{ "cells": [ { "cell_type": "code", "execution_count": 2, "id": "63f43af5", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 3, "id": "b0ee2af1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Smoothed columns created:\n", "['VO2(ml/min)_smoothed', 'VCO2(ml/min)_smoothed', 'HR(bpm)_smoothed', 'VT(l)_smoothed', 'BF(bpm)_smoothed', 'VE(l/min)_smoothed', 'VO2 Pulse_smoothed', 'VO2 Breath_smoothed', 'CHO_smoothed', 'FAT_smoothed']\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_393367/3054964805.py:3: FutureWarning: errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", " df = df.apply(pd.to_numeric, errors='ignore')\n" ] } ], "source": [ "df = pd.read_csv('data/Pnoe_20250729_1550-Moran_Keirstyn.csv', delimiter=';')\n", "# Convert all columns to numeric where possible, coercing errors to NaN\n", "df = df.apply(pd.to_numeric, errors='ignore')\n", "df['VO2 Pulse'] = df['VO2(ml/min)'] / df['HR(bpm)'] # VO2 Pulse in mL/beat\n", "df['VO2 Breath'] = df['VO2(ml/min)'] / df['BF(bpm)'] # VO2 per Breath in mL/breath\n", "df['CHO'] = df['EE(kcal/min)'] * df['CARBS(%)']/100\n", "df['FAT'] = df['EE(kcal/min)'] * df['FAT(%)']/100\n", "# Smooth key columns using rolling window\n", "window_size = 10\n", "\n", "# List of columns to smooth\n", "columns_to_smooth = ['VO2(ml/min)', 'VCO2(ml/min)', 'HR(bpm)', 'VT(l)', 'BF(bpm)', 'VE(l/min)', 'VO2 Pulse', 'VO2 Breath', 'CHO', 'FAT']\n", "\n", "# Apply smoothing to each column\n", "for col in columns_to_smooth:\n", " if col in df.columns:\n", " df[f'{col}_smoothed'] = df[col].rolling(window=window_size).mean()\n", "\n", "print(\"Smoothed columns created:\")\n", "print([col for col in df.columns if '_smoothed' in col])" ] }, { "cell_type": "code", "execution_count": 4, "id": "fbd292c3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "22.369999999999997\n" ] } ], "source": [ "print(df['VO2 Pulse'].max())" ] }, { "cell_type": "code", "execution_count": 5, "id": "ef8bc7ac", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "first_unique_phase = df.drop_duplicates(subset='PHASE')\n", "phase_times = first_unique_phase['T(sec)'].tolist()\n", "\n", "plt.figure(figsize=(18, 5))\n", "ax1 = plt.subplot()\n", "\n", "\n", "# Plot VT with step-like appearance\n", "line1 = sns.lineplot(data=df, x='T(sec)', y='VT(l)_smoothed', label='VT (L)')\n", "ax1.set_xlabel('Time (sec)')\n", "ax1.set_ylabel('VT (L)')\n", "ax1.set_title('Respiratory')\n", "ax1.grid(True, alpha=0.1)\n", "ax1.set_ylim(0, 2.5)\n", "\n", "# Plot speed as step function on secondary y-axis\n", "ax2 = ax1.twinx()\n", "ax1.set_xticks(np.arange(0, df['T(sec)'].max() + 200, 200))\n", "line2 = sns.lineplot(data=df, x='T(sec)', y='Speed', color='green', ax=ax2, \n", " drawstyle='steps-post', linewidth=2, label='Speed')\n", "ax2.set_ylabel('Speed')\n", "ax2.set_ylim(0, 9)\n", "\n", "# Remove default legends first\n", "ax1.get_legend().remove()\n", "ax2.get_legend().remove()\n", "\n", "# Combine legends from both axes in the top left\n", "lines1, labels1 = ax1.get_legend_handles_labels()\n", "lines2, labels2 = ax2.get_legend_handles_labels()\n", "ax1.legend(lines1 + lines2, labels1 + labels2, loc='upper left')\n", "\n", "# Add colored background regions if you have phase information\n", "ax1.axvspan(0, phase_times[1], alpha=0.2, color='lightblue')\n", "ax1.axvspan(phase_times[1], phase_times[2], alpha=0.2, color='purple')\n", "ax1.axvspan(phase_times[2], phase_times[3], alpha=0.2, color='lightgreen')\n", "ax1.axvspan(phase_times[3], df['T(sec)'].max(), alpha=0.2, color='blue')\n", "\n", "plt.savefig('graphs/respiratory.png')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "id": "06244aa2", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# Group by speed and calculate mean for numeric columns only\n", "speed_groups = df.groupby('Speed').mean(numeric_only=True).round(1)\n", "\n", "# Drop the first and last row from speed_groups\n", "speed_groups = speed_groups.iloc[1:-1]\n", "\n", "# Filter data to only include speeds in the desired range\n", "filtered_data = speed_groups[(speed_groups.index >= 3.5) & (speed_groups.index <= 7.5)]\n", "\n", "# Create figure with specific size\n", "plt.figure(figsize=(15, 8))\n", "plt.style.use('default')\n", "\n", "# Create stage labels and positions\n", "stage_labels = [f'Stage {i}' for i in range(1, len(filtered_data) + 1)]\n", "x_positions = np.arange(len(filtered_data))\n", "\n", "# Calculate fat and carbs energy expenditure from percentages\n", "fat_ee = filtered_data['EE(kcal/min)'] * filtered_data['FAT(%)'] / 100\n", "carbs_ee = filtered_data['EE(kcal/min)'] * filtered_data['CARBS(%)'] / 100\n", "\n", "# Create the main axis for the stacked bars\n", "ax1 = plt.gca()\n", "\n", "# Create stacked bar chart with colors\n", "bars_fat = ax1.bar(x_positions, fat_ee, color='#1f77b4', alpha=0.8, width=0.6, label='Fat')\n", "bars_carbs = ax1.bar(x_positions, carbs_ee, bottom=fat_ee, color='#ff7f0e', alpha=0.8, width=0.6, label='Carbs')\n", "\n", "# Set labels and formatting for primary axis\n", "ax1.set_xlabel('', fontsize=12)\n", "ax1.set_ylabel('Fuel (kcal/min)', fontsize=12)\n", "ax1.set_ylim(0, 20)\n", "\n", "# Add individual values on each bar segment\n", "for i, (fat_val, carb_val, total_val) in enumerate(zip(fat_ee, carbs_ee, filtered_data['EE(kcal/min)'])):\n", " if fat_val > 0.3: # Fat value\n", " ax1.text(i, fat_val/2, f'{fat_val:.1f}', ha='center', va='center',\n", " fontsize=9, fontweight='bold', color='white')\n", " if carb_val > 0.3: # Carbs value\n", " ax1.text(i, fat_val + carb_val/2, f'{carb_val:.1f}', ha='center', va='center',\n", " fontsize=9, fontweight='bold', color='white')\n", " # Total EE\n", " ax1.text(i, total_val + 0.5, f'{total_val:.1f} kcal', ha='center', va='bottom',\n", " fontsize=10, fontweight='bold', color='black')\n", "\n", "# Add speed labels below x-axis\n", "for i, speed in enumerate(filtered_data.index):\n", " ax1.text(i, -1.5, f'{speed:.1f} mph', ha='center', va='top', fontsize=9)\n", " ax1.text(i, -2.8, f'{speed*1.609:.1f} min/km', ha='center', va='top', fontsize=8, color='gray')\n", "\n", "# Create secondary y-axis for heart rate\n", "ax2 = ax1.twinx()\n", "\n", "# Plot heart rate line (no manual offset)\n", "hr_line = ax2.plot(x_positions, filtered_data['HR(bpm)'],\n", " marker='o', linewidth=3, markersize=8, color='red', label='Heart Rate')\n", "\n", "# Set heart rate axis formatting\n", "ax2.set_ylabel('Heart Rate (bpm)', fontsize=12, color='red')\n", "ax2.tick_params(axis='y', labelcolor='red')\n", "\n", "# Dynamically adjust HR axis to float above bars\n", "max_bar_height = max(filtered_data['EE(kcal/min)'])\n", "ax2.set_ylim(0, 220) # ensures HR line is above bars\n", "\n", "\n", "# Add HR values above the points\n", "for i, hr in enumerate(filtered_data['HR(bpm)']):\n", " ax2.text(i, hr + 10, f'{int(hr)}bpm', ha='center', va='bottom',\n", " fontsize=10, fontweight='bold', color='red')\n", "\n", "# Set x-axis formatting\n", "ax1.set_xticks(x_positions)\n", "ax1.set_xticklabels(stage_labels, fontsize=11)\n", "\n", "# Add title\n", "plt.suptitle('Fuel Utilization Report - Institute of Science, Health and Performance',\n", " fontsize=14, fontweight='bold', y=0.95)\n", "\n", "# Create legend\n", "lines1, labels1 = ax1.get_legend_handles_labels()\n", "lines2, labels2 = ax2.get_legend_handles_labels()\n", "ax1.legend(lines1 + lines2, labels1 + labels2, loc='upper left',\n", " frameon=True, fancybox=True, shadow=True)\n", "\n", "# Add grid\n", "ax1.grid(True, alpha=0.3, linestyle='-', linewidth=0.5)\n", "ax1.set_axisbelow(True)\n", "\n", "# Adjust layout\n", "plt.tight_layout()\n", "plt.subplots_adjust(bottom=0.1, top=0.9)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "8a1878a0", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "first_unique_phase = df.drop_duplicates(subset='PHASE')\n", "phase_times = first_unique_phase['T(sec)'].tolist()\n", "\n", "plt.figure(figsize=(18, 5))\n", "ax1 = plt.subplot()\n", "\n", "# Plot VO2 Pulse\n", "#\n", "line1 = sns.lineplot(data=df, x='T(sec)', y='VO2 Pulse_smoothed', label='VO2 Pulse (mL/beat)', color='blue')\n", "ax1.set_xlabel('Time (sec)')\n", "ax1.set_ylabel('VO2 Pulse (mL/beat)')\n", "ax1.set_title('VO2 Pulse, Heart Rate, and Speed Over Time')\n", "ax1.set_ylim(0, df['VO2 Pulse'].max())\n", "ax1.grid(True, alpha=0.1)\n", "\n", "# Create second y-axis for heart rate\n", "#\n", "ax2 = ax1.twinx()\n", "line2 = sns.lineplot(data=df, x='T(sec)', y='HR(bpm)_smoothed', color='red', ax=ax2, \n", " linewidth=2, label='Heart Rate (bpm)')\n", "ax2.set_ylabel('Heart Rate (bpm)', color='red')\n", "ax2.tick_params(axis='y', labelcolor='red')\n", "\n", "# Create third y-axis for speed\n", "ax3 = ax1.twinx()\n", "ax3.spines['right'].set_position(('outward', 60))\n", "\n", "line3 = sns.lineplot(data=df, x='T(sec)', y='Speed', color='green', ax=ax3, \n", " drawstyle='steps-post', linewidth=2, label='Speed')\n", "ax3.set_ylabel('Speed', color='green')\n", "ax3.tick_params(axis='y', labelcolor='green')\n", "\n", "ax1.set_xticks(np.arange(0, df['T(sec)'].max() + 200, 200))\n", "\n", "# Remove default legends first\n", "if ax1.get_legend():\n", " ax1.get_legend().remove()\n", "if ax2.get_legend():\n", " ax2.get_legend().remove()\n", "if ax3.get_legend():\n", " ax3.get_legend().remove()\n", "\n", "# Combine legends from all axes in the top left\n", "lines1, labels1 = ax1.get_legend_handles_labels()\n", "lines2, labels2 = ax2.get_legend_handles_labels()\n", "lines3, labels3 = ax3.get_legend_handles_labels()\n", "ax1.legend(lines1 + lines2 + lines3, labels1 + labels2 + labels3, loc='upper left')\n", "\n", "# Add colored background regions if you have phase information\n", "ax1.axvspan(0, phase_times[1], alpha=0.2, color='lightblue')\n", "ax1.axvspan(phase_times[1], phase_times[2], alpha=0.2, color='purple')\n", "ax1.axvspan(phase_times[2], phase_times[3], alpha=0.2, color='lightgreen')\n", "ax1.axvspan(phase_times[3], df['T(sec)'].max(), alpha=0.2, color='blue')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "id": "7361fb05", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "first_unique_phase = df.drop_duplicates(subset='PHASE')\n", "phase_times = first_unique_phase['T(sec)'].tolist()\n", "\n", "plt.figure(figsize=(18, 5))\n", "ax1 = plt.subplot()\n", "\n", "# Plot VT with step-like appearance\n", "line1 = sns.lineplot(data=df, x='T(sec)', y='VO2 Breath_smoothed', label='VO2 per Breath (mL/breath)')\n", "ax1.set_xlabel('Time (sec)')\n", "ax1.set_ylabel('VO2 per Breath (mL/breath)')\n", "ax1.set_title('VO2 per Breath and Speed Over Time')\n", "ax1.grid(True, alpha=0.1)\n", "\n", "# Plot speed as step function on secondary y-axis\n", "ax2 = ax1.twinx()\n", "ax1.set_xticks(np.arange(0, df['T(sec)'].max() + 200, 200))\n", "line2 = sns.lineplot(data=df, x='T(sec)', y='Speed', color='green', ax=ax2, \n", " drawstyle='steps-post', linewidth=2, label='Speed')\n", "ax2.set_ylabel('Speed')\n", "\n", "# Remove default legends first\n", "ax1.get_legend().remove()\n", "ax2.get_legend().remove()\n", "\n", "# Combine legends from both axes in the top left\n", "lines1, labels1 = ax1.get_legend_handles_labels()\n", "lines2, labels2 = ax2.get_legend_handles_labels()\n", "ax1.legend(lines1 + lines2, labels1 + labels2, loc='upper left')\n", "\n", "# Add colored background regions if you have phase information\n", "ax1.axvspan(0, phase_times[1], alpha=0.2, color='lightblue')\n", "ax1.axvspan(phase_times[1], phase_times[2], alpha=0.2, color='purple')\n", "ax1.axvspan(phase_times[2], phase_times[3], alpha=0.2, color='lightgreen')\n", "ax1.axvspan(phase_times[3], df['T(sec)'].max(), alpha=0.2, color='blue')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "id": "c89478ff", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "first_unique_phase = df.drop_duplicates(subset='PHASE')\n", "phase_times = first_unique_phase['T(sec)'].tolist()\n", "\n", "plt.figure(figsize=(18, 5))\n", "ax1 = plt.subplot()\n", "\n", "df['CHO']\n", "# Plot VT with step-like appearance\n", "line1 = sns.lineplot(data=df, x='T(sec)', y='CHO_smoothed', label='CHO (kcal/min)')\n", "ax1.set_xlabel('Time (sec)')\n", "ax1.set_ylabel('CHO (g/min)')\n", "ax1.set_title('CHO and Speed Over Time')\n", "ax1.grid(True, alpha=0.1)\n", "\n", "# Plot speed as step function on secondary y-axis\n", "ax2 = ax1.twinx()\n", "ax1.set_xticks(np.arange(0, df['T(sec)'].max() + 200, 200))\n", "line2 = sns.lineplot(data=df, x='T(sec)', y='FAT_smoothed', color='green', ax=ax2, label='FAT (kcal/min)')\n", "ax2.set_ylabel('FAT (kcal/min)')\n", "\n", "ax2.set_ylim(0, 15) # ensures HR line is above bars\n", "\n", "# Remove default legends first\n", "ax1.get_legend().remove()\n", "ax2.get_legend().remove()\n", "\n", "# Combine legends from both axes in the top left\n", "lines1, labels1 = ax1.get_legend_handles_labels()\n", "lines2, labels2 = ax2.get_legend_handles_labels()\n", "ax1.legend(lines1 + lines2, labels1 + labels2, loc='upper left')\n", "\n", "# Add colored background regions if you have phase information\n", "ax1.axvspan(0, phase_times[1], alpha=0.2, color='lightblue')\n", "ax1.axvspan(phase_times[1], phase_times[2], alpha=0.2, color='purple')\n", "ax1.axvspan(phase_times[2], phase_times[3], alpha=0.2, color='lightgreen')\n", "ax1.axvspan(phase_times[3], df['T(sec)'].max(), alpha=0.2, color='blue')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "id": "1db16040", "metadata": {}, "outputs": [ { "data": { "image/png": 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79+5MmTKFhQsX8u6773L58mU2b97MkCFD0Gg09nIeHh72m5oZud9Nz8TERNq0aUN8fDxbtmxJs1bJ/UyfPp0yZcqg1Wrx9/enbNmyqNXZ8yzM5MmT6dmzJ4GBgdSoUYPnnnuOHj16ULJkSQBOnToFQM+ePTOsIzY2Ns2UUlnh5uaW7uL1dyesUp06dYqDBw/a1wu5193ryvz99998/PHH7N+/32GtibtvzKYKDg5+4Lgz8uGHH9KwYUMSEhJYunQpv/zyS7o/pweJ717Xr18nJiaG2bNnM3v27HTLpLfGTmZu3brF2LFj+eWXX9IcHxsbm6Z88eLFHT6n/vyjo6Px9PTkwoULqNXqNOv3lC1bNssxFS5cmJkzZzJjxgxOnTrFypUrmTRpEh9++CGFCxfmtddes5ctUqQIbm5uDseXKVMGsPWnunXrcurUKY4dO5ZpHzp16hSKolC6dOl0y+l0OgAuXLgAkKacTqez//7cT+r3xP2+V9L7TunSpQvvvvsuV65coWjRomzYsIGoqCiHKcNOnTpFbGwsfn5+6dZ77884O38PMnNv30lNKAUGBqbZfvfUew96TkIIIYQQQqSSJIkQQgghxH3UqFGDcuXK8fPPP/Puu+/y888/oygK3bt3dyhXvnx5/vvvPwwGA05OTunWdfDgQXQ6XZqbpkajkQ4dOnDw4EFWrlxJxYoVHyjG2rVrU7NmzQz3q1SqdNeNsFgsmdbduXNnGjZsyNKlS1m1ahWffvopkyZNYsmSJbRq1co+SuTTTz/NcJ2CB0n4PCyr1UqLFi0yHIGTekN88+bNtGvXjkaNGjFjxgwKFy6MTqdj7ty5LFy4MM1xd4+geFSVKlWyJ33at29PUlISffv2pUGDBvYbwA8a371Sfx4vv/xyhomrypUrP3DsnTt3Ztu2bbz11ltUrVoVd3d3rFYrzz77bLojhe5OIN4tvX74qFQqFWXKlKFMmTK0bt2a0qVLs2DBAockSVZYrVYqVarEF198ke7+1J+R1WpFpVLx77//pnue2dXfy5cvD9i+NzL63Tp48CCAw2inLl26MGrUKBYvXsywYcNYtGgRXl5ePPvss/YyVqsVPz8/FixYkG699yaKsvP3IDMZ9Z30tt/dnx70nIQQQgghhEglSRIhhBBCiEx0796dDz74gIMHD7Jw4UJKly6dZoqkNm3asH37dhYvXszLL7+cpo7z58+zefNmmjdv7nDD0Wq10qNHD9auXcuiRYsIDw/P9vgLFCjgMC1NqtQn3TNTuHBhBg4cyMCBA4mKiqJ69eqMHz+eVq1a2UcCeHp6pjvqI7eEhISQkJCQaQy///47zs7OrFy50iGZNXfu3Cy3lZURHVnxySefsHTpUsaPH8+sWbMeOL704vD19cXDwwOLxZJtP4/o6GjWrl3L2LFj+fDDD+3bU0cRPYygoCCsVitnzpxxGD1y4sSJR4q1ZMmSFChQgGvXrjlsv3r1KomJiQ6jSU6ePAnYpnUDWx86cOAAzZo1u+/POCQkBEVRCA4Otiff0hMUFATYrlPqlF0AJpOJc+fOUaVKlfueS6tWrdBoNPz0008ZLt7+448/otVqHRIgwcHB1K5dm19//ZXBgwezZMkS2rdv79CfQkJCWLNmDfXr18/VBEhOehLPSQghhBBC5A5Zk0QIIYQQIhOpo0Y+/PBD9u/fn2YUCUC/fv3w8/PjrbfeSpOQSElJ4dVXX0VRFIebzABvvPEGv/76KzNmzKBDhw45En9ISAjHjx/n+vXr9m0HDhxg69at9z3OYrGkmUrJz8+PIkWK2KeBqlGjBiEhIXz22WckJCSkqePuNnNS586d2b59OytXrkyzLyYmBrPZDNieRlepVA6jaM6fP88ff/yR5bZcXV3t9T6KkJAQOnbsyLx584iIiHjg+Nzc3NLEoNFo6NixI7///juHDx9Oc8zD/DxSn+C/dxTI1KlTH7iuVK1atQLgyy+/fKg6d+7cSWJiYprtu3bt4ubNm2mm7TKbzXzzzTf2z0ajkW+++QZfX19q1KgB2PrQlStX+Pbbb9PUm5ycbG+vQ4cOaDQaxo4dm+aaKIrCzZs3AahZsya+vr7MmjULo9FoLzNv3rws9Z3AwEBeffVV1qxZw8yZM9PsnzVrFuvWraNPnz4UK1bMYV+XLl3YsWMH33//PTdu3HCYaiv1XC0WCx999FGaes1m8yP37bzwJJ6TEEIIIYTIHTKSRAghhBAiE8HBwdSrV48///wTIN0kiY+PD7/99hutW7emevXqvPbaa4SGhhIREcG8efM4ffo006ZNo169evZjpk6dyowZMwgLC8PV1TXNguQvvPBCmnUUHkbv3r354osvaNmyJX369CEqKopZs2ZRoUKFDBeRB9t6B8WKFaNTp05UqVIFd3d31qxZw+7du/n8888BUKvVfPfdd7Rq1YoKFSrw6quvUrRoUa5cucL69evx9PRk2bJl9jpVKhXh4eFs2LDhkc/rbm+99RZ//fUXbdq0oVevXtSoUYPExEQOHTrEb7/9xvnz5ylUqBCtW7fmiy++4Nlnn+Wll14iKiqK6dOnU6pUKfvURZlxcXEhNDSUX3/9lTJlylCwYEEqVqz4wNOkpca9aNEipk6dyieffPJA8dWoUYM1a9bwxRdfUKRIEYKDg6lTpw6ffPIJ69evp06dOvTt25fQ0FBu3brFvn37WLNmDbdu3bLX0bhxYzZu3HjfabA8PT1p1KgRkydPxmQyUbRoUVatWsW5c+ce+HxTVa1alW7dujFjxgxiY2OpV68ea9eu5fTp01k6/qeffmLBggW88MIL1KhRA71ez7Fjx/j+++9xdnbm3XffdShfpEgRJk2axPnz5ylTpgy//vor+/fvZ/bs2fY1RF555RUWLVpE//79Wb9+PfXr18disXD8+HEWLVrEypUrqVmzJiEhIXz88ceMGjWK8+fP0759ezw8PDh37hxLly7l9ddf580330Sn0/Hxxx/Tr18/mjZtSpcuXTh37hxz587N0pokAFOmTOH48eMMHDiQFStW2EeMrFy5kj///JPw8HD77+LdOnfuzJtvvsmbb75JwYIF04wqCg8Pp1+/fkycOJH9+/fzzDPPoNPpOHXqFIsXL2batGl06tQpSzHmF0/iOQkhhBBCiFyiCCGEEEKITE2fPl0BlNq1a9+33Llz55S+ffsqxYsXV3Q6nVKoUCGlXbt2yubNm9OU7dmzpwJk+Dp37tx925o7d64CKLt37840/vnz5yslS5ZU9Hq9UrVqVWXlypVKz549laCgIIdygDJ69GhFURTFYDAob731llKlShXFw8NDcXNzU6pUqaLMmDEjTf3//fef0qFDB8XHx0dxcnJSgoKClM6dOytr1661l4mPj1cApWvXrpnGGx4erlSoUCHdfefOnVMA5dNPP3XYHh8fr4waNUopVaqUotfrlUKFCin16tVTPvvsM8VoNNrLzZkzRyldurTi5OSklCtXTpk7d64yevRo5d6/GgPKoEGD0o1h27ZtSo0aNRS9Xu9wzdKzfv16BVAWL16c7v7GjRsrnp6eSkxMzAPFd/z4caVRo0aKi4uLAig9e/a074uMjFQGDRqkBAYGKjqdTgkICFCaNWumzJ4926GOGjVqKAEBARnGnury5cvKCy+8oHh7eyteXl7Kiy++qFy9ejXNuafGef36dYfjU/vq3X06OTlZGTJkiOLj46O4ubkpbdu2VS5dupTp9VQURTl48KDy1ltvKdWrV1cKFiyoaLVapXDhwsqLL76o7Nu3z6Fsal/as2ePEhYWpjg7OytBQUHK119/naZeo9GoTJo0SalQoYLi5OSkFChQQKlRo4YyduxYJTY21qHs77//rjRo0EBxc3NT3NzclHLlyimDBg1STpw44VBuxowZSnBwsOLk5KTUrFlT2bRpkxIeHq6Eh4ff9xxTGQwGZcqUKUqNGjUUNzc3xdXVValevboydepUh359r/r16yuA8tprr2VYZvbs2UqNGjUUFxcXxcPDQ6lUqZIycuRI5erVq/YyQUFBSuvWrbMU670qVKiQ4XkGBQU59NmMvs8y6lM9e/ZU3NzcHuqchBBCCCGEuJtKUXJg9UQhhBBCCCHu8c8//9CmTRsOHDhApUqV8jqcp158fDwFCxZk6tSpDBo0KK/DyTGNGzfmxo0b6U4/JoQQQgghhBCyJokQQgghhMgV69evp2vXrpIgySc2bdpE0aJF6du3b16HIoQQQgghhBB5RkaSCCGEEEIIIZ5YMpJECCGEEEIIcT8ykkQIIYQQQgghhBBCCCGEEE8lGUkihBBCCCGEEEIIIYQQQoinkowkEUIIIYQQQgghhBBCCCHEU0mSJEIIIYQQQgghhBBCCCGEeCpp8zqAx4HRaGTVqlWUKFECjUaT1+EIIYQQQgghhBBCCCGESIfVaiUqKooGDRqg0+nyOpzHnqIoxMfH4+HhgUqlyutwcoaSh2bMmKFUqlRJ8fDwUDw8PJS6desq//zzj31/eHi4Aji8+vXr51DHhQsXlOeee05xcXFRfH19lTfffFMxmUwOZdavX69Uq1ZN0ev1SkhIiDJ37twHinPZsmVp4pCXvOQlL3nJS17ykpe85CUveclLXvKSl7zkJS955c/XunXrHvq+tbgjNjZWAZTY2Ni8DiXH5OlIkmLFivHJJ59QunRpFEXhhx9+4Pnnn+e///6jQoUKAPTt25dx48bZj3F1dbW/t1gstG7dmoCAALZt28a1a9fo0aMHOp2OCRMmAHDu3Dlat25N//79WbBgAWvXruW1116jcOHCtGzZMktxlihRAoBly5YREhKSTWf/+DBbrFyPT0Cnd0Kjzh8ztBmTTETuu4qXqx69s2SE85KiKJgVM1qVNtuzyQaTgWh9NL5lfNE5yc/5caUoCmajGa0++/uIeDJIHxH3I/1DZEb6iMiM9BFxP9I/RGakj+SepGQrB/bqKOTkjavT4zP5jaIoKIoBlcopX/URoxFMJqhVC5yd8zqa3BUREUHTpk0pWbJkXociHhN5+o3Ttm1bh8/jx49n5syZ7Nixw54kcXV1JSAgIN3jV61axdGjR1mzZg3+/v5UrVqVjz76iLfffpsxY8ag1+uZNWsWwcHBfP755wCUL1+eLVu2MGXKlCwnSVKn2AoJCaF8+fIPe7qPLZPFildsHC5OLmg1+SNJkpJgxPW6M74+7ji5ys3zvKQoCiarCZ1al+1/GUgxpBBBBEXLFsXZ5Sn7P/oTRFEUTAYTOqfs7yPiySB9RNyP9A+RGekjIjPSR8T9SP8QmZE+knviEy1cj1JTwtsHd5fH516PoihYrSmo1c75qo+kpEB8PJQtC3c9c/5U8PDwAJBlE0SW5Zu0rMViYfHixSQmJhIWFmbfvmDBAubPn09AQABt27blgw8+sI8m2b59O5UqVcLf399evmXLlgwYMIAjR45QrVo1tm/fTvPmzR3aatmyJcOGDcswFoPBgMFgsH9OSEgAUjPDSnac7mMl9bzz0/krioJC/orpaZWTfUN+zk+G/Pb9IfIf6SPifqR