/QO4ePEC58+f5+TJs5jNZqcH+iNI+/atadOmORMmTKFixYp8/PHHfP/9FwQHBzF//pfMnDmbmJgYZs60NJBzd/dgw4Y/uH37BgqFkrp161G3bs30brt1ew7ns+834XnmGOqQsPQ0lCm/ns7USDA8XptJlBriI4n4bgKauh3QR1xGqvEiaNRCZK7eAIhGvd33UM5TXRQfTbFx9FpMnpbbCo5YzQFKI06B7iTfSORKvDqOJnbnIoJGfpFe4AZOb/SCIHX1QVWlMXKvciV9KrmS1dYwPF7LxF9OMfGXU7grpZyZ2T1bOgcUju94braFhUleIk05DVjmb7dfo6EsVwtTcgy6G6dQhzbDlBRN1O9zKTd6EaaUOOJ2f4vuximGfyZFKoBaDj4+Puzfv58KFSzWp2azmUWLFvL77xs5e/Zf7t+PwdPTHV9fH1xdNbi6uhATE4dWq2PEiME899xTmEwmRs/+hZS4u2jqtMfvyakY7l8ncsVkUs/vw6PF0wiCBNd6nXCt1wljYhS6G6f47LOlqFTK9GPnxjPPDOe7777l7KqJCFIlcp/yKINr2VzXs80w7i57mVufDgJgUZ32JMeNJky4xuTJ7yOXy6lePZQFC2ZSu3Z1tFodhw//zYsvTkar1ZGcbHkIx8Vddvh7yysNG9ajYcN6TJnyKvPmfcmMGTO4fTucmJhYKleuRK1a1Vi48COnOH+EkclkLF78P5KSkrl4MRIPDwndug3CaDTSpElDGjZslGl9qVRKSEgo48ePRq1WotU+vK98fTAedY026G6cRB0SBuBQjU3c7m9xa9wH0aDFtWEvXOt3ydS5NvnMDlyqt0Qtl2ban1ouZXK3svmMtt5j7d3v7QVB8rq8pHEKdCcFwqV6K5JP7yBuzzK8Oo3JdGNwivT8IUikuDfpT+LRtUV6HLVcypwB9ez6yYIlIl1z+pZMEZyM4jqnQs3ENJPdFCmdSaTm9C2FItIzRrZbz91dJCLd0UiTrQHL1PVn0881J6Hv0XxAtmXG+AhufzLQ8voTw/HpOTH9tRZVfPj5pXbodFq2b9/M+fPnkMnUbN36OwMH9uLjj6cTGOiPQpG7JcyC+TX4YOs9dEbL96wMroV7swGYDWko/EIyrStz98O1fheO//EJiYnxKJXKXPcPFjGza9d+Nm36jQMH9hEW1ohpJ1KQKDXZ1pWoXAkeuwTRZMBsSCPx6DoWvzyYShWCWL9+LfXrN2Tt2tX07j3sQdMhE+XKBfHDDxbXjG7dOmMyFW0BsRWVSsm7775RLMdyUjpRqZTExsbz3HMTeffd6bz44is5rt+7d1/27z/IkCEPf/ORiUYkciVGXXKO25r1WowJ95G5+5EW/h+GqJv49X0bQWa7WZ0h9g6KgKpoDSa8XOTEpxqKdaazsHG018WjYLXoFOhO7OJIhbcgCPj2ncy9VdOIP7Acr7bPZXo9o6uLU6zbZ+yqm5kXCALGpPw7cjjCnAH1MgncylM2Z0oPEQClVMgkziGzuC5IDmPW/RYGk7vVYPLa0xjsGeRmIcBNwdHpXewOJDLu1xFsDVgyFmPlNcpvdTsBSLtzHtFoQDToUPiF8Fd8ZZYuPc8HH8wiJKQitWpVp1+/gfz88yKH92/FmjKzcF80EYlGADR1OxLxw2t4dRiFRK7KtL5EsDi0eHp65+k4EomEfv0G0q/fQLZs2cjtz/qhrFgfmYc/ErkKQa7Co/UQJHIlgkyBIFMgUWrw7jQGr44vcP3jPun7mjDhNfr168/atWu4fPkS33zzLb169cNoNPLGG5OYNat0F5o6eTQwGo08+eRInn12FKtW/ZzesConunXrxaBBQ4iKisHf39JwLtBdRnTsXaQu2WtNkk5tI+W//RhjwzHrkpC6+WJKjgERfPvZF+eiUY/+/o30/go6g5lPB4eVSWFuxVH3rpVHC7+4v7hxCnQndslpOj4jUpUrAYM/JOKHibhUbwX1Qmyu54yo2yZj11CzXofu1mlid3yDVyfHLNocFZlZsaaiWLnxwK1l79693BjWHrBfJGwV18VZqOkI/RsGM3PTOeJSc/dDd1dKOTq9C2B57/be62cOPNBym3K1DmRs5c3bw5gcS+KJjZQbvQiZZyBJp7Zamo4ovNDePEXi8d9Zd7s8q1cvSW95f+JE3qwZM9Kzjke6UA+be9EijhVqBFn2CLlZfDhbYXVSCM5jVE6pVFIhtBq3r54hLeMLEilebZ/Ntr4sSx+AS5cuUKNG5hSZK1cuIZVKiYy8R/36jrdZd+Ikv3zzzQ/cuRNB9erVHRLnANevX8XNzRU/Px9u3Qrnyy+/458N+zGlpRI08vP09USTgfi/fib10iG8O45B7lsBqbsfICDqtZgNuvRcc1NqAmZdMqIxDXNaKtqrf5Nybg+qSg3Q1LGc16Pg3OJoUMiWIV01f43NdJZq/hpuZl+9xHnsBbqth/KNQrSVK8vkJToqdfFAU6c90RvmYGzyPkn/nEZTp0O26WunSH/IlnMJmSKWSae2EbfnO5RB1fBqPwpNjdZ2t7UlGnMSmY4QMmVznq/9yd1q5JgiUxLEOyDOwZKCk5H8/u4dmXK1psjYypu3Ruczfo6iKBK78xvcGnRH7mOJors37kNW1hXRb8kQF8G9n6fg0XJwprQ1KwIPvdGtNmdZ03lyo1Onbty6cok1R67y3uI1xOslCEoNcl/bDUiyOjNUrVqdMWNGsmnTFtq3f4Lx418mNLQaAJcuXbR53k6cFDZdu7Zn//4j/Pvvv2g0apo1a5nrNt7ePsTHJ9C+fX9u377LCy+MwLvn6yj8KiFILdHwlP/2E7fvR+Q+5fEf+C7aa8eJP7wWQ/RNRIMOBAkV3/gVURRJPLKWhCO/ItV4IMiUCDIlqop18R/0IQq/zDUiZd25pSBBoZ2T2tt1cRFKYZbaYy3Q7YmZ/AiVskJujhtZ843zgmfb53Cp0RqJ2p2Ui4eI3bkIjzbDcG/SL1Pr8MddpG85l5DuyCGKIin/7iLp5FbM2kSCRn6ea3FoTtfm8BYVbdpOFRX9GwbnW6CrpEUjoIo7qu/IlGvGFJmsefNgiUaD5XpICz9P/L4fEU1GPPpMtrvPZpVUdl8rKOa0FETRjCiKiKKYTezau0PkJ0I3qEUog1pYGv7YqyHQKKTZpqslEglLlnyfbd2jRw+xZs069u/f6PA5OHGSX2rUqMratd+ybdsxPvpoFhs25B4k8fb2YefO7chkMgatvsNaqSvKQMtroiiS+t8+ojf9DwCp2o27378KJosbi0ut9uhunsKsfxAl/3c3xsQoyo3+Gpmbb67HLuvOLXmZhbRFabVUtIWzvNwOBYlEllZstUbP2E2sIOIcLPnoysCqSFQaAod8RNCoL9BHXiFyxZsYE7N3HX0cGbD0aro4B0g+vZ2EI2vxfGK4Q+I8N2b1r0dAfvrEF4D8DGYLw8XFHpO71UAtl+a+IhRK22tHIlK5Cda78Vr0964RueJNYrZ8hmu9zgQOn48gs/1dNqukYskQx9xT8oN/SDW8O44h+cwO4g8sxxB31+FtCxKhs/XdqeVSZj/peC7pxx/P4dVXx6Tn9jpxUhx4e3uxd+9fXLp0waH127RpxzMb4pGoXNOXpV79m/BFLxD/18/4PTkNRVANTNokBES8u05AovYg7fZZBIkU707jiNuzDIlSQ+DQuQ6J87Ls3GKlf8Ng5gyoR7ADA42a07cUwxkVHY91BD03HrVIem4FbIVdtKfwr4LfgBkkHFhB3K4l+D05Lf21jMWjGXmUI+tjV93kWowlncWYFE3cnmWk3fkPvyenogzK3UcacOimdHR6F5vWhkWJ9XdS/71t2VJHrLQO9WblmNynfwtK1jQSsB/xzThQzbhtXshvxD7jbJYx5jb3176HZ9vn0NTtiJAl3zqj93lx8HaXAN5Ja4cisCqJx9Zzb+XbCAoVAgJK70CkQbXQ1GyD3Cd7QxBbEbq1a1exYsVy7ty5S+XKlahevTrjx79C+fKZ01nspQA5+r2cOXOSgweP8OmnH+TjXTtxkn+kUglvvPESo0c/z549B5BKHQsSZESiUCOa9AQOm4fM3RdV5Ubc/mIoEoUL8QdW4NHiKWSegci9yyP3KY9bg6552r/VGKCsk3EWcsaGs3ZnjXUmkWFLDxfLc6cocEbQc+FRiqTbi2w5GvHKz2BFEATcmvZHd/M0ppS4XNe3J9wfBayFoGnhF4j88XVknoGUG/2Nw+IcHHcTWTmmZaGkkNj7zu0tPzOzOzfm9qJ1aGZ3j+IS51b6Nwzm4JSOXJ/bi+tze+GuzPlhaR2o5of8RKSyzmbFHlyNW9P+Fg/jLOLcTyMUqzgHS8Hoh70D8QuugE/3Vwie8COVB03jw88/YdyY4Qi6RO6tnk7ED69l+l1njdCZzWaee24I06fPoFevTnz00TS6dm3LrVvX6dy5Ex9++C6HD/9FVNT99G0yfncHp3TMk6D4/fff6N+/Bx4eboXzQThxkgfGjx+FXq9nxoy387W9qkJd3Bv14e6yCehunUF37R+UgdUIHvct3p3H4dawFy7VWqTXpeQFqSA8EuI8K7k5tRy8GkvrubsLZba0uMk1gi4IggrYDygfrP+rKIrvCYJQGVgN+AAngGdFUdQLguAK/Ay4AsNFUbwrCMJIYBkQJorimQf7/RfoLYrijcJ/W4XLoxJJtxfpy0tOmvVzyGrJlxNStRsutZ4g8cQf6e4M0Vs+Q5DKUARWQ1OrLRJF2c6LsxZ8RiYaCXSX8Uo730yiasu5BMDS9e3++ln49HgVl6rN8nycvNxgL8zumacBZl7FeE6UtojFmZndc/0s8puakZ88/IyzWea0VHTX/8Gr/ahs61XxkbF+TGi+zqugZHR1sWB1TGlMozZt+WLPfc6t/5LEQ7/g1eVFmy4uO3Zs4ciRY+zb9ztqtSVnvnnzRjz9dF9+/30bu3cfYN269Vy7doOxY5/Hzc0NqVRO69atadWqbSaP9ZSUZLZv38Ldu3fx8fGhQ4dOBAY+TAlLS0tjzpz5rF//QxF+Kk6c2EcqlbJ8+Vd06zaIRo0a8fTTQ/O8D/eWg0g6swOJ2oOEI+twbdANiUKFptYTBTq3rEXWjxNW3ZNxtnTt8VsOzTKXpAZ2JMUlDegoimKyIAhy4C9BELYCk4BPRVFcLQjCIuAF4BtgOLAYuAW8Ckx5sJ87wHRgsAPHLBby4nrxKIh0W8UVGSNeKhue17aoOtVxcW7FvflTRP40CbewHkjdfEi9cADX+l3RXv2bhL9WEjBsHnJPS5XMgKVXS0yUOMKWcwl8vPMeCTrbn0JEojFTa3YPlZC+buLRX3EL65EvcV4UBHuqOTjFMWuw4iC3IuaipKiKp2zVBGQcKKf8tx9VxXrI3C05pEWdX14YWMV71OB36dhxAPqfXiCoVXPiA3sTVb4ffn7+AJQrF4xWq0OlymzVKAgC/fv3oH//HgCcOXOOdes2k5BgIC0tjUmT1nHt2k06dmxL37590Wp1LFjwCeXKBVK5ckXu3Ytm6NDnaNSoAV26dKJy5Sps27aVwEB/mjdvlO18nTgpLvz8fOjduyvnzv3L00/nYweiGUwGYnd8hVmbhEuNVg5tJhPgyhyLRpmx4Syrjt7GJIpIBYEhzSuUeU/wnLBnn2gLrcHE2+vOkGY0O7r7EtPAuQp0URRFwNraSv7gnwh0BKzDwx+B9x+cnBQwP/iXcY79D6CtIAg1RFEslDyGx+0iLCi55XfmFHHNKDKM+UhVl3sG4hrWg/h9P+Db502U5euiqtQAl2otuP/rTNLC/0sX6NY87dKGVZjHa80YE+5hSo5FonRBqvHClBKHWZeMMqhGtqYRGYW8/v51vNq2LbZzzm3QVZoKhnLrwlnUFOSzsDfYt3rUZ8XqHQ5YbNWkD68ZaypUWcDPz4czZ/Zy8+Zt9u8/wq+/ruXVVyfRsWNbXnttIitXrnCoWLN+/TrUr18n07L796P58899rF27BqlUyoIFM2nf/qH16IcffkLdujX5998L7N+/h9q1q/L55x8Wi72iKIokJ6fg5uaa+8pOHis+/ngh3/20Do9eb/HDlM05apPWod7ZoriCRErgs/9De/U4mrqdkMhz7tQ7vEXFbPue1b/eY6WFdk5qnyeTizyI8xLVwA4ViQqCIMUSwq8KfAVcBeJFUbQqqTuA9Qm6ElgFqICM3SbMwDxgGjAip+NpDbZbhGeMYGctDDCJYvrfj9OFmVdsWbxl5MbcXjSfvZN7Sfr0ZfZERl7xaPEUd5eOI+3uReQ+5Um7fQ6Xai3Q1OtM4tFf0dRuhyCUXFnEE59cJEkPotmEKTUBqdot3ZM2I/dWTSXt9r8oytVATNNiSolDqvFEkKswJt7Ht+frSN39SDq5BZm7L+7NBqTnFct9KqKPuoGqUv1ieU8XZve0e+NypAFPcZJbEXNByS3KUtBj5GWGzZShi4YiMJSEw78U6NgliSAIhIRUJCSkIs89N4iUlFSWL1/D2LHjaNy4AevXf58v0ezv78vQoQMZOnSgzdffeWcS16/f5Mkni8YNyB6LF//I6dPnWL9+Mz17diExMYkff1yIRuOS+8ZOHnn+iVVhUHggyi0zcjlpk5VjWtrUOjJ3f9wa5n5d2xLnjysXZvfMZo4gl4DBcS1ul+LWwOnHFW21W7J/kp7Ab8A7wA+iKFZ9sLwCsFUUxbp2thsJNAEmAueA7sAm7OTfhIRWFd/4YIHD55XpWAjUDXZ3eP2z4Ql52n+94OIt1iop4rUG7iXo0JvMKKQSAjxUeKotYjW3zyxQDZF20nnN2iSLoHX1xpgYjczVC4mLB4aYO0hUrkg1noBl2FkrsOh8nrNy4Z4OU5rOEgnXa0EQQBQRZApEkxGJSpNuY2WIDbdEzl2ztzkX9TqLJZ0gIHXxwKzXIkjlyDwsU/7mtBRMyXH5KvKB4rn+kpOTcXUt/shgTtdVYb3voj5GTr+bjFyMTEJvsjw5jPGRIIrIvILSX6+dz2s/NTUNF5ecI26PCmazyJkz5wgNDUmPZKel6dFqtXh6Ft3v5NSpf9FoXKhUKYSkpEQSEhLQaFwICPAr8L4fp+/vUcP63Z2P1GFKjsWsT0Xu/fA+b9Umd+O1xKYYEBEREBDznDD6kMdFj+SXeK2B8Dgt5gw6VyIImf628urw/idEUWyS0/6KSwNbyZPNoiiK8YIg7AFaAp6CIMgejCDKA7mWxoqiaBQEYQGQY4mzWYQFZ/PvAGltU+4II/Po0pKXfZdVNpwMZ+qus2gNEqxGP2q5iTkDatO/YTCjp262m+YyvEVF6nnG8HT79jT8YEe2luui6EnyGUveuUuN1miv/o1bwx6oq7Uk4oeXKD/hp4cFo2eNRWYvt+VcArO23SPVYGnEknz6T+IPrMCr3QjU1ZojVbtjTIrBGBeOVONN/MHlaC8fBYkEUa/FtX5XfHq8amPPrpj1FRAkMgSZHLNex/1fZqCu1gKPFk8hml0JXzQR375voipfx8b29imuGoi9e/fSvn37YjlWRqbbaVIT7KnmlUL63eX0ey/ob9vW70ZAz7AWgdmiXPEnw5nw1SZi//wGBCn+A99BuGO55zWrpOLZXvnLQT9x4iqNG5fe+o3CpmtXSw57XNxlALy8qiGVSomOdsyLOj8sWDCf3r370qOH5diXL1+kefMWHD68pcAi/XH7/h4lrN/dC3MvknTyOGkRl/DtOTHTOsM1Pg+i6Xm3YLTF46BHCoqtuqb8NtcrLg1sJdd8AkEQ/B6MGhAEQQ10Af4D9gBPPVhtBPC7IwcEfgA6AwUPN9hAamMqNWTK5mz/rJT1ws+iIKdUA7AUoshszFgPb1GR61HJnA1PIGTKZuJSDUiyrCcIAm4NuhL47Hy0V4/h1qQv8QdXo7txEk3NJ7i/7gPMaanp60/bFJnugFJYWDt5pujNJJ/ZScR3E0g+tZXAYR/jWr8LUrVlBkbm5oOqYn3kPuXx6/sW5V9eTvCLy6j09h92xLkFiUKdnocuUajw6fEaiUfXWd6/RIpXxxeI3bnI4fO9MbfXY3Gd2mtSU5h58lmvx9yW5wVbvxsRWHHkViZrL5PJhOT2UZLXTcO1Wgv8n3o3vSFRWSgQLU0sXfoJANu37+HevSgApk59rUiPOXz4Uyxbtgyz2TIDUq1aDZ5//lneeOM98jIj7eTRRExLJvXiIdQhYZmWSwWBVUdvF9pxslrZOrGNLdvW4S0q5r7hA0pSAzsSpg4CfnyQgyMB1oii+IcgCOeB1YIgzAJOAt85cmYPbGi+AD53ZP28ktVKyF7Roy2R7oijy6Pg5pIbjvilW6vFM2LN/2qRIVhoFkEpk2QqyhCNerTX/gGJFLlnED7dXyFu3w8Ej1lE7M7FRC5/A03t9ri3HIQgCCzcF12oUXSru0rsjq/RR1zCu8uLKCvWyzVPVqLMX46pKSUOmVdg+t8uVZsT/cf/MBvSci0AepwoaJMaR/hkUJjN6Mkng8IKvO+cbBrf33iOBp5annvuWY4dO0FAgD+rf/6ali1znFF1kgsDB/ZmzJhJPPPMWJo0aQDAN998T+fObWnQIG8zVI7SrVsH3nlnLrt376Bz5+4MW3qYv+hIxLFNVOr2Fi279WL1pHbZ7ifN518kYw8vpRSOTi49RdpOCs6VK9eJWDIGiW9l1KGZnbpaVPEqtOZxxd1X4lFjVv96XI9KdvT7KDEN7IiLyxmgoY3l1wCHvOJEUfwBy6jB+vcXwBeObJtXVhy5lT6dnBcLxbxgXf9RFer59Uu3d7FnrZg2pSYQu/1LlBXqoqrSGIDkf/8kZvvX+PR4Fd31f4jZ9iXq0CYoAkKJSCw8V5fZ2yMA0N05j+7GKYJGfVHkHuwSjSemxGjMem16dF1VsQGpF/7CtV6nXLffcDK8VBVzFiW5FTEXxv6haAYBOXUUjUtKpWvXrgwdOpA1a5ame4I7KRiCIPDXX3/Qpk1vlEoVV65cYv/+vTz//Gvs2fMb7u6F37BIKpXy7rtv8PTTz1DzyVeI8G+BIJPjN2AGSX9vYNfn06i7sRqHNi7Ew8MyG2cV59YaFJl3MGkmgebzLzpF+iPE+PFvE9zpOcTaPbK9diNGm8m9KS88qlqjJFk5pmWm9Bd7lKQGfiQ7iWZNYynrxyluijrVQObuR+CzCzAlRnF3yViSTmzCr+9b6O9eJHbHV6hCwnBvPoCoDXNIi7gEFF6H0XWnEgEwxkWgDK5ZLA2SFL4VUYWEkXBwVfoyt7DuJJ/diSiKxB9YQeSqqdz835NE/PQ6Jl1ypu3z2+HSSdGw4WS4zc50Of0+Eg6voUaNqrz++jinOC9k6tSpQb9+3enbtw+hodUYNWoMHTq047XXphdZykm/fj347bcfOLb6CxIOrwEsVrLeXV4keNwSkuQ+tG/fnyVLfuLSpavEXz5B5M9TuPPVCO6tnkbMZktqTpopp6M4KUtERcWgUqkQa3Wz+frdeG2+mgXl1gXZSf7JmP5SGsl/JWYRopZLSSvpk8gDj1raS1FEGd2VUhIzPI2U5WpQbtxSkv7ZTNLx30n5bx8+PV8jZttCtNf/wb1xHyQqV+7/OhPvTmPQ1G5P2NyLnJpSsEGC+cHzWpDJEQ3Fd5V5dXieu99NQFO3Iwq/EGQe/pjTUhH1qSQcWm05J4UafcRlkk9tw6PFU+nb2ovKOsk7BfVaz2n7tcdvZVvfrNcSvXEeptjbzN2/prDehpMsvPHGSwwePJaXX56Ii4uGhQu/oUmTRmzatJ2+fbsXyTHDwuoSNPIz7i57BU29zpiSolEEhCJI5Xh3HseXTxhZu3YNCxd+S1yaEo8WT2FMisWUHEPymZ0WK1cXD1otuITWYPHyeKOekRcyBCOCMnQlnr09grUnE9Nfc5ELzOgeUCRF9E7yRnh4BPfu3WfQxNl8+rfWZpS8nKc6fXY/o0V0TghYuiA7eTwplRH0rIVWToofW4UVuWGvaKV1qDcf2PBqFQQJ7o37UG7sElzrdCBq/SxcG3Qj5eyfALjW6YDctxKiuRCMTB9gLQZUBFVHe/0Eorl4rjWpxgvPJ4YT/fvHGGLuYEyKQap2Q6LUUOG11VR8ayPBL30PgLJ8rVz2ljdmbDhL6NQthEzZTOjULczYcLZQ91+WyK0AOr/bT157ymaKV8KRtUjkCpasW0/58kHZXndSONSrV5vmzRsxY4alaZ9a7cLcuXN477153L59t8iOK3XzRTSmkXh0HZE/TSJ+34/pr/Xq1Y8ffljJ7dt3Kff8l5j1OuL3LiPt7gXUVRoTs20hicfWE33+CMbkOJv7j0g08sHWe4xddTOTOAdI0ZuYtimSdp9dKvRCeieOI4oib7/9IW6ePnx1Ms1uCkt4vJaQKZsdFufV/DWlNrLrpHgolRF0J2WTlWNaMmzpYeB++jJrMUvrubvtbicIEtwa9Sbh8FpUFeqQeGw92hunUIeE4d6oNzE7vkZ75Sg+PV4lbO7FTFGlvDIwzJ21JxNJC/8PZbka6Q2EigPXsB6YkuOI3vwJglSe3sJZonJFd+cc+ogrVJi0zmbhaH6dh5wNvTLjSAF0fra31wxDd+0E02bOoF/DIjGtcpKBefPeo2XLHowc+Tz16zekV69+/PXXASZPfp/Vq5cUyTGbh7gQW78rScd/x6P1UNLC/wMyByvMZjMJh9eQdGorLjWfQO5VDtewHqReOIAxKRrt9ZPERF5GkCkwfPQhsTu3IvMqh2iw+GmbtEncNptANGM2pmFKjrP4bOuS8Go3ApoN4IOt9wCc0fQSYNGiH7hzJwK9wgOtwUTq5aOk/Lcfrw7PI3Pzydc+S1sTOSclg1OgOylUVo5pyd69e7P5szokgCRS0sIv4NVxNPEHlqMOCcOlRitUlRsR++diov9YgF//aUQkwow/LE4seX0gNSzvwtqTiaT8uxvXsOLtQCgIAh4tn0aiVGPWa3FtYMlVFM0m7q202KKqqzRC4pNznmJeUqrs2XqtOnq7RAW6LW/a4ngg5bcAOrftbWGIi8CYcI8R3R6/gVBJ4Ofnw/TprzNs2FAOHz6Gq6sbr776OqGhVUlN1eLiUvj1JkuGVOIF/QTWn9yC7sZJlMG1MjlsmEwmXnzxBVIvHiRw+P/Q37tC/IGVeLQZinuzJ9P3I4oipsQopBoVMs9ASzM0hRqZVxAKayBBkCDIFEhdvZG5+iCaDNz7ZTqCTAmNevHh1kinQC9m9u07xKefLubQoUNsPfofKef3Ebt7KXLPIFLO/olHq8H52q9TnDuBUprikhuPUr7344IjAsi3zxskn91J4uE16O9eJPLnKZh1yRYv8W7jQRS5t3oaxuRYzCK8vyUyz+dhtVhMu3sBVaX6ed6+oAgyBe7NBuDZZhgS+YNiQUGCqlIYACn/HSjQ/rMWMNqbbs2Pk0BhYc3jDo/XIvIwjzujV3hRUdACaHvbZyUt8gqRy9/Ao82wIu1q6SQzI0c+Q/36dRg27BnMZjPBwRXo06cH/fuP4ODBo0VyzO9GVOfSpSNMG9uHxGPrEfd8Qs+eXRgwoA+dOrXl33/P0fPtT5G5+aAObYbUxYOYrZ9jSnmY1iIIAjIPfyRKF9yb9sen60t4tR+Je5N+uNbpgKZWWzQ12+BStRnKwKpIXb2QefjjP+Bd4g+twqRLRmt86FLlpGhJS0tj5sz/MXbsG6xY8SNVq1ZHhonYPxcTMOhDzLoUlBXzNzB36hsnVspcBN168d6Y2+uRdFB5VJncrUam4jpbqMrXIXD4/0g88iuGuLsgikRtmIv/oJkIUjl+A98h4dAvRP40icBh88DDnx5fX81zuotoNCCaDOkNibIiFQSuzumZLT2kqBAEAd++k7mzcJjD29iyXrRVwGgPWw29iouc8sCLOnJU0AJoe9uvPX4rPQfdrNcSte5DfLq/TPsuHYvmjTixiSAIvPTSSJ54og8pKcm4ubmzYsUvrFmzkmHPvUZQ30noAhoQWIA0OVv4+fkwYcLzJCQkUa5cAEFBAeh0aej1Bnr37oKrq4axq25y7KYOv/5TiNvzPeFLxiFRanCp3hKvDqMQpHKb+1bLpTSq6GGzxkHuWwFNzScI/+Z5NLXb8Yv+BRqWd3FG0guBLecSWLgvmshEY6br5ciRE7z++jtUqxbKqVOnaPn5Kdi9mdcqROHWqDei2YRoTEMZXNOh45SkILeloZwDhNJDqRTo9lxcsl44eWkwVNSEzdzB+33rOKem7JBV2Ejs+MEKEikerQYj0XiScHAVpqQYDNE3UfhXQRAkeLYegkTpwr017xI4fD4RuDFtUyQn76QyvZtjRXhmfSoShf2mQ0OaV6DLJ3u5fD8lf282A/p7V0m9dARD7B0MMbcf+KArkbh4oKnZGnVoUwSpHKmLB+VfXo7EzqAhKxN/OZWp4U7rUG9uxGgdLrDOj91XYVHQPPCCUlCvdVvb928YnN6oK/nUNpTla9O+S0dnV9ASQBRFypcPIi0tDTc3UCqVuNXthmvnm1zdvJSgUV+kF19C4eVtS6VS3nlnkt3XM10L7zWiwZwLGGPvELvrW+J2f4d3lxezbROcYQA5Y8NZVh65Rda7pnfncXi0HkrcriVE/DiRaUlvw8iWpVKk378fjU6Xhp+fT6m2G91yLoEPtt5DZ7R82ncT9Ly14gxj/1qJ7sYpvDq+QGrNJyzi/AGiyYiqUn1Szv6Jpm4nBCH3BIXcLBSt9xQrhdmgKKcmjk6RXjoolQId8jaKs7VuUYh2c1qq3W6S8VoDE385xbsbzjptkeyQUdhkjfZmxbVeZ7RX/0bZqDdyv8qZXnNv0g9jwn1iNn+C38B3EQSBtScTHY4cGROjkLradpyp5q/h6LWYAotz0Wwi6rfZ6COvYEp+eIPV1O2IpnYHjAn3SDy2gYTDa1CHNsOcloJ7k375LlrNS4c6CdCkUsm1iS5oHnhpZMaGsxy5ZklZMNy/RrOmDZzivISoU6cGfft2p3HjRvzyy2patGjN/O0XkYY0RZCtQnv1b1yqNkdnFAu9S3FeEAQBuU8F/PpOJuKnSUT/sQDqvQbYfqbN6l/PbhM+qdoN395vkHxuD7dXTmeB7yJ61mla9G8ij9Sp8wQmk4ng4CD27duAt7dXSZ+STb7YG8X9oxvBbCbl/F70968jUbqgqduRcqO/sakDBLmK5DMb0F49RtCIT3M9hrtSmqNWyCrOwXKfH7b0cIFFem76yCnSSwelMgddZzBnawLiKNYcXAFL9OGzwWGFck4pFw9y+7NBpEVcRhRFRNG2bUNimonms3cWyjEfZfo3DGbOgHoEe6rTv6vhLSoS/ECkCRIp/gNm4NHiqWwtswG82o/EEHMb/YNGRgAL90XnelylFCQyJWZdsk2LxeZVfAoszs26ZG4tGIj2yjFMybGoKtWn3AvfgCAh5d/dxO78Bu3VY3i2fRZNnY6IZhOCVEbET6+TcuGvAh3bofOjZJsfFXUjrOKm+eydrDhyC5MoknR6B6k3TnLFo4UzH7iEkEgkzJ49jQ8+eIvevftw6tQJ7sZrLYLYKxiz7uHvO7IQuxTnFWvwVKJyxavDC2iv/g2ASpr/9DNzagIIEqKSC8+aNr+YTCYiI++zYME3jBr1KqNGvYqbmyu3bt2gT5+ezJqVu4gtCvR6PYmJSTZfMxgMbN++hzM/ziT59HaS//0Tt0a9qPj6Wiq8+jPeHUfbDdLJXL3QXj2GS7UWyDwCcjwHR/zN7QVd8hKMsUVeOqzXnL6lQMdyUjBKZQRdRMxUPAYFbyJSUNQhYXh1HIPMw5+Ev1aScGg1/s/MRu4VhMzdP9O695L0hXLMRx17qQaO3EAEqRzXsO7E7/+RgGc+AiyewblxdHINGswRkXkGknx6O24NMzu5/Hw055xz0WxCd+ssaXfOob9/HQQBTEaQSPHtNQmJ0gXRbELhH4LctyLuTfsj96uMIAhUemsjZr0OU1IUultnid21BFNiFIJCjU+3l3Gp0YboTfPQXf8Ht8Z9kPtWLDIbyJJsflQUjbBKimFLD2f6vScc/gX/Ae8g1Xiy9mSiw2lXTgqffv16cOHCFZYuXUy5Cs8QHq9FonaziNgHBLqX3CPwvZ6BTNsUiSk1gfh9P+Ld/RUA5j7VINdtg+3MQrnUaE3SqW0knNhEgzkeCIKAn0bgy64Srl+/RffuRV8TsXv3Ad57bz5Xr17H1VWDm5srL7wwijt37jB37izKl6/IW29NoXHjpnzyyQdFfj5WjEYjX321jM8/X0paWhqVK1eiadMw3nvvTebP/4qLF69w6tS/VK1ahcBarTGGPpG3TtMSKQHPzEKaRQ/YoqzMFupMYvrzOK8R9bw4ddl75j/uUfxSKdAzkpfiMXvFZ4WBRKnBvWk/wHIT1N05T/TG+ZhT45H5VSLgqfcyCfX8XtROHC8AVlVsQOKx39L/ljgYeLLYHQ4i4eDqbALdnIO5iSHmDvd+mYFU44UqpAGa2u0teYYSCXF7f0B/7wqqivWRungQNOIzm/uQKFRIfCog96mAW8OemFLiSL18lLg93+HVaSz+gz4k8fAaojbMwRh3F78np6MKCcvbg+IBMomAySxmy1mFki0ShYLngZcWskazzFrbkTknJUP16qHMm/clc35+j6nrz6Ku3IjYXUtwDeuBi4uaV9r5lti5LdwXbbFYXT0dddWmuFRvBTj2vLNXdC9z9yNw2MfcX/se0bHhKMvXIvLyEdrMu4NaMHDjxgkkkqKdOL9y5To1a1bn0KEjuLnZrqmpWLEyMpmUM2fOUb9+nSI9H4AzZ87xyivT8PHx4dChv6hcuSqffTafKVPeoV69Wpw+fZ4333yTsLCGhISEsuFkOK//csrmvTMnFP5Vcl2nrM4W5iXtJS8dm3N61j/uqTalMsUlKwVtIuIIN+b2yvQvwE1hd12Ff2UCh3xE+Qk/4tPjVYxRN0k6vRNzWmq2dUtDAeujStSGOSj8Hub55iSus6IsXxtD3F201044vE3yuT1oarXl3n9buLl1jsX2rEYrjIlRACgCqjp+Ag+QarxwbdANTd1OJBz8mYgfXsOtcW+Cxy5BXa0FCUd/JXzRC6Sc35fnfRvtiHMoWZvFRxmf7i9z/9eZGJNyT7dyUvRERcVQr16d9JS6qo3bogyuRcqOT3mpoblECymvHt9PxLJXkKhc8Ww3Mj2Vz5HnWMYUQcg84Ja6eBDwzEcogqphiLqJW1hPyr24DK1Ew+QfjxfNm3lAQkISv/zyO82aNbMrzsGShjRz5ru8+OJbJCQU7aD2zJlzDBgwipdfnsCff+6lZs06KJVKhg8fgYeHO/Pnf8Xo0aPp3/8pQkJCgQdF3y0qFto5ZEzlnDOgXoE7c5d2CtqxOSMhUzZn+vc4Ueoj6AAKmWPjiLw0EcmIrRHa0eldcnXyECRSXOt3BYmMmM2fkHxqC/4DZqAMLtxW7U5soyxfC4ksc9dNR20XJXIVfk9OI2r9LAKfXYDcK/dUBFPifZQV6mZaZtbriN+/nKCRn9vNTcwNQRDwaD6QlPP7ENNSiPptjqUhicYTRDBrE0mLvIwomkk49AsK/8qIRj3mtBQkCjUuNVqjCmmY5651GW92wZ7qh1ORDQpn1ulxRFOrLdorx9BePoJbo97M3h7hTHMpQapUqcTWrbuAh7M2ieMbM2PGFOZMeJ6m63+gdu3qJXJuSQd+wr3F07hUbZ6pzsbR9Adbs1DW37RE6YJH84GZXpOoXNlyOgrvIrgmo6NjWLz4J77/fhXPPPM0b7wxJddtxo6dwMmTJ3nyyRG88MJQhg17qlDPCSAi4h5Dhozjq6++YPDg4enLjx8/xjvvTCctLQ2z2cyMGe8ycOCgTIOKWf3r5clmVyWznY7orpRycEreU4usnbmLysWlKClKp67HKapeJiLoaUYzMzbknktuq/gsJ6zRcnvsnNTeoQtBNKahCKqO1NWHhMNrHD7+40LW5jldPtmbaUQ8bOnhfO3Xu/M4dDdPE39oNWaDxZjTap+25VyC3e1OTbFML6rK18a1flcSj63P9ViGmDtor51AHRIGQNhcSyRANGgR9an5bumcEZ9uE/B/6j18+76Fb+83cG8+EK+OL1D+lZV4dxyNIfoWxtg7IAgoy9fGo/lTaGq3J/nMTiJ/nEj0pv8hmvJX9JaxaVB4nLZYmgY9CtiKZolmE4LcIrLWnkx0FouWIA0b1uXEidNotQ9nN93dPfjii2+YN28uTz/9AkZjyRSKyo3JeFZthETlmr5MIghFnv6w9mRioe7v0KG/ad68B7GxSRw8+BdffrnYoTQaiUTCV18toVOnDrz66nTEIpjVW7FiLb169cgkzu/cuUWPHj3o0uUJzpzZx8KFH2EymUhOzh7Jz80G0cqNub2oFuBqc/3ENJND+sUWK8e0zDSzXxjivDjErb1BZlnJvS8tlAmBDvZblmck67RfcaGqUBd9xCVUFerg03NisR67tGOra2TWWQmrdVRG7N1ErDeqzwaHUTEoAP/Bs9Dfu8rdpePS01Ws9mk58XRDS6TEvdmTaK+dIPqPBSSf3YVZrwMslpr6e1dJ+mczUb99ROTKt/B8Ynim6nzRaEB36yxyvxAEmf2UKEcQjXokChcUwbVQBlVDEVAFdeVGqMrXxpgYRfLZP1GHNsWtUS/Sbv+LW6NeqEOboKndjoChc/Hu8hIp5/cSvuh5dHfOA2CIDUcfdQNTSnyeHn5mUeT9jecK9H4Km6yDui6f7C3pUwIsD9CsIl1ZribGxPvpf687VbiCyInj+Ph4U7duLf74Y0O215577nn8/f3Yvz9/AYL8snHjNurWbUtSfDxvdAzJlP4Q7KUuUG1GTqmZEo0npgfXZU4BjLzwzz9nGDHiZX7++Se+++4natSonaftZTIZH374MTVrVmPNmo2Fck4ZuXv3PnJ55gZQ9+/fw9/fj+efH4pEIvDBBwtYuXI5QUHZP/czM7tnE93uSmm