/iMxIHxGZkT4i7kf6h8iM9JHcoygKPIbXO7/2kduX0/56muS3n4XI//I8SXLo0CHCwsJISUnB3d2dpUuXEhoaCsBLL71EUFAQRYoU4eDBg7z99tucOHGCJUuWALahU3cnSAD754iIiPuWiYuLIzk5GRcXlzQxTZw4kbFjx6bZbjAYSElJefSTfsyYrQpmoxGTSo01n0y3ZTKasGLBrJhRW/M6mqeboiiYrWaAbH9iwmw1Y8WK2WjGpDZla90i9yiKgslo+/nlp6dqRP4hfUTcj/QPkRnpIyIz0kfE/Uj/EJmRPpJ7zEYLKtQoigGr1ZLX4WSZooDVagBU5KcuYr19v8xggHxyOy/X3P3wuxBZkedJkrJly7J//35iY2P57bff6NmzJxs3biQ0NJTXX3/dXq5SpUoULlyYZs2acebMmRxdG2TUqFGMGDHC/vnEiRPUrl0bJycnnJ+2SfywTbel1RvQ6Z3yzXRbVpMKNRq0Ki069eMzBPNJlJqdz4nptixqC2rUaPVaWZPkMWbvIzI8XWRA+oi4H+kfIjPSR0RmpI+I+5H+ITIjfST3aM1qFNSoVE6oH6N7PbY+oqBW5681SVITI05OT9+aJE5OTnkdgnjM5HmSRK/XU6pUKQBq1KjB7t27mTZtGt98802asnXq1AHg9OnThISEEBAQwK5duxzKREZGAtjXMQkICLBvu7uMp6dnuqNIwPaLdPcvk7u7O2B7YiCjLztFUTCbzVgsj0+mO6tMFisWkwmzSoOiyR9f9mazCZVWwaq2YFHlj8RNfqdChRo1KrL/Z5j6u5HdfxlQqVSoyJm6Re7KqT4inhzSR8T9SP8QmZE+IjIjfUTcj/QPkRnpI7lDpVLBY3qt82MfuX057a+nSX76OYjHQ54nSe5ltVozHBK1f/9+AAoXLgxAWFgY48ePJyoqCj8/PwBWr16Np6enfcqusLAw/vnnH4d6Vq9e7bDuyaMyGo1cu3aNpKSkbKszP1EUBYuikJSPhg0qVgV9YYVkdRIp6nwSVH6mgIKC1qLFHXc0yMJVQgghhBBCCCGEEEIwcSIsWQLHj4OLC9SrB5Mm2Va9T5WSAv/7H/zyi20Os5YtYcYMuHuZh4sXYcAAWL8e3N2hZ09b3dp8dws+R12Ju8Lba97m39P/kmRKolTBUsx9fi41i9QEbPeaR28Yzbf7viUmJYb6gfWZ2XompX1K51nMefoTGjVqFK1ataJ48eLEx8ezcOFCNmzYwMqVKzlz5gwLFy7kueeew8fHh4MHDzJ8+HAaNWpE5cqVAXjmmWcIDQ3llVdeYfLkyURERPD+++8zaNAg+0iQ/v378/XXXzNy5Eh69+7NunXrWLRoEcuXL8+Wc7BarZw7dw6NRkORIkXQ6/VPXLbSqiiYLRZUKnW+SZJYLQrmJBNarZocGBjxRDKZTNy8dZOY5BgKKgVzZESJEEIIIYQQQgghhBCPlY0bYdAgqFULzGZ491145hk4ehTc3Gxlhg+H5cth8WLw8oLBg6FDB9i61bbfYoHWrSEgALZtg2vXoEcP0OlgwoS8O7dcFp0cTf3v69MkuAn/dv8XX1dfTt06RQHnAvYyk7dO5sudX/JD+x8ILhDMB+s/oOX8lhwddBRnbd7MDZenSZKoqCh69OjBtWvX8PLyonLlyqxcuZIWLVpw6dIl1qxZw9SpU0lMTCQwMJCOHTvy/vvv24/XaDT8/fffDBgwgLCwMNzc3OjZsyfjxo2zlwkODmb58uUMHz6cadOmUaxYMb777jtatmyZLedgNBqxWq0EBgbi6uqaLXXmN1ZFwWSxoM5nSRKTWY1Wq0YlI0myxNnJGa1Wy8VLF7FYLGjz30AyIYQQQgghhBBCCCFy14oVjp/nzQM/P9i7Fxo1gthYmDMHFi6Epk1tZebOhfLlYccOqFsXVq2yJVXWrLGNLqlaFT76CN5+G8aMAb0+l08qb0zaOolAr0DmPj/Xvi24QLD9vaIoTN05lfcbvc/z5Z4H4Mf2P+L/mT9/HP+DrhW75nrMkMdJkjlz5mS4LzAwkI0bN2ZaR1BQUJrptO7VuHFj/vvvvweO70Go1bIuhsj/8tv8mEIIIYQQQgghhBBC5IT4+Hji4uLsn+9dhzpDsbG2PwsWtP25dy+YTNC8+Z0y5cpB8eKwfbstSbJ9O1Sq5Dj9VsuWtum3jhyBatWy4Yzy1t3XEtK/nn+d+IuWIS15cfGLbDy/kaKeRRlYcyB9a/QF4FzMOSISImhe8s619HL2ok6xOmy/tD3PkiRyZ18IIYQQQgghhBBCCCHEEyU0NBQvLy/7a+LEiZkfZLXCsGFQvz5UrGjbFhFhGwni7e1Y1t/fti+1zN0JktT9qfueAIGBgZlez7PRZ5m5ZyalC5Zm5csrGVBzAENWDOGH/T8AEJFguxb+bo7Xyt/Nn4jEvLtOMt+OEEIIIYQQQgghhBBCiCfK0aNHKVq0qP1zlkaRDBoEhw/Dli05GNnj6dKlS3h6eto/p3c9rYqVmkVqMqGZbR2WaoWrcTjqMLP2zqJn1Z65FuuDkpEk4rHSpHFjfl648JHq+Gj8R9QKq5VNET1avQ2bNGTpH0uzPRYhhBBCCCGEEEIIIZ5mHh4eeHp62l+ZJkkGD4a//4b166FYsTvbAwLAaISYGMfykZG2fallIiPT7k/d9wS4+1pmdD0LexQm1DfUYVv5QuW5GHsRgAB327WITHS8VpGJkQS45d11kiTJU6pt27Y8++yz6e7bvHkzKpWKgwcP2rctXbKE5k2b4lOgAN6enlSrWpWPP/qIW7du2cskJyczdswYQsuVw83FhQA/P7p27syRI0cc6v/u229pHB6Or48Pvj4+tHzmGXbt2pVpzMv++ouoyEi6dM2Zuek+nvAxvfr0eujjhw8dzoq/V2Re8C7vjHyH90a/h9Vqfeh2hRBCCCGEEEIIIYQQD0lRbAmSpUth3ToIDnbcX6MG6HSwdu2dbSdOwMWLEBZm+xwWBocOQVTUnTKrV4OnJ4Q6Jg2eZPUD63Pi5gmHbSdvniTIKwiAYO9gAtwDWHv2zrWMM8Sx8/JOwgLDcjXWu0mS5CnVp08fVq9ezeXLl9Psmzt3LjVr1qRy5coAvP/ee7z80kvUrFmTZcuXs//gQT799FMOHjjA/PnzATAYDLR85hnmzZ3L2HHjOHr8OH/9/Tdms5n6YWHs2LHDXv/GjRvp0rUrq9euZfPWrRQrVoznnn2WK1eu3Dfmr7/+mp69eqFW50y3XbZ8GW2ea/PQx7u7u+Pj4/NAxzz7zLMkxCewYtWDJVeEEEIIIYQQQgghHhcR8RGcuXmGC9EXUBQlbQFFQXMtAtcbV8Fiyf0AxdNt0CCYPx8WLgQPD9saIhERkJxs2+/lBX36wIgRtlEme/fCq6/aEiN169rKPPOMLRnyyitw4ACsXAnvv2+rOyvTfD0hhtcdzo7LO5iweQKnb51m4aGFzN43m0G1BgGgUqkYVmcYH2/+mL9O/MWhyEP0WNqDIh5FaF+ufZ7FLWuS5ABFgaSkvGnb1RVUqszLtWnTBl9fX+bNm8f7779v356QkMDixYv59NNPAdi1axcTJ07ks88/Z8jQYfa6S5QoQfMWLYi5Pczsy2nT2LF9O7v37qVKlSoABAUFsei336gXFka/vn3Zf/AgKpWKn24nVlLN/vZbli5Zwrq1a3mlR490471+/Trr163jiylTHLY7ezrz9bSvWf7vcjZs3EDxwOLMnjmbQoUKMWDQAPbs20PlSpX5/tvvCSkZkuH1uHT5EkePHeWZFs8A4OTu9MD1fjT+I/76+y92b98NwGv9XiMmNoZ6YfWY9uU0jCYjL3Z8kc8nf45OpwNAo9HwbMtnWfzbYp579rlMf25CCCGEEEIIIYQQjwtFUXhtyWssP77cvu3FSi/yZePxOO3ch27zDnS79qE7cBj1jVsEA1atDkPx0iRWqENixTokVqpLcskKoJXbmCKHzJxp+7NxY8ftc+dCr16291OmgFoNHTuCwQAtW8KMGXfKajS2qboGDLAlT9zcoGdPGDcuN84g36hVtBZLuyxl1NpRjNs4juACwUxtOZXulbvby4ysP5JEUyKvL3udmJQYGhRvwIqXV+Csdc6zuOXbJQckJYG7e960nZBg+x3MjFarpUePHsybN4/33nsP1e3sx+LFi7FYLHTr1g2ABQsW4O7uTr8BA9Ktx9vbG4Cff/6Z5s2b2xMkqdRqNUOHDqXHK69w4MABqlatmqaOpKQkTCYTBQsWzDDerVu24OrqSvny5dPsmzhpIpMnTmbyxMm898F79Ojdg+ASwbz15lsEFguk38B+DPvfMJYtXZZh/X8v/5tGDRs5LD6UHfVu3LSRAP8AVv6zkjNnz/Byz5epUrkKfV7tYy9Ts0ZNPvviswzrEEIIIYQQQgghhHgc/Xf1P4cECcDiQ4vxm/MbX/2jkN5zvmqzCZezR3E5e5RCy+YCYHF2JbZhW64MGo+xWMYPwQrxUNIb3XQvZ2eYPt32ykhQEPzzT/bF9ZhqU6YNbcpkPFuPSqViXJNxjGuSfxJIMt3WU6x3796cOXOGjRs32rfNnTuXjh074uXlBcCpU6coWbKkfeRDRk6dPEm5dBIYgH37qZMn090/6p13KFKkCM2aN8+w/gsXL+Lv75/uVFs9Xu5Bp46dKFO6DG+OeJMLFy7QrUs3nmn+DOXLlWfwgMFs2rzpvvGnN9VWdtRbwLsA076YRrmy5WjdqjWtWrZi/Yb1DmUKFy7MpcuXZF0SIYQQQgghhBBCPDb2XdnH8uPLMVvN9m0R8RF8vO5j+i7py+nz/zH/r0/s+5qcA83tWx/Tayt83OhOXRa/QiQ1DedinZYklKyIonF8rluTkkTB1b9S4cVQik4biTohNkfPTQjxdJGRJDnA1dU2oiOv2s6qcuXKUa9ePb7//nsaN27M6dOn2bx5M+PuGgaW7jyRGXiQsqkmT5rEol9/Zc26dTg7ZzykKiU5OcP9lSpWsr/38/MDoGKFig7bUlJSiIuLcxgpkiouLo7NWzbzzYxvsrVegPLly6PRaOyfAwIC0ixk7+LigtVqxWAw4OLikm49QgghhBBCCCGEEPnFnN1zeG/VewA0DKjF2CJdmX9yCfPjd2BU2dYUObh9GVFugA68UmDZQvg9FHq+YKvjw6ZQrNtrtHl2INaihYlPsrJ1s5oS3j54qMy4nvgPt8M7cTu8A4/d69DF3EBtMhLw06f4/D2PK29M4ma7V/PoCgghniSSJMkBKlXWprzKD/r06cMbb7zB9OnTmTt3LiEhIYSHh9v3lylThi1btmAymXDSZ7zIUOkyZTh+7Fi6+1K3ly5TxmH7F59/zuRJk1ixapV9kfiM+Pj4EB0dne4+re5ON06dNuzukS+p2zIaqbFy1UrKlytPYLHAbK333vKpx9xbPvpWNG5ubpIgEUIIIYQQQgghRPazWlFfi0Rz7iKaC5dQxad9sjdJMbLCeJxDxst0uxlAxUuGOwuoKwqquATUEVGoo64zrWIi7zVKth+7OWI3TSNs67PePX/WBe8773scAF39+jzfowsfFj7PuJ1fADDo5gKKal6kiqqIQzyKswuJVeqRWKUeAOrEeALmfYL/gs9RGw3ooq9TYlxv1EnxXO865NGvkRDiqSZJkqdc586dGTp0KAsXLuTHH39kwIAB9pv/AC+99BJffvkl38ycyZChw9IcHxMTg7e3N126dOGD99/nwIEDDuuSWK1Wpk2bRmhoqMP2zz79lIkTJrD833+pWbNmpnFWrVaNiIgIoqOjKVCgwKOd9D2WLV9G29Zts7XOB3Hk6BGqVq6aZ+0LIYQQQgghhBDi8aa+GoHzr0tx+uNf1LeiwWxGZTaDyYz6+k1URmO6x113hbdbwOJQSLj9bOzPwKml4GaCPUWgSydI0sHzzuAVAJMb3DnezQiJ+juf3Q3Qdx/8WAVu3jXbSafJS4kuFwbAAEXhePJlFh1cRLI5mV6Le7Hi1RW4qgtleH5WNw+uDhrPjRf6UvSrtym4ehEAgZ8Pw+RXjJimHR7qugkhBEiS5Knn7u5Oly5dGDVqFHFxcfTq1cthf506dXjrrbd4e+RIrl69RvsX2lOkSBHOnD7N7G++oV6DBgwZMoShw4bx119/8cLzzzP500+pXacOkZGRTJo4kePHjrFi1Sp78uXTyZMZM3o0P82fT4kSJYiIiLDH4p7BivfVqlWjUKFCbNu6ldZtMl7450GZzWZWrl7J8KHDs63OB7V121aaN8t4PRYhhBBCCCGEEEI8hgwGVEYTirubbdoRsC0QnZSEyqqASoXi5npnX3qsVlS3olHfuIX6ZjTqm7dQ3byF+qbts+bkGXQHDqO5cPmBw0vWQuvusLuo4/ZrHjAlDBpegLYvQfzt5Mk39zzj+uHBAvS64kuf+jc56ZbCKy61eb18Rzw7lqeO+gLd/uqDgkJY8TDK3k6QgG2WjU9bfcrZm2fZc2UP1+Kv8dnmz/gw/BMyYyxSgnMTf8UQWJrC349HpSgEf9Cdkz5r7aNOhBDiQUmSRNCnTx/mzJnDc889R5EiRdLs/2TSJKpUq8Y3M2fx7exvsFqtlAwJoWPHjvTo0QMAZ2dnVq9ZwycTJ/LB++9z4cIFPDw8aNy4MVu2baNixTtreXwzaxZGo5EunTs7tPPBhx/y4ejR6cao0Wjo2asXPy9cmK1Jkk2bN+Hu5k61qtWyrc4HceXqFbbv3M7cOXPzpH0hhBBCCCGEEEJknSo2Ds25i6ivXkNluT2ddkoK6ojraCKjUF+8gubCJTQXLqG+GoFKUVD0eqy+PmAyob4VYxvhcZui12MN8MXq4wMa9Z2GTGbUUddRR91AlTrtVRZZPT1Ap0PRakCjwVrAG2twcSwlimMJCsRa0BsF6HvzR3Yn7QXAU+VMK5dK/Ja0FwtWJj7jwnjFSorFkG4b74S/w8D3hgG2kSd3MwONqcD3+u9Ze3otQxsMTXO8k9aJuZ3mUmdGHZJMSfx59E/erj8GyNpiu1cHfIQ+8hI+y39EbUih1Ih2HP9+G4agMpkfLIQQ91ApD7Pa9lPm2LFjhIaGcvToUcqXL++wLyUlhXPnzhEcHHzfhccfZ1ZFwWSxoFap7/twQ06LiIigSqVK7Nqzh8BixTElGNFq1ajUDx/U8DeHYzab+WrqV9kYada9+8G7REdHM/PrmbnSXoohhYuXLuJp9kSbTTlSRVEwWU3o1DqHqdqyQ4ohhQgiKFqpKM4uT+bv19NAURRMBhM6p+zvI+LJIH1E3I/0D5EZ6SMiM9JHxP1I/xAZUd24iX7dZnS79qE6exHdxcu2xEdMbF6HlobV3Q1z5QoYm9QnpVtHLGVLZXrM1C1T+WSjbeSGq86Vv3v+Tah/KCP/GcmP//3oULZZSDOmtZ3Glgtb2HJuC3WL16VTpU7ZEvuQZUNYdNA2ddaXz83CM/J5Snj74O6iy+RIUJmMlBraGs9dawBILFed4/N2gDbzY7OToihYrSmo1c756nskJQXi46FRI3DNWu7piXH58mUCAwO5dOkSxYoVy+twHntxcXF4eXkRGxuLp6dnXoeTI2QkiXhsBAQEMPvbb7l08SKBxYpnS50VQitQt3bdbKnrYfj6+jJ0cNonKoQQQgghhBBCCJFLFAXV9RvoDh1Dv3YT+jWb0O4/hOoRniu2+BXCUqI4ipurbaqsGzdBr8NaoACKtyeKVgsWi21fZBTqm9G2qbhSaTRY/Qph9fe1/elTEGshHxSfAlgLFsBaqCBWnwJYixbBElIC1OoMY7nXP8f/sSdIVKiY8fwMQv1DAfhfw/+x+PBikk22hdmfD32er9p9hV6jp31oe9qHtn/oa5KezpU625MkS4/9Rs+Cz2f5WEWn58zk3yj3ahgu547hdnwfAT9+SkTvd7M1RiHEk0+SJOKx8nz79gBYLdkzAOq13q9lSz0Pa/iQvFsLRQghhBBCCCGEeGoYDDitWIf68lWs/r4o3l7oV61Ht3UX2pNnMh0homg0WIoXxVKiONagQCyBRVCcbi/WodNi9fPFGuCHpUgAlhKB+fbR/cMRhxn01yD751GNR/Fs2Wftn/09/JnYciKTN07m+QrP836T99GoNTkWT72gehT1LMqVuCtsOr+eFzxuAD5ZPt7q7sX5MT9Q7tW6qKxWCs8eQ0yjdqSUqpj5wUIIcZskSYQQQgghhBBCCCHEk0dR0O47iMsPv+D8y1LU0TFZPtRUpSLG5o0wNGlASslg1CWKodLl7jRO2e1W0i16Lu5pHyXSoUIH3qj3RppyXat0pWuVrrkSk1qlpkPFDny17SssioUdt5ZS2fedB6ojqUItIl95i4AfJqE2mygx7lWOf78dtHLbUwiRNfJtIYQQQgghhBBCCCGeCKrYOHS79qHbvhunpf+gO3ws02MsxYtiLlMKS5kQTHVrYmzaEKu/L2Bbb8JiMKF+Am64f775c67EXQGgWpFqfN7683yxhkanip34apttrdittxbzOg+WJAG4+voYvDb+icv547gd3YP//M+I7PXg9Qghnk6P/ze8EEIIIYQQQgghhHj6mExoLlxGt2MPuu270W3bjfbI8XTXElGcnUl5oTXGJvVR37yFOuoGlpBgUl5sh1KwQB4En7vOR5/nx322BdlddC7M6TgHF51LHkdlU9a3LFUKV+HAtQNcSDrE+YSjVHSp8kB1KE7OXBg9l7J96qOyWikyewy3nu2OKSAwh6IWQjxJJEkihBBCCCGEEEIIIfIHgwF1RBTqqBuob9x0/DPyuu0VEYUmMgrVjVuZLq5urFODlJ5dSen8PIqXZy6dRP4zaeMkTFYTAP1r96eIZ5E8jsjR86HPc+DaAQCOxu2iou+DJUkAEivVJarrUPwXTkFtNFB47gQujpqZ3aEKIZ5AkiQRQgghhBBCCCGEEHlDUdAePIp+9Xr0qzag37oLldH4cFWp1ZirVMQUVhNTWC2M9WphLV4smwN+/ByJPMLSI0sBKOhSkIFhA/M4orRKFSxlfx+Vcumh67nW+z0K/fEtmqQEfP6cQ0TPtzEWKZENEQohnmSSJBFCCCGEEEIIIYQQuUq3bTcu3/2Efs1GNNciH+hYRa/HWtgPi78f1sL+mKtXxhhWC3OtaijubjkU8eNryZEl9vdD6w/Fw8kjD6NJXzGvO8msR0mSWLx9iOo2jMJzPkZtNhHw/Xguvv9tdoQohHiCSZJECCGEEEIIIYQQQuQKVXQM7qM+xnXO/HT3W0oEYqpeGatvIax+hbAW8rH9mfq+sD+KtxfkgwXHHxcbz24EQIWKTpU65XE06SvqVdT+PtLw8EkSgMjuI/D75Us0iXEUWjaXiF7vYCwW8qghCiGeYJIkEeIRjBk3hsioSGZ+bZvjssWzLahcuTKfT/4812OZ/d1s/l35L0sXL831toUQQgghhBBCiAwpCuqrEbj88AuuU2ahjom9s8vVBWPj+hhaNMb4TBMspUtKAiQbXU+8zuHIwwBUCqiEj6tPHkeUPk8nT9z07iQaE4hKufhIdVk8CxDZfQRFZo9BZbFQeM7HXBg9N5siFUI8idR5HYDIO7169aJ9+/Zptm/YsAGVSkVMTEyOxzBu7FhqVK+epXI6jQadRoOTTkdIyRIMHjaIW7duPVB7r/V7jU5ds+epiYjICL6e+TXvjHwnW+p7VL169GL//v1s2bolr0MRQgghhBBCCPEUU1+5huuUWXj2HU6BBq3x9S2Lb4lquI+eZE+QWN3diJvyMVFRx4n5cz7Jg1/DUiZEEiTZbPO5zfb34SXD8zCS+1OpVBTxsI0miUy5hKIoj1Rf5EvDMHt4A+Cz/EecLpx81BCFEE8wGUki8oSiKFgslgc6pkKFCqxYtQqLxcLRI0d5/bXXSEiIZ8GPC3IoyvubO28udevUJah4UJ60fy+9Xk+Xzl2YPnM6Deo3yOtwhBBCCCGEEEI8LYxGtMdOod1/CN3u/3D5cRGq5OR0iyoaDSkvv0jCmJFYixXJ5UCfPhvObbC/Dw/Ov0kSgCIeRTl18wRGawoxxhsUcPJ96Lqs7l5EvvwmRWe+j8pqJeijPpyctR60citUCJGWjCQRWbJ1yxaahIfj4eZGcFAQw4YOJTEx0b5//k8/Uad2bQp4eVGsSBFe6d6dqKgo+/6NGzag02hY8e+/1K5VCzcXFxbMn89H48Zx8MAB+yiRH+bNyzAGjVZLQEAARYsWpVmz5rzwfAfWrltr32+xWOg3sB9lKpTBq5AXFatV5KvpX9n3fzT+I35a8BPL/l6Gk7sTTu5ObNxkm5fz0uVLvPTKS/gV9SMgMICOXTpy/sL5+16TRb8tonWr1mm2m81mho4Yim8RX4oUL8KYcWMcnoAoE1qGCZ9M4JVer1DArwDBpYOZ+c1Mhzqc3J34ds63tO/UHm9fbypXr8yOnTs4feY0LZ5tQQG/AoQ3C+fM2TMOx7Vu1Zq///mb5Az+MiqEEEIIIYQQQjwysxntzn24jfuUAvWfw69AKXxqNsPrtWG4fvNDmgSJJagYhpZNSHxzEDcPbyHuu6mSIMkFiqLY1yNx0blQq1itPI7o/gp73OkT15IvPHJ9Ud2GYihse7DVY/8WCs/5+JHrFEI8mSR9mlNq1oSIiNxvNyAA9uzJ1irPnDlDuzZtGDvuI76d8x3Xr19n6JAhDHnjDeZ8/z0AJpOJsWPHUqZsWaKionjrzTfp8+qrLFu+3KGud999l8mTJxNcsiTOzs4MHzGCVStXsmLVKgC8vLyyFNP58+dZs24Ner3evs1qtVK0SFF+/ulnChYsyI6dOxj4xkAKBxSmU8dODB86nOMnjhMXH8e3s74FoGCBgphMJto834a6deqybuU6NFoNn0z+hLbt27J3516HNlLdunWLY8ePUaN6jTT75i+cT68evdiyYQv7/tvHwDcGEhgYSJ9X+9jLfDHtC95+820+eO8DVq9Zzf9G/o/SpUvTvGlze5mJkyYyeeJkJk+czHsfvEeP3j0ILhHMW2++RWCxQPoN7Mew/w1j2dJl9mNqVK+B2Wxm1+5dhDfK30+ICCGEEEIIIYR4CFmdhigbp61SRcegX70B/fqt6PYfQnv4OKqUlAzLKzodSQNeJeWljljKlkJxd8u2WETWnbhxgsiESADCiofhpHXK44juL3W6LYCI5IuEetd8pPqsru6c+3ghZV9vdHttko+Ir92MhGoNHzVUIcQTRpIkOSUiAq5cyesoMvX333/j7u7usO3eabA+mTiRrt26MWToUFQqKF26NFOmTqVZkyZMnzEDZ2dnXu3d216+ZMmSTJk6lbA6dUhISHCof8yYMTRv0cL+2d3d3T5CJDOHDx3C29MTi8VCyu2/jE2eMNm+X6fT8eH7H9o/B5cIZsfOHfy25Dc6deyEu7s7Li4uGIwGAvzvtLfwl4VYrVZmTZ+F6vZfIr+d9S1+Rf3YuHkjLZrdiTfVpcu2+TELFy6cZl+xosX4bNJnqFQqypYpy+Ejh/ny6y8dkiRhdcN4639vAVCmdBm279jOl19/6ZAk6fFyDzp1tK2f8uaIN2nUtBHvvv0uzzR/BoDBAwbTd0Bfh7ZdXV3x8vLi4qVHW+RMCCGEEEIIIUTeUkXHoDl5Fu3J02hOnrn951m0p8/dN0EBoOj1WH19sBbyQXG+58a4RoOlVDCmKhWxlCuFotOhMptRJSahSki8/UpAFZ+I5sIltCdOo913EJXVmmF75rKlMFWrhLlqRcxVKmKqXhmlYIHsuAziEaSOIgFoXLJx3gWSRfcmSbJDYpV6XO07hqKzPkBltRL8fneOLtyPxatgttQvhHgySJIkp2Thpn9+aLdJkybMnOk41dPOnTt5+eWX7Z8PHjzIwYMH+eXnn+3bFEXBarVy7tw5ypcvz969e/lo7FgOHjxIdHQ01tt/ebp48SKhoaH242rUfPinAMqWLcuSP/4gJSWFBT/NZ/++/xjYf6BDmZnfzOSHn37g0qVLJKckYzQaqVK5yn3rPXjoIGfOnsEnwMdhe0pKCmfPnoVmaY9Jnc7K2ck5zb46tevYky2pn6d+ORWLxYJGowGgbu26aY75asZXDtsqVaxkf+/n5wdAxQoVHbalpKQQFxeHp6enfbuLswtJSUn3PWchhBBCCCGEELcpii0JcekK6ogo1DejUVxdsHp6oHh5oHh6YvXyQPHytL3c3UBRUF+6gvbUWTSnz9mSEkUDUF+/ifbwMTQnz6AymTJsUpWYhDryOuqIKFQGY7oxqYzpbM8ildGI5so1NFeupV9g2y5c+PWh6zeXLom5WiWMTRthaNlEps7Kpzac3WB/n9/XIwEonANJEoCIV0fhuWsNHvs2oo+8RNDHfTk7+bdsHW0lhHi8SZIkp2TzlFc5xc3NjVKlSjlsu3z5ssPnhIQEXuvbl8FvDEnz/4/ixYuTmJhI61ataPHMM/z4008U8vXl0sWLPNeqFcZ7/lLn5vbwQ2x1er091vETJtKudWs+nvgxY0ePBWDR4kW88947TJowibp16uLu7s4XU79g957d9603ISGB6tWqM2/OvDT7fAulv0iYj48toRIdE42v78MvJHY/Wt2dX8/UpItOp0uzzXrP0zy3om9lGLcQQgghhBBCPPUUBc2J0+g3bEW3YSv6jdvQ3LiZ9cPVatBqHymJ8bAUnQ5LSAms3vefqlqVmIT6xk3U12+iMpsfuV1z+dIYWjbF2LIppjo1UDzcMz9I5CmD2cCOizsACHAPoEyhMnkcUeZyYiQJABoN5z6aT+hLVdDG3qLA+iUUWjKbGx37ZV8bQojHmiRJRKaqVa/OsWPHKFWqVLpJ9kOHDnHz5k0mTJxIYGAgAHuzmCTS6/VppvfKqpH/e4fW7VvR7/V+FClchG07tlG3Tl36v97fXubsubMOx+h0ujTtVatajd+W/Iafr5/DiIz7CSkZgqenJ8eOH6NMace/aOzavSvN51IhpeyjSAB27t6Zpky5suWy1Pb9nDl7hpSUFKpUuf/oGSGEEEIIIYR4atweKaLfuA39pm3oNm5DExH10NWprFbIhgSJ1dMDq78viqtruvsVb0/MpUOwlAnBXDYES5lSWEoEgvYRb+UkJ6M9fBzd/sOoL95+SFKtRnF3RXFzQ/FwR3F3Q3FzxVIkAEvJIMggRpF/7b68m2SzbRaM8JLhDjNe5Ff+7gGoUKGgZG+SBDD5F+P8B99T6s32AAR+MYyEqg1ICamQre0IIR5PkiQRmRo5ciT1wsIYOuQNevfpg5ubG8eOHmXNmjV8+dVXFC9eHL1ez/Svv+b1fv04cvgwE8aPz1LdQUFBnD93jv3791OsWDE8PDxwcsraQmJ1atehUoVKTPp0EtO+mEapkFIs+HkBq9asokRQCRb+vJC9+/ZSIqiE/ZgSQSVYs3YNJ06ewKegD15eXnTr0o0vpn1Bpy6d+PD9DylatCgXL17kj7/+4H/D/0exosXStK1Wq2nauCnbtm/j+bbPO+y7dPkSb73zFq/1fo39+/czY9YMJk2Y5FBm+47tfDblM9q1acfadWv5fenv/PH7H1k67/vZum0rwcHBhJQMeeS6hBBCCCGEEOJxpYq6jtu02ei270Z74AjquPgMy1o9PTA2qIulYjksAf4ohQpCcgrq2DhUcXGoYuNvv49HFRuHOjYOjCYswcWxlC6JpXQImM2or1xD8fLAXCkUc2jZ+y5Wrjjp8y7x4OKCuVY1zLWq5U37IlfcPdXW47AeCYBOo8NbF0C06RqRKdm/1mps4+eJenEQfounozakUPLdrhz7YReKs0u2tyWEeLxIkkRkqnLlyqxeu5YxH35Ik/BwFEWhZEgInTt3BsDX15c533/PB++/z9dffUW16tWZNHkyL7Rvn2ndHTp25I+lS2nRrBkxMTF8N2cOPXv1ynJsbwx6g74D+vLmiDfp26cvBw4e4OWeL6NSqejcqTP9+vZj5aqV9vK9e/Vm4+aN1GtUj4SEBFb9s4rwRuGsXbmW9z54jy4vdSE+IZ4iRYrQJLwJnh4Zjyx5tderDBw8kIkfT0StVtu3d+/WneTkZBo0boBGo2HwgMG81vs1h2OHvTGMffv2MX7ieDw9PJk8cbJ9QfZH8eviX+nTq0/mBYUQQgghhBDiSWMwoDl7Af26zbiPmYw6JjbdYlZ3N0wN6mBsXB9Do3okly+Lzs3lsXjSXoisunvR9gYlGuRhJA/GR1+UaNM1bhoiMVhScNKkXQv2UVwe+inu/23C9fQhXM4cpti0t7j09tfZ2oYQ4vGjUhRFyesg8rtjx44RGhrK0aNHKV++vMO+lJQUzp07R3BwMM7O2fvFnV9YFQWTxYJapc43a1pZLQqmBCNarRqVOm+CUhSFBo0bMGTQELp07pLl48qElmHwoMEMGTQkW+M5evQoLVu35PD+w3h5pT8/bYohhYuXLuJp9kSbTTlSRVEwWU3o1Lps/0dFiiGFCCIoWqkozi5P5u/X00BRFEwGEzqn7O8j4skgfUTcj/QPkRnpIyIz0keecBYLrp9+jcsPv6A5e8E2Fda9RQKLYq4cirFebYzh9TFXrwS313uU/iEyk1kfORRxiH9O/MPNxJvcTLpJiYIleCf8HXQaXTq15Y4biTeoOLUiAJX8K7H6tdV5FsuDiE+00P2HgeyK/hOApU1OEehWKpOjHpzz2aOUf6UmaoNtOrLTn/1BbOPnMzkqY4qiYLWmoFY756vvkZQUiI+HRo2evhnzLl++TGBgIJcuXaJYsbQzxIgHExcXh5eXF7GxsVlequBxIyNJhHhIKpWKGV/N4PCRw3kdCgDXIq8x59s5GSZIhBBCCCGEEOJJor4WidcrA9Bv3Jbu/uSXXyTh43exFi2cy5GJp0VMcgwd5ncg3uA4nZuPqw8D6w7Mo6hg8/nN9vfhJcPzLI6H4aN3XLw9J5IkKSVDufS/qQRNsC3cHjThdQ7Vb4Wi02d7W0KIx4MkSYR4BFUqV6FK5fyxSHqzJs3yOgQhhBBCCCGEyBW6DVvwenkAmsjrACgaDebKFWwLnJcuifGZppjq1sjjKMWTbsuFLWkSJACzd86mT80+OGmztuZqdlt96s7IkfDgxzdJcjnxDLUKNc2Rdm680BfvjX/itfUfdLeicN+7gfi6jz4NuhDi8aTOvIgQIjudPHoy26faEkIIIYQQQoingtWK28SpFGjZ2Z4gsRQJIHrNEm7tWkXcTzNJ/PAtSZCIXLHl/Bb7+8mtJtOiVAsAIhIiWHJkSZ7EZDAbWH3aliTxcvaiTvE6eRLHwyrqUs7+/mjsnpxrSKXiRrve9o8F1i/NubaEEPmeJEmEEEIIIYQQQgiR76kSEvHq9CruH35iX3vE0Dycm3vWYGrweN0IFk+G1CSJVq2lQ4UODGswzL5vxvYZWJW0a+TkRkypo1talG6BXvN4TSEV7FoF9e3blUdiduZoW3FhLbHqbaN9vDb+CemsaSSEeDpIkkQIIYQQQgghhBD5mvryVQo0fh7nZSsBUFQqEsaMJObvhSi+hfI4OvE0uhZ3jdM3TwNQrUg13J3cqVG0BnUD6wJw6uYpVp1cletxLT++3P6+Tdk2ud7+o3LWuBHsXgGA03GHSDYn5lhbVld34urYptjS37iG25FdOdaWECJ/kySJEEIIIYQQQggh8iV1RBSuX8ygYL1W6A4cBsDq5UnM8p9JfG8EaDR5HKF4Wm25cGeqrQYlGtjfDwobZH8/fcd0+3tFUXI8JrPVzIpTKwBw0bk8dou2pyrvWRsAK1aOxe7N0bZiGre3v/fe8EeOtiWEyL8kSSKEEEIIIYQQQoj8Q1HQr1iLd/tXKFSiGh5vj0NzLRIAc3Bxbm3+G2OLxnkbo3jqbT6/2f7+7iRJ81LNKedrW1dj9+Xd7Ly0kyWHl1BlWhVe+OkFEo05MzLiVtIt5u6Zy62kWwA0C2mGi84lR9rKaeW9atvfH87hKbdiG7VFUdtuj3qvXwq5kMwSQuQ/2rwOQAghhBBCCCGEEAKDAedfluI2ZSbaIyfS7n62KbHffynTa4k8pygKW87ZRpK4aF2oWbSmfZ9KpWJQ2CDe+OsNAPr+3peoxCgAohKjmLt3LoPDBmdrPCtOrOD1pa9jtBjt21qXa52tbeSm8p617O8PR+dsksRcwJeEqg3w2LcJ54sncT5/nJTg8jnaphBPujEbxjB241iHbWV9ynJ88HEAGs9rzMYLGx3296vRj1ltZuVajPfK05EkM2fOpHLlynh6euLp6UlYWBj//vuvfX9KSgqDBg3Cx8cHd3d3OnbsSGRkpEMdFy9epHXr1ri6uuLn58dbb72F2Wx2KLNhwwaqV6+Ok5MTpUqVYt68eblxekIIIYQQQgghhMgCpz//pVD5eni9NswhQWIpWpiEd4Zy4+g2YpbJ+iMifzgXfY6r8VcBqB1YGyetk8P+9qHtKepZFMCeIEk1Y/sMEgwJ2RrP7N2zHRIkJbyD2fBVR+bOfDxHkgS5lcdV4w7k/OLtADHh7e3vvdcvzfH2hHgaVPCtwLX/XbO/tvTe4rC/b/W+Dvsnt5icR5Ha5GmSpFixYnzyySfs3buXPXv20LRpU55//nmOHDkCwPDhw1m2bBmLFy9m48aNXL16lQ4dOtiPt1gstG7dGqPRyLZt2/jhhx+YN28eH374ob3MuXPnaN26NU2aNGH//v0MGzaM1157jZUrV+b6+T5Nbt68SZGAAM6fPw/Axg0b0Gk0xMTE5HosRqORMqFl2LsvZ+exFEIIIYQQQgiRRRYL2gNHcJk+B+/W3fDu9CqaS1fsu431ahOz+HtunNlD4kejsJQumYfBCuFo87n0p9pKpdPo6Fenn/2zXqOnon9FAG4l3+Lb3d9mWyyJxkR2X9oNQIB7AAu6LODdolv5dY4vY97yIDk525rKNRqVhlBv22iSyJTLXE+5mqPtybokQmRNXFycw8tgMGRYVqvWEuAeYH8VcnV8yMFV5+qw39PJM6fDv688nW6rbdu2Dp/Hjx/PzJkz2bFjB8WKFWPOnDksXLiQpk2bAjB37lzKly/Pjh07qFu3LqtWreLo0aOsWbMGf39/qlatykcffcTbb7/NmDFj0Ov1zJo1i+DgYD7//HMAypcvz5YtW5gyZQotW7bM9XPOT3r16sUPP/xg/1ywYEFq1arF5MmTqVy5sn27Rp02l1avfn02btqUYd0TJ0ygbbt2lChRIltjfhh6vZ5hQ4bx7gfvsnK5JMeEEEIIIYQQTwCTCc2Fy2jOnENz6izaM+dRX7iEOi4eVUIiqsQk258JiWAy3TlOrcZaqCBKIR+sfoWwpv7p54u5fGnMVSpiDfCDxEQ0EddRdFqsxYpAOv8ufFCaE6dx+uMf9Ft2oNu+B3VsXJoyhhaNSfzgTUxhNdOpQYj8IaP1SO7Wo3oPdl3axbX4a3zU4iO8XbxpOKshFsXCrJ2z6F2zN17OXo8cy46LOzBZbb/jLUq3oFmpZoz8wgMAg0HFnu16GjY13q+KfKmidx323FwP2KbcalL4hRxry1g0mKQyVXA9eQC3o7vRRV7G5F8sx9oT4nEVGBjo8Hn06NGMGTMm3bKnbp2iyOdFcNY6ExYYxsRmEynuVdy+f8GhBcw/OJ8A9wDalmnLB+Ef4Kpzzcnw7yvfrElisVhYvHgxiYmJhIWFsXfvXkwmE82bN7eXKVeuHMWLF2f79u3UrVuX7du3U6lSJfz9/e1lWrZsyYABAzhy5AjVqlVj+/btDnWklhk2bFiGsRgMBodMWEKCbRikoigo9yzglPo5vX2Pg2effZbvv/8egIiICD744APatGnDhQsXHMrN/u47nn22FSqV7bNer8+wzqSkJOZ+/z3L75o6LSc8yNXu1qUbb7/7NkePHiU0NDTHYnocpPZV5YGuYBbqy4H+nxrn4/r7JWxyso+IJ4P0EXE/0j9EZqSPiMw8KX1EdeMm+s070G/ajn7jNrTHTqKyWB6qLnV8Apy7mOF+xdkZVUqK/bPVzRVL2VKYy5fBXL4MpqoVMdWujuKdwQ3e5GT0G7ahPXEK9c1o1Lei0R48in5nxqP7LYX9if90LCkvtgOVKtcWT35S+ofIOen1kd2XbSM3PJw8qORfKd3+46Rx4tsOjiNGXqz0Ir8c/IXYlFi+2fkNbzV665Hj23juzrz+jUo0wmpVWLvyzvRfG1fraNAk46e98xNFUeD2ta7gfWfx9kMxO2gc0D5H245u3B7XkwcA8F77G1Hdhmb52Pz6PXL7ctpfT5P89rN4Uly6dAlPzzsjPpycnNItV6doHeY9P4+yhcpyLf4aYzeOpeHchhwecBgPJw9eqvQSQV5BFPEowsHIg7y95m1O3DzBki5LcutU0sjzJMmhQ4cICwsjJSUFd3d3li5dSmhoKPv370ev1+Pt7e1Q3t/fn4iICMB2U//uBEnq/tR99ysTFxdHcnIyLi5p52ecOHEiY8eOTbPdYDCQctdfFFO35dcvw8woioJer7dfH39/f0aOHEl4eDhRUVH4+vray3p5euHv74cK1Z3jremf7z/L/8HJyYk6tevYy6Rem61btvD+e+9z6tRJqlSpwqxvZlOxom3I6Y8//MD//jeC7+Z8z6h33ubSpUs0atSIWd/Mtmcqx40by19//sXAQYP4eNw4omOi6d6tO1M+n8LUL6fy5VdfYrVaGTRwEO+MfMcek3cBb8LqhvHrb78y5sMx2XcRH1NmqzlbkyRmq20dIJVKlUnpB2O2mrFixWw0Y1KbMj9A5EuKomAy2n5+2d1HxJNB+oi4H+kfIjPSR0RmHqc+ooqJRRMRieaGLbGguXAJ/cHD6A8cQXfsZJbrUdRqFHc3rG6uKG5uKHrdnTZMZtQ3b6GOjkGVwb9hVff8u1edmIR630F0+w7eaUOlwlS+DKaqlbD4FcJasACKXofzxm04bdiCOjnl3modWHwLYQirhaFeLQxhtTBVrgBaLRjN9z0uuz1O/UPkjXv7SFRiFJEJtvVyK/lXwmqyYsWapboG1x7Mb4d/w2w1893u7xhYcyB6TcYPoWbFxrO2JIkKFXUK1+HoQYUrFzV39q/VM9KQt/+evnZFw99LXOjQNQkf34yvldloQYUaRTEQ6lnFvv1w9A6s1vt/pzyqW03aUnS27V6gz/IfiOjSL5Mj7lAUsFoNgIr89DVivX2pDYZsGQz4WLnfNFDi4aWuK56ZVqVb2d9X9q9MnWJ1CJoaxKIji+hTvQ+v13jdvr+SfyUKexSm2Y/NOHPrDCEFQ3Ik9szkeZKkbNmy7N+/n9jYWH777Td69uzJxo0bMz8wB40aNYoRI0bYP584cYLatWvj5OSEs7NzmvIqlcr+SlXr21pEJETkSrx3C3APYHff3Vkqe2/cCQkJLFiwgFKlSlGoUCGH81GpVahU6ix92W/duoXq1aujUt91/O0DR73zDl9MmYJ/QAAfvPceHV5oz9Hjx9HpdKCyjUL55JOJfD9vHnq9njcGD+bll7uzafNmez1nz55h1cqVLF38JxcvnafbK904d/4cpUuVZvWK1ezYuYPXB7xOsybNqF3rzpMHtWrWYtu2bQ6JnqeVVq1Fm02//qkJMJ1al+3/qLCoLahRo9Vr0TnpMj9A5Ev2PuKU/X1EPBmkj4j7kf4hMiN9RGQmP/cR9bVI2+iQzdvRbdqe5USIolZjrlAOS+mSmEsFYykVjDmkBJaSJbAW9AZnZzL9x5vZbBvlcf0m6us3UF++iu7wMbQHjqC+FmmfgkuVlIz2xCk0Z847JFVUioL+6An0R0/cpxFHpgrlSO7RBUPrFrY1Ru6KMa/+tp+f+4fIH+7tI8cvH7fvq1K4ygP9WzXEL4S25dqy9OhS4gxx7Li2g2YhzR46tsiESE7cOGGPxdfbl9/n2qarqVDZxJGDOg7v1xGfoOfAXh3uHgq1wnI3YaIoMKhXQfbs0PPddE8++SqO/Xt07Nqm48NJ8VSudicxqjWrUVCjUjnh5xKMv3MgkSmXOB67D0WlQ6PS3KelR2MoVZ3E8jVxO7YHtxP7cTtzkuTSlTM/kNQ+oqBWO+Wr75HUxIiTk+1/C0+TjEY43NemTfDpp7B3L1y7BkuXQvv2d/YnJMA778Aff8DNmxAcDEOGQP/+d8qkpMD//ge//GLLTrVsCTNmwD0P8D9tvJ29KeNThtO3Tqe7v07ROgCcvnX66U2S6PV6SpUqBUCNGjXYvXs306ZNo0uXLhiNRmJiYhxGk0RGRhIQEABAQEAAu3btcqgvMjLSvi/1z9Rtd5fx9PRMdxQJ2H6R7v5lcnd3B0iTCEndlt6+iIQIrsRfIS88yBfy33//jYeHba7KxMREChcuzN9//41G4/g/nh4vv+yw7Ycff+T5u78o7nLxwgUKFymS7r73P/iA5i1aAPD9vHmUKF6cP5Yu5cXOnQEwmUxM+/JL6tSx/XJ8P3culSpUYNeuXdSubUt4WK1WZn/7Hc4qJypVrEB4o3BOnjrJX0v+Qq1WU7ZMWT774jM2btrokCQpHFCYC5cu8LSzJ8eyMVmUXqIw2+olZ+oWuSun+oh4ckgfEfcj/UNkRvqIyEx6fUR1/QZun3yJftN22+O2Wo0tMeDvhyWoGOYqFTFVqYC1eLHMEw5ZpL54Gf3mHeg2bUe/eTvaU2ezdJyi1WKuFIqxcT2Mjetjql8HxSv9JzmzHKlOhxLghyXAj9RJu+773G1yMtqTZ9EeOY5u1z5023ejPXAk3Sm/LAF+GFo/g6lRmO2aFiyA1d8Xa5EA+7XMT7+t8h0iMnN3Hzkccdi+vVJApQfuN+1C27H06FIAlh9fTvNSzTM5ImN3r40SHhyOSqVi3e2ptrr0SGH+9ypOHtXy9mAv/v7dGVc3K4evXsc1F6f937VVx54dttEy165o6NmhgH3f6P+p+GN9tP2zSqWCu651xQJ1iLx2iSRLAucTjlHKs1KOxnqzbS/cju0BoNDyH7k8/PMsH5sfv0duX07762nyUD+HxESoUgV694YOHdLuHzEC1q2D+fOhRAlYtQoGDoQiRaBdO1uZ4cNh+XJYvBi8vGDwYFtdW7c+0vk87hKMCZy5dYZXKr+S7v79EfsBKOxROBejcpTnSZJ7Wa1WDAYDNWrUQKfTsXbtWjp27AjYRnRcvHiRsLAwAMLCwhg/fjxRUVH4+fkBsHr1ajw9Pe3rToSFhfHPP/84tLF69Wp7HTklwD0gR+vPrnabNGnCzJkzAYiOjmbGjBm0atWKXbt2ERQUZC/36Wef0ax5C/uXauHCGXfa5OTkdEfcANS967oXLFiQMmXLcvz4nacwtFottWrVsn8uV64c3t7eHD92zJ4kKVGiBB4eHpgSbAuP+fv5o9FoUN81dtDfz5+o61EObbu4uJCclHzf6yGEEEIIIYR48ulXrcere3/UMbGZlrUW8MZcpQKmSqEobmnvLFoDi5LSsQ2KT0GH7arYODTnLqLdf8i2jsjm7WjOX8qwHUWjwVy9MubyZbAWKojVpyBWf1/MlStgDi1jexQ4L7m4YK5SAXOVCqS8ZPs3OomJaM9cQHXrFuqb0aji4jFXKIe5ZtWnb24X8dQ4FHHI/r5SwIPftG9csjGuOleSTEmsOLmCyZbJ6DQPN5bKYT2Sko1ITFCxc4stIdH0WQMXz2s4eVTL37/b7tEkJarZt1NHgya5N5rk68/cAOjYLRmzRcWfi5yp29DI3h06dmzRs2+nlup10p9mr6J3HdZe+w2AQ9E7cjxJcuuZrhSbMgK1yUjBf+dz+Y1PQCuzWjw1WrWyvTKybRv07AmNG9s+v/46fPMN7NplS5LExsKcObBwITRtaiszdy6ULw87dkDdujl+CvnFm6vepG2ZtgR5B3E1/iqjN4xGo9bQrWI3ztw6w8JDC3mu9HP4uPpwMPIgw1cOp1FQIyr7Z230Vk7I0yTJqFGjaNWqFcWLFyc+Pp6FCxeyYcMGVq5ciZeXF3369GHEiBEULFgQT09P3njjDcLCwqh7u1M988wzhIaG8sorrzB58mQiIiJ4//33GTRokH0kSP/+/fn6668ZOXIkvXv3Zt26dSxatIjly5fn6LnteX1PjtafXdzc3OwjeQC+++47vLy8+Pbbb/n444/t2/0DAihVqlSWMs8+hQoREx2decGHpNU5/g9KpVLZpuu6Z5vV6jjPZXR0NIUKFcqxuIQQQgghhBD5n/O8n/Hs/6Z9BISiVoNeD0YjKmvaufLV0THoN2xFvyHjp0A9hr+PqVY10GlRRceiuXAp0wSMotNhqlUNY6MwTI3CMIXVQnF3e7STy21ubpgrh+Z1FELkqkORtiSJq86VkgVLPvDxLjoXWpRuwZ9H/yQ6OZrtF7fTKLjRA9ejKAqbz22211mzaE3W/6PHaFRRPNhMSBkLjZoZ+O5rW3JXr1cwGlVs26TP0SSJ1QqzprqycbWearVMrF7uhEqlMOL9RELKWPjimzjc3BWG9vHk1x9dmP6FG3N+Tf/7sqJ3Hfv7wzE7eSGob47FDWDx9iG2UTsKrP0N3a0ovLatILZR2xxtU+Ss+Ph44uLi7J/vnT3ogdSrB3/9ZRtpUqQIbNgAJ0/ClCm2/Xv3gskEze8aHVauHBQvDtu3P1VJkstxl+n2ezduJt/E19WXBsUbsKPPDnzdfEkxp7Dm3Bqm7pxKojGRQK9AOpbvyPuN3s/TmPM0SRIVFUWPHj24du0aXl5eVK5cmZUrV9Li9nRMU6ZMQa1W07FjRwwGAy1btmTGjBn24zUaDX///TcDBgwgLCwMNzc3evbsybhx4+xlgoODWb58OcOHD2fatGkUK1aM7777jpYtW+b6+T4OVCoVarWa5OSHH3FRrVo1FixYkO6+nTt2ULx4ccCWtDh18iTlypWz7zebzezZs8c+auTEiRPExMRQrnz5h44n1ZGjR6hapeoj1yOEEEIIIYR4DJlMuL83Hrep39g3pbR7lvivJ2Et7A9WK6qbt9Bci0Jz8jTaA0fQ7T+E9sARNNci71MxqIxG9Ft33reM4uyMqU51jI3CbImROjUggymghRD5U0xyDBdjLgJQwb8CGvXDrZHRplwb/jz6JwCLDi0irHjYA40mMVqM/LjvR/sC8mHFw3DSOrFyme3mb8s2BlQqaNDUSKWqJnwDrDRtaeD94Z5s26gHEh8q7sxEXlMzuJcnm9fZ4ti4xvbncy8YCCljS0y7udvWeBkwIpFff3Thn6VOnDutIbhU2qn7ynvXQKPSYFEsHI65/3dsdrnRthcF1tpGr/gsmydJksdc6kxDqUaPHs2YMWMerrKvvrKNHilWDLRa24jJb7+FRreTnBERtocu7lo2ArCtRxKR++tW56VfOv2S4b5Ar0A29srb9cjTk6dJkjlz5tx3v7OzM9OnT2f69OkZlgkKCkoznda9GjduzH///fdQMT7pDAYDEbd/UaOjo/n6669JSEigbduH/59Ai2ee4b133yU6OpoCBQo47Bv/8cf4+Pjg5+/Ph++/T6FChRzWNtHpdAwbOpQpU6ei1WoZOmQIderWtSdNHsXWbVsZ/cHoR65HCCGEEEII8XjRHTpKwRHvo99xZ8R/0uDXiP9sLKSuvahWo/gWwuxbCHPlUAyd2tnLqiOvozl5GsyON/FUZjP61RtwXvg7msjrgG3aLEvxoliDArGUKI65VDCm+nUw1aqa91NmCSEeyeFIx/VIHlbTkKa4aF1INifz26Hf+Of4P9QtXpcPm31IOd9yGR5nsVr4cd+PfLntS67FX7Nvb1yyMRYLrFp+O0nS1rbCkKsrrN59C4Czp2zfdf/t0pGSkv0Lea9doWdIby9uXlfj4qrQe2AS+/fouHJJzVsfJqQpX66ChWatDKz914lZU12Z9HV8mjLOGldCPCpxMm4/Z+OPkGiOx03rkb2B3yOubktMPv7obkbitXkZmpgbWLxlVpLH1dGjRylatKj980OPIgFbkmTHDttokqAg20LvgwbZRpU0f/i1hUT+kO/WJBG5a8WKFfb1RTw8PChXrhyLFy+mcer8eg+hUqVKVKtencWLFvF6v34O+8ZPmMCI4cM5deoUVapWZemff6LX6+37XV1deeutt+jx8stcuXKFBg0aMPu77x46llQ7du4gNi6WDu3TWXhJCCGEEEII8UTSHjyK20ef4fzHnQfrFL2e+M/Gkty/V5ZXsrX6+2L19013n7FFYxImjYaUFNsGvf5O4kUI8UQ5GHHQ/v5RkiRuejfahrZl0cFFACSZklh3Zh0p5hSWvLwk3WP2X93PyH9HOsQAtgRJ18pd2bdTx83rajy9rNRpkHY6reBSFvwLW4i8pmHvTh31w21lkpJgwyonKlY1UbxE2ikHs2LmFFfGjrQlLypUNjFrQSyly6UdGXKvQW8msvZfJ379wYU3P0zAOZ0ZByt61+Fk3H4UFI7F7KFmoSYPFWOWabXcfO4VAn76DLXZRMEVP3O96xs526bIMR4eHnh6ej56RcnJ8O67sHQptG5t21a5MuzfD599ZkuSBASA0QgxMY6jSSIjbftEviZJkqfYvHnzmDdvXqblLFYrJkvm/3O72/vvv887b7/Na337olarCW/c2F5H6zZt7nvsCx068EKH9JMZH44ezYejR2O1KPZt332TNomyesVqh89fTf+KEUNH4CLD2YUQQgghhHjiqS9exmPkGJx//9thuzm4OLELZ9sWFs9OKpVMnSXEU+BwxF0jSfwfbRHxya0mE1Y8jK3nt7Li5AoSjAlsv7Cd6wnX8XW/k5SNTYll4oaJ/LD3BxTu3AtpWbolQ+oPoUbRGgCs/Nv2hHyzVgZ06czcpVJBvXAjS39xYfsmPeUrmpk3y5Xvvnbl1g015SqYWP/frXRzxxfPq1m93Injh7WcO6PhpVdT6NDNlhg2meCzcbbsRq/+SYz5ND7Lo1TCGpqoVsvEf7t1fP2pG2+OSbs2ScUCdVhy0TZN4uGYnTmfJAFutulFwE+fAeDz9zxJkghbRzeZbFNs3U2jsS3EA1CjBuh0sHYtdOxo23biBFy8CGFhuRuveGCSJBE54rnWrTl1+jRXrlwhMDAwT2MxGo1UrFCRIYOH5GkcQgghhBBCiJyn/2c1Xr3eQB0dY99mCfAj8e0hJL/2cvbPMSOEeGqkjuLQa/SU8S3zSHU5a53pVqUb3ap0Y8L6CXy57UsUFFaeWsnL1V5GURSWHlnK6DWjuZ543X5cOd9yTGo1iTqBdRzqs69HcnuqrfSENTSx9BcXfvjGhemfuZGcdCcjcvyIjhNHNZSr4PiQ7KULappW9yEh/s7N4QN7dTRrZcDLW+HgXh2JCWq8C1gZPzX+gQbSqVTw1ugEXmpTgB9mufLy62mn3HJYvD06d9YlSQmpQGJoLdyO7sbt+D5cTh0kuXTlXGlb5KGEBDh9+s7nc+dsI0UKFrQtvh4eDm+9ZXsoIigINm6EH3+EL76wlffygj59YMQI2zGenvDGG7YEyVO0aPvjSp15ESEeztChQ/M8QQKg1+sZ9fYoGUUihBBCCCHEE0wVn4D7qI8o8Pwr9gSJxd+XuM/Hce3gFpIG9ZEEiRDioUUnR3P6pu0GaqhfKHqNPpMjsu65ss/Z3y8/vpzz0efpvLAzA/8caE+QuOhc+KDpB6zuszpNgmTfTi2njmvRahWatjRm2E69cNu+65EakpNUVKhsYuZPsTRpaUusLF+a9jvy43c9SIhXU6qsmaHvJFCqrJn4ODVzprsCsHWjzl73w8w02OQZI3XqG0lJUTHz87TrjZRwL4eb1jZd0uGYnSiKkqZMTrjZtpf9vc+yebnSpshje/ZAtWq2F9iSHdWqwYcf2j7/8gvUqgXdu0NoKHzyCYwfD/3736ljyhRo08Y2kqRRI9s0W0vSn0JP5C+SJBH5Rs9evbhx61ZehyGEEEIIIYR4jKhu3MRt9CQKlayB22fT7dtTnm/FzcNbSHqjL4qLJEeEEI9m75W99ve1A2tna91VClehqKdtcekt57fQ5oc2bD6/2b6/VZlWbO63mUFhg9BpHOfS+m+3lpfaFgDgmTYGPL0yTiKElLHQe2ASLdum8Ms/0azZc4sXuqbQrpNt6qx/ljouar17m44/FzmjUinMmh/LqI8SefMD2yLss6e5Eh+nYst6W7KofuOMkzP3o1LBOx/Z6lz0gyvXIxwzLWqVmgretQC4YbhGVMqVh2rnQd16pitWne3cCv47H8xp13kRT5jGjUFR0r5SlyoICIC5c+HKFdsaJceP2xIpd89R5+wM06fDrVuQmGhLkMh6JI8FSZIIIYQQQgghhHj8KArOPy2iUPl6uE+YgjrGNpe9otUS/+lYYhd/j+LtlcdBCiGeFLsu77K/r1WsVrbWrVKpaFW2FQAmq4kbiTcACPQK5MfOPzL3xbkU8yqW5ridW3S82LIAMdFqatY1MuXbuEzagQnT4vlhSSyNWxjt93ZbtjWg0SgcOajj/BlbksJqhQ/+ZxvZ8dKryVSsagagbScDpcqaiYlW8800V3ZttSUSGjR5uCQJ2KYBa9zCgNms4o+f3dPsL+9V0/7+VNyBh27nQVi8ChIT/jwAuujreOzblCvtCiHyhiRJskluDfcT4pEo0leFEEIIIcTjT33lGt4v9MCr9xCH5Ehyz67c3L+BpGH9SHf1YSGEeEi7L+22v8/uJAk4TrkFUMGvAqv7rOaZ0s+kKXvtipr/9fPghWYFSIhXE9bIyC//xODl/XD/3i/oo9hHgiz/wzaa5PeFzuzfo8Pdw8o74xLtZTUaGPqO7fOU8W6kpKjw9bdQprwlbcUP4O2xttEk2zc4c+8kI6U8Ktnfn44/9EjtPIjY20kSAPd9G3OtXSFE7pMkySPS6WzDHJOSkvI4EiEyl2xIBgXU8qsvhBBCCCEeRyYTrlNm4lOxAU7LV9s3J3d9gRsndxL33VQsZUvlYYBCiCeR0WJk/7X9gG10R4BH9k+fUyewDkHeQQCEFAzhl5d+wdvFm83r9Azv68lrXb3o1tqbduEFqFe+EAu+d8VqVdHuxRQWLIvG3ePRHoh8rv3tdUmWOJGYCBPet43oGDoqEV9/q0PZF7qmUCLEjMViS0bXb2x65Lx0tVpmqtQ0YrWqWLvG8Z5FKc+7kiRxuZckia8ebn/vsXdDrrUrhMh92rwO4HGn0Wjw9vYmKioKAFdXV1RP2BNLVkXBbLGgUqnzzcNYVouC2WjCYlVDPokpX1NsCZLrN66jt+olSSKEEEIIIR47ui078Rj8Nrojx+3bLAF+xE+fjKHds3kYmRDiSXck6ggpZtu6Hdm9HkkqjVrDry/9aluTpFwbvF28sVphYA9PrkemXRG9VpiRDyYmULt+9qyV8Vx7A6OGKOzbpadtw4Jcu6KheLCZvm+kfShYq7WNJhne1zalYYOHXI/kXi90TeLAHj2rVqh5teed7SXcy6FRabEo5lwdSWLyL0ZKYCmcL53G7fBOVClJKM6uuda+ECL3SJIkGwTcXoAnNVHypFEUBYuioEKVb5IkilXBbLCgUatQqfNJUPmYoiiggN6qx52083sKIYQQQgiRb1ksuH30GW4TpqK6PXWsolKR3PcVEj4ahVKwQB4HKIR40u25ssf+Piem2kpVokAJShQoYf98eL+W65EaXN2svD8hATd3BXcPhYDCVqrXefTRG3fzC7BSu56JnVv1HD2kw7uAlSnfxuHsnH75Tt1TmPGFG5cvaGjS0pAtMTzXIZmP3vHi1CkVp09DqdsDA3VqPUHuZTkbf4TzCccxW01o1br7V5ZNEqqH43zpNGqTEfdDO4iv1TRX2hVC5C5JkmQDlUpF4cKF8fPzw2TKngx+fmKyWLken4Cz3hmNJn8kJAxJJiL2XqGgtyt6l9z5H+PjTn37PyGEEEIIIR4X6sjreL4yAKf1W+zbTDWqEPfVJ5hrVcvDyIQQT5M9V+8kSWoXy5mRJOnZsNq2KHrDpkZ6D0zO8fZeeyOJPTt0PPu8gYnT4vELsGZYVqeDvzfdIjFBRZFiGZd7EAUKKlStZWDvdmeWL4ehQ+/sK+VRibPxRzArJs4nnKCUZ8VsaTMz8TUaU+jPOYBtXRJJkgjxZJIkSTbSaDRoNGmHQD7uNBYrWoMRnZMTWk3+uMluNanBrEajaNFKNxZCCCGEEOKJo1u/Ba8eA9FE2EbsKxoNCR+9Q9KIgbaVg4UQIhcoimJPkng4eVDWt2yutb1upW0R9cYtsmc6q8y07Wig1fNRaLN4m8XLW3noxeIzUq9JMnu3O7NiBQwefOfrvpRHJVbxC2BbvD3XkiT3rEtyLVdaFULktvxxx1sIIYQQQgghxNNNUdAcPobbuE/xqdKIgs90sidILEUCiF7zO0lvvSEJEiFErjp76yzXE68DULNoTTTq3PkOio9TsWe7beaMpi1zJ0kCZDlBklOq1DTg7q5w/Tocumv5EcfF2w/mWjymgEBSioUA4HZoB6qUnB/RI4TIffIIvhBCCCGEEEKIHKNKSER9LRJLYBHSTG5vMqHbvR/9qnU4//432uOn0hxvaNaI2B+no/j55lLEQghxx/aL2+3v6wXVy7V2t6zXYzarKFnaTFBJS661m9e0OqgbprBmtYqNG6FqVdv2Uh53JUlycfF2uL0uyeUzqE1G3A7vIKFmk1xtXwiR8yRJIoQQQgghhBBPE4sFzdkLqK9eQx0diyo6BnVMLKqYONTRMahi4lCZ76y1aPX0xNC+FcYWjTMfxWE2ozl5Bt3+w+h27kW3fQ/ag0dQWSwoKhXWoGKYS4egMplQR0ahuXAZVVL6T+Ua69UmpXsnkvt0l9EjQog8c3eSJKx4WK61u36lbT2S3JpqKz9p0NDKmtVq1q+HIUNApYLCLkG4aT1INMfnepIkvkZjCv31PQAeezdKkkSIJ5AkSYQQQgghhBDiSZGUhOb8JbDaFtFVWRU0Fy6hOXoC7ZETaI+eQHv8FCqD4YGqdZ0zH0uRAFJefpGUF1pjrlYJDAZ0B4+hPXAY7f7D6A4cRnvoGKqUlHTrUCkKmvOXbPGlQ1GpMNWvQ0rHNhheaI21aOEHO3chhMhmiqKw4+IOAFx0LlQpXCWX2oX1q23rkTRp+WDf10+C2nUU9Hq4fBnOnoWQEFCpVIR4VORg9HYiki+SYIrFXeeVK/HE15B1SYR40kmSRAghhBBCCCEeV4qCft1mnH9chO6/A2hOnEF1O0GS3TRXI3Cb/BVuk7/C6uaKKjkl07YUlQpzhXJYyobYEiQnz6COT7Dtc3XBUiQAU81qmBrXx9CqGdYiATkSuxBCPIyLMRe5Gn8VgFpFa6HT6HKl3TMnNVw6r0GvV6gX/vSNJHF1hTp1YPNm2LDBliQBCPGoxMFo28ie0/GHqVqwfq7EYwoojqFoSZyunMXt8A5UhhQUJ+fMDxRCPDYkSSKEEEIIIYQQj5uUFJx/WYrrtNnoDh/L8mGKRoOldEnMoWWwlCiOtWABFG8vrAW8UAp4Y/X2QvH2QnHS3z5AQbf/MM4//orTP2tQmc0AqBOT0q3fXCoYc9WKmKpUxFy9MqY6NVC8PO8KQEF14ya4uKC4uz306QshRG7YemGr/X3d4nVzrd1Vy22jSOo0MOL2lH5VhoffSZL06WPbdu+6JLmVJAGIrx6O05WzqI0G3A7tIKFm41xrWwiR8yRJIoQQQgghhBCPCVXUdVy/+QGXWfPQRN1w2Kfo9ZhDy2IOLYvi7GTfbvX3xRJaFnOFcpjLlAQnp3urvS9DUCCG51uhjryO09Ll6DduRbf7P6wFC2KuUgFT1YqYq1TEXKUCiod7JiegQvEt9EDtCyFEXsmL9UiOHdLy2ThbZuTZdk/fVFupGjWyrUVy7BhEREBAAJTyvJMkOROXB+uSLJsL2KbckiSJEE8WSZIIIYQQQgghRD6nOXwMt2mzcf55SZr1RIx1apA09HUMz7cCvT7HYrD6+5LcvxfJ/XvlWBtCCJFfKIrCtgvbAHDSOlGtSLUcbzP6lopenbxISlTTsKmBnv2Sc7zN/KpgQahSBfbvh40boUuXtCNJclPCXeuSuB3ekattCyFyniRJhBBCCCGEEPmPoqDdsx/drn2oI6+jiYhCHRGJOuI66hs3sRQJsE3rVLUilhZNoHjRvI44eyUlod+yE/2ajejXbEJ36KjDbkWjwdChNUlD+mGqWyOPghRCiCfXypMruRJ3BYCaRWripH2wUXgP49Ox7lw4q6V4sJlvFsaifcrv2jVu7Jgk8dIXxNepCNcNVzkdfwhFUVCpVLkSizGgOGYvH7SxN3E98R8oim2oixDiifCUf90KIYQQQggh8hWjEecFv+E27Ru0R05kWExz6Qr6nXsB8NRoMDzbjJReXTE81zxHR1PkqKQknH9bhvPC39Fv2ZlmxAiA1cuT5D7dSRrYG2tQYB4EKYQQ+YeiKADZfqNcURS+2PKF/XPv6r2ztf6MbN9kWxj+w08SKOij5Eqb+VnjxjB1KuzdC3Fx4Olpm3Lr+vWrxJtiiEq5gr9LsdwJRqUiqWw1PHetQXcrCt2Na5h8i+RO20KIHKfO6wCEEEIIIYQQAkXBafGfFCoXhtfrIzJMkCgaDdZCBR22qSwWnJevwvvF3vgGVcV9xAfotuxElZDoeLDRaHvlM9q9B/AYNBLfwCp49RmK09pNDgkSRaXCVKMKcV98zI1z+0iYNFoSJEIIAUzYMIFiE4vx1bavsrXedWfWcTDiIAAV/SvSvGTzbK0/PYmJcOKo7VnmmnVNOd7e46BYMShVCiwW2yLukLdTbiWVvTPlmuvxfbnathAiZ8lIEiGEEEIIIUSeUkdE4dlvBE7/rHHYbgyrRUq3DlhKBWP198MS4IviUxA0GlSxcWgPHkG/cj3OPy1CezXCVteNW7h99S1uX32LolJhKRmEymJBdeMW6ttJE6unB1a/QlgL+dz5s2gA5sq2RcitQYE5O4WGoqA5dhKnletwXrgE3f60N3ksxYtiaN4YY4twjE0a2M5bCCGE3ckbJ+3JkU83fEHvmr1x07s9cr2KojBlyxT756H1h+bKlE6H/tNhtaooXNRCQBFrjrf3uGjcGE6fhg0boHVrCLlr8fbTcYeo79cq12JJKlfd/t7lxH/ENmyTa20LIXKWJEmEEEIIIYQQeUZz/BQF2r6E5vwl+zZDyyYkvvc/TGE1MzxO8fLE1DAMY4O6RI8ajtuW7bj++CtOf66wj8JQKQraM+fTHKuOi0cdFw+nz6Vbt6VEIInD+pPc+yVwccnaiRiNaE6eQXv0BNqjJ9BcvII68jrq6zexBBXD1KAuJCejO3AY3c59aC5dSXtOri6kdG5Pcu/utnVGZK5zIYTI0P9++Nb+3qgks+rkal6o2P6R691yfgt7ruwBoKxvWZ4r+xwWo+WR683M/t22qbaq1pRRJHdr3Bi++w62b4eUlHw0kuTEf7nathAiZ0mSRAghhBBCCJH7rFacFv+F5xvvoI6OAcBS2J/4aRMwtH/uwRIEGg3GZ5pgatkUVXQMzkuWo939H7r9h9AcPwUuzrbRIgULAKC+cRN11A3UMbHpV3f+Ep7D3sN93GekdOtAcs+umCuVB4sF9bVINBcuoTl3Ec35i2iPn7IlRU6dQ2U2p1uf7r+DOP/xT4bhm2pVI7l3d1I6P4/i6ZH18xZCiCeEyQRGgwo396ytwzH3pxh2J/zqcFdrzoa/syVJMnfvXPv74fWHo1apsZDzSZL/9kiSJD1ly0JAAEREwK5dUKd+eTQqDRbFwplcTpIYipfG4uKGJjlRkiRCPGEkSSKEEEIIIYTIPYqCfuU63N+fiO7AYftmU5WKxCxbgLWw/6NVX8Cb5D7doU/3zAsbjahv3EIddQPN2fNoDxxBv20X+g1bAVDfisZ1+hxcp895pJjSxOjsjLFBHYwtm2Jo1QxL2VLZWr8QQjwu4uNUzJ3pwjfT3LCYYdmmW5Qud/+ExIq/nHj357lQ33GNqb231pBoTHzkKbf2X90PgKeTJ23Lt32kuh6o3T22W3RVa6afcH9aqVS20SS//GKbcqtRI2cC3UpzPuE45xKOYbaa0Kp1uROMWk1y6Sq4H9yG09XzaOKisXgWyJ22hRA5SpIkQgghhBBCiFyhjryOZ+8hOK1a77Dd0LoFsT/OyP1RFHo91iIBWIsEYK5aEUOHNiQC2v2Hcf1iJs5Ll6NKScm0GkWvx1y2FOYKZbGElsUcWhZzSAmshf1RvL3QHjqGbudeFHc3TFUr2pIiWvmnmBDi6bZ5nZ7XungRG6O2bxvU04u/N99Cr0//mE1r9fTtqUYZPAsAnVpHg2LNWX/xXxRNCrOWr+N/Lzx8YiM6OZqr8VcBKFMwlI/e8WLrBj0ff36L2g2yNsolPcnJ8MkH7lSpYaZDt7T/X7l1U8WFs7b/L1SpISNJ7hUebkuSbNkCViuU9qjM+YTjmKxGLiaeoqRHaK7FklS2Gu4HtwHgcnI/CTWb5FrbQoicI38zF0IIIYQQQuQ43aZteHXvjyYiyr7NVK0yCePfxdg8PF+tv2GuWpG4H6cTHzMB50V/4vTXv6gSkgCw+hXCElQMS1AgluDiWEKCsZQKvm/Sw1y1IuaqFXMrfCGEeCxM/MCN2Bg1pcqaeW1wEp986M7BfTq++NiNd8Ylpim/Z7uOnh28MVWZAs626RI7VerEi5VeZP38fwH4YeuyR0qSHIs6Zn9/aGV19iyxjUrp+1IhVu28SUCRh0uUfDDcg/lzXHFxUWj+nAFPL8d69t+eaqtkaTPeBR4+GfOkqloVXF3h1i04cQKCPULhmm1fXiRJUrke/0+SJEI8ISRJIoQQQgghhMhRLl99h8ebH6KyWoHba498Pg5Dx7agVmdydN5RvL1Ifr0Hya/3yOtQhBDiiXLjuor/bi9UvnhlNIWLWvHxtdK3qzdfTnKjaUsjtevfGVFx/IiG7u28SU4x49T4Cwy3tw+oO4CQgiEUdPLlluE6UR4r+e9AMtWquDxUXEejjtrfG85XpXQ5M1YrnDmp5fWXvFm8Mhonpwerc9FPzsyf4wpAcrKKPxc580rfZABiY1ScOaFh6S/OAFSVUSTp0umgVi3YuBG2bQO/FsXs+26kXM3VWJLKVbe/dz2xL1fbFkLknPz7LxIhhBBCCCHE401RcPvoMzxHvG9PkBiaNuTW7jUYXnw+XydIhBBCZJ+EeBW/L3Rm+ueuGAywboUTiqKiYhUThYva/v/QtqOBzq8kY7WqePl5b76f4YLFAteuqHmpTQFiY9QEt5+PwekKAM+UfoYyhcqgUWt4vmIbW0NaA6OmbyALMyWm6+6RJC1rl2Hdvpv8sCQaD08ru7bqqRlSiElj3DhzUpOl+o4e1PL2IE8AyoTa1hr55QdbQmTDaj2hAb4818CHxfNtSZ3qtSVJkpF69Wx/btsGfs5F7dujUq7kahwpIRWwam0JPlm8XYgnh4wkEUIIIYQQQmQ/qxX3t8fiNvUb+6aEd4aSOGYkaLJ2c0kIIcTjKyUF1v7rxNJfnVmz3ImUFNu0islJKk4c1YLrDUq12cT1hDL4uvtisVqo0e87lhdcQFyShXf/acjsVfXQXW3A1csaSpUzoW78Kdyy1T+w7kB7W+1C2zF371wA9if/QYOKrzBqXAIvdE15oHz8oWtHbG8UFUN7l0Cng5AyFmb+dIM3B/gQcVXDlPHuTBnvTplQM2VDzQQUtuBdUMFkhJQUFdcj1Jw7o+H8WS23btgaD29uYNqcOGqULMTenXpOHtPw+UduWCwqCvlZKF3OQmglM517PGR25ymQmiQ5dAhcLXeSJNdzOUmi6PSklKyA68n9OJ8/jiolCcXp/+zdd5gTVRfA4d+kZ3tjKUvvvffei4CAoBQFpIggKEWBT0UQFFEEBCmighQREBWkSu+9996kb++bnvn+GMiyLmUXdskC932ePCQzk8lJmGSTe+ae82QzlwRByDpEkkQQBEEQBEEQhAyl3XMQr49GotufXIYifsIYkgb2cWNUgiAIwrOyc6uWnh38iItNzlDkDHFw+6aaGRM9kDQ2eLs+f2tPseJ7FbXy1SI8MZyz4WfBH+UScpCrfAcODR75BtJ3YDk+2qbM9KiYqyLV8lRz7btq7qpk98pOaEIoFF7LjWUJ9O/uy49TPBj5TTy169tITIRvRnoRE63i62lxeHikjNnhdHAm7BwAmvhCVChvcK2r29DC/gvhrF1hYOEvRnZu0XH+tIbzpx8/rFa+so3p82MJyqb0I1m30sDHH/hwYI8OnU5m08Eosud0PvmL/ZLImRMKFIArV+DaSffNJAGlL4nH+aNITifGiydILFX1mccgCELGEkkSQRAEQRAEQXge2O1IiUnKJcnkuo7N6tpE9vDAmSMYZ/ZsoNM98xBV/17H+9OxGH7/OzkmSSL+hwmYer35zOMRBEEQ3OPPBUbiYlXkyOWgXScz7TqaKVPBTsva/hzer4OSKyBYmbXhlJ3suLrj4TtT20kqP5Fh25MTLv1r9EeSpORNVGpaFW/F7IOzQWOh2iejODVhEscPa+nQJIDGr1i4dlXtSmo47DBtXhz37YKr0VexyUqvkHwepVKsA6UvxqsdLLzawUJMtMSurTpu31Bx57aa2GgJvQF0ehn/QCf5CzqUSyEH3j7Jjdg7v21m3UoDu7Yqf6PbdzGLBEk61KihJEmO7PFHV1mP1Wl55jNJ4G5fkpXKzCXfXWtEkkQQ/uPzrZ8zetvoFMuKBRbj7ICzAJjtZj5c9yGLTy3GYrfQrHAzZrwyg+xe2d0RLiCSJIIgCIIgCIKQJUkJiejWbkK/djO6jdtQ37yd5vvKkoStemXM3TpifqMNso93JkaqMMxZiM8HnyDdVwjeXrIo8d+NxdqwTqY/viAIgpB1nD6hDDeNnRxPy3YW1/LPxyfwav0AqDbVtSyHVw7uJNwBlBkiIxqOoERwCfZf38+OqzuYd2geNqcNp6wkEwr4F6B50eapHrN3ld4sOLIAi8PCQabx+65XWTOzOvN/MrJxjdJtPVt2B1ERKv5aZKRMBTt9Bye57n/kenLT9prFij/y+fn5yymeV1o1amEhKNhBRJhSdvLdQYnp3sfLrGZNWLgQ9u6RyFY7hJtJlwm3PNvG7QAx9dqQZ9IgJIeDbEt/5PbbH4sRVkH4j1LZSrGx20bXbY0q+U0yeO1gVl9YzR+v/4Gv3pcB/wzgtSWvsavnLneECojG7YIgCIIgCIKQpUjhEXiO/JqgAhXx69wH47zF6UqQAEiyjG7PAXz6fUS23GXxfa07xlkLUKVzP2nidOI55lt8+wxxJUicgQHETf2ayEObRYJEEAThJWO345qxUbKM3bX8avRVbvn/QZ2eayGfMnOkSFARDn9wmA29NvB3179Z/fZqauarib/Rn2ZFm/Fl0y9Z23MtxbIVc+3nvervoVal7m1VIKAAg2oPAsAhO/hyz4d88V0M245F0r6zibYdzWw+HMnoCfEAjPmfF9s3Jc+6XLL+vOt6g/KPTpI8Ka0W3uiq/K1s2NxC8VKOTHmcF1WFCmAwQHg4eMtKya14WwxmR9Jj7pmxbDnyEN3gNQC0kaH4b/zjmT6+IDwPNCoNObxyuC5BHkEAxJpjmX1kNpOaTaJhgYZUylWJOW3msPv6bvbe2Ou+eN32yIIgCIIgCIIgKGQZ7a59GOcuxrBkOZLJlHK10YitbElkby9kTw9kD4+7/xpBrwNJAllGiotHFRqO5uwFNGcvACCZTBhWrsOwch0AtvJlsLzSGGvzRthLFEH29SFVTZHHUJ86i27LTnTbdqPbvgdVVLRrXdI73Uj46lNkP9+nfFEEQRCE59GVi2rMZgmjh0y+gkoSYP2F9by79F1MdhPkTd62Z6WeqCQVZXKUeej+SmUvxbqe65h3aB5qlZo3Kzy8fGP/Gv1ZemopFyIucPT2UeYcmkPvKr2ZPj/OtU2v/iZOHNHy+3wjA972YdepSL6baGN75AbIee8xSz7di/AIH36WQHB2J691Fk3a00uvh8qVYedOcMSEgDJBiDDTTfJ6FXmmsYR1+oCAu8mR7Iu/J6JZ+2f6+ILgDnFxcSlu6/V69Hr9A7e9EHWBXBNzYdAYqJGnBuMajSOvb14O3T6EzWmjccHGrm2LBxUnr29e9lzfQ/Xc1TP1OTyMSJIIgiAIgiAIgjskJaHbsRfdui3o12xAc+lqitWyRoO5S3vMndphrV0NjMa071uW0Rw6hnHeYvRLV6EOi3Ct0h49gfboCfjqO2VTgwFnjmw4sgfjzBGMvUIZkj7og+ztlXq/ZjM+7wzGuHjZAx82/tvRJA16N+1xCoIgCC+ce6W2SpS2oVLBwqMLGbpmKA455awJb703b5R9I037NGgMvFvt8X9fdGodE16ZQJv5bQAYt3UcrxR7hVw+uVzbSBIM//YKq+VxhF0tTt16Hbldpx3kPAlAbt/c5PHLk6a4noSnJynKfAnpU6OGkiSJuxEChZRlYeZnnyRJLFeLxOIV8Tx7GM8zB/E6uZ+kcvWeaQyC8KzlyZPys3HUqFF8/vnnqbarFlKNuW3mUiyoGLfjbzN622jqzKnDyX4nuZNwB51ah5/BL8V9sntmd5VedAeRJBEEQRAEQRCEZ8HpRHPkBLpN29Ft3IZu134kqzX1Zj7emLp3ImlwX5x5Qp7ssSQJe+XyxFcuT/yUr9AcOob+n43oV29Ae/h4yk3NZtRXr6O+el1ZsPwfjLMWEP/t51haN1NO2wRU12/i260/up0pp8E7/f2w1q2BqU83rE0bPFm8giAIwgvjzL0kSRkbU3ZNYdzWca51lUMqcz7iPHGWOD6q8xGeOs8Mf/xqearxVvm3WHB0AYnWRL7c/CUz2s5Isc24nZ+TUOgPKAS37WNAo/w9DjAGMLPtTFSSqE6fVdWqBd9+C2GXkpMk7mjejiQR1ukDCnz+NgDZf5/BFZEkEV5w169fx8fHx3X7YbNIWhRp4bpeNntZquWuRr7J+VhyaglGbTpO/HqGRJJEEARBEARBEJ7GvTJXt+6gvh2K6tYdVLfvoL4ViupOKKpboa7bkuXBTV5ltRpr/VpKo/W2LcDDI+PiU6mwV6mAvUoFEkcORXU7FN3aTeh27EV1OxTV7VDUoWGoIqJcd1HfuIVf5z7IHkasdWugunEb7ckzyfF6GEkY+RHWRvWwly0JKjGYJAiCIChOn9CC5OBSoSH8tvUn1/I+VfvweePPsdgtxFviCfYKzrQYRjQcwZrza4hKimLZqWUMrj2YIkHKTIPwxHD+PPFn8sZ3EyQF/AvwW6ffKBhQMNPiEp5e7tyQJw9cj02eHRTmjiQJEN2kI7mnDEUbHY7/5mXcCLuJPXtut8QiCM+Cj49PiiRJWvkZ/CgaWJSLURdpUqgJVoeVGHNMitkkoYmh5PDKkYHRpo9IkgiCIAiCIAhCGqmu3UB96SrqO2Gort9Et3Mv2t0HUMXGPf7O/+HInwdLo3pYm9bH2qiu0hvkGXDmzI65RxfMPbqkXGGzob5wGe+hn6NfvwUAKcmEfu3mlHEHBxGzfAH2yuWfSbyCIAhC1nD9XxXfjPTCYJTJlcdJkeJ2Wr1mSdHWKipS4uAeLTT9iL3W5ATJiIYj6F+9P5IkYdQaM/1MYj+jH/2q9WPslrHIyEzZNYVpbaYBSvkvGTnF9lVzV2XO63MI9AjM1LiEjFGjBlzfmzzbNsJyyy1xyHoDEa+9S87ZX6Jy2Mn21w/cfm+sW2IRhKwswZrApahLdC3blUo5K6FVadl0eRPtSyq9fM5FnONa7DVq5KnhthhFkkQQBEEQBEEQHkJ145bSoHzrLnTbdqH+98YT7ccZ4I8jZ3YcRQpibVQXa+N6OArlT3fD9Eyl1eIoWYyYVQvRrdmA4a9V6NZvQR0ajixJ2CuVw9K8IaZ3uuHM5b6zvARBEIRnz+GA97r6cmCPTlmgTQLPaMbeCaBXf6UBuSzD0Pd8iIozIVWdgQyoJTXftfouzb1HMlKPSj2YsXcG0aZolp5ayuDag8nnn495h+YBICExq/0sbE4bLYq2QK95cNkYIeupWROWrE9OkrhrJglAeId+ZJ/7tZIkWfoTd3p9hqw3uC0eQcgKPlr/Ea2LtiafXz5uxd9i1NZRqFVqOpfujK/Bl14VejFk/RACjAH46H14/5/3qZG7htuatoNIkgiCIAiCIAhCSnebnntOnI7+r1VIsvzIzR3BQdhLl8CZMzvOXDlw5MyBM1d2nDlz4MgZjDNndjA8Rz+WJQlry6ZYWzYFpxP1pas4/X2Rg8TZtYIgCC+rn7/34MAeHV7eTt7+IIJ5tibEexxn7PLv6fBmR3z9ZBbNMbB6qQF1yeU41Ep5yS7lu7glQQLgpfeib7W+jNs6DqfsZMruKTQt0pRb8cqsgyZFmtCyeEu3xCY8nfLlgfjkcltu6Ulyly1bLqIbv07gukVoYyIIWLeIyFd7uC0eQcgKbsTdoPNfnYk0RZLNIxu189Zmb6+9ZPPMBsB3zb9DtU5F+yXtsTgsNCvUjBktZzxmr5lLJEkEQRAEQRCEl5764hV0m3eg274b7bbdqO+EpdpG1uux1aiMrVI5JQGSIxh7mRI4ShTNWjNCMpJKhaOIqM0uCILwMrt4Ts3XI70AGP1tAreKjCd+x3EAkkpNY/K4nrzVy8Sng5WykWU7/c0Rp3LfJkWauCXme3pW7skPe38gxhzDXyf+Yu+1va51vSr3cmNkwtPw8oLcOfXcSAwCzwi3ziQBCOv4PoHrFgEQvPh7Ilu//eJ+NxSENFjcYfEj1xs0Bqa3nM70ltOfUUSP59YOi+PGjaNKlSp4e3sTHBxM27ZtOXfuXIpt6tevjyRJKS59+/ZNsc21a9do2bIlHh4eBAcHM3ToUOx2e4pttm7dSsWKFdHr9RQuXJi5c+dm9tMTBEEQBEEQsjApOgbjD3MIqN6MoBI18Ok/DMPvf6dIkDiyZyPhk8FEbVpKWMQ5ojf8RcLXI0ka2AdLx7Y4ShYTP4IFQRCEF5bdDu8Ovo5ZE0q9xhbqdbjIjD33ne0bdJ5ZC+7Q6w1fTEkSNeubueXxD6AMgtXOX9tNkSu89d70qdoHAIfs4FrMNQAKBxamToE67gxNeErFigHxSsmtcPMtnLLTbbEklqlOQqnKAHicP4rXkR1ui0UQhCfj1iTJtm3b6N+/P3v37mXDhg3YbDaaNm1KYmJiiu3eeecdbt++7bqMHz/etc7hcNCyZUusViu7d+9m3rx5zJ07l5EjR7q2uXLlCi1btqRBgwYcPXqUQYMG0bt3b9atW/fMnqsgCIIgCIKQNUjhEXgNH022/BXw+eBjtIeOpVjv9PLE0rwhcdPHE3FhP4mjh2OrW/P5KpklCIIgCI+xZ4eWUR95ceTAg4uMyDJ0HrqRU7UqwqB8lBowhjGbRmOym1JsZ8u3jrOntPj5O3lr7EpCE0IBqJO/Dh5aj0x/Ho/Tr3o/OpTpgFpSu5a9V/09VJJbh8SEp1SsGBCnJEkcsp1oa7hb4wl94z3X9eDfp7oxEkEQnoRby22tXbs2xe25c+cSHBzMoUOHqFu3rmu5h4cHOXI8uDnk+vXrOX36NBs3biR79uyUL1+eL774guHDh/P555+j0+mYOXMmBQoUYOLEiQCUKFGCnTt38t1339GsWbNU+7RYLFgsFtfthIQEAGRZRn5MTeoX0b3nnZWevyzLyGStmF5WmXlsiP/nF0NW+/wQsh5xjAiPklHHh+rGLQxLlqNftxndzn1INluK9bYKZTC3b421fi1sFcuC5r6vyeLYzNLEZ4jwOBlxjFw4q2bxXCMVq9lo1MIicqYvkJf1MyQpCfp09iU8VM2PUzypUMVKgcIOArM5CQxyEhDk5PwZDTvC/4QgQGNlxtGvXPc3aAyY7UrDdgqvhQPvMW5GBJOPfObapk3JNlnidTVoDExtPZUxjcew7fI29Bo9zYs2T3NsL+sx4g6yLEMaX++iRYFNyX1Jwkw3CNAFZ3KEDybLMpEN25H3u2FoYyLw3rse2eEAlXsTcXdfTtflZfJE79ft2+Hbb+HQIbh9G5Ytg7ZtU25z5gwMHw7btilT7UqWhL/+grx5lfVmM3z4ISxeDBYLNGsGM2ZA9uxP/ZyEzJWlepLExsYCEBAQkGL5b7/9xoIFC8iRIwetW7fms88+w8NDORthz549lClThuz3HWzNmjWjX79+nDp1igoVKrBnzx4aN26cYp/NmjVj0KBBD4xj3LhxjB49OtVyi8WC2Wx+mqf4XLI7ZexWKzZJhdPNH/D32Kw2nDiwy3ZU7ptRKaD84bE7lfJ2UgaXG7E77ThxYrfasalsj7+DkCXJsozNqvz/ZfQxIrwYxDEiPEpGHB/67bsJ6tgLVULK2cqyXk9C904k9uiCrXSJ5BUOGRzi787zQnyGCI/zNMeI0wlzZnrx9ShfLGblt5CXt5NmrUy0eT2JWvXNaLUZHrLwDL2snyHzZnoRHqrG28eJKUniyAEdRw78ZyPJCUMfXDbos3qfMXnPZMKTwtEX38S42be4k+snVwn1cjnK0apwK2yWrPP31EvlRcvCSqN2u9X+mK2TvazHiDvYrQ4kVMiyBafT8chtixYF/g5x3Q4zXaWod8lMjvDBZBmcapn4cjUJ2LYCTWIcusvHMBcs8fg7ZyLn3fEyi8Xt+Zpn7v6T39MsMRHKlYOePeG111Kvv3QJateGXr1g9Gjw8YFTp1LONh88GFavhj/+AF9fGDBA2deuXU/+ZIRnIsskSZxOJ4MGDaJWrVqULl3atbxLly7ky5ePXLlycfz4cYYPH865c+dYunQpAHfu3EmRIAFct+/cufPIbeLi4jCZTBiNxhTrPv74Y4YMGeK6fe7cOapWrYper8fwEp4yZHM40egsaHV6NOqs8anqtEmoUKORNGhV4leJO93LzmtV2gz/wuhQOVChQqPToNWL/+fnlesY0Wf8MSK8GMQxIjzKUx0fDgceP8zB++Mvke77oWTPnwdL21dIHPguzpCcyv4zLGLhWROfIcLjPOkxkpQo0aODH9s36QGoVM3K7Vtqbl1X89ciT/5a5ElAkJPufZIYOipBtCd6Tr2MnyEmE8ycrDRZH/lNPI2aW9ixWUdkuIqoCBWRESoiw1Xctp/jhEckAGVzlMXqsHI2/CzV8lSjW5VuHAs7xpITS7DISRgqLufztd+5HuOrZl+hN+jd8vwy2st4jLiLxq5CRoUk6VE9ZqwnWzbwdObi3ikwEZZwVCr3jNkpx4hMYukaBGxbAYD36aNYC1dwSzz33EuM6PUvX9VYvf4JPn9atFAuD/Ppp/DKK3BfGwgKFUq+HhsLs2fDwoXQsKGybM4cKFEC9u6F6tXTH5PwzGSZJEn//v05efIkO3fuTLG8T58+rutlypQhZ86cNGrUiEuXLlHo/gMxA+n1+hRvJi8vLwBX4/iXzb3nnZWevyRJSGStmF5mmXV8iP/nF0dW+wwRsh5xjAiP8iTHh+bAEXwGfoL2wBHXMkvLJsR/MwpH0UKuZuviiHsxiM8Q4XGe5Bj5eqQX2zfpMXrIjPomnu7vmpBlOLhHy7LfDaz8S09EmJrvvvJCluF/YxIfv1MhS3rRP0POnVYz4QsvChWx8/6wJBbNNRB2R01IXgcdu5nR6aBjt9RnXc8/vJ5hSg922pRsw7vV3uVCxAUKBxZGq9bSsFBDlpxYAsCHaz7EZFN6lXQq24lKuSs9s+f3LLzox0hWIUkSpOO1zuuXmzN3r4dbbrn1/0eSJJLKVHPd9jq5j6g2Pd0WDyhfd++/vEzuHQvx8fHExcW5lv93zDfNnE5lhsiwYUoJrSNHoEAB+Pjj5JJchw6BzQb3VzMqXlwpxbVnj0iSZHFZYlrAgAEDWLVqFVu2bCF37tyP3LZaNeUD5+LFiwDkyJGD0NDQFNvcu32vj8nDtvHx8Uk1i0QQBEEQBEF4fqlu3MLn7QEE1myRIkGS1PdtYv74BUexwi/fr0RBENLt8D4Ns6YpJZ7n/BnD231NSJJyVm7VWjbGfR/P0X8jGDtZGXiZPM6L32aL35bP2tYNOga87UNEuPhcfxBZhm/HeNK4ciAr/zQweZwXdcoEMnmcJwADhyei0z38/nuv7XVdr563OhqVhhLBJdCqlTP86xao62p+fi9B4q335tMGn2bSMxKElIrmuK/clvmmGyNRJJaojHx3+obnqX1ujkYAKFmyJL6+vq7LuHHjnmxHYWGQkABffw3Nm8P69dCunVJKa9s2ZZs7d0CnAz+/lPfNnl1ZJ2Rpbp1JIssy77//PsuWLWPr1q0UKFDgsfc5evQoADlzKqURatSowdixYwkLCyM4WGnQtGHDBnx8fChZsqRrmzVr1qTYz4YNG6hRo0YGPhtBEARBEATBbZxOjDPn4vXJl6gSk1yL7SWLEjf9W2y1qz3izoIgCMmsVhjyrg+yLPH6WybqN7E+cDuNBnr1NxERruK7sV4M6+9NztwOGjZ78PZCxrr+r4reHX1JiFeh08Gkn+Ief6eXzLLFBiZ+oVTGaNDMwqXzaq5dUYaBcuV20LG76ZH333ddGeQ1ao2UyVEm1foAjwAq5KrAoZuHXMuG1h1KNq9sGfUUBOGRyhYIYfndSVDhWSBJ4vTwwlSoNB4XjmO8eAJVUgJODy93h/VSO336NCEhycm0J5pFAskNXtq0UfqOAJQvD7t3w8yZUK/e0wUquJ1bZ5L079+fBQsWsHDhQry9vblz5w537tzBZFL+UF+6dIkvvviCQ4cOcfXqVVasWEG3bt2oW7cuZcuWBaBp06aULFmSrl27cuzYMdatW8eIESPo37+/68Dv27cvly9fZtiwYZw9e5YZM2awZMkSBt87qAVBEARBEITnlvr0OfybtMdn4CeuBIkzwJ+4yWOJPLhJJEiELCUpCVYv0xMbI858z6qmT/Dk7CktgdmcjJ4Q/9jth41KpMObJhwOiXc6+XLyaJapap3l/HtFxZA+PvzvfW++HePJLzOM/L1Ez84tWm5eT/vwhNMJg3orCRKAxfMMnD+jzqywn0uyDD9OUWZDvT8skYUrY9h2LJIPP0sgfyE7X02J51Fjhddjr3MzThl0rhRSCZ36wVNOGhRs4LpeNKgoPSr1yLgnIQiPUbF4INiVYzPM5P4kCUBiaaWkkuR04nHm0GO2FjKbt7c3Pj4+rssTJ0mCgpSzI+6ekO9SogRcu6Zcz5FDOdMiJiblNqGhyjohS3NrkuSHH34gNjaW+vXrkzNnTtfl999/B0Cn07Fx40aaNm1K8eLF+fDDD2nfvj0rV6507UOtVrNq1SrUajU1atTgrbfeolu3bowZM8a1TYECBVi9ejUbNmygXLlyTJw4kVmzZtGsWbNn/pwFQRAEQRCEpyfFxWOc/Rv+dVsTVK4euu17XOuS3ulGxJndmPr3Aq1oyS5kHTYbdG/nR683/GhcJZAjB8RgelZz4oiGSV8qpYjGfhdHQKD82PtIkjKLoVZ9K4kJKt581Y8b17JEZessRZZhSB9fFs4xMnemBxO/8OKTgT70fdOPDk0DqFQwG1WKBPHFx17YbI/e1+xpRnZt1WH0kKlWy4rTKfHNKHG29v0O7tFy7JAWvV7m3UGJSBIYjTB0ZCJ7z0bS/NXUPUjut+vqLtf16nkeXkf/jbJv4KP3wVPnyfgW412luAThWQgJkZAScgEQmnTLzdEoEksnn5zjeVKU3Hph6HRQpQqcO5dy+fnzkC+fcr1SJeW3x6ZNyevPnVOSKKKaUZbn9nJbj5InTx623avr9gj58uVLVU7rv+rXr8+RI0ceuY0gCIIgCIKQtWl37ME4+zcMy1YjJaUsE+LIn4fYn77D1qC2m6IThIeTZRgx2Jsdm5UzGK9fVfNqvQBGjY+nV3+TaJXjJrOmGvl9vpEps+PIV8hOv66+2GwSr7Q10+aNRw8i30+ng1/+iOHV+gGcO6WhS2t/VmyNws//8UmWl8WG1Tp2bdXdHbRPIiZKIjJSRWS4crl8Qc31q2qmT/DkzEkNPy+OwVPJVxEbIzFrmgeXz6tJSJDYtkF5H436Jp4ada00qBDI6mUG9u9Komqtx2RYXjCyDNeuqjh2SIvDLvFKOzN6Pfw0VZlF0r6LmaBsaT8OZVlmwZEFjNww0rWset6HJ0ny+uXl4ICDWB1WgjyDnvyJCMITUKnAwxFCIldJcEZhdpgwqN3bHyqxTPL7xfPk3kdsKWQ5CQlwtwc2AFeuwNGjEBCgNF8fOhQ6doS6daFBA1i7FlauhK1ble19faFXLxgyRLmPjw+8/76SIBFN27M8ceqSIAiCIAiCkOWpQsPxGfgxhqWrU62zlyqGqXsnTO90Q/bydEN0gvB4v8wwMu9HDyRJ5vtf4li7Qs/qZQZGDPZh1VID46fHUbSEw91hvnTmzPTg0nkNnVv5UaWmjYvnNOQMcTBhZly6E1e+fjILV0bTsnYA509r6NrGj6lz4shfSPy/2mww5n/eALzzQRKffJmQapuEeIl1K/V81NeHzWv1vNHMn/l/x7BhtZ4vP/EiIixlOa0GzSx0f1dJMHbqbmbhHCMDeviw6WAU3j4vdnJq304tWzfoOHpQmS0SFZk8c6lqTSOjJ8SzeqmSSHrn/aSH7SaVWHMsH635iJVnkqt3VM1d9ZFJEgAfg086n4EgZJxAbQiJd69HmG+R27OQW+Mx5y+Ow9MHdWIcnif2KplMcSbE8+HgQSX5cc+QIcq/3bvD3LlKo/aZM2HcOPjgAyhWDP76C2rfd4LWd98p2bv27cFigWbNYMaMZ/o0hCcjkiSCIAiCIAhCliXFxOL5+3L8Pv8aVWS0a7nTzxdzx7aYunfCXrm8+PEpZGnHD2v4bIgyQDxiXAKvv2Wmw5tmZk+3MvZTb/bu0NGoUiD9P0pk0CeJGAxuDvglYTbDlYvKwHvobTWr/lIjSTJT58SmqczWg4TkcbJwZQxtGvhzYI+O2qUD6TMwic/GJby0H1NOJ3w1wouL5zQEBDn5YHjiA7fz8pZp38VMvgIO3mrjx6F9OioXzIbJpLxwRYrb6dzDhI+PTECQkyYtLa7XdNT4eHZs0XHtiobh/b2ZPj/9Sa7nxa8/Gxn6XsqkhFYrU6KMnauX1OzfraNl7QCcTok6DS2UKGNP034P3DhAv7/7cSP2hmtZ94rd+bzx52hUYuhIyLpy+YRwtyMEYeabbk+SoFKRWKoqPvs3oou4jTb0BrYcedwbk5A29esrSa1H6dlTuTyMwQDTpysX4bkiCqUKgiAIgiAIWYrq6jWMU2fh17QDwblKE/D+cFeCxBkYQOzP3xF+/Rjx077BXqWCSJAIWd43n3vhdEq0am/mvSHKWd2SBL0HmNh+PIKmrSzYbBKTx3kxZri3m6N9eVw+r8HplPDydhKSR5nt8d6HSdRu8HTlmkqWtbNiWxQNmlmw2yVmTPRk366Xs09DfJxEjw6+/DBJmeU3Ymw8Pr6PHoCqXMPG31uiyBniwGSS8PRyMvKbeDYdiuS9IUm81dvEK20tKVpO+frJ/DA/FrVaZuliI38seDEzjetX6Rg+QPmMaNHGzLjv4/hndyQXo8NYvy+KNbuiKFzMjtOp/F3sMzBts0h+3v8zbee3dSVIfA2+zG4/m29afINR697SRYLwOIWyhbiuh2aZ5u2iL4kgPG+e6nQAi8WCXq/PqFgEQRAEQRCEl5T65BkMf65Av2Id2hOnH7iNuX0r4r4fhxyc7RlHJwhP7uAeLZv+0aNWy3z6ZerZBHnyOZm3NIZffzYyrL8P61bq+WpKvHuCfcmcO638HC5Zxs6s32M5vF9Lk5Zp70PyKCVKO1i0Koa32vixcY2ek0c1VK/9cvXKuHRezdsd/LhwRoNeL/PN9Dg6dTen6b7FSzlYsyuKNX/radnOQo5czsfep3ING8M+T2DcZ978731vKlWzUajo81vq7MQRDeFhKqrWtOHlLXNor5Z3u/jhdEp0ftvEpJ9Sz5YpXEx53cYM90KtgUbNrY99nAM3DvDZhs9ct6vmrsqMtjPI7Zs7o5+SIGSKYjlzQbhy/VLYTcgCh26KviSn9hHTuIMboxEEIS3SlST5559/WLx4MTt27OD69es4nU48PT2pUKECTZs2pUePHuTKlSuzYhUEQRAEQRBeIFJUNIbFyzDOW4z28PEHbmMvmA9TiyZYO7TCXls0PBSeP+NHK2fQv9HVTIHCDx6wlSSlufL/3vfm5nU1t2+qyBny+EHhrGbil57s2qrjp0Ux6WoU7S7nzyiltoqWsBOcw0nzVzMmQXK/UmVtbFyj5/zpl6tc0b+X1bxaP4DIcBU5QxzMXhJDxappK/t0T84QJ736m9J1nwFDk9i+Sc+urTo6vuLP1Dmx1Kjz/CWnjh7U0LpuADabhFotU6GKjcsXNJhMEg2bWxg/4+HlxHx8ZSbMTFui1eawMeyfYa7bfar2YWSjkaK8lvBcyeGZPJPkYugtN0aSLMVMkhOiebsgPA/SVG5r2bJlFC1alJ49e6LRaBg+fDhLly5l3bp1zJo1i3r16rFx40YKFixI3759CQ8Pz+y4BUEQBEEQhOeUlJCI56hvyJa/Ij4DP0mVILFVqUDCmP8RcWQLEWf2EPP1SGy1qj1kb4KQdR3er2H7Jj0ajczgT1M3qr6fp5dMybu9Aw7ufXxpJocD9u7UMvVbD65eUj92+8zmcMD0CR7s3qZj3Agvd4eTys3ral5rHMCw/t4k3m2JcW8mSbGS6Ru8T49iJZXE2NlTz8egsyzDFx97UatUICeOPFnMsTESb7X1IzJcRelyNtbtjUp3guRJqdUwbW4s+QraufGvmtca+dO+iT/vvunLJwO9uXzB/e+Vx0lMkHivmy82m1IKzuGQOLhXR1SkirIVbfy8KDZFqbGn8fOBnzkTdgaAsjnKigSJ8FwKNiQnSW7EZY1yW3b/bFhCCgDgeeYQ2J+/ZK0gvGzS9Ndv/PjxfPfdd7Ro0QKVKnVe5Y033gDg5s2bTJ06lQULFjB48OCMjVQQBEEQBEFwK9WdMLTbd6M5cx7Zzw9HzmBkf78UPUGc3t7YK5dTRqruZ7ejOXEG3bbdeEyagfp2aIrVtoplMXXriKVdS5y5ciSveFzzREHIwjasUUoTv9LOQt78j58ZUqm6jZPHtBzcq6V1+wfPanA64euRXvz2i5HIcOW32aY1ev7eEp1xgT+EzQZLFxmoWtOWalbMxXNqkhKVeBbOMfJmL9MzGxh/nPg4iR6vB3H2lI4923Xs36Xl+1/iXEmSoiUzryRT8VLKa3D2lAZZzvotlGZPNzJ9gjL7qU8XXzbsj8LLO+XnsNOpPI8HPRebDfp09uXCGQ05QxwsWBFDcI5nOysqZ4iTjQeiGPWRNwvnGNm1Vedad3CPln/2RKFWK4m9//6pehqht1V0aeWHt6/MsM8TqFn34YOiN6+riIuVKF7Kkep1/GyIN5cvaMiV28GmQ5EkxEvs2qrj38tqeg1IwtMrY/4uxppjmbB9AgASEt+0+EYkSITnUpAhuaJNhCVrJEkAEktXR3/zCiqLCY9zR0kqVcXdIQmC8Ahp+gu4Z8+eNO0sJCSEr7/++qkCEgRBEARBENzEeXcgy2pFFROHFBOLKiYOzaGjGBb+hW7/4TTtxpE7F+b2rZH9fJBi49AePYnmwBFUiSkbyMpaLabeb2Hq3RV72ZIZ/WwEwe12blYGZ+s3TlsZp8rVbcz7EQ49YibJojlGvv9GGcT283cSFyuxd6eOKxfVDy3nlVHGfurFzO888fRy8v0vcbRsl/y8jh1KjlmWJT7+wId/dkfxgHPsnim7Hfq+5cfZUzqyZVcGpM+e0tK0WqBrm8ycSVKomB21WiYuVsXtmypy5c66ZdR2btEy6iOlKbjRQ+bKRQ2fDPTm+1/icDphzw4ti+YYWb3MQPU6Vn75IwbjfT29ZRk+HeTNto16jB4y85fFpKmXSGbw9pGZ9FMc3fokcfGchuhIiW/HeHH8iPIcvLydDH3Ph+avWpj4Y+xTP54sw6DePpw6rrwPXmsUQMPmFr6aHE/+Qsnvy8sX1Hz3lSd/LTTgdEqUq2Tj3YFJtHzNjF4PK//Ss3COEUmSmTo3Fv8AGf8AOc29XNJj7fm1JNmUv8tdynehQq4KGf4YgvAsGNRGvFQBJDijSFTfzDIJ6fgKdQlYtwgAv63LRJJEELK4dH9lHTNmDElJSamWm0wmxowZkyFBCYIgCIIgCJlPdfUahrmL8Hl7AEEFK5Fdn0u5eOcnW56yBJWpQ0CdlvgM+jTNCRIA9Y1beE75Ea/R3+I5+Ud0W3elSpCY27Qg8tg24r8fJxIkwgspPk7i8H5lwLR2w8c3TwYlSQJw/LAWywPyKlGREmM/VUpZDR2VwImb4dRrrOx7yQJDBkT9cEcOaPhpigcAiQkqer3hx6iPvDDdbRlxL0nSrpMJbx8nxw5pWfiL8WG7e2ZGfujN5rV6DEYn85dFs2F/1N0BaeVs/JA8DrLnzLyBfL0eChZRBsnPZYG+JFGREv8s13PmpBrH3bF7iwXW/K2nT2c/HA6JDm+aWLgqGpVKZsmvRgb28qFGiUDaNw7gz9+MmJIktqzT0/N1P9dxarXC/973Zv5PHkiSzMwFsZSp4P6ZROUr2+nwppl3PjAxdKRS8u7zYV68182X+DgVfyww0u8tP04e0/L37wa2btARHpY8uirLYDZDRLjEv5fVXP9XRUK8lGKSo8MBs6Ya2bJej8Eg06m7CY1GZvNaPa3q+nPqmIZL59UMeNuH2qUD+WOBEadTQquVOXZIy3vdfCnkF0z98gEM6eMDKL1VatXL3PI8K06vcF3vXK5zpj6WIGS27B5KyS3Z8xY3b2aNWcgxDV9DvnumQMD6xWJ2tCBkcen+ljZ69Gj69u2Lh4dHiuVJSUmMHj2akSNHZlhwgiAIgiAILyxZRoqLR3UnDOm+BIJktaEKj0B1OxRZo8FWvxaOgvky5CFV126g27Yb3dZd6LbtQv3vjXTd31amJNYWjbBVrYiUmITqTihSXMrmsNpjp9D9swnJkfKMdkfuXNhqVsFavQq2ejVFYkR44e3ZocXhkMhX0J6mUlsA+Qs5CAhyEhWh4uQRLZWqpxwk/fozL6IiVZQobWPg/xLRaKBjNxNb1utZ8quRoSMTM2Xmhs0GH77rg9Mp0eYNMzlyOfhxsic/TvFkwxo93/0Ux7FDyk/LJq9YqVDZzsiPvPniYy/qNk5bqbHMMGuakV9mKL9bJ/8cRfnKdiRJYvbvsSQmSOzdqaVAodTljjJasVJ2LpzVcPaUhgZNrYSHSahUEBj0bAfMNqzRMfgdHyLClBpTXt5OSpe3c/akhpho5cApX9nGtz/EYTTC4E8TmfiFF7/PN7q2b9fRTMVqNj75wIct6/T0e8uXMRPj6fumLwf36pAkmS8mxdOsddpmTz1Lb/cz8etsD87fTVY1amFhxyYdq5cZWL0sR4ptA7M5cTogIV7CZkt9gGg0Ml7eMmaThNmcvH7kN/H0fM/EwP8l8k4nX04e09K6nj9mk4TTqWzXpKWFD0ckkDufg/k/eTB3ppGwO2rOnlISjeUq2Rg66tE9jJ5WjCmGbVe2ARDiE0LFkIqZ+niCkNmyG0O4lHACNFYOnokgd+5s7g4Je0Aw8VUa4bNvA/qbV/A4dYCk0lXdHZYgCA+R7iSJLMtID/gWeezYMQICAjIkKEEQBEEQhBeJFJ+A/q+V6P/ZiOrmHdShYajuhCOZ01Y+w160ELYaVXAUyIu9SEHs5UrjKFwgbcXULRYMv/2F55SZaE6ff+hmstGIvXRxZI0GNGqcfr7Ivj44/f1wBgdhbdkUe5kSaYpXFRqO5thJpXyXToe9ZDGcOYLTdF9BeFHcK7VVN42zSEApD1K5uo31q/Qc3JsySXLkgIZfZymD1eOmxqO5+0uu2asWfHyd3LymZvc2LbUbZPzZ5z9M8uD0CS0BgU7GTo4jKJtMrfpWhr3nw+ULGto29HclGspWtJG/kINlvxs4ckDLO538WLEtCr3SnoXYGIlp33py8ZyaiDAVZpPEK+0svN03Cf+AjEsaHDukYeSHSumoEV/F80obE5BcEszTS6ZR87T/3zyN4qXsrPoLzp7UcPGcmldqBaDVwcYDkeQMyfwEUmKCxOhhXsz/WUkY5cjlIC5WIiFexd4dOtey1zqbGTA00VVCa/Anidz4V03obRXtu5hp+ZqZe+dKhuRx0rWNH2v+NrB+lR67XcLXz8m0ebE0eeXZvK7ppdXCxB/i6NfNl7ZvmPl0bAKb1+no09kXjVamaAkHUREqLl9Qu/r93M/oIeOwg9UqYbdLxESnHBfp2M1Ej37K1KoChR38tTGaN1v7cXCv8hrfS46Ur5w8w2bIp4nK63xNxZmTGq5dUdPmdQs6HRnK5rCx+uxqCgUWokyOMqw5twa7U4mjVYlWqCQ318UThKd0f1+SY5dv0Rb3J0kAopp2wmffBkCZTSKSJIKQdaU5SeLv748kSUiSRNGiRVMkShwOBwkJCfTt2zdTghQEQRAEQcjyZBntrn2oL1x2LVJFRKJfvxXtrv1IticfuNScv4Tm/KWUD+dhxBkYgKzXgV6HrNUlX9fr7/6rQ7v3EOqbt1OHq9djq1EZa/1aWOvVwlalPK5RzKfkzJ4Na9MGGbKv/1q1VI9arQw2aR7zTXbPDi1L5hvZukFH1Vo2ZsyPzdAmvYLwKDvuJknSWmrrnsrVraxfpWfyOE/279ZSoaqNilVtjBnujSwrpZCq107+PDEaoe0bZub/7MHiecYMT5JcPKdm4hdKia8xE+MJyqYkMpq2tFLtWCSjhynNsWVZmWlQsIgDlQp+WhRD06qBHDuk5bMh3oyfHs+502p6dPDj8oWUb94TR7V8/7Un5avYKFXWTqlyyr9FS9oxPGEVsXsljVq0MfPeh4nY3Thuf6/nyfHDGvp09iUuVhmQfr+HD0vWxmRa35aL59Qs+dXIkl8N3LmlfPi9OyiRj79IQKuFc6c0HDusIXdeJzXrWVN9Pmo0MGV23AP3XbeRlZ9/j6FnBz/sdokSpW3M+TM2Rf+NrKhKTRsHL0a4bjdqbuVceBgOmw2dQYskSSTES1y5qEanl/H2UWaMeHrJqNVKtRyTCaIjlbJbRg9lnYennKI/C4Cvn8zva6NZMt9IhSq2FMmR+0kS5MnnJE++zDtI5x2ex4j1I5CQmPv6XFaeWela16ZEm0x7XEF4VoINIa7r527dBMq5L5j7xDRoh3NcX1R2G/4bfufGoAm4vVmXIAgPlOYkyeTJk5FlmZ49ezJ69Gh8fX1d63Q6Hfnz56dGjRqZEqQgCIIgCEKW5XSiW78Fzy8nodt3KG13CQzAkSMYZ45gnNmDkb09kztMqlQ4g4NwZg9GiohEv24L2j0HUpWvkpJMqJNupitUa7VKWJvWx1q/FraqFXni0Uc3ObBbS++OfgDkye+gz/uJdO5hxss79dnn+3dpad/Y31XeZPkSNTlDHHw+PnNLmAgCQHioijMnlVkLteqnb+CzWWsLU772JDpKdbcMUPL71NvHycivUx/Dr7+lJEn+Wa4nKQn+Uxn5iVmtMLCXDxaLRIOmFtp3STn7zddPaY796utmvvzYiyYtLa6xnzz5nEyfH8ubrf2Y/5MHGg38Pt9AYoKKkLwO3huSSPacTuLjJGZN9eDUcS17tuvYsz35FHq1WqZ5Gwsz5semK4cry0qPDYBO3c1ub+BbvJQyOH7vmAgIcmJKkti5Rc+MSR4M+Ch1z88nFRsjsXyJgd/nGzi0L/m1DMnjYMrs2BRJtJJl7ZQs++R9Q5q2tLJkXTSH9mnp+V4Snp5PFbrbqNXgvO9l8PKWH9pPRZKU95eHR9pmAHl64ppd4k67/90NgIxM37/7Yr2bNcztm1s0bBdeCNnuS5Jci8k6zdsdPv7E1WiO346V6MJv4XVkBwmV6rk7LEEQHiDNSZLu3bsDUKBAAWrWrIlWq33MPQRBEARBEF5Qsoz68r8Yfv0d469LUF97dLLCXiAv1uaNMHfpgK1iGdJTRyPpfwOR4hNQX7qK+uo1NKfOojl2Cs2ps0jxCUgWK1gsSBYrkv3BgzrmV5uTOOwD7NWe75rjSxcnDxZfv6rmsw99+HaMF2/1NtF7QBK5cicPWs37UTmLvGY9Kw2aWhj7qTczv/Okem0bzV/NerXyhRfLzi3Ke7xUWZtr5kVaFSvp4PiNcI4f1nJ4v3I5ekDLzetqRk+IJzhH6sHZyjVs5C1g59oVDetX6mnbMWOO8ZEfenNonw4fXyffTI976IBT/SZW6jeJSrW8YTMrgz9NZNKXXq7eIDXrWflpUUyK16VTdzNnTmg4cVTD6eMaTh3XcOqYVkkULTXwWZCT8dPjU+3/YY4e1HDrhhoPTyd1G7v//V6gsAOdTsZqlZAkmRnzY7l5Tc2HfX34+jMvqtawUbXW088AWvGnng96+Lp6ZKjVMg2aWenYzUTTVpaMmiyYQs26NmrWzdwG48LTuxyVPMvVZEtO2rxa4tUHllMXhOfN/TNJzNqb3LwJuXO7MaD7RDXrjN8OZfZWwPrFIkkiCFlUunuS1KuX/GY2m81YrSnPjPLx8Xn6qARBEARBEJ6CFBaO9uhJNMdOooqKURY6nagio1GFhqGKiFL6ZbjuIOH09UEOCsAZ4I8jbwj2cqWxlyqOKiwCzbGTyv6On0J14xbqO+FIptRnhtpKFcfU6y0wKoP5sk6LrXplHEUKPtXpbLK3F/bypbGXL42l7SsP39DpTE6Y3E2eyJ4eyIHPf984ux1W/qWM8P3yRwwRYSp+nOLBpfMaZkz05JfpHvz+TzTVatuIjZFcZ9+P+CqeilXtREWq+GGSJ8P6e1OttjVDex8Iwn/dK7VVp9GTlc/x9IQadWzUqJM8+GyzKT0VHkSS4LVOZiaP82LpYmOGJEkWzzMwd6aHMqj/a+wTN1//cEQixw9r2bhGT58PEhn5TUKqUnmSlHpWgyzDhtU6ur+mzESpXN3GG13T1sdpzd/K+7/xK1aMRmVf7qTRQKlydo4c0DLo40TqN7Eiy7B5ndI0/NX6ATRtZaHfkESq17YhSRATLbFzi474OIk3upofWyrwxBGNK0FSvJSNjt3NtO9sfmBSTXi5OGUnV6OvPnDdqyVefbbBCEImuX8mCd43OXs26yRJYuu2xqk3orKY8Nv0J9eGfg8aceK58AAWC+zbB//+C0lJkC0bVKgABQq4O7KXQrqTJElJSQwbNowlS5YQGRmZar3DkbVrkAqCIAiC8GJRXbuBdv9hNMdOoT16As2xU6hvhz6zx5dVKqzNGmDq+SaWV5u7t86wSgVGI7LRyIuWAti9TUdEmJqAQCdNWlrQauGt3iY2rtHx3VdeHDmg5ZOB3qzfH8XSRQbXQGGFKsqg6/DRCWxYrefiOQ2jPvLm+18eXGdfEJ6GwwG7turYtPZukiSd/Uge5XET+V/rrCRJNq/VERUpERD45J8Cxw5pGN5fOfnto5GJNG7x5M9DrYb5y2IIu6MiR660D9hLEjRtZeXDzxKZMMaLYe/53O1Xorynt27QsXSRgXfeT0pRGkmWYfUyJaH6Stu0JVWehcmzYjl+WMtrnZWYJAkm/hgHEqxZpmf9KuVSvrINtVrmyAGtq1zgxjV6ps+PfWiFxH+vqOjxuh9ms0SjFhbmL4sR/ZcEl1txtzDbleOuWp5qhCaEcjX6KiWDS1IuZ9bo2yAIT+v+mST43OTMGWjc2H3x3M/p4UVM3dYEbFiCNiYCnwObiavRzN1hCVnJrl0wZQqsXKmcFePrqzSdi4pSEicFC0KfPtC3L3h7uzvaF1a6f8UPHTqUzZs388MPP6DX65k1axajR48mV65czJ8/PzNiFARBEARBUJjNaLfuxGPyj/i8PYDAYtXIVqgyfp374PX1FPRrN6cpQSJLErJanXxJxywPZ4A/9lLFsDSqS/xXnxJx5TAxK35TZniIRoyZZvkSZXSw1Wtm12CxSqUMoi5YEY2vn5NTx7UsmmNk0Ryle26XHsm9CAwG+O6nOCRJZsmvRtcgtiCkx+ULahITUn5eyLLSkHvUUC8qFgjijeb+hN5WSj3d32A9sxUt4aB0ORt2u8TKP5+s31BkhMSsaUa6v+aHxSLRtJWFwZ8kPnVsKhXpSpDcb8iniTRsbsFslujV0Zezp9S809mXTq/4s+RXIx2a+nP8cPK5f+dOq7l8QYNOJz9VciejFSvp4PW3Us4I8fOXmf17LDtORNLtnST0epmjB7Uc2qfD6ZQoUtyOTiezepmBLq38iY6SSEyQiIyQuHldxR8LDLzezI/qxYK48a+aAoXtzJgf+9wlSM6EnaH6jOrUmVmHG7E33B3OC+dK1BXX9Qq5KvBPj3+Y1HISCzouEKW2hBeGny4IjXT3C6L3Lc6ccW88/xXdtJPruv/6xW6MRMhyXn0VOnaE/Plh/XqIj4fISLhxQ5lNcuECjBgBmzZB0aKwYYO7I35hpXsmycqVK5k/fz7169enR48e1KlTh8KFC5MvXz5+++033nzzzcyIUxAEQRCEl5gqNBzjzDl4/DgPVXjqmaz3c/r5Yi9fGls5pTyVI2+Iq9SV7OeHI0c2pfzU/QkNWUaKi0cVGY0UEYnmwmU0R0+gOXMeZ2Ag9vKlsJUvg71cKeQA/8x8qsIDWK3J5XPadEx9ZnhgkMxHnyXw2Yc+fD7Mi4R4FTqdTPs3U5ZEq1LTRp8Pkvhxiif93vJl2OcJvN3XlKr0jyA8yD/L9fR83ZdqtWws2xwNwOxpRub95MGFs8kHkX+Ak9YdzHR7x4Sn17Od0/VaFzMnj2lZtthA93cf3iza4VASPteuqgm9peLObTUnjmjYuEaPzaZ8XhYqamfqnFi3535VKpg+L5am1QK5eklD/fJBd5fL5Mnv4N/LGjq28OfP9dGUKmd3ldqr18SKl/fzMaeucDEH42fEM/TzBJb/bsDoAfWaWMid18nOrVrefs2P3dt0lMge/NB91KpvZfz0OHz9no/nfE9YQhhv/f4WN+OU3l5D1wxlYaeFYvA+A93fj6RgQEH8jf50Kd/FjREJQsZTSSqCDDm5Y7rmKreVVZq3A8TWbIHD0wd1Yhz+m5dy7X8/IOuf7IQG4QXTsiX89dfDpwwXLKhcuneH06fh9u1nG99LJN0/CaOioihYsCCg9B+JilIa9NWuXZt+/fplbHSCIAiCILzU1Bcu4/nN9xgWLUWypj4jWNbpsFWvhLVOdewVy2ErVwpn3tzp/0UkSci+Pjh8faBgPuxVK8KbHTLoWQhPa8dmAzHRKrLndDz0zPy3+5mY95MHF88pX2+bt7EQGJR6sHD4mAQO7dNycK+OEYN9mD7Bk6q1bFSqakOnl4mNkYiJVhEbrcLX30mBQg5kGe7cVpE9h5NX2lpEjf+XUFSkxND3vJFlib07daz4U09kuIoRQ5SSVAaDTNPWFtp3NtOgmQWdmyYqtX3DzBf/82LvTh0r/9KTJ58D/0AnobfUnDymNEU/eUzLuVMaTKYHf06WrWDjja4mXu9qzjID7v4BMrN/j6F13QAsFonK1a18PTWefAUddGzhx+H9OlrX86dUWTtXLinTKLJSqa20yhYs0/v9lMmt2vVtLNsUzdsd/Lh5LXmKiFYrk7eAg/ZdzHR40/TEPWPcKcmWRNclXV0JEoAtl7ew/PRy2pZq677AXjCXo1MmSQThRRVsCFGSJJ4RxCVauHlTn2X6ksh6A9EN2hG0ah7qxDh89m8ktk4rd4clZAXvvpv2bUuWVC5Cpkh3kqRgwYJcuXKFvHnzUrx4cZYsWULVqlVZuXIlfn5+mRCiIAiCIAgvI82+w/i3eANVfIJrmaxWY3mtJZbG9ZVG5qWKgV7vxiiFZ2HFXx4AvNrh4c2LtVoYNT6erm2UmT5dejz4LHoPD1i+NZoFs4x8PdKL2zfVLF+idpXzepyPP5Cp38TKkE8TqVLz2ZVSEtxrxCBvIsLU6HQyVqvE6GHeREcqUywG/i+BAUOT8PZxf0IhV24nNera2L1Nxzud/B65rdFDpmBhOzlCnOTI6SAkr5MWr1ooUcb+yPu5S9mKdlZsiyL0torGr1hdM1wWrY6h0yv+HDmg5cAeJTul1co0a/30zeuzijIV7Ow7F0F8nITeIKPX89yV1Povh9PBgOUDOHb7GAB+Bj9izDEAjNgwghLBJSiWrZgbI3xx3F9uq0CAaP4rvLhSNm+/xZkzBbJMkgQgtu6rBK2aB4Dnib0iSSI8WkICOP9zAoSPj3tieUmkO0nSo0cPjh07Rr169fjf//5H69atmTZtGjabjUmTJmVGjIIgCIIgvGQ0R0/i36qzK0Hi9PXB1Pstkt7rqcwUcYPoKInB7/hQoYqNgf9LypTHuHFNxbLFBt7ua8oSA65ZwfEjGlbdTZK0fePRg56NW1gZ9HECcbEq6jZ6eC8CtRq6v2uiw1smjuxXBlaPHdIgSUqPAF9/J75+MlERElcuadBoZLIFOzl1XMPh/Tq2rNezZb2e+k0sjJkYT9ESjgx9zk/LZIKt6/VUr2PFP0AcR09r304tSxcbUalkFq2J5r2uvty6oYxQ12loYfjoRLeXpLrfZ+PiGT/ai/A7KiIjVERFqAgIclKqnJ1SZW2ULGundDk7+Qs5nruB9nKVUidwfP1kVu2I4vhhDdf/VXP9XzVlytufqnF9VqTR8EK9n7/Y/AVrzq0BwFvvzbKuy5iwfQKrz60mIjGChj83pFeVXnxU5yN8DGJQ6GncS5IYNAZyeud0czSCkHlSN28vQJMm7ovnvxJLVnFd9zhz0I2RCFnWlSswYABs3Qrm+2bE3qsd58havzleNOlOkgwePNh1vXHjxpw9e5ZDhw5RuHBhypYtm6HBCYIgCILw8lGfPqfMIImJBcBaryYxy+Yje3u5LSanE/p392XzWj1rVxioXMNGrXrpm0VgMsG6FXpqN7QSlC31QJfJBF1a+3P+tAarVeLDEU/fLPl5l5gg0e9NP2w2iRZtzFSs9ujXXJLgf2PS/rp5ekLtBjZqN0j7/+W/l9VMHe/B4nlGtm7Q0+kVDZsPR+Ln757By8REuPGvmuAcTnx8Zf5YYODb0V7cvK6mWCk7a3ZGPfO+GC+avTuVGtGt2luoVc/G8NEJDOnji4+vk8mz4rJUggSgQhU7i1bFuDuMZ0qtVp53hSpZcxaMkNK8Q/OYuW8mAGpJzc+v/UyJ4BJ81ewrzoSf4XLUZRyyg5/2/8TSU0uZ9dosquet/sh9ztw3k2WnltG9Ync6l+vs9p4m12OvM//wfFoUbUHFkIoZum9Zljl2+xi+Bt/HzgxxOB1cjb4KQH7//KikLPaBJQgZKOVMkpucPOm+WB7Elj03toBgtFFheJ4+mLWapghZw1tvKcfFL79A9uzi+HjGnqpNpdlsJl++fOTLly+j4hEEQRAE4SWmunkb/5adUUUoPc+s1SsT8/evyF6ebo1r0lhPNq9NLus1tJ8Pmw9HYkhHv8WZ33nyzSgvArM5+XpqHK3bp5wVMWa4N+dPK1/N9u54SOO+l8yng7y5fFFDzhA7E3+MzRK/E/IVdDBhZjzvD0+k0yv+XLmoYeh7Pvy08NnGl5gIv8zwYMYET6KjlEEvjUbGbk8O4twpDR/09GHW71njtXtenT6hvB/LVlSSaZ26m5EkKFHaTkie568PhCC409bLW/lk3Seu2183/5r6BesDkN07O5t6b2LG3hlM3T0Vs91MRGIE7694n/399z808XEm7Ayfb/wcgCGrh7D50mYmvDIBP6NfJj+bB5Nlmd5/9ebY7WMsOb6EIx8cydDkxJITSxi4ciAA1fNU560Kb9GyeEuMWmOqbW/E3sDmVD67RD8S4UX335kkxw8oFYu83HeeVUqSRFKJyvjuWoMmNhLd7X+x5srv7qiErOTYMTh0CIqJcpPukO6/1A6Hgy+++IKQkBC8vLy4fFlpAvbZZ58xe/bsDA9QEARBEISXgxQXj1/rN1HfuAWArXwZYlb+5vYEyeZ1OiZ+ocTw5XdxZM/p4PIFDVPGeeJ0wu7tWkYM9mbWtNSDE/dbu0JJskSGq3inkx/vvulLZIQy4LN+tY45P3i4tj20T4v9JT8h+u8lehbPMyJJMlNmRWW5MjP5CjiZMT8WjUZm5Z8GFs1Je8bs5nUVJ45okJ/gKZnNMGuqkerFghj7iTfRUSqMHsqO7HYJXz8nn30dz58botBqZVYvMzDla/e+h553p08oycuSd3t1qFTQ+W0z5Su/5G9SQXgCn234DIeslAt5r/p7dK3YNcV6o9bIh3U+ZEffHZTJXgZQZmUcunnoofucuGNiiturzq6i0axG7L++P4OjT5vd13a7eq2EJoSmaEyfEf4+9bfr+t7rexmwYgDlvy/PiPUjOHnnJBZ78kkYl6OSm7aLfiTCiy5In8t13TvXLex2OHDAjQE9QGLJyq7rHqdFyS3hP6pUgevX3R1Fhvt659dIoyUGrR3kWlZ/bn2k0VKKS99Vfd0XJE+QJBk7dixz585l/Pjx6HQ61/LSpUsza9asDA1OEARBEISXhMWCX8feaE+cBsBeIC8xqxYi+/m6NaxrV1W819UXWZbo1ieJ3gNMjJ0cD8DU8Z5ULBDEa40CmDXNgxGDfTh7KrnA/54dWnq94cvu7VrCQ1UcO6Scjf7O+4mo1TLLlxioVy6QRXMNDH5HeZ69ByTh4+skKVHFqWNPNeH3uWS3K/0fvhrhxdB+Sg36gf9LpHrtrNmAuUIVO0NHKX1zPurnw2+zH50oA7h8QU2DCoE0qRpIlSJBjB7uxfV/U34lj4mWsP6npYrNBr/+bKRmiSBGDPEhPFRN3gJ2vv8llotRYVyND2Xf+XCO/BtO/w+TqF3fxtdTlWP1m1GejB/tmaK0sZA2JhNcOqe8r0uVFUkRQXga4QnhXIi4AEDZHGUZ0XDEQ7fN45uHnlV6um4vP738gdudDj3NqrOrAAgwBuBn8APgZtxNOi/uTGh8aAZFn3Yz985Mcft8+PkM27fNYWPf9X2plseaY5l1YBaNZzcm3zf5KDO5DC3ntkyRQCroL2aSCC+2+2eS+OdTkpO7drkrmgdLKpGcJPEUfUmE/5o1C775BubNU2aUHD+e8vIcOnDzAD8e+pGy2VO36Hin4jvc/vC26zK+yXg3RJgs3UmS+fPn89NPP/Hmm2+ivq/TX7ly5Th79myGBicIgiAIwotPu2sfOWq1QL9pOwDOAH9iVi7EmT2bW+OyWKB3Rz9iolVUqGLji0nKgHPLdhaatTZjt0vcuaXGx9dJnvzKWbG//qzMBjl/Rk23tn6sXmbg9ab+DOytDPiXKW/ji0kJrN4ZRdGSdiLC1Ax+x5fIcBUlStsYMS6eyjWUshj7d71cJbdmTzdSKmc22jQI4PtvPImPU1G1ppUhIxLcHdojDRiaRJceJpxOiQ/7+jB1vMdDZ4gkJkj0eN2PuFjlK/iNf9X8MMmTVnUCCLujwuGAEYO9KZE9G4X9g3mllj993/KlWfUAigdnY+h7Pty6oSZniIPx0+PYdSqSN7qaUavBYFBmt3gkT0jizV4mevVPQpYlJn3pRf3ygWxep3twcMIDnT+twemUCAhyEpxDlNYShKex/0byzI66Beo+tgTVK8VeQatS/hauOLMChzO5Ye35iPPMPzyfQasGuZYNqj2ITe9solqeagAkWhNZcWZFBj6Dx7sQcYENFzekWHY+IuOSJMduHyPJlgRAu1LtWN5tOa+XeR2DJuVsxvDEcA7dPMTBm8mDsAUDRZJEeLEFG5OTJNqA5CTJk8zczSxJJSq5rovm7UIq4eFw6RL06KHMKilfHipUSP73OZNgTeDNpW/yc+uf8Tf4p1rvofUgh1cO18VH7+OGKJOlO0ly8+ZNChcunGq50+nEZktfA1NBEARBEF5eUnQM3v2GEtigLdpzFwGQDQZils7DUSz1d41nbcUfBo4f1hIQ6OTnxTHo77YkkSSYPCuOoaMSmLc0hhM3w/l2RhwAfywwcPO6im7t/IiPUxGYzYnDIbn6mTRsrsyIKF/Zzob9kbw/LBGVSsZgkJnxaywGA1SrpUwh2L/n5RnMXrrIwKeDfIiNUeEf4KRdJxNT58Ty+9potFk8V6RWw8Qf4/hguNIwfuyn3vR6w5cb11QkJsLJoxqW/6Fn0lhPOr3ix7lTGrLndLDvXASzfo+hcDE7obfVvPumL306+zJrmgeyLGG1Shzer+Pv3w0cO6QlMUFFULCDLybGsedsBN36mNL02nz5XTw/LYohRy4HVy9p6NLKn7GfZpXi3Flfcqktm+jrIghP6f4kSdXcVR+7va/BlwaFGgBK2ap7MyjGbRlH3R/rMuyfYRy/o5xZG+wZTNcKXQnxCeHbV7517eNZJ0l+2v9TqmUZmSTZ/e9u1/Va+WpRLU81pr46laMfHGVs07G0LtGaSiGVyOmdM8X9Aj0CKZ29dIbFIQhZkUHtgbfWDwCT9iYGgzLmfD7j3oJPzZYtF9ZsSlkwj3vN2wXhnp49lWTInj1w+TJcuZLy3ywgLi4uxcViefiM//5r+tOySEsaF2z8wPW/nfiNoPFBlJ5Rmo83fuw6CcBd0l3HoWTJkuzYsSNVs/Y///yTCs9hVksQBEEQhGcsKQnjLwvx/HoK6tBw12Jr5fLEz5yIvVypZx6S06n0GbjfvR4ib/dLInfelGeQ+wfIfDgi0XW7biMr+Qra+feyhuY1AggPVZMnv4N/dkeyeqmBz4Z4Y7VKNGuV/CVSr4dPxybwZk8TkqQ0BAeoUjN5Joks88IPzO7dqWXQ3Zk27w5MZOQ3Cdw3Wfm5+O0oSfDJlwkEZXMyergXa/42sH6VPkUT9Xs0GpmfF8WSr6CDfAUdFCtpp3mNAPZsV5JiOp3M97/EUq6SnSMHtNy8oaJgYQdFitspUNiR7qSRJMGrHSw0bGZl/Oee/PS9Jz9O9uCD4Yl4+zwHL66bnflPPxJBEJ7cgevJzQEq5678iC2TtS3ZlvUX1gNKya3cvrmZsXdGim08dZ582exLV+PyokFFKRFcgjNhZzhw4wA3424S4hOSat/3O3bnGH1X9qVsjrLMbDcTvUafnqcGQERiBH+c+MMVU6JV+Z5wr8RYRtj1b3LtoFr5armu+xn96FWlF72q9HIti7fEczb8LP9G/0vFkIp4670zLA5ByKqyGUKIt8UQYblJ1SoyO3dI7NqVtfpgJ5WojC58BZqEWPQ3LmHJ4/6Tw4Qs4t9/YcUKeMDkhKwiT548KW6PGjWKzz//PNV2i08u5vDtwxx458GNgbqU6UI+33zk8s7F8dDjDN84nHOR51jacWlmhJ0m6U6SjBw5ku7du3Pz5k2cTidLly7l3LlzzJ8/n1WrVmVGjIIgCIIgvABUN29jnLcYj2mzUIVHupY7vTyJHTkUy/u9kTTPvg/H5nU6urX1Y8RXCfQdrJy9YjLB5nXKAEnz1o/vh6FSQdd3THz5sTfhoWo8vZzMXxpDUDaZ7u+aqF7Hyr9X1FSslnqgNX8hR4rb5Svb0GplQm+ruXZVRb4CL26Jn8sX1PRo74fVKtGynZlR4xNSJaueJ30GJlGnkYVPBvq4kh4BQU4KFbFTsIiDQkXtNGpupVS55OOgSHEHk2fF8U4nP3z9nMz5K4aadZVEWYHCjgc+zpPw8pYZPSGBzev0XDynYeMaPe06iSYlj3NvJkkJkSQRhKdispk4cecEAEUCixDgEZCm+zUt0hSDxoDZbmbV2VWY7WZsTuUzsn3p9vSs3JMyOcqgU6ecfflqiVc5E3YGgJVnVtK32qObwX657Utuxt3kZtxNZh+czXvV30vvU2Tx8cWY7crn6lvl32L1udXciL3B+YjzyLKM9JRnPVgdVtdsnFzeucjvn/+R23vrvamSuwpVcld5qscVhOdJsCGEy/GnsDotVKoVxc4dgezapZygn1UklqyM33ZllpvHqQMiSSIka9gQjh3L0kmS69ev4+OTXBZLr099UsH12OsMXDuQDV03pCoHeU+fSn1c18tkL0NO75w0mt+IS1GXKBRQKOMDT4N0/wxt06YNK1euZOPGjXh6ejJy5EjOnDnDypUradKkSWbEKAiCIAjC88psRv/HcvxadSaoYCW8Rn2TIkFibvsKEce2kdCvJymmDzxDE8Z4YrdLfDPKi9DbylejHZt1mJIkQvI4KFMhbYOjnbqbMBplJElmxvy4FIOqxUo6aNrS+oh7J/PwgLIV780meT5Lbv35m4F2jfy5dePhXzWjoyTefNWP6Cil58vUubHPdYLknhKlHSzdGM3esxGcCQ3j9O1wVm6PZsrsOD4YnpQiQXJP6/YWNh+KZMeJSFeCJDNIErR6TRnAW7U0/WdJv2xkGU4fV6buiJkkgvBgi44t4rP1nxGeGP7I7Y7ePupKbqRn0N5L70XjwkqZjsikSH4//jugJADGNh1LpZBKqRIkAK1LtHZdX3H60SW3rkRdYd+N5Gbok3ZMIjzh0c/nQTZe2Oi6/naltykSWASAOEscoQkpG8g7ZSd2Z/o+V47eOorJZgKgZr6aT510EYQXUTZ9Ltf1whVvAXDiBMTGuiui1ExFyrmuG/4VvZ2F+7RuDYMHw+efw19/KbNK7r9kAT4+PikuD0qSHLp9iLDEMCr+WBHNGA2aMRq2/buN7/d9j2aMJkWPsXuqhSj9xC5GXcz05/AwT3S6Zp06ddiwYcPjNxQEQRAE4aWkunoNj6mzMP66BFV0TIp1skqF5fVXSRz6PvZypZBlGSzu6Wt2eL+Gw/uVwRWTSWLCGE++/SGetcuVM16atbakudxVUDaZpZuiMJslatR5uudTpaaNQ/t0HNit5fW3nr+z/ad87cmFsxp+nOLB6G9TN1632+HdLr5cuaghdz4H85fFpGg4/ryTpNQzhB6nZNlnMwjfsp2FyeO82PSPnsQECU8vUXLrYcLuqIiKVKFSyRQtKZIkgvBff5/+m8GrBgNw8OZB/u7690PLVO2/ntyPpEqe9M1saFOyDavOpqxa8W7Vd/Ez+j30PoUDC1MyuCSnw05z+NZhLkZepHDgg8/MvZd4uSfBmsC4reOY1GpSmmOMM8dx4MYB12MXCChA0WxF2XJ5C6D0JcnhnQNQ+ooMWjWIiMQIelXpxYAaA/A1+D72Me4vtVUzX800xyYIL5NshuTSerLXTQoWLMPly7B3LzRr5sbA7mPJW8R13XAt48rxCS+AvndnPY4Zk3qdJIEj42aZZ6ZGBRpxot+JFMt6LO9B8aDiDK81HLUq9cmRR+8cBUjVU+tZeuLz9Q4ePMivv/7Kr7/+yqFDhzIyJkEQBEEQnlOag0fxffNdgopVx/P7n1IkSBz5cpPw2YdEnNtL7IKZbuk98l+/TFdG5stWUJIaC+cYOXdazfrVSuKkRZvHl9q6X4Uq9qdOkABUq6XsY9/u528mSVSkxIWzynk4f/5mxPqACTRf/M+L7Zv0GD1k5i+NIVv2F7ekWFZTurydfAXtmM0Sm9Y+f8fXs3TquHIcFyrmwGh0czCCkMXciL3BsDXDXLeP3DrCyA0jH7r93mt7XdfT0rT9fo0KN8JT5+m67WvwpU/VPo+4h6JdqXau619s+uKB2zicDpacWAKAWlK7+nYsOraI7Ve2p3m2x46rO3DIyuBVg4JKs/liQclNEM5HnMfutDN+23g6/NaBazHXSLIlMXX3VKrPqM6CIwtS7C/BksCQVUMYsmoI8ZZ44D/9SPLXQhCE1ILvS5KEmW9S6+5bZdeuh9zBDSy5CiDfPQtLf919Z80LWZDT+fDLc5IgAWW2Z+ng0ikunlpPAo2BlA4uzaWoS3yx7QsO3TrE1ZirrDi3gm5/d6NuvrqUzV7WbXGnO0ly48YN6tSpQ9WqVRk4cCADBw6kSpUq1K5dmxs3bmRGjIIgCIIgZHVWK96DRxBYozmGJcuRnMqgt2wwYOrSgaj1fxJxfj+JI4fizJ/XzcEqwu6oWP6HMmPk2x/iaNbajMMh0esNPyLC1Pj6OaleJ20lsjJa5RrK4547pSHszvNVg+rQvuTO4pHhKjauSXlW8e/zDfw4RRnsmjon9pnNoBAUSsktJfm3etmDawQLitOiabsgPJDD6WDAigHEWeJSLJ93eJ6rcfk9NoeNT9d96ppREeARQMGAgul6PA+tB82KJJ8C3q9aP3wMPo+4h6Jn5Z5k98oOwLoL69h+ZXuqbdacW8Pt+NuAkoz5qM5HAMjIvLHwDQp8U4C6P9al15+9GLdlHDuv7nzgY225tMV1vUEhJUlSNKioa9nOqzvpsKADk3ZOwimnPDEg2hTNR2s+YuPF5HJd/1v3PxYeW8jCYwt5Z+k7JFoTOXjjIAAhPiHk9c0a36UEIau5fyZJ+H1Jkt27lXHmrEDWG7DmUN7D+usXlPqegvAS0al1bLyykaYLmlJ8WnE+XP8h7Uu0Z2XnlW6NK92/unv37o3NZuPMmTNERUURFRXFmTNncDqd9O7dOzNiFARBEAQhC9McPEpA/TZ4TJvlWubMFkjCqKGEXzlE3LxpRFeuQ5I5aw32z//ZiM0mUaWGlXKV7HzyZQIqlczFc8rAaOMWFrTax+wkk2QLlilTXplN0q2dHwnxz0/d8YN7lBdNo1F+8C2am3wK/unjGob3Vwa2hoxIcA3WC89Wy3ZKCbcNq3WYTKnXO51w4oiGS+fd0yfozi0VSUlueegUzhy/lyRxTzlAQciqpu2Z5poZEuITwujGo13rhq0ZxuZLm7kRe4M78XfovLgzsw/Odq0fVGvQE/XS+KjuRxQJKkKDgg14p+o7abqPp86TEQ1HuG5/tuEz18yQsIQwev3Vi3eWJu+rU9lO9KjcgyJByaVwbE4b5yPOs/rcaqbsnkKH3zqkmNEBIMuyKwlk0BiokbcGQIr9rD2/lr3XlddMLan5pP4n7HtvH6+Ves21zagNo7A6rCw/vZw/T/zpWr718lY6L+rsagpfK38t0Y9EEB7ivzNJypcHLy+IiYFt29wWVir3mrVr4mNQx0a5ORohS9m0CVq1gkKFlEurVrBx4+Pvl8VtfXsrk5tPBiCPbx62vb2NyGGRmEeYufD+BcY3GY+P/vEnQGSmdPck2bZtG7t376ZYseSpo8WKFWPq1KnUqVMnQ4MTBEEQBOEZstvR7juM+lryzFBZpcIZkgNH7lxIdgdSQqJySUxEFRWDYd5i9JuSz8yUdToSxn5K0rvduFefJiZaol65QHx8ZTYfjnRb4uF+VivM+1GJr9cAZTS2WEkHnbqbWThHWd48naW2Mtq0ebG0axjA0YNaurb1Y/S38Wxaq6dIcbtbkwvRURKXzmmoVN32wH4t+++WCOszMIkZEz3Z9I+OO7dUePvI9Onii9ks0aCZhY8+S3zGkQv3VKhiJySPg5vX1fR7yxcfXxmLRcJqAbNJ4sRRDRFhanQ6mZXboyhX6dnNpNi7U8vrTf2pVM3Gss3Rae4JlBnuzSQpIWaSCILL5kub+Xb7twCoJBXT20ynet7qnI84z29Hf8NkN9FlcZdU99OqtHzT4hu6lE+9Li0KBhRkx7s70n2/9qXb88vBXzhy6wjnws8x//B8ulboSrcl3Th6+6hru8q5KtO4cGN0ah2LOy9m4dGFnI84z8XIi1yOvIzFkfx3d+HRhdTKl1zu6nzEeW7G3QSgRt4aGLXK9whfgy85vHJwJ+GOa9sQnxBmtpvpal4/vc10bsXdYu/1vVyKusTYLWP5/VhyjxSVpMIpO9l/I7mny/2PLQhCSv+dSaLRwOuvw5w5MH061KkDmifqzpyxLHmKwP5NABiuXyDRL9DNEQlZwowZMHAgdOig/AtKQ51XXoHvvoP+/d0b3wsu3R8NefLkwWZLfTaVw+EgV65cGRKUIAiCIAjPiMmEfs1G9CvXoV+7GVXkk5/JZC+Un9iFP2GvmLKO6B+/Ggi9rSb0NmzdoKPJK+4pYXW/lX8aCA9VkyOXg5btkgc+PhqZwIo/9Wg00KCpe+MsVtLBotXRtG/iz57tOppWU348qVQye85GkK9A5tQM2LlVy87NOnq+ZyI4R/JjnDyqYeynXuzYrMNul/jky3g+GJ7ydH+bDY4eULJgnbqbOLhHy/7dOmZN8+DOLRUXz2nIGeJg6pxYVFlrYtFLRZKgdQczM7/zZO2KB5fckiQZq1Xi3Td92bA/Cm+fh5eCsFjgr98M5MnvpEZd6xMPPiQlweB3fLDZJPbu1LF1g85t70OTCVdvHVFuSxCUElsTdkxg8s7JyCifBwNrDqR63uoAjG02lhN3TnD8zvFU9w3yDOKX9r9QNU/6epFkBJWk4sumX9JybksAxmwaw44rO1wJkiDPIAbVHMQbJd9Aq1b+foX4hDC07lDXPhxOB//G/Msrc14hxhzDP+f+IcmWhIdW6Wt2f5mse6W27imXsxx3LihJkpbFWjKx5cQUDeclSeKLpl/QdHZTZGR+3Peja92rJV6laZGmDFgxIMU+RdN2QXg4f3021JIah+wg3HwLgO7dYelSuHoVVq2Ctm3dGiIA5rszSUDpS5JYproboxGyjK++UpIhA+773P/gA6hVS1knkiSZKt0/Yb799lvef/99pk+fTuXKlQGlifvAgQOZMGFChgcoCIIgCEIGk2U0+49gnLcYw5K/UcXGPf4+j2AvlJ+kD/tj6vo6GFIOuMoyzP/Zw3X7z9+MWSJJMnu6cpZn93dNKWa25MrtZNOhSAC8vN1fH7hcJTsLVsTQpZUfNquEr7+TiDA1s6d5MGZiQqrtbTaYOt6TPxYYGDoykdc6m9P1eNFREj07+BEXq2LuTA9GT4jnja5mQm+r6NzKj/DQ5PJL333lxRtdzeTIlZxIOXVMg8kk4efvpHAxB/0/SmL/azp+mOSBwyGhVsv8sCCWoGzuf21fdoM/SSQwyInNJqHTyxj0MnoD6PQyufM5KFrcQfOaAVy9pGF4f2+mz4974KwOhwP6d/dl1V/Kez8g0EnzVy20fM1MnYZWdA/oDb94noFfpnuABDqdjE4P5SrZiIpQceVi8s+TKeM8nzhJcvKohg1r9Bw5oOXCWTW9ByTRq/8Daos9xLLFBux2iZC8DkLyZJEi5oLgJqHxofRb3o/d/+52LWtWpBlD6gxx3TZoDCzqvIjfjvzGzbibRCRFEJEYQX7//AyrN4wQn5AH7fqZqBRSiS7lurDw2ELMdjP/nP8HAI1Kw4I3FlAuZzlsloeX1VOr1BQMKEjL4i357ehvJNmSWH9hPW1LtsXhdDD/8HzXto0KNUpx35GNRhLkGUT1vNXpULrDA8tklclRhrcqvMWvR351LcvpnZNvWnyDv9GfK9FXmLhjIgB5/fKSxzfPU70egvAiU0tqgvQ5CTXfINyszPDy8oJevWDSJPjxR2jePNVPlmfOkie5HJ9o3i64xMQoB+h/NW0Kw4c/83BeNmlKkvj7+6f4Y56YmEi1atXQ3D1NzG63o9Fo6NmzJ22zQkpWEARBEIRUVHfCMPz2B8Z5i9GcuZBqvdPLE2uzBtiqVUa++zdesllR3biN+tZtZJ0e2csT2cvj7r+eOIoUwtKi0UPnre/dqeXCWQ0ajYzdLrF2uZ64WAkfX/cNkh/ep+Hwfh06ncxbvVM3PsisGRpPqnptGwcvRaDRKE3RO7f057dfjHw0MjHF63j8sIbB7/hw6riS9Xm/hw++/k4aNU/7IPO0bz2Ji1WhUsnERKsY2MuXZYsNJMRLhIeqKVHaxs+LYxn8jg8H9uj4aoQX3/+SnGS714+kUnUbKhU0bWWhcnUrB/cqI+XDPk+gem3R3yEr8PWTeX/Yoxt/zPw1lrYN/Vm62IgMBATK+Po7eftdZZaRLMOIwd6s+suAVivj7SMTFali4RwjC+cY8fF10rSVhX6DkyhVTpmNEREu8clAb5ISU04l2r0tOZvy7Yw4Ph3kzd6dOvbu1Kb7mNm5Rcsbzf1xOpN/v3w6yAdJgp7vPT5RIsvw4xRPAHr1T3JryS9BcLftV7bz3vL3iEiMAJQByP/V/x/9a/RHJaV8Hwd6BPJBrQ/cEeZjfdPiG8x2M0tPLXUtG1J7COVzlUdOY9PkdqXa8dvR3wD4+9TftC3ZlrXn1/JvzL8A1CtQj0KBhVLcp1BgISa2nPjYfQ+vN5zlp5cTZ1H+pn7f+nv8jf4AfFTnI0w2E8tOLeOT+p+kKVZBeJllM4QQar5BlDUMm9OKVqWjQwdYvBhu3YJFi6BHD/fGaEkxkyT17zLhJfXqq7BsGQwdmnL58uVKbxIhU6UpSTJ58uRMDkMQBEEQhMwgRcegX7Uew58r0K3bguRwpFgvexgxt2+NuVM7rPVqgl6foY//60/KjI2O3Uwc2Kvj/GkNq/7S06Vn+mY4ZKTZ05WZLW07mskW/HzMaAgIVOKs38RK0ZJ2zp/W8NsvRvoNTsJsholfeDFjojJbIyDQSenyNrZv0tO7ox9LN0ZRocqjywU5nRB6W8XsacprM+fPWM6fVTNhtBdbNyjHhLePk9lLYilYxMHoCfG8UiuQJb8a6fleEoWLOdiwWs+vs5X7V6mhDGpLEoz6JoH2Tfyp39T62EF5IWupUtPGsM8TGPeZN8sWG13L163Qs3JHFD9N8WTODx5Iksy0ebG0bGdhz3Ydq5bqWfO3nvBQNX/+ZmTDaj1bjkSSK7eTad96kpSookx5G8NGJ2C3ScTHSWxZr2PbRj2vdTLT9R0TJ45omP+zB99/40n12jFpjjk6SuL9Hr44nRI16lpp8aqFa1fVzJrmwScDfdDr4c1ej06UbN+k49wpDR6eTt7smfbZJ4Lwojl2+xidF3XGISvfHXJ652Rmu5lUy1PNzZGln1atZVqbaQR6BPLzgZ9pULBBuhM6NfLWcPUY2XRxEzGmGH7Y+4Nrfd9qfZ84viDPIH5o+wMTdkygU9lO1CmQ3O9VkiRGNhrJyEYjn3j/gvAySdmX5Ba5PPKj00G/fvDZZzB3LrRrB35+bgsRS0hBZElCkmWMl0+7LxAhaylZEsaOha1boUYNZdnevbBrF3z4IXz/ffK2H2TNkxKeZ5KcxtMmNm/eTL169VCr1Y/f+AVz5swZSpYsyenTpylRooS7w3nmbA4nt2PjMOqNaNRZo4C4OcHK9Z1XyRbohd4jC3QAfonJsozNaUOr0j5w+vjTMFvM3OEOIWVCMBjdPB9WeGKyLGOz2NDqM/4YER5MiozCsGwN+mWr0W3egWRPPUBurV0dU/eOWNq3Rvb2ypQ4IiMkKuTLhtUqsW5vJNs36Rj7qTfV61j5e3O0a7tneYyE3VFRqWAQNpsS07NsSJ1RFv5iYMi7voTkcTBtXixD+/lw8Zxy3kubN8x8+V0cfv4yXdv4sXWDnsBsTpb8E+06k/+/enTwZd1KPV7eMnGxKqrVsvL3FqVh9sVzaj7q58Oxg1p+XBhD01bJs1IGvO3Dn78ZCc7hIC5Ghdms/N9JkszaPSmbfcfGSHj7yE/Uh0R8hriX0wkr/tBz/qwGpwMWzDYSEaambEUbxw8r38G+nBRH7/dTJhMcDjiwR8uIQd6cPKalXmMLk2fFUaN4EGazxMJV0TRs9vBZTpfOq6lVKgiNRuZsWPgjy9/dO0Y0Oi3vvunHyj8NFCpqZ/3+SDw9lZkhnw/z4sfJnkiSzHc/x9Gp+8MTtV1a+7F5rZ7eA5L48rv4dL5iQlYkPkeezAcrP2DJ8SUANCjYgKmvTiXIM8jNUT29OHMcXnov10yY9BwfozaM4sf9St+QzuU6s+jYIgCKZyvOlne2iOPrBSU+Q56d+EQHu3aoyO8XiJfxycZ6Jp4axKIrUwCYVXMH5QNqA8p3mrfegvPnoUsXGDLkUXtJH1mWcTrNqFSGNB8jJTuWwXjpJLJazZFtccgGj8ffKZ3MZoiPh7p1wSPjd5+l3bhxgzx58nD9+nVy587t7nDSpkCBtG0nSXD5cubG8h9xcXH4+voSGxuLj4/PM33sZyXNPUl69+5NTEwMzZs3p02bNrRo0eKFfVEEQRAE4XllWPgX3v2HoUpITLXOkTsXpq5vYO7WEUfhNH4BS4Pd27W828UXgxEqVrURkseBp5fMhbMarFaJshVtlKtkJyjYybjPvNi7Q8eiuQY6v/3sZ5PM/9mIzSZRpYb1uUyQALzWxczYEd7cvK6mXcMAAIJzOPhmWjwt2iQ3oZ/1eyyvNfbn+GEtbRr4M+fPWOo0TDkofe60mn+WK0nouFgJSZL5dGyCq7xQ4WIO/t4cjcWSepLRJ18msHqZgbA7ygk0BYvYebWDmbYdzRQvlXLGkq/f8zFjR0hNpYK2HS2AcmzVbmjljWb+rgTJ+8MSUyVIANRqpVTcDwtiaVIlkG0b9XRo6o/ZLFG1pvWxvUYKFXWQt4Cda1c07NulTVPZuD9+NbDyTwMajcz0ebF4KhWzkCT4fHwCVovEnB88GNTbl1VLDYz6Jp4ixVMeqxvW6Ni8Vo8kyfQeIGY+CS+vBEsCK8+sBMBH78MvHX7BqDU+5l7PBx/Dk49jtCvVzpUkuZcgAWUWiRg8F4SsIdiQPCB+x3TddV2lUk6+HzAA/vgDOnWCXLncEaEioWwNjJdOIjkceJ4+SELFuu4LRsgarlxxdwQvtTSfz3f58mW2bt1KyZIlmThxItmzZ6dJkyZMnTqVa9euZWaMgiAIgiA8hPr8JYyzf8Nz7CR8O/bCt3v/FAkSR94QEge+S9TWFURcOkjimP9laIJk6wYdb7byJzxUzfWrapYvMTBjoiffjvbi79+Vwfdu7ygDqCF5nAz8WIlt2Hs+7N35bGcCWq0w70dlgKfXczz4aTBAj37J8XfsZmL78cgUCRJQGs//sS6aGnWtJMSr6NzSjyW/ppyVt3SRcrtBUwsrt0Wx8UAUVWul7v/woCpsuXI7mb8shv+NSWDTwUh2nYrkf2MSUyVIhBdL7fo2Ph+fgEol81avJD75MuGR2xcp7mDEOGU2xqXzyvlZw8ckpKnPR+36yrG4c8sDur//h9UKo/+nDHwOHZVA+copk6CSBGMnx/PB8EQ0GpmNa/Q0qBDIiMHeREcpwVy9pGZAd18AevQzkb+QOJaFl9eKMysw2ZS/321Ltn1hEiRPq1zOchTwT/k9KrtXdtqVauemiARB+K/sxjyu62HmGynWVasGVauCzQYzZz7ryFJKLF3ddd3zxF43RiJkSbKsXIRnJl1FD8qWLcuIESPYv38/ly5don379vzzzz8UK1aM8uXLM3LkSA4ePJhZsQqCIAiCcJfm4FF83+hFYOna+PT9EK/Px2NYutq13tS5PZG7/yHi4kESJozGVqsqT1Tr6AHsdqUUzoJZRrq19cNkkmjUwsLv/0TzyZfxvDsokW7vJNGhi4l3Bybyetfks8yHjkykVXszNptEzw5+XL7w9GU8TSb497Iax2PGM1f+aSA8VE2OXA5atrM8euMsbsDQRD7+Ip4la6OZMlspr/Ugvn4yi9dE07ajGbtd4oOevnwy0BuLRSk58NciZdCr09smqtS0PbQk18PUaWhl0MeJlCpnF82tXyJ9BiZxNiycCTPj0/T/3vM9E3UbKe+5Og0t1KqXtkbstRsos0d2pSFJsmGNkagIFdlzOuj/0YOToCqVMgNq69FImrayYLdLzJrmQY3iQfw42YNeb/gSG6OiUjUrn38rymwJL7ffj//uut6pXCc3RpK1SJKUKiHSu0pv9JqM7ekmCMKTy25ITpKE3jeTBJSTJt5/X7n+zz9K6S13SSxzX5LkpEiSCHfNng2lSytnxhkMyvVZs9wd1UvhiUdLcuXKRd++fVmzZg0RERF89tlnXL16lebNm/PVV1+laR/jxo2jSpUqeHt7ExwcTNu2bTl37lyKbcxmM/379ycwMBAvLy/at29PaGhoim2uXbtGy5Yt8fDwIDg4mKFDh2L/T/31rVu3UrFiRfR6PYULF2bu3LlP+tQFQRAEwS2k2DiMsxbgX6cVgTWaY1i2Guk/Z5c4PT2I/fk74uZPx16lAhkxcm0ywdTxHvTq6EvdcoEU8AmmVqkgPurng9Uq0fI1M3P+jKFeYysfDE9i9LcJjJ8Rz7R5cYyekJBiFoJKBd//Eku5SjaiIlXUKxfIe918ObRP90Qnyths0K5hANWKBVHIL5gmVQIY8LYP0yZ4sPEfHTeuqUhKgvAwiZ+nKoV4u79rQvuct7MyGGDg/5Ko2+jxJYj0epgxP5ZBHytn/P8yw4O2DQJYusjAjX/VeHk7adrq+U4aCc+ej2/a37AqFcz8LZb/jUng+1/i0ny/WvWV4/vEUQ0R4Y/+LFvyq1Jbq2M3M5rHFBQuXMzB/GUx/LEumhKlbcREqxg11JtTx7UEBTv4eXEsusfnZQThhXU56jL7ru8DoGhQUSrkquDmiLKW+5MkHloPulbo6sZoBEH4r+zG5HJb/02SAJQoAU2bKifpT5v2LCNLyZy/OHYvZQar1/E9YtZAVrB9O7RurdRhkyT4+++Hb9u3r7LN5Mkpl0dFwZtvgo8P+PlBr16Q8OiZ1y4jR8LAgUoMf/yhXFq3hsGDlXUCAGfCzzBqyygazmtIoe8LkXNiTsr+UJbuf3dn4YmFWOxP9ts2zT1JHsXT05Nq1aqxbt06QkNDiYqKStP9tm3bRv/+/alSpQp2u51PPvmEpk2bcvr0aTzvFhEePHgwq1ev5o8//sDX15cBAwbw2muvsWvXLgAcDgctW7YkR44c7N69m9u3b9OtWze0Wq0rWXPlyhVatmxJ3759+e2339i0aRO9e/cmZ86cNGvWLCNeAkEQBEHINNpd+zH+OA/D32uQTP9pjpwjGNN7PbGXLoEjezYcxYsg+3hn6ON/OtCHhXNSltkwesgULmqnYXMLQ0clPnZQ8n4eHjBvaQx93/Rl704dyxYbWbbYSJkKNooUsxN6R01cjMTQzxNo2vLRSYCfvvfg6EEl42E2S5w4quXE0YdnQHQ6mbd6P7+ltp6USgX/G5NIpeo23n/blyMHtAx4W/lR1uo1C0ZRRUXIZAGBMoM+Tt0r6VGy53RSsoyN0ye0vPWqP7+tjCYwKPUAwq0bKrZtVErHdX47dX+Uh6nT0MrGg1EsmmPk61GexMeqmPlbLLlyO9MVpyC8aH4/lnIWiei1kVKRoCJ0KdeFRccWMaLhCPyMfu4OSRCE+wTpc6FChRNnqnJb97z3HmzeDLt3w4EDUKXKMw4SQKUisXQ1fPeuRxt5B23oDWw58jz+fkLmSUyEcuWgZ0947bWHb7dsGezd++CmNm++Cbdvw4YNyhl9PXpAnz6wcOHjH/+HH+Dnn6Fz5+Rlr74KZcsqU6DGjEn/c3qBHL59mGEbhrHz2k5q5a1FtZBqtCveDqPWSJQpipNhJ/l086e8/8/7DKs5jEHVB6VrpqckyxmTqjx27BgVK1bE8bhaF48QHh5OcHAw27Zto27dusTGxpItWzYWLlxIhw4dADh79iwlSpRgz549VK9enX/++YdWrVpx69YtsmfPDsDMmTMZPnw44eHh6HQ6hg8fzurVqzl58qTrsTp16kRMTAxr1659bFxnzpyhZMmSnD59mhIlSjzx83te2RxObsfGYdQb0agzplTL0zInWLm+8yrZAr3QezznpwM/52RZxua0oVVpM/wHlNli5g53CCkTgsFoePwdhCxJlmVsFhtafcYfIy80hwP9irV4TPoB3d7UpSxtpUtg6tcDU7c3lGkFmeT8GTX1ywfidEoMH51AuUo2ihS3E5LHmSHVu44d0jDnByVJYrGkPD68fZxsPBhJvgIPHrD894qK+uWCMJkkJv0YS816Ns6e0iRfTqq5eE6D3a7s19PLSb8hSXz0WfoGal80166qeKeTH8cOKX8//1gXnaqhe1YiPkNebscOaejc0p+oSBWFi9lZvCaa3HlTfiZ895UH34zypnodK39vjn6ixzGbISFeIiibOIvzRSQ+R9LO4XRQZVoVbsXfQi2pOfLBEYK9gt0dVqZ60uPDKTtRSVnj97GQucRnyLMTn+hg1w4V+f0C8TI++VjPKxtzE2a+SaA+O+ua3HngNt9+C7//DiVLwty5T1eZWJZlnE4zKpUhXcdI7klDyL7wOwDO/bQtw5u3m80QHw916yonqr1Mbty4QZ48eTh9+jQhISGu5Xq9Hv2DGi7+lyQpyZC2bVMuv3lTaW6zbh20bAmDBikXgDNnlAPqwAGoXFlZtnYtvPIK3Ljx4KTK/fz8lPsWKZJy+fnzSjOdmJjHx51J4uLi8PX1JTY2Fh8fH7fEUGBKAYbWHEqXMl3wM/g9dLs91/cwZd8UymYvyyd1Pknz/jNkJklGiY2NBSAgIACAQ4cOYbPZaNy4sWub4sWLkzdvXleSZM+ePZQpU8aVIAFo1qwZ/fr149SpU1SoUIE9e/ak2Me9bQbdO4j/w2KxYLEkT81JuDstSpZlMiin9Fy597yz0vOXZRmZrBXTyyozjw3x//xiyGqfH1mZFBmFfvNOdJu2od+wFfX1WynWO/39MHVqh6l7R+wVyiaX0srE1/brkV44nRLNXzW7yjXdkxEPW7aijUk/WRn+eRRrlntjMUtkz+lk7kwPDuzR0b+bL8s2R6HRQGKCxIo/DWxeq+fOLRWXL2owmSRq1rPQ6W0TkgT5Ctpp1jp5/zYbWMwSHp6y64fPy34o5snnYPnWSCZ+4UVSovL6ZeXXRHyGvNzKVrTx95ZIOrUM4OI5Da3rBrBodRTFSionZjmdsHiuMhWq89tJT3yc6PWg18tZ+r0gPDnxOZJ2x24f41a88v2jYaGGZPPM9sK/bk96fEhIL/xrIyjEZ8izI99tVv20r3ewQUmSRFpCsdjN6NSpB8V79oSVK+H0aYmNG2WaNHm6uJ8kZmv25NJg2jvXMvwYu9f7+2XsAX7vtSxZsmSK5aNGjeLzzz9/sp06ndC1KwwdCqVKpV6/Z4+S6LiXIAFo3FjJwO3bB+3apb7P/bp2VWaTTJqUcvlPPykzVF5y5wecR6t+fPK0Rp4a1MhTA5sjbX0Q78kySRKn08mgQYOoVasWpUuXBuDOnTvodDr8/PxSbJs9e3bu3Lnj2ub+BMm99ffWPWqbuLg4TCYTxv/UmBg3bhyjR49OFaPFYsFsNj/5k3xO2Z0ydqsVm6TCmUFNf5+WzWrDiQO7bEclKiK4lSzL2J1KD6CMPqvG7rTjxIndasemSt+Hm5B1yLKMzar8/4kzr+4jy2jOnkd35AS646fR79mP9siJVD1GAKwlixH/QR+S2rdOnjViTV+D7SexYY2BNX8bUKlkPhwRjc2SOY8pyzLe3jbe6ul0HSMVKifRvGYODu7VMby/F7IMK/70IDEh5d+hgEAHYydFYX/E66HXgcMGTz7X9cWjAoZ+ppxxn9VfG/EZIuQvYGPZhlDebJONi+e0tGkQwNw/IqhY1cq6lUb+vaLB08tJs5bx2ER7HeEBxOdI2m25sMV1vWGBhtgsL/53cHF8CI8jjpFnx251IKFCli04nU/+DTXYkHzGfpjpCrk88qfaxs8PunTRMGuWluXLnTRKQ6+/h5FlcDotgJSulpDm4Jyu69rbl3E6M3bM0Xl3vMxiebqZMs+jeye/P2gmyRP75hvQaOCDDx68/s4dCP7P7EuNBgIClHUPMmRI8nVJUpq0r18P1asry/btg2vXoFu3J4/7BZGWBMnTbJ9lkiT9+/fn5MmT7Ny5092h8PHHHzPkvoP03LlzVK1aFb1ejyETS5pkVTaHE43OglanzzLltpw2CRVqNJIGrUqU23Kne9n5zCi35VA5UKFCo9Og1Yv/5+eV6xgR09NdNEdP4vPBxw8so3WPrNdjbVCLxP69sDZtAJLEs3oXnD+j5suPvdmwRvmb9/pbJkqXlyCTInjQMVKgCHw7I4533/Rj4Rwv17YFC9t5vauJIsXtZM/ppGgJOz6+mReb4H7iM0QAyFsQlm+Noltbfw7t09G5dTB+/k7u3FID0Ob1RHz8NeIYER5IfI6k3c7ryb/HGxZp+FJ8BxfHh/A44hh5djR2FTIqJEmP6inGerIb87quh1nCyO1V/IHb1a6tjEmfO6dCkgzpSnDcTzlGZFQqfbqOEXvOgq7r+rDbqFQZO+Z4LzGi12dqheYs6V4yxNvbO2PKQx06BFOmwOHDPPGB8iBHjqS8XamS8u+lS8q/QUHK5dSpjHvMF8SBmwfYcnULYYlhOOWUZ9BPajbpIfd6uDQnSV57VMMaIOYp6qINGDCAVatWsX37dnLnTp5qliNHDqxWKzExMSlmk4SGhpIjRw7XNvv370+xv9DQUNe6e//eW3b/Nj4+PqlmkUDq+nReXsrgjCRJL+UfxHvPOys9f0mSkMhaMb3MMuv4EP/PL46s9hniLlJsHF6jvsH4wxwkZ+ppcLYyJbE2rou1SX2staq6Csdm9KtmtcKBPVoiw1VERaiIirz7b4REeJiK3dt0OBwSarVMtz4mRnyVkOn/dw86Rtq8YeHw/kQWzDbSoo2FN3uZqF7b9oDvpC/3cfUyEJ8hAkBgECxZF03vjn5sWafnjkmNwSBTo56V/h/GI0kqcYwIDyU+Rx4v0ZrIwRvKCRz5/fOTzz+fmyN6dsTxITyOOEaeDUmSIANe6xRJEvONh+6rSBFQqyEmRiI8HP5ThCZdnuQYseZI/pzVhV7PhDGVlJeXSYa/V3fsgLAwyJt8bOFwwIcfwuTJcPUq5MihbHM/ux2iopR1D7Jly4OXC4/01Y6vGLF5BMWCipHdM3uK/2/pCccH0pwk8fX1fez6bumc+iPLMu+//z7Lli1j69atFChQIMX6SpUqodVq2bRpE+3btweUWR3Xrl2jRo0aANSoUYOxY8cSFhZG8N0pTRs2bMDHx8dVd65GjRqsWbMmxb43bNjg2ocgCIIgZCpZxrDwL7yGj0YdGu5abC9eBFO3N7CXL4OtfGnkbEGZHkpkhESHJv6cOfnoM7NatDHz6dgEChdzbyGm0RMSGD0h4fEbCoLwUvD0hHlLY1i+xEDOEAeVa9jQ62VsFgdKITlBEJ7U7n93Y3MqJYXqFsjY5sGCIAjPUg5DHtf1UPONh26n10P+/MpJ++fOPV2S5EnYA4JxanWobFb0t6482wcX0qdrV6W/yP2aNVOW9+ih3K5RQ2mufuhQ8oyQzZuVumfVqj3TcF90U/ZN4Zc2v/B2+bczbJ9pTpLMmTMnwx70nv79+7Nw4UKWL1+Ot7e3q9pcL54AAPSrSURBVIeIr68vRqMRX19fevXqxZAhQwgICMDHx4f333+fGjVqUP1ubbamTZtSsmRJunbtyvjx47lz5w4jRoygf//+rtkgffv2Zdq0aQwbNoyePXuyefNmlixZwurVqzP8OQmCIAjC/dSnziqltbbvcS2TPYwkfDqEpEHvgk6X4Y85bYIH166o6dLDRPnKyb06YqIlOrVQEiS+fk5KlLYTEOQkINBJQJB8918nxUvZKVsx83ueCIIgPAmdDl5/K7lm98vWiFQQMsv2K9td1+sVqOfGSARBEJ5OsDG5Sk2o6fojty1WLDlJUvdZ54dVKswFSuJx/iiGK2dQJcTh9MqA0lDCk0lIgIsXk29fuQJHjyo9RfLmhcDAlNtrtcoMkWLFlNslSkDz5vDOOzBzJthsMGAAdOoEuXLxQH37wogRcF9lpYf6/XdlZopo4o5KUlErT60M3adbe5L88MMPANSvXz/F8jlz5vD2228D8N1336FSqWjfvj0Wi4VmzZoxY8YM17ZqtZpVq1bRr18/atSogaenJ927d2fMmDGubQoUKMDq1asZPHgwU6ZMIXfu3MyaNYtmzZpl+nMUBEEQXk5SQiKeX07EY8pPSPbkhIO5TQviJ47BmS/PI+6ddiePatiyXkent01kC5b5Y4GBLz/2BmD+Tx5UqGKj53tJNGhmoWsbf04c1RIU7GDZpmiKFM/K7boFQRAEIfNEJkUyZNUQfI2+fNbgM7J5ZXN3SG637co2QBl4qJ2/tpujEQRBeHLZU8wkeXySZM0aJUniDgnlauFx/iiSLON5ch/x1Zu4JxABDh6EBg2Sb9/rV929O8ydm7Z9/Pabkhhp1EhpCtO+PXz//cO3z5YNSpWCWrWgdWuoXFlJqBgMEB0Np0/Dzp2weLGy/KefnvjpvUgGVx/M9APTmdx8cobtM91JErPZzNSpU9myZQthYWE4/1NT/fDhw2nel5yG074MBgPTp09n+vTpD90mX758qcpp/Vf9+vU58t9mOIIgCIKQ0WQZ/dJVeH80CvWNW67F9oL5iJ88FmuLxo+4c/o4HNDjdT+uX1UzfYIn/YcmMvkrTwAqVrVy8qiWIwe0vN/DF5VKxumUCAh08sc6kSARBEEQXm6Tdkxi3YV1AGy+tJk/uvxBieASbo7q2ZJlmUM3D5HNMxs6tY7zEecBKJ+zPL6GR5fbFgRByMqCDDlRS2ocsoOwR5TbguRJAO5LktQk+A9lzNPr+G6RJHGn+vXTN0X56tXUywICYOHCtO/jiy+UpMqsWTBjhpIUuZ+3t1Lm66eflFkqAgAf1fyIlgtbUuj7QpTMVhKtKmU58aUdl6Z7n+lOkvTq1Yv169fToUMHqlatKppWCYIgCALKzBH9Xysx/rIQ3e79ruWyXk/isAEkDh0ARmOGPubGNXquX1UDEBOtYuwnygyS6nWs/LUhmqhIiYW/GJn3owe3bqjx9XPy+z/RlCgtEiSCIAjCyyvRmsiSE0tctyMSIxi5YSR/vPmHG6PKHHannYM3DmLQGCiXs5zr93uMKYbBqwbzz/l/kJAolb2U6z6i1JYgCM87taQmSJ+TUPONNJXbAvg/e/cdF3X9B3D8dcc49hIBwb333ntvc6+01Bxl5k8zy2yZlZUtTSs1S81VmaPhzNx7oLj3wAUKstdx6/fHNw4uUAEPDvT9fDzu4Xd/34df4Pi+v5/3OywMYmPhES2ZrS6xZlPztOvJ/fl7clEw+PvD228rr+houHEDkpPB1xfKlQO5957J/zb9jx3XdtCmTBuKOBexSn4ix0mS9evXs3HjRpo1s27dLyGEEKKwUUXeR7P+b5z+2ITjP7tRpaRYrNd2bkv8rBkYypfJk/Mv+k5Jurz0aiIBxYx8Nt0VVzcT3/4Ui50dFPUzMeHNJMZNTmL/LkdKldVTqozxEUcVQgghnmx/nP2DeG28xbK91/dyK/YWfm5+zN47m9iUWEbUH0H5IuVtFGXupY0QWXtmLX+c/YP7SfcBqBlQk1eavkKQRxAvrXuJm7HKjUMTJk7fPW3ev1VZSZIIIQo/f+cS3E25RXRqBFpDCho7pyy3c3eHoCC4fRsuXoQGDfI3ztRipUj1LYZjZBhupw6gStVictTkbxCi4PD2Vl7ioX468RNrBqyhW8VuVjtmjpMkQUFBuLu7Wy0AIYQQojBRh95E88dmnP7YiMPeQ6iMmZMO+soVSPhwKtqeXfLsqY9L5+3Y9Y8GtdrECy8nUbK0kaGjkjGZwN3DcoiwvT20bJeaJ3EIIYQQhc2S4CXm6U4VOrHl0hZMmPjt1G/cjr3N8pDl5u0G1hzI6y1fp5hHMRtFm31RSVEsPLyQtWfWEhoTmmn9yfCTjFk7xmKZt7M3apXanEhx17hTL6hevsQrhBB5SelLcgCAiJTbFHct98BtK1VSkiQXLuR/kgSVisSaTXHcvga7xHiqDqzOzddmE9fcejd/hXjS+Dj7UM7nwd/TuaHO6Q5ffvklU6ZMITQ084cuIYQQ4kmkvnkbl0+/xqdBB4qWb4DHa+/iuPuARYLEUMyfpBeHEbVnA/dP7kbbq2ueDotdPM8FgI7dtZQsrcTh5m7KlCARQgghRLqdV3dyMvwkoIysmNFpBiqU39dz9s8xJ0gADCYDK0+spPtP3YlJjrFFuDkyZt0YZu2bZZEgcbJ3onvl7tQMqJlp+/pB9dk6ciuHxx1mWrtptCjdgi+7fYmDnUOmbYUQorDxcy5ung7PZsmt8+fzMqIHu/vsq5jslDLKTjcvU2Fid8pP6IYm9KJtAhKigHu/1ftM2zmNJF2S1Y6Z45Ek9evXJyUlhbJly+Li4oKDg+UHqKioKKsFJ4QQQthMaipOazfg9NMvOG7bjSqLBm76CmXR9uyCtmdXdA3rgDrHzx7kSnycil+XKsPFR45LzpdzCiGEEIWZ3qjno38+YuHhheZlw+oOo7hncZqVbsbe63tJ1qX/Tu1Xox9bLm4hXhvP7bjbrD2zlhfqv2CL0LMl1ZDKoRuHAFCr1LQo3YI+1fvQtVJX3DXumEwmdl/bzdwDcwm5E8KwesN4s9Wb5oTI2MZjGdt4rC3fghBCWJUykkRxNyV7SRJbNW9PrN2Mc8uCKfHF/3A/thsAz30bcT+0lXuDJxI28h2Mbh62CU6IAmjO4TlcibqC/xf+lPYqnalx+7EXj+X4mDlOkgwePJjbt2/z8ccf4+/vL43bhRBCPFlMJjTr/8ZtynTsL13NtFpXtybaXl1J6dkFQ5WKNmmi9u0XLiQmqKlQWU/zNlJGSwghhHiUH4N/5PvD35vnG5VoRN8afQEYWHMge6/vNa97qdFLvN/+fc7ePUvbH9oC8MuJXwp0kuRS5CV0Rh0Avar24rte31msV6lUtCrbilZlW2EymeTveCHEE8/PKX0kyb2UWw/dtnJl5d/QUEhJAaes25fkqeSKtbi4YCfeW1dR/OvJON69hVqvI2DZ5xTZuIxb42cS1e05aeItBNCrUi+rHzPHSZL9+/dz4MABatWqZfVghBBCCFtSRd7Hc+hYNNt2WyzXly1FyvMDSR7SD2PpkvkSS0K8Ksv+Ir/85MTsT9wAmDg1UT4jCyGEENmw8dJG8/Q7bd/hpUYvYa9W/hzuWqkrM9xmEJ4QTuuyrXmn7TsAVPWvSu1itQkJC+Fk+ElOh5+mekB1m8T/KGfunjFPV/Wv+tBtJUEihHgaBDhnGEnyiHJbvr5QpAjcvw+XLkGNGnkd3QOoVER3HEhsi+4ELPkU/2Wfo07V4nA/nDLvD8PtxF5uvLVAEiVPMr0edu6EK1fg2WfB3R3u3AEPD3Bzs3V0Bca01tOsfswc1wWpXLkyyclS2kMIIcSTx2Ps6xYJktQWjYn6Zw33zx0g8e1J+ZIgSUmBOTNdqFXSl7plfNnyl8a8bsffjkx+SRlmPf6NRPo+m5Ln8QghhBCFXbw23tyHpFLRSrzS5BVzggTA1dGVP4f9yQ99f2DpgKUW6wbXGmye/uXkL/kXdA6duZeeJKnmV82GkQghRMHgn4MkCdi+5FZGRmdX7oz9kDO/nSO6TW/z8qLrFlLshw9tGJnIU6GhSoauZ08YNw4iIpTlM2fC5Mm2ja2AOnrnKMtOLGPZiWUE3wl+rGPlOEny6aef8tprr7Fz507u379PXFycxUsIIYQojBzX/43T78pTpsYiPsSs+pHobevQtWqWL71GTCb4c7WGFjV8+fgddxIT1MTHqRnWx4vPprtyItieUQM90etV9B2czNQPE/I8JiGEEOJJcOjmIQwmAwDNSjXLcpuSXiXpXrk7jnaOFst7VeuFk71Sd2Xt6bVo9dq8DTaXzt49a56u5i9JEiGE8NH4Y6dSkt53H1FuCwpWkiRNalAZrn6+lmsfLjcvC1wwjSJ/LbFdUCLvTJgA9etDdDQ4O6cv790btm2zXVwF0K24W7RY3IKGCxsyYfMEJmyeQIOFDWi+qDm34h79/Z6VHN/16dy5MwcOHKBdu3b4+fnh7e2Nt7c3Xl5eeHt75yoIIYQQwqYSE/GY+JZ5Nn7WR2h7d8u3YcyXztvRq403YwZ7cfO6HcWCDMxdHMvIcUkAfPWRG12b+ZCYoKZ5Gy2zfojLrx7xQgghRKG3L3SfefpBSZIH8XTypGulrgBEJUfx96W/rRqbNZhMJnO5raKuRfFz87NxREIIYXt2KjuKOgUChW8kyX9FdRnCzYlfmOdLfTQat+N7bBiRyBN79sA774Cj5QMblC4Nt2/bJKSCatSfo9AZdJwbd46oKVFETYni3LhzGE1GRv05KlfHzHFPkh07duTqREIIIURB5TZjFnahytMG2rYtSBnU+xF7WI/RCCP6eXH5gj3OzibGvZ7I2EmJuLpC/6Ep1Gmg4/WxHiQnq6hSXcei32IzfWYSQgghxIOlNWVXoaJJySY53n9wrcGsPbMWgFl7Z1GzWE1KeZWyaoyPIzw+nKjkKEBGkQghREb+TiUIT75BrO4+KYZknOycH7htWpLk8mXQ6cDBIZ+CzKZ7QyahCQvF79e5qAx6Sr87lLO/nMTo5mnr0IS1GI1gMGRefuuW0ptEmO0K3cX+F/ZTybeSeVkl30rM7TKXFotb5OqYOU6StGrVKlcnEkIIIQoiu9PncJk1HwCToyPxcz/N10Z4e7Y7cvmCPe4eRnaG3CeohNFifb8hKVSrqWf9Og3Pj07Gw9P0gCMJIYQQ4r+ik6PNoyyq+VfDx8Unx8doVroZpbxKERoTytl7Z2nzfRvebfsuw+oNQ62y/dDOjP1Iqvo9vGm7EEI8Tfyci0O0Mn0v+RYl3So8cNugoPTm7atWwZAh+RRkdqlU3Jw0C+dLJ3E/tgtN+A1KznyF6x8us3Vkwlo6doTZs+H775V5lQoSEmDaNOja1aahFTQlPEqgM+oyLTeYDAS6B+bqmNn6RHfjxo0cHfS2DAESQghRGBiNeLzyJiq9HoDEKeMxVCyXryEsma88zTTguZRMCZI0VWroef29RPyLZb1eCCGEEFk7EHoAE8oDBjkttZVGrVKzoPcCgjyCAEjSJTF1y1T6r+hPaEyo1WLNLelHIoQQWQtwytC8PeXhJbfUahg7Vpn+/nuIjMzLyHLJzo5rHyxF/+/okSKbllNyxhjKT+hG8S8nok6SvpWF2pdfwr59ULUqpKTAs8+ml9qaOdPW0RUon3f4nPGbxnP0zlHzsqN3jjJh8wS+6PjFQ/Z8sGwlSRo0aMCLL77IkSNHHrhNbGwsCxcupHr16qxZsyZXwQghhBD5yWnprzjuOwSAvnwZEt8Yn6/nv3NLzZa/NAAMezEpX88thBBCPA0epx9JRrUDa7NrzC6er/O8xbHbfN+GJcFLMJlsN9JTRpIIIUTW/J0zJkke3cz5mWegWjVITISvv87LyHJPF1CSG29+Z54vum4hnvs24v/z11Qe1hCnq2cfsrco0IoXhxMn4O234dVXoU4d+PRTOH4c/KTfWEbD/xhOSHgIjX5ohOYjDZqPNDT6oRHHwo7xwh8v4DPTx/zKrmyV2zp79iwzZsygQ4cOODk5Ua9ePQIDA3FyciI6OpqzZ89y5swZ6taty2effUZXGQIkhBCigFNF3sf9zQ/N8/FzPwUnp3yNYdkPzhiNKpq1TqVilSxqjwohLCTrkpmzfw5xKXFU9atKNf9qVCpaCWeHB9eXFkI83dKSJGqVmkYlGj3Wsdw0bnzW9TO6V+nOpA2TuBV7iyRdEm9ufhNHO0eerf2sNULOkRsxN9gfuh8AjZ2G8kXK53sMQghRUPk5FTdPhyc9euSfWg1TpsCwYbBpE/Tpo9ynLmiiOz/L/b0bKLJ5pcVy52vnqPx8A0LfW0R0x4E2ik7k2u7d0LSpUustY703vV5Z17Kl7WJ7DJ/u/ZSp26YyodEEZneeDUCKPoXXtrzGL2d+QavX0ql8J77r+h3+bv7ZOubsTrOtHme2kiRFihThq6++YsaMGWzYsIG9e/cSGhpKcnIyvr6+DBkyhE6dOlG9enWrByiEEELkBfepH6G+rzQ5TR7Um9T2+dtzKzUVVvyo3Ngd/pKMIhEiOxYdXcSsvbMslqlVasoVKUedwDpMbjGZkl4lbRSdEKKgiUiM4HzEeQBq+tfEw8nDKsdtWaYlO0fv5IPtH7D02FIA3tv6Hi3KtKCEZ4lH7J19R24d4dy9c/Sr0Q8XB5dM689HnGfQykFEJEYA0LRUUxzsClinYSGEsKEyblXM02diH1wdJ6OqVaFXL1i3TqlwtHw52Oe4o3PeC31vEQm1m2Ny0KAtWYESn72Cy6WT2KUkUebtwahTkrjdcYStwxQ50aYNhIVlHjUSG6usy6qpewF35PYRFgQvoKZ/TYvlr25+lQ2XNvBb/9/w1HjyyqZX6LOqD/te2PeAI1kaVnuY1WPN0be5s7Mz/fr1o1+/flYPRAghhMgvDrv24bzkZwCMHu4kfD4932NY94sT98Lt8C9moPMz2nw/vxCF0dFbRzMtM5qMXIq8xKXIS9xPvM+KQStsEJkQoiBKG2EB0KREE6se203jxmddPiNVn8ovJ38hITWBSesn8euzv1qlmXtodCj9lvdDa9Cy9vRaVgxagaujq3n90VtHGfrrUGJSYgAoX6Q8n3f9/LHPK4QQT5LSbpXxdChCrO4+J6L2YjQZs/Uzetw42L4dLl+G1ath0KB8CDaHTI4aIvuNNc+fX3yQkjNfxvevJahMJkp/8AL6FD3xbUbbMEqRIyaT0qz9v+7fB1fXzMsLuITUBIasHcLCHgv5aPdH5uWxKbH8ePxHVvZdSdsybQFY3HMxVb6twsFbB2lcvHG2jm8wGlh3fh3nIs4BULVoVXpW7om9OndZzcf/9CaEEEIUIvZHjuPVN/2JmoQPp2IMyJv6niYTHDtkT9J/Booc2e/Am68oT7MOfykZB3noU4hsuRB5AQBne2emt5/OwJoDqeFfw/xBeMfVHUQkRNgyRCFEAWLRj6Rk7vuRPMwHHT4wN3Tfc30Pq0+ttspxlx5fitagPERx8OZBhv46lLvxd/nlxC8MXDmQZ5Y+Y06Q1CpWi9+f+53insUfckQhhHj6qFQqavs0ByBOF83V+Oz16/DySm/iPm+eco+6oDM5ORP63iLuDp5oXlb+szGU2DDfdkGJ7OnTR3mpVDB8ePp8nz7Qsyd06qSU4SoA4uLiLF5a7YMf+By3cRzdKnSjfdn2FsuDw4LRGXUWyyv7VqakZ0kO3DyQrTjO3DtDxW8qMuz3Yaw7v45159cx7PdhVJhbgdP3TufqvUmSRAghxFPD/vAxvLsMRB0bB4C2TXOSX7T+ME2Au2Fqnu3hRdfmReje3IfYGOWJkPNn7HiulxfJySrad9XyyuuJeXJ+IZ40ybpkrkVdA6CCbwVebPQiX/f4mq2jtjKu8ThAGVXyx7k/bBmmECIXdlzZwcCVA/l4x8dcjbpqtePuu64kSRzUDtQPqm+142bk4eTBl92+NM/P3jcbvVH/WMfU6rX8fOJni2UHbhyg1pxaTFw/kV3XdmE0GQFoUboFa4aswdfV97HOKYQQT6o6Pi3M0yFRe7K9X+/eULmy0sT9m2/yIrI8oFJxa9JXhD832byo2jdjsZ9fWN7AU8rTU3mZTODunj7v6QkBATBmjFL3rQAoUaIEnp6e5tcnn3yS5Xa/nP6FY2HH+KR95vXhCeE42jni5eRlsdzf1Z/whPBsxTHqr1FUK1qNW6/e4tiLxzj24jFuvnqTmv41GfPXmBy/L8hhuS0hhBCisLI/dAzvrgNRx8UDkNqqKTHrfgI7O6sc/6cFzhzY40ifwcnoUlW8PtaDqPvKswhnTznwfC8vvlwQx7PdvYmJVlOvUSrf/xwjo0iEyKbL9y9jwgRApaKVLNb1qd6Hr/d/DcDqU6sZ1WBUvscnhMi9KZuncCPmBruu7WLO/jk0LN6QQbUG8UyVZ3DTuOXqmGFxYVyJugJA7cDaWfb0sJbWZVvTrFQz9oXu42rUVX4/8zv9auS+RPWG8xuISlL6pjUo3oALEReI08ZZbFPSqyQDaw7klSavoLHXPFb8QgjxJKudIUlyPGoP/UqPfcjW6ezsYPJkGDUK/v4b3nqLwvG3m0rF7f99hsnOnmJLPlWWRRWCoTBPs8WLlX9Ll1YuugJcWuvmzZt4eKT3eNNoMn8GuRl7kwmbJ7D1ua042TvlSRwh4SEcHX0Ub2dv8zJvZ29mtJ1Bg4UNcnVMSZIIIYR44jkcDMar26D0BEnrZkT/vtQqHz5MJvhqhiufT1du4vz+a/qHgOq1dPzvzUQmv+TBoX2OtKlTBJ1ORYUqepb9EYNL3t2vEeKJk1ZqCzInSSoVrUR1/+qcvnuakLAQrty/Qrki5fI7RCFELtyJu8ONmBsWyw7fOszhW4d5+++36V+jPx92+DDHiYCMpbaal2pulVgfZlKLSeZzzt43m97VemOnzt2DGGnN4AHeavMWGjsNo9eORm/U071yd/pU70PdwLqosqpbLoQQwkJlzzo42bmQYkgiJGoPJpMp2z8/a9UCb2+IjoYzZ6B27byN1WpUKu6M+xi9yR5tqorAt6bhaOuYxKNNm2brCB7Jw8PDIkmSleCwYO4l3qPugrrmZQaTgd2hu/nm8DdsGbqFVEMqMSkxFqNJ7ibeJcAtIFtxVCxSkbuJd6lGNYvl9xLvUd6nfPbfUAaSJBFCCPFEczhwVEmQxCcASomtmN+XYo0MhckEM6e5MvsTJUHSpWcKB/c4EhOt4uXXkpgyPQFHR/ALiGFQF29SUlQEFjfwy4ZofIqYHvv8QjxNLkRkSJL4Vsq0vm/1vpy+q9SfXXN6DW+0eiPfYhNC5N6RW0fM041LNiYqKYqLkRcBpcze0mNLqeZXjWH1clYe88CN9JrWzUrlTT+SjJqVakbjko05eOMgl+9fZtPFTXSv3D3HxzkfcZ6DNw8CUNG3Io1LNEalUhE8PtjaIQshxFPBXu1ATe8mHI7cxt2UW4QlhxLoUjpb+6pUUKeO0sT92LFClCQBUKm4MeoD4uMh0NaxiOxbvRpWrYIbNyA11XLdsWO2iSmH2pVpx6mxpyyWjfhjBJV9KzOl2RRKeJTAQe3Atqvb6Fu1L6A8EHcj9gZNSjR54HEzjqr9pN0n/G/T/3i/9fvmRu8Hbx3kg10fMLP9zFzFnaueJMuWLaNZs2YEBgYSGhoKwOzZs/njD6kBLYQQouBQxcXj1fv59ARJ2xZWTZB8ONXNnCB5/7N4Fq+O5XhoBCGhkbz7iZIgAWjcXMfyv6LpNySZVZujCSphfOzzC/G0SbtpCplHkgD0qtoLFcpTgWvPrMVkkkSkEIVBxiTJ+Cbj2TVmFxuHb+S5Os+Zl/+3P0d2ZEys1gmq83hBZlNafySAPdeyX/c+o2XHlpmnn6/7vIwWEUIIK/hvya2cqPvvw/CF5P60JZVKeYnCYc4cGDEC/P3h+HFo2BCKFIGrV6FLF1tHl23uGneq+1W3eLk6uFLEuQjV/arj6eTJyDojmfT3JHZc20HwnWBG/DGCJsWbmBMeWfH61Avvmd54z/Smx889OBtxlgG/DaDU7FKUml2KAb8N4PS90/T4uUeu4s7xSJJ58+bx3nvvMXHiRGbMmIHBYFAC9fJi9uzZ9OzZM1eBCCGEENbmuGU76vtKTW9zDxIrJUjee82NhXOVcl0zZscxclwyAE5O4FQscxKkeWsdzVvrHvvcQjytzkecB8DFwYXinsUzrS/mUYzmpZuz5/oerkdfp90P7ShXpBwGo4HIxEialW7GlFZT8jtsIcQjHL552Dxdv3h9VCoVdYPqUjeoLiF3Qjh19xQhYSGcjzhP5aKVs33ca9HXAAh0D8TFwQWdNu9/Bzcumf6H/YmwEznePzE1kVWnVgHgbO9M/xr9rRabEEI8zf7bvL1b8ecesrWlevWUf0+cAL0e7KUmj8gr330H338PgwfDkiXwxhtQtiy89x5ERdk6Oqua1XkW6i1q+q7qi9agpVO5TnzX7buH7rNj2I48jSnH39pz585l4cKF9OrVi08//dS8vH79+kyePNmqwQkhhBCPQ7Nhq3k6cerEbCdI4mJVXDhjz91wNc1ap+Ltk/5EutEIU//nzk8LlGN9/l0cz41OtmrcQghLSbokc8+CSkUroVZlPRi6b/W+7LmuPB149t5Zzt47a153+NZhOlboSJ3A/HmiXAjxaImpiZy5ewZQvrc9nTwt1g+sNZBTfyvlGn458Qvvt38/W8eNS4njfpLSpLaUdynrBfwI7hp3yhcpz+X7lzl77yyphlQc7bJXBT42JZb3tr5HvFbpn9arWq9MXw8hhBC5U8O7MXYqewwmfY5HkpQrB56eEBsL589D9ep5FKQQN25A06bKtLMzxCufCXjuOWjcGL75xnaxPaadw3dazDvZO/Ftt2/5ttu32T5Gq9KtrByVpRyX27p27Rp16mT+41Kj0ZCYmGiVoIQQQojHZjCg2bIdAKObK6ktHjxsM01iInRs6ENFXz96tPJh1EAv2tUrwrFD9mmHZPJLHvy0wAWVysSshbGSIBEiH1y6f8k8nVU/kjT9avRjWN1hlPUpi50qc8PktJuxQoi8MWvvLF7+/WUiEiOytf3xO8cxmJTKBA2LN8y0vk+1PuYkw+rTq9EZsjca5Hr0dfN0Ge8y2drHWmoVqwVAqiGV8/fOP3J7o8nIryd/pdn8Zvx68lfz8mF1c9aDRQghxIM52blQxVMZEnI94TzR2uz9ngJQq9N7kQRLeyiRlwIC0keMlCwJB5UeZVy7ppSzeMrdiL2Ro+1vx93O0fY5TpKUKVOGkJCQTMs3b95MlSpVcno4IYQQIk84HAlBHflvqa32rTA3CHmIvds1nDzuAEBgcQPFggzcuWVHzzY+LPrOmQkjPVi52Bm12sTcxXEMHp6Sp+9BCKG4eP/h/UjS2KvtmdllJvvH7uf6lOscGHuA+b3mpx8nQ18TIYR1nY84z8xdM1l7Zi1TN0/N1j5Hbx01Tzco3iDTeh8XHzpW6AhAZGIk269sz9Zx00ptAZTxsU2SBB5dcisiIYJeS3sx4a8JRCZGAuDs4MynnT+ldmDtvAxTCCGeOpYlt/bmaN9C3ZdEFB5t28KffyrTI0bAq69Chw4wcCD07m3b2AqABgsb8OJfL3Lk9pEHbhObEsvC4IVU/646a86tydHxc1xua9KkSYwbN46UlBRMJhOHDx/m559/5pNPPuGHH37I6eGEEEKIPOG0crV5Wtulfbb2ObxfSZAMeSGJLxfEEx+nYuIoDzasc+KtCR4A2NmZ+HZpLL0GaK0ftBAiS49q2p4VBzsHyviUwdXRNcvjCCGsKzQ61Dy9/vx6zt49S1X/qg/d5/Ct9H4kWSVJAAbVGsT68+sBpeRWp4qdHhlLxpEkpb1LP3J7a/pvkuQ5Hlz3/p2t71h8DbpV7sb09tOz7LskhBDi8dT2acGyq18ASvP2NsWyf9M5rS9JSIhSXcAu84BlIR7f998r9b0Bxo1Tmrbv3w/PPAMvvmjb2AqAsy+fZcaeGXRY1gEneyfqBdYj0C0QJ3snolOiORtxljMRZ6hbrC6fdfiMrhW65uj4OU6SjBo1CmdnZ9555x2SkpJ49tlnCQwM5Ouvv2bQoEE5PZwQQghhderbYTj/uAIAk4sz2mcefUMF4Mi/SZIGTZVyHu4eJn74NZZ5s3TMeMsNtRoWrIylay9JkAiRnyzKbWUzSZKmqGtRvJy8iEmJ4VLkpUfvIITIlXsJ9yzmv9jzBYv6LXrg9lejrrL3uvIkr6+r7wOTGa3LtsbfzZ+7CXfZenkrEYkRFHUt+tBYrkVlGEmSz+W2qvtXR4UKE6aHjiRJ1iXz96W/AfB08mRB7wW0Lts6n6IUQoinTy2fZubpkBz2JalQAdzcICEBLl4EKaQj8oRarbzSDBqkvABu34agINvEVUAUcSnCV52+YkbbGWy4tIG9N/YSGhtKsi4ZXxdfhtQYQqfynajul7vGQTlOkgAMGTKEIUOGkJSUREJCAn5+frk6uRBCCJEXXGfOQZWaCkDSyy9g8i3yyH20WjgRrCRJGjZNr3muUsHLk5Lo2E2LyQQVKhvyJmghxANdiLwAKE2RA90Dc7SvSqWigm8Fjtw6wu2428Rr43HXuOdFmEI81e4m3LWY33hhIyfDTlKzWM1M25pMJt75+x1SDcrv6mdrPYtKpcryuPZqe/rX6M83B75Bb9Sz9vRaXmz08KcpbTmSxNXRlQq+FbgYeZHzEedJ0afgZO+Uabs91/aQrFP6mnWr1E0SJEIIkce8HItQ1r0aV+PPcCHuOEn6BFzs3bK1r52d0pdk716lL4kkSUS+CQ+HGTPgxx8hKcnW0RQIzg7O9Kvaj35V+1n1uDnuSZKcnEzSv/8pLi4uJCcnM3v2bP7++2+rBiaEEELkhvrmbfMoEqOrC4mvvZyt/U4GO6DVqvD1M1CmfOZESPlKBkmQCGEDCdoEbscrTfcq+lZ84I3Uh6noW9E8LaNJhMgb9xLvZVr2xZ4vstx2y8Ut5v4ige6BTGg24aHHHlQrvWLBLyd/wfSI5qVpSZKirkVx02TvBpg1pZXc0hl1nLt3LsttNl/cbJ7uXLFzvsQlhBBPu7S+JAaTgZPRB3K0r/QlEXkmOhoGDwZfXwgMhDlzlLJb770HZcvCkSOweLGto3zi5ThJ0rNnT5YuXQpATEwMDRs25Msvv6Rnz57MmzfP6gEKIYQQD2UyYXfmPA57D+Gw9xBu73xiHkWSPG5ktkaRABw+kD6KJBf3YIUQeWT39d3m6cpFK+fqGBZJkvuSJBEiL0QkRJinPZ08Afj70t8cunnIYrskXRLvbH3HPP9+h/ctegdlpXyR8tQPqg/AuXvnWHVq1QMTJYmpiYQnhAP5X2orTca+JCF3QjKtNxgN/H1ZecjQ2cGZFmVaZNpGCCGE9Vk2b89Zya20JElISHrbCCGs4s03ld4jw4crfUhefRW6d1cyctu3w8GDSvN2kadynCQ5duwYLVooP1RWr15NQEAAoaGhLF26lDlz5lg9QCGEEOJhXD/9Gt/arfFp0xOfNj1x/rdhu9HNlcRXX8r2cQ7vs+xHIoTIX+vOrOONTW9YjPSISIzgzc1vmudblM7djcQKvhXM0+cjzuc+SCHEA2UcSTKl1RTz9OsbXzeX1QKYuWsmt2JvAcr3dI/KPbJ1/IyjSSb8NYEui7uYe5pkdCPmhnm6tE/pbMdvTXUD65qn00bMZBR8O5jIxEgA2pRtg7ODc77FJoQQT7PaGZIkx3OYJKlcGVxcIC4OLskzN8KaNm1SRop88QX89ReYTEp9t/XroXFjW0f31MhxkiQpKQl3d6WO899//02fPn1Qq9U0btyY0NBQqwcohBBCPIj98VO4Tv88y3VJ/xuT7VEkJhMcOeAIQMMmkiQRIr8tOLSAsb+PZemxpXT/qTv7Q/djMpmYtH4SEYnK0+ntyrWjZ9WeuTp+df/05n1Hbx21SsxCCEtpPUl8XHwYVncYtYvVBuBi5EW+O/AdAH+e+5MFhxYA4KB2YEanGdkuoTeg5gA6lO9gng8JC6Hfin58uP1Di+1s2bQ9Te3A2gS4BQCw8+pOYlNiLdZnLLXVqWKnfI1NCCGeZgHOJSjmXAqA09EH0RlTH7FHOnv79NEkezPn6IXIvTt30hvdlC4NTk4wdKhNQ3oa5ThJUr58eX7//Xdu3rzJli1b6NixIwD37t3Dw8PD6gEKIYQQWUpNxWPURFQGpU9ISo9OJE4aS+KkscR9+SGJ70zK9qGuXLQjKlKNk5OJGnUlSSJEfvrlxC9M+2eaeT42JZZBPw9i/J/j2Xp5KwC+Lr7M6jYrV/1IAPzc/ChfpDwAx+8cJzE18fEDF0KYmUwmc7ktP1c/7NR2fNH1C+xUdgDM2juLTRc2MfGvieZ93m//vkUpvEdxtHNk6YClLBuwjCp+6R1zvz3wLafDT5vnr0XbPkmiVqnpUUUZIaMz6iySIiaTyTyvVqlpX769TWIUQoinVdpoEq0xhXOxwTnat3Vr5d8dO6wclHi6mUxKFi6NnR04yyjT/JbjJMl7773H5MmTKV26NI0aNaJJkyaAMqqkTp06Vg9QCCGEyIrrZ3NxOHkGAF2NqsT+spCEmdNImDmN5P+NBgeHbB/r8H5l29r1dTg65km4QogsbLqwiUkb0hOaaTc0Uw2prD692rz8i05fUNSt6GOdq2nJpgDojXqO3DqS6+OkGlLR6rWPFYsQT5o4bRxag/J94e/mD0D1gOqMaTQGAK1By4jVI0jSJQHQr0Y/Xqj/Qo7Po1Kp6FChA/+M/IeJzSaal8/YMcM8nda0HaC0d+kcn8Nanqn6jHn6z7N/mqcv3b/E1airADQq0YgiLtkb9SqEEMI6MvYlOX4/ZyW3WrUCtRrOn4fbt60dmXhqmUzQrp0yVKluXUhOhh490ufTXoKWi1sSkxJjnv/zwp8k65KtcuwcJ0n69evHjRs3OHr0KJs3pz8R065dO2bNmmWVoIQQQoiHsT91DtePZwNgsrMj7ofZ5DS7EX5HzaXzdoRetWPvdmVf6UciRP45GXaSF9e9iNGkdL4c3WA0u1/czeBagy22G1l/JG3Ltn3s8zUt3dQ8vS90X66Oce7eOWrMrkGduXXYdGHTY8ckxJMirdQWYJHQnNxiMsU9i1tsW92/Op93+TzXI8MA7NR2TGw+kSCPIAB2XN1h/r7OOJLElkmSekH1CHQPBGD3td3EJMcASv+lNJ0rdrZFaEII8VR7nObt3t7p96plNImwmmnToG9f6NlTeb37LvTvnz6f9hLsvbHXotfd0LVDCUsIs8qx7R+9SWYBAQEEBARYLGvYsKFVAhJCCCEeymjEY/REVDoloZH4+ivo69bMtJleDzPedqNcBQNDR6U/WRAbo+KjqW4s+8El0z4Nmma/Jq0Q4vEsCV5i/oDbr0Y/pneYjlql5qtuXxHkEcTsfbOpG1iXt9u8DcbHP1/aSBKA/aH7c7y/yWTizc1vmnsLjFg9grGNx/JW67dwsMv+yDUhnkT3EtKbtvu5+pmnXR1dmdl5JkN+HQKAt7M3i/otskqjcid7J15v+ToT108EYMb2GWwYvsHck8TH2QcvZ6/HPk9upZXcWnB4ATqjjk0XN9Gvej9WhqwEwE5lxzNVnnnEUYQQQlhbabfKeDn6EpMayYnofRhNRtSq7D9D3qYNHD2qJEmkbYSwimnTHr2NyJIJk9WOla0kSZ8+fbJ9wLVr1+Y6GCGEEOJRNBu24hB8AgB91YoP7D2yfo2GeV+5YmdnonVHLcVLGtn4u4ap/3PnbphSI93L24hOB7pUFeUq6mnWSkaSCJEfTCYTu67tAkBjp+GzLp+Z/zhVqVRMbjmZsY3H4uKgJDN12sf/3vRz86OCbwUuRV4i5E4ICdoE3DRu2d7/r/N/cejmIYtl8w7O42bMTX7o+8NjxydEYRaRGGGe9nPzs1jXrnw73m37LtuvbGdq66mU9CpptfP2r9GfeYfmcSHiAsfuHGPB4QXcibsDQCnvUlY7T271rNqTBYeVRvU/h/yMu8bdPOqmc8XOFPMoZsvwhBDiqaRSqajt3Zydd38nThfN1fgzlPeoke3927SBzz+HkychMhJ8ffMwWCFEvslWksTT0zOv4xBCCCEezWTC5bO55tn4T94FjSbLTb+fo9xcNRhUfD7djYR4FRvWOQFQtoKeL+bH0bSlJEWEsIVL9y9xO04p5Ny4ZGNzMiQjV0dXQEmoWEvTkk25FHkJg8nA4VuHaVtOKeN16OYh3t7yNmV9yjKl1RTKFSlnsV+KPoUPtn1gnh9UcxBrTq9BZ9Sx/vx6QqNDC8QNWSFsJeNIkrSeJBmNazKOcU3GWf28dmo73mr9FsN+GwbA+/+8b15nq6btGdUJrEPlopU5H3Gew7cOE5kUaV73fN3nbRiZEEI83WoXacHOu78DcDxqT46SJH5+UKMGnDoFO3dCv355E6MQImtbLm/B00nJVRhNRrZd3cZpt9MW2zxTKeejdbOVJFm8eHGODyyEEEJYm8O+QzgePAqArlplUru0z3K74IMOHDuc3qPk16VKWQ97exPjJify6tuJODnlfbxCiKzturrLPN26bOt8O2+z0s346dhPgNKXpG25tkQmRjJyzUgiEyM5ffc0Gy9s5IX6LzCp+SS8nL0wmUxM3TyVW7G3AGhVphWzus/C19WXbw58A8CFyAuSJMkDoTGheGg88Hb2tnUo4hHuxN8xTxd1LfqQLa2vY4WOjKg3gsXBln+z2rIfSRqVSsXwesN5c/ObAOaG7WW8y9CiTIuH7SqEECIPWTRvj9pD/9Iv52j/Nm2UJMn27ZIkeaLs3q0MEwoOhrAwWLcOevVS1ul08M47sHEjXL0Knp7Qvj18+ikEBqYfIyoKxo+Hv/4CtVrpNfL11+CW/RHs4uGG/T7MYv7F9S9azKtUKgzvGXJ83Fz1JBFCCCFswfXzb8zTSZPHwQOavn4/V3kqfcBzyZw8Zs/5Mw7UqqfjqwVxVKulz5dYhRAPtuNqeqfL/EySNCnZxDy9P3Q/JpOJ1ze+TmRi+tPdeqOe7w9/z2+nfmN43eHEamP5+cTPgFIabHqH6ahUKioVrWTe51LkJTpW6Jhv7+Np8PfFv3n+t+cp4lKE7aO24++eeXSCKBj0Rj3rz60HQIWKcj7lHrGHdalUKj7p/AkNSzTkjU1vEK+NB7D4HrWlftX78eH2D0lMTTQve67uczmqfy+EEMK6KnnUwdnOlWRDIiFRezCZTKge8LdlVtq2hTlzlN4kR45A/fp5GKzIP4mJUKsWvPAC/Lf1RFISHDumNFWvVQuio2HCBHjmGeVCSDNkiJJg2bpVSayMGAFjxsDKlfn7Xp5QxmlWaFb5ADlOkpQpU+ahPziuXr36WAEJIYQQWbEPPoFm4z8AGEoGkTKwV5bb3b6pZv0apQTXmP8l4etn5MxJe1p3SMXOLr+iFUI8iFav5UDoAQAC3AKoXLRyvp27qGtRKhWtxIWIC5wMO8nX+75m08VNAPi4+DC09lAWHl5Isj6Z6ORoZu2bZbH/nGfmmOOtUKSCefmlyEv59h6eFl/t/QqA+0n3+XLvl3zW5TMbRyQeZMvFLebyee3Kt7NZn43e1XpTN6guM3fOxMHOgS6Vutgkjv9y07jRr3o/8yg2jZ2GgTUH2jgqIYR4utmr7anh3YTDkf9wL+U2d5KvE+SS/TKNxYtDjx7KYIGpU2HZMqUMlyjkunRRXlnx9FQSHxl98w00bAg3bkDJknDuHGzebJk5mzsXunaFL76wHHGSlaVLYeDAzCXFU1Phl1/geSnVmZdy/PjKxIkTmTBhgvn18ssv06RJE2JjYxkzZkyOjrV792569OhBYGAgKpWK33//3WL98OHDUalUFq/OnTtbbBMVFcWQIUPw8PDAy8uLkSNHkpCQYLHNyZMnadGiBU5OTpQoUYLPPpM/soQQorBxe/cT83TipJfBwSHL7RbPc8FgUNG0VSrVa+sJCDTSrrMkSIQoKA7fPEyyPhmAVmVb5eipPWtoWrIpAAaTgU93fWpe/kWXL3irzVvsHbuXftUz102Y1m4aPav2NM9X8M2QJLkvSRJrMplMhISFmOf/PPsnybpk2wUkHmrR0UXm6ZH1R9owEijlVYrven3H1z2+xtHO8dE75JPh9YabR470rNaTIi5FbByREEKI/5bcyqkpU6BSJYiJgTfegJQUKwYnrCY+Pp64uDjzS6vVWu/gsbFKdQsvL2X+wAFlOuPQovbtlbJbhw49+ngjRijH/K/4eGWdMLufdN88fTP2Ju/teI/X/36d3aG7c33MHI8kmTBhQpbLv/32W45mHF6UDYmJidSqVYsXXniBPv8dxvSvzp07W/RE0fwnmzZkyBDCwsLYunUrOp2OESNGMGbMGFb+O4wpLi6Ojh070r59e+bPn8+pU6d44YUX8PLyynFSRwghhG047NqHZutOAAylS5A8+rkst9vyl4YFs5VSW6PHJ+VXeEKIHNh5bad5Oj9LbaXpW70vy44vQ29ML703oOYAulbuCkCQRxDf9PyGKa2ncOz2Mc7fO08F3wr0rtbb4jiujq4EeQRxO+42lyIv5bhMg3iwK1FXLOZjUmJYd2Ydz9Z+1kYRiQc5H3GefaH7ACjrU5ZWZVvZOKKCqYpfFRb1XcTxO8cZ33S8rcMRQgiBZZIk5P4euhfP2VP6Tk7K4IChQ+HcORWffebAtGkPrAgtbKRq1aoW89OmTeP9999//AOnpCiZssGDwcNDWRYennlIkb09+Pgo6x7FZMr6Arp1SxnJIjh19xQ9fu7BzbibVPCpwC/9fqHz8s4k6hJRq9TMOjiL1QNW06tyrxwf22o9Sbp06cLUqVNz1OS9S5cudHnQMKZ/aTQaAgICslx37tw5Nm/ezJEjR6j/b5Zu7ty5dO3alS+++ILAwEBWrFhBamoqixYtwtHRkWrVqhESEsJXX30lSRIhhCgMTCbc3v7YPJvw3uvgmPnp0E1/aBgz2BOdTkWPfil06mHFJ0SEEFaT1rRdhYqWZVrm+/nrF6/PvrH72HJxC3uu7aGISxE+6vhRpu1KeJaghGcJi9Ej/1XBtwK3424Tp43jXsI96ZthJQdvHMy07McjPzK41mBJRBUwGUeRvFD/Bemz8RCdK3Wmc6XOj95QCCFEvqju3Qh7lQN6ky5XI0kAihWDTz6BV14xsWGDPVWrmhgoFRULlLNnzxIUFGSe/+/D97mi08GAAUpSY968xz9enTpKckSlgnbtlMRKGoMBrl2DzvIZAuCNf96ghn8NVvRZwbKTy+i+sjvdKnRj4TMLARi/cTyf7v3UtkmS1atX4+PjY63Dme3cuRM/Pz+8vb1p27YtH330EUWKKMOTDxw4gJeXlzlBAtC+fXvUajWHDh2id+/eHDhwgJYtW+KY4YZap06dmDlzJtHR0Xh7e2c6p1artRh+lVa+y2QyYTKZrP4eC7q0912Q3r/JZMJEwYrpaZWX14b8Pz8ZHvca0fy1BcdDwQDoqlYieXAf5cNIBuvXahg71BO9XkXP/sl881MsKlWmzUQBVdB+x4i8E5EQwem7pwGoEVADH2efR/6/58X1UdKzJKMbjGZ0g9EW58mp8kXKs/PqTgAuRl7Ez02KUVtDVkmSM/fOcOjmIRqVaJRpnfwMsY3YlFh+O/UbAC4OLvSv3r/A/h/INSIeRq4P8ShyjeQfk8kE+fT11qidqeRZhzMxhwlNvECSLgFne9ccH6dBAyVJMmeOiq++gooVTdSubf14c+PfL6f59TRJu37c3d3xSBvpYQ1pCZLQUNi+PX0UCUBAANy7Z7m9Xg9RUcq6B+nVS/k3JAQ6dQI3t/R1jo5QujT07WulN1C4Hbl9hO3DtlPTvya1AmrxffD3vNzgZfODOuMbjafxD41zdewcJ0nq1Klj8QSXyWQiPDyciIgIvvvuu1wF8SCdO3emT58+lClThitXrvDWW2/RpUsXDhw4gJ2dHeHh4fj9ZxiTvb09Pj4+hP87jCk8PJwyZSybL/n7+5vXZZUk+eSTT5g+fXqm5VqtlpSnsMig3mhCn5qKTqXGqC4YT4fpUnUYMaA36VEbbR3N081kMplLllj76U69UY8RI/pUPTq1zqrHFvnHZDKhS1X+/3J6jWi278Zj1ETzfMy7r6PTG0Gf/o1/9KAjLw3xwmBQ0WtAIl8tiMJkAJ3BKuGLfPA414goXFafXG2eblWqFTrto3+2F+Tro6xnWfP0+fDzNCqW+Qa+yLm0JImTvRMftfuIyVsmA/DDoR+o61c30/YF+Rp5kq08ttLcK6Zf1X44q5yz9T1tC3KNiIeR60M8ilwj+UefakCFGpNJi9GY93/QFXMqwRkOAxCZciNHzdszGjwYzpyxY9s2R6ZMMbF0aQpFi1oz0twx/vtns1artMV4mli190iatATJpUuwYwcU+U+PsSZNlCY1wcFQr56ybPt25T+i0UP+Tpg2TRkxUro0dOyoDFESWYpKjiLATUk4uTm64eroirdz+r19bydv4lPjc3XsHCdJevbsafFLQa1WU7RoUVq3bk3lypVzFcSDDBo0yDxdo0YNatasSbly5di5cyft2rWz6rkymjp1KpMmTTLPX7hwgYYNG6LRaHBycsqz8xZUOoMRe0ctDo4a7O0Kxk9Vo06FGjvsVfY4qLNu3izyR1p23kHtYPUPjAa1ATVq7B3tcdDI/3NhZb5GNDm4RkwmXL/8Drd3Pkb17ye71BaNMfTpikOGY+j18ParPhgMKrr3SeGbn+Kxs5NrpbDJ1TUiCh2TycQvp38xz/ev1T9bP9sL8vVROSD9s+/V2Kvyu8oKbsbe5FbcLQDqBdWjX61+fLrnUyKTItl8eTORqZEUc7f8w7EgXyNPKqPJyLITy8zzLzR8oUBf/3KNiIeR60M8ilwj+cder8aEGpVKgzof7vUUcUr/TBGti6GEOnf3/FQqE++8k0JoqAOXL6tYvtyJ116zVpS5l5YY0WiUHipPk1yV1UpIgMuX0+evXVNGd/j4KImLfv3g2DFYv15JaqT1GfHxUUZ8VKmilMUaPRrmz1eSKq+8AoMGQWDgw89tZwcvvgjnzuU87qeMCtVD53Mrx0mSqVOnotfrcXXN+RC0x1W2bFl8fX25fPky7dq1IyAggHv/Gcak1+uJiooy9zEJCAjg7t27FtukzT+o14lGo7H4ZnL7d5iTSqV6Kn8hpr3vgvT+VSoVKgpWTE+zvLo+5P/5yZGjayQxEc/Rr+L025/mRdruHYld8g2q/zz+suhbF86ddsDbx8jMb+Owt5frpLAqaL9nhPUdvX2Ui5EXAWhcojEVi1bM9r4F9fqo6Jv+Hi7dv1Tg4iuMDt88bJ5uXLIxTg5OPFfnOWbtm4XeqGfZ8WVMaTUl034F9RrJKDQ6FF9XX1wd8//vKGvbeWUn16KvAdCidAsq+1n3Ybm8UBiuEWE7cn2IR5FrJH+o/u3LkF9fax9N+n3B6NR7j3VOFxcVL70EkyfDjh0qJk2y/eiNtDYXaa+nSa7+L48ehTZt0ufTHqAfNgzefx/+/PcexX/rqe3YAa1bK9MrViiJkXbtlAugb1+YMyd7569eHa5ehf9URBKWhv8xHI2dct8+RZ/CSxtewtVB+XytNeR+BFG2v10jIiLo0qULbm5ueHh40LhxYy5nzK7lg1u3bnH//n2K/TvsqEmTJsTExBAcHGzeZvv27RiNRhr9O4ypSZMm7N69G50ufej31q1bqVSpUpaltoQQQtiO3dVQfJp3t0iQJLz7GjFrlmDytKwjGnZbzWfTlV+E73ycQBHfp6zIqhCFzPLjy83Tz9Z+1oaRWI+vqy8+zkpPvkuRl2wczZMhYz+SJiWbAPB83eexU9kBsOz4MrT6PCifkMfWnF5Do+8a0er7ViSmJto6nMe26tQq8/QL9V+wYSRCCCFE7hXR+Jun72vvPmTL7GncGFxd4e5dOH36sQ8n8lvr1pkbuZhMsGSJUgorq3UmU3qCBJRRJStXQnw8xMbCokWWPUYe5qOPlCzb+vUQFgZxcZYvwbDaw/Bz9cPTyRNPJ0+G1hxKoHuged7P1Y/naz2fq2NneyTJlClTCAkJ4YMPPsDJyYkFCxYwevRoduzYkasTg9IQPWOi5dq1a4SEhODj44OPjw/Tp0+nb9++BAQEcOXKFd544w3Kly9Pp06dAKhSpQqdO3dm9OjRzJ8/H51OxyuvvMKgQYMI/HcY07PPPsv06dMZOXIkU6ZM4fTp03z99dfMmjUr13ELIYSwMr0ezZr1eIx/E3V0DABGdzfilnyD9pnOWe7y/hvuJCaoqdcolcEjkvMxWCFETsWlxPHnWSX56aHxoHuV7jaOyHoq+Fbg0M1D3E24y7l756jiV8XWIRVqh24eAsBebU/dIKX/SDGPYnSt3JW/zv1FZGIk68+vp2/1wtW8cs3pNQDcir3F3ut76VSxk40jejxHbx0FlIbtHSp0sHE0QgghRO74ZEiSRFkhSaLRQIsWsHkzbNsGNWs+9iHF06RrV+XfZ56xHPpjMinzBmm8urjn4jw7draTJFu3bmXJkiXmBEX37t2pUqUKWq02d3XegKNHj9ImwzCmtD4gw4YNY968eZw8eZKffvqJmJgYAgMD6dixIx9++KHF+VasWMErr7xCu3btUKvV9O3blzkZhjF5enry999/M27cOOrVq4evry/vvfceY8aMyVXMQgghrEcdfg/nH5fjvHAZdrfDzMv1lcoTs3oxhsoVLLZPTITD+xw5fcKeP1Y5oVab+HRuvM2HMQshHm7tmbUk65VkZt/qfXFxcLFxRNbTsERD8439/iv7s3rIaioXLfilhwqiiMQILt1XRuTULlbb4joZWX8kf537C4BFRxcVqiSJyWTiZPhJ83xhT5Lcjb/L7bjbANQOrI29OscVnIUQQogCwcfRukkSUKospSVJJk58+spcicfwGAMRxOPL9ifaO3fuUKtWLfN8hQoV0Gg0hIWFUbp06VydvHXr1uYGWFnZsmXLI4/h4+PDypUrH7pNzZo12bNnT47jE0IIkTfUt+7g+tlcnH9cgSo11WJdSo9OxC2em6m8FsCoAV7s+Ds9UT5ibDI16ujzPF4hxONZcXyFeXponaE2jMT6XmnyCruv7eZE2AkiEyPpu7wva4auyZQoMRgN7L62Gwc7B5qXbm6jaAu2tGQTQKOSjSzWNSrRiKp+VTl77yzBt4MJuRNC7cDa+Rxh7oTHhxOZGGme3xu614bRPL5jd46Zp+sG1rVhJEIIIcTjsXa5LYAmTcDZWenpfeaM0mZCiGxp1crWETzVcvTsrZ2dXab5hyU5hBBCCAB1ZBQu3/6IZ/8XKFKxIUXL1MVl3mJzgsSkVpPSoxPRG34mNov+IwCXztux428NarWJdl20vPpWAm9/HJ/fb0UIkUMnwk5w6u4pAGoVq0U1/2o2jsi6PJ08+XXwr9QqpjxMdD/pPkN/HUpMcgwAeqOe1adW0/r71gz+ZTD9VvRjzzV5eCcrGfuRNC7R2GKdSqViZP2R5vlFwYvyLa7HlXEUCcC5e+eISIywUTSPL/h2ej9ISZIIIYQozCzKbaVaJ0ni5ATN/30eZts2qxxSPG2SkuD8eTh50vIl8lS2R5KYTCYqVqyIKsM4sYSEBOrUqYM6Q52TqKgo60YohBCicDIacdy8DefFP6PZsBWVTpd5E1cXkl8aTtLYERhLlXjo4ZYtdAagQzctP62NzZOQhRDWl7Fh+9DaT9YokjRezl78OvhXBqwcwMnwk9yKvcWkDZNoX749c/bP4Xr0dYvt15xeQ4syLWwTbAGWliRRoaJhiYaZ1veu3psPtn9AbEosf5z5g/favoevq29+h5lj/02SAOwP3U/Pqj1tEM3jsxhJEiRJEiGEEIWXxs4JV3sPEvVxViu3BUrJra1bYft2+N//MpfciooCtRq8vKx2SvEkiIiAESNg06as10tPkjyV7STJ4sV51xhFCCHEk8XuwmU8xk7Gcc/BTOuMri7oa1YjtU1zfvYbhyqgCD1KaR96vORk+HWpkiR5brQ0aReisIhJjmH16dUAuDq60qtaL9sGlIe8nL1Y3H8x7X9oT3RyNBsvbGTjhY1Zbrv18lYMRgN2arss1z+N4lLiOHP3DADV/Kvh6eSZaRsXBxcG1xrM/EPz0Rq0rAxZyf+a/S+/Q82xk2GZkyT7ru8rlEkSg9FAyJ0QAII8gghwD7BtQEIIIcRjKqLxJ1EfZ7VyW6CMJHFygtu3lQEBVarA3btK0mTbNjhxAtzdYckSKFnSaqcVhd3EiRATA4cOQevWsG6dcuF89BF8+aWNg3vyZTtJMmzYsLyMQwghxJPAaMTl829w+/BLVNr0xIfBvyjJQ/qjHdIPfbVKYGfHts2OjOnhDcBvW6Jp0Tb1QUflr9VOxMaoKV7KQJuOD95OCFGw/HziZ5J1SmJzQI0BuGvcbRxR3gryCOLr7l/z/G/PWyxvXro5k5pP4scjP7LhwgbuJ90n+HZwlqMlnlaHbx3GhFLGt3HJxg/cbkS9ESw4tAATJn469hPjmoxDrcpRBeF8dypcKTfnrnEnRZeCzqhjX+g+G0eVOxciLpCkSwKgTmAdG0cjhBBCPD4fjT83Ei+RqI9Da0hBY+f02Md0coJmzZSEyJw5oNVmrpYUFwdTpsDixcr2QrB9O/zxB9Svrww1KlUKOnQADw/45BPo1s3WET7RCvZfFEIIIQoPgwGPF1/D/Z2PzQkSfZmSRK/6kTvnD5Hw6bvoa1YFOztSUuDtiek3S//3ggfRUaoHHZml3/87imRUEnby4LUQhUKSLokfj/5onn+h/gs2jCb/dKzYkXfbvouHxoO25dry17C/WD1kNU1LNaVjxY7m7bZc2mLDKAueAzcOmKcblWj0wO1KeZeiXfl2ANyOu22xX5pUQypf7fmKn0/8bP1Ac+hewj3CE8IBpSdPWnmqK1FXuBN3x5ah5UrGUlv1gurZMBIhhBDCOnwcM/QlsXLJLYAjR5QEiUoFtWvDa6/BTz+Bjw9cugSrV1vtlKKwS0wEPz9l2ttbKb8FUKMGHDv24P2EVUiSRAghxOPT6/EYPh7nJcoNKZNaTeKksdw/vgNtr65gb09SEuzb5cCR/Q7MnObG9Sv2+BczULaCnrDbdrw53gOTyfKwOh1s/F3D0YOO2NubGDw8xQZvTgiRGx9t/4hbsbcAaFO2DRV8K9g4ovwzrsk4Lk6+yMpBK2lQvIF5efvy7c2jHrZclCRJRn9f+htQ+pE8bCQJQP8a/c3T686sy7R+1t5ZfLb7M15d/yrHbtv2D8oTYSfM0zUDatKsVDPzfGEcTZLx6yn9SIQQQjwJimRo3m7NklstWyqjSerVg9dfh40b4YcfYPBgqFYNxoxRtntQ+wnxFKpUCS5cUKZr1YIFC5SabfPnQ7Fito0th+YdmUfNeTXx+MQDj088aPJjEzZdSr/YWy9pjWq6yuL10vqXbBhxDsptCSGEEFlKTcXzubE4rd0AgMnentjl89D27aGsN5kID1PTt6MvN69b/tqZ/nk8JcsY6NHShz9WOdGxm5aW7bVs36zhn00adm11JC5WuaHYpZcWvwBjvr41IUTu7Liyg0VHFwHgZO/EBx0+sHFEBUMRlyI0LN6QgzcPcvn+ZS7fv0z5IuVtHZbNXYy8yKXISwA0LNGQoq5FH7p9hwodcHV0JTE1kQ3nN/Bxp49RoYxGTNYl81PwT+Ztt1/ZbtOb+WmltkBJkvi5+fHV3q8A2Ht9r0XCpzAICQsBwE5lR42AGrYNRgghhLACnwxJkqhU6yVJnJzg668fvL59e/j8c+We+PnzULmy1U4tCqsJEyAsTJmeNg06d4YVK8DRUWlgU4gU9yjOp+0/pYJPBaVMbshP9PylJ8dfPE41v2oAjK47mg/apP+d6OLgYqtwARlJIoQQ4nGkpOA1cFR6gsTRkZjfFqUnSIC4WBXD+hTl5nV7vLyNlC6np1iQgUHDkuk5QEvdhnpeezcRgImjPKhZvCgTRnry12on4mLV+PgaGfBcMp/OjbPJWxRC5IzeqGfyxsnm+XfbvvtUjSJ5lE4VO5mn5+yfY8NICo6N59Mb3Het1PWR27s4uNC5YmcAYlJi2Hl1p3nd2tNriUqOMs/vv7HfeoHmgkWSpFhN6gXVw8leKTy+48oOdAadrULLsSRdEhcilKcbKxetbPM/ZIUQQghrsEiSWHEkyaN4eUGTJsr00KFKOwrxlBs6FIYPV6br1YPQUKVe282bMHCgTUPLqR6VetC1QlcqFKlAxSIVmdFuBm6Obhy8ddC8jYuDCwFuAeaXh8bDhhFLkkQIIURuJSXh1Wc4mvVKiRSTkxMx634itXt6zX2tFl7o78W5044U9Tew5dB9Dp6/z/Hrkcz+IQ7Vv21I/jclkQZNUtHpVJhMKmrU1vHqWwls2BPFqVsRzFkURxFfU1ZRCCEKmEuRl7gddxtQGnCPqD/CxhEVLH2q9TE3sF91cpWU3QI2nN9gnu5a+dFJEoBeVXuZp38/8zsAJpOJ7498b7Fd8K1gUvS2K9V49t5ZQPkjsLR3aTT2GtqWawvAvcR7bL642Wax5dSZu2cwmAyA0l9FCCGEeBLkVbmt7OjcOX36jz/y9dSiIEtNVYYYOTpC3brg62vriMzi4uIsXtp/+9E+jMFo4JfTv5CoS6RJiSbm5StOrcD3M1+qf1edqf9MJUmXlJehP1KOkiRhYWEsX76cjRs3kpqaarEuMTGRDz6QUgpCCPE0UN8Jx7vnc2i27gTA5OJM9F/LSe3YxrxNYoKK/73gyb6dGlzdjKz4M5pSZbIul2VvDyv+iuHHVTGEhEaw9UgUU6YnUq+xThq1C1HInLl7xjzdrlw7cw8OofB397coP/baxte4n3TfhhHZVmhMKKfuKqMtagbUpIRniWzt16psK7ydvQHYfGkzSbok9lzfYx7pkEZr0BJ8O9i6QWdTgjaB0JhQAKr4VTF/LwyvN9y8zeLgxbYILVcy9leRJIkQQognha1GkgB06AA9/i3CEBysPGQonmJJSTByJLi4KI1rbtxQlo8fD59+atvY/lWiRAk8PT3Nr08++eSB2566ewq3j93QfKThpfUvsW7gOqoWrQrAszWeZXnv5ewYtoOpzaey7OQyhq4dml9vI0vZ/qv1yJEjVK1alXHjxtGvXz+qVavGmTPpfwQnJCQwffr0PAlSCCFEwaCKiMTtjffxrdQYx51Kw1mjuxvRG39F17o5AOF31Hz0lht1y/jyxyon7O1NLFgRSY06+oce28PTRLfeWgICpe+IEIXZmXvpnw+r+VezYSQF16Cag+hQvgMAkYmRTNk0xcYR2YbJZGLZsWXm+W6Vu2V7X0c7R7pX7g4ofUhmH5jNl3u+NK/vWCF9VOP+UNuU3DoXcc48XdWvqnm6eenmlPMpByixnY84n++x5UZaPxKQJIkQQognh4+j7ZIkdnbw3nvg5wcpKUqiRDzFpk6FEydg506lqU2a9u3h119tFlZGN2/eJDY21vyaOnXqA7et5FuJkJdCODTqEGPrj2XY78M4G6GMsh5Tbwydyneihn8NhtQcwtLeS1l3fh1Xoq7k11vJJNtJkrfeeovevXsTHR3N3bt36dChA61ateL48eN5GZ8QQogCQBUTi+u0mfhWbITrrPmoUpTSJUYfb6I3r0LXrCEGA/zwjTNNqxbhm89diY1RU7aCnh9XxdCyrTwSI8TTIuNIkrSmfMKSSqXiy25fmkdCrD+/nqO3jto4qvwVlRTFqDWj+ObAN+Zl2elHklGvar3M0/OPzOfwrcMABHkE8WHHD83rbJUkOXv3rHk6Y5JErVJbjCZZErwkH6PKvbSRJA5qB6r4VbFxNEIIIYR12LLcFoBKBc2aKdO7d+f76UVB8vvv8M030Lw55trkoIwquWK75EFGHh4eFi+NRvPAbR3tHCnvU556gfX4pP0n1PKvxdcHv85y20ZBjQC4HHU5T+LOjmwnSYKDg3nzzTdRq9W4u7vz3XffMXnyZNq1a8eRI0fyMkYhhBA2oopPwPWT2fhWaIjbx7NQJygN1k1OTiS++hKRp/egb1iXi+fs6Nnam3de9SApUU29Rqn8tDaGvafv07G7JEiEeFqYTCZzkqSISxH83PxsHFHB5efmxztt3jHP/3j0RxtGk7/2Xt9Lm4Vt2HAhvRfJy41fpoJvhRwdp3GJxuYRGRm93PhlSnmVopRXKQCCbweTrEt+vKBzIeOoqqr+VS3WDag5AGcHZwB+O/Ub8dr4fI0tpxK0CVyOVP5oreJXBY39g/8gFkIIIQoTZ3tXnO1cAYhKzf8kCSj3xAFWr4YJE+Ds2YdvL55QERHKsKL/Sky0TJoUUkaTEa0h6/tDIeEhABRzL5aPEVmyz8nGKSmWTQ/ffPNN7O3t6dixI4sWLbJqYEIIIWzEaMTh8HE067fg/ONy1JFR5lUmBweSRw0l8c0JGAMD0Ongm49dmTXDldRUFW7uRt79JIHnRiej/jcNb5J+60I8Ne4l3DP316jmXw3VE/BhPi/1rdGXGTtnEJUUxV/n/mJau2kEuAfYOqw8FZkYybDfhpGYqiTdfZx9+Lzr5zkqtZXGTm3HqiGr2HJhC1qdFo2DhuKexelQQSll1qxUM0JjQkk1pBJ8O5jmpZtb9b08yrl76eW2qhS1HHnh6eRJv+r9WHZ8GYmpifx26jdeqP9CvsaXE6funsKE8gu9dmBt2wYjhBBCWJmPxp/bSVfzvdxWmhYtoH9/WLsW9u1TXi1awIsvQuXKNglJ2EL9+rBhg9KDBNITIz/8AE2aPHi/AmjqP1PpUqELJT1LEq+NZ+Wpley8vpMtQ7dwJeoKK0+tpGuFrhRxKcLJuyd5dcurtCzVkpr+NW0Wc7aTJNWrV2f//v3UrGkZ7OTJkzEajQwePNjqwQkhhMg/dmfOE/vWEoIObMQp+p7FOpOdHSnPDSDh7Vcxli4JwPEj9rz2ogdnTzkA0L6rlpnfxBFUQnqKCPEkW358OcuOL2Nyi8nmm9FpLJ6c96v6313FfzjZO/Fc7ef4ev/X6I16lh5byhut3rB1WHlq3Zl15gRJ01JNmddzHv7u/o/Y68GCPIIYUX8EOq0OB42DRWKuaammrDyxElBKbuVnksRoMnL2nvIYaAnPEng4eWTaZkS9ESw7rvRkWRy8mBH1RhTYxGLInRDzdO1itW0WhxBCCJEXivybJInTRaMzpuKgdszX86vVMGUKPPuscj980ybYs0d5tWoFY8ZApUr5GpKwhY8/hi5dlKFEej18/bUyvX8/7Npl6+hy5F7iPZ5f9zxhCWF4ajyp6V+TLUO30KFcB27G3uSfa/8w+9BsElMTKeFZgr5V+vJOy3cefeA8lO0kyfPPP8+uXbt46aWXMq174403MJlMzJ8/36rBCSGEyGMmEw679uH61Tw0m7bh+9/VKhUpA3uR+O5kDBWVkiaH9jrwzReubN2glNrwKWLko1nx9B6U8iSMABVCPERiaiJvb3kbrUHLW1veon359hY3dS36kUjT9mwZVm8Y3xz4BoPJwNLjS5nQbMITXcro15PpTSc/7fzpYyVIHqVJqfQn7vbfyN++JDdjbpqTQQ9KGFb1r0qjEo04dPMQlyIvsS90X76PdsmutH4kIE3bhRBCPHksm7ffw9+5uE3iKFECpk+HESPgxx9h82bl3viuXUrv7nffBVdXm4Qm8kPz5hASAp9+CjVqwN9/Q926cOCAMl+I/NjzwaWES3iWYNfwgpf0yXZPklGjRrFs2bIHrp8yZQrXrl2zSlBCCCHySGoq9oeO4fLVd3j2HU7RYtXw6dAPzaZt5k2ScOZ3evJ+yQUc2XGK4+9+z59nqvLVDFd6tPSmZxsftm7QoFKZ6PdsMrtPRdJnsCRIhHgaHLxx0FxH9mbsTYtyQoD5yXmQpu3ZFegRSNfKSsPyyMRI1p1ZZ+OIrCdJl8SvJ38l+HYwAKfDT3P67mkA6gbWpaJvxTw9f5BHEKW9SwNw7PaxfO1LkvF74b/9SDIaUW+EeXpx8OI8jelxpCVJnOyd8vz/TQghhMhvPpqMSRLblNzKqHRp+PBD+O036NRJqbr0zz/KKBPxhCtXDhYuhMOHlVEky5cXugRJYZWjniRpTp48ycWLFwGoWLFiphJcQgghCpCUFDR/bsZ52Socdx1AlZz1TaJQSrKhyni83x3AK+OLE3VDzfTWmbdzdDQx4Llkxk5KolxFQ56GLoQoWHZf220xv/niZosbwGkjSRzUDpT3LZ+vsRVmLzZ8kb/O/QXAvEPzGFhzYIEtu5RdYXFhDPttGCfDTwKwqO8iDt48aF4/oOaAfImjWalmXI++nu99STKOqnpY6bmulbtS1LUoEYkRbL6wmTtxdwj0CMyPELMtJjmGa9HKw3DV/KvhYOdg44iEEEII6yqSIUlyvwAkSdKULg0zZkCHDjB5MqxaBUOGgK8vGAzKSJMyZaCqVLkt3OLisredR+byrcJ6sj2SBODw4cPUqFGDOnXqMGDAAAYMGECdOnWoWbMmR44cyasYhRBC5IL6Wiju49+kaIlaeA15Cc3m7ZkSJAYvL3Z5dWMwK+lS5QId9z5P2/4atgXfp2mrVACcXUzUqqdj4PPJvP9ZPEcuR/LF/HhJkAjxFNp5bafF/OaLm83TMckxXLl/BYCKvhVxtMvfWs6FWf3i9WlQvAEAFyIusP3KdhtH9HhC7oTQeXFnc4IE4JU/X2HVyVUAONo50qtqr3yJpWmppubpfaH7rH784NvBnL17NtPyjKOsHpYkcbRzZGidoQAYTAZzj5KC5FT4KfO0lNoSQgjxJMo4kiQ69d5DtrSNVq2UwQRaLSxZoiz75huYNk0pzfXzz2Ay2TRE8Ti8vMDb+8GvtPUiT2V7JMnZs2dp164dVapUYfny5VSpUsW8fNasWbRr146DBw9SVdKXQognkMlEoSknpYqLx/WT2bjMWYgqNdVinSGoGKktm5LUsCG/3W7N+8vqcPeuA94+Rjati8LdQ/lkVSzIyNp/orkfqcLbx4Q6Ryl1IcSTKCwujAsRFyyWnQw/yZ24OwS4BzD+z/EYTErytG5QXVuEWKi93PhlRqxWSi/NOzSPduXb2Tii3Pnj7B9M+GsCKfoUQBlVpDPqSNIlkaRLAqBzxc54OXvlSzxNSqb3JTkQesCqx/7hyA+887fSYLJ2sdoMrzecnlV74uzgzJl7ykgSZwdnc8mvB3muznPM2TcHg8nA8uPLebX5qwUqyRgSFmKelqbtQgghnkQ+BXQkSRqVCl56CcaNg7VrwdMT0joiGAzw5ZcQHg6vvmrbOEUu7diRPm0yQdeuSm21oCDbxfQUynaS5P3336dDhw6sWbPGYvh/7dq1GTx4MH369OH9999n1apVeRKoEELYgl4Powd5smOLhgqV9VSurqdaTT19BqfgF2C0dXiWDAacF/+M67RPsbsXaV5scnEmpU93kocNJLZ+U5b94Ma3M124F24HQFBJA/OWxlK6XOaRIUV85XEUIYRi9/X0UlueTp7EpsQC8Pelv4lIjGDr5a0AeDt7M77peJvEWJh1rNCRsj5luRp1lb3X93Iy7CQ1ixWukrYbz2/kxXUvmucblWjEd72+Y9SaURy/c9y8fGDNgfkWU6BHIGW8y3At+hrBt4NJ0iXh4uDy2Me9FXuLGTtmmOdDwkKYuH4i07dNZ0DNAVyPvg5A5aKVsVPbPTLGzhU7s+HCBiISI9h4YWO+jbTJjoxJEhlJIoQQ4klUpID1JMlKw4ZQpw4cPw4LFijLxoxRGrnPmgW//gqjR4Obm23jFLnQqpXlvJ0dNG4MZcvaJp6nVLafDd6xYwdvvfVWlvWRVSoVb731FjsyZr6EEOIJ8O4kdzb94URKiopTIQ78ttyZ999wp0WNIvy61KlgDGlNTMT52x8pUrUpHmMnmxMkJo2GxDfGE3HjBHGL5/LTtfY0quzHtNfduRduR/FSBr6YF8eBc5E0bKaz8ZsQQhR0u67uMk+/3vJ18/Q3B77hyz1fAqBWqZnfaz4lvUrme3yFnZ3ajpcavWSe/3rf15gKxC+Z7FsUvMg8PaDmAFY9u4ogjyCW9FtCMfdiABT3LE6rsq0edIg80axUMwB0Rh3Bt4Ktcsz3tr5nbgTv4+xjXh6dHM2CQwvM8w8rtZXRiPrpDdyXHF1ilRitJa1pu4uDC+WLSK8hIYQQTx4fx4KfJEkbTZKmc2clKTJkCJQsqTzgeeiQ7eITorDLdpIkPj4ef3//B64PCAggPj7eKkEJIURBsOg7ZxbPc0GlMjFrYSyLV8fw+rQEqtfSERujZsJIT57t4UXotXyuRWU0YnfxCk4r1+A+8W2Klq2Px8S3sb8aat4kpV8PIk/tJmHG25g8PVj7sxOTxngScdeOEqUNfDk/jv1nIxk6KhnHglPRQwhRQJlMJvNIEldHV56v+zxBHsrw71uxt8zbvdXmrXy/Af4k6V+jP0VcigCw4cIGpm+bXmgSJSaTydy7ws/Vj6+7f43GXgOAv7s/64evZ2rrqawctBJ7dbYHs1tFxr4k+0P3P/bx1p9fz8YLGwEo6lqUAy8fYP2w9fSr3i9TmazsJkmalWpGBd8KABy8eZCIxIjHjtMaIhIizN/jNQNqPnJUjBBCCFEYZSy3FZVaMJMkAPXqKT1IevSAd99NLwnevLny7969totNiMIu23+hlCpVisOHD1OiRIks1x86dIhSpUpZLTAhhLClXf848u4kdwDempHA4OFKbfUuPbVMeDORebNc+GK6Gzu2aGhUsSiVqulp3jqV5m1SadIyFS9v69zUUkXex/7sBezPXFD+PXsB+xNnUMfGZbm9tkNrEt96FV3zRuZlRw848OpoDwBGj0/kvZkJODhYJTwhxFPi8v3LRCYqo9SalGyCo50jHSt0ZHHwYvM2Par0YFzjcbYK8Yng7ODMhx0+5OU/XgZg/qH5qFQq3mv7XpajuQuSG7E3zCXYaharmSneII8gJjSbYIvQLPqSPG7z9iO3jjD+j/Rycu+3fx9PJ0/qF69P/eL1eb/9+/x84mdWnVyFk70Tvav1ztZxVSoVbcu15VLkJQBOhp0sEH1p1p9fb55uWKKhDSMRQggh8o6rvTsatRNaY0qB7EmS0bgsPm63aAErVypJEqMR6Sn6JCjgn/2fRNlOkgwaNIhJkyZRqVIlqlevbrHu1KlTTJ48meeff97qAQohRH67dN6O0YM8MRhU9B+azCuTkyzW29vD+NeT6PKMljfHu7N3h4YLZ+y5cMaeH79VRp7UqK2nWZtUWrRNpVX7VOwe9ODlv08IR0ao2POPI+pzl2gW9zdlLmxHc+qURW+RBzHZ25MysBdJk15GX9PyidWboWqG9/NEq1XR+ZkUpn+RIB+YhBA5duTWEfN0oxJKErZLpS7mJEmlopWY3X12gb+RXxj0qd6HZF0yr218DYB5B+cRkxzDx50+xtnB2cbRPVjaKBKAGgE1bBhJZsU8ipn7vRy/c5zE1ERcHV1zfJwr96/w3K/PkaxXymz1qtqLPtX6WGzj6+rL+Kbjc9WXJ2NT9JPhBSNJ8vvZ383TBalPihBCCGFNKpUKH40/YcmhBbbc1sPUrq30JomOhrNn4T+3bUVB18fy8yQpKUptNdf/fF5duzb/YnoKZTtJMnXqVP755x9q165Nhw4dqFKlCiaTiXPnzvHPP//QsGFD3nrrrbyMVQgh8lzUfRXP9/YiLlZNw6apfDE/7oEJ/PIV9fw17mdS65/nZqgdodfsuHHNjvuRajgOHIdTX9lxsWZphi8qh1ONkqBWo4qKRrP+b+zXbMJh624cdUn4A9WyGaMhMABd/dro69VCV782uvq1Mfl4Z9ouJlrF8728iLxnR7WaOr79KU4SJEKIRzKajKQaUnGydzIvO3zzsHm6QfEGALQo3YIJTSdwOeoy09pNy9VNZ5G1IXWGYMLE5I2TAfj5xM+EhIWwsM/CB/aEOBl2klFrR+Hl5MWKQSso6lo0P0PmVFh6kqRmQMFrON+0ZFOuRl1V+pLcDqZlmZY5Psbc/XOJSYkBoGWZlnzd42urJgYzft3S+oDY0s3Ymxy6qRQ3r1S0ElX8qtg4IiGEECLvpCVJYlIj0Rv1+V4e9HE4OECTJvDPP7BnjyRJCh1PT8v5oUNtE8dTLtvf8U5OTuzYsYNZs2bx888/s2uX0ryzYsWKfPTRR7z66qtoNJo8C1QIIfJaxD0VLz7rxbXL9hQvZeDH32J40I81VVQ0niMnoFn/NwB+QL0HHfgkUB8Mbm4Yy5bC/sx5VAbDI+O5R1FOU51w3yqUeKYcVZ4th7FGpSwTIv91aK8DLz/vye2bdhT1N/DTuhhc3QpHXXshhO0kpibSe1lvLkRc4LOunzGw5kAgfSSJg9qBWsVqAcoTd1PbTLVZrE+6oXWG4uLgwmsbXyNZl8y5e+do/0N7elTpwdA6Q2lYvKH5Bv3d+LsM+20YYfFh3OAG7/z9Dgt6L3jEGazrZPhJ83RBG0kC0Kx0M5aHLAeUviS5SZIE31aavjvaOfJj3x/NPVespYxPGdw17sRr4wtEkuT3M7+bp3tX7S0jxYQQQjzR0vqSmDARkxqJr1OAjSPKmebN05MkY8faOhqRI4sXP3obkeeynSQ5ffo01atXZ8qUKUyZMiUvYxJCiHx15oQ9C+e6sO4XJ7RaFa5uRpati6GoX9ZJBfvDx/B6dgx2obeyXP8gdgkJ2J08Y7HsntoffelSeHobcXAAk7cn2rYtuVa1Pd9uqsnyRa4kR6pgEZTepeflSUl06KYlKlJNxD01EXfVODiaaNRMR7EgI3o9zPrYlVkzXDEaVZQup+fHX2MpXtKY66+PEOLp8eH2D803uyetn4Sviy+1itXiStQVQOk1UZBLPj1p+lTvQzX/aoxaO4pLkZdI0afw26nf+O3Ub5QvUp5naz9Lz6o9Gb1mNGHxYeb9/jj7B72r9qZzpc75EqfJZDJfNz7OPgR5BOXLeXPicfuSJGgTuHz/MgBV/KrgrnG3Wmxp1Co1NQNqsi90H2HxYdxLuIefm5/Vz5Nd686sM09nt7eKEEIIUVgVcbRs3l7YkiTNmiltLC5ehLt3wd//0fsIIdJlO0lSs2ZNGjRowKhRoxg8eDBubm55GZcQQuQpgwH+Xq9h4VwX9u9yNC+vXV/H9M/jqVJDn2kf9a07uMxdiMvcH1DpdAAYi/gQ/+m7GP2zLmuiSk4hYc9Fzi4+T8XEE5QmlCuUZR29iWjdlRd+roKXr5qE/+wXAHzYMZGJbyex6DsXFn3rwvUr9rwxzgMe0Be5bAU9zs4mzpxUurL3H5rMJ3PicXOXESRCiEfbF7qPJcFLzPMGk4HRa0cztnH6o2hppbZE/qlUtBKbR2zm892f8/OJn83N0S/fv8wH2z7gg20fmLd1c3QjIVX5jfLm5jdpWqopHk4eeR5jeHw495PuA8ookoI44iDAPYByPuW4EnWF43eOE3w7mBR9CgnaBBJSE0jQJuDt4k33yt1RqzLXpjx19xQmlN+ntQJq5VmcNYvVNCdxToSdoEOFDnl2roc5d+8cZ++dBaBeUD1KeZeySRxCCCFEfkkbSQIUyr4k3t5QowacPKk0cO/b19YRCVG4ZDtJsmvXLhYvXsxrr73Gq6++St++fRk1ahQtWrTIy/iEEMKqTCZY/oMzcz934cY15UegnZ2J7n21jH4liXqNdZY9SIxGHA4fx3n+Ypx+/R2VPj15ktq4PrErF2As8fAnZh36QNBbKvr28uLUYXBwsePjOQm8+nzKA/udpCnia+L19xJ5+bVEVv7ozII5rty+oaZIUSNF/YwU9TcSE6Xm9Al7rl5S3o+bu5GZ38TT99mUXH2NhBBPH61ey6T1k8zzZbzLcC36Gkm6JL7c86V5ecPiDW0R3lPP1dGV99u/z5RWU9h4YSMrQlawP3S/xTbO9s6se24dn+z8hO1XthOeEM6H2z/k866f53l8Bblpe0ZNSzXlStQV9EY93ZZ0y3Kbt9u8nWXT9ZNh6eXEahbLu54raeXswLZJEotSWzKKRAghxFMgY5LkfiFMkgC0aKEkSXbulCSJEDmV7Ra+LVq0YNGiRYSFhTF37lyuX79Oq1atqFixIjNnziQ8PDwv4xRCCKtY/oMzr7/swY1r9nh5Gxn/RiKHL0WyYEUs9ZsoCRJVRCROK1bj8dzLFA2qjk+LbjivWG1OkJg0GhJff4Xo7esemSBJ41vUxOqt0Xy2MJkdIVEMGvboBElGrq4w+n/JHLkUya3ke5y+HcmO41Gs2hzD34ejOHc3gqW/R/PBF/FsC74vCRIhRI7sub6H0JhQABqVaMS20duyHDUiI0lsy9nBmb7V+7J26Fr2j93PK01eoahrUVwcXPiu13fUCKjBZ10+w9XRFYAVISuISIzI87gy9iPJywTC42pbru0jt5l/aD4p+sy/Qy3eYx42pq9drLZ52lZ9SUwmE+vOKqW21Co1Pav0tEkcQgghRH7y1aSX17qXkrPS2gVF238/6hw+DDExNg1FiEIn2yNJ0ri6ujJixAhGjBjB5cuXWbx4Md9++y3vvvsunTt35s8//8yLOIUQ4rGdDrHnnVeVGuKvvJ7IpHcScHEB9Z1wHNYcweHAURz3HsT+2ElUpswlqozeXiSNHUHyyy88sLzWw7i4wODhj5e8UKnAzi7zck8vEx27pQKpj3V8IcTTae/1vebp0Q1H4+Lgwk/9f6LHTz3M/UjKeJehqFvOf/aJvFHWpyzvtH2Ht9u8jcFkwF6tfKwv7lmc4fWG8+2BbzGajOy4soMBNQfkWRyxKbGsPbPWPJ+XCYTH1bliZ95r9x5n757FTeOGm+O/L40bmy9uZu/1vdxPus/a02t5tvazFvumjSRxtHOksl/lPIuxlFcpPJ08iU2J5UTYCUwmU76XLzt25xg3Ym4A0LJMS/m+F0II8VQo6VbRPH01/qwNI8m9UqWgYkWlL8mOHdCli60jEqLwyHGSJKPy5cvz1ltvUapUKaZOncqGDRusFZcQQlhVfJyK0YM90WpVjGxxnI+CNuP44hEcDxx5aAN2o7sbqe1aou3SnpSBPZUhHUII8YTZdz29kXXTkk0B8HHxYeWglfT4qQf3Eu9JyZ0CSqVSYa+y/EjfoXwHvj3wLQD/XP4nz5IkeqOeF9e9yNWoq4CSICnlVXB7V6hUKl5u/HKW6+oG1qXrkq4AfH/4ewbXGmxOTvy3abujnWOWx7BWjLWK1WL3td3cS7zH6bun872E2byD88zTvar2ytdzCyGEELZS2rUydio7DCYDV+JP2zqcXOvYUUmSbN0qSRIhciLXSZLdu3ezaNEi1qxZg1qtZsCAAYwcOdKasQkhhFUcO2zPh2+6UfbyTpZqPqb5nh2w58Hb62pUJbVzW7Sd26Jr0gAcHPIvWCGEyGfRydGcvqv8IVjdvzo+Lj7mdaW8S7H3pb2cvXeW+sXr2ypEkUP1i9fHy8mLmJQYdl7did6oN480saZpW6ex8+pOAHycfVjYZ2GBbNqeHXWD6lI/qD5Hbx/lfMR5dl/bTauyrYD8a9qepkvFLuy+thuAbw98y/ze8/P8nGl2Xd3F+vPrASjiUoTulbvn27mFEEIIW3K001DStSLXEs5xPeFcnn1+ymvt28M338DRoxAdDfaF7y0IYRPZ7kkCcOfOHT7++GMqVqxI69atuXz5MnPmzOHOnTssXLiQxo0b51WcQgiRIyYT7PrHkb4dvBnZTMunezrwDx1ort1huZ2zM6ktm5Dw5gSi/1jGvfCzRB3bTsLH76Br2VQSJEKIJ96B0APmG8DNSjfLtN7DyYPGJRsXyj8Sn1b2antal20NQJw2jiO3jlj9HEuPLeXHoz8C4KB24Md+P1LKu+COIsmOMY3GmKcXHF5gns6vpu1pBtYaSBGXIgD8ee5Prkdfz/NzAmj1Wt7a8pZ5/t227+KmccuXcwshhBAFQTn36gCkGrXcSrps42hyp3hxqFoVjEbYtcvW0QhReGQ7SdKlSxdKlSrF3Llz6d27N+fOnWPv3r2MGDECVyk/I4QoQI7sd6B3O28GdvEmZedJjtCAlhmGjujLlyH+s2ncP7CZe/cvEr1tHYkfTiW1awdMRXwecmQhhHjy7A1N70fSvFRzG0YirKl9+fbm6X8u/2PVY+8L3WdxM31ml5k0KdnEquewha6VulLcszgA269sN5fYOnjjoHmb/Oi54uLgwqgGowAwmowW5a/y0veHvzf3IGpQvEGe9rIRQgghCqLy7uklLi/HFd6SWx06KP9u22bbOIQoTLKdJHFwcGD16tXcunWLmTNnUqlSpbyMSwghcuzGdTXP9/aiRysfDu5x5Fn7X9ln35Ig7gBgKFWcmBXzuX96L0mvjkVfv7aMFBFCPPXSmrbbqexoXFJGBT8pWpdtjQql9JW1kyQzts9Ab9QD8FKjlzI1OS+s7NX2vFD/BfP8ypCVXL5/mc0XNwNK+akqflXyJZYR9Ubg6qg8iPbLiV+ISIjI0/Pdir3FV3u/AkCtUvNJp09Qq3JUdEAIIYQo9NJGkgCFui9J+3+flQkJgagom4YiRKGR7U++f/75Jz179sTOzi4v4xFCiFwxGmFkfy/+Xq/BVZ3ExmrjWaEfhEafDEBq04bc378J7YBeID/HhBACgHsJ97gYeRGAWsVq4a5xt3FEwlp8XX2pG1QXgAsRF7gZexOTyURUUhQGoyHXx03WJXMi7AQA5XzK8W7bd60Sb0ExoMYAHNTKAxS/nfqNL/d8aS5H91Kjl3Cwy5+HK7ycvXiuznMAaA1afjjyQ56eb/q26STrlM9Mw+sNp3pA9UfsIYQQQjx5MiZJLsefsmEkj6dYMahRQylDvnfvo7cXQuSwJ4kQQhRUG3/XcCrEgZYuh7hXqjZdznxjXpf8/ECi//4Nk19RG0YohBAFT9rNboAmpQp/uSRhKWPJredXPU+Nr2tQdVZV2v7QlsTUxFwd8/Td0xhMSpKlUYlG2KmfrAcPfF196VixIwARiRGsO7MOAG9nb0bUG5GvsbzY8EVzwmZx8GLitfF5cp6IhAjWn0tv1j6l1ZQ8OY8QQghR0AW5lkWjdgYK90gSSB9Nsnu3beMoVHbvhh49IDAQVCr4/XfL9SYTvPeekoVydla+yJcuWW4TFQVDhoCHB3h5wciRkJCQX+9APAZJkgghCj2DAT7/wI3X+ILtyc1wuab8kjJpNMR9+SFxP8wGjca2QQohsi1eG89vp34jLC7M1qE88TI2hK7kK6VUnzQZkyTn7p0jMjESUEaW/Hbqt1wd8/id4+bpOoF1Hi/AAmpwrcGZlo1pOCbfm5gX8yhGvxr9AIjTxrHs+LI8Oc+WS1vMo2WG1B6Cp5NnnpxHCCGEKOjsVHaUda8KwK3Ey6QYkm0cUe6lJUnOnIE7d2wbS6GRmAi1asG332a9/rPPYM4cmD8fDh0CV1fo1AlSUtK3GTJE+aJv3Qrr1yuJlzFj8id+8VgkSSKEKNR0Olj8nTP+Z/bxBa9j9+/Trbq6Nbl/+G+S/zdaeQJACFEoxKbE0m1JN8b/OZ7+K/ub+x6IvHEt+pp5uoxPGRtGIvJCdf/q1C5W2zzv5eRlnv7p2E+YTKYs9zMYDSw+upi5++cSkxxjsS5jkqR2YG2eRK3LtibALcA876HxYGT9kTaJ5eXGL5t7yyw4tACtXmv1c2y8sNE83aVSF6sfXwghhChM0kpuGTFyPeGcjaPJPX9/6N8fxo8Ht/x9zqPw6tIFPvoIevfOvM5kgtmz4Z13oGdPqFkTli5VMlBpI07OnYPNm+GHH6BRI2jeHObOhV9+kUxVISBJEiFEoZOcDJv/1PC/FzyoEVSU9yc58x0vm9cnThpL1N4NGKrKU9FCFCaphlRGrhlp7pFx+f5l1p9fb+OonmzXotKTJKW9StsuEJEnVCoVq55dxeohqzk07hDnJp2jflB9QBlZcuTWkUz7pBpSeen3l5i6ZSozdsyg2fxm/HziZ4wmI5CeJHGyd6Jy0cr592bykb3angE1B5jnRzYYiYeTh01iqeBbwZy4uJtwlzWn12TaJu3/JjfitfHsva4UKw90D7RIqgkhhBBPI8u+JIW75NaECdC1q1L56WkVHx9PXFyc+aXV5vKBk2vXIDw8fYgOgKenkgw5cECZP3BAKbFVv376Nu3bg1qtjDwRBZokSYQQhUJcrIq1PzsxapAnVQP8GN7Xi1XLnImJVvGByydU4ywAuvq1Sfj4HXDIn8aqQgjrMJlMTN442XyzLs38g/Mf+LS7eHxp5bZcHV3xdfW1bTAiT3g4edC8dHNKeZVCpVIxrN4w87qfjv1kse3JsJM89+tz/HXuL/Oy+0n3eXX9q/Rf0Z9bsbfM10yNgBr51sTcFl5p8gqdKnSiZ9WevNLkFZvHkuaDbR9w9NZR8/y3B76lyldVGL12dK76zGy7vI1UQyoAnSt1RiWjb4UQQjzlyrvXME9fiSs8SRKTycTSK5/TZWsQP1z80NbhFBhVq1bF09PT/Prkk09yd6DwcOVff3/L5f7+6evCw8HPz3K9vT34+KRvIwose1sHIMTTSJWSDLpUTO5S8zk7ZrztxZL5Huh0aX+4m2gfcIzXglbQ8tZvuNy9qSxVqYj7ZibYPVlNZIV4Gqw4ucLcI8HJ3omirkW5GXuTkLAQDt86TKMSjWwc4ZNHZ9BxM1b5+VnGu4zcHH1K9KjSg2lbpxGVHMVf5/7ijVZvsOfaHpYdX8aJsBPm7ZztnWlSqgnbr2wHYF/oPvos72Ne/6SPOPBw8uCnAT89esN8UDeoLu3Lt+efy/8QkxJD/xX9+aHvDxy5dYTZ+2YD8Ne5v4hIjGD5gOU56p1iUWqropTaEkIIITKOJLkSf8qGkWSfwWTgi9MT+C1U6aXx/cX36VVyFG4Us3Fktnf27FmCgoLM8xrpVysewKZJkt27d/P5558THBxMWFgY69ato1evXub1JpOJadOmsXDhQmJiYmjWrBnz5s2jQoUK5m2ioqIYP348f/31F2q1mr59+/L111/jlqHg3smTJxk3bhxHjhyhaNGijB8/njfeeCM/36p4CqlSknE4ewL7a5ewC7uF/e0b2IXdxO7OTeyilMapujIV0FWvg8nB0byfyd4BQ1BJ9KXKoS9VFkNAEGRY/7Q5edKdhXOVZFK7cueZFLiCljdX4Xb9IvwnEZ/0vzHo69WyQZRCiMeh1WuZe3CueX7uM3NJ0acw/s/xgDKa5EFJEp1Bx2sbX+P47eNU869G/eL1aVC8AVX9qj6RT7nvC92Hs70zdYPqPvaxbsfdNvd8Ke1d+rGPJwoHJ3snBtYayLyD80g1pNLkuyaZyjV5O3uzuN9iGpdszK6ruxi9djRx2jhuxNwwb/OkNm0vqOb3ms+I1SPYc30Pyfpkhv461NxsPc3BGwd5Yc0L/Dr412wlPbV6LduubAOUfjWNSzbOk9iFEEKIwqSoUyDuDl7E62K4UgjKbemMqbx3/Dm2hq0yLzNiZMudX+gb+KoNIysY3N3d8bBGvbGAf/vV3b0LxTIkn+7ehdq107e5d89yP70eoqLS9xcFlk2TJImJidSqVYsXXniBPn36ZFr/2WefMWfOHH766SfKlCnDu+++S6dOnTh79ixOTk4ADBkyhLCwMLZu3YpOp2PEiBGMGTOGlStXAhAXF0fHjh1p37498+fP59SpU7zwwgt4eXkxZsyYfH2/4smnSojDbdFcNEf343DhNCrDwxsOO1y7hMO1S488rsHTG6OvP6k16qJt2JzUhi0wevlYK+yCxWTC/tolHI/ux+PoPmof07KY4rQocopyV47Blf9sbmdHavuWpDzbj5TBmX+OCCEKvt9O/UZYQhgAHSt0pEeVHqQaUpmxfQbhCeFsvriZq1FXKetTNtO+y48vZ9VJ5Q+CS/cv8fvZ3wFwdnCmTmAdGgQ1oFPFTlZJKuSXFH0KTvZOmZYvOLSAaf9MQ61S8/Ogn2lVttUDj5GYmoiro+tDz5OxH4k0bX+6PF/neeYdnAdY9rOoGVCT5+o8R+9qvc2jEVqVbcWS/ksY9PMgc1kmkCRJfnPTuLF84HLG/zmeP8/9aZEgebnxy6wMWUlMSgy7r+3mYuRFKhV9dF+2Pdf3mEt0dajQ4YlMLAshhBA5pVKpKO9eg+NRe7ibcot4XQzuDl62DuuBfr0215wgsVPZYTAZANh0e7kkSaypTBkl0bFtW3pSJC5O6TUydqwy36QJxMRAcDDUq6cs274djEald4ko0GyaJOnSpQtdumQ9rNtkMjF79mzeeecdevbsCcDSpUvx9/fn999/Z9CgQZw7d47Nmzdz5MgR6v/bFGfu3Ll07dqVL774gsDAQFasWEFqaiqLFi3C0dGRatWqERISwldffSVJEmFdBgNFXnkWx9PHH7iJSaXCWNQffbESqPR6HM6fRGUwPPLQdrHR2MVG43DlPK6/r8SkUqGrVB1twxZoG7UgtXZD0GS+oVYYqCPv4nD+NA4XlJdjyGHzSBuAxv++uG+5X2rzxqQM7EVK3+6YikodfSEKK71Rz9wD6aNIJjabCICjnSMjG4xkxo4ZmDDR46ceDK83nOH1hlPUtSgACdoEvtz7ZZbHTdYlsz90P/tD9/P1/q+Z0XEGIxuMzPP38ziMJiP/+/N/rDm9hvbl2zOj0wxKepUEYH/ofj7Y9oF5u3e2vsP2UdstbmqaTCb2Xt/LF3u+4NDNQ7Qv354vu36Jv7t/lue7Fp0hSeItSZKnSRmfMgysOZBfT/6Kq6Mrfar1YWidodQqlvVozKalmvJtz28Zs3YMJkz4uPjI6CMb0NhrmNdrHj4uPiwJXoIKFV90/YIhdYZQxKUIH25X6o8funkoW0mSTRc2mae7VuqaZ3ELIYQQhU059+ocj9oDwJX409T2aW7jiB5sy52fzdNf1v+D7y++z9nYo5yPPca1hLP4UtWG0RUyCQlw+XL6/LVrEBKi9BQpWRImToSPPoIKFZSkybvvQmAgpFVFqlIFOneG0aNh/nzQ6eCVV2DQIGU7UaAV2J4k165dIzw8nPbt25uXeXp60qhRIw4cOMCgQYM4cOAAXl5e5gQJQPv27VGr1Rw6dIjevXtz4MABWrZsiaNjermiTp06MXPmTKKjo/H29s50bq1Wi1arNc8nJCQAys2Hp7F5bNr7Lkjv32QyYaJgxeS24nuLBImuTEVSa9YjtWotpXxWseJK6SzH9PqHqsQE7O7cIGO1BHVyEvY3r2F/4yr2N66ivheO3f0I7O6FodLrlP1MJhzPn8Lx/Cncl36HSaNBW6shye27k9Stn8U58lpOrw2dHjasSaVt5K+UO/wLjmdPPHqntH3r1CB5YG9S+j+DsUR6TUkKyDUgslbQfn6IgmXN6TXmEj6tyrSiTmAd87UytPZQFhxaQGRSJPeT7vPlni/5Zv839K7WmwbFGxASFkJkopJU7V65O+ObjuforaMcvXWUI7ePcCv2lvk8b//9Nl7OXvSpVnBHnC06sojVp1cDsPXyVvaG7mVo7aEkpiay+eJm81NhAJciL7EkeAmjGoyySI4cvnXYvM0/l/+hzcI2fNntSzpX7JzpfGkNuAFKeZUqsN+j8jMkb3zR9QtebPgiJTxLmEeNPOxr3L1yd77r+R2LghcxpsGYR26fn56ma0StUvNxx4/pX70/nk6elCtSDpPJZFGS8OCNgzxX57mHHsdgNLD54mZAKcHWskzLJ/rr9zRdIyLn5PoQjyLXSP4xmUxQAL7eZd2qmacvx52ilnezh25vq2vkbvItzsUGA1DJow7N/LpyI/ESZ2OPAvB3+HIG+83g3y/rUyVX/xdHj0KbNunzkyYp/w4bBkuWwBtvQGIijBmjjBhp3hw2bwanDA8tr1ihJEbatQO1Gvr2hTlzHuetiHxSYJMk4eFKswF/f8unH/39/c3rwsPD8fPzs1hvb2+Pj4+PxTZlypTJdIy0dVklST755BOmT5+eablWqyUlJSWX76jw0htN6FNT0anUGNVqW4cDgC5VhxEDepMetfHR2+c1+xtXcV/wOaCMFgmf/yva2g2y3tioS5921kC5Cpm3qZH5SU5VSgqaE0dwPrwXpyP70Fw4k75Oq8Xp8B6cDu/B/fsviRs8kuSGzdGXLIPJyfmx3tujmEwmc037B9W/VsdG43R0P3bHjhG3+SRjEkJwIOtSZEYXN1LqNGQHrXl3XzduUJJfvg+hajNXDCWLp2+o1WW5vyh4TCYTutR/E3z52Bg6XhvPBzs/INA9kIlNJkpT6gLIYDQwZ2/6B8ZXGryCLsP3tqvaldUDVzPrwCzWX1iPwWRAa9Dyy8lf+OXkL+bt7NX2vNH0DUp7l6aKdxWeq6HcHAyPD2dh8EIWBi8EYMJfE3Czc6NNmQwffAuIS/cv8eGODy2WJeuSWXhkocWy6n7VOX1PqY38+e7P8XP244fgHzhy+4jFdmlD7aOSoxixegSfdviUZ2s+a7HN1cir5unirsUtvvYFia1+hjwNynuWB8j2/3238t3oVr5bjvbJD0/jNVLDtwaQ/v9Q2bsyTvZOpOhTOHjj4CP/f3Zf3839JGWYbqvSrXAwOhSo/1NrexqvEZF9cn2IR5FrJP/oUw2oUGMyaTEaH111I6+Udatonr4cdwKj8eH3Ak0mMBq1gIr8vER2h681T7f064rRmEL7gF58fW4yBpOBreErGFj0bbRaNQXkdl6+yfjwe7a1bv3wbJJKBR98oLwexMcH/m0BIQqXApsksaWpU6cyKS1bCFy4cIGGDRui0WjMvVCeJjqDEXtHLQ6OGuztCsZPVaNOhRo77FX2OKhtXD/ZYMD3ozdR//sDOHHwKIx1m2L1qFwcMDRpS0KTtiQA6uj7aI7sRXN4D5pDe7APvw2AfeQ9fOZ+Yt5N7x9obgKvL1UOo7cvdndvY3fnFvZ3bqCOicLo44uhaIDy8vv3X/9A9KXLg53dQ8NKy847qB0sPjCqI+/hvHMzTts3ojl2wFxWrMh/9g/zq4lbxyboKlVHV7EaqSXK8cFcH374WXmqdejQW5QfWB61sxMF4+oTOWW+RjQO+fpHxVe7vuLX078CUD2wupQSKYA2nd3ElWil0VCjoEY0K9cs0zVSqVgl5veZz+242yw6uojlx5cTp42z2GZY3WFUCMiccC6hKcH0jtNJNiSzPGQ5eqOe8RvGc/SVo7hr3PPujeVQqiGViZsnotUrv0eG1B6Cxk7D4uDFFn0HmpVqxoLeC/hg2wesOrWKOG0cL/75osWxKhSpwKTmk2heujmvb3rd/KT4x7s/plvVbvi6ppcnDI0NBZSnyIsXKY5aVTB/ytrqZ4goPOQaAQccqB9Un72he7kTf4fwlHBKeJbIctuY5Bje/OdN83yPqj1w0DzZ/UjkGhEPI9eHeBS5RvKPvV6NCTUqlQa1De/1lPdI72d4NeE8avXD7wUq14gJtVqTr9fI7oj00pmtAvqgVjtR1LkUjXw7sj9iE+EpNzibEExrTQuettuZGk3+VVgRT4YCmyQJCAgA4O7duxQrVsy8/O7du9T+t0FOQEAA9+7ds9hPr9cTFRVl3j8gIIC7d+9abJM2n7bNf2k0GotvJjc35WatSqV6Kn8hpr3vgvT+VSoVKgpGTK6/LUFzQnmCV1+8NPEvT8mXmEw+vqR06kVKp15gMuFw9gRuS77FaecmVBky3/Z372B/9w4c3pPjc8R7BPKjfhhug7vT9aVSPOiRCJVKhcpoRHP6OPaH95G6bQ9Frx6yiMPiuMUqst+tA29cGs3Je7WodzKVwaWT6OybzDvTPfl9iwsAb42/T7dBN1Cpgmz+/yweT37/DEnRp/Dj0R/N8z8d+4lulbvly7lF9hhNRmbvn22eH994/EOvkeKexXmv3XtMaj6Jw7cOcy3qGqExobhr3BnfdPwD91OpVMzsMpOw+DC2XdlGnDaOo7eP0rZc27x4Ww+19dJWvtjzBQ5qB4p7Fqe4Z3FKeJbgzN0znAo/BShJjo86foSzgzOjGo7iQsQFgjyCKO1dGg8nDwDebvM2Gy5sMDdcBqjgW4HXmr9Gjyo9sFMrye3F/RYzYf0EVp1UEiqf7vqUL7spPVwMRgOhMUqSpJR3KfM+BVVB+xwiCh65RqBRyUbsDd0LwOGbh809jTIymUxM3jjZXI6wQfEG9KrW66n4usk1Ih5Grg/xKHKN5A+VSgUF4GvtpSlCUU0gEdo7XIk/lR7bQ+T3NZKgi+No5HYA/J1KUMmzjvncXYsPZf+/CZQd91cwTtUyX0e4FATyvSpyqsAmScqUKUNAQADbtm0zJ0Xi4uI4dOgQY8eOBaBJkybExMQQHBxMvXr1ANi+fTtGo5FGjRqZt3n77bfR6XQ4OChZ6K1bt1KpUqUsS20JkRN24bdx//ZT83zMu1/keXmrLKlU6KrVJvrzhdhfv4zTjk3YX7+s9DUJvYo6LiZXh3WPu8NEPoEfPyF5fWmMzVtgcnEFwOjmga5iVfQlyuK8axMea1Zgf+dGlse5QlnW0oczRVry4pcVcK2QSiV7T55Z4cXZb00En3Qk+KQjr8/wxGRSYW9nYtb7MXRtG0t4br8m4qm25eIWi/l91/cRkRBBUbeiNopI/NeWi1s4d+8cAHUD69KiVIts7eemcVMSHOWyfy47tR39a/Rn25VtABy9ZZskyYwdMzgfcV6J4fbRTOvt1fZ80/MbnB2U3yNlfcpS1qdspu383f35tPOnTFo/ibJFyvJqs1ctkiNpVCoV77Z5l00XNhGvjWdlyEqer/s8tYrV4tL9S6QaUgFp2i7Ek6Jxicbm6UM3D9GvRr9M2ywJXsKGCxsA8HLyYl6vedirC+yfhEIIIYTNlPOoTkTEHWJ1UdzXhuPrVOzRO+WjgxFb0JuUMnAt/Z+xSAq08u+Js50ryYZE9txfhVY/BxdkZIXIP/OOzGPe0Xlcj7kOQDW/arzX8j26VOgCKA+2vrblNX458wtavZZO5TvxXdfv8Hfzf8hR85ZNPxEnJCRw+fJl8/y1a9cICQnBx8eHkiVLMnHiRD766CMqVKhAmTJlePfddwkMDKRXr14AVKlShc6dOzN69Gjmz5+PTqfjlVdeYdCgQQQGBgLw7LPPMn36dEaOHMmUKVM4ffo0X3/9NbNmzbLFWxZPGI8v30edkgxAYv/hpNZrYuOIQF+6PAkjxv+/vfsOj6Ja4zj+3U3vECAJIRB6lV6DdBBQRBQQREDsDVTA3lCxYAUVUdSrFBVREVBBekd6r9J7SKjpfXfuH3uZsJcSSpJNyO/zPHmYcmbmnXDS5p1z3uwNhoE17gzuh/bhdmg/1viz2ELDsYVHYCtdFnuxYKxxZ3A7GYP1RAyntp9g44LTBBzaRifm4I5jmiyf2IPw+8ErjuOgd3WWlbyT1WHdOBZcm5BSBkPuS2JF2jSenPckIV4hjOg4grW33caUmb78/Icv+w+74+tj59sPz9ImKp20a5hCUgRg8ubJTus2w8b3677nxTYvXvE5Mm2ZbD6+mZqhNfH18M3tEIu0uNQ4Xp3zqrk++Oa8rxnToEz2kPkN0Rvy9FoXYxiGOXLjUp5t+Sx1S19Yk+pi7q59N91rdc9xBEgp/1I82/JZ3pz/JgYGD055EHeru1Ms5YuXv6JrikjB1qBMA9yt7mTZs1h1ZNUF+7fFbOPN+W+a66NuH0VEUMQF7URERAQqB9Rm1cm5AOxN3FbgkiRrTi0wl1uH3eG0z8fdj7Zh3fn72A8k2eKYs/9v7ql3V36HKEVYRGAE73d4nyrBVTAwmLBpAt0md2PjYxupFVKLIbOHMHPPTH67+zeCvIIYNGsQ3X/tzj8P/uOymF2aJFm3bh1t22YXTz1XB2TAgAGMHz+eF154geTkZB599FHi4uJo0aIFs2fPdqoL8tNPPzFo0CDat2+P1WqlR48efP55dhHYoKAg5s6dy8CBA2nYsCElS5Zk2LBhPProo/l3o3JD8lqxCJ9FfwNgK1GKhIFX/vA1X1ks2IuXIKN4CajX5KJN7CVD2J0Uzsg5/vw5zwfDsGCxGLzVbw8DvH/hwHeLuNm+1EyYXMpsOrGrxp10fKkBQbUiaA+0ByDebDN6yWgATqSf4KF1D9EtvBvv9HmHJ+4LZvMOD4KL2SlXxnUF2qTwO5ZwjMX7F1+wfdQ/o4gsHsk9de/J8RxH4o/w0JSH2BKzhSYRTfhzwJ95EGnRdG6ql+jEaACaRzanQ+UOZGVk5el1ywaVJcQvhBPJJ9hwbAN2w56vNTgS0xNJzXQk1ZuVbcbI20dyJO4IR+OPciT+CGUCy9C3ft+rOueVTpH1YKMH+XHjj+w9vZdjCccu2B9VzvUJfhG5fn6eftQJq8OG6A3sObWHU8mnzDpEyRnJPDbtMdJtjjdQHmr0ELdWu9WV4YqIiBRolQJuMpf3Jm6lWalbXBjNhQ4m/Wsu1yp24bOe2yL68fexHwBYdGi+kiSSr7pW6+q0/m77d/lq3VesOrqKiMAIvtv4HZN6TKJdBccMD+O6jaPGmBqsOrqKZhHNLnbKPOfSJEmbNm3MAlgXY7FYGD58OMOHD79km+DgYCZNmnTZ69SpU4dly66+HoPIJWWkE/TRa+ZqwjOvY/gHujCga3fgiBujvg1g2mwf7HbHm9xd2qfy7KOJVKvkDzzEyhJPcdf7dmqwEwsGFgzKWo5yW+h6GvntgPJlOXPbfZS+qRJ1Stgvea0dCTvYmbjTadsf0X+QmJnID01/oF6tzLy8VSkiftvym1ns+vlWz2PBwodLPwRg6MyhBHkHXfbB0NIDS3l82uOcST0DwJqjaziRdIIQ/5C8D74I+Hnzz8z4dwbgmOrlizu+yJf5Yi0WCw3LNGTW7lkkpCew59QeqpWqlufXPScmKXvywIigiEtOpZUXPN08eb/z+/T5uQ+Z9ky83b2pW7ou9cPr075Se1pWuLKpzkSk4Gtarqk5Wm7NkTXcVv02AF6a/RL7zuwDoHZobYa1H+ayGEVERAqD85Mk+xK3uTCSizucvBuAYM8QAjyKXbC/UYl29Cv/Eo39evBQh4b5HJ3cqBISEpzW/7+u98XY7DZ+2/EbyZnJRJWNYv3x9WTaM+lQsYPZpnrJ6pQLKsfKIyuLZpJEpLDy//Fr3I8cBCC9flNSb+3u2oCuQVYWfPR1AF9N9Mdmczyg7NQ6lWcfS6RWVec3uvt1T2HGghL8s/ZmyoZncV+PFHrfUYUSxVtjGAaZ9kwirR5YLJdOkAD8fvR3c7lr6a4sPbWU+Mx4Fp5cyMn0k5TyUr0IuT52w87kLY6ptixY6FWnFxGBEZxJPcN/1v4Hu2HnsWmP8VPvny76YPifQ/9wz8/3YDec+/Lm45u5pUrBenOoMDoSf4RX52ZPs/VJl08IDwy/7AsTualhhCNJArD+2Pr8TZIkZidJwgLC8u2657Qo34J/nviHhLQEqpWqhoebR77HICJ5r1nZZny16isAftv6G5HFI9kas5Xftv4GOEabfN39a7zcNS+5iIjI5VQMqIkFCwYG+xIKVpIkKTOBU+nHAYj0v/jfNO5Wdx6vPILERIpc0XbJO2XLlnVaf+ONN3jzzTcv2nZr7FaivosiLSsNf09/pvWeRs1SNdkUswlPN0+KeRdzah/qF+r0cmF+U5JE5Cq5HT+K/3efAWC4uRH/wjuF7idOzEkrT75SnNUbHX8gt2uexnOPJ1K35sVHclitMGHUafYc8KBW1UzcrmyGFyc2w8b0Y9MB8LB48F7t9/hm/zeM3uuYfmvxycXcHXH3Nd2PCEBSehJP/fkUB88eBKBVhVaUDXL8AB9+y3Di0uKYsnUKGbYM7p9yP1P6TqF+eH2nc3y9+mszQVKuWDkOxx0GYEvMFiVJcsH07dPNKaf61utLl+pd8vX6Dctkv0G17ug67q13b75d29VJEnD0aRG5sTUpmz3dxqzds8zE8Dkf3vphvo1iExERKcy83XyJ8K3EkZS97E/anu/T9V7OkeQ95nI5v6oujESKmiNHjhAYmD2TzuVGkVQrWY1Nj28iPi2eKTumMGD6AJbcvyQ/wrwmBeOrW6QQ8fthLNb0NACSez1AVpWaLo7o0uITLXw10Y/Pv/dn+VpPklMsLF3lRcd7S7F6oxf+fnbGvn+GHz4/c8kEyTk+3lCnxrUlSAD+OfUPMemOh4TtQtoR7BlMu5B25v5FJxZd24lFgENnD3H7hNvNh0FWi5VBUYPM/VaLlVFdRtGpSifAMTd738l92XVyl9kmIS3BrGUS6h/KpHuyp3LcfHxzPtzFjW/FoRXm8pPNnsz369ctXRd3q+P9kPXR6/P12gUhSSIiN77iPsXpXuviI5zvqXMPPW7qkc8RiYiIFF7nptxKs6VwLGW/i6PJduh/U22BkiSSvwIDA50+Lpck8XTzpHJwZRqGN2REhxHUDa3LZ6s+I8w/jAxbBnFpcU7tY5NjCfN33d/KGkkicjWysvCZ/xcAhpc3iY8OdXFAF5eRCT/87sfIbwOIi8/OhVqtBoYBhmGhVtVMxr5/horl8qdI+pSjU8zlHhGOP9AbFGtAoHsgCVkJLDm5BJthw81yjVkYKbJWHV7FA1Me4GzqWQACvQL5+q6vL5hOy8PNg6+7f829k+9lxaEVnEk9w72T72XRI4sI9A5k7p65ZNgyAOhSvQuVgisR6BVIQnoCW45vyff7utFk2bNYc3QNACF+IS55k9nXw5eaITXZErOF3Sd3k5CWQKB3/tSTOn/YsCt/8RORG9+YbmN4rOljrDmyhlVHVrH5+GZqlKrBu53edXVoIiIihUqlwJtYHDsdgP2JOyjrV9m1Af3PoaTsl/0uNd2WSEFjN+yk29JpWLohHlYPFuxfQI+ajueDu07t4nD8YaLKRrksPo0kEbkKnhtW4nbmFABpzdthBATl6fUOHHEjKfnqpvLatN2Ddr1DGPZxEHHxVqpWzOSOW1IpE5aF3W7BMCz0vSuZP74/mScJkr1Je3ll6yt8f+B74jPjAUjJSmFWjOMN/yCPIDqEOIozuVvdaVnK8SA7LjOOjXEbcz2e62UYBh8t/Yg+P/fhk2WfsOHYBmz2/EksSc7m7ZnHPT/fYyZIKpeozKwHZtG2UtuLtvd292bC3ROoE1YHgGMJx3hn0TsA/LXzL7Nd1xpdsVgs1CntaBeTFENsYmxe3soNb8vxLSRnJAPQPLJ5vhRrv5hzU24ZGGyMzr/vORpJIiL5xWKxULd0XR5p8gjf9fiOdYPW8UPvH/Dz9HN1aCIiIoVKRf9a5vL+pO0ujMTZ4fNGkkRqJIkUQC/Pf5mlh5ZyMO4gW2O38vL8l1l8cDF9a/clyDuIh+o/xNC5Q1l0YBHro9fzwB8PEBUR5bKi7aCRJCJXxWde9kPU1I5d8/RaS1d50ffpYKqUz+Kv8afw8825sPG+Q270ezqYs/FulAy28dxjifTploL7/77SY05aSU+3EBmRNw/5DcPgkXWPsDvJ8QP73Z3vckf4HYR6h5JiSwHg9tK34+WWPRyvXal2zDw+E4DFJxbTqHijq76uzW4jLSstT/74X7hvIZ8s+wSARfsX8dHSjwj2CeaF1i9wf8P7c/16cuWmbpvK0389TZY9C4DWFVrzTfdvCPK+fPIywCuA73p+R+uvW5OSmcLEDRPpWKWjOdVWiF8ITSIcc7rXCavD8oPLAdgcs5mOAR3z7oZucCsPrzSXo8q57u2QRhGNGLd+HADrjq2jdcXW+XLd85MkIf4h+XJNERERERG5dhUDsqdX35+4w4WRODuXJLFiJcKvkoujEbnQieQT3DftPo4nHSfIK4g6oXWY028Ot1Ry1Hod1XkU1jlWevzag3RbOp0qdeLLLl+6NGYlSUSuVFYmPgsdD/Pt3j6kt+iQZ5dKTbPw4ogg7HYLu/Z78NKIID4fHnfZ+vCnzljp/3QJzsa7Ua9mBpO/PE2Av3NiJayUPc9iBlh7dq2ZIAFIs6fx69Ffndr0jOjptN4mpI25vOjEIp6r9twVXSshLYGF+xcyb888Fu5bSGJ6Ii+1ecmpDkVu+GHjDxdsO5N6hmHzhtG7Tm98PHxy9XpyZX7c+CPP//08Bo4+3q1mN0bfMRpPN88rOr5sUFlebvMyr897HYCHf3+YdFs64Jhqy83qmPbt3EgScNQl6VhFSZJr5ZQkiXRdkuT84u3nx5TXYpMcI5FK+pW84n4qIiIiIiKuU86vKlas2LFzIKlgJEkMwzCn2wr3rYCHVX9bSMHzXbfvLrvf292bMV3GMKbLmHyKKGeabkvkCnmtWY41Pg6A9Ja3YPj45tm1Rn3rz+Fj7pQobsPNzWDqLF8mTc++XlYWHIuxsnazB3/M9WbsD37cO6gEh465E1kmiwmfnrkgQZIffj78s7nculRrAt2d5/ov51uOxsUbO20L8w6jRkANADbHb+Z0+ulLnv/AmQN8vfprev7Uk5qjavL4tMf5fdvvnE09S5Y9i3cWvsPbC9/GMHLn3qMTopm7Z64jTv8wPrr1I2qEOGLNsGWwLXZbrlxHrk58WjyvzX3NTJDcV/8+vuz25VU/eH6w0YPUD68PQFpWmrm9a43sUWL1Stczl6+0Lsl3a7/j8WmPOxWFL+psdhurj6wGHEmCKiWquCyWyGKRhPqHArD84HLGrx+f59e0G3YzSaJ6JCIiIiIihYOXmzcR/6tDciBxJ3Yjb188vRKn02NIsSUBKtoukps0kkTkCvnM+9NcTu14R55dZ/tud8b+6A/Ax6/FseeAB+99EcjrHwXxy1++RMe6EXvSit1+4bCS4kE2fvj8NCWD8/8Hd2JmIn8dd0xHFugeyHeNHFnjv6L/YtLhSRxJPcLwWsMvWoegXUg7dibuxMBg8cnFZmF3cLwlMWbNGKbvnM6e03suem0/Tz+z1sGYlWMI8AxgcIvB131PkzZNMn8J6lu/L/0b9MfA4IVZLwCw/th6Gkc0vtwpJA9sOb7FTGp0q9mND2794JrqW7hZ3fjktk/o+H1Hc8quUn6laFq2qdkmslgkQd5BxKfFsyUm5yTJuqPreHXuqwAsPbCUX+79hdphta86thvN9tjtJKYnAtCsbDOX1SMBx1z9r7R9hWf+egaAV+e8SsXgirSq0CrHY9Oy0vhixRcYGLSp2Ib64fVxt7qTnpVOXGocwb7BeLh5XHDc6eTTZh9TPRIRERERkcKjon9NDifvJt2eSnTKQSL8Kro0nkPn1yNR0XaRXKORJCJXIiMd70WzAbD7+ZPW/OJFoa+XzQYvvlsMm83Cbe1S6dg6nSfuS6J9izTSMyys3+LJ8Vg37HYL7m4GEaWzaFo/nbs6pzDo/kT++P4UlSJdU1T8j+N/kGpLBeCuMnfh4+aDj5sPvcr2YvrN01nfYT23hN5y0WPbhmR/PhedWOS0b0HsAj5a/tEFCZLIYpE80vgRfrv3N3YO3cmHt36IBceD189XfM7plEuPSLkSWfYsftr0EwBWi5W+9foCzlP1bDi24bquIddm0/FN5nL7Su2v64F7zdCaDGw20Fw/f6otcDxQP1fkPTYp1qmuxMV8vuJzc/lM6hl6/tQzX4uDF1RLDiwxl11Zj+Sc3nV680SzJwCwGTYemfoIe0/vzfG4j5Z+xMfLPuaTZZ/QdUJXqn5clYofViTyg0jqfl6Xup/X5XDcYadj7Iadj5Z9ZK5rJImIiIiISOFR4by6JAVhyq1zU22BiraL5CaNJBG5Al7rVmBNSgAgrVVH8PLOk+uM/82Pjds9CfCz8/bz8QBYrfDVe2f5Y64PAf52yoTZCA+1USrYjptbDifMJzbDxoSDE8z1PuX6XNXxjYo3wt/dn6SsJBafXIzNsOFmcdzcL4d/Mds1jmhMxyod6VilI1VLVnV6OH5fg/vYeWIn49aPIyUzhS9Xfcnr7V6/5ntasHcBxxOPA9ChcgfCA8MBqFaqGj4ePqRmprL+2PprPr9cu83HN5vL59cMuVZDWg7hRPIJjice59mWz16wv07pOiw7uAxwjGK51EiAnSd2mtOznROfFk+vSb2YdM+kIj3q6M8d2SPx2ldu78JIsr3W9jX2n97PnD1ziE+Lp/8v/Zl5/0yCfYMv2t5mtzFl6xSnbSmZKU7rZ1LO8M2ab3in4zsAZNoyefqvp5m2fRoAFizcddNdeXA3IiIiIiKSFyoF1DKX9yVup2Xo7S6MJrtoO0A5fyVJRHKLRpKIXAHPjavN5bSWeVOwfd8hN94bHQDAy08lOBVZ9/M1uPfOFLp2SKPBTZmElSo4CRKAKUensDNxJwB1g+pSO+jqphfysHrQsmRLAM5mnuXJDU9yLPUYG+M2siPe8aZGrZBa/HnfnzzV/Cmqlap20dEDTzd/Gi83LwC+X/c9J5NOXtP9nEk5w2f/fGau96/f31x2t7qbdSqOJRwjNjH2mq4h1+7ctFc+Hj65UtvC292bUbePYnKfyZTyK3XB/nMjScB5FMv57Ibdqc+81Polmkc2ByAxPZGHpjxEelb6dcdaGO0/s5+tsVsBqFu6LuWLl3dtQP/jZnVjTLcx1AxxvBl24OwBnv7r6Uu2X3l4pVlXpE5YHe6ocQdlg8pSpWQVmpZtan7vmbJ1CmlZaaRmpvLAlAfMBImbxXG9myNvzuM7ExERERGR3FLBvyCPJNF0WyK5RSNJRK6A5+a15nJGvSa5fv6sLBj8ZnHS0q3c3Did/t1Tcj6ogEjMTOSj3dlTybxW47VrOk+viF7MipkFwIzjM5gfO58Inwhz/yNNHslxWqXSgaW5r8F9fLv2W1IzU/li1Re81eEtpzYnk04ydOZQ4tLiKB1QmvDA8OyPgHDOpp7lub+fM0eRRARF0K5SO6dzNCjTgJWHVwKwIXoDt1a79ZruWa7emZQz5nRGdcLqOE2NlVecirf/X12SI/FH+HXLr/yy5RczrmCfYB5p8giPNn2Ueybdw5qjaziRfIL1x9abiZOi5I8df5jLd9a803WBXIS/lz8Tek3g1nG3cir5FPP3zic6IdocOXa+qdummssDowbSrWY3p/2D/hjElG1TiEuL45fNvzBtxzRWHV4FOBJx33T/ho5VOubtDYmIiIiISK6K9K+GFSt27BxILABJkv+NJPF286WU94V/t4jItVGSRCQnmRl4bt8EQFZ4WewhpXP9El/94M+GrY5ptka9EYe1EI3x+mzvZ5zOcNT/uC3sNpqXvLaHwB3DOjKy7kje3fkupzNOk2ZPY2+yo0ZASd+S3Fnrzis6z6CoQfyw8QfSstKYsH4CTzZ9ktCAUHP/mwveZN7eeVd0ruI+xRl9x+gLHsQ3DD+vLomSJPnq/CTF+SM88lK5YuUo5l2MuLQ4Nh/fTGpmKn/v+pvJmyez/OByDAyn9kNbDsXP0w+AfvX7seboGgCWH1xeJJMk03dMN5fvqHmH6wK5hLJBZRnQYACfLPsEgPl753Nfg/uc2qRnpTPj3xkA+Hn6cUuVC+sr9a3flynbHNNxvTj7RXO7v6c/E3tNLJL/9yIiIiIihZ23mw9lfCtyJGUv+5N2YDfsWC35+9Am057BqbTjlPAK41jKfgDK+VXN9zhEbmT6ahLJgce/W7GkpzGvIvzYLgy7Yc/5oKuwfbc7n3ztmGbrrefiKRPmmsLr12J/0n6+O/AdAF5WL16vee01QAB6l+3NsrbLeKjCQ2ZNEoB769yLt/uV1YEJDQhlQMMBAKRlpfHFyi/MfXtO7TGnvslJi/ItWPjwwosWmW5QpoG5rLok+WvL8ewkSd3SdfPlmhaLxax9cjL5JLU/rc3APway7OAyM0FiwULbim35vsf3PNz4YfPYm8tnT630z6F/8iXeguTfk/+y66RjOHiTiCaUCSzj4ogu7vwRHv9fVwZg4b6FJKQ76lLdWu1WfD18L2jTrGwzKgVXctoW7BPMlL5TlCARERERESnEzhVvT7OlEJN6OF+vnZKVxIP/NKfrwvK0mxuMzcgCVLRdJLdpJIlIDjw3rWVlBHTqD4ZlLYN2fcDL1V/OlXOnZ8AzbxQnM8tCx1ap9Lo91dyXnJXM2H1jqR5YnS6