2lFgrSUlJGKJvW5rhGQ3pyx3RL8VJYYj0GRvOEjp1CyFTNhM6dUumQcij5tRVUpSJFBdwPGfWOu1XnLlKcp8KVHxzA4K0zHycxYatXDRb2LKOyukmYv2eK0/R4v/kdHS3zhC1YS6auh1xqdqccN+KQKjd7ad3C2LtyUSkLh4EDp+P9spRUs7vJfH47wgSCYbo28g8AlCUq466WnO8u45HqvGkio8s/eGWeGw98QeW496i4FOzd5e9jDHuLoJCjUTtjlfb59DUbgdYnEG0lzKLiKQTf6AIqsb9te8j8wjAGBsOUjlmQxpp4ecRBIHIFZPT13dv8TRe7UY4fD7xWoPNbqUFJS+V/VZspZpdvp9Cl0/2snNS+0I9v6zHquavyfUY1qiW9Z4j1XiQdvdC+ut5qY1wUvi88soLvPjiy1y5coW33pqOVPpQOLz88gQ++GABbdu2RCYr2vu3KIokJ6fw0ktvsWXLH7Rq9QRyuZyX+j5cZ+/evQU6xtHpXWg+e6dNJzFV+Tro7pzHpXqrQvF/P3r0H557bgJLliyiW7fe+d6PSqXi+++/p1ev3nTq1AZf34LPRlqZPv012rbtR69efejZsw8AFSpUIi4unjp1nkCnS2PIkKdp376z3X3kpa/J3VXTMWkTwajHlBJH8Es/IHP3LZU1PwXpxp61y7ZJFFlx5Fb6Muuz25F7vQB5LsZ9XCgzirKkXSdyw544f1xypexR1N0hrXUHqor1CRw2j5T/9hO393tMsXf4WDOadWIH9GRvoR3kLkMqgEkEmZsPbg174hrWnZSzfyL1CEBVoW42i8MqPjLWjwml3WcW73WZVzkkGk88Wj5T4Pfh3rQ/8fuXI/PwR3/vKtGb5qcLdO9OY0lw8UDq6oMgkSLIlCSf2U78vh/wbD8SqYsX6iqNQSK1zORUboQx7i4y72BL+3DRjDIo73m2jronOUpeKvszYq8OpDA6vWYcMEgeXA9Zj+HoQECa3h1XgAx9Ehx1F3JSNPTo0Yldu35l2LDxBAQE8vzzY9NfGzVqDCtWLOfll6eyYMFMNJr81ZHkxvnzlxgyZBy3bt1hxIihtGtXdHaHR6d3sSm8lMG1iNv7A1Aw/3dRFPnxx1+YPftTvvtuKX37Dsj3vqw0a9aSFi2asm/fYQYOzL/Yz4qvrw/ffDOP0aPHcPLkKQICAvHz8+fGjVscP34YHx+/PEf9s7LhZDgTfznFpFqpD0T5MgzRt4lYNgHRaEm9LI36Ja/9WjJqmdxmBKx54o48P/JbO/g4UGYEekm2JneSf4r6x5fRbkzuUx7PNkMJ6vAsk1p48Pprr5IW+yvuzQagqd0eieJha+mIRCMqmUWRWUWZIEgsRb8PUMkE3u0RkC3SlKCzbGBKiUNVsUGm/eYXt4Y90dRuT1rEJZRB1REy2CrK3P3w6fZypvU1ddqTeukQrg26ZyowU1dpDIDcO5jgMYsLdE6FPbjKqbK/JCwXsw4YsopzK5fvpxAyZTNKmYSPB9a3e65DmldgxZFbGGLvIPMMTF8+MMy+m4WT4iEkpCJz5kznjTfe49lnRyGXy5mx4Syrjt7GEPYaRzZ8ROSUxWxY+HqhHvfMmXOcPfsf27fvoUePrnz11ZJMEfziRBFYDUP0DUSjgSDv/KWBxsTE8sILr5OQkMTu3bupVy93z3ZHqV+/PmfP/pdJoMfHJyCVSnFzc81hy5xp164VTz3Vh1GjnuOPP7YhkUhQKBS0atWuwOdsFecAoiENZfk6CIIEhV8lXGq1Q3vlKPJmA0qlfslrv5aMxZmFOSNgzzLUSSnNQZdJhPQRp1QQGN6iYnqLY3vkx4rH0fXyGwV/3KPn4Hjhbn6to2x1JJ0zoB5jerXE96n38e46Hu2144R/M4r76z4g8dhv6XaYOqOIv5uMU1NqcGpKDT7qE0iQuwwBS4TdljjPWPBnSo1H5l54PsoSpQvqkDAkSheb3VOttA71xtXDG7ewHjmuV1AKu6CnKCv784Oj6VdW0oxmJv5yirCZO2wW0c7qX4+hTYNJOrkFTa22SARLrYPTxaV08MQTLfDy8mTjxnXpU/QmUUSidMGz7XMc+HU5034peO3F5cvXeOeduXTu/BSDB49l//5jBAaWY+bM2SUmzsHSg0HmGYT+/rV8+b+Losh3361EKpVx7NiJQhXnAGfOnMnkqHPgwBFatOjBa6/NKPC+Z8x4nbt37/Laa+PR6XQF3p+VN9acAiyfjWgyIlU/HEhIXdzBqHdIv5QV0tP4CvG5k/UZ7uQhpTKCLpdKuDinZ+4rPqAg+eaOWvZY18npWE5Bnh1bXSNdFJJM6QkFtY7KqemNOiQMdUgYxqQY0u5eIPXiIRKOrEVT6wlUIY24W6UR9d85iunsHygiTuHv6cKoXp0ZOfwZ3N3dsu3PWvCXevkIiYfX4Nv3bbQ3TyP3qYBZm4T22glkbt6Y9TpUIWHIM0RSCwPrzT5jakZR5e8VdkGPvdmU3AYC1fw1NtNZqvlrCnQ++R0YxGsN2VJzrHm/oigiGtLwD/Bj79vOgqjShCAIDBjQkw0bNnCofOZZDWVQdZTla7Nu2xE+Gpz/xjlarY5evYYyYsQw5s+fT/PmrXBxKdh1mh/s/WaU5Wogj75Izzp9bWxlm1On/mXv3oOsXv0bUqmMr7/+KlvhZUExGo3s23eQYcMGMG3NeZZ//RXaqyfw7TKOHXsWc+HCZWrWrJbv/SsUCtas+ZaJE2fQtGlDtm/fSbly5Qt83tZZt7Tw/zD5S0CwxDyTTm8n5dxezhz/izp1Sp84z6+rjBXrbGFhkfEZ/rh5nedEqRToxU1efDWdIjzvlIaukTI3H2Q1WqOp0RpDbLhFYP/9G9F//A8ATe32eLcaQ9fGPpw78DutWvVi1apF1KuXOT/RWvBnetCIJnrjPOS+FTGlxCHIlajK17EUaUrlxO//CdcG3fBoPjCTlVp+yDqIyfiZVp26GWMRqPTC/s5sTWU6Utm/c1L7fBVv5kZB0q8ypuZkLMrTXjmGzMOfONGVLgsvsfOVkvHYdmKbfv16sHDhU6RWV+PebIClE/ADTKnxiAWYVI6JiWXhwu8IDi7H/PmfF8bp5htbvxmA6i27cm/T/0hIeBEPj+wBiKwkJibRv/8IBg8eyKJFi2jbtmORdCKVSCRMnvw6E96cQ2zEHVwbdKPc6K+RKDUkXz7C+z/sY/Xc/At0AH9/X1au/IYPP/yEIUMGs2vXvkIrDBYEAQQB96b9MaelErdrCYHPLqBOnfqFsv/CpqCuMtYZgcIU6Xlhxoazj8ysRE44BbqTImfDyXDe33iOeK3FdsrLRc57feoUuWhXSQV0NhKL5d7BeDQfiEfzgZhSE5AoNelFvruT1Rz8ZT2rVy9n4MDnWbnyG5o2bZi+rUSwiHS3Rr1xbdgLEDM95DNiSokj9s8lhC8ZS/kJP1oKNh0gwE3B0eldHH6fuYnzG3N7Zau6LwlszaY44uICFLpbCxQ899EagbeKc/29q8Tu+BrfPm8gCBKiUpzeBKWNoKAAtm37habdx6K7cRqfnq8hc7Oke+jvXsSkTWDLuQSHHU5u3rzN9u172LFjL8eOnaRv35789NPyonwLDmP7N9OL59NO8e67c/n889m57uPPP/fTrFljFi9eVujnlxGJRMI773zAD6ktcDWbMt1TZZ5BHDlzrVCOIwgC06dPpGvXQfz++68MHGi7wD+vblMyj0DA0lHaEHMbmWcQCr+QbNFgCfDJ4LASD1gVRg75rP71mNW/ns2Id1EHMlcdve0U6GWBqlOd0yEFpf5720hMeyhS3JXSPFlL5cSGk+FMXnsaQwavubhUA5N/PQ0UfpQ2Ixdm96Tm9C02RboVqUvmB7FVdD3zzLOo1S4MHTqWzz+fTc+enRmw9GomyzxL/rf9rDmpxguvDi8QvmQMSHL/qRXVTS2/U4a2ZpbyY5OYkdIwm2LF1oAhLxH1jKk5oigS8cNrSN39UVUsnVEzJxYqVCjHhPnf8N2iZUT88Bq+vd9EXbkhnu1Hknb3Ih9svQeQLtJnb49g3alEzKJlgD4wzJ2pXQL45JNFLFr0Az17dmP06LH8+mtPPD1Lfxv2Tz/9gjp1anHmzDnq1885ncfLywOdrvhqRExi9oCHwr8ySf8U3nNeKpXSq1cX9uzZY1Og58dtSurqhUStI3zRC6hDm2JMuIf2+knMuiTUVRojUVrSnMyQXlRaWu6DBaWwn1uO2D+WRtvKoqBMC/Simtp/nMgqzsHS+az+e9sKRaTP334xkzi3YjCJhe7ekdNI3lGRmlF09es3EF9fP4YMGcqE9xZjUPuhqlAHTe32DnveG6JvIvPwd2hdR8joGlAcZBTp+bVJLM1kHTA4ep1kTc0RBIHyLy8n4sfXSbt7EWU5Z/55aeadnhWQSMeyfGNdojbMwa/f27hUa8m9v6eg1aWl+4TP3h6RqfNmyvVTfLl6HT9NSSbE341Tp05RvnzFEnwnecfDw5MBA/qzY8feXAV69eqhXLx4pZjOLKNV6UNUFesR/ccCtFodanXBHbMA2rRpzptvvm/ztfy6Tcnc/QBQlq+NaDJyf+17qCo1IHbH12jqdsKzzTAkSouN58RfTjHxl1NlLmW2uM7XepzQqVtsivHSaFtZFJRKFxdHcYrzgpNVnOe2PK/kVIhXmO4d9oSVdbkjBYW28qFbt27LxYuXkNfrhTKoGsn/7iJ80QtE/fYRqVeOknhiEwmH1yBm8L3O6AqjvXqs0NxWQqZsLlZxbsXqWJLTg+tRIadOjFasTkFZH9ZSjReuYd1JPps3f2EnJcP0bkGoK9TFr+/bRP3+Mea0FASlC4a4u+k+4av3XiJuzzKiN39KxI+vE7PlMzR1OyJtOYr9+w+VOXFupXXrNpw4cSbX9cqVCyQmJg69Pm+WfPnFlh2hRKmhUs26fPvtCgD0ej3jxr3JsGEvsXlz/n5rDRvW5fr1myQkxGd7Lb9uU6Jei8wzkIRDv2BOS0Hq4oExMQqXmm1IvXgI/f3saTolURBZloow7dlTlkbbyqKgTEfQC4uyNootS+SUNlDYNn45YatoKsBNgUwqzTVdQ612waW6pUDTNawHxri76G6eJun4JnR3zoHJgCKoOuqQsEzbfbg1ErMhDUGe/6jPhpPhzNx0jrhUQ+4rFxFvrztD/4bBpc4msSiw14kx2MF0HtGoR+riWYRn6KQwCXSXEVGpPj49XuX+rzMxpyagu3EaTyGFuXO3E/79MlzrdUZVsR6u9TqjDK6VPnumVCrT91OUaYJFQZMmzZg4cRKiKOYYPEhL0yOXy9DptCgUuQ9e80JOn9mqo7cxiSJSQWBI8woMG7GM5s1b8soro4mMjGL37gPUq1eHHTv2EhwcRIMGdfIUBJHL5QgCmQIrVvLrNoVMgVmXjCIgFInSBd9ek4jdtZSU/w4gpqWQfHonct+KlponScnZbeaXotBJ9lIm7Q0irNfD45B/Do+pQC9KQW7vwnpcBwExSfY9Zwvbxi838lNoaL2BWBEEAbl3MHLvYNwa9sRsSCNyxZskHFyFwi8EqcYTgC3nEtAawaxNQtTnLmCzXh/Dlh7m4NVYm+ua9VqiN3+CaNTj22uSZVlqInLfookqpBnNDFt6OP8PrjJGXgp0ATQKKSl6i9BQ+Fch+dQ2RFFEoyjTE5SPBa+087XknFdtjvTpmUT+OJG4Pd/hGV6T8KZ1CRwwHYWNmoKMU+xVp25Gr7P0VrCmMBRmmmBRULlyKN7eXmzZ8ie9etm/3n/9dSNt2rTE3d2xollHsZdaWXP6Fi7M7plNgN28eQ1XV8ssaGxsHIGBAXTu3InNm7cwcuSrlCsXyLx571K3bk2Hjp+WloZOp8fd3TPba466TWV91gsSKT49XiXqt4/waDMMuU95AgbNxJh4n5idi0j5bx8pF/ah8K9M4LML7JoLFAYFqRX6rJiKWDecDGfyr6cxPKgRC4/XMvnX0znOEl/Ng/32o0CZfoLI7AyYZYJ9QZwxn7b13N1UnrKZ1nN322w8kldymjoqrdNK7krbI3l7y/NKTgWapT1v2ZpznVPhoESuJGjEZygCqhC1cR4aLAOSj3daCs3S7pxDXa2F3e0/GxyW7VptPnunXXGuu/0vkcvfQJAp0EdcJi38AvdWT+femncwp6XYjAgVBgevxtKhpp/N1+wtf1wo5/lwhkRduSGGuLskHf+dqZ19SvCsnDhCzzoevNsjgCB3Gfo7liZF8378jWsXzrF8+S88P8h22/khzStgMpkYOfcnov9axe3PBhHxU+YupIWVJlgUSCQS5s37mPfem4dWaz+Isnnzn4waNbLQj2/vs9GZxEwt6IctPUzIlM20nneAe3EpjFp2jj//3EeLFs2YNu09Dh48yuXLV+nXry8vvfQWooPFg/fuReHt7WnTMtJe87uMz6vKdp7nLtVb4dv3LSRKDXeXvUzq1b8RDXoCBr6LV/uRyNz9EU0mdNf+ceg880PG55aIRfi+/ssph73PiyuNcuamc+ni3ErWvx93ynQE/cqcXtkKRWWCZTnYF+mPYrFbfjkzs3upnZ61tuLOONWZNbKSNcKdF3Kzh3K006QgkeLV4QUSdy7k6rI3qK/7GInKFUN8JGaDLj2qnhUXuSS9WMgehujbpF45gvbaCQSZEkPUdbw6jiF2x9eY01JIC/8PQ2w4cq9y3PnyWWTe5fEf+G6hdji1sudCVJ6WPw4MW3o4U9qURKnBr/9Uov/4H1NG7qLqz19Rq1bB/JudFC0963jQs44Hq7yqMn4XyKIvAJZGPtb7zaqjt9GnxKO7coRA7TWWLDvCvPhE8AhCWaEu3t1fJaWM1R706tWPH374no8++owPP5xicx2DwYira+5+6YXJvSQ9XT7Zi7+bMj1QIXPzRRFYjQO79/Hn32vZtv7n9PXlcjmTJ09j5cpVuc4IAPz332Wee24CQ4cOtrtObm5TGWWkOS2VqN8/hrqWjqeaWm1JPLEJQ9QN4vd+j8TFE7dGvYjb9wOYjEhUruhunUEd2iT3DyMf2HpuicDKI7doUqn0uAyVZNpmWaFMC3R4KMbzQn6rtB9VSoMYz0pW326TKKb/bX1oZh1o2cLeIC2nolLrNjnlVguQbeqw7gwJ52b3JfXSYVzrd0Hq4oHUxRP9/Wuoymd3S0g15BztTr18lJitn6Ou0hh1aBNk7v6oKzey3OBvnib59DYQzQQOnYsiyNIQJ/HIWiK+fxmvTmMRjWmYkuNQBFTB5UEUP+nkFvRRNxENWgyx4ejvXkQRVB19xCV8eryGa337Dzd7Mwn5bfbzKGBrpkMZVI3gMYtJObODrt2HsG7tUpo1a2hjayeliSFDBtC8eWM6d36K0NCqqFQqdu7czrlz59HcuUv0zdt07tyOxm0a0OeLt/D396H5pzcASL14CInaPecDlEL+979PaNiwMdOmTbTrkFIYBe555fL9lEwDX7NBhz7iEm5hPdAZoWXLNpnWl0gk/O9/8xgx4nmiomJo0aJxts6j8fEJzJ//FatXb2DOnA8ZO3ZCoZxr4t8b0F0/gWjQAZZeFxKFJdXJmBCFGH2LtFtnkKjdMWsTQZAg8ypXKMe2hb37sYhF+zhiY+ikdFCmU1zyy+NQ7FZayG8Kjb1OZxmX24twB3uquTG3V4Hz/nPKrbZOHU5dfzY9PSrZKEHmHYwgU5By4S8EuQrPNsOI3f41Jm2i3X3ZI/HoOnx6vIZv7zfwaP4UmlptkahcEc0mDLF3AHBr0g9luRoIgoAgCLg3fRKXGm3Q3TiJPuIyotlE3O5vub/uA2K2fkHsjq+RufmgqlAP/V3LzIM+4hIyr2DMaal5/5AeUBgpYo8amvpdUTcdyJSZC0lKSi7p03HiAFWqVGLRovlMmzadGTNmAEaGDRvAF1/M5vz5v/juu08ZP34UFSqUy1QkmnLxIMrytUruxPNJpUpVCAurx9atuzItF0WRMWPeYP/+w3h6ehX6cfOcQmk2I5qMaG/8g2vdTjZTU7p27cXnn3/CiRNn6dv3WT79dHF6ysvVqzdo3bo3Op2Jf/89W2jiXH/vGgkHH0TzMxR+yn3KowiqjkT9cPbBvfkAAFQV6+MW9jAo1uWTvXb3n5dUXOu6OWHVOKWhJs5T7VjjvseZx1Kg2xNej1qxW2ngzMzu2W7GjqTQ2GtEkHF5UQ+0JnergVqe84Mkq82ga/0uRG+aT/Tvc0k4tBpN7Xaoqzbl3pp3MSRGZ9pWf/8aMdu/Im7/cvRRNzK9ZtIlkxZ+HlXFutmOqb93DUPMbTT1OpP0z6ZMrwkyOT7dX8a39xv49HgVr7bPEjTiM1xqPoHMuxzB43/Ao+UgXOt3IWDYPGS+IZYmSgIog2vn7QPKQMaBipOHqOp153aqnG7dBhMbG1fSp+PEAbp2bc9ff21ix441TJ/+Or16dSEsrC4ajYvN9UWzCd31E2jqdCzmMy0cBg8exO+/b8207M8/93P69L/s3fsnw4c/y759OQu/vHJmZndU0rxH5tPuXkRZwb6Dx6BBw1i+/Bf++usvZs36hMjI+1y+fI1+/Z7jnXem8d13PxIUVDiz5ProW0T88CoA5UZ/gyB76HKjLFcDdWhTBJkctyb9UIc2xa1xX/wGvINJm0DSqW2IZktw6fL9FIYtPZxt/7Zyye3dZx2pl4KCa5zCrN17v28d5JLM14BcIvDZ4DCb65eGQUVxU+ZTXPKDo1XaeSWnqaPH8eKykp8UGlsNK6zLrRS1q0jWTpP2ylcyDgg8mj+FqnxdDLHhpF44wN3vXyXo2f8hUboQ8e04vDqNRe5VjoSjv5IWfgGFXyVMqQmknNuDwr8yvn3exBBzh/vrZqKu1iK9A11GFIGhSFVuqO6eYOHCOfToUYOxq25y7KbtYi+JyhXXOh2yLVeVr03wC18iGvXE7lpC0onfUZZ7M+8fFI9viljrUG+7Bb1gcfVw6fo6cQeXUbfLS9R/fhavtvdzuJW8k9KPPuISUo03MtfSk9+bFwYOHMzkyVNJTk7B1VXDv/9e4MMPF3D58jW2b99GxYrB9Ok/kEpDZpHsHpKvDsK2uDC7Z46pFgFuinS7U+214ygr1kUiUxL3+yw++0xk4sTJdre9c+cWoaEh/PXXUaZOncWcObMYM2Z8gc43Y9plWvgFIldY7pUBz3yE3KcCYMy0vqbmEySd3EzKuT0EDp+PIAiYUhPQ372IKTkOU0ocnq2HALZT5eyl4k785RRrj99i5ZiWOa5rC6vG2XAyHLVcanOb4qrds9XJ2XpdPW7PEXs8lgI9pwujoOQmxB0pfHRicUnImIOecbmVohpoZSTjzaL13N05DggELKkvyuCaKINr4lqvE7c+G0zy2T9RhzTGlBxP4tF1CHIlmtrtkSg1GBPuIUikKCvVAkFC1G8foY+8gk/P19Lzxq2cmvLwfV0d9D3Xrt2kc+e2ACwZUilHkZ4TgkyBW6M+RK6YTNTvHyPWeoX83Boex1z0lWNa5miJCZYcXkXLEeiXjOHWtWu8l2q5Xp0i/dEg6eQWNPU6ZVvuSNOr0sBft/Uoq7Wkeoex1B06lRtLJzBm1DB++WUNo0e/QJsBw7nqe5uLa+cRNGphsZkqZOxFkHbnPFK1Oz7dX0V/7ypvzZhFYLP+PNPKdgF2q1ZtMRpNfPzxQrZt20aTJs3SX8va5yDATZHNWjWrTWGIjzr9N27WJaeL86CRn6MICLV5DnKf8vj2ep2EQ2tIObcHs0GH7vo/uDXph8K/Min/OpaOYouDV2PTBzc35vZyaNa4dah3Ju1jLz3UHvYGDDM3ncv3dZBXMV4Q+8iySJkQ6EUhaktilJY1WmCr8NGJhYzuCfa+94IMtOzNduQ0wMptQPDp4LBsjiy+vSYRtf5DAASFGk3NJ3BvOYj7a99H6uKB/9MzEQ06wr8eSdCohQgqNwTB4lqQE6GhIYSGhmRatmRIpWzrzd4ewa8nEzNF/59u6M70bkHpf4fNvYjctyJ+T07DEHUDQ2w4sbv24tXxhTx79WYssn1csEaycipaFqQylIHVSLt7EYVfJeb9ed8p0B8BjEkxaK8cw6vzuGyv5dVPvySwXrMuHSeQunEe/yx4HkVgVVaa2vFhjdr8/fdJDJ2nIq9eGcnff5B68RCaWk8U+4yZPuoGabf/Reruj+cTw5H6VuKNz5ajUo+zeQ4qlYp9+/bh6emFm9vD4l1bTcjuJelpPntn+vdlK1KcMfhg0iWjqhSG38AZSHJoQhd/YCVJJzaiqdOBxOO/41K1OX79pyH3KY8hNpy4vT/k+J5zavKXkZApmwnOYV1bz878pIfa239cqoFhSw9niugXBY+j+16pF+iOuHkUJkWVopLTVN6qo7edAt0Gs/rXy/VzKchAK6/faW4Dgv4Ng1l7/FamaKpLteZUfPM3zHotIHDv5yncXTwamXd5jAn3kapcERVqpO7+GJOicfGvbPPYGaPneWF6t6BMYtwWTzd0Z+3JRNQhYahDwlD46tHfu0rszsX4dH0pz8e0Nht5VHA0QGDr+sj4UHNr0peo3+eiDKxKfEAVwuZaahc8VAJvdwkoVMG+5VwCC/dFE5loxEMtQRRFEnUige4yXmnn6xwcFBL9hX38VLcTUpVrpuVlZZBqjYoKUhm+fd8i9dKh9K7JVaZtxaxw5W5UAjJ3X9wa9Sbp1FY0tZ4ACl7rk5f8Zc8nhpN66TDay4eRKFQoy9cm6fqZHAcJFSpkD1hkFee2lueWLiL3DCTgmVk5nq8hLoLE4xtwrduJtIjLYDahrFAHuU95RJMBRDOmlFhEowFBJrc52zK5Ww2HPcntBY+y+rdbKez00INXY5mx4WyR6pjH0X2v1Av0nNw8CvtiyK3RUFHddO0VRDopfWQdEIRM2ZzrTVSQypE+qFgv98JXxO1ZRlrkZTxbD7W8LpHi02sSCQdWIHP1QRFQJdP2+RXnjmIV8GtPPnCakUjwH/gutz9/Bk3N1qhsdFLMCZ1JLNVdFPNCXgMEtq4PK6oKdfHu/CL3fpmBplZb3Js9icwjgASdyLRNkXx7KJr1Y2xPl+eF2dsjHn6XQLz2oZ1nRKLR0jkTZ4pNQYmOjmHlynX8e/oUFSuGlPTp5IuMIluQytDUapvpdamHP8bE+8jcfZG6+YDxoZAtaK1PXvpXqCrURVWhLsakaO5+O56AwR8S9dtszv2h4XQPTxo0aFSgc8lITgMPU2oC8X+tRBlYFdf6Xe2ul3b7X0S9FmNyDK71O2OIuUPanfO4hfUgevOn6G6cQpDIEE16BJmc6OTsnuD9Gwbz+i+n7NY+ZV0XHJ9NLor00KIOND6O7nulXqA74uZR1pE64DOb13QMJ0VPfr1kvTo8n22ZumJdjLWeIP7gz/gPmJG+vKjFuZWMkfYVm88hUbrg2WYY0ZsW4N7iKdwb98nT/hLTTGw4GV7mIxv2AgQrjtxixZFbtA71znFq11MtJ1778OGrqdkGVYW6JB5bT+SKyfgP+gCFXwgA12KMjF1102aqElii4vP+vJ8uuDNG3q0R86GVdKw9aylWMybexxB9G1NyLCAiiiIydz+o3IhpmyKZvimSk8V0fT2KzJ27kMGDB5ZZcQ65p1Eog2uRcn4vcu9gUs7vReZTHiicWp/8CCuZmy9ujXsT++ci/AfPIumfP2jZthM/LP2SQYOGFeh8rOT0mcTtWooomkk4shYEKa42ag8AXGq1ReLiYXFyEQTidn+H1NUHUTSju34SBAFluZrpJgD29MywFhVt1mLZIi+zyUVRh1fUmqyoTSFKI6VeoDvi5lHWyVj4aAtHmuo4Kfsoy9cm8dj6kj4NagWqaJYo4xiDcandjvtr3yfl3F7k3uXQ37+OKSUOqasPqor1UFduhKpSfQRpdk/bSWtOAWU7PzC3h87Bq7E55l++37cOk9eexmB+uB+pxhOvDs+jCAjl3qppeLQcjFvj3ggSKcdu6ujx9VUqeMk4fkuHOYfDWyPv0zZFpi8TjXri9q4g9eJBzPpUFH6Vkbp5AxIEiYSEQ7/g1rAHHi2eRsRSf1Bcg8BHibNn/2Pjxm2cP/9fSZ+KQ2QtZJZLYP7TYbmmUXi0eoa7S18k5dxe1FUa491pDMGFVJyXkxC+MbdXttkrK55PPEvE1eOYUuLw6Toe/d2OTJ48hTNnzjBr1scFOieAEJ/s56WSCUhP/kJ45BWCRnyG9tpx4vf9CBIJLtVbZstFl8iVuFR9WJjqGtadyJVvY4yPQO5bEamrN+7NBxb4XAtCXtNDq/lrMjWPyoogWIwUiqqAszhMIUobpV6gO+LmUdYpyLRQUed9OSk+0iIuI/etWNKnAVgKTgcsvco1Agka8Rn6yEsYom+jrtIEVcX6GBPuobt1hviDP2PcNB+PloNwa/pkpq6DZhFe/+VUmRbo9gIEGcnJwSVrpEqSYX+a2u1QBFYlZuvnaG/8g1/fty12nIlGIhIfWraZ01IxxN3FGBeBaNIj962Ewq8SSGTpn7f2+j/EH1iBYfJ4QMSv/1Tk/pWzdYE0JkUTueItlMG1UFWweOy3XHARnQFnfrqDmEwm3nrrA955Zxq+vn4lfTq5YstlyGCGib+csus5bUWqcqXc6K+RKFwo7+PGwSmF5/VuT3AlrhhPpVUvEhwcRMtKFdkarsa96ZNI5JbGUIIggNmY3q1TUa4mO3aupVevoVStWo2RI0fbPaY9W9TWoRaLzBkbzmZ73ZQST+qhpfiKsZw/8ivPrY3nrrwVgkRK0qmtxO74Gr/+U6Ge/VRAuXcwweO+JfnUFlIvHsK7y4tIXXL/ndmbwctIcbkF7ZzUni6f7LUr0gUeFpIWRQFnUbrvlVZKvUB3xM2jLJAf1xBHcBaYPjoo/CuTdHxDSZ9GOuvHhDJ7ewTrToGkYv1MuehSVy+UwTXxaDkIQ1wE0Rs/Ji3iMj49X8sUTRJ56DJQFm+m9gIEeSFjpGrDyXAm/3oag8ki0uXewQQ88xGxfy4mcvkbeLZ9FnW1FmA2o712guTT29DdOovMKwiZZyCCTEHC4TUY4yKQuvmiDgkjLeISol6LV4cXUPiH4NW+qt1zkbn54tHyaeL3LyfgmdkIUhmpaSZMybFcOLqP189WY1qlBgQ5xbpdPv54IQqFgpdeerWkT8UhchpAOtL6Xap2L5JIpT3BNX29gn79+tC6dTNu3QondsNWFJeWcK72eMyCpXGcqlIDkk9vQxlUDYkA/v6+LFo0n6FDX2To0OdQKGyLVlu2qBnT1LIKYt2d80Rt+Ai3up04+tuXqNUqIhKjEQRL5Dz+wHIQzZmaFNnC+pwPmaLCvdmAbK/bszfMLThgyyKyKNk5qT2QvXBeKRNINZgzrVsUBZyPm0d6qRfo4JibR1mgKNJRHqVc/EcRiUCOaQqZERHND29ypSGJK2NuetbiQytyryAChn5M9O9zidm6EO+uL2VztQiP1zLxl1Mcvxlbpn7LWQMEBcX6cHlz7WmMDy4MQSrDu+t4tJePkHBkLTE7vgaTCblPBTT1OuPb7+1sU+iiKGKIvonuxmk09TqhLFcTQSIla7MUW7jW70rqpSPcWzUNiYs72qt/W6KRgoBoMlB+/I9EJLo4i0ltsHPnPlas+JXjx48jk5WJx2eO2Gv9Xlx+07YEV8jKlXTt2o169WozZMgABg7szeDBY9EcW0Ji07EIEinuTZ8kcoWlUdHAMIuNYuPGDRAEgcjIuznWBeRUM5LxN26IDSfqt9n49pqEukpj1OoMgQdRJPHYOoyJ0fgNeOfBbJTt3571s91wMhy5VEgfnFuRSwS7g5+cUnyvzik5p6ysmqyynQFecRZwPooe6WX/DlOIlMVOoI9SLn5po6A/eC8XObWD3HKMYGXFGB+BPuomCr9KlLav1pZlo7U5kkSuxLvrBGK2fUH8/p/w6Wq7a5+1uLK0/p5sYX0Y2WtIZJ0edxSrKKk2bTPWoJMgCLhUb4m6Wov05lUyd/vpE4IgoPALSS8wtYeXixxRJFOhqiCR4td/KtprxxFNBnx6vIpEqUGQSIne/AmRK9+yTNl7B7NwX7RToD/g338vMH78W/z661rKlStf0qdTKNgrsCvJSGVYWGM2bPiNfv368+67bzJ8+FMsX/4VI0a8TOqfczG3fx2pux+IZppILjC9Wz8AjEYjCQmJeHh45vvYVkFs0iYStX4Wnk8MR12lMVk60pNyfi8p/+4h8Nn/ocghLTHjvWH+9ovZxDmAq0pm97MuKym+JV3A+ah6pDsFehYcEQ5Z87Cq+WvSp36K6pzsDRxK2w/1UcGRH7wjaUuhU7c4fEzdzdMoy9dG/sApwfHIe8mxZEil9Mi6zN0Xnx6vErHsZbw7jbFZOGolZMrmXH83paHrbtZBWtZCqdxcXHJi/tPZG1sJgoDcM7Agp4yAxf0h42eVtQuuRKFCU7NNtm19ek4k8fBaYv9cTMCgD4hMzD0i/6iS0UvemwRu/vAGn34yn3btCi8Puziwl3cNlNoCu1atnmDPnt0MHjyYiIhI3nrrFVavXsLbb3/Ivt8ns3P7DsJ7/srAgU8R88IT+Ph4I5VK8fT0IDo6Kl8i3WQy0TEgld92HSHpxEbUoU1xC+sBPIzSW4nf+wM+vSflKs4z3hvsFcTGp2a3WLRSVlJ8S7qA81H1SHcKdAfIzU7v8v0Uunyyt8hFemkQLI8L9n7w0387m+kHn9uAzpG0CFGXSMyub9FePU7QiM8epCqQLWpTWrFG1rssvEQUvsi8g9HdOou6cs7exDn9boq7QZktbA3S1HIpnw0OK5Sbfv+GwczZct5u85SMCFjy+XMrWpUIAp/aOD9bD1CbxxEkuNRqS9JJy8Ay0P3xfERsOZfAB1vvoTOKGGJuc2b9LDwbdMOtbreSPrU8Yyvv2uriUprFS926Ddi+fQcNGoTRp093atWqxieffMCiRT/Qs2cPDh06QvPmTfnoo8+ZPXsaKpWSOnVqsHTpIubOXZCnY8XHx9KyZQt0Oh0+gVUR63TAtVFvJIJFnGedOVRXbUryP5tRVayfrRAbsj8X6r+3ze6xRSwDaHsztGUhxbekCzgfVY/0MnP3LS4f8Px6W+dkP1RY5PRDzanwxUnesRftSNGb8uSck5ugkgoC4vltiHodgcPnI/PwT38ta9SmtLPzlerM3h7BsmOtSTm3B1WlBumDDXvY+90UVYOyvKQtFUdU5uj0LnadETQKKbOfzN4J0J79XDV/DXXKQXsb52brAdqhpp/N/ejvXU1vltUm1CVf76uss3BfNDqjSMrFg8Tu+BrPtiPQNOhaZiNyZfVZUL58RebNm0PfvsOZO/cdBg7szYsvjiQ8PJJ27Z6gRo1qHDhwhHbt+rFkyQK+/HIubdv2Zfjw56hbt0GO+46ICGfv3t08+eTT7Ny5DV9fbzZuXG5TcGfk1JQaNDCOJXzJWPR3L6AMrpXpdasuqTl9CzobKS1ZSfnvAJdEMxPjtczZcr5Yiz4Li5LO/y7pFJuiokgFuiAI3YHPASnwrSiKcwVBqAN8C1wCRomiaM5pH1B8PuD5Feclja3c2Nz8mZ3kTE7C2ppHrZIK6S3t7d2gcnMB0afEc2fnT1Tt+yImn2DMInajNmWB6d2CGFVvFD36Pk/U+ln4P/Verttk/d3dmNurSBqU5TVPsbiiMnmdectp2nvv3r12t7OXV7zyyK1M3Qq1V4+hrtIYgB3/JZXJ67CghEfGEPPnYvSRV/Af+C7Kcpap+rIekSuLvPDCOOrWrcdTTz2Fr6837dq1YubMt2jevBFJSckYDGmcO3eJJ58cyfvvT6Znz858/fWXfP31Urv7TEiIp2vXzgiCwLhxlnqZefPezVWcAwxYehVBpkCQK9HePI2iXE0EQUAmEQj1UVLx9TXpDYgyYk5LJXbXUlyqNsWleisARLOJ6I0W73ZD7B1oM6zIZ+MLm9KQ/13UKTaFpWXzSpEJdEEQpMBXQBfgDvC3IAgbgUlAX+AZoCtgf+7HiUPYyy/MS3Gik8w4IgR1JpGa07cw96kGdm9QVjGVVaSLooj22nESD69F6u6HsUZ3Tr5dOvNB80q5coEsWvgBYyfMyH1lG4RM2VwkDcrsRcQn/nKK+dsvZov6lOaoTGFNe8/qX48mlbwz5cLrbp5FU9PS8j1BVwYKIQqZ3bsPEPn9G6hqtSNo1BeZHHRKw3f/ONK8eSvee+8dPv98Ce3atUIikdC7d1cAnnnmSd5992OOHDnBkiXLuXr1OtOnv53j/n76aRkhIRX56acvuXcvCl9fb4dcecauusm1GEtdhlfH0URvnIcxLhLfXhMxGo389enLGKJvoKrUALlvJaQaTwSZEtGYRuLxjZgS7iFz900X6Pp715D7VMS764vcX/chbk36cfk+1JixlY8H1i8TszWlIf+7KFNsSlLLSgp7hxloBlwRRfGaKIp6YDXQD8sIRATMFIKTXGmJelfzzz5idlJ2sedLmxWdSeT9jefs3qDAds60IeY20b9/jGuDbgSP+xZRUmayzXIlMvI+48e/xdQ3X8VFnr9bjL3i54IURefU0tw6qNpwMjx92eRuNVDLM6foPIqd67I+xCQqDcjsF/g+ynz99feMH/820//3JcHdxmUS54/id1+WGD58FCdP/ktExL1MywVB4L333kQQBJo3b0ZkZCQzZszMcV9Xr16lUSNL/nhgoL/DlpnHbuoAS2OwmM2foqpYD6naDVNaKvroW4gmPe7NBmCMiyTxyK/E7VpK3K4lJJ3cijklDlWVxni0eiZ9fxK5CrMxDbNeZ/FTfxCASDOamfjLKWZsOJuXj6hEKC353/0bBnNwSkeuz+3FwSkdC3NwUCxa1hZFKdCDgYyJpHceLPsc2Ay0BHYU4fGLjaJ2cXFS/OTlQZzRwi4jOd2g0m7/izK4Fq71OiFIpGWmINQR/vhjJ1qtjlu3btFSd5iUC39hNujyvJ/hLSqmR8ylgsDwLM4keWHDyfBc76AZB1XwoIhzQD2CPdUIWAZtcwZkzwl/FNAoLAMRU0ocxsQoVMG1AfBUF+UjonTx5Zff8eOPv3D48CHeGzf0sfnuywoqlYqnnurP229/iF6fubBaJpOxatUioqPv0a1b51z3JZfLMBrtu6fkRtLJLXi1H4X/wHfx6vgCqef3gtmERKnBrEtGXb0FHm2G4tFmGOrQpkjV7rg16Ytfn8mZ6nJkPuUxJdwnat0HqEIaIigyB4ZWHrnFhpPhmEw5F3eXJPZmlR6h2aYS07KCWESNbgRBeAroLori6Ad/Pws0F0Xx5dy2rV69urhkyZL0v8+GJ+S4fr3gwvHpze04RXXcgnI9OoXktOx2aK5KGZV9iz+yn5ycjKura+4rlnLyej1kRSGVUCPQDYBzdxMxZ/it6aNuIPcMQnjQvtrLRUqQe+mIWqampuHioizQPuLi4klL02M0GolPSEJUuiGaTUgUaktTHEnuwk8lk1ItoHCuo4uRSehNjqUIlpbfdX5w5LcXrzVwL0GH3mRGIZXgppIRm2JARMSUHIdo1CPzDEAAynnK8VDlXOj7KBAXF09ExD1q1KhptwtlcfCo3DuLClEUuXr1CqIoUqVKpWyv37p1B6VSRblyOQ+kYmKiiY2NtbmPnDgfaQk0GOMikKjdLbNNWJoaBfv7cE8rWO7poohoTEM06DGb9MhcfbDX2MIQG46o1yL3rZi5I6nZhNmQhqhPxZyagEqlxM3NDU9PT9zcSo+BQLzWQHicNtPzTSIIBHup8VSXjmeaI3To0OGEKIpNsi4viJYtKEU5rx4OZJyPLv9gWa4IgkD79u3T/x6ZWxrL2ZRCKRZtTx5TZgrpuAWlPXZcXIaVTIHo3r17M31/ZZVcr7tc+GxwWLqjRnseXluxOxehu/0vQaMWpk9pnppSeqbOT5y4SuPGoYW2v7Fj32Dt+q24N+2P4f51dHfOoSpfB03djrhUa5FLm+wUgh/kE0L+cwxHTdmM6MCEYbCnmleGtXdon6WR3H57G06GM3XXWbQGCdYJVAEzIhYRHr50Br49J6IMtnyuH/UJoOMj2Kgoo8e5pzGaK9++xqEDe6lXL6xEz+tRuXcWJW3atKFNmxaMHDmYIUMGZHpt27aNLFu2inHjnuejj/5ndx+pqSnUqFGNb76ZT5s2zR0+9ri5F4g7uZX4AysIGDwLRYAHppQ47i59iwVffMWbkyfjUrU5yWd2ItF4YkqwpOOUf3UVGld35j7VgMm/ns7UsMiY5Er41xPwG/AOLtUs55Ly336iN85DWb4OyqDqeDXty8h6Zu5ePMlXX33PsWNHqVat8J8ZVaduxpghZisT4Mqc3Pt9lLSLSxGTby1bUIpSoP8NVBMEoTKWN/MMMDQ/O8qpUU9hk1Vwl5Yc99xwurWULrxc5HZvUKbUBNybPemQY8CjwHPPDeKURwf0PtUAMOt1pF4+TPKZncTu+Abffm+jDgmzu314vJbJv54GEQwPujfl1SnAXsFnRh6HHGNbBV0Z51DVlRuR/O/udOu4R7GT6JZzCUzbFAmAMSmaC5s/Q1GrK3OPaFlZuu2mnQByuZz58//H0KHDePLJXqhUD2f7pk9/naee6kOLFj2YOHEy/v4BNvfh4qLhiy8+Z8SIcXz++az0gtNcj31tD0kn/iBw2MfIfSyaTXvjFKpKDZBqPPFoOQjtlWN4th9J8untqBv2wq1hTyoG+XNwysMGVxmLsmVuPlR6+4/M51etBapKYaRFXkaidsOscuO3SDX73mzLf/9d4cCBvZkEuk6nY/HiL7l48QIKhZKBA5+mdeu2SByYqbSSVZwDGEXHXPRKsvNsMVBoWjavFFmCoSiKRuBlYDvwH7BGFMVz+d3fZ4PDcny9rAhpJ48+armU9/rUsb+C2UTanfMkHPmVInBmKnW0adOc90c+gbXeUqJQ4VqnAwGDP6T8U9OI/v1jjIlR6G6ewaRLtrkPg0lMF+dWtAYTb6497dA52Cr4lEsEvFzkj1WOcW6FWx5thpF66TBp4RcAHslOolZxnnb3IhHLXkERVA3PNsM4eDW2TBTlOYG2bTvQqFEDFi7MbqVYo0ZVhg17itdff4U9e3bazd9+8smnmTbtLfbvP+LwcSPvRaOu1ixdnAPo715AEVgVALewHnh3eZG4XUtxa9QL7y7j8ChXJdPAv3/D4Fxn3gWZgoBnZhE8dgmCRMr9te9z6ad36N79GcxmE2fPPrxOV69eTrVqoWzduoWKFQNRq2WMGDGCxo3DWLHiB+7evYPZbHnOzNhwltCpWwiZspnQqVsyXe9ZxbktRFF8LJ5ZpAlF5AAAlVpJREFUGSlsLZsXitQ6QhTFLYDjvc5zoH/D4GxtsYuD4ozeOym7KGUS9EazQ9N7qpAwYnd8DYAiqBrqSg0Yu+omS4bkLR+yLGGNwlrTCgLdZbzSzpfEOCUvrUji7nfjkftUxBBzC7lPRdSVGyL3rYhoMiKajKgq1EHunf0zNZpFh3yDS7rTXWkht5kEqcoVn+6vEPX7XIKe+xS5mxcN515M/74elWi69urfRG2Yi0/PiWhqPZG+vKCNsJwUH1988SVNmjSle/dO1KuXuVnQ+++/yfvv/4/Ro8cwaNBTzJljO92lQoUK/P7779y6FY7ZbCIwMCBTRD4rptQEpBrP9L8NcRGk/HeAoFFfgNlE7K7vESRSPFoPIeX8PjzDumUb+FvTQTKS8t8BDHHhCAhIXb1QhYQhc/dH6uKBuloLYv6wdEY9eh1UVRpjPnoFaZNDdPNP4LXXJvHjj1/SokXj9P1NnjyBbdt28+233/Lqq6+jUikp37gj4YFt0wcXee3OLIoi4V89hyklDt8+k3Gp1TabNnJXSjkzs3uu+yprFKaWzQuPjrcbD6PoBckLd4pxJ1byMji7OKuHw/t1a9gTs15H0omNKB9EXqz2XY8yPet4ZBN4ZrMbH4/+ArNnBQSpHNFoQBd+Ht31k6RePIgglYMgEL/vBzS12+HReghSdeYCqcv3UwiZsjnX7rmP+DSsQ9hr6NGoogeHrsYiAi7VmqOPus69Ne8QMHgWUo0nEYlGPthqyactyyJ9yzlL4XfqpcN4tBmaSZxDwRphOSleQkJC+eyzT3jmmTFs2bKKSpUeRrV9fX348ss53L8fTd26bZk69R3c3bNft82atUAUv6RHj2cwmUxUqlSBFi0as2PHXurUqcnTT/ehQYM6BAZaOjyn3TmHV6cxD3dgNoEgwZQSj0kLyWd2oqpYF78np6O9+jcJZ3czEQkTfzlF61Bvnm5Skanrz3JjxTTS7pxD5hGAd5cXid44D4mLB2ZtIjyIUHt1HI170/4ACHIV3l1exKVGaxBFYnct4bMX+/CNFFb+8EkmcQ4gkUjo2bMzPXt2RhRFLl++RtfXviVpz1TkXsFoarVFXbU5MndfVh29zdFrMbl+3oIg4NF6CLE7viZ603wUx9YTMGQOEuXDbsOJaSbqv7ftkRTpJUGZEuiOCqb8dhjNqzgvDQWiToqWrIUwtmZxHLkOrP7aoiiS9PdvJP69Hv+B79rsOPc4IZFImD2yFe/+EYlRBEEmR12pAepKmdt0S3QJRO3/mbtLX8S31yTUodmK7Z3dcx0gp5kEa2QvPF6LR8vBYDJxb9U0AobMRqrxQmcUy3RO+uztEaw9mYj+3jW0V/8m8Inh2dYpSCMsJ8XP8OEjiYmJ5umnR7Nnz29oNC6ZXjcYDHh6uuPq6mZz+5CQUA4cOAyAyWRi0qRXUKvVLFmyhK1bN7N48XKuXbvBG2+8xNdff48+8grKwOrp28t9yuPaoCuRKyZDq6UIcgWGqJsYE+4jdfXGmHA/fd2DV2M5dj0WgxlkHgHobpzEEHMbU2oCrmHdEU0GpCo3TNpEi7g/sha3xn1wrdMBQZCQdGorSSc2IRoNeHcbbwn0JEXTvn3rHD8jQRCoXj0Uz3Yj8WgzDO3Vv0m9eIj4A8uReQbh2qArlxp0d6gmyq1hT1zrdyV27/ckH/+d8EXPU27skkxBk8S00msJWdYoUwK9JHGKcSeORGDrv7ct0w1KJoDIw66Yabf/JfGfzQQ9+wkyD/8iPd+ygq30lzahLvx1NfVhOkyfGkxTvYSmdnuiNszG84lncWvQLdu+nN1zc8fedWxdHjp1CybA84lhiKKJqN/mEDDkIwSprMzmpG85l8Dak4mWAfLJLWjqdEDm6p1tvYI0wnJSMrz22pscPXqUZ58dz+eff0SFCuXSXzt9+jwNGtRzqFhSKpXy+edfp//9xBPtARg37nm2bNnNq6++wp07t7kREpDpPuPV9jl0108imo0og2uhLFeT+7/OxLfnRCJXvImqUn1UFeoCYHiQvu3T/WXcWzyFRKFG6uKBplbbTOdi1uvQ3fgHBMt5q0ObkvTPZhQBoaiqNCZ60/8s+w1pyL//XqBu3Zq5vj+JAGapHJfqrXCp3grRZER35xzx+35Ae/U4vn3eRKLI3btce+Mkycd/R3jg+Z58ZicezQfmup2TvPPYC3RnSouTwiKrOAdr4c3DafOU//bjWrdjNnHerJKKxxlb6S9Z+fZQNNeoReDQj7m/9n10t87gWrsDUldvZF7lkCge78+wsMiY5uH5xHCifv2AuL3f491pDIHuZfORMeNBYWjKud2k3b1AwKAPs62jUUid+edllO+/X8FHH82kffv+vP32K4wZMxxBEIiLi8Pfv2CBkMWLl2VbllE3iKKIWZeMIEjBaMCleksSDq0mcuVbAMTtWkrQyM+z7UPuGWj3mBKFCpfqrR7+rXQhcPi89L/VIQ1JPLER3bXjPPPMSipWrMBLL42gZ8/OSKW2+xYMDHNn7cnE9L8FqQx1pQaohs0jdsc33Fs9g8Bn5yMI2QczZkMa2stHcKnZhrSbZ1BWrI/+riWPXuZhccrRR99C6uKB1MXDmeZSSDw+beJs4BTnTgoTR6b2XGq0JuW//Yjmh+u6KXikC0QLi/VjQqniI0PuHUzgiE9RBlYj4eivRP/xPyJ+eBVTasEaSzmxkDHNQxAk+PR+g+Szf2JKieOVdr4leGb5x+o7kXx6B55PDEfq6pXpdbVcyuwnneK8rKJUKpk58yMOHNjHTz/9wgcfLEAURfR6AwpF0TbLMSVGYUqOAUREkwG5VzmCRn6O3DsYZfnaZG0GmdVNKq+Y9VqSTm7Go8XTTJy9kGvXbjJhwgS++up7GjXqzJkztg1GpncL4umG7uldq63/C1I53t1fwaxLJPn0DkSjpUurKTmO2J2LSPz7d+L+XEz0pvnc//UDks/tRpBIUQRVo/zrv6Kp2QaAyB9f587XIxGNBmeaSyFR5gS6M9XESVlG4VcJU1I0puS49GVTu9mPpDjJjFWkS1WuuDftT+DQuZR74WsUfiForxwDLAPvLp/sLdkTLcNkTfOQqt1wqdoM77t/ldn8cwBjYhSGmNuoqzTO9tqjbLG54WQ4refupvKUzbSeuzu9HuZRpHbteuzevY9du/bTtGlXZs/+jL17D9CxY1v69+/FsmVLMBgMedpnbp+f1N0Xt6b9Met1aOp1BkDuVQ6fnhOReQXj23tS+rqtQ72ZM6AewZ65p5LYI+HIr8Tv+xHt1b+Z1b8eCoWCYcNGcOTIcd5883XefHNmtkGBlendgvjn7RqcmlKDf95+aP0oCALe3V4m9eJB7nw1gphtX6K9dYakf/4gbvdSzLpk3Jr0w5hwD3NaKnJvy/uTZpi1dG3QFUwGYncttnt8J3mjzAl0yF2kF7aIdw4KnBQWppR4JAoX4v9aiVlvcW5ZuC+6hM+qbLF+TCjKLEEoVZUmaG+eSv/78v0Ums/eWbwnloWyKoxm9a/H8BYV0yPpUkGgVYsmKG4dKfsPXtGMIfZutsWPsjifuv4s4fFaRB42+Cor12J+8PcP4PDhY6xZs4awsHq0bNmYl18eRc+eHVm27DsUCgVr1qwkOjoKvV7P+fNnGTx4AJ9//j/Onz+b7hkO9j+/ALeH3Y8FQYJX2+eQe5fDtU6H9OXKcjXw7fkaCr+Q9GUrx7Skf8NgDk7pmG+Rrr1yFACJOnvh6//bO+/wKMquD9+zLdn03itJCBBC772DoIgoomL3tfeCouJrA8Fe0E9fsSsiIhpBUERpgoDSQw+BAOm9ty3z/RE2pOxuNskm2U3mvi4uzezM7LM7OzO/Oc85v3PffQ9TXFzC7t37LNqXh/qSBFSH98V/7sv4zHySygtHqEw5SMAt7+AcP5nKc4co2bcOpVcQ/nNfxmvyvY1SdNyGXo2gUFF68Dfy1r/NihVfUF1d3aLPKFGDXQr0prBG6krK0hm1/yRsF1sSQW4NVaMRVH6RBN35PxB1ZH37FLrSAjLstPCuI9kzP7Ze3r46oh+VKYfqNdHIKqnusN9DwoE05v9wqN6N/ZFVB+2mEc6iWfEkL5lOytIZJC+ZTsJ7z1NdrWXVqp87emgtQgYo3HzxGH0TGV8+jK6soMltOgPGOsdWaHSNfLg7G87OLjg7O7Nly1/88cd2iopKuPbaK/nllxWsWfMZTz/9LDExMTg7OxMf3w8nJwf++Wc3U6ZMJSwsmP37/wVMf38KuZwYv+Y5cDW8P0R4NxboaqWcd+b2M6s7VP7RqKMG4xjSuBmeXC5n8uSJ/P33vxaN6clJfjTMuCnc/iVytRsOwT1wCIjGZ/rDhDz8HWFP/ITf1f+tLXhtiMLVB9/ZC2v+qCjgxhtvw8HBgeTkJCorK2sbRtnSPdvW6ZQCHaT88q6ArUWHDr84zSKRLnNwwnv6ozgE96Rw57ftMLLOycfXh9PNu6ZoUe7mC3oturLCeuu8sLZdGr4xb/kuIhasr/33xOpDaHSNo83f7D5vlzckJydnnnzyCdas+aXplW2QRVfURPscI/sjUzkhWOBW0Rkw1Tm2qY6ynYHY2F6Ulpbw2Wef8OCDTzNhwmwWLHiZjIwsrrtuFi+99BT//PMb6emHefvtl/ngg6UkJm7joYfu4uabb2LuPY9wcsd6NLkXGu07vbCC+8fHWDyWhg18FiYkGnWcGhDmzuq9583qF58Zj+B3zfMojLgibtz4Cz///AslJcY7MhvYcLSIae+f4vEPNlG6axWK7OO1/utOMcMRRR3qyAG16wuCgCBr+t6mjhxA3IKfKE7ay2+/rQPg2WcXoFarUSgUPLfsC5u6Z9s6nVagW4Kpp1Qpam4eW3kCtsXo0OEXp1n0+xEEAbfh11J+YgdVmafbYWSdkzN5NbMPuuJskCuQO9cv/iusaF6+qaXUPQdinlnf6Gar1ZtOBXlk1UG7zJO//PJZ7Nmzt8mbvy1iyJ3X5Keh8o9Cpuwajj9BJtIoTC3vbKjVTlx++Syys7N56623CQ2NZMuWXVRU6Pn7731MnTqXKVOu5fnnX+OHH9bx99//MmzYAEJ7DeDX7fupOLuPrFXPkr3m5XrXaQexitvuvp+y49upykgCQNRpKTu2DU1+Gp5OShKuC2BM+jdsuDmskTj/6q9TaIuyqTizD73mUpO6ncn5FlvFahtcYqqrq7nnnvu5555biIuL5ZFHFvL55yvJy6u/vw1Hi3jqw9/Z99Z/yPtzOWXFhVz45X2KP/8P1/mdxW34HJyih5Lx5aNGH06aYtbQKGQyGVOnXo5Op+Pbb1ezadOvACx66DbOf/8y2tKC2u+to+/Ztox9emZZEXsW44bGIu3ZutwQtTYIY8MTMLR/HqctR4fcHORNVrIrXLzwmnIfueteR/fmNJP2WBJNU3nhCI4hvS1qttFaGp4DGn0TG5jA0AEVwEOt5IWZcTadC+3q6kZERBi7d+9j8uSxHT2cZqNWQLlOi6ir/9CmVnbeOJWpzrHzp8aa2arz4eTkzLhxExk3bmK95Vqtlq1b/+Cvv7bzyy9/kJ2dQ2FhEecKtFSVFiJ39sQxcgBliX8iaqvxn/syBVs/p3jPGuQuXuj+/RkQ8Lv2JTS+avI2vo9YXUE60P/5mvd48MFHat9v5sOL+e27T9HkXQBdTXDBc+JduA2a2erPmJR0Ao2mmo8++hIPDzeuu24uO3b8y/vvf8qPP35e22l12bZc8veuxyV+Mu7Dr63dviJ5L2+//DL3vvsNe9xv4JRKTenmD/GYs7hZ19Vvdp8HatLkDP7zkyZNIzc3h4gJ8yg9/DsKj0CK/1mD/7zXcAzpZRP3bFvEbgV6c9qwQ8eI2bako4Syuah1e3+fQR5q0oyc2M2JDi1MSGTlngvoRBG5IHD90FCreCEffnGaUV/0hjj1GEXJ3p9Zt+53Zs26rNXv2xUR9TpKE/9s1LYdwNPJ+hZrxs6B1lJYoeGRVQd5Ye1RmxLqda+bLsUppGflM2LE4I4eVot47rIAnq4cSP6fy6lMPY5jSE9kwJLZfTp6aLWkF1bUNIqy0vXIXOdYCVAoFEyaNI1Jk+p7dkcuWI9er6PyfCLVmUkE3vYeSt8IRK2Gkn3rQKYAuRJ19FCUPmGI2moElTcqv27oSvNRqlTcds0URo0azcCBg9m48RdefPEldu36F1VADHJnL2SOLrgNuhLn3hOs8lni4vqQmprRaPm7777BpEnX0KNHDO7ubhzP96Iq/SSODbo1q6MGUXY8jk9feYE7n3sZcexMDiT+QfrHd+E5/rZ6vuxNsXLPhUa/W29vHyJn3MN5Fy/kF73Tc39eSvB9X+Dp7NBoH51Ns7UEuxXo0LRIN7z2ztx+NhP1tRYdJZRtKWrd2ujQwoTE2qd9qGnQUvfpv7U0nNas+14GBEEgcOxc3nrrQ6680rJ2yxKXEEWRgi2fASIufaY0ev35KxoXUrWWtvytF1ZobOba1DAIUCj3oLC4lA2H85gz3KmJrW2PmjSXMJ45MZucfWuJ6j3Apm76CxMS8S+rRifW3JatdT2ypAOyRH0MwR91RD/UEf0uvaBQEvLgCuQCiMqaQFDGV49RvHs14si3kLt44Xfti7x34zBm9Q9m8ltbeeLez8j8+nHch89F7pKMQ1AsznHjUQV2b9X13lFu2bYPP/wEkyZNIS0tlezsLPZ/vAHHmU/iENyz0bre0x4iZ+2rfPjso/hcuQD/65dQsPVzcn56BXW3QfjNecGi99SZcHsqTz9F0d/fAaD0DkWTd4HqzGTEbr3qrWdLM/Udid3P7VmSovLIqoM2l6vcWjpKKNtSTuOs/sG1nrICEOyhbpaf8co9xvPrTC1vDYtmxTMyqnFrcaVM4I3Hbken0/PHH9ut/r6dmRpx/ilVF47gO+vpRkVM78zt1yYXc0t/6zF+zi2K4NvKtalhEEDu7IG622BefvebDhxV65ge5862D+5CnXOEG1wPW/z7mPzW1npFwG1RP2DqurPCyIO9RNsyf2qsyYZCMpWaeaNja6/nvlcuqPU/Lz/xF555R2vFeVJ2GaWHf0dfWUrxPz/iOuByvCbfg0NQbKuDMUuv6WtxLVhcXB+mTJnOjTfexv+9+w6OIb2Mvr+gUOI762lU/tGkL7+HnJ8WASKC0oGKM3vJ/Ga+RQ3h5CY+m9a3B54T78Sp+whc+kxG5uKNpiCNwvL6doy2WF/WEdhkBL1CozMaGReAs0YEuUGkN9e5xZ7znqyR3tESbC2nsTXRIVNP+aaWt5YVdw5vNG03vocvb/1xmpzoWdz26Kv877u+zOjt0Sbv31kY/dZJiqtECv5cTlXaMfyuW4zc0aXeOjcOC2uzSIuxc6AhI6O8WHHn8Nq/DTdrS7GFa5OxMbgPn0vat09x4cIthIYGdcCoWo+7uyu//LKCadOu4+67H0ChMH8bNHbskrLLmPzWVjY9Ns5q4zJ13RGpiSh2pchhR1M3NajufbZh2tG85bvYmQw+0x9B6VPJqHteYeObDwHU/mace41D7uyBY1g8Kr9uLRqPKOoRhEvx1Bg/5xZFmH/88Xs+/PBDxP6PmnRlEWRyPMffjuvAy9HkXkBTkI5T7CjKjvxJVdpxsODBomGzMwPB3q4w6EoYdCWiXkfBls/IW/cG4pnd8OrltevZ0kx9R2KTAt0UIqZFuCX2dsb2Z690lFDuTDmNckEwelM09fRvDeo+UNSdxlP3GEnRnh948u01CI9dY9cdG9uS0W+dpKQayo9vp/LcIQLmvYqsjji3Zh2BKVpyDtw/PoZHVh20+D1swWXDWBBA6ROKS1A3kpKS7VagA8TGRlNcXGLydcODtLEgiIGk7DKrCmdz152OqPHp6lgS/Kn7EL5161YeuvnpRuuofMNR+YbXW2bq3tMQUdRz/rWaAlJ19+F4jr+DcQN7kZJX0aIU14cffgS5XE65y26cY0eafW+Fmx8KNz/U1HTe9Z56P4JCZXYbqAmOmLr+1tUtgkxO8L2foTnzLw9eXb/ovD0DkIZz3RaxK4FujqaK8UwRsWC9XTq5dKRQ7iw5jdcPDTWaF27q6d/a1J3GEwQZHmNvJXvThyztNVwS6CYoqQa9poqCbV/gc/nj9cR5e57HzT0HmnMDsBWXDVNBAEFeiYeHff8+NRoNMpms1mWiLgkH0njs+4OYccoEoDonhadWVQNDrHI9vH5oKJSdMfpaV4sc2jtNWQ8nL5neKM/agKNc4MTi6QBUVVWxKu4T7rrrPgYHwLE1T+Kku4LjyXIcgnuiqyhBk5OCoHTAbdCVZn8nBw7sRRThqqtm8P2fW6EJgd4QY+LcnBg3RkPdEh4Wzvw7pzQ6f9orAGnqGNgKnUagd0U6i1DuKAwXlrZwcbGEhhdTdWR/FG5+pP79C/00cgLdFDw41kcS68DkZafIKRNr8s43f4JDYKzJjna2iKkbpwC8PbefTc5IGQsCjHc6z+elBcTGRnfw6FqHSqXC3d2N7OxMAgLqzwQ88+PhJsW5Jj+NzK8epyhmKK+5P2eV47VoVjwffHvW6Gu2MKMiYRkG0WcKQwdSU25Q3q6OZGVlctddd7B+/UacnZ3w8fHmhRfm4+bmyrp1G1EePErO2nXI1W4ofcIoP7ULhUcAMYPGmXzfjz76P264YTb333877747iL7TSyjA1ei6nk5KnFQK0gsrUCtllBvxkm2uODdgiW5prwBkWzhyWRNJoEt0aRbNim83Qd4QY9N4XlPuJfOb+Th1H0YG/rz0axZAlxbpBnGu11RRuPUzqtKOEzDvtY4eVrMwN2Vryw/adcd26NB+Jk2awxdfLMPZ2f5cXBoSHBzA+fPnGgl0Y2KkIZUXjqKOHkJ11hmS924HJllnTJ5q1EqdzdT4SDQfc6LPUS7U1i2YemhPKyhnzpzZxMZGcfbsXioqKvHz86l9/ZFH7qb75CJe+jWLSq2ItjiHirMHcPEJMvs7SUo6zbhxw3F3d+PRR+8h88KPMO7RRo2R1Eo5z19R3+q1reyIzWHJdbG1VozmUthsAbt3cZGQsFeMXUyVXsG4DZ5F/p/LAajUiizbltveQ7MpcspqwpllR7dQee4wfte8gMyhvkBsSQ1Ke2LMFUKtlDO+h69NdOVtCr1ez80338zzzz/ByJFDOno4VsHR0YGqqqpmbSPqtFSeT6Rk31ocI/rhPmIu1Ud+s9qYPNTKVjlTSXQsCQfSzIq+St2lqZkgDzWikTx057wT/PXXLp544j5cXV3qiXMD0+Pc+e9l/jjnHSPtw9sIHTeXt+6+wuzv5OjR48yaVZM6c/nlk0lMPMqKO4fzztx+Tf7eFs2KJ3nJdFKWziB5yfR2DWrNW76rnoPSvOW7gEszFWmFFYhcKpS11WtoS+hUEXRLujdKSNgKs/oHGy0cVPqGU35qV+3fmcXadhyV7VJxdh/uI+aicKt/wxKo7zlvixhNF+nhy5p9aXbh9btjxzYqKyuZN++ajh6K1VAqVWg01Y2WCwKYqt/TlRWQtfJpXAdegUufKSirS8jcttyq47LlGRUJ06QXVvDMbwebXC8vL5eVK7+m4PsVXEhMxKXvVDxG34TMwQmVtozUH5fw9dcf4O/va3Y/0+PcKeyvZ+WoYfy1/iOz6+r1eoqLS/D0rJmJdXZ2Ijc3j1OnThBOKTsXWKdZkrWpccmpH+HfmZzPvOW7Wlwoa0/YZATdlP+oOdwc5C26SdtjgahE58FD3dgn2zG8L7qSXKrSTgAQ4NapnqNbjCDIQWgchX57br+OGVAzmdU/mJ0LJnB26Qx2LpjAlhM5duP1+/3333HNNZd3qkZawcEBJCYebrR83tAwk9toknejDozGe9LdBLkrefHqGGToyMvr2rNcXZ2EA2nklTV+2GuIpiCDiRPH8+CDj3HN5eN4d9WPOGhLyVr1HN5CKf1L/2bS+BFcfnnjpmsNycrK4cUX32DJkqVNriuTyfDx8SInJw+A7t2jiIwMY+DAQUydOo0DB/Y2/SE7gJ3J+ehKCyg9shlRr6u3vCtYMdqkQG8uKUtntDiC1lzv9LYk4UCaXUx3S1iPF2bGoZTVFz0ypSNeU+8ne81LVJ/cxgNjvDtodLaB4dsRlCpEbf2UhAFh7nYbLbGnG8y//+5l4MC+Ta9oR8jlcioq6n/XCQfS2HIip/56gsB1AwIYl/kt7mc3sTXhfQ4siOXX+6K4rJcbAwb05YcfvmvPoUvYGJZYqOqryij/9VVGjx5KSsp+HnvsHm6aEMupLf/jlsuHkPLxvfz02f+RnZ3T5L4AkpJqHH+8vS27P3h5eZGRkVX798cfv8nu3b/y2mvPM27cBIqKCi3aT3thaAZWlX6CvPVvUbhjRb3XHZXG5WtzCqptPTXSJgW6rqkS+jp0lgh4V8inMkZXfyiZ1T+Y1+f0rc0B9FAr8XRS4hwzjN53vIpw4Ae+evlJUlKkboKCQoWoqS/Qd58p6KDRtB5b6sprjpMnj3H27DlGjx7W0UOxGufPp7Fx4xZuv/2u2mWT39rKI6sO1sshdpTpmO15joOfPUVWViabN/9I9+5Rta9fe+1/2Lbtb44cOdKu45ewHQw50U1Rse5l5kwbzosvPom7+yX3FEEQeO21/5Kc/A8ZGYl8//0nFu1v5MghPPHE/YwaNYaHHrqX06dPmVy3qKiQlJTzxMZe+u0GBwcSHBzIFVdMoby8AqWy+V2P2xJDoye5swcAxbt/qPd6hUZvtK6nOQXVh1+cZtMi3SbnzquqqtCmncAhuEej15oS5ClLZ9hUVNxSzLW2tdcIYVM09CC15RzctsRczmnVG7fx2muLmTjxGu699xbuu+92nJxsS8C1NQFuCjKKtehKC5CF96v3Wlt1fW0PbK0rryk2bdrIlCnjbe4G3lKqq6t54okXuPvuO/Dz8wdqRFbdbqEVZ/dTdnQLFSkH+J9fKHdeNYqnnnoAlaq+F3ReXs0D4ty517ffB5CwGYzlSNdFr6lEX1VO6IkVHEo/zZIlPxj13jcgl8tRqy0TjIIgcOedNzJ16ng+/XQFQ4cO49lnF/DII080eo9ff/2FwYP74+PTONoul8uJi4vl7W/XsyHXx+bsXlVBPfCa/ij5G96m4uwB1JH9a18bEOZOSl5Fi8es0+n4+DJXPvnkIz5ti8G3EpsU6AgCcne/eouCPdQWFzI0FPH2INjtabrbWnTFh5Lm4uDgwHPPvcSNN97MY489wsCBk3j44Tu59dbrcXR06OjhtQsPjvXhmXWZVOek4OkXWe+1tuz62tbYS1fekydP0r17y1qU2xr79h1i8eK3Uaudef75RSY7hhb/m4DKN4KA65ei8g7huQXGH5oGDOjD3LnXMmrUWKOvS1hOQ7E7MsqrXqfOjqaupZ8lYQFRpyH7+/9SlXoM1x4xPPNMTRdPaxMWFsyLLz7JrbfO5aabHmDbtm3cfvvtXHHFVbVC/ccf1zBp0miT+wiNG8hr73+Cx9SHEATBpoJlgiDg3H04+RveJm/DO4Tc/2XtazuT81ucRaHVaunduycnT5621lCtjk2muAhyBQoXr3rLmhKq5lIl7CENxl6mu61JV3woaSmRkdH89NMvrF27lr/++peBAyfy/fc/d/Sw2oXpce7099OhLy9C4RFQ77X26vraVjQsHO3om6Ex3NzcKC4u6ehhtJiqqiq++y6BiROv5o47HmXSpMn8+ONafjueV5tWWJfq7DNUZyXjNvxalN4hJou0z59P5aefNjBjxsz2+BidGnNuHbZAwxRUSyjY9iUKtStqtSNnzqRw++03tOkYIyPD+e237+jTpwdPP/0Md9xxC4WF+Zw6dYKNG//k+uuvNrltWvBkypL3UZ1+qUC9vQrWEw6k0e/F3+tZKTYMqsocnAh99AeC7/2s0fYtCcBu3LieTz75CA8Pd2bPvoI1a1a1ePxtiW1G0I1gTKiaml4y9vRnKvXFVsS7vUx3WxNzzVskjDN48FDWr9/I9u1buOKKK+nRI5o+feI6elhtzl09y9kVGo5CruiQrq9dmbCwcLZv39LRw2g2k5edIiMrj+xVzyF39iB09NWc/vwZFIqa256phjKVKYdwih2F3NEFqJnBMca5c6nExfUgPr5zFc92BKbSRMylj7QnLek4WZV6jHVfLMLJSY2zs7pdUhNdXJx5/PF7uemmOTz++POEhYWjUCh45pmH6+W9N6RA5olz/CTKT++pl1qcVljB5Le21jZXsjYJB9KYv/oQGgvqDmUqR6u856pVK3j88flER0eyZ88+8vI24uXlDcy1yv6tiV0IdGNCtancL2OpErYixo1hL9Pd1qQrPpRYizFjxvPaa68wZ85/uP762bzwwvyOHlKbsXhjBu/PX4y6+xicaXmLaYmW0aNHTxYteoXc3DyjOay2yORlp8hIzyLru2dx6TMZ9+HXUg2MfHULe56dDJieqZM5uaPPrJn27uatMNnF9/DhY0RHd47UHwnzNLfjpCbvArLiDAID/QkNDWp6Ayvj5+fD119/QGFhEQAeHuY7UQe4KchHuGSZVYek7DIiFqwnuIWaZPJbW+vVd8T4OdcK/tc3nrRInDdFj2c3cGLxdIvWdXBwoKysnLy8AmJiuuHh4dnq928rbFKgq+Qy/D3UZoWqJU/WbZkq0Ratb7tag4qu+FBiTe6++wGuuGIWsbE9eP75JzqVR7WBxRsz+H5fAZXpJ/G79iV0osg3u2scbSSR3j6MHTuB6667hptvfpCEhC8aFUraImf3/EHB5k9xH3EdboMupaBklVzyqjY1g+cQEEPh9q8ZHKpi+bzIRq8b+OmnDbz00kvWHbiEzZFwIA0BLE5t0VeWUrj6Wd587dkOEed1aUqYG3hwrA9PJcaRtWk5rgMub5RiDJcyE4xZSpoKfjYU51Aj+A1ReWtptLodWpti1qxriIuLJycnmwEDBpst2u1obFKgy2WCVTpbtVWqxMKExFqRAEiioRV0tYcSaxMUFIJa7UhWVg4BAX5Nb2BnrDlYjK40D7naDUFxSRh+s/s8vxzKQBCgsFwjPdy1MUuXvsXo0cNZt+53rr768o4ejklEUaT3je9SuP07/K9/BZVvhMl1Tc3gvXXvDF7a+wHX+KQAxgV6Ssp5UlLOM2mSbXewtRdGRnkZDbqNjGosFNub1zeetFicH1k4hptvvgH1jPHccIPpnG9bY3qcO+L9l3Hf2UNkfHofTj3H4jH6RuTq+mkxptJ8Ihas5525/RpdfxuK84bLTT0ktzUxMbHExNj+TL3tPjq0krZMlVi550KzlktItCWRkeGcPdv5fNI3HC1CL0LxPwk4hPZu9HphhYaCck2X6hvQESQcSGPM69tI8hrN469+w4ajRR09JJPEX7uYnD3r8L9usVlxDjXBgSWz42t7EAR7qFkyO57ZA0Pp0aM7eXmmZ2lXr17L1VfPsovZBHtgxZ3DG4lxW3FxMRflFUWR4n3ryPv1PTQF6QQGBuLoqOKNN15ovwFaiRm9PfAcdxtB//kIQYCMz+6nPGmPxds/supgs66/EQvWNxLnol5HedJuqnPOWbyfuvvrbNhkBN0STD1xAy3OlbIUU97L9uzJLNH21LXpsmbE183NjdJS45EKe2XD0SJe+jWLsmPbqDi9h4Bb321yG8mi0/rU7VXg1GMUqVs/49mv/4WbBpvMze5IClLP4DbsapTeIUZf93etL6iNzeClpCSzadMWFiy43+g+RFFk9ep1fPZZY0cJiZZjC2LcQN0U1rqIOi2VF44gaqqoOLuP8hM7kLt649p/Bu4enhw5sh13d7cOGnXr6eat4AweeE2+F6fYUWR9/xweo2/Gfehsi7Z/+sfDrbr+ipoqcn5cBIDroCvxHHcrgrxz9F9oCXYr0FfcObzDfFPlgmBUjNuzJ7NE29KWTZmcnZ0oKytv9RhtiWXbcikvLSF/00f4X7eo1lGjKSSLTutS171CUKhw7TednB3fsyws0iYFumNYPKUHN+IcNx5BaDxBbCgQNYVOp+O//13ITTfNISIizOg6R4+epLKyihEjTPtKS9gvDVNYDZSd2EHB1s+RO3kgKJQ4hPQi8NZ3ULj5Mqe/OxE+5XYtzgF+vDOK2cuTOZOnxTEsHq9Jd1O850dc+01F5uDc5PYVGn2r3l/m4ITX5Hsp/OtrqlKPkrXyWXyveqa2m2hT1I2i27IpiKXYrUCHjnvivn5oqNET2N49mSXajrZsyuTg4EBlZVWr9tHR9F/aOM+zOicFpVcwKv8oo9sYw9YtOs05GtgiDR943AbPIv3T+zl7eC9g+XFpL1z6TaPk4K9UphxEHTmg2dsvXfoyu3bt4Ztv/s/kOuvWbeSqq2badHGZRMupm6qqLc5FX1VKyd61VKQcxOeKJ3AM6VX7uiDAgadqUmn37Utu97G2BT/eeem8Xn/En3vuPUHR7tV4jr21Xd7fdcAMRG01xf/+hNI7hIwvHsbnyidxDGmenXDEgvV2L9KlK0wLWDQrnhuHhdVGzOWCIFm/SZilLZsypaamERIS2Or9tDcbjhbRb+lJ+hkT57nnKdq5ElVAtMX7s3WLTnOOBrZKwwcemYMT3tMeIO+XNzl/3vby/WWCDKfoYeT/blpgmyJywXoWLf+Zor43MfcnHf2XGm/Ssnbtb1xzzbWtHaqEjWKYHa/OPkvah7eS8dkDyN18Cbzl7XriHOCafvYdMW+KGb09cBtyFWVHNlO063tEndbs+rIGSQQtzSpwG3IVXlMfQJOXCoKMrBULqDizr0X7smckgd5CFs2KJ3nJdFKWziB5yXRJnEuYpS07xZ45k0JkpPHpeFtl8cYMnlmXWW+ZKIqIOi26ylKyVjyFutsgPMffbtH+DAV+tpx/3pSjgS0yf2osSnn9m6y620DU0YN58/NfOmhUphEBx4i+aAszG73m5mC6zXrkgvU1D4myS+uI0EikJyenUFhYLKW3dGIMorL43wQAPEbfhMfI61E4udcKUJkAc/q78exU+wuMNJewqGgcw/tSfmoX59+YhbYk1+S6Nwytfx9qTVaBU/QQAu/4P5x7jELpG45gpUZF9oRdp7hISNgLxizdBGB8D99W7be0tITCwiICA/1bOcL2Y8PRIlYfKAZAX1VG2fG/qEo9SuX5I+hK80AQcO41HrchV1m8T2vYsko0Zlb/YF5Ye5TCCk295TI3P/44kNpBozKPzMEJhVfjItHDL5q2RDTM4DgEdafizD6coofUW25g8+YdTJ48AbnctNiXsG8MKawyByfcR9+I+4iaDpPXdBFB3pAHx/rwUvkTVFRWk/HVo2hyzuHq5c+AMHd2nykw2wvG8LexlOC6GIw99p7Lr1ecK3d0wXPCHdhuK6G2RRLoEhLtwKz+wew9l8+K3edrb/oisGZfGoPCvVoc+U1KOkl4eIhd5cMu25aLpjCTyrP7Kfp7FQ5BsThGDsB9xHUoPIOa3XDJFrySOzNFDcQ5gCBTUFppOwW5G44W1c7IVOecQ9Q1HnPCgbQmzzPXftNJW34XXhP/Y9Q9YvPmv5g370brDFrCJlk0Kx5NdRVvf3oIzwn/QSbA1f26pjgHaovBl23Lpaj7cCr+/YFn7r2Km8ZbljWwaFY86w9nUFDe+Jz0dFJy4L9Tav+e1T+YRbPiSTiQZrQhUlfDJgV6pUZfrxrXUS6g0WPVrp0S9kVbWRS2J1tO5DSKyLW2UPTEieN21W78yJET7F/2KLqSPBzD++Izcz6ORjzOLcVWvJItIcbP2Wg6S4xf0+4I1saYZ7CpgipjzUTkTu7IC5vvVdwW1BXnoqhHV5Rt1PXHkvNM7uKJoHBAX1GK3KV+3C4/v4C///6Xb75ZZb3BS9gkl/kV8WugM9s+uq5TdmhuLtPj3Jke547u7udZuHAJi+65iiFr1xIb26vpjQEfF5VRge7jYryPgKmZu+Zg7wWiYKMCXUSk7ilRt42r1LWz69GWFoXWpKmHiLYoFD1x4jgxMfYh0Jct+4R33/0Y/1G3IcSOb9GNz9ZdT8yx6bFxNuHiYqqhhynXA2PpWW5hPSk/vKbNxmgpizdmsPpAMfqqMkoObqT04AZkand8r3qm0brmzrO6rdyV3iFUpBzApfeE2vtQVVUVH374BdOnT8Hb28fqn0PCdkg4kMaLa89z9HQak988yGOXdbNJS9GOQC6Xs2TJQj79dAUTJkzkzz//oEePpt1VWlJ/88LMuGZH0TuDKK+LTQp0S1i554Ik0LsIbWlRaC0seYgw1dZYJggWTb8b4+TJk4wZM6QVI28fPv74K1asWMMrX/7C6zsL0eib19Srs8ycdfTDxcKExGZvY/hd1n34fOyay7jt2yfIzc3Dx8fb2sO0iMUbM/h+bz6FO76h9OBvqLsNwueK+agCuxt9+DNXkH126YzaQlGPMbeQk7CY8uPb+OTlO3nmmR9YsWINsbHRLF/+SRt+IomOpvY6rvJD3W0gSZvX8BI3A0givQ533DEPhULB5MlTOH78BC4urlZ/D0NaaFP5650ZuxXoUtfOrkNbWhRaC0seIoxFIqHmt9zSGYHTp5O57ba5rRh527Njxx7eeusjduzYwS0/pDZLnEv2pdalrsdzczDWcfOLsSP5/fet3HDD1dYYWrNZfaCYwr++pjozicDblqFwM11wLZcJTVpwnq2Nvs2gouI+vvjiU955538MGzaUI0cSCQ0Nt+LoJWwRw3W8Ovc8ZUe3AODa7zKWbZNLAr0Bt9wyl3Xrfuenn1Zz002WuW01l+aI884WPQc7FuhS186ug6nIsy01pbHkIcIgcB7//lCjB8yWzghkZmYRFBTQzNG2LwkJv/Loow8RHd2d9MIki7eTxLn1sWZgY/bs2fz445oOEej9Ltofyl28qTz3o1lxDvDmnL7NOrfUaifuvfdB7r33wVaNU8K+MFyvK1MO1i7TVxSTWSylNRkjzyue+976geeO1riItaYmyFiKaFfHfqwfGiB17ew6zJ8ai1pZ39bM1prSWOpzPqt/sEmR1NwZAZ1OR3Z2Hn5+HZNiYCkFBUV4eNQU3FnyUOXvqiJl6QxJnLcB1gxsjBs3gT179iF24GymKiAapV+k2XVuHBZmM6lwEraN4frk3GssAJ6T7kbl340AN7uNZbYZd608x/liQH9pRnhncj4xz6wncsF6Ri7dTMIBy5qZGVKL0gorEKlJEZ2/+pDFY+msTl52KdClyFrXYlb/YJbMjifYQ42AbTalsfQhIuFAGqYkUnNnBPLycnF2dsLBwaFZ27U3PXtGc+LEccD492RAJtSc23uendyew+tSmAtsNHeKODy8G76+PmzcuKW1w2ox5Sd34hQz1OhrLe3wnHAgjZFLNzdbZEjYP4brk9zJHZ9ZT1N6aCOOCoEHx0oR9Ib8c64SUVONqK2ut1yjp1ZkP/1jokXnj7EUUUtTIf1dVbVR+3nLdxGxYH3tv3nLd1n2YWwUu3ws/Gb3eUmgdzGM5cDaEsYK6YxZQb6+sXFbewNphRWMXLq5SQtJw1Tgqb9/Q+8VwYajRTadH3ny5BmmTKlpEmPp9yTRNhium4ZmIM0tvk04kMaL647WWqbJ+l7PQ4+9xNY+vdot1equlZfsHauzknEfcV2jdeSCQPKS6c3et704Rkm0DYZj/MLao4gxw8j75U2UOtupdbI1nOMnUrT7e6pzz6PyadzN2pC62RQtrSdzlAu1AZ15y3exMzm/3us7k/OZt3yX3VjxNsQigS4IgiOwHXC4uM0Poig+LwhCJPAd4A3sA24SRbFaEAQX4FvABbhRFMV0QRD8gU+BUEAJpIii2PwrqISEjWLJQ0RTF6KmBIFBQJRXayja9T2e42/npV+zANt0GSgqKmbr1h0sXvxq7TJbf9jq7CyaFd+iAEfCgTTm/3AITR3bW33YILSxKUycOo9df/2Ih0fb/gb7L730gKsrL0KTcw6lEWHQ0hRIe3CMkmh7qrR6BJkc594TOL3yJV6SLwFs8xrbkcgdXXAM70t1VrJRgQ4YrR8zYOgBYarOrCnqWnA3FOd1l7fUJQ06Vv9amuJSBUwQRbEv0A+YJgjCMOBV4G1RFKOBAuCOi+vfCPwPeBh46OKyl4BNoij2FUWxF7DAwveWkOg0WJLGYi7qYBAQmpxziJpKHCMHUKkVWbYt19pDbTWnT59l0qRruPHG6+nevUdHD0eilby+8WQ9cW7Abeg1VPn25M03P2zT9x/91iVxXpV5msxvnsB1wOUoXOrnn7YmBdIeHKMk2pa6D2lek++lOjuF4vRkXvsju4NHZlsMCXcEQF9eZLQxmCUYbGfNpT42hSElzRwNU22in15fLxXGVG+Ii3SY/rVIoIs1lF78U3nxnwhMAH64uPxLYNbF/5cD+ov/DCm3gUBqnX0etuS9JSQ6E5ZeiJoSCjIHJ0S9vtbvObNYa71BWoF1h/IYO/Ne8sMn8Y//bCmPtxNgTqQ6j7iRFSvWcO5cy2wcLaHkYqprVfpJsr//Lx6jbsRj9LxG67Um/dHSYm+Jzkvd37kgk+M+Yi5Fu1ZTWKFnw9GiDhyZbfHx9eH089VQlZGEQ4jxZkWWiu6GdWYeaiVKuWUF7YbiUnPUDXpFP70ebTPq2jtS/1pcJCoIglwQhINANrAJSAYKRVE0KINUwDCHsIKaJ4f3gWUXl30AfCoIwhZBEJ4VBCHI0veWkOgsNLwQmXLVMCUI3NVKAGSOrujKC2uX25LLwOKNGTz84sfoVS64DJxJWmEFj6w6KIl0O8ecSJW7eHL//Xfz/POvtcl7G/LORa2GnLWv4X3ZQ7VOG3VprZuDPThGSbQtDX/nchdvRF1NzYUtzlR2JDPczjBt4gjOvz2HlKUzeGduv0ZmDpYyq38wOxdM4OzSGRx8fgqvX9OXYAtnnC0hrbCChANpzRLnBjpK/wrNtcgSBMED+Al4DvjiYngfQRBCgV9FUextZlsvYBpwGTAF6C2KYk7D9SKiosXHX3rT7Djig6VcMFultLQUF5eWTXl1NQorNKQVVKCvcx7KBIFgTzUeF8V43XVTCyoQRRF9ZRm68kKUXsEIQJCHEnfHlk0RNqS8vAonp5Y5wxRV6kjNq0CTdwGldwiCvP5nkM7btqUtz73CCg0X8stNryCKaHLP0y0iGFdX647hWGYlANqSXNBpUHgEGl3PGr+vwgoNWUWVVOv0qOQy/N0dG52LbYV07ex4Gv7ORZ0WTd4FVL4RIAj0CnA0ul1rrpv2SkZGFjKZnKAg0/ndiWmmZx0sOV/Nbd9cZIJQ715bl4dunLVPFMVB5rZvD/1bl2aH3URRLBQEYQswHPAQBEFx8SkiBDAbIhNFMZ+a5PlvBUH4BRgDrGm4nl6ENxNND60zdozqTGzdupVx48Z19DDsBmMNGowVtIxcupm0whoRXrh9LSLgOeYmnJQCfz/e3Wrj2bcvmYEDoyxef8PRIp5fn4lGD9qSPLJXP49z3Hjch8Y0Wjdl3jirjVOiMW197i1MSDTb3a/iTCF5zy+i/0Mf8ui0iFYX1U1edoqcMhFQUHJgA8V71hBwyzvI1Y3vDwJwthW/r0vnYTVBHs4d4i4kXTttg34v/k5hhebiXwqyf1yFY2hv3AbP4pUIH6O/6+ZeN02h1+spLS2jtLQMnU5PaKjtJhs8+ugX9OrVhxtuuJRq1vB+llZoRstZcL4+9PxvFFdZFiVva9pD/9bFUhcXX0BzcXBqYDI1CfJbgGuoqWS9BfjZzD4mALtFUSwXBMEViAIs7+MqIdFJsdTVpG6encIzsLbbXblG7DCrxQ1Hi3h2XSYiUJWRRM7PS3HtOxW3IbPbfSwSbc+iWfEMCvfi9Y0njeZ9qrsNRB01mJO/fc1L4l1Ay5wvFm/MYPWBYgBEUaTo7+8oO/InfnMXIVe7Gt1m3jDjLhKWYMxe8dFVB9l7Ll+y9O2CvDAzjkdXHawtSvYYfSPZq57DddCVLNuWa9VrbXV1Nbt37+PPP/9i8+YdHDt2EicnNS4uzlRXa+jXL467776FwEA/4uJ6IJN1fPuaxRsz+GF/ARfW/EmgbBRFCYksmhVPwoE0Hll1sHY9S51ZFiYkmrR+bUqcK2WCxZ7pLaEj9a+lEfRA4EtBEOTU5K1/L4riL4IgHAO+EwRhEXCAGhsZUwwE3hcEQXtxH5+Iovivhe9fixQ9l7Bn6l6IzNGwZbKhwZFhK6VXMCX7L1Wev7opq0ME+rJtuYhA2Ykd5G/6EK9Jd+Pcc0y7j0Oi/TA8UJpyPnAIjKXi9J5ad6Hm/i4vRc1r0gvy//gfVeknCJj3OnIXT6PbtLZ5nTF7RZGanhuDwr0ki8Uuxqz+wfWEpso3AlGvQ1dWQKbQujqH/fsP8/HHX5OcfBYnJyf27E1EdA9EHTkIp363Ezk9Bq1QI838VBBVvY9lyz4lPT0DlUrFww/fxdVXz0CpbJ+0q4bctfIc/5yrpPTYdhQe/sh9I2pn1VaYmV0zRcNZOZ0omp2la0hzxbmnk7K2j4OFdJj+tUigX6w47W9k+RlgiIX7eB143ZJ1JSQ6I02lB9SlYYOFhg2O9NUV9fK7iyo7pt16ZrEWUa+jcNuX+F65AMcw0yJJYb0u8xI2TPHeBJx71hRwZjTTXeiuledqxbkmL5W8je8jKB0IuOFVZA5O9dZt+BDbGsw51Lyw9qgk0LsgwXW8uUVtNaKmErnatUUF+RUVlbz77sd8teZPsrNzcB1wBerYYfirRXz73Ifc+dKDZ90zpqgafmcgslEDuW5wCKMczzFjxpUkJh5j8eJn6r2HVqtlxYo13HjjNcjl1qlHqsuGo0W8sCGTKq1Iyf5fKNq5Et+rLo3h2z3nTTbhM4epe+KKPedp0Q7NoFbKaWbZZYfqX9uxfrAAKXouYc98u6d50YW6jRcaCoiKM/tw7DbAKuNqDf4uMo4lfIzc1dusOAc4vUQ6fzsTMX7OJGWXNVru3Gs8mtya37qsiYeyxRszWHOwGL1Ys251cR7VWacpO7KFyvOHcR82B9dBMxFk9QWHXBCs2h3QXKOUS7nIEl2J+VNjLzaF01KetAdkCtQOKh4c69Psfa1c+SNf/7QF3cAbCA6Nqw2uFFDjydcUehG+/ScV2bBIvv76cx544GGmTBnH2LEjal7X63nggadZtSqBMWOGERkZ3uwxmmPD0SKe+yUTnQiV5w5RsvdnAm58HaXXpQfX5maZ3DgszKz/eHOFtCUMCHPnbxMNjWwRuxLodbG0sE5CwlZoTZpcXQEhiiIVyf/iM/PJ2tc91NbPS3z11WVcf/1swsKMn1cbjhZx6uf/ozo7Bd+rnjW7L0vssiTsi02PjWPyW1sbiXSlVxCFWz/De+r96BVK+i2t8R92dxS4rZeG9L2bOHDgCMcv5JOdV4zSNwJRU4G2IANN3gUcwvrg3GMUXtMeMNkApaWdQk0xf2psvZQGCQmDnlj44fek/fkx0bMf4b+X+QNw2f8lk1msJcBNwYNjfejlXERaWib/+9//kZJyHjc3N3r2jCEnJ4/S0jL27NmHavqzqANbZ9e5cs8F3rx2MsFz/svsGx6i733vccMAZ9Z//DbJySk4OanbJEd92bZcdCKIop6ind/iPuK6euLcEuSC0CjHvDmpLNZg95mCFnct7QjsRqDfOCyMkUs3k15YgbtaSVm1trarXVPt0SUk7JXIBesJ8lAzvodv7cWs6kIiCDJU/t1q13tykp9V31en07F06XssXfoeg8aMJ0MehKz3dAI81Tw8OZTy0lKeWvQ/ik/tIei2ZcjMdJKTfKQ7L4ZOgDUOQzU3PUPTksxvn8J92DWoArpT+NfXpJ4/zOOaKqZeMZN77rmHB384g7eDM5rcc4CAws0XQaHCIcj8b6W1+ebGmNU/mGd/SqSsunFBmqdTx+T6SnQ8s/oHE3n/WEZ/91/iKg+QkzGMDw/Kqbxopn3hQjr3P/p/6E/v4IP33mHatOl06xZNXl4OR48eJT5+AJ6eHrzyyqvM/Da91ePRiWJNMbN3D1S+4aQc/JuFX2/iqtkziYzsRlZWBp98soKXX7Zuo3ZDqlrZsW2IOh3OceMbraNWyqjQ6I1uH+PnXHutaEtErYaCLZ+iCorFxcgYdaJoN+Ic7Eig133SMjblaOgUJQn0+kgzDbaDuQuYKURqHkDX7Eur3b5471rcBs1EEGoiJe6OgtULROVyOa+++hxPPfUyR8/lIndXUvbRHVzQ67jlLVfQaXGMGoz/9UvMinMPtZIXZsZJv7lOjiEdoEKjQ652JeyJnyg/+Tf5f36CvrwItyFX4X/dYhQeARR5OnP11RN4/N+a6W2HgGiL3qOtb/KLr4pn/g+HagM/AEq5wPNXGO+SKNE16Nt3AGlpabzxxlKeuHkeDlFDEJQ1fuflJ3bg0mcKIVc/Q0hIaD2LzKuvrr8f+cqMJs0BLMFQzOw27FryN32EoFCyucCX7O/eQZDJUMjl3HvvrQQFBbT6vQzIhJoZ4LKjW3AbfGWjlLORUV7MGRRWzwnJgL+rql3EuYGS/b/A/l/QZJ3Buc9kVD4td3fqaGxSoAu0rJrMXKFPV8SYdZg002CetnygWTK7D4+tOkjzJHoNFRodnk5KqguzqLpwFJ/LHwfAUSHw1GR/q4yvIXfddTPfZoRx5JOn8Bl1M54T70JQqtAWZiHI5Cjcm47aH3x+SpuMTcK2MJwjj31/EL0IglyJc6+xOPUcDQgIdTrmGq7ThinvpnBQyHj16j5tfs0y7L+l5785qzgJ+8bV1Y0XX3yFT7OjqTi7H/Q69JoqAm56A6VnEGbad9Vy/dBQoykdpmo5mkId0Y+gOz5A1FRRtHMlAC4DrqDs0K8kJPzKddfNwsvLuOtRc9GLUH56D5rcC6ijGtdF1q0HMXX+GLu3WhtBocT3qmfJ+ekVtKX5ZH79BMF3fYzc2cPq79Ue2KRAFxFbJNHNtaLuihizDms40yBF2C/R1g80lgqAyAXrjRavF5ZrGFS5l7J+45Gr1LX5j21pr1jkEIggV6IrzkYW0hMApafxLo4N8XdVtdm47JHOfq41tKYDamd56mK4TpsSLG2RwmIplvYkaIg5qzhJpHcewsMjSHNvHBCxRHsYfgemHuIa1nO4Ocgpq9bXW3fLiZx6KRqCTI7g4ITnhDvwnHAHutICBEHGX3/9w0cffUlCwpd069b6gtFANwX7d3yL99T7kanqd1KtW19k6vwxdW99Z24/q9d+OHUfjseYmyg78RcOgdGUJ+3Gtd80q75He2GTAr0lEXQpz7UxpmYUDMulCHt9LHmgaS2WCABTRSyBbir2fJvAqq8/oG/f9vmtB7gpqLjsYbJ/WowqMAalp+Vd7fY8O7kNR2ZfSOdaDUqZUHudbkqw2APzlu+q57bUkJV7LtjV55EwT91ULgO12qMoqcntF82KN/l7sCQNpOF1pCFyF088J9zB3XP78dCTzzLmppeJn/d0qwM5N/TQ8k9xDo6R9d0G657P5jB3b63rzhf19AarpAG5DZuDvqqM4j1rqM46Q8n+X/Ce9mCT9S22hk0KdKVcQId5C0ylTMDFUUFhucaiaJQxO5/ObttoSugZnvbbQ5DaE0090LQXTqrGUUcHNIibl+Hm5kqfPr3abSyllVrkbj4IgoBM5dT0BhJGkc414/UI5gSLrdOUOAesIjYkbAdzs6BbtzYt0K35/uaKHZ/+MRGxx2Qq/rqb9MIqXvo1C2heV98NR4t4Zl0mUJPeogqIrpd73pz6IkvvraZm1ZqLIAh4jLmZ8pN/oysrQJOTQt5vywi6/f1W77s9sUmBLpcJXDcsjBW76xvfGzopBjdzetiU12bEgvWdWqSbfdrHdgSprdDUA017MG/5LqP5iAFq2LtrO3//vb5ePm9bU1xeTe7Pr+I+al6z8/gSDqR1GfHZFF3lXPN3VZFVUm10eWebUWlKnENNnr1E56KlaVDWfn9TD4gOCllNsbazB0qfMAq3fQnjbuOZdZks25bbKJqenp6Js7Mz7u6utcs2HC3i8eU7qEo9hqirpuzIFhwupji25Fy29N66aFY8e87ktSgnvyGCTI77qBsoO7IZt0EzyVn3BgVbPkMdMxRNXhqlhzfi3HMMboOubPV7tRXWN8y0EotmxfP23H4Ee6gRqBHlb8/tR8rSGexcMEG68VvArP7BLJkdX+87XDI7vva7MyU8u2ou//ypsaiV9avT2zt1ytRNP6VMRlVVNSEhlqeYtAadTserX2wk+6fFKNz9cR1webP38frGk20wMvukq5xre56d3Kj2oDOKc0uxtl+7hISBFXcOZ2SUV71lI6O8qNZesiHwvfo5Ki8cIX353eT/uZykHb8y/4u99F1ygqnvHmPmDY8SFzeaL75YyYajRVz2f8n0fnIzd1x/Kzk/LkaTn4a+vBi3IVfhNfleAKMP4E3RnHvrpsfGceMw6zivyJ3cEfU61FGDCbzlbQAKNn9G2dHNKL3DqM5o+1mP1mCTEXQD7fGkujAh0W6nWC3B3HfYVIS9q9FaF4e2RJDJiY6O5NChowwY0Mcq+ywrK+d///sKNzdXXFycyM7OJSMji0GDRnLjjTdTInNH3WMcLn2ntChq39miw62hK51rXVWM18Ue8+kl7A9j3XTr9iSQq90IuOlNqrOSqTy7n8pzhyj86xsEpQMZciWOfuFcMe92XnvjQ2Qrd6CKGEDhXytwHzEXv36XIcitIxEbpubIBaE2xa/u6wYMqW8Ni6+bg6itpvzU36h8IwBQegbhOf722tezvluIc/zEFu27vbBpgd4edOUiHlsWpB1FR09fmmPMmFFs3fq31QS6RqNh6dL3uOqqy0krrOJMuZpKpQdxQ5x5+v1veevfylbtv7NFh1uDdK51PkZGeRmd8RoZ5WVUOElItAcNgwGCIOAQEF3bb0AURaqzktEWZeHUfQR5nk7Ex17Nyc1rKDu2Db/ZC3EI7mH1cRmudc0pljdos5aI9MxvFyBzdMFryn21y0S9jpyEJVSlHUemcsK5x6hm77c96fICvasX8diyIO2KmLrp9/cRSfhsHatWLbfae7m6uuDs7MSU25/mjR15qDQ6VICo0vLhQU1tzUdLkEGnjA63Bulc61ysuHN4ozxgSZxLdDRNFZI2FOyGddyHzsZ96Owm998a+9yWFMsvmhXfIoEud/GiKu04Jft/wXPsrQhyBfrKUiqS9hBy/1cIDmoEuW13CbZpgW4t3+CUpTNMFopKRTwStoSpm/4Y/X5ko4fTv3/LZns2HC1i2bZcMou1tf7pvV1LkMlkfLq/yOhFs6WolTKWzG77xjISEtaipfcaSYxL2CKGYEBTtoxQE1FvTgpja1LY2rpYXhT1VCT/izpiAH6zF6IpzCRvwzuUHNiA26CZlOz7BcfI/shdrNPAqa2xSYFeqdETsWB9vQhea32DbxwWZvQpzFDE01W7wHX25in2SN2bvuF3uW7TRpRufizemMGzUy1rFGRgw9Einv/xNOnr30dQKCnvNY4nD+kZ5HiBiooKUjNzkKndWjzeYA81OxdMaPH2EhIdieRRL9FZaRhNbzgrKmo1XFh2AzKVGnW3QTh2G4gm5xxV6SfRV5biNvhKnHuOqV3fQ926iHNbOqXpqyvJ/uEFqjOScBs+B0GQoY4aDHodgkxOZepRSg79StCty1r9Xu2FTbq4iBd/Qg2n1ys0Oh5ZdZB5y3c1e5+LZsVz47Cw2oi5XBBqO9YZChEM6S6GLnALExJb9TlsHcONKa2wApFLN6aEA2kdPbQuT8KBNOL++1vt77I6+ywK30hWHyim39KT9Ft6ktnLky3a17JtuRSdTURbnIXKP5qiv1eR9+869iTlc9uba1olzi1tVCEhYauYm3aXkLB3ZvUPZueCCaQsncHbc/s1eFVEEGR4TbkfhVcImqO/I2oqces/HcfwPlSmHKy3tm8ru0O3hVOaQdOVHd8OQMBNb1C0cyUVyXvJXfcGVWnHqco4Sc5PS/Ce9pDdRM/BRgV6U+xMzifq6fXNFpKLZsWTvGQ6KUtnkLxker1OdsYwtbyz0FVvTPOW7yJiwfrafy154GtLFiYk8uiqg5RV1xwbUdSjyT6LqKtGk3/pN38mT2uRSM8s1qJw90dfXow6ejBOPUfje+UCHMb8h/XnWl6D4aFW8vqcvlKUUcKu6Soe9RISDa/VgkKFx7jbKNq1CrchV5Hyz3fc9dgjqGOGovQJQ19ZWm/91vqTN2X9bIqGdpJ10YkilecTKfzrKzzG3ITKL5LQh1bi0v8yBIUK36ueRayuxG/OCzhFD2nV+Nsbm0xxsQSdCI+sOsgHW5IsapFrfl/GRUpnLyDtijcmY80ddibnM2/5LpvIJ004kNaoQZc2Pw2Zowv5f3yMvqIEr0l343LRHupMnrbJfbqrZRT4hqOOHkL6x3cBoCvNx3PsLS0e5ztz+zV5Ue2qaWMS9oUtNCiTkGgvGhoRuPSdStGOFfR2KQRgzcFiAIr+/g73YXMabR+xYH2riqFbUiyfXVJl8jVdeRH5v/8fXpPvxTEkDgBN7nkK/lyO/9yXUflH4dS94+/tLcEuI+h1Scouq42EtjQ1w1ShaGcvIO0qzVPqYqoRkCVdAduD1zeebJTaVZV2AsHBCVFThcovstkdPUVRRJDJUQV2R+bogjpqMOqI/i0eo0DTubldNW1Mwv6whQZlEhLtRcMGR4IgEDFgND6n17F4YwaailIyv5mPNj8N597GfcINQa32YPJbW01G7itTj5H5zROoo4fi1H3ExWVHyflpMd4zHkXlH9UuY2wr7DaCboxHVh0Eml/Yc/3QULMFpJ2VrtQ8xV4wNnshd/NFkCtxih5C2fHtOAT3bNY+iytFShP/oOjvVfhf/woqv26tGuM8E13e6hYcm5p76sp9ByRsE8mjXqKr0TD6XVw8ivDucVRuT0KTn4o6oj9OsaPMuru0V1DLmDjXFmdTuP1rKs8dwnPiXbV+5rryInJ+eAm34XNxihrcLuNrSzqVQAfM+mmaom4ueleajpduTLaHsel2saoch+CeKFy9UfqGI3Nwqn2tm3fTp3CAm4Kc80dwG3p1PXHupJRRrtGb2bIxziq50fPCEjsv6PxpYxL2ieRRL9HVaJiC6HzNEpRZyaDToo4Z1qLu0W1NVfpJCrZ+jib7LK4DLifoPx8hc3BCW5pPweZPqDyzD5mzp02OvSV0OoHe0vxpQ2vZ5tAZLAq72o3JXPc/a9Ln+d8orrokVt0c5Bx+cVqT2xmb1ShN3ISgcKDqwhGc6lhedfNW8OOdTU/hPTDGm9vfPY1L30v+tWqlnNkDg5vdAKK82rgAN1ZwbIzOnjYm0bXoDPcAia6HIQXRgE4UUbh4oXCx7n2wIc05XxIOpDF/9UGgJk2z9NBGCv/6Gs/xd+AUOwKZ0rF23eJd3yPIlQTf+xkyB+c2/Qztid3noDekvfKnJYtC+6Rh/h1Yv/tfQ3EOUFylo8/zvzW5raHK3dOpxm9WFEWqMpLwnHA7gbe+i/vQq3nligAOLog1K85FUeTrr1fTvfswbp84gkA3Fd169a9XOb/lRE6zP5up88vSB+POnjYm0XUwdg94dNXBmiK6pZule4GEzdIRDnXN0UwJB9J47PuDGCZ4C//6hpK9awmY9xouvSfUE+feFCGe/gvP0Td2KnEOnTCC3l750y1pWSthG7S1W0tDcd7U8obsPZdPcUWNO4sm9xwAcldfPNQynpzkx/Q49yb38dFHX/Dttz+yfv16eveOR6lUoVDUP90fvVizYSnm6hNMOWEY6CppYxK2h7HOvNa4Bhi7B1irsZ6ERFtijVTDGL/mieHmaKZH6tybKs8dpuzInwTe+i5yp0v3PkeFwMKpvvzywSeMveMm9viFmb0H2SM2GUGXtXAa3BLrN2vRFS0KJdqeuu4n1dlnyf7+v3iMuZlrB7iz9eEYi8Q5wFdfreaFF55n8OChqNVOjcT5woREk4WcxmjKr9aUE8Y7c/s16jsgIdFemLNVbS1NXeu7Qk8JCfuktamGMX7Ozba3tlQzTX5ra72/tSU5IIrk/fou+X8uR1uUjSjqmRuUwZsP3c7Zs+f5739fZHwP32aNxx6wyQi6XhTNPjkoZfD6nPYT48aQvHMl2oK6U495v76LqK2mOv0EX67ayA8HhnNggWUzRDfcMJt7732AysoqZs68ClfXS91CG+YfWsLOBRPMvi4VHEvYIm1pq9rUrBFIARsJ28SUc11TyAVIXjKjRe9pqWZq6NriHDcBhUcg+opiqtJOkP75g4hVZXwWEsiiRS9z0023sfZQBmv2db6UMpsU6KZIWdqyH0ZbIFkUSpjCzUFuNJ3FzUFuZO361J169L9hKaWHN1Hw53Jkzh44dR9Ov6UnOWiBSH/wwf8weHB//vvfV7nrrnt5/PGHeemlJUDb5R92tYJjia6NsXtAQ6SAjYQtYsq5rinRrmtFZkxLNZMgCDiG9ALAKWYYnuNuJdrXid8fHYtMVhPKtcSkQCaAKNKsmeOOxiZTXOyBlraslej8HH5xWiMxbqmLS92pR11JHkU7V+Iz80k8x9xcu3zD0SKLxjFs2EA2blzF0KED6NbtUkFpS/IPI6XCNwmJetS9B0BNA6+6dHTAJuFAGiOXbpbOXQmjLJoVT/KS6e2WgmiJZopYsN6ifZ3OKWfqO9tr/25qpspJKeOta/vZlTgHO4ugAwxdvImskurav/1dVex5drKZLdoOKWIoYQpLxLgx6kYxSvatxaXfZbVNGAws25bbZC66KIr89ttm3nzzQyoqKrn22usBWtzJs27VPUiFbxL2QVvbqta9B9iC5WJ2dgZeXr78kphVL1opnbsStoA5zdTj2Q3N2lfdVBhT6TPBHmp2LphAwoE0Xlh7tHmDtQHsSqA3FOcAWSXVDF28qcNEuoSENTFEMb7ZfZ6Ks/vxverZRutkFmub3M9PP23gpZfeZOnSxVxzzfW1RaKtTW+p0Oh49qdEHv/+UJdq6iVhn6y4c3ibubg0pKMDNomJh+jTpx/R0ZEUe/RA598Dlzqt2iWXMYmmcJQLVJrJY2muc4ulLExINPu+TWEsfUYpFyir0loclbdF7Eagm4qEAI1EuzlsIcohYR06+7GUObggaqoaLQ9wM3/aVlVV8eKLb/Dpp8uZNKl+JN8a9lpldZoV6USxNuLfGpHesKudJPolrEVb26raClu3/slll01k1KihvPTRWqoP/llPoINUtCphnhOLpxP99Hq0Rm4T/q6qZju3WMqKFhSs1qWhSYGHk5LSSi2FFRprDK/DsAuBHuPnzIo7h7f6SahhO3Jp2s9+6azHsq7Dikztir6ipNE6o6KcjG4riiLr1m3k/fc/pW/f3o3EOdTkuFtDpDdk5Z4LLRbUxrrafbP7PHvO5HH/+JhO/RAmIWEtYmN78NFHH5OdnYuDUo7bFfMbrSMVrUo0xeklM9ot+NVaTRe5YH298RnGOHLpZgrK7Vucg40LdA+1khdmxlnthyE1F+o8dNZjWTcFReHmR+X5w6ijBtVbZ/WBYvqHODXKQ79/4fv8tPonXEfMQzF4PAkH0hp9Fy2112qK1oh+U2k3SdllPL76EDp9zb47y0OYhERbMGXKdI4enQ40DmBAxxetStgP7ZGuZY3UE1O1UZ2lYZFNCnS1Us5JI5aK/q4qo+ks/q4qi/Zrz82FbKk41haw52NpjrpC12P0PNI/uQ+XPpNReofWW++ZdZn1BPqGo0X8vGEbLiPm4dRjFOklGh5ZdZBHVh1EoOZCZvivKUSdhvLT/yD26Efl+eOUn9yB68CZKL3a9kJtTtwbxLmBzvAQJiHR1kh9CSRslbbICa97X0g4kNbkvc5esEmBboo9z05ulVC11+ZCUnFsY+z1WDZF3RQUUacBUY/ctekOacu25eIQOYiK5H8bub6IDf5rjNLEPyjcsQIAzeinyV37GuqowaR/ej8BN72BQ0B0Sz6ORTQ37cbUQ5iUxy4hcYmOLlqVkGhIWxZsphdWMPmtrY0aHdkzdiXQgVYJUnttLmSqCLY5xbGdDXs9lk1RNwVFpnZDUDpQfupvnOPGI5hpz3w2cT+aoizKjvyJvrIUv6ufa9b75m18H0EmR5ArQZAhc3Sl7Ph2nLoPR+Ub3qrPZIyEA2k8+cMhqltQuS/S9IXeWsWrEhISEhK2jyA07kLakHfm9jM5qyS82h6jbB52J9BbQ2ec9jMIFVvqstoedMZjCdTLD5cpHfG95nly1iyiaOdK3EffhHPP0bVCvd/Sk5Qe3ULRzm/RluSBVoPg0DIbrJB7P6f85N849RqL0lPA+/LHUPlGIMgtv0TUFc3mfo8JB9J4dNXBdpmCXLH7vCTQJSQkJDqQ9rA61DdxQwn2UNvdrFKXEujQeaf9Ihas75IivTMcy7qpGQ1x8I9CV5IDQN76Nyna+S0+M+fXLC8rIG/jBwiCDO/LHsa5+3BKj2ym+J8f0WsqkSkdLR6D3NkT1wE1vx9BqW11Sou53+PrG0+2W36gSM33K4l0CQkJifanueI8ZWmNi8wjqw6aXKe5Oeb2Orve5QR6S+hov21TxbHWwtgJ1NXEfkfR0GLQGGFP/ET+pv9Reug3dKV5ZH75CILKCaVnIIIgw33o1bj0GguAa79pVJ5PJO+3ZXhNuBO5s0c7fIrm0d6FvK2xgJSQkJCQaHvqao6mZsgjmyn6l8yOt8tgniTQm8AW/LaNFcdaC1NPt10xIt8RWNLZU5Ar8Z72AKqAaAr/+hqlZzBydz+0eRdwih2B2/A59db3mnIvhdu+IP2Te3DqMRp1RH+UfhEoPAIQBFlbfRSLMVXg21a0he+7hISEhIR5Eg6kWbSeMa1hboa8OVf0GD9nuxTnIAn0JrEVv21Dcaw9t621d9piJqU54tG13zSce46m+J8ESg6sxyGkF07RQ9DkpdZE0+VK5ALg6ILXlPsRFA5oi7IoOfQblecTcYkbj/dlD7VqvNZg/tTYdstBhxqXGGMYc4R6enqvRscYOl+tg4SEhERbM3/1QbOvt3UQsC27n7YHkkBvgs7qty3RPNpqJsVSi0HDhWxhQiLfODjjNuxqyo5spuTQRrQFGegrS3HuNRb34G4EuqtI3LEZXXE2uvIi9JWlKDz8cRt+bYvHaU0M35e5HENrcv3Q0EbL+jz/G8VV9R+8s0qq640prbCC+asPgQAandQsSUJCQqI5aPQd994jo7xYcefwjhuAFZAEehPYmt92ytIZUs54B9BWMymmOnveOCzMaN60Ydk3u8/j2n86rv1rOgdqCjIoP76dgjNHyNdW49xrLE7dRyAoVYBg1qKxLWjq9zirf7BZge4oF6hsgQWjMRp+jwkH0hqJc1NojFgDSM2SJCQkJDoOc0WiAjDPxP3T3pAEehPYot+2JMbbn7aaSTFcRJrTYGdQuBcrdp+vd4FSegbiPmIuwe2c3w01DxMNx28JI6O82Jmcb3T5ijuHG41yW4PXN55s9T6kGTQJCQmJltMaHXN26QwiF6yvdw8ULi7vTEgCvQk6wm+7PV1jpIi8ZbTlTMqiWfHNeto3ZVMoUPNA2ZLUEZnQtI+sMW4cFlZvBqA5DYJW3Dmcect31RPpdaclD784rU1EujXEtb13rJWQkJCwBuau4W1JZxPjxpAEugW0p992R7jGSGK8aWxpJsWUwBRpOnXEFA3FuWEK0VSOvEouoNNj0iLSUmvDpi7kh1+cVvv/DSMmluDvqmq0rDkuMkqZUC8HHTp+Bk1CQkLCFmgozgF2Juczb/kuu8//tgUs9lwTBMFDEIQfBEE4IQjCcUEQhguC4CUIwiZBEJIu/tfz4royQRC+EgThb0EQ4i4ucxIEYYUgCImCIBwRBGGHIAgubfXB7BVzuc4SHces/sEsmR1PsIcagZquZB3lrWoqehtsQVTXknWgRpwHe6jRmyhgrdaJZotb28LasLlRazcHea37UV2aI65fn9OX16/paxPHXUJCQsKWMJaiaG65vdJR+rc5EfR3gd9EUbxGEAQV4AQ8A/wpiuJSQRAWAAuAp4ApwB5gPrAEuB14GMgSRTH+4oBjAU0z3r9LILnG2C620rnUWDQfamZbzNlwGvLTLe3CZkixamlOe8OIt7+ryqhgthRTn9sUxVW6et+HYaaoOS4yhnVt4bhLSEhI2AsLExI7Uwpth+hfiwS6IAjuwBjgVgBRFKuBakEQrgTGXVztS2DrxQHKAf3Ffwb7iEDgnGGfoihKIWEj2JprjITt0bAuwpzYNrRNfvrHxNrflcilFJZgDzVlVVoKKxpfKwz1Dy21Q2w4rqySarMPEB5qJS/MjGNW/2CzF/WWeqhHLFhf+5Biyhu94XgkJCQkJJqPIf3RDsV4PTpS/1qa4hIJ5ACfC4JwQBCETwRBcAb8RVHMuLhOJuB/8f83AmOBtcBbF5d9BjwlCMIuQRAWCYIQY+F7dynmT41FrZTXWyblvEo0ZFb/YHYumGBRoYyxtCmDON+5YAIvzIxDKa8vWJVyoVXivCUUVmh4ZNVBs91tW9vgyPCQ0lQKjlIm8MLMuFa8k4SEhETnZmSUl9nXLemUbQd0mP4VRAtyRQVBGATsBkaKorhHEIR3gWLgQVEUPeqsVyCKoqeZ/bhQE/6fBNwADBdF8XjD9bp37y5+/PHHloy/U1JYoSGrqJJqnR6VXIa/u6NdRfNKS0txcbFeeUFLvo+krFIqtZdEqaNCTox/x5Q8pBdWkF+mQUREQMDLWWnVGZHEtCKTr8UHuzf5emGFhtT8CsSL0tdfDVldMKNKLhPQ6UW7POcMWPvck2hfpONnv3TVY3c2t4zSKq3J1+OD3dtxNC1n/Pjx+0RRHNRweXvr37pYmoOeCqSKorjn4t8/UJNvkyUIQqAoihmCIAQC2eZ2IopiKfAj8KMgCHpgOtBogIIgMG7cOAuH1jVpTyvG5rJ161arHb+EA2k8/WciFRoZhgkftVLHktm9TH7eyW9tJSlboOHPO8aPdm/7uzAh8eJUX91ZET03DvNmULiXVY7hrWbSRlLmjePZpZuNpk0Fe6h5cN44ej73KxWaS+N7PF7Lm4ldz+DJMKNgz1jz3JNof6TjZ7901WM3Doh6eoPRWUm5IJA8b1x7D8natKv+rYtFKS6iKGYCFy4mtgNMBI5RE8K/5eKyW4CfTe1DEISRdapcVUAv6uTkSFhO3ZxikUtWjAkH0jp6aFanJa42SdllzVrelpia4vt2z/l2O4bG0qbkMqG2qLSiDfoxt2/fUusgFWJLSEhINB9TzeksbVpny3Sk/m1OmOxBYMXFnZ8BbqNG4H8vCMIdF9/sWjPbRwEfCjU9x2XAemBNM95f4iJt1XbeFrF1V5uEA2m8uO4oBeU1RZZ1Cx3BdK6zXsRqx7CpSvmGRaVOKjll1dbv0Gkgxs+ZTY+NM1sQaotIhdgSEhISzaclHbHtjA7RvxYLdFEUDwKN8nOoeZqwZPuvgK8sfT8J09i6aLUmtuxqk3Agjfk/HKrXxKawQsP81YeAGmFsqtGPKVp6DI1VyjdMgxrfw5ctJ3JabJtoKUnZZTYhzuumrBhrqFEXqRBbQkJCouU0tyO2PdFR+tfiRkUStoMpcWoLorUpFiYkEvX0BiIWrCfq6Q0sTEg0u/74Hr6N0iWaElMxfs7NWt5SXt94sp44N6DRi7UpOKam+NRK46eetY6hsTSob3afb7Y4F3Wmi39sgWAPNe/M7dek89GKO4c3chxwUMik5kMSEhISXYiEA2mMXLqZyAXrGbl0s02nBne9SrBOgC21nW8Olwoma9CJYu3fxp68Ew6ksWZfWj1bPQG4eqD5hkGbHht3sVD0Us65Ie3CmpiLdhteMzX1B9T7LgyM7+Hb4vEMXbyJrJLqFm9fi15P4c6VlB7+HV1JHg5BPfC58kkUrj6t33crkAk1qUEGDL/5hik8pgpupdbTEhISEl0XQ+DKoJ0MtV+2iiTQ7RBLBYktUDfNwlSix8o9F4wKdFP+3VtO5DT5vu3h1mKuy2bdSLixqb+RSzcb3c6Sz2aM1ohzfVUZ5af/ofz4dirO7KP69deoOL0HlX8UWpUavaYCQeHQon0bI7iF3Un1Ys22xn7zttLlVUJCon1omLY2MsrL5EP4woTEzpwfbVc0vFe1tsN0c2iJ6URHIgl0O8UeBEnDp1VTmMrRtuVc+3nLd5kUmUqZ0ORshrU/W3PEuajXUXF6D1XpJ9HknKPizN56rwtyJdriHBzD+uA2eBYOwT0RZHITe2seAqZngAxpJuby1+3dBlFCQqL1GKsp2Zmcz7zluxqJdHMzt9ayupWwDGOBpKySaoYu3mRVkW7KhtqWNYUxJIEu0WYYe1o1hilLvpYUiLZHaou5gsOGLi6msOSzWeJ139xizPKk3eT/uRyFizeiXkd1xkkcwvrgMeI6HELjEGRylL5aQh9c0az9WkrdzqfSjVHCnrGXqKwt98xoKaauv8aWm7K6/Wb3+XrCPa2worZzsj18P0eOHKJHjzgUCvuRcaYCSVZJzbyIsTSWx74/yKPfm+5CHeShJsVqI7Ae9nNkJewOS59KnVTGo7PNzbVvKM6hxlFk8ltbrSrSzbmBHHx+ikX7aOqzmcuVM9w8miPONflplB75k9LDv+N75QIcQ3uTteo5fGY+hXPP0Rbvp6UYIuQGzM0AjYzyMvodN9VWWkKivWiqnkav15OWdoFz51LIzc3BwcEBHx8/QkJC8PMLQC63zoyUORpawMIlEWoQom0RwDA3nroPCiUV1RRXXbr+tSbVoeLsfor/+QmFhz9rR1QxbdrlqFQqwPQMrSkeWXWQy+P9OXnyGFFR3XF0dGzRmNqS4uIi4uP7ERUVwbZt2wkOtn+/8Yb3s+AWPkwaCwzqzfwEDPfdq55u1tu0CzYp0Cs0unoHy5iFnITtYy5Huy7lJjy5m5trb0sNipqiqc9mLa/76pwUCrd/TVX6SZzjxhFww6so3P3QFucg6nXkrn0VdbcByBwuOdwIXDrnzOV5NpX3LhcE9KLY7KjdijuHNyu/VEKivWkYlRVFEU32GT54YwXb3jzLoUOJqNVqQkOD8fLypKqqiry8AjIzs1AoFFx//bW8/vo7bRb9tDS9sC0CGAZWr16Js7ML06dfYTTg0JCWpDpU56RQtONbqrPP4D7yBvQVxSxa9DL33/8gzz33DLfeeqdFVrfaomxKDm6gKu0EoraKgE9yUavVFBYWceWVM3j11TdaJIK1Wi1lZaW4u3s0a7uiokLOnDlNcXExlZUVtftKT08nIyOdffv2M23aBPz8fHjppef53/8+a/bYbB1jQSlLaE66ioya+6rhgdXWsEmB3pCIBeslkW6HGIsSG8Ncyoo95Nq3FHOfzdRFxnBja8qeUldeROH2ryhP2o378Ln4zHwSQSan9NBvFO74FkGuRO7qg9vQaxCUNRGiG4eFsWhWPFu3bq3djzlRbLiRGhMDdXPKW4IkxiVsmbqCT19ZSsG2L6k4sw/nHqN45Mm7GDiwDx4e7ka3TUo6w7XX/gcHB0ceeOAhQkLCrD4+S9MLwfoBDL1ez8aN67nvvgdQKpUsWDCflSW9LRqPpakOfVzL2fTpq2hyzuI64HJ8rngCQaFiSLgjH1//FLt27WXJkndZtGgJPabcwOFK35o6GkGGqKtGV5KHtjgHbVEW1ZnJaAvScY4bj/uI65Cp1Pzx1GCCgwMpKirmzTc/JC6uN4MG9UcURZyc1MyZM4dJk6YSFBTSaGylpSV89dXnvPfeMk6fPotKpcTR0ZGIiDD8/f2oqqri1KkkSkvLkcvlBAT4ERQUSFBQIOnpGSQmHqW4uITw8BBcXV1xdHRAEARkMhl+fj4EBPgxeHAfrrnmChwcVEybdh0333w9V155Jd7ePrWiXqvVUl1dTVFRIWVl5QCIImi11eh0elQqB9RqR9zc3PH29mbUqLH4+fk372A3E39XVbPSWVoSlLI0MAhg/R7a1sUuBDpAvxd/tyi3V8J2qBsNNnfC2Lo9ZEPaIwXD1EVGoEYQm8qrhBpXlswVT6GO6EvQfz5CrnalMvU4eb++g8LVF//rX0HlG1G7fmsffu3JVUhCojXo9Xp27dpB3vq3KT+9B6gpunYM7U3gLW+jdHZn4kTz17OYmG58882HfPzxV8TH92H8+NHExcURFBRMVJTxbfPz89iyZRP9+g0kMjIKmcx8C5O2KHorLMxn3boEtm3bRlpaOv7+fgiCQHp6BhcupJKRkYWDgwqZTIZa7cj//d9rdOsWzn/+8yiHjp5G4RmE3MkdfVU5utI8BKUDMkcXBLkSUatBV5KLoFIz81hvBg8eTGpqKnl5eRc/fwFnzqTg7OyEn58Phw4dJWbM1RTFPIcgr5ExNeI8HIDhwwexdu3X/PPPAT788HNkR8+TV1IF1BTBy128kbt6o/QOxan7CBxDe9fuByA4OBAAd3c3XnrpKR555C52796HSqUiNzePFStW8MgjT+DsrCYiIhxvby9mzpzNSy/9l4MHExkypD9vvPECw4YNRC6Xk5ubz7lzF8jOzkWhUNCjRzRubq5oNFoyM7NJT88kIyOLqVPH0Lt3T0JCAps8xgY2blzFRx99yYcffkhJSSmuri44OjqgVCpQKJS4ubng5HQpCKZSqZDJBAoLq6msrKKkpJTc3Hxuv/1OXn75eR588LHW/1hMsOfZyc12HGvub9nSwKA9IIjNzM9qD8K6RYuya99ttLy1UTmJ9mHr1q2MGzeu3rKRSzcbFZweaqXFedtNYSwHHayTZ9nn+d/q5UsKUK/gxNopGAkH0nh0lfGilqZsCrXF2WR89iAhD36DIFeiybtA5oqn8J76AE6xI2rXMyXMjR0/CftAOnbW49y5M/zyyzo2bvyNbdt24uCgQq1Wo1DICRl2GckewxAUKmRKRwRFTb7znP5uPDs10OL3KCoq5ueff+P8+VQuXEhn+PBxbNiwliuvvJKwsDAqKyvZsmUzq1atIS4ullOnkqmqqiY0NJjw8FDCw8Px9/fHy8sbhUJBSEgIM2ZcafJ6awpT1wKNRsPevXvYtGkjy5b9HwMH9mXs2OGEhYWQk5OHTqcjKCiAkJAgAgP90Gi0VFVVER4eSk1X8xomv3mI1Aup6MuLEFROKFy9EbVV6CpKQKcFuQKFmw/6qgqeH1LBoUNHCA0NwtfXB0EQcHV1ISoqgvLyClJT0xk2bCCenh4Wf76GTF52ipwy09rn4IKmg0aiKHL27HnS0zPJy8vH2dkPKKNnz5hagW9PPPHEC+zc+Q9PPvkEI0aMIiamh8UPCS3Fkjqquh2hLaVuvYNaKaNc03Ss/Nyrl+8TRdFYt9AOw24i6NCy6Q4J28BUUeQLM+Os9h5t1aCooTiHGnHu5iDn8IvTWrVvU8zqH2wyLy69sMJsXqXCzQ+5my9VqcdxDO+DqNWAIEPm5AZcSmWRkOgsFBbms3PnX0RFRRMV1R2lUmnxtlqtliNHDpGUdJITJ05w7Ngx9u8/SG5uPuPHj2L69Im89tpzAOTnF9KzZwyCILB4YwZrDhajF2uaaF3dr3niHGoitDfffG3t3//+m4SLyxX88cdWcnPzEAQZQ4f2588/fyAiIgxRFMnLy+fChXQuXEjj/Pk0cnIySUo6gV4vsmXLDt54o4j5UydaHEU01mF569Y/ef3119ixYxfBwYEMGzaQn376kt69ezTr8xl4dFoEL/2qplJb/5rV8Cj5OgvMnduduXOvNLmv+PieLRpDXTY92N2kSLdEnAMIgkC3buF061YTtd+3L5mBAwe2emwdxSuvPMNPP/3K2rUJLFz4PFVVVQwdOoj+/fsTHR1NVFQMERGRBAYGN6qdqKysJC3tAlFRMVYdU0sbMDZMHzXmuGSsUaCtYVcRdKiJXJ6V8tFtGlNRvI60+2rNe5t7ym/L2ghTUbBgDzXje/jy2bq/qDy7D21xDq4Dr0DpGQRAyf71FO1ZQ9Ad/4dMVZNfXp60h/xNHxIX6c/ll0/nrrvuITy8m9H3laKw9ktXPHa//76em2++jYiIMDIysnB0dOCjjz5k5MixAFRVVeLq6lZvm7NnT7N162b++usv1q//DVdXF7p3jyIqKoIePaKJj+9J79492zyC2JAakRfV4u0PHTrK1Vffxvbt2zhVdcnj212tRBCo5+gCxgMYL730HMuXf8aTTz7AtGkT8PX1bvF46rLhaBHLtuWSWawlwE1BaaWWupkOvs4Cmx7sbpX36ghae+xsjbS0DP755wBHjpwgJeUCKSnnSUvLoKCgkJCQIGJiovH29kapVPDnn1soL6/E29uT66+fy5133mNxbYWp+2tLXVwsJerp9ejqyF8pgm4FzBUUStg2HVXwaYlloS1izopRc3o7WSufxrnXWASlI5lfP0HAja9TcWYfJQfW43/dolpxDuAUMxR11CCWjCsjIeFX+vUbwIsvPsdDDz3eER9NogEJB9J4Ye1RCitqBJSnk5Lnr5Bqboyh1+spLi7k3LkUfvppDR988BGffvoOY8bUpJh99dX3PProoxw/fgq9XkSlUnL11Vdy330P0L17D/78cyP33vsAY8aMYODAPvz663e1UVB7p2/fOPr1683+/Xu58cbbmvz9aDQaUlPPc/bsGZKSTrJt2za2bdvB779/T2CgdQsGp8e5Mz3OeOGshO0RHBzIVVcFctVV0+str6ys4ty5C5w+fZbCwiK0Wh033TSb/v3j2b//MN988wNxcb0JCwumV6+e+Pj44O/vT3BwMPHxfRkypH4qaGuDXC0NvpmzXrQVbFKgq+QyXJ2UjZ72WzrdIdG1sZZloTFGLt3cZjMC5oovZz7/FR+8tZClKb0AULj6kL3mZRSuPniOvaU2ml6XKF8HRozoxYgRg7nvvluZOnUugwcPZfjwUVYbs0RjjDW28nRSMqNPIFtO5BidJSko1zD/h0NA2z9EHj58gKVLXyE2Npbu3WM5cyaZwYOHMGVK/RvziRNH+e23DRw/fhxnZ2c8PDy4554H+OOP39i9ezdpaWkUFhZRWVmJTqdDqVTi6upCUFAQfn5+uLu7M2TIUMaPb57XdXFxEceOHWHdup/Zvv0vEhOPodPp8Pf3ZezYESQkfEVc3KX7ws03X8vNN19LZWUVKpWS4uISli//mnnz5pGVlcOAAX14770lTJ8+0Srfny2QlpbBRx99yfr1m6iqqmbCBOPfcU5ONrfddjP//LOXgoIi9Ho9Pj5ehIQEERkZTmxsNzZvXoOXl2c7fwIJe8HR0YHY2GhiY6MbvTZoUD8GDerHG2+8wP79iZw5c468vHyys7M4duwICxc+z6xZlzNp0mRGjhxDQEDj+5SlLExI5Ns95+sJ7bo+/00J/+a4vXQUNinQ5TKBA/+d0ik7oEm0P61t7+vmIG+Ug27AcIK3VVTe3KyDWu3IwQWxDH39JAyYgbYoi/JTuyg5sAF19NAaW7GLdPNW8OOdl6ZfIyLCWLJkIXPnXscPP6xuFNWQaDmWFD4VlGuazIHU6ESr19ykp6eyY8c2jhw5wunTp9m7dz/5+QXcf/8dXLiQwt69/xIaGsRHHy1n7NhRvPLKq2RlZfHVV5+zatUPTJ48jt69Y6msrObQoQMEB4cwZEh/pkwZR3z8ODw9PVCrHZDJ5Oh0OoqLS0hPzyInJ5dz53JZtuz/GDNmJLNmzSI5OZmUlBQqKsqpqqrJdRBFEa22ptAwNTWdlJTzaLVawsJCmDhxNI88chd9+vSyKO3C0dEBAA8Pd+bPf4AnnrgfvV7fLk2C2pPS0jIGDpxETEwU999/Lw8++Fhtk57665UwceI4xo4dweuvP4ePjxcKhaJeMaeEhDVQKBQMGdKfIUP611uemZnNZ599y4cffsh//nMPU6dOZOrUqURFxeDi4oJGo0GpVOLm5o5KpUKj0SCXy/D09MbV1a025cyUIURdmrLnziqybXEONirQDXRmD2yJ9sPUk7Kl6VKHX5xmtFC0IW1ZxJyWdp6//95Jfn4+jo4O7Nr1Dy+88AQAe+bXRA+1Tyxm8uQ5VFaWMaEsgcWLnzG7z9mzZ6DX65kx43J27dpFdLT95n/aCs3p7gqgr65AW5yDTOWITO2G7KInfVX6SQq2fUG2XMV95/vz9tvv4+BQIzirqqpISUkmIyOdjIwM9Hodrq5uDB1a49BTUlLM/v17SUw8zJkzyZw/f57z5y9w/nwqVVXVDB7cn969ezB8+ADuuedG4uJ6NBKtTz/9MK+88g49e/YiPDyU/v3j2bVrA97el6xERVEkMzO7WakQTz31IJ98soJPPvmE6OgIunULwcnJCZVKhUEnKhQKVColQUEBRESE4unpYRURKQhCpxPnAC4uzsybdw27d+/jiSeeZs6c6wgLi6h9vaqqinfffYO33nqXyy+fwksvPSWJcokOISDAj2eeeQSAoqISVqz4gQ0b1nP27DkqKipRKhVoNFqKi0vQ63XI5Qp0Oi1FRSVoNBqCggIRXf0pcA7HIagnKv8o5K7eFv+e6xaL2gM2LdAlJFqCTqdj7949pKenERwcwh393Xh1SzGV4qVoUXPTpRq6tUQuWG/UAtHa/sM//PAdb7/9NkePnmDo0IH4+HhRWVnFk08+2ChvVqFQMHPmNM6eTeWPP7bTs2cMN944x+z+r7nmCrZv38X69T/z8MPzrTr2zkxrZ/dEvY7CrV9Qevh3ZM6eiJpKRE0VrgMuR+7sTsG2r/CadDc+Pp6cOrWJoKBA3N3d0Gq1ZGVlExDgT2CgP35+PsjlMgoLi0lOfoiFC59j5szL6d49mp49Y4iMDGfq1LGEhgYTGhpEYKC/RYWPrq4uLFmykFdeedbkzU8QhGbnKbu7u/H44/c2axuJprnllmvZuHEL8+c/Uk+cl5WVcsUV0wE9a9Z8Xi8VSEKiI3F3d+W++26zeP3KyirS0jKY8epOhPSTlOz/hersMwgyOS59puI+/FoERX1foOYGTGwNmxToFRpdk19ssIdaSn2RMMpff/3B+PHT6NYtHLVaTXZ2DoVFJWi1OmRqN9ReAUQEuLNgdS7vBQWyevWPeHv7NOs9WhuVt5SPP/4YvV7P999/Qn5+AampGRw4cJiNGzfzn//MQ6/Xc/bseU6fPktqagaff76STz75mOuvv4Gnn366SYEO0LNnDDt3/s3DD1t16J0KgyBPK6xAJtAo79GQ3mQJVZmnKdz2JYgigf/5EIVLTVS6OvssZUc2U51bhOvAy/HsN5H/Tg9gao9rycnJo7S0DLlcRkhIkFEbwd9+24xK5cnRoztwdXVp9WcGpEirnfDKK++i1+txcnLiww+XIZPJSEo6ydq16xk4sC/Llr3SyBpPQsKecHR0ICoqAsduVTh2qzFbEUWRiqTd5CQswbX/dOQunat2wu5sFo0hNTCyLTrC6k2r1XL33XcQEhKMn58fv/zyC//+e4DS0lIUCgXV1dVoNFqj2/bt25uDBy0XWBs2rGPJe/8jNewyRK+I2uVt8Ts8diyR119fyj//7CMoKJCwsFA+++xrAAID/SkqKsbHx5uYmCjCwkLp378foaHhLFq0iOHDB/HyywuafI+iomKGDp3G08u+5ftkGdeFlvDdBVejD772VhdijfE2dAEyhakGUrryIqozTlGZeoyK0/+gryzFbejVuPa7rFHEx4CHWsaTk/ya7XrR2azeuhotPX5arZbff9/GP//sJy8vH61WR1RUBAMH9mH8eKkIvD2Qzr22Z/RbJ+tZc1aeO0zOz0vxGDUP1wGtc4OxRZvFTiHQoWXdpiTMk5R0kt9+W4+LiwujR4+jW7foRtPjW7f+gUwmp0ePXvj4+CKTydi6dStjxoxBq9UaLVZqC3Q6Hb1798TPz4fQ0GDKy8uprtagUilRKpXk5xdy7twFsrJyGDlyGP/97/MMGDCYoqJClEoFbm4e5ORkc+rUCU6fPsW5c+fIyMigurqaIUOG0qNHD4qLizlyJJH33vuAW26Zy/8+WUm1whnBIxi1g5JAhypCfd14+OGHGTlyDA4OjigUikbfmU6nY/HiFygpKeE//7mLwMBg8vJy0Gp1dOsWbTJPVq/Xc/z4EQ4fPsTp00lkZmZSUlJCYWEhGRmZpKdnUlxcQr9+vbnuullcd91VFufc3vrQK2zem4TXzAU8Hq/lzURFowcOY0K1PR6OG+b/W9ogypywbo7HrqVdGQ3dZUVRpPLcIUoPbKAqIwl9VRkOgTGognrgFDUIVVAsglDzm5Bd3CbATcGDY31abUMniQT7Rjp+9ot07NoGg39+RnH9AFvF2QPkrnsd31kLcAzr0+r3sUWB3mnmvGzdLsceGTNmDJmZ2Y2WP/74g7z22jvk5WXXWqYJgoCTk5qQkCDuvPMexo8fD9SIlerq6kZCNTs7izVrvic5OYl77nmg1QWKcrmcZ55ZwOuvv8Hy5W/h52c8ZSU7O5c1a9YxZco03N1dcXJyorpaQ2ZmFo6OjnTrFk5kZDihoUF06xaMTCZn69Y/+fLLL3F1dcHT0521a78mNjaaxx+/l9OnUzh9+gxarQ5vb0/S0jJ4/PEnOHfuApWVVSgUcvz8fAkKCqBnzx5ERUWxevUanJzUDBzYh5EjR1FZWYWHhzuiKFJWVs64caO4//4HUCpV5OXlcPz4cfbu3cvff+/B0dGR2NhogoMDCQz0IzIyGF9fLwIC/AkKCiAw0K9FU9kH8x3QVNY/hxoWvbalXaUpjBXnFlfp6PP8b02KdGPjNVDXjgtgZJQXK+407mRjaV1BkIcarU7HqT9WUrxnDR5jbsZj3G0oPPzxc5Hj6ijnTN6lm0xDZx0JCQmJrkrDzrwNfcpFvY6yY1upzj6LriibytRj+F71DI6hvTtmwO1Ap4mgGzB3o+0q6HQ6kpJOcOjQQY4cSUQmk+Hn54+fnx/5+flkZWVSVVVFREQkUVFRqFQOaLVaysvLSE1NJTMzHZXKAW9vb/R6kYyMDAoK8jly5CibN2/H19ebdet+RqFQsGbND2zY8BunTydTVlYjZN544w2++upz1Go1Fy6kkpWVg6urC716xaJWq0lOPkteXj4TJ44mODiQlSt/4r333ub662/iwoUUkpNPM2LEGBwdHZv4pPXR6/U89dSj/O9/nxEQ4IebmyuzZl3Gfffd1iiKXVJSSkFBEeXl5SiVSgIC/HB2drLaMTBQUVFJdnYOqakZHD+exKlTyYwbN5Jp08Yjk8kQRbFenm92di4//bSelSt/wsHBAS8vTyIja1w0hg4dQFhYiFXGVVlZRVZWNmlpmXz++Xck/PEvvlc9g8ovsjaCbkAuCE1WvbdVR9XWdHE1VchrDieljFdm96n3wGFJBL3uTELQuBvI/PtHRE0VYfN/xs9V0W4dEqUonn0jHT/7RTp2LWfxxgxWHyhutFxXVkjZ0c1U55ynKv04cmdP1FGDUbj54RDcA4Wbr9XGYIsR9E4n0KFGpDdsDFKXG4eFsWhWvMmbf1u2b28t5eVlFBUVotVqqa6uJj8/n7y8HJKTk0lMPMzRo8c4dOgIHh7uxMXF0qNHDDKZjJycXHJy8vDwcMfPzweVSsmFC+mcO5eKVqtBLlfg6OhAQIAf/v6+aDQaCgqKKCgoorCwiKKiIjSampQVlUqJKIrodHp0Ou3F/+oAAaVSwcMPP8qRI3sZP34U3btHERTkT35+IcePn6KiopLo6EjCw0NqC9327z/Mffc9WWulFBYWwpkz5xg7diSRkZH4+fkRGxvL6NHj8fOrcY3Q6XSkpV3g9OlT5OTkoFKpcHBwwMPDE0dHR2QyGQUF+Tz77LOUlJTywQdL6NMnrgOPnG2g1+v59ts1PPPMK3h4uBMUFMDEiRP4tnIIorKmwLWhQLcED7WSogqN1fPSWyPQLU1NaYhMgLeu7Wc2tacuHmolL8yMY3J3d1at+paVK1eyZ8+/3HPPrbWWYu2FJBLsG+n42S/SsWs5A1492ShiXnF2P/kbP8AhNB6H4B6ofCMupge2TeG6LQr0TpPiUhdz4hzgm93nzTYJiViwHgE424QAaGlurCmys7NYtOgFTp1KIi0tjSuvnEmvXr04c+YMycnJ7N9/kKSkZJydnVAoFCgUCjw83PHy8iAkJIhevbozdepo+vaN69BOcPv2JXP99VPqLfPz8zGZdjJgQB927lzP6dNniY6ORC6Xk52dy9atO8nIyCI9/TybN//JbbfdiVKppKqqioqKSnx9vYmICMPX1xuNRkt1dRWFhcVkZmaTm5uPv78PoaEhXLiQRkVFVXt8dJukrKycvXsPsnPnP/z222bkcgV//bWNvn0H1K6zopV2VIYW9W3VsKklzJ8aW5vC0hz0IvXSduqm+KQVVtTOKPjIypjgmY824yivP/AcNx0+yrBhg7juull89tnbVnNSkZCQkOjM1BXnFcn/UrTre3TlRXhOvAunmKEdN7AOplMKdGsgUj96l7J0RpNT5pbmxppi/vxHSUpK4v77b8fb24uvvvqew4cPER4eQq9e0dxww5X06dOrtmFJZ0Iul9drHezn58O1115Zbx2dTkdeXgFqtSNOTmqzBZBarZa0tAzOnUslIiLUaqkhtopWq+XcuVROnkzmxIkkjh9PIikpmdTUdEpLy+jbtzdjxozmtddeY/Lkyxp9d6YcSFqCNfLSm+oU5+ZwafymnFpm9Q9ukUCHS3nnGo2G7OxMAqrOc1fgGY4VHOPwoUQOHUrkbFU1Bwb0YdCgvjzxxL0MHNgXNzfXFr2fhISERFfFkHNedmwbBVs+w3PinTh1H16vG3ZXRBLoFmKp4X1T3SYbUlFRzl9/bSUtLRWAXbv2smHDSgCGDRvYrH11duRyuckofEMUCgXh4aGEh4e28aisS1VVVZ2251BRUUFZWTllZWUIggyVSnkxxQiqq6uprKxi9eq1fPXV93h5eRIbG0OPHrFMmTKNhx/uRbduUfj7Bzbp5jJ/aqxFVoKWYklhZd2ubnJB4PqhoSyaFW+RODc8BDc8LxtG8FOWzjB67mqLc9EUpKEtzEJXkoOuNB9dSR7aklz0VeXIRC1eH+spKSnFy8sDf39foqMjiYnpxg03zOLVV58lNDRY8gmXkJCQaCVX93Nj1T855G/6CP/rX0HlF9nRQ7IJJIHeAgp3rEBbmIlz74k4hsUj6rToq8oQK8vQlReycmU+jo6OzJw5u5EwysvL5dCh/fz9907+/vtvduzYTY8e0UREhOHh4c6iRU930KeSsAWiooZQVlZe+7efnw/Ozs44OzshiiIajYaqqmpkMlmtheTo0SM4ceI4wcEtfxipm8YBJQR7qInwVjeZLmaKpho2LUxIrJdmphPF2r/NifO6eeemHpobRvANNSm6sgIqzx+h9PDvVGclo/QJQ+Huj8LNF1VANPKoISjcfJA7OrNgWjDTenvh7u4mNXiRkJCQaEPO5VejLcxA5uiC0jeio4djM0h3nhZQlXYCTX4amtzzVGefBZkcmaMzMgcX5E7ufFcWQmpqBgsXPkd8fBxFRcUUFhZy9uw5ysvL6dEjhkGD+nHNNZfz/vuvdGi+uIRt8eOPX/Daa++TlpZOamoGCoWCQYP6M2fOHK6++jqL2rS3FENayNatW3lw3jigfpTb4PPdFGqlnPlTzbcUX7nnQrOWN5fUrDz++WcXR48movp7O/m/bqesMB+H4J44x41j+qOLuXqgHy//lsnF9PmLY4fnpgW02o9cQkJCQsIy/jlXicI9AJmDE7kJS/CZtaC2V0RXRhLoDdAW56IrL0Tu5IHcyd1opz/n3hMo2f8LvjOfRO7ijSC/9DW6quDLx2IRRZEtW3aQnZ2Hu7sr7u5uhIeHEBQUIE2LSxiluroaZ2cnrr12JmVl5bi6upCfX8C6db9z7bXzeOihHbz77v+165gWzYpn0az42r+NpaUMCvcy2a1z1a4knnnjQ3LOnkJRkYdjeSalBTlUqrxReAWh8o3EqcdIVBejJk3ZORpDX1V+0R/3DJrcC2jyU0FTye2bIomJiWTYsIH8ctsc4uJ6NJrRkoS4hISERMcjUzkScNMbZK5YQP7v/4dT7Cjkaldkalfkzl71dFZXwSY/sVoppynPDWsWtRkoO7aN3HWvo/SNQF9RjK68GJnaBXW3wTj3HI1jRH8EQcA5diSanBQyvngEhWcgjqG9UccMx7dbT/56rCZyKAgCEyaMtur4JDovZ86cY9y4KwkMDCAurifu7u4UFxdTXFyCt7c377//DrNnX9PRw2wk2A0YKwhd+N7nvPbiQmTOXjjFjkTh2hcH3xBemBXLSz8coyo/neq0E2SvfgG5kzt+17yAytWr2SI9e/XzyJzccQzvi3OPMSi8gnn1+l7M6O3R0o8pISEhIdHOCHIl/te+SMH2ryja9T3awgx0xTkgkxP60EpkDtbvVWLL2KRAB/PNUQxT6C11aDD5nq7eCCo1MrUb3pc9hMo/Cm1xDhVJeyjc8hkIMvyufRG5syee427DfeQN3Nm9murUg3zxxdt4p0Zw3+kAXFyccXFxxt3dFW9vT7y8PHF3d8PR0eGiX7cKPz8fPDyk6J1EDUeOHKd79xh+/nltq3LJbYGqqiqeeOJhlq/4GY+Jd+MUNbj2NRH4/ICG66f0ZfWBSJxjR+Ix/jYKt31F3u8f8NhrH7P2QJrRYuu6zi21+9PrqMpMIvTBFcgcnGuXT+7uRGZmNnl5BRQWFlFdXY1Go0Wr1dK/fzyBgf5t8tklJCQkJCzj8OGjrF//B+qDuaQVVIJOg7Y4B21BBprCTAS5AoVHINribLQluagcwjp6yO2KzQr064eGGvUqr+n0F9+khZop9wZzOIb2JvShlZTsX0/uL2+iryjBIaQXiCLhAe6cPX6Um90Os3jxaw22vI4FCxayYcNaCgoKKSkppri4mPz8QpKSzpGXl09hYSFVVdUXXTqqyM7OwcvLi3794ujfP56BA/vSv398m3SzlLB94uN7EhoaSO/e8QwdOoh1636tbeTUHqSkJPPuu28zadJknJ1b9uBYUVHOmjWreO211wkKCsDvpreRqRvbDmYWa3l2aiBATWtnZHiOvoH0ZfN4amI4i2bFW9RjwHCOq6MGk/r+zXAxP1+tgOA3NXh5eeDt7YWHhzsODioUCiU7duxizpyZvPfeKy36jBISEhISreettz7iww8/59Zbb+KGUdH8eDCPc0U6HMP7ovAMqslJV1neTdxRLlCps73Gm63BZgW6YRrdmA1bWyLIFbgNvhK3wVeiLc6mKvU4t43uxmWDovDy8iYmxnjxm7OzC3Pm3GDx++h0Ok6ePMbevf+wZ88eXnrpTTIzs9m0aTX+/tZrXythH0RGhvP55++h1Wq56ab78ff3Y9KkcQwbNgxvb2+8vX3w9vYhLCycwMBgi4tFKypKuPnmmxk8eDAqlQKFQolK5YCrqysuLi64uLiwbdtWli37kKuums6TTz7Fgw8+zLhx45rc99q1P7J69SpSUs5z7twFsrKyGTFiCI8/fi8zZ05j+odnyCjWNtouwE2BXq/n5l4iwxTZHD58jIMHE0nXaykoyMfV1c3iXgIpS2egWzyNsrLS2mWCIODs7GL0O0pOTmL06NF07z6Mdeu+qee9LyEhISHR9iQmHuPDDz9n//79hIaGA/CckfWMBVnfmduvVT02jPWzeWduP656tcW7bDNsVqCD6XxXA6ai5AYrNnOvm4uut7YjaF1qptarcXau31VQLpcTHBzKuXMpeHp6IggCOp2O9PRMSaB3YRQKBStX/o/09Ew2bdrGkSNHyM8vpLCwkPz8QlJT06mqqiY6uhs9e8YyePBghg8fSb9+A402sLpw4QI//JDADz8kABAdHUl5eQWFhUWUl9fUcPj6evPaa/+lf/948vMLcXGxrAPmPffch06nY+7cWTz++D1ERobh7OyESqWiuLiUOd3KeWdDEhXFBTUe48XZiMXZIOYT9soF3NxciYnpRp8+fbj66jm89tpbhIVFNPs7k8vliKLIuXNnSUtLpaAgn/z8AgoKCsjPzyM3N4fc3Hzy8vJIT88gKysHvV7P0aMnJYEuISEh0Y6sW7eRxx9/njfeeK1WnJsipYlu7i2hqQ7xtoQgtsA1oa2JjY0VT5482dHDsIiGjix9+sSh0+koKiqisLCYiopKlEoF3bpFMGzYUNzd3Th+/AQnTpwiJyeXvn3jGDJkACNGDGb8+JGdwnN5375kBg6M6uhhdFoKC4tISjrD8eNJ7N9/mH/+OcDZs+eIjAwnLq4nsbGx+Ph44+HhiYeHJw4ODpw8eYLExESOHTuOUqlApXLAwUGFTCajpKSEwsJiCguL8PPzYenSN5gwYUKT49ixYxvr169j27btpKVlUF1dTXW1Bo2mGlEEX18flC4e5Opd0Dh44OUfzDVj+zBnXH969OiFu7uHyX2XlZXy7797OHLkMBqNBr1ej06nR6/XUVJSQlpaGmlp6aSnZ5Camo5WqyUkJIiAAD88Pd3x8HDH3d0NT093fHy88PLywsfHC39/H0JDLZ+BsDekc8++kY6f/SIdu6YRRZEpU+Zw7Ngpxo8fw8MPP8zkyZd19LAAEARhnyiKgzp6HHWRBHorOXYskbVrE9i1aze//roJjUbD6NHDGD58EEOHDmD06GEAJCYeZ8+efZSVVdCzZwyxsdFERIR2CkHeEOlC1f5UVlaRlJTMsWNJnD59hsLC4ov++zXCOy8vn/T0TNRqNcHBgYSEBNOjRyzx8fH07t2H3r374ORUU2S5detWi1Jc6qLVaklLO8+ZM8kcP36ckydPcPr0aSoqKtDr9Rf/ichkAi4uLri5ueHqWmM/6u8fSHh4GGFhESgUSp56aj67dv1Dz57diYuLxdHREZlMQCaTIZPJUKsdCQ4OJCgogMBAf0JCAvHwcJfsS5HOPXtHOn72i3TsLCczM5stW3bwwguvM2vWFTz88KP06tW26ctNIQl0C7EngV4XvV7P9u1b2LFjO8eOHWPPnn+ZMWMyL730VEcPrV2RLlS2iSiKtUL9woV0Tpw4zfHjSRw7dpKzZ88RFhZC7969mDt3HtOnT8fFpXGBZ1lZKYcPH+TQoYMcPnyIY8eOkZJygYyMTLy8PAkNDSYmphsxMZFERUXg4uJcK6xlMgGdTk9paRnFxaUUF5dQXFxCTk4uqak1kfDc3HzuvfdW/vOfG3F0bJyyI2Ee6dyzb6TjZ79Ix675ZGXlsHz513z99Wrc3d2YNGk8Y8aMY9SoMYSEtK9jiy0K9M4Xvu1AZDIZ48ZNZNy4iZSXlzFt2uROO5UuYX8IgoCPjzc+Pt706RPHjBmTa1+rrq4mKeksR4+eoKSkmMjICJ59dgHTp1/BL7+s5a+/tnPkyDHS0jKIiookLi6WuLhYJky4g8jIMIKDAyVBLSEhISFhMf7+vixc+BjPPPMIR44cZ/PmHXzxxWfcd9+DODs7MXBgPwYPHkz//gOIju5OREQ3VCpVRw+73ZAi6G3EPffcQXZ2Jp988naXE+lSJMG+2bcvGWdnPffe+yTp6ZlMnjyOMWOGER/fi+joiHa1f5RoHtK5Z99Ix89+kY6d9RBFkeTkFPbvP8yBA4kcO3aKs2fPk5WVTWBgAAMH9mP58s/x8vK22ntKEfRmUFFRzokTx4iN7VmbG1tVVcWOHVtRq50YMmR4bf52dnYWv/++gYyMTIqKahwviouLKCoqxsnJiVGjRjNhwkRiY3u1m1g+cuQou3fvJSpqyMUiNU8CA/2YO3cWU6eO73KiXcK+6NEjhs2bfwQaF0JLSEhISEi0FYIgEB0dSXR0JNdee2Xt8urqas6fT+Pjj78mPr430dGReHnVmAB4e3vj6+vH5ZdfQc+evettk5WVQW5uDoGBQfj5BdiN/rJJga7X6+nTpzc6nY7MzGyCgwMJDQ1m375DtTZxOTm5TJw4jpycHPbtO8To0cMIDQ3Czc2VwEBvevSIwM3NlcLCYrZv38IrryxFo9EwePAABg8eTHh4OP7+AQQEBBIQEIifX4BVCzZ37NiNVqslPz+PnJwscnJyOHXqBEuXLuOee+ZfFO0eeHh44OVV88/FxRm5XH6xIE6OTCZDLpchl8sJCPDjmmuusNr4JCSaQhLmEhISEhK2gkqlIjo6kldffY5bbplLTk4u+fmFF//lc+zYYd544y0CAvyprq4mOzuX4uISfHxqGtZlZeWg0WiIjAwjMjKCbt26ER0dQ0xMTEd/NKPYZIpLt27dxBdffJwrrpiKRqPh9OkUUlLOM3BgX/z8fAC4cCGdzZv/wtPTnUmTxuLkpG5yv6mpGezde5D9+w+TkZFNTk4u2dm55OTkUlhYTECAL5GR4URFdSMqKpqQkJBaqzoPDw88PT3x8PDC1dUNgPz8PDIy0klPTyUzM4Ps7BwcHFS1DWCcnV1wcXG92BTGFXd3D3x9/S76MmeTl5dHXl7uxX/5lJaWUFFRQXp6Omlp6aSlZZCRkUlZWTl9+8axdWtCW37tVkOa6rNvpONnv0jHzr6Rjp/9Ih0726C6upp9+w7j5uaKv78PXl6e9SLmRUXFnD17vs6/c5w5c46///7X5lJcbFKgx8Z2F/fs2dCu76nVaklPz+TMmZqDdfbseTIysmudJoqKiikuLqa4uJSKikrkchmOjo74+/vi7++Ln58vPj6eaLU6ysrKL/4ro7S0nPLyCsrKyigqKqGyspKwsBAiIsKJiAhHJhNITU0jNbXG0zk/vxBfXy/8/f0ICPDD39+PwEBfZsyYQlyc8S6mtoZ0obJvpONnv0jHzr6Rjp/9Ih07+8bTM8bmBLpNprh0BAqFgrCwEMLCQhg3bqTZdbVaLVqtrkWuFaWlZZw7l8q5c6mcP38BvV5k6NC+BAUFEBwciL+/L3K5vKUfQ0JCQkJCQkJCws6RBHoLUCgULc5Xd3FxrrWok5CQkJCQkJCQkGiITaa4CIKwt6PHICEhISEhISEh0SXIFUVxWkcPoi42KdAlJCQkJCQkJCQkuir2YQYpISEhISEhISEh0UWQBLqEhISEhISEhISEDSEJdAkJCQkJCQkJCQkbQhLoEhISEhISEhISEjaEJNAlJCQkJCQkJCQkbIj/B1Q+UREkMzx6AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12,10))\n", "ax = fig.add_subplot(1,1,1, projection=ccrs.PlateCarree())\n", "ax.coastlines()\n", "ax.add_feature(cfeature.LAND)\n", "ax.gridlines(draw_labels=True)\n", "ax.scatter(\n", " x=coral_data['longitude'],\n", " y=coral_data['latitude']\n", ")" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### Temperature Changes over Time\n", "Let's take a look at how temperature readings have changed over time. A normal scatter plot\n", "will do nicely." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12,10))\n", "ax = fig.add_subplot(1,1,1)\n", "ax.set_title('Temperature Readings (C) Over Time')\n", "ax.set_ylabel('Temperature (C)')\n", "ax.set_xlabel('Year')\n", "ax.grid()\n", "ax.scatter(\n", " x=coral_data['ObservationDate'],\n", " y=coral_data['Temperature'],\n", ")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12,10))\n", "ax = fig.add_subplot(1,1,1, projection=ccrs.PlateCarree())\n", "ax.coastlines()\n", "ax.add_feature(cfeature.LAND)\n", "ax.gridlines(draw_labels=True)\n", "ax.scatter(\n", " x=coral_data['longitude'],\n", " y=coral_data['latitude'],\n", " c=coral_data['Temperature'], cmap='inferno',\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks like most points are focused in the pacific ocean. Let's centralize there" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "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": [ "proj = ccrs.PlateCarree(central_longitude=-180)\n", "\n", "fig = plt.figure(figsize=(12,10))\n", "ax = fig.add_subplot(1,1,1, projection=proj)\n", "ax.set_extent([120, -60, -30, 80])\n", "ax.coastlines()\n", "ax.add_feature(cfeature.LAND)\n", "ax.gridlines(draw_labels=True)\n", "scat = ax.scatter(\n", " x=coral_data['longitude'].map(lambda lon: (proj.transform_point(lon, 0, ccrs.PlateCarree()))[0]),\n", " y=coral_data['latitude'].map(lambda lat: (proj.transform_point(0, lat, ccrs.PlateCarree()))[1]),\n", " c=coral_data['Temperature'], cmap='inferno',\n", ")\n", "\n", "fig.colorbar(scat)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "So it looks like the Atlantic Ocean temperature readings are higher than most of the\n", "Pacific Ocean readings. I will separate the two ocean datasets and look how temperature\n", "has changed over time. It could be possible that the Atlantic Ocean temperature\n", "readings were recorded more recently than the Pacific Ocean, leading to what looks\n", "like the temperatures are increasing, where in reality it could just be due to\n", "the location of the readings." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [], "source": [ "atl_coral = coral_data[coral_data['Ocean'].isin(['North Atlantic', 'South Atlantic'])]\n", "pac_coral = coral_data[coral_data['Ocean'].isin(['North Pacific', 'South Pacific'])]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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57UXARQCTJk06eenSpQP2v337dsaNGxdb/PVIdVY+1Vl5VF/lU52VT3VWPtVZeVRf5auXOpszZ85d7j4jtzzWxU3cvQ84ycyagR8Dx5bx2m8C3wSYMWOGt7W1DXjOqlWryFcu0VRn5VOdlUf1VT7VWflUZ+VTnZVH9VW+eq+zqsye4e7dwO3AKUCzmWWS9cOBrmrEICIiIiIyWHHOnnFw2MKMmTUBpwH3EyTP7wqfdgHwk7hiEBERERGphDi7ZxwKfC/s1zwC+IG7/8zM/gQsNbOFwHrguhhjEBEREREZstiSZne/B5iep/wR4LVxva+IiIiISKXFOhBQRERERNKhY30XS1Zs5InuHg5rbmLe3Glak6IMSppFRERE6lzH+i4WLOukp7cPgK7uHhYs6wRQ4lyiqsyeISIiIiLJufimDXsT5oye3j6WrNiYUES1R0mziIiISB2bOn955Lau7p4qRlLb1D1DRERECrq8o5Mb126hz50GM86dOZmF7a1JhyUV0GCWdAg1Q0mziIiIRLq8o5Pr12ze+7jPfe9jJc61r8896RBqhrpniIiISKQb124pq1zSpVDXDCmPkmYRERGJFNUSqRZKGW6UNIuIiEikqD6v6gtbP9QaXRolzSIiIhLp3JmTyyoXqVcaCCgiIiKRMoP9NHuGDHdKmkVERKSghe2tSpJl2FP3DBERERGRItTSLCJSh4697FZe6ts3u8HoBuOBq89IMCIRSatNi89MOoSaoJZmEZE6k5swA7zU5xx72a0JRSQiUvuUNIuI1JnchLlYuYiIFKekWURERESkCCXNIiIiIiJFKGkWEakzoxvyr9QWVS4iIsUpaRYRqTMPXH3GgARZs2eIiAyNppwTEakjHeu7WLJiIy/3OS3NTcybO4326S1Jh5VaU+cvH1Cm6bdkuJm9+DZ9VpRALc0iInWiY30XC5Z10tXdgwNd3T0sWNZJx/qupENLpXwJc6FykXqlz4rSKGkWEakTS1ZspKe3r19ZT28fS1ZsTCgiEUlaS3NTSc/TZ0VxSppFROpEV3dP3vInIspFpP6V8/evz4rClDSLiNSBQpdVxzc1VjESEUmTw0psaQbQ8keFaSCgiEgdKHRZtbdvTxUjkXp1eUcnN67dQp87DWacO3MyC9tbkw5Lipg3dxoLlnUO6Lol5VPSLCJSBwpdVt2xS/8sZWgu7+jk+jWb9z7uc9/7WIlzumVmxLj4pg3JBlIH1D1DRKQOlHMJVqRcN67dUla5pIumkquM2JJmM5tsZreb2Z/M7D4z+0RYfqWZdZnZhvCm2fZFRIZo3txpSYcgdazP8/d2jSoXqUdxtjTvBi519+OAWcDHzOy4cNuX3P2k8HZrjDGIiAwLakmSODVY/iXYo8pF6lFsSbO7P+nufwzvvwjcD+hTXUREpMacO3NyWeUi9ci8CpdWzGwqcAdwAnAJ8EHgBWAdQWv01jyvuQi4CGDSpEknL126dMB+t2/fzrhx42KLux6pzsqnOiuP6qt8laqzzq5tkdsmTxxDcx1NPVeJOitUX60t44e07zQaSp2lua66e3p5ettL7Orbw6iGEUwaP7oi53q9fZYV+h1mG8rvs17qbM6cOXe5+4zc8tiTZjMbB/wauNrdl5nZJOA5gukAPwcc6u4fLrSPGTNm+Lp16waUr1q1ira2tsoHXcdUZ+VTnZVH9VW+StVZoeWfG0cYS9796rrpxlGJOitUX5sWnzmkfafRUOosrXWVWTo+ezq1psYGFp3dOuRzvd4+y0pdHn4ov896qTMzy5s0xzp7hpk1Aj8CbnD3ZQDu/rS797n7HuBa4LVxxiAiItC7x7nylvuSDkOkorR0vFRTbPM0m5kB1wH3u/s1WeWHuvuT4cN3APfGFYOIiOzT3dObdAipsmnxmXlb3+qxlbleRc1PnobloHVu1Z84W5pnA+8HTs2ZXu7zZtZpZvcAc4BPxhiDiMiwMbpBMxmUo2N914B/giMovCR5tXSs72L24ts4cv5yZi++LRUxpVHzmPx9l6PKqyWqK0SpXSQknWJraXb33wL5PsE1xZyISAwO3H80XQVa2CYknEikzYJl95C7wPiesDzJvt8d67uY98O76e0Lxhx1dfcw74d3A5paMFfUsCxNHy1x0IqAIiJ1otAl6REGV5x1fBWjSb+e3tyUuXB5tVz10/v2JswZvX3OVT9Vn/Rc2yK6HEWViwyFkmYRkTpR6JJ0wwh13agVW3fmT/iiyoezqOXjtay8xEFJs4hIHehY31Uwqertc80oIINyeUdn0iFEmjd3Gk2NDf3KmhobtKy8xCK2Ps0iIlI9n1l2T9HnpGFGAak9N67dknQIkTJ9vJes2MgT3T0c1tzEvLnT1PdbYqGkWUSkDuwsoR+uLlnXhgljGvNeNUhqIGdfykfVtU9vUZIsVaGkWURkGDBI9SXroxcsZ3dWbjbS4KFFyc1pe/SC5Ym9/5knHsr1azbnLU/CCIM96c6bRapCfZpFRIYBB756+4NJh5FXbsIMsNuD8qTkxlNNtz/wbFnlcVPCLBJQ0iwiUgeaGot/nD/4zI4qRFK+qAQ1ycQ1SWle5S6N0rYQTFoXMDl/1pSkQ6h5SppFROrAorNPTDoEqRBNo1a6jvVdLFjWSVd3D06wEMyCZZ2JJ85ptLC9tWjirGW+C1PSLCJSB9Y99nzSIUiFzDn24LLKh7MlKzbS09vXr6ynt0/TK0ZY2N6adAg1TUmziEgdKGVaMC1v0l9aW9XS1qd50v6jEnnfUqgri1STkmYRkTpQyrRgw7SLcM3pikj4osrj9tz29K5EqK4slXXaNauSDiHVlDSLiIhIpDTP06wVASsrrYOF00LzNIuI1AFDLcnlOu/aO5MOQYZIKwJKNSlpFhGpA0qYy7f6YQ2eHKrZR01MOgStCChVo6RZRGSYSEOCI/UlDV888s2LnNZBnlLb1KdZRGQYOOaQsdxw4SlJh5FX1Nyxw3UxBtVH6aIWEknrAiNpMHZUQ/EnSV5KmkVE6kCDFZ5Q7vGtL6V2wYfMoguZY2gw4/xZU4btnLKqD4nTjl19xZ8keal7hohIHTh35mSuX7M5cntmwYe09v1c2N6qpDBLrdTH6AbN/i3Dh5JmEZE6sLC9tWDSDFrwoZbUSj/dl/o0BFWGDyXNIiLDRFoXfKiVBLFaCvXTHc71IpI09WkWERkG0rrgQ1oHch1zyNhE319E0kctzRFOvOIXvPDyvs7yB+zXwD1XnZ5gRCIihX35nJO4+KYNA8pbtOBD2Z7ofinpEEQkZdTSnEduwgzwwst9nHjFLxKKSESksI71XSxY1tmvTEO0Bk8zDIhILiXNeeQmzMXKRUSStmTFRnp6+39GZYZodXX3sGBZZ2qnnBMRqQVKmkVE6kCxmTEyU86JSLw0WLN+FUyazexwM/uUmf3EzP5gZneY2dfM7EwzU8ItIpISpcyMkcYp56ISDCUeIpI2kYmvmX0H+DawC/h34Fzgo8D/AacDvzWzvy3w+slmdruZ/cnM7jOzT4TlE81spZk9GP6cUMkDqoQD9su/xGRUuYhI0ubNnUZTY+HPqDROOXfetXeWVS4i8ZkwpjHpEFKtUGvxF939ze7+n+7+O3d/yN3vdfdl7v5xoA14osDrdwOXuvtxwCzgY2Z2HDAf+JW7HwP8KnycKvdcdfqABFmzZ4hImrVPb2HR2YVXkJtz7MFViqZ0qx9+vqzyatGUczIcbd3Zm3QIqVZoyrmnzew4d/9TdmGY+D7r7s8CD0W92N2fBJ4M779oZvcDLcDbCRJugO8Bq4BPD/YA4qIEWURqzbrHCieatz/wbJUiqX0rL2lLOgQRSRlzz78EppktBb7m7nfklP8N8I/u/r6S38RsKnAHcAKw2d2bw3IDtmYe57zmIuAigEmTJp28dOnSAfvdvn0748aNKzUMQXU2GKqz8qi+yleJOnuiu4e/7NhV9HmtLeOH9D6l6OzaVvL75ntuKa+rRJ0Veu9q1FOUuOIabJ0N9ndUDXH+DodyjqX13IJ4f5/18vk/Z86cu9x9Rm55oaR5Xb4XhNvudfcTSnljMxsH/Bq42t2XmVl3dpJsZlvdvWC/5hkzZvi6desGlK9atYq2trZSwpCQ6qx8qrPyqL7KV4k6O2rBrfRFfJ5ntDQ3sXr+qUN6n2IKreSXb3BfsZX/ogYEVqLOyo21WuKKa7B1NtjfUTXE+TscyjmW1nMLCsc2YUwj6//1zYPed718/ptZ3qS5UJ/m/QtsK6mnuJk1Aj8CbnD3ZWHx02Z2aLj9UOCZUvYlIiLRiiXMQCqX0RaR9LjirOOTDiHVCiXND5nZGbmFZvYW4JFiOw67XlwH3O/u12RtugW4ILx/AfCT0sMVEZF8Gqz4+n9aRltECtFnRGGFkuZPAl82s++a2cfD2/eA/wA+UcK+ZwPvB041sw3h7QxgMXCamT0IvCl8LCIiQ3DuzMlJhyAiNe7yjs6kQ0i1yKTZ3f8MtBL0R54a3n4NnBhuK8jdf+vu5u4nuvtJ4e1Wd/+Lu7/R3Y9x9ze5e7LzComI1IGF7a1M2n9U0mFIHUq6D65Uz/+u3Zx0CKkWOeWcmZm7vwx8p8hzinekExGR2D39YvHZM0REouxRRldQoe4Zt4ddMqZkF5rZKDM7NeyqcUHEa0VERERE6kahpPl0oA+40cyeCJfDfhR4kGBJ7S+7+3erEKOIiEhVdazvSjoEkapraiyUFkpk9wx3fwn4GvC1cOq4g4Aed++uUmwiIiKJWLJio2YSkEE579o7kw5h0A6f0JR0CKlW0lcKd+919yeVMIuISLUkOQCtq7snsfeW0k0Yk3/ZiKjyalj9cO3Ob/DgMzuSDiHV1A4vIiKSo4RpryUFtu7sLatcZCiUNIuIiOTQvFAikqukpNnMjjCzN4X3m8ys0BLbIiKSgFqcTzdq3JHGI0mtmn3UxKRDkJgU/VgyswuBHwLfCIsOBzpijElERIaJ3j3llYuk3TMvvpx0CBKTUr7Lf4xgSewXANz9QeCQOIMSERERqUUaTFe/SkmaX3b3vctMmdlIQL29RERkgKguIrXWdeSA/RqSDkFEUiZynuYsvzazzwBNZnYa8FHgp/GGJSIitarWEuR87rnq9MTe28jfMqUJPUSSVUpL86eBZ4FO4O+BW4HL4wxKREQGJ43z1kp59mvInx6fN2tKlSMRkWwFW5rNrAG4z92PBa6tTkgiIjJYV5x1PPN+eDe9ffvaKhsbjCvOOr6qcVze0cmNa7fQ506DGefOnMzC9tYBz9u0+Eymzl+et3w4mnn1Sl7qy98D8tFnt1c5GhHJVjBpdvc+M9toZlPcfXO1ghIRkcHJLP28ZMVGnuju4bDmJubNnVbVJaEv7+jk+jX7/mX0ue99HJU4S+DpF3dFbqvlleaGEzPN812vSumeMQG4z8x+ZWa3ZG5xByYiIuXrWN+VaMIMcOPaLWWVJ6VeBi1KujSN1CTj9aqUgYD/EnsUIiJSUCndHTrWd7FgWSc9vX0AdHX3cPFNG7j4pg3MPmoiN1x4SlVi7YtoZosqT1K+7iFT5y9X4iyD1lPDk4xr7ENhRb8Oufuv892qEZyIiOzr7pBJOjPdHS7v6Oz3vCUrNu5NmHOtfvh5zrv2zthjBWiw/APZosqTlK8/daFykWIOa25KOoRBq/bYh1pTyoqAL5rZC+HtJTPrM7MXqhGciIjQr39wofInunsK7qdafWLPnTm5rHJJv0n7jyqrfDibN3da0iEM2rrH1G++kFJamvd39wPc/QCgCXgn8LXYIxMRkbKkpYVrYXsr58+asrdlucGM82dNyTsIUGrDyIb8i71ElQ9n1R5DUEk3RHxBl0BZvdU90AHMjSccEREZrDnHHpx0CHutvO+pft1JVt73VMIRyVBEXcUodnVDakv6Rh2kS9GBgGZ2dtbDEcAM4KXYIhIRkUG5/YFnC26v1qX0mVevHDB12tMv7mLm1StZe9lpVYlBKuuw5ia68iTIabm6IVINpcyecVbW/d3AJuDtsUQjIiKDVqzV77ntvVWJI2qu4UJzEEu6TT0wf9I89UAlzTJ8lJI0f8vdV2cXmNls4Jl4QhIRkcGIag3MSOOUb1Ib1jyytazy4axjfVfSIQza7KMmMnvxbYnO855mpfRp/q8Sy0REJEHFWv3SOOWb1IZamns7afNu3pB0CIP2x83b6OruwQnmeV+wrLOmvwRUWmRLs5mdArwOONjMLsnadACg4bIiIinzu0cKTxc165UTqhSJ1JsGs7wJsr6IDVTDa5sMmOe9p7ePJSs2qrU5VKileRQwjiCx3j/r9gLwrvhDExGRchRr9Nv0F810IIOjubeHL82Qsk9kS3O46t+vzey77v5YFWMSEZEYFOrvPBwdvUCr/pUqM8d2saXcJf0O2K+BF17Ov3JoPpohZZ9SBgLuNLMlwPHA6Eyhu59a6EVm9m3grcAz7n5CWHYlcCGQmRfpM+5+6yDiFhERGZLd6o5bloXtrUqSSzD7qIlVW31zMO656nROvOIX/RLnA/Zr4LPtrSxY1tmvi0ZTY0NNr3BYaaUkzTcANxEkwP8AXMC+pLeQ7wJfAb6fU/4ld/9CGTGKiEgJRhjsUSIokqgbLjyFqfPTfRXjnqtOj9y2ZMVGzZ4RoZSk+UB3v87MPpHVZeMPxV7k7neY2dQhRygiIiV538wpXF9gGVwN2RKRQtqntyhJLsC8yMgRM1vj7rPMbAXwn8ATwA/d/aiiOw+S5p/ldM/4IMFgwnXApe6ed5JHM7sIuAhg0qRJJy9dunTAc7Zv3864ceOKhSFZVGf5dff08vS2l9jVt4dRDSOYNH40zU2NgOqsXKqv8hWrs86ubZHbWlvG93v8RHcPf9kRvYhI7vPjUE68g1WJ86wacZarUEwwtLjq8W8zzt/hUOorjedWNdTLOTZnzpy73H1GbnkpSfNbgd8AkwnmZz4AuMrdbyn2pnmS5knAcwTLm38OONTdP1xsPzNmzPB169YNKF+1ahVtbW3FXi5ZVGcDdazvytuPa9HZrbRPb1GdlUn1Vb5idVboUu+mxWcO+fmVVo33r8R5lnQ9RYkrrqHW2dELlvfrBz7S4KFFydUTxPs7HEp9pfXcilu9fP6bWd6kueDiJmbWABzj7tvc/V53n+PuJ5eSMOfj7k+7e5+77wGuBV47mP2IVNKSFRsj56YUEZGBCTMEAyk1A4kMJwWTZnfvA86t1JuZ2aFZD98B3FupfYsMVtQclJqbUtJiZERn5KhykUqLmmlEM5DIcFLKQMDVZvYVghk0dmQK3f2PhV5kZjcCbcBBZvY4cAXQZmYnEXTP2AT8/aCiroLzrr2z35Qxs4+ayA0XnpJgRBKXw5qb8s5fq7kpJS0eWnRmWZfGtXqbiEjllZI0nxT+/GxWmQMF52l293wt1NeVFlaychNmgNUPP895196pxLkOzZs7TXNTSuqV03f03JmT886ikb16W8f6Lk0tJTUvak7k2UdNTCAaqXdFk2Z3n1ONQNIkalLyNE9WLoOXSRSUQEi9KLZ6W8f6Li75wYa9czp3dfdwyQ82AOi8l5pyw4WnDGjo2m/kCN49Y0qCUSmZr1dFk+Zwxot/Aw5z97eY2XHAKe5eE63GIqXQ3JS1aTi1lpZ7rIVWb/vMsnsGLIKyx4Pyeq0/qV/vnjGFP27etvdq4cu797BgWSeQ3JfAfMm8unnWvlK6Z3wX+A5wWfj4zwT9m5U0i0hicvv4dnX3MO+HdwP111rasb6LS2++m74w0+3q7uHSmwd/rDt795RVLpJmhWZASvKzQAly/Sk4e0boIHf/AbAHwN13A32FXyIiEp9jL7s176j93j7nqp/eV/2AYnbZjzv3JswZfXucy37cmVBEIumhGZCkWkpJmneY2YEEg/8ws1lA4SWLRERi9FJf9DxXW3f2VjGS6tixK387RVS5SKVFzbuShvlYomY60gxIUmmlJM2XALcAR5nZauD7wMdjjSphUR311YFfRETi1hKR7EWVV0PU19Q0TNM8b+40mhob+pVpBiSJQ9GkOZyP+Q3A6wjmVT7e3e+JO7Ak3XDhKQMSZHXgFxGpL2ltPc03b3yh8uGufXoLi85upaW5CSP4crHo7Na6G9sgyStl9ozRwEeB1xN8qfyNmX3d3V+KO7gkvXvGFDb9pWfvSPWkp68REZHKSnPrqZTnXzs6eeHloLtSV3cP/9rRqaR5EC7v6IycqlJK657xfeB44L+Ar4T3/yfOoJLWsb6LBcs66eruwQn+ABcs66RjfVfSoYmIiEiWE6/4xd6EOeOFl/s48YpfJBRRbbq8o5Pr12zeu5ponzvXr9nM5R0acJxRStJ8grt/xN1vD28XEiTOdavQ9DUiIiKSHrkJc7Fyye/GtVvKKh+OSpmn+Y9mNsvd1wCY2UxgXbxhJUvT14jIUKThEuexl93ab5aR0Q3GA1efUdUYRKR2ZFqYSy0fjkppaT4Z+J2ZbTKzTcCdwF+bWaeZ1eWAQE1fIyKDlYZLnLkJMwTT9B172a1Vi0FkuOtY38Xsxbdx5PzlzF58W6q7eBaKrcGSHhqbHqUkzacDRxLMoPGG8P7pwFuBs+ILLTmavkakdpXyoRanNFzijJrHutD81pIOU+cvTzoEqYBaGxtVqPvpuTMnVzGSdCtlyrnHgBeA8cCBmZu7PxZuqzvt01t458kte79dNZjxzpNbNBJXpAZcc85Jib5/HJc4Ny0+s6zypNVKvLUSZxqMjGhsjCof7mptbFSh7qeaPWOfUqac+xzwQeBh9s3E48Cp8YWVrI71Xdz0+y39Lq/e9PstzDhiohJnkZRL+m+0wSxvgjzUS5y1lsjVSry1EmfSHlp0JkcvWN5v+fqRFpTLQLU2Nuqw5qa884AnuaBOGpUyEPA9wFHuvivuYNLiylvuo3dP/396vXucK2+5L/F/yCJS2GnXrGLlJW1Vf9+O9V0sWbExskVZlzil1qU1QR47qiHvkvJjRzXkeXZ1RCWhaR0bNefYg7l+zea85bJPKd3/7gWaY44jVbp7essqF5H0ePCZHVV/z471Xcy7+e68/yQbzDh/1hRd4hSJydXvaKVhRP8rOQ0jjKvfkdzf3Ly50/LGlNaxUcvvebKs8uGqlJbmRcB6M7sXeDlT6O5viy0qEZEaku/qFEBzUyMbrnhzAhFJrchcocisPivly1wBzq7HeXOnJXpleN1jz9OX85nQt8dZ99jzqbxivXVn/kbBqPLhqpSk+XvAvwOdwJ54w0mHCWMa854oE8Y0JhCN1KI0zNMr1aOrUzIYmRkWMgPG8l2pkNK0T0/XYP18XR0y5fpfULtKSZp3uvt/xh5JioxqyD9gJ6pcJFtmnt6MzDy9oFHIldLc1KiEVGpevhkWRCS9SunT/BszW2Rmp5jZazK32CNL0NMv5h/zGFUuki0N8/TWuyvfdnzSIaTa7KMmllUuyRjMTAqax1kkOaW0NE8Pf87KKqvrKedEhkJLkcavfXoLF9+0IekwUuuGC0/hvGvvZPXDz+8tm33URG648JQEo6qOI+cvJ/svzYBHUzqtXNQMC1L7DMj3ia/r1bWtaNLs7nOqEYhIknIH4wxlEElc8/SKlGM4JMi5chNmCBKXI+cvT2XiPPVAJc316rxZU/L2az5v1pQEopFKKdo9w8wmmdl1Zvbz8PFxZvaR+EMTqY5KL3caNR+v5umtLK3mJrmiruWk9RrPmke2Jh2CxGRheyvnz5rSb2VhTT1Z+0rpnvFd4DvAZeHjPwM3AdfFFFOiLu/oTDoEqbJCy50OprU586Go2TPipwRZapm6bNW3he2t+tyvM5FJs5mNdPfdwEHu/gMzWwDg7rvNrG6H+xYarDVas2fUpTiWO9WHpWR0rO+q2lRY+QaJ6YtFYZoeUkRKVah7xu/DnzvM7EDCK1xmNgvYFndgSSn0zf+Bq8+oYiRSLVELCmihAamEJSs2VuV9omZV0GwL0TLTQ2Y+9zPTQ+qKo4jkUyhpzjSrXgLcAhxlZquB7wMfL7ZjM/u2mT0TriSYKZtoZivN7MHw54ShBB+HQoO19M+nPs2bO42mxoZ+ZU2NDald7lRqy1CuWFTK1PnLmXn1yqTDSJ1CC1CIiOQqlDQfbGaXAG3Aj4HPAz8HrgXeVMK+vwucnlM2H/iVux8D/Cp8nCoarDX8tE9vYdHZrbQ0N2FAS3MTi85uTdXqUlK70nLF4ukXdylxFhEZgkIDARuAcQycVnBMKTt29zvMbGpO8dsJknAIludeBXy6lP1Vy8L2VrUyDENpW4JVakexS/m7+9IzBCSzQNPsoyb2m8M5Q4ufCFR2Ck6RemIe0YfXzP7o7kNa+S9Mmn/m7ieEj7vdvTm8b8DWzOM8r70IuAhg0qRJJy9dunTAc7Zv3864ceOGEmJenV3RXbZbW8ZX/P2qKa46q2eqs/IMt/oq9HmRUexzoxJ1VkocmVjq4TMuX52Ve1xJ10Opv7NsB44dNeirF6WcZ909vWx5fueA8skTx9Dc1Dio961Vw+mzrFJ/C/VSZ3PmzLnL3WfklhdKmte7+/S8G0tUKGkOH29196L9mmfMmOHr1q0bUL5q1Sra2tqGEmJehfou1/pI9LjqrFaV0qKiOivPcKuvUsY6FPvcqFSdlRpLPXzG5auzco8r32Io+RywXwP3XJXb23Doiv2+zp81paIze5RyntXDuVEpw+mzrFK/93qpMzPLmzQX6p7xxhjieNrMDnX3J83sUOCZGN5DpCSZRU0yczRnFjUBdClSUkfTyQ1Nvqn/Hl18ZkmJ8wsv98WyqmBT4wh6evdEbtfUleXR9IHxuLyjs2r1mPbPuciBgO4+sMPb0N0CXBDevwD4SQzvMWRfPuekssqlNl1804bIRU1E0qSU6eSOXlC8lXnkiOJzzZ937Z2lB1ZDLr5pQ97yRxefyabwVohT+bpZdPaJFd3fcKbpA+NTaP2KSqqFaTOLLqM9WGZ2I3AnMM3MHg+X3l4MnGZmDxLMwLE4rvcfiqikSclU/Tjxil9EbkvDFGEi5dpdQj+DL7z71UWfk2+A4GB0rO9i9uLbOHL+cmYvvm3Qy9KnSaXqJkNXtCpH0wfGRytX7lPKMtqD4u7nRmyKo9tHRXVFJE1R5VJ7Xng5ekaDtEwRJrXhgP0aCp5PadFYQitzpXSs7+rXstvV3bP3sRLFfQpNAagrm6VLU0tkrSo21kECsSXNIrVKi5pIOe656vSa+GfTu8dZsmJjVZLWqK4QF9+0Idb3r7V//JkpAPPRlwupZ7X0d5ottu4ZIrVqyYqNdXEpWYaXkSU0JGe6Ho0d1VDkmZI0fQZJvarVhBmUNA+gDyrJzKKhc0HSImqQWnb5Q4uKjzAfH86zu3NX+ruTDFYpdVULolrrReJQy4lsNal7Ro5CH1QH7KfWmeEiM4uGLpFKWlQi6bOwNfqw5qa6HqNRawmyiNQGtTSX4bOa73FY0SwaUm+27uwFYMyo6I/+CWOG16pvSdGVLJHao6S5DLpcNrxoFg0pVfXmpaiMB5/ZEbntirOOr2IktadS8/6m8f+JEnmRwpQ0i+RhaBYNGZ7UJamw/11bv/P+ai0CkcKUNIvk4cBXb38w6TCkBpx2zaqiyzDXEq2gVtieevpl56jHLmnq314fjr3s1qRDAJQ0i0QqdAlbBIKEud7Ok2otmZtGDVZrHW0qS13SJK1e6kvHt1UlzSIig5S2hLkSrWrDecncVx48JukQEqUuacOXWuRLo6Q5x/mzpkRuG+6tECJSvmovhzzUf37D+XPukWd3Jh1CouqxP7sGN0olKWnOsbC9lWMOGZt327kzJ1c5GkmS5uWWoTJqLxEZzp9zw7mVvV5pcKNUkhY3yeOQ/fcbcNn1/FlTWKh5muuGQdHBWy++XJ+rpnWs72LJio080d3DYc1NzJs7reYSu1pRiynYcP6cG2H1PdBvOKrHwY21rNZXHlRLc47zrr2T1Q8/P6D80We3JxCNxKaEK9D1+L+zY30XC5Z10tXdg6Mlw+M2nLs61KIG/brqZhnyDA1ulEpSS3OOfAlzoXKpTcP1KuySFRvp6e3fgq4lw+MznLs61KLePUlHsE9UN8FqqNUEOZ85xx6cdAh1K99Vy+Yh7nP2URPz5luzj5o4xD1XhlqaZVgqpQVw7Kj669McdalSlzDjMeOIdHzQ5yqUFB29YOiXT+uttTIJKy9pSzqEuvCzu59MOoS6FHXVsrund0j7veHCUwYkyLOPmsgNF54ypP1WilqaZVg6d+Zkrl9TeGWvq99Rf307m8c0snXnwA81XcKMx8U3bUhlC36hhQJ2V+gqjBJkSYOhJnGSX9RVy6e3Db2+05Ig56OW5hxRlwDScmlAKmNhe2vB6QWh9mY9KKZjfRfbX9o9oLyxwTQ/6zCTloUCRKQ2RV2d3NU3+D5OtfBFW0lzDvVpHj6G2ywBS1ZspDfP1ABjR42suy8Iw92k/UeVVS5SryaMaUw6hLoUdXVyVEPhtLLWu24paRYZJqJaBrbp8mXdWXvZaQMS5En7j2LtZaclFJFIMq446/ikQ6hL8+ZOo6mx/7ifpsYGJo0fXfS1uWsg1NKaCOrTLBKDmVev5OkXd+19nIaE5bDmJrryJM7qz1yfCp1voxsssotGtVcwFBmq5qbGvH2XmxpH6CpaTDL1OmD2jG0PFnzdiVf8ghdy1kB44eU+TrziF9xz1emxxVspamkWqbDchBng6Rd3MfPqlQlFFIhqGVB/5nhd3tGZdAgDPHD1GZHbvnp74X96ImkTNRnS6MbaacGsRe3TW1g9/1QeXXwmq+efWtIXlNyEuVh52qilWYa1qBa30UNY5SA3YS5WXi1RLQNqiRm8Yw4ZO2D10Fw3rt1SU/3nix2PSNp055kRqFC5pNvRC5b3m8VnpMFDi9LR51ktzTKsPXD1GXkT5JOnTkggmvgNpmVAoq28pK3oIhR9w3UlHZEqiepiNr5JgwDLEdW3uJp9jqfOXz5g2svdXpn54ytBSbMMe/kS5NUPP895196ZQDRSa4otQqGltEXiNW/uNBpHDPw7e+GlXjrWdyUQUW2656rT8w7Sq1Zf49OuWRW5rVLzxw+Vumfk2LT4TKbOH/iNplamQ5HyVXqawUn7j8rbFUPTfdWnQh/0oKW0a0nUgDJJt/bpLXxm2T0DptTc43DlLffpiloZkhyMVwtdw5Q056EEWYZi7WWnpXL2DIlHsQ/6tC6lLQO99dWHFl0pVNJpZ2/+RTX0JShdWiJmcYoqTxslzSIxUIIsGUtWbFRLV424/YFnkw4hUedde2e/K2yzj5qY6iWNpfbMmzuNBcs6+y3BnZnF6eKbNiQXWIkS6dNsZpvMrNPMNpjZuiRiEMnQ0ukSp6hFZSR9qvm7Slt3rdyEGWprbEfUyn9aETBd2qe3sOjsVlqamzCCFuZFZ7fWTMNCkgMB57j7Se4+I8EYRLjhwlMGJMhqYZFSFZs9I62Lx0QNT6yXYYtT5y8fcCummr+rtF2NqvTYjmq74qzjacyZCamxwbQiYApdfNMGurp7cKCru6ekFua0fC6pe4YIKEGWQVt5SRvHXnZr3vm+RxipXTzmS+eclPef1ZfqYEXAqAR56vzlBces5Lt0LLVB89DXhkJ/m4WcN2tKHOGUzTyBOUTN7FFgK+DAN9z9m3mecxFwEcCkSZNOXrp06YD9bN++nXHjxsUcbX1RnZVPdVae4Vpfjz63g+0v7977eIQZLROaaC5hrtik6qy7p5ent73Err49jGoYwaTxo0uKNw0K1Vln17bI17W2jC+43+6eXrY8v7Pgc4rto1RDiXMw4qqzejVcP8uGolidFTrPCqn2OThnzpy78vWESCppbnH3LjM7BFgJfNzd74h6/owZM3zduoFdn1etWkVbW1t8gdYh1Vn5VGflUX2VT3VWvqg6K9ZiVcrsSJXYRykKvU8cszgVOs8KxTJcu6vp77J8xeqslG5S+VR7VjMzy5s0J9I9w927wp/PmNmPgdcCkUmziEia5XbPGN1gPHD1GQlGVJp6m5N+sP+Qc41usLzdbYarzIDA4Zg4SzoU61pVLVUfCGhmY81s/8x94M3AvdWOQ0SkEvL1Z36pzzn2slsTiqg0g+1bOBw8cPUZjG7IP/QoDf+4k1ArAwJF4pRES/Mk4McWLC07Evhfd/9FAnGIiAxZVIukWiprWy1cKRCR6qp60uzujwCvrvb7ioiIiIgMVpLzNIuIiEgKRHVHEZF9lDSLiAxBVLKhJERqibqjiBSnpFlEZAjyDRqrhdkzoga01fJAt2Kx1/KxVUOh+lHdSSXU+nmkFQFFRIYo7QlylFr/B5ZPLR3TpsVnpm7av1qqP6lN+c6xWpm1R0mziIhIQpSkitQOdc8QERERkcTUypdHJc0iIiIikqhaSJyVNIuIiIhI4tI+QFl9mkVEREQkFdKSIOejlmYRERERkSKUNIuIiIiIFKHuGSIiIiKSqKi5mtPUXUMtzSIiIiKSmEKLm6Rp4RMlzSIiIiIiRShpFhEREREpQkmziIiIiEgRSppFRERERIpQ0iwiIiIiiSk0Q0aaZs/QlHMiIiIikqg0JcdR1NIsIiIiIlKEkmYRERERkSKUNIuIiIiIFKGkWURERESkCCXNIiIiIiJFKGkWERERESlCSbOIiIiISBFKmkVEREREikhkcRMzOx34D6AB+Ja7L04iDhGRejN1/vK85V8+5yTap7dUORoRkfpR9ZZmM2sAvgq8BTgOONfMjqt2HCIi9SYqYQa4+KYNdKzvqmI0IiL1JYnuGa8FHnL3R9x9F7AUeHsCcYiIDCtLVmxMOgQRkZpl7l7dNzR7F3C6u/9d+Pj9wEx3/6ec510EXAQwadKkk5cuXTpgX9u3b2fcuHHxB11HVGflU52VR/VVvkrVWWfXtqLPaW0ZP+T3SQOdZ+VTnZVH9VW+eqmzOXPm3OXuM3LLE+nTXAp3/ybwTYAZM2Z4W1vbgOesWrWKfOUSTXVWPtVZeVRf5atUnX2wQPcMgJbmJj5+3tDfJw10npVPdVYe1Vf56r3Okuie0QVMznp8eFgmIiIxmjd3WtIhiIjUrCSS5j8Ax5jZkWY2CngvcEsCcYiI1JVNi8+M3KbZM0REhqbq3TPcfbeZ/ROwgmDKuW+7+33VjkNEpB4VSpxFRGTwEunT7O63Arcm8d4iIiIiIuXSioAiIiIiIkUoaRYRERERKUJJs4iIiIhIEUqaRURERESKUNIsIiIiIlJE1ZfRHgwzexZ4LM+mg4DnqhxOrVOdlU91Vh7VV/lUZ+VTnZVPdVYe1Vf56qXOjnD3g3MLayJpjmJm6/KtDS7RVGflU52VR/VVPtVZ+VRn5VOdlUf1Vb56rzN1zxARERERKUJJs4iIiIhIEbWeNH8z6QBqkOqsfKqz8qi+yqc6K5/qrHyqs/KovspX13VW032aRURERESqodZbmkVEREREYqekWURERESkiFQlzWY22cxuN7M/mdl9ZvaJsHyima00swfDnxPCcjOz/zSzh8zsHjN7TVh+kpndGe7jHjM7J8njilOl6ixrfweY2eNm9pUkjqcaKllnZjbFzH5pZveH+5ua0GHFqsJ19vlwH/eHz7Gkjisug6ivY8PPrJfN7FM5+zrdzDaGdTk/ieOphkrVWdR+6lElz7Nwe4OZrTezn1X7WKqhwn+XzWb2QzN7IPwsOyWJY4pbhevsk+E+7jWzG81sdBLHNCTunpobcCjwmvD+/sCfgeOAzwPzw/L5wL+H988Afg4YMAtYG5a/CjgmvH8Y8CTQnPTxpbnOsvb3H8D/Al9J+thqoc6AVcBp4f1xwJikjy/NdQa8DlgNNIS3O4G2pI8vBfV1CPDXwNXAp7L20wA8DLwSGAXcDRyX9PGlvM7y7ifp40tznWXt75Lw8/9nSR9b2usL+B7wd+H9USjHKPZ32QI8CjSFj38AfDDp4yv3lqqWZnd/0t3/GN5/EbifoKLfTnCCEv5sD++/Hfi+B9YAzWZ2qLv/2d0fDPfzBPAMMGBll3pQqToDMLOTgUnAL6t3BNVXqTozs+OAke6+MtzXdnffWcVDqZoKnmcOjCb4J7Mf0Ag8Xa3jqJZy68vdn3H3PwC9Obt6LfCQuz/i7ruApeE+6k6l6qzAfupOBc8zzOxw4EzgW/FHnoxK1ZeZjQf+FrgufN4ud++uwiFUXSXPMWAk0GRmI4ExwBPxRl95qUqas4WXuacDa4FJ7v5kuOkpgsQOgl/clqyXPU7Oh6OZvZbgH/TDccabBkOpMzMbAXwRGHDJrp4N8Tx7FdBtZsvCS5pLzKyhOpEnZyh15u53ArcTXP15Eljh7vdXI+6klFhfUYp+xtWjIdZZ1H7qWgXq7MvAPwN74ogvbYZYX0cCzwLfCT/7v2VmY2MLNiWGUmfu3gV8AdhM8Nm/zd1rroEulUmzmY0DfgRc7O4vZG9zdydorSplP4cC/wN8yN3r+oOgAnX2UeBWd388phBTpwJ1NhL4G4IvGn9NcAn9g5WPND2GWmdmdjTwV8DhBMnfqWb2NzGFm7hKfZYNJxX8/I/cT72pwN/lW4Fn3P2u+KJMjwp99r8G+G93nw7sIOiiULcqcI5NIGidPpKg2+xYMzs/pnBjk7qk2cwaCX4xN7j7srD46awuBIcSdLcA6AImZ7388LAMMzsAWA5cFl4erlsVqrNTgH8ys00E3wY/YGaLqxB+IipUZ48DG8JL57uBDoIP0rpUoTp7B7Am7MqynaDfc70OoCmnvqJEfsbVowrVWdR+6lKF6mw28Lbw838pwZfZ62MKOVEVqq/HgcfdPXMF44fos79Ynb0JeNTdn3X3XmAZwRiXmpKqpNnMjKCP0P3ufk3WpluAC8L7FwA/ySr/gAVmETT3P2lmo4AfE/Sp/GGVwk9EperM3c9z9ynuPpWg5fT77l6X35wrVWfAHwj66mb6y58K/Cn2A0hABetsM/AGMxsZfhC/gaCPXF0ZRH1F+QNwjJkdGX6uvTfcR92pVJ0V2E/dqVSdufsCdz88/Px/L3Cbu9dcK2AxFayvp4AtZjYtLHoj+uwv9lm2GZhlZmPCfb6RWvzs9xSMRszcgNcTNPHfA2wIb2cABwK/Ah4E/g+YGD7fgK8S9FfuBGaE5ecTdELfkHU7KenjS3Od5ezzg9T37BkVqzPgtHA/ncB3gVFJH1+a64xgNohvEHxY/gm4JuljS0l9vYKg9eoFoDu8f0C47QyCEesPE1w5S/z40lxnUftJ+vjSXGc5+2yjfmfPqOTf5UnAunBfHcCEpI+vBursKuAB4F6CrrP7JX185d60jLaIiIiISBGp6p4hIiIiIpJGSppFRERERIpQ0iwiIiIiUoSSZhERERGRIpQ0i4iIiIgUoaRZRKSGhHNf/9bM3pJV9m4z+0WScYmI1DtNOSciUmPM7ATgZmA6wZK+64HT3f3hQexrpAcrWoqISAFKmkVEapCZfR7YAYwNfx4BnAA0Ale6+0/MbCrBIgJjw5f9k7v/zszagM8BW4Fj3f1V1Y1eRKT2KGkWEalBZjYW+COwC/gZcJ+7X29mzcDvCVqhHdjj7i+Z2THAje4+I0yalwMnuPujScQvIlJrRiYdgIiIlM/dd5jZTcB24D3AWWb2qXDzaGAK8ATwFTM7CegDsluUf6+EWUSkdEqaRURq157wZsA73X1j9kYzuxJ4Gng1wcDvl7I276hSjCIidUGzZ4iI1L4VwMfNzADMbHpYPh540t33AO8HGhKKT0Sk5ilpFhGpfZ8jGAB4j5ndFz4G+BpwgZndDRyLWpdFRAZNAwFFRERERIpQS7OIiIiISBFKmkVEREREilDSLCIiIiJShJJmEREREZEilDSL1Akz+xsz25j1eJqZbTCzF83s/5nZ183sX5KMUQTAzD5oZr/NerzdzF6ZQByrs6bnK/bcSWZ2v5ntF3dccTGz+8LVIEVkEJQ0iyTEzDaZWU+YMDxtZt81s3GD3Z+7/8bdp2UV/TNwu7vv7+7/6e7/4O6fi3p9kVg/aGadZrbTzJ4ys/8Ol2tOBTP7eViP282s18x2ZT3+etLxDUZ4Piys4vu1mdmesM5eNLONZvahary3u49z90eq8V4ZZnYW8KK7r88qe5WZ3Wxmz5nZNjO7x8wuMbMGd38auB24qMh+X2dmt4V1uM3Mfmpmx8V8OJn33p5125P1+bLdzM5z9+PdfVU1YhGpR0qaRZJ1lruPA14DzAAur+C+jwDuG+pOzOxS4N+BeQSLZcwK973SzEYNdf+V4O5vCROvccANwOczj939H5KOL5eZxb4a6yDf44mwDg8APglca2bTirymVv0D8D+ZB2Z2FLAW2AK0uvt44N0Ef5f7h0+7Afj7qB2a2SnAL4GfAIcBRwJ3A6sr3ZJugX7/w7PO+XHAZsLPl/B2QyXfX2Q4UtIskgLu3gX8HDjBzCaY2c/M7Fkz2xrePzzzXDObaGbfMbMnwu0dYXmbmT0e3r8NmAN8JWxlelVuy6WZvT3svvGCmT1sZqfnxmVmBwBXAR9391+4e6+7bwLeA0wFzg+f12Bmnwn386KZ3WVmk8Ntx5rZSjN7Pmy9fE/W/s80s/VhDFssWPY5s22qmbmZXWBmm8PWv8vKrVsze2t4nN1m9jszOzFr2yYzmxe2KO4ws+vCy/A/D4/j/8xsQk48F4V1/6SZfSprXyPMbH5YB38xsx+Y2cSc137EzDYDt4XlN1vQcr/NzO4ws+PD8ouA84B/Dn9/Pw3L3cyOznrPvb/TzO/fzD5tZk8B3ykUUyEeuBV4Hjix2PEVOpZw24Fmdkv4e/49cFTO72jvcYXH9FUzWx7+DtZakNBmnvvm8DzaZmZfM7Nfm9nfhduODh9vC8+XmyLOiVHAqcCvs4qvAn7n7pe4+5NhPWx09/e5e3f4nLXAK83siIiq+zzwfXf/D3d/0d2fd/fLgTXAleF7329mb82KZaQFf+uvCR/PCs/TbjO727K6U5jZKjO72sxWAzuBshLx8Hx/U3j/yvB3dn1Yz50WfE4sMLNnwr/HN2e9dnz49/GkmXWZ2UIz0wqTMqwoaRZJAQsSzDOA9QR/l98haM2dAvQAX8l6+v8AY4DjgUOAL+Xuz91PBX4D/FPYyvTnnPd7LfB9gtbjZuBvgU15QnsdMBpYlrP/7cCtwGlh0SXAueExHAB8GNhpZmOBlcD/hrG+F/ia7btcvQP4QBjDmcA/mll7TgyvB6YBbwT+1cz+Kk+ceVnQX/XbBK2DBwLfAG6x/v1S3xkex6uAswi+vHwGOJjgd/H/cnY7BzgGeDPw6UwSAnwcaAfeQNDKuBX4as5r3wD8FTA3fPzzcF+HAH8kaMnE3b9J/xbzs0o85FcAEwnOnYtKjGmAMEF+G3AQ8FCJx5f3WEJfBV4CDiU4Nz5cJIT3EiSxE8L3vzqM6yDgh8ACgt/nRoJzNONzBC29E4DDgf+K2P8xwB53fzyr7E3hviO5++4wnlfnbjOzMWEsN+d56Q/Y97dyI8HfSsZc4Dl3/6OZtQDLgYUEv8dPAT8ys4Oznv9+gt/t/sBjheItwVkEnycTCD57VhCc8y3AZwn+XjK+C+wGjgamE5z/fzfE9xepLe6um266JXAjSFK3A90E//y+BjTled5JwNbw/qHAHmBCnue1AY9nPV4F/F3W4+8CC8P73wC+VEKM5wNPRWxbDKwM728E3p7nOecAv8kp+wZwRcQ+v5yJi6Al24HDs7b/HnhvkZizj/O/gc/lbN8IvCHrd3Be1rYfAf+d9fjjQEdOPMdmbf88cF14/37gjVnbDgV6gZFZr31lgbibw+eMzz2OrOc4cHTEsbYBu4DRWdsjY4o4f/aE5+PLQB9w8SD3tfdYgIbwedn19m/Ab/MdV3hM38radgbwQHj/A8CdWduMoDvF34WPvw98M/uciajr2eSc12GMp5fwN7Ea+ECe8sNzz4+sbacDveH9o4EXgTHh4xuAfw3vfxr4n5zXrgAu8H1/058tFmPWuf2mqDKClu+VWdvOIvg8aggf7x8eTzMwKTwnmrKefy7BmImqf3bqpltSN7U0iySr3d2b3f0Id/+ou/eY2Rgz+4aZPWZmLwB3AM3hpdDJwPPuvnWI7zsZeLiE5z0HHGT5+8ceGm4vtL8jgJnhpeZuM+sm6HbwCgAzm2lmt4eXp7cR9DM9KGcfT2Xd3wmUM1jyCODSnPefTNBSmvF01v2ePI9z329L1v3HsvZ1BPDjrPe5nyDxnJTvtRZ0aVkcdnd4gX0t/bnHX45n3f2lrMelxJTtCXdvJrha8J8EXRiK7qvIsRxM8MUht94KifqdH5a9H3d3ILu1+J8JEunfWzBTRFSL9lb29VPO+AvBOV3M/gRfLPLtc0/EPvb+rbj7QwR1d1bYOv02gisxENTxu3PO19fn7DO7Hocq91x/zt37sh5DUPdHAI3Ak1lxfYPgqoLIsKGkWSR9LiXojjDT3Q8g6DoB+1rVJtrQZ67YQk6/0gh3ErQwnZ1daMEsH28BflVkf1uAX4dfDDK3ce7+j+H2/wVuASZ7MPDq6wTHWSlbgKtz3n+Mu984hH1Ozro/BXgi673ekvNeoz3or57hWfffB7ydoFvAeILWaNh3/NnPzdhJ0DUn4xU523NfU0pMA7j7ywStnq1Z3WUK7avQsTxLcFk/t94G40mCFt1g52aW/djdn3L3C939MIIuOV+zrD7gWR4KX96SVfZ/BF11IoVfHo8mGNzXj7vvIPh7eXeel76HfX8rsK+LxtuBP4WJNAR1/D85dTzW3Rdnv1WhGGOyheBz4KCsuA5w9+OLvVCknihpFkmf/QlaebotGGh1RWaDBwOUfk6QDEwws0Yz+9uI/RRyHfAhM3tj2H+1xcyOzX2Su28j6Fv6X2Z2evh+Uwn6aD7OvtkHvgV8zsyOscCJZnYg8DPgVWb2/vC1jWb211n9kvcnaDl/Kexn/b5BHEsh1wL/ELZom5mNtWDwYW4rYzn+JbwacDzwISAz2OzrwNUWDhIzs4PN7O0F9rM/QSLyF4JE+N9ytj/NwIFeG4D3hS27pxP0Ly6k3Jj2cvddwBeBfy1hX5HHErZcLgOuDOvtOOCCUmLIYzlhIh8msB8j64uDmb3b9g2a3UqQYO6JOLb/o3/9XQG8zsyWmFnmSsjRFgyUaw6f81pgk7tHtZTPBy6wYF70/cO/0YXAKQR/RxlLCfoE/yP7WpkBridogZ4b/o5HWzDA83ASFH7u/BL4opkdEH5mHGVmxc4/kbqipFkkfb4MNBFczl0D/CJn+/sJ+l8+ADwDXFzuG7j77wkSvi8B2whmEcg7I4C7f55gYNwXgBfYNy3XG8MWSYBrCBLpX4bPuY6g/+OLBMnBewlaZJ8imL4uMxDvo8BnzexFguTsB+UeS5HjXAdcSDCQcitBC+MHh7jbX4f7+RXwBXf/ZVj+HwSt5r8Mj2cNMLPAfr5P0E2hC/hT+Pxs1wHHhZfDO8KyTxD0Pe0m6ObSQWHlxpTr28AUC+Y0LrSvYsfyTwSX+Z8i6LP8nTJi2MvdnyNoyf08QYJ+HLCOIGEH+GtgrZltD2P9hEfP//wNgr+lzL4fJkhupwL3hd2FfhTu/8XwaecRfHmIiu+3BAP7ziZoFX+MYNDc6939waznPUnQKv069n3pwt23ELQ+f4aghX4LwWDdNPyv/gAwiuD3u5Vg0GQp3VlE6oYFXcJERKSQsIX9UaDRg1kUJGEWzFP8OMFgztsH8frVBDPMrC/huYcQfGGantNvXESGidgn2BcREakUM5tLcLWjh6AV1hjYsl0Sd59dxnOfIZguUESGqTRc8hERESnVKQQztTxH0FWl3d17Cr9ERGTo1D1DRERERKQItTSLiIiIiBRRE32aDzroIJ86dWrSYQzJjh07GDt2bNJh1BXVaeWpTitL9Vl5qtPKUn1Wnuq0spKoz7vuuus5dz84t7wmkuapU6eybt26pMMYklWrVtHW1pZ0GHVFdVp5qtPKUn1Wnuq0slSflac6rawk6tPM8s7Fru4ZIiIiIiJFKGkWERERESlCSbOIiIiISBFKmkVEREREiogtaTaz0Wb2ezO728zuM7OrwvIjzWytmT1kZjeZ2ai4YhARERERqYQ4W5pfBk5191cDJwGnm9ks4N+BL7n70cBW4CMxxiAiIiIiMmSxTTnnwVKD28OHjeHNgVOB94Xl3wOuBP47rjhEREREalXH+i6WrNjIE909HNbcxLy502if3pJ0WMNSrMtom1kDcBdwNPBVYAmwJmxlxswmAz939xPyvPYi4CKASZMmnbx06dLY4qyG7du3M27cuKTDqCuq08pTnVaW6rPyVKeVpfqsvErWaXdPL11be9iTlauNMKNlQhPNTY0VeY+0S+IcnTNnzl3uPiO3PNbFTdy9DzjJzJqBHwPHlvHabwLfBJgxY4bX+kThmuy88lSnlac6rSzVZ+WpTitL9Vl5lazT2Ytvo6u7YUB5S3MDq+dX5j3SLk3naFVmz3D3buB24BSg2cwyyfrhQFc1YhARERGpJU9095RVLvGKc/aMg8MWZsysCTgNuJ8geX5X+LQLgJ/EFYOIiIhIrTqsuamscolXnC3NhwK3m9k9wB+Ale7+M+DTwCVm9hBwIHBdjDGIiIiI1KR5c6fROML6lTWOMObNnZZQRMNbnLNn3ANMz1P+CPDauN5XREREpG70z5np3eNcfNMGzaCRAK0IKCIiIpJCS1ZspLcv/yxnU+cvr3I0oqRZREREJIU04C9dlDSLiIiIpJAG/KWLkmYRERGRFNKAv3RR0iwiIiKSQhrsly5KmkVERERSKmfGuaLlEh8lzSIiIiIpdc17TiqrXOKjpFlEREQkpf61o7OscomPkmYRERGRlHrh5b6yyiU+SppFRERERIpQ0iwiIiIiUoSSZhERERGRIpQ0i4iIiIgUoaRZRERERKQIJc0iIiIiIkUoaRYRERERKUJJs4iIiIhIEUqaRURERESKUNIsIiIiIlKEkmYRERERkSKUNIuIiIikVINZWeUSHyXNIiIiIik165UTyiqX+ChpFhEREUmpTX/pKatc4qOkWURERCSlurrzJ8dR5RIfJc0iIiIiKRXVc1k9mqtPSbOIiIhISnmZ5RKf2JJmM5tsZreb2Z/M7D4z+0RYfqWZdZnZhvB2RlwxiIiIiIhUwsgY970buNTd/2hm+wN3mdnKcNuX3P0LMb63iIiISM2bMKaRrTt785ZLdcXW0uzuT7r7H8P7LwL3Ay1xvZ+IiIhIvTnzxEMHlDU2GFecdXwC0Qxv5h5/rxgzmwrcAZwAXAJ8EHgBWEfQGr01z2suAi4CmDRp0slLly6NPc44bd++nXHjxiUdRl1RnVae6rSyVJ+VpzqtLNVn5VWyTrt7euna2sOenFxt3H4jOfKgsRV5j7RL4hydM2fOXe4+I7c89qTZzMYBvwaudvdlZjYJeI6gD/vngEPd/cOF9jFjxgxft25drHHGbdWqVbS1tSUdRl1RnVae6rSyVJ+VpzqtLNVn5VWyTmcvvi3v1HIGfOmck2ifXv8X8JM4R80sb9Ic6+wZZtYI/Ai4wd2XAbj70+7e5+57gGuB18YZg4iIiEgteiJiLmYHlqzYWN1gJNbZMwy4Drjf3a/JKs/unPMO4N64YhARERGpVYc1N0Vui0qoJT5xtjTPBt4PnJozvdznzazTzO4B5gCfjDEGERERkZo0b+60yEVMCiXUEo/Yppxz99+Sf8GaW+N6TxEREZF60T69hXWPPc8Nazb3W8ykqbGBeXOnJRbXcKUVAUVERERSamF7K1865yRampswoKW5iUVntw6LQYBpE+fiJiIiIiIyRO3TW5Qkp4BamkVEREREilDSLCIiIiJShJJmEREREZEilDSLiIiIiBShpFlEREREpAjNniEiIlKGjvVdLFmxkSe6ezisuYl5c6dpZgORYUBJs4iISIk61nexYFknPb19AHR197BgWSeAEmeROqfuGSIiIiVasmLj3oQ5o6e3jyUrNiYUkYhUi5JmERGREj3R3VNWuYjUDyXNIiIiJTqsuamschGpH0qaRURESjRv7jSaGhv6lTU1NjBv7rSEIhKpDR3ru5i9+DaOnL+c2Ytvo2N9V9IhlU0DAUVEREqUGeyn2TNESlcvA2iVNIuIiJShfXpLTf2jF0laoQG0tfS3pO4ZIiIiIhKbehlAq5ZmERERkRhoIZzAYc1NdOVJkGttAK1amkVEREQqLNOPt6u7B2dfP95yB8DVwwC6ehlAq6RZREREpMIqsRBOpRLvpLVPb2HR2a20NDdhQEtzE4vObq25Vnd1zxARERGpsEr0441KvD918901l3DWwwBatTSLiIiIVJiXWZ5PVIK9e49z2jWryg0pUfXQzURJs4iIiEgKFRoo9+AzO6oYydDUSzcTJc0iIiIiKVRrA+WiVKJ/dxooaRYRERFJoVrvA5yRb7q5QuVppYGAIiIiIlU0df7yAWWbFp+Z97nHHDI2b1eMYw4ZW/G44tJgRp8P7M3dYJZANIOnlmYRERGRhOVLpAFWXtI2IEE+5pCxrLykrQpRVUa+hLlQeVrFljSb2WQzu93M/mRm95nZJ8LyiWa20sweDH9OiCsGERERkSRUqhG1Y30Xz23ftfdxc1MjH5tzTGV2XiUtBQY0Xt7RWcVIhibOlubdwKXufhwwC/iYmR0HzAd+5e7HAL8KH4uIiIjUjUo0onas72LeD+9m687evWXdPb3Mu/numpp5otCAxuvXbK5iJEMTW9Ls7k+6+x/D+y8C9wMtwNuB74VP+x7QHlcMIiIiIrVqyYqN9PYNzL5793hNzTxRLwMazavQn8TMpgJ3ACcAm929OSw3YGvmcc5rLgIuApg0adLJS5cujT3OOG3fvp1x48YlHUZdUZ1Wnuq0slSflac6rSzVZ+Vl6vT+J19g957ycqzWlvH9Hnd2bSvr+WlTLP6MQseRxDk6Z86cu9x9Rm557EmzmY0Dfg1c7e7LzKw7O0k2s63uXrBf84wZM3zdunWxxhm3VatW0dbWlnQYdUV1Wnmq08pSfVae6rSyVJ+Vl6nT065ZFTnrRb7yfLNnzF58W+S0bGMaR/Cnz71l6AHHJGpgYz5RM4dAMueomeVNmmOdcs7MGoEfATe4+7Kw+GkzO9TdnzSzQ4Fn4oxBREREpNqiVux78JkdBZPEbPPmTuPimzbk3daze89gQ5NBinP2DAOuA+5392uyNt0CXBDevwD4SVwxiIiIiNSqQn2Ba2y2troQZ0vzbOD9QKeZbQjLPgMsBn5gZh8BHgPeE2MMIiIiIiJDFlvS7O6/BaJmKXxjXO8rIiIiUg9qaVq54UArAoqIiIhUWNQS0eUsHV1L08oNBwWTZjM73Mw+ZWY/MbM/mNkdZvY1MzvTzJRwi4iIiORx7szJZZXn80TEzBkAY0c1lB2TDE1k4mtm3wG+DewC/h04F/go8H/A6cBvzexvqxGkiIiISC1Z2N7K+bOm7G1ZbjDj/FlTWNjeWvI+Diuw/PQ7XlMfC4bUkkJ9mr/o7vfmKb8XWGZmo4Ap8YQlIiIiUtsWtreWlSTnmjd3Gp+8aQP5Jsq4/YFnBx+YDEqhLhZPm9lxuYVmdpyZHezuu9z9oRhjExERERm22qe35E2YgchFTyQ+hZLm/wIOylN+IPAf8YQjIiIiIpI+hZLmo939jtxCd/8NcGJ8IYmIiIiIpEuhpHn/AtsaKx2IiIiIiAwvpU/Al7xCSfNDZnZGbqGZvQV4JL6QRERERGQ4OG9W7cwpUWj2jE8CPzOz9wB3hWUzgFOAt8YdmIiIiIjUt6HMLlJtkS3N7v5noBX4NTA1vP0aODHcJiIiIiIyLES2NJuZufvLwHeKPCdqNhQRERERkbpQqE/z7Wb2cTPr19nEzEaZ2alm9j3ggnjDExERERm+ogbK1dIAunpRqE/z6cCHgRvN7EigG2giSLR/CXzZ3dfHHqGIiIiIlO3yjk5uXLuFPncazDh35uSa6kOcNpFJs7u/BHwN+JqZNRIsdNLj7t1Vik1ERERkWIvqA+tAx/oulqzYyBPdPRzW3MS8udNon94CBAnz9Ws2731+n/vex0qcB6dQ94y93L3X3Z9UwiwiIiKSDvNuvpuu7h6cYFnteTffTcf6LgBuXLsl72uiyqW4kpJmEREREUmX3j0+4PGVt9wHBC3L+USVS3FKmkVERETqRHdPLwANln+oYFS5FFdS0mxmR5jZm8L7TWZWaIltEREREUnQuTMnl1UuxRVNms3sQuCHwDfCosOBjhhjEhERERFgTGN5nQImjGkEgsF+58+asrdlucGM82dN0SDAISjlN/ExYDbwAoC7PwgcEmdQIiIiIgL/dvaJjMjpUTHC4PxZU2hs6L+hscG44qzj9z6eccREXjF+NAa8YvxoZhwxsQoR169C8zRnvOzuuyz8pmJmI4meAUVEREREKiQzhVy+qeXWPvIXHnxmx97nTj1wzN7nd6zvYsGyTnp6+4Bgdo0Fyzr77VPKU0rS/Gsz+wzQZGanAR8FfhpvWCIiIiICQZKbm+ied+2d/RJmgAef2cF5197JDReewpIVG/cmzBk9vX0sWbFRSfMgldI949PAs0An8PfArcDlcQYlIiIiItFWP/x8wfInunvybo8ql+IKtjSbWQNwn7sfC1xbnZBEREREal+hFfuGup9iDmtuoitPgnxYc1PZ7y+Bgi3N7t4HbDSzKVWKR0RERKTmZfoUZ6/Yt2BZ594V+4a6n2LmzZ1GU2NDv7KmxoaSEm7Jr5TuGROA+8zsV2Z2S+YWd2AiIiIitapQn+JK7CfK6HBGjfbpLSw6u5WW5iYMaGluYtHZranrz1zul4gklTIQ8F8Gs2Mz+zbwVuAZdz8hLLsSuJCgjzTAZ9z91sHsX0RERMqXfal//kl76F7flbpEqh4U61N87GW38lLfvsnIRjcYD1x9Rsn7iZK9z3wDCAu5vKOTG9duoc+dBjPOnTk59nmdL/txZ82cf0Vbmt391/luJez7u8Dpecq/5O4nhTclzCIiIlWSe6l/V9+eQXUZkOKi+g4f1tw0IGGGINk99rKBadHoMhc3gcG13l7e0cn1azbT50Fcfe5cv2Yzl3cU7woyFDt2Rbeap00pKwK+aGYvhLeXzKzPzF4o9jp3vwPIP7RTREREqq5SXQakuEJ9inMT5ox85T29e8p+7wXL7gGC5Hn24ts4cv5yZi++rWAyfePaLWWVD0fmXvo6JRascPJ2YJa7zy/h+VOBn+V0z/ggweqC64BL3X1rxGsvAi4CmDRp0slLly4tOc402r59O+PGjUs6jLqiOq081WllqT4rT3U6NJ1d2/o9ntQET4dX/1tbxicQUf3JPkef6O7h+R29OI5hTBzbyGHNTQN+D9lyfw+FnlvI5IljePz5nf1WozPg8IljaG5qHPD8cmIqRTlxF9p/En/zc+bMucvdZ+SWl5U0732R2Xp3n17C86bSP2meBDxHsKLg54BD3f3DxfYzY8YMX7duXdlxpsmqVatoa2tLOoy6ojqtPNVpZak+K091OjRHLbh17+V3gEtbd/PFzpE0mPHwooH9aaV8mXM0d0U+CFqaF53dysU3bYh8/abFZ/Z7PHX+8kHF0dQ4Im8rdVPjCO7/3FsGlBd6n9yYSlFO3IX2n8TfvJnlTZqLDgQ0s7OzHo4AZgAvDSYId386a7/XAj8bzH5ERESkfH0RDWVR5RIYzHzLSXeFierWMZjuHhIoZfaMs7Lu7wY2EXTRKJuZHeruT4YP3wHcO5j9iIiISPmamxrp7unNWy755bYYd3X3MO/mu7nqp/fRvbM3MokuNHtGg1neLyoNZgPKRgBKc9OhlKT5W+6+OrvAzGYDzxR6kZndCLQBB5nZ48AVQJuZnUTQPWMTwbLcIiIiUgV5crKC5ZK/xbh3j7N1Z/DlI3uxkezEudCKfFMPbMq7DPasV04YUPa+WVO4fs3mIR2DVEYp85j8V4ll/bj7ue5+qLs3uvvh7n6du7/f3Vvd/UR3f1tWq7OIiIjErHvnwFbmQuVS2jzJ+bpdFJo9Y9Nf8u8zX/ntDzyb55kwQl90qi6ypdnMTgFeBxxsZpdkbToAaMj/KhEREUmrQq2fkt/oiAF1uXKT60yrc76+0J+MGAiYL0GPStr3qBt61RXqnjEKGBc+Z/+s8heAd8UZlIiIiFTevLnT8s7oMG/utASjSreXd5fWo7h5zMB+4VEr8pXz5SXquVJ9kd0zwpX/riKYk/mqrNs17v5gFWMUERGRCmif3sKis1tpaW7CgFENI1h0dmvNLGOchFJbdMuZgCTqS8qOl3cPWIBk3txpNOb0xch9HDetGBkoZSDgTjNbAhwPjM4UuvupsUUlIiJSZwYzbVkcsls/V61aRVsdJMyXd3Ry49ot9LnTYMa5MyezsL21IvuOmuki17Y8s5JE/c6jumd09/TmHVSY+/69FeqbkV1vhVz10/uKnqszr17J0y/uqkhcaVXKQMAbgAeAI4GrCGa9+EOMMYmIiNSVzLRlXd09OPtmXFAL3j7lLPmc7fKOTq5fs3lv4tfnzvVrNnN5R2dF4jp35uSSnpfbtaJjfRfzbr673+983s1307G+i0Ipau6gwst+3BlL/+Xceitka5GBokNJmM+fNWVQr0tCKUnzge5+HdAbdtn4MKBWZhERkRIlvdBF2pXypSIqqb5x7Za8+4wqL9fC9lbOnzVl7xzKBjTkdI/I1y/8ylvuG9Ai3LvHufKW+4q+Z/bgvx27+go8c3AyCXOlDKWFOWp2kDQqpXtG5uvFk2Z2JvAEMDG+kEREROpLoYUuhqvsrgsj8nSByHypaJ/eQsf6rn5LT3d19+x9XGiVw9mLb6tIN5iF7a39unuU0tUm3yIyhcqzxT2bSZrmfe7q7uG8a+/khgtPSTqUokppaV5oZuOBS4FPAd8CPhlrVCIiInUkKgkarlO9dazv4pIfbNjbshyV+GZmjbgkog/wJTdtyLuKXvbr4+gGs+6x53lq20s48NS2l1j32MCFSgYr02qdaVkfDlY//DznXXtn0mEUVTBpNrMG4Bh33+bu97r7HHc/2d1vqVJ8IiIiNa/QQhfD0WeW3VNSP91MQhw16dse8q+il63S3WBK7UM9Ic8UdIXKM/YbOYJ1jz2/t7tKWpTTz3ww8q2QmDYFk2Z37wPOrVIsIiIidSl3qreW5qZhPdXbzhIWC4HoFuhsUavrZatkN5iorg255ccdun/e50WVZ3T39HLDms0D+sAnLdMlphZahONSSp/m1Wb2FeAmYEem0N3/GFtUIiIidSZqoQsZmlJaY5PoBrPmka15y+98pHiLapoX+1v98PNc3tFZsSn9akkpSfNJ4c/PZpU5mkFDREREUq6psYE5xx7M7MW3VXWO7KhW8npY/vrGtVuUNOfj7nOqEYiIiIgMD2MaR5TcRWMoWpqbmHPswdz4+y30hdlqV3cPl958N0CsibMxtBbjob4+TtlfCKbOX55gJNVVdPYMM5tkZteZ2c/Dx8eZ2UfiD01EREQqqWN9F9M/+0umzl/O1PnL+dOTL5Q0uGuwC49E+bezT6TUlaCHkpR1dfcEg/Zymnf79jiX/bgyi59EGTOqofiTIjSOMF531MSCM4MkKRPXcEqYobQp574LrAAOCx//Gbg4pnhEREQkBh3ru5j3w7v7re7Wt8f3rlJX6HWVXs2wfXoL17znpL0DI5MQx6Ih2XYOYf997vx+09aSBkIm4ZUHj0k6hESU0qf5IHf/gZktAHD33WaWriGdIiIiUtCSFRvp7RuYhPXu8b2LiMDAhTt2vLw7cjXDoXRvyB4YWY8tluObGktayCSfPQ578vyu0uKhZ3YUf1IdKiVp3mFmBxJ2rTGzWcC2WKMSERGRiio07VpmW6ZVOZMkF5qZYqjTuGUn50kop4X78o5Obly7payW396+/H229xs5gpd3x9+fO07pTefjVUrSfAlwC3CUma0GDgbeFWtUIiIiUlGHNTdFJsHN4YIbS1ZsLHl+4KFM45abnCfhvFlTSnpeZjGTckV1/6j1hHk4K9qnOZyP+Q3A64C/B45393viDkxEREQqp9Dqg5kG1FJXoBvqaoblJOdxOH/WlJKnTLtx7ZaYo5FaUbSl2cxGAx8FXk/QIv8bM/u6u78Ud3AiIiIyNJluEIUS4m1h39sGs8guCBbOgVaJeY6T6pKRUc4cw4MdjNcc0ac5qlzSr5TZM74PHA/8F/CV8P7/xBmUiIiIDF32zBeFjG8KumcUShDd4dHFZ7J6/qmse+x5jlpwK1PnL+eoBbdyeUd507clsUJftqFOmVeKK992PI155tV766sPjf29JR6lJM0nuPtH3P328HYhQeIsIiIiKVZqN4idu3YDlDQvcKaPbybB7nPn+jWby0qc582dRlPj4OcxHqolKzbG/h7t01s457WTBww4/NFd8SfsEo9SkuY/hjNmAGBmM4F18YUkIiIilVBqN4hdffsS4GKi+viW0/e3fXoL7zy5JbHFO+LoHnJ+noGFtz/w7ICZJpLsyy1DU8rsGScDvzOzzNDRKcBGM+sE3N1PjC06ERGROpE7//FQ+wWXotCMGfm0FHi+AUfOXx453Vg5fX871nfxo7u6Elu8o1D3kNzfUykMuH7NZq5fs5lLW3fzwfnLOWC/Bl54uX4T5HqcW7uYUpLm02OPQkREpI7lm/94wbKgO0OcifO8udNKntrtyPnLGVng+nMl09ukZ8+ImvmjnHmqs+Wrm3pOmIerUqacewx4ARgPHJi5uftj4TYREREpIF+SmFlVL07t01tYdHYrLSW0mDrQW6UphJOePSPqi0rSybykW9Gk2cw+B9wD/CfwxfD2hRJe920ze8bM7s0qm2hmK83swfDnhCHELiIiUhOiWizL6ToxWO3TW1g9/9SSEuehKGf/Sc+eESXpZF7SrZTuGe8BjnL3XWXu+7sEU9R9P6tsPvArd19sZvPDx58uc78iIiKDlkTf4kKOnL+8KnHEmaCXu9jJ1APL62tdaVHngNm+hV5EcpWSNN8LNAPPlLNjd7/DzKbmFL8daAvvfw9YhZJmERGpkqT6FhfiZcQxlIS/0MIlg2UMbrGTNY9srWgc5br4pg1772fX/R4lzFKAeZE/IDObAfyEIHl+OVPu7m8ruvMgaf6Zu58QPu529+bwvgFbM4/zvPYi4CKASZMmnbx06dLiR5Ni27dvZ9y4cUmHUVdUp5WnOq0s1WflDbVONz71Irv6BnbcHdUwgmmv2H8ooRXU2bWtpOcViqO7p5fHn9/Zb9CZAYdPHENzuDhJ9nOf3vYSu/r2MKphBJPGj2bL8zsH7HNSEzw9xAbfzP5zYyik1PqoppEjjN0VyJorUafDVWvL+AHnxqQmOGTi+KrGMWfOnLvcfUZueSlJ833AN4BOYO8njbv/utibFkqaw8db3b1ov+YZM2b4unW1PTX0qlWraGtrSzqMuqI6rTzVaWWpPitvMHWa3Tob9R/PCFa7i0up03MViuO4f/k5OyNG6mVafOccezDL73mSrTv7L9McLCTi9OS8/tLW3Xyxs5SLzsXjdoJ+zaW0Oheauq7WVapOJZCpz00x/n3mMrO8SXMpv9Wd7v6fFYrjaTM71N2fNLNDKbPLh4iISDlyu2NEiXtgWqldIwrFEZUww74uHtev2Zx3e09vH3lWdK6YzJGV2s1k1MgRvLy7SlN1iFRIKSsC/sbMFpnZKWb2msxtkO93C3BBeP8Cgm4fIiIisShlCrFyB7ENxrkzJ5f0vDnHHhxbDNXqr1vKVHppS5ibGhtKSohkeCulpXl6+HNWVpkDpxZ6kZndSDDo7yAzexy4AlgM/MDMPgI8RjAzh4iISCwKTSE22EFsg7GwvRWAG9ZsLtgt4fYHno0thjgGAkbp6u5h9uLbUjNDSSENZpqbWUpSNGl29zmD2bG7nxux6Y2D2Z+IiEi5opaRbmluYvX8gm0/FbewvTVvf+NshZL8xhGDX3zEKG+Z60rI1Hu+LhuZPtBJGd1gLH7Xq7nkpg2JLeUttaeUxU0mmdl1Zvbz8PFxYUuxiIhI1XWs72L24ts4cv5yZi++jY71XZHPnTd3WjgIbp/GEcbOXbtLen2lFUqYoXCf5lEjGyK3FZN0WpjbZSPpeF7e41x80wbS1UlEogb7VXMQYCGldM/4LvAd4LLw8Z+Bm4DrYopJREQkr+6eXhb8qvR5ljNlmdkzxjc1smPX7r3Jaxrmac4o1rd6x67oLgQGjKhi94vByG5Fb4m4AlAtKa6mYS83QV61alUygeQR2dJsZpmE+iB3/wHhdHPuvhtQ5x8REam6p7e9NKD/aSkDzzJefGk3vX39M6ZyXj9UUXMZG7Do7NZBJ+5fOuckvvieVw9oVU+T8VnHnu8KgEjaFeqe8fvw5w4zO5DwaoqZzQLSNyu5iIgkqpxuE4OVb2ESiF4iOjPlXFc4R3NUS2xuX+K4juXKtx1PY87cb40jjC+dc9KQWrqXrNhI+/QWFp3dSktzEwZ7f6aFZQXTPr2FwyeMTi4YkUEo1D0jc3pfQjBV3FFmtho4GHhX3IGJiEjtSOPy1FDalHPQvy9xnMeS212k1JkliiXtXd09HDl/Oc1jGvt1PUhTL4Ts/tznXXsnDz6zI8FoRMpXKGk+2MwuCe//GLiVIJF+GXgTcE/MsYmISI3Il5xmuj0kmTQXmo0iW/b8yHEfS/v0lrL3U0r3Ead/Yppkn+FiVj/8fNIhiJStUPeMBmAcsD8wliDBbgDGhGUiIiJAdHJaatIal1JX+sueHzmNx5J0PVbKadesSjoEkUEr1NL8pLt/tmqRiIhIzYqaDznu5akzovruzps7raRltLOT0riO5fKOTm5cu4U+dxrMOHfm5L2LnhQTFVOtUZcMqWWFWprTNH5ARERSLN9sCNVYnjojqu9u7uC4Bsv/ry07IY7jWC7v6OT6NZv3DkTsc+f6NZu5vKMz8jXZgxF37to96PeeMKaRlip9eSnFSVf9MukQRAalUNKslftERKQk+WZuGMoUalGsQHtOKTNd7D96JI0N/feRmxDHcSw3rt1SVnnurB/FFkWJ0tTYwJknHjqo18alu2dwxyKStMjuGe6uXvoiIlKywQxwK9fEsY0QsY6bM3Cmi9yZMLp7emkcYUwY00j3zt7I2SsqfSxRU91ll3es79o7q8ZgFiox2Dt7xrae4NimHtjE9Ws2DyV0EQmVsiKgiIhIUdlJX6lTqZXrsOYmzp914N6+wflkz3SRbyaM3j3OmFEjWf+vb65obIU0RCTBme4iucn9YFb2e3TxmXt/B9t6etm5a7dmqZCakZalsgtR0ix1qxr/wEUkUM15mhe2t+4dQHfk/OV5+zNnBvYNdiaMSn9+nDtzct4W33NnTgZKn086SoPZgN/BYLt0iEh+hfo0i9Ss3P6AmX/gcaxQJiKF5zYeqtOuWcXU+cuZOn85nV3b+k1bFjWjRaa82PZ84vj8WNjeyvmzpuxtWW4w4/xZU/Ym/0OdGePcmZOHnHiLSGFKmqUuxfkPXEQGimtu49OuWTVgmrIHn9mxN3EuNtPFYGbCiOvzY2F7Kw8vOoNNi8/k4UVn9Jturth0VcVmv5hxxMS6mJJOJM2UNEtdSuPiBCL1bHRj/n8nUeWliprXN1NebKaLfNvfeXLQ1zlqto0kPj8K9WA2g9XzTy34+kt+sKGi8YjIQOrTLHUp6YUWRIabl3fnn9EiqrySis10kb29lL7Xafv8KGVM4J7yxw2KpErH+q7UjztSS7PUpaQXWhAZbqKStrQlc6V0vYjr8yN7sZJi80mLDDcX37Qh6RCKUkuz1KXMt1XNniFSHcWmVBv8fqEvT+LdMMjdltL1Io7Pj2It3M1NjVr0QyTl1NIsdat9egur55/Ko4vPZPX8U5Uwi8QoM3VaqeWl+uJ7TiqrvJjBzKZRCcVauK982/GRrx3a1w4RqRS1NIuIyJBlZoLILDrSYMa5Myf3myFiMNY9ln9xjnWPPV/yF+HsOZfHNzXS2GD0ZjVfNzU2MGbUCKbOX763bITt61pSiTmni7Vwt09vibw8nbIeLiLDlpJmERGpiOxFRyrlxrVbIstLea98y2iPYF9S3GDGAaMbBszSkdsXO3uVwcEoZXBh4wjojRg3mZ3Qi0gy1D1DRERSK2o56VKXmc7XLWIP+5LiPneefnFXSfsayjzIc449uGD5edfeGZkwi0g6KGkWEZG6Vem5lQc788XtDzxbsHz1w/m7oYgMF5sWn5l0CEUpaRYRkbpV6QF+mWW1L7lpQ1mJsxZcEolWCwkzqE/zsHR5Ryc3rNk8YHDJMYeM5WNzjsk7zdLMq1f2u4Q5af9RrL3stL2PswfaDGZ6pqG+fjCKHZNIKXKXeT7mkLGsvKQtuYDqTNRUbM1NjQVfl/lMiWtp6T3AgmX3lPw5lbYFU0SkfIm0NJvZJjPrNLMNZrYuiRiGq8s7Ork+T8IMwbK0n7xpA13dPXtbUxYs6+TEK34xoM/f0y/uYubVK4F9A21yX1dqK8xQXz8YuQkz9D8mkVLkJswQ/B2dds2qZAKqQ1HTPOcrzyweMnX+8r2fZXHqKaMTcrE+zfuN1IVfkbRL8q90jruf5O4zEoxh2IkaiZ6Rm0z39Pbxwst9eZ+bSTpLWWGrkKG+fjCiBv6UOiBIBBiQMBcrl/Jt3Zl/wY/c8uwv35C+adqK9WmuxnLjImlVK7PD6KvtMFPqiPNyDLWvnvr6ichQ5fvynSbFPueGunJirtxlwEXSrhYSZ/MYkqiib2r2KLCVoDHgG+7+zTzPuQi4CGDSpEknL126tLpBVtj27dsZN25c0mFwb9cLeAXbYFpbxrPxqRfZ1TewlWRUwwimvWL/ovsY7OuHUqedXdsit7W2jB/UPutBWs7TWlHsPFJ9Dl1uHU9qgqfD/DP7b7XQ7yJOpX5e3PfEC+yp0v/bUQ0jmDR+NFue31n0udn1KZWhOh28fH9PSXyOzpkz5658PSGSGgj4enfvMrNDgJVm9oC735H9hDCR/ibAjBkzvK2tLYEwK2fVqlWk4Rj+L+zTHMXof1mzqbGBxhHk7aIxaf9RrD2vje6cxQMyr1t0dittJQySGezrh1Knn87Tpxn2HdNwlZbztFZcnadPMwSDAT9+XpvqswI+suDWflfILm3dzRc7R9JgxsNZf6uXLb5tSH2YRxgcOr6JJ8KxFaXaVMLnRcf6Lpb8YsNgQytbZiaCUlruMvUplaM6Hbx8f09p+hxNpHuGu3eFP58Bfgy8Nok4hqOF7a2cP2sK+S4EHnPIWL50zkm0NDdhQEtzE4vObuWeq05n0v6j+j03e6aJ9uktLDq7dcDrSh1VPtTXD8bay04reEwipVh5SRvHHDK2X9lwnD3j8o5OjlpwK1PnL+eoBbdyeUdnxfZ97szJJZXPmzttQJeEcjo87HFYPf9UHl18JrOPmlhumAXFOT5DRKqn6l+FzGwsMMLdXwzvvxn4bLXjGM6KLXWbL1ktlky2T28ZUpI71NcPhhJkqYThliDnujzn6lWf+97HlVhSe8YRE/nfNZvJ7sA1IizPlvn8yDd1ZfaUliPM8o7taMma+u2GC0/hvGvvLLrgSKmtTnHP4pFr9uLbNCZEJAZJXD+YBPzYgkEPI4H/dfdfJBCHiIgMUdSMPDeu3VKRpHnJio3kjnjYE5bnftGO+vKdXd6xvot5N99N7559iXPjCGPe3Gn9XnPDhafsvd+xvouLb9owYL/XnHNSWcdSLdVO0kWGi6onze7+CPDqar+viIhUXtSMPJWaqSeW2XVy+20U6cdRqBVbRIYP9VQXEZFBa4jo7lCpKdQqvZLekhUb6e3rH29vn+dtuc6WRBcykeGkFpbSVtIsIiKDdu7MyXln5IkawJfPsZfdyktZiezoBuOBq88AggF++WbXye1OUaqorgvq0iAixWhxExERGbTMjDyZluUGM86fNaXk/sy5CTPAS33OsZfdCgycXWdUw4ghza4T1QJe6cVFRKT+qKVZRESGpNiMPIXkJsz5yrO7Rqxataqk+d+jxN0HW0Tql1qaRURk2NhvZP5/e1HlIiIZ+pQQEZFh4+XduRPYFS4XEclQ9wwREUnM6AbL20VjdIP6GIsMJ7nLvqdxNg21NIuISGIeuPqMAQly9uwZ9aBlkNPjiQxnuUl0GqilWUREElXNBHn2URPzLo89+6iJeZ5dGfPmTsu7oqCI1Ba1NIuIyLBxw4WnDEiQZx81sd+y2ZWmRVFE6oNamqWgjvVdWjpWROpKnAlyGhjQPKaRrTt7kw5FpK4oaZZIHeu7+q3E1dXdw4JlnYBaTkRE0mxbjxJmkUpT0iyRlqzY2G/pWoCe3j6WrNiopFlEUi3Oq2RpvwLngNZqEak8Jc0S6YnunrLKRUTSIM6rZLoCJzJ8aSBgHh3ru5i9+DaOnL+c2Ytvo2N9V9IhJeKwiGmSospFRNKg0FWyNO9bRNJNSXOOjvVdzPvh3XR19+AErQjzfnj3sEyc582dRlNjQ7+ypsYG5s2dllBEIiLFxXmVTFfgRIYvJc05rvrpffTmrE7V2+dc9dP7EoooOe3TW1h0distzU0YwQT9i85u1SVIEUm1OK+S6QqcyPClPs05oqboGa5T97RPb1GSLCI1Zd7caf36HUPlrpLFuW8RSTclzSIiUlcyX/TjmOEizn2LSLopac7R3NRId575LZubGhOIRkREBiPOq2RxX4HbtPhMps5fPqR9WPhTM8+JVI76NOe48m3H0zjC+pU1jjCufNvxCUUkIiJSugljGnl08Zl86ZyTaMj5fyYig6eW5hy69CYiIpU2ocRlrStxVfOKs4JGntz/Z2p1llpyzCFjkw5hACXNeWjwm4iIVFKpK/RV4qpm9v+v7P9n5Xb5aGluoktT6UlCVl7SlnQIAyhpFhERiVm+sTL5VKLBpmN9V0X2o4RZipl91ERuuPCUfmVD7Y8PQb/+NFLSLCIiEjOjeoPylqzYqKulEqtCSW2hbfkS6rQmyPkoaRYREYlZqQlzJVqJ6211wkrMJiLpUEsJcj6aPUNERCQllqzYOOR9aHVCkXgkkjSb2elmttHMHjKz+UnEICIiUi0TxpQ2K0Yl+hFHrU7YUoPJ9OyjJiYdghTQsb6L2Ytv48j5y5m9+DY61nclHVKsqp40m1kD8FXgLcBxwLlmdly14xAREamWM088tKTnNZiFPwf/XlHdO+bNnUZTY8Pgd5yA3EFmkh4d67tYsKyTrnA6w67uHhYs66zrxDmJlubXAg+5+yPuvgtYCrw9gThERESq4vYHni3peX3h3HR9MYwabJ/ewqKzW2lpbsIIWp5HRix+0tLcpJVwpaAlKzbS09vXr6ynt68iXYzSyrzUySMr9YZm7wJOd/e/Cx+/H5jp7v+U87yLgIsAJk2adPLSpUurGmelbd++nXHjxiUdRl1RnVae6rSyVJ+VV6t12tm1raTnjWoYwbRX7F/y83ONMOP4ww4o+fnPd79A147+ecAIM1omNPFkdw+79yS7JEpry3ig9PpLg0lN8HR9jcUcoLVlfMHfSeb3VglJ/M3PmTPnLnefkVue2tkz3P2bwDcBZsyY4W1tbckGNESrVq2i1o8hbVSnlac6rSzVZ+XVap1etvi2kvorf/mck2ib3sIHhzBbxKb3tZX0vI71XTz5xF18sXNfKmDAebOm8LG3tKZixopN57UBDKk+qu3S1t396rQebTqvLfKcbmlu4uPh760S0vQ3n0T3jC5gctbjw8MyERGRulRqf+JMf+Rq/HNesmIje3KuNjv7upIMoVt1xY0aSidviUW+c7qpsSFyIGo9SCJp/gNwjJkdaWajgPcCtyQQh4iISFVk9yeOkt2HuBqdIqLmc86UJ9sxo79dcXTyHqQRlD4bSj3L10d+0dmtdb2wTtWvH7j7bjP7J2AF0AB8293vq3YcIiIi1dQ+vYX26S10rO9i3s1305vVX7hxhHHl247f+/iw5qbYl7FuHtMI7I4oT4dKLQleSXuAKg8HS63MOT1cJDJPs7vf6u6vcvej3P3qJGIQERFJQvv0Fl575IR+Za89ckK/5KMa08NFJX6Z8jS0pl7103S2qXX39CYdgiRAKwKKiIhU0eUdnax++Pl+Zasffp7LOzr3Ps699N3UWPl/19siEr9M+RVnHU9jwn2Jt+4MYonh8EXKptNQRESkim5cu6Wk8vbpLayefyqPLj6TXbsr3x8garntTHn79BbO+evJeZ9Tbbv3JB1Bf3G1wm9afGYs+5XKUNIsIiJSRX0R/SKiyottG6x5c6cxwvq3JOfOflDqoixxq3YX4mLt61ecdXyRZ5RvjJrTU0+/IRERkSpqsPwpWVR5sW3ZymkBbZ/eQsuEpoKzH0TNsFHvHl18ZmQS2zgieqnyodivxpY4H47qe/ZtERGRlDl35mSuX7M5b3m5r8nW2GBlt4A2NzWyen5b5PZCs3g0mA25BdxI19R22Xp68/cJiaurSPdODS5MO7U0i4iIVNHC9lbOnzVlb+txgxnnz5rCwvbWsl4z+6iJ/VqJl7zr1RVvAS20UMVQE+YRFrToplWxPt+V7tec2a+WcUkvtTSLiIhU2cL21oJJcqVeM1Tt01u46qf37Z3FIltLkbmkmxpHcP/n3sLlHZ15W8nfN3NKRWOttHlzp7FgWSc9vX17y7L7fF9x1vFcfNOGirxX9n7PmzWl6FUFSYZamkVERCTSFWcdH7lccqEVDhedfSJQvGV90v6jisZQ6H0KOWC/hpL7g2dkWpCLrXg3lFb9UQ0Wud989ZUm6YqmutTSLCIiIpEyydySFRt5oruHw5qbmDd32t7y3NZYI2gtzU4qC7WSr73sNE684he88HLfgG1fPuckIH+rbzHHHDKWlZe07X08df7yoq/J7RdebMW72UdNHDDndjENI4zPF+lKU6i+Zl69kqdf3DWgfKj9w0cYnPLKiWz6Sw9PdPcwvqkx7yIuXwp/J8ORkmYREREpKCp5LJZQl+qeq06nY31X5H7yvc/UA5tY88hW+txpMOPcmZMH3X3FYFCx33DhKZx37Z39Eudx+43sN99yoeMajLWXnTYgcZ60/yjWXnZav+flxjW6wXipb19anfulIp9Kx17rlDSLiIjIoBVrja3Ufob6PlEtscbQBiTecOEp/R6vWrWq3+NK1U+23AQ5n9y4BiOO2GuZ+jSLiIhI3TtvVv6Bh1HlIrnU0iwiIiJ1L9N148a1WyrSpUOGHyXNIiIiMiwkMW2f1A91zxARERERKUJJs4iIiIhIEUqaRURERESKUNIsIiIiIlKEkmYRERERkSKUNIuIiIiIFGHuQ1mpvDrM7FngsaTjGKKDgOeSDqLOqE4rT3VaWarPylOdVpbqs/JUp5WVRH0e4e4H5xbWRNJcD8xsnbvPSDqOeqI6rTzVaWWpPitPdVpZqs/KU51WVprqU90zRERERESKUNIsIiIiIlKEkubq+WbSAdQh1WnlqU4rS/VZearTylJ9Vp7qtLJSU5/q0ywiIiIiUoRamkVEREREilDSLCIiIiJShJLmITCzb5vZM2Z2b1bZSWa2xsw2mNk6M3ttWD7ezH5qZneb2X1m9qGs11xgZg+GtwuSOJa0iKjTV5vZnWbWGdbhAVnbFpjZQ2a20czmZpWfHpY9ZGbzq30caVFOfZrZaWZ2V1h+l5mdmvWak8Pyh8zsP83MkjieNCj3HA23TzGz7Wb2qawynaMM6m/+xHDbfeH20WG5ztFQmX/3jWb2vbD8fjNbkPUanaOAmU02s9vN7E/hefeJsHyima0M/3evNLMJYbmF5+BDZnaPmb0ma1/6f8+g6vS8sC47zex3ZvbqrH1V7zx1d90GeQP+FngNcG9W2S+Bt4T3zwBWhfc/A/x7eP9g4HlgFDAReCT8OSG8PyHpY0tZnf4BeEN4/8PA58L7xwF3A/sBRwIPAw3h7WHglWEd3w0cl/Sx1UB9TgcOC++fAHRlveb3wCzAgJ9nzvHheCunTrO2/xC4GfhU+Fjn6CDqExgJ3AO8Onx8INAQ3tc5Org6fR+wNLw/BtgETNU52q8+DwVeE97fH/hz+P/n88D8sHw++/7HnxGegxaek2vDcv2/H3ydvi5TV8Bbsuq0quepWpqHwN3vIEh++xUDmVaR8cATWeX7h60f48LX7QbmAivd/Xl33wqsBE6PO/a0iqjTVwF3hPdXAu8M77+d4MP+ZXd/FHgIeG14e8jdH3H3XcDS8LnDTjn16e7r3T1zvt4HNJnZfmZ2KHCAu6/x4FPq+0B77MGnVJnnKGbWDjxKUKcZOkdDZdbnm4F73P3u8LV/cfc+naP9lVmnDow1s5FAE7ALeAGdo3u5+5Pu/sfw/ovA/UALQX18L3za99h3zr0d+L4H1gDN4Tmq//ehcuvU3X8X1hnAGuDw8H5Vz1MlzZV3MbDEzLYAXwAyl7q+AvwVQRLdCXzC3fcQnCRbsl7/eFgm+9zHvj+CdwOTw/tRdac6LSyqPrO9E/iju79MUHePZ21TfQ6Ut07NbBzwaeCqnOfrHC0s6hx9FeBmtsLM/mhm/xyW6xwtLqpOfwjsAJ4ENgNfcPfn0Tmal5lNJbgqtxaY5O5PhpueAiaF9/W/qQwl1mm2jxC05EOV61RJc+X9I/BJd58MfBK4LiyfC2wADgNOAr6S2+9RIn0Y+KiZ3UVwGWdXwvHUuoL1aWbHA/8O/H0CsdWqqDq9EviSu29PKrAaFVWfI4HXA+eFP99hZm9MJsSaE1WnrwX6CP43HQlcamavTCbEdAu/BP8IuNjdX8jeFl7h0By+ZSq3Ts1sDkHS/OmqBZllZBJvWucuAD4R3r8Z+FZ4/0PA4vAkeMjMHgWOBbqAtqzXHw6sqkqkNcLdHyC4LIuZvQo4M9zURf9W0sPDMgqUD3sF6hMzOxz4MfABd384LO5i36UwUH0OUKBOZwLvMrPPA83AHjN7CbgLnaORCtTn48Ad7v5cuO1Wgr6716NztKACdfo+4Bfu3gs8Y2argRkErXc6R0Nm1kiQ3N3g7svC4qfN7FB3fzLsfvFMWB71v0n/77OUWaeY2YkEOdVb3P0vYXGhPKDi1NJceU8Abwjvnwo8GN7fDLwRwMwmAdMIBgGsAN5sZhPCUaJvDsskZGaHhD9HAJcDXw833QK8N+x3eyRwDMFgoD8Ax5jZkWY2Cnhv+Fwhuj7NrBlYTjAIY3Xm+eGlshfMbFbYJ/8DwE+qHXeaRdWpu/+Nu09196nAl4F/c/evoHO0oAJ/8yuAVjMbE/bBfQPwJ52jxRWo080E/6sws7EEA9ceQOfoXuE5dR1wv7tfk7XpFoKGMsKfP8kq/0A4i8YsYFt4jur/fajcOjWzKcAy4P3u/ues51f3PI1rhOFwuAE3EvQD6yVoAfkIwSXDuwhGcK4FTg6fexjBzBqdwL3A+Vn7+TDBILaHgA8lfVwprNNPEIys/TOwmHAly/D5lxGMnN1I1mh5gtHLfw63XZb0cdVCfRL8I91B0I0oczsk3DYjPG8fJuifb0kdU9K3cs/RrNddSTh7RvhY5+gg6hM4n6B/7r3A57PKdY4Ook4JBqbfHNbpn4B5WfvRORrUw+sJugnck/XZeAbB7C2/Imgc+z9gYvh8A74a1lsnMCNrX/p/P7g6/RawNeu567L2VbXzVMtoi4iIiIgUoe4ZIiIiIiJFKGkWERERESlCSbOIiIiISBFKmkVEREREilDSLCIiIiJShJJmEZEaEs79+lsze0tW2bvN7BdJxiUiUu805ZyISI0xsxMI5tadTrCy63rgdN+3imM5+xrp7rsrHKKISN1R0iwiUoPCpbl3AGPDn0cAJwCNwJXu/hMzmwr8T/gcgH9y99+ZWRvwOYLFAo5191dVN3oRkdqjpFlEpAaFSx7/EdgF/Ay4z92vD5dD/z1BK7QDe9z9JTM7BrjR3WeESfNy4AR3fzSJ+EVEas3IpAMQEZHyufsOM7sJ2A68BzjLzD4Vbh4NTAGeAL5iZicBfUB2i/LvlTCLiJROSbOISO3aE94MeKe7b8zeaGZXAk8DryYY+P1S1uYdVYpRRKQuaPYMEZHatwL4uJkZgJlND8vHA0+6+x7g/UBDQvGJiNQ8Jc0iIrXvcwQDAO8xs/vCxwBfAy4ws7uBY1HrsojIoGkgoIiIiIhIEWppFhEREREpQkmziIiIiEgRSppFRERERIpQ0iwiIiIiUoSSZhERERGRIpQ0i4iIiIgUoaRZRERERKSI/w9qFb55W2do1wAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12,10))\n", "ax = fig.add_subplot(2,1,1)\n", "ax.set_title('Atlantic Ocean Temperature Readings (C) Over Time')\n", "ax.set_ylabel('Temperature (C)')\n", "ax.set_xlabel('Year')\n", "ax.grid()\n", "ax.scatter(\n", " x=atl_coral['ObservationDate'],\n", " y=atl_coral['Temperature'],\n", ")\n", "ax2 = fig.add_subplot(2,1,2)\n", "ax2.set_title('Pacific Ocean Temperature Readings (C) Over Time')\n", "ax2.set_ylabel('Temperature (C)')\n", "ax2.set_xlabel('Year')\n", "ax2.grid()\n", "ax2.scatter(\n", " x=pac_coral['ObservationDate'],\n", " y=pac_coral['Temperature'],\n", ")" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "So it looks like the higher overall temperatures are due to the Atlantic Ocean\n", "readings. It doesn't seem that there is a general upwards trend in the individual\n", "oceans." ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### Oxygen Content\n", "Is there any interesting information we can find out via the oxygen content?\n", "Let's find out." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12,10))\n", "ax = fig.add_subplot(2,1,1)\n", "ax.grid(linestyle='-')\n", "ax.set_title('Pacific Ocean Dissolved Oxygen Content (mg/L) Over Time')\n", "ax.set_xlabel('Year')\n", "ax.set_ylabel('Dissolved Oxygen Content (mg/L)')\n", "ax.scatter(\n", " x=pac_coral['ObservationDate'],\n", " y=pac_coral['Oxygen']\n", ")\n", "ax2 = fig.add_subplot(2,1,2)\n", "ax2.set_title('Atlantic Ocean Dissolved Oxygen Content (mg/L) Over Time')\n", "ax2.set_xlabel('Year')\n", "ax2.set_ylabel('Dissolved Oxygen Content (mg/L)')\n", "ax2.scatter(\n", " x=atl_coral['ObservationDate'],\n", " y=atl_coral['Oxygen']\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hmm, not sure what this means. I will have to think about a different way I can look at this data, to learn anything from it." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "text/html": [ "
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countDepthInMeters
Species
ritteri25216896.645463
pacifica13479625.775428
pertusa12596493.537790
occa96301275.515680
lindahlii6421843.663292
.........
halmaheirense11089.000000
hamanni1121.000000
hamatum1210.000000
haswelli1339.000000
zyggompha1125.000000
\n", "

1872 rows × 2 columns

\n", "
" ], "text/plain": [ " count DepthInMeters\n", "Species \n", "ritteri 25216 896.645463\n", "pacifica 13479 625.775428\n", "pertusa 12596 493.537790\n", "occa 9630 1275.515680\n", "lindahlii 6421 843.663292\n", "... ... ...\n", "halmaheirense 1 1089.000000\n", "hamanni 1 121.000000\n", "hamatum 1 210.000000\n", "haswelli 1 339.000000\n", "zyggompha 1 125.000000\n", "\n", "[1872 rows x 2 columns]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "coral_data.groupby('Species').agg({'Species': 'count', 'DepthInMeters': 'mean'}).rename(columns={'Species': 'count'}).sort_values(by='count', ascending=False)" ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "Where to from here? I will continue to explore this data as I come up with more ideas." ] } ], "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": "3.9.1" } }, "nbformat": 4, "nbformat_minor": 4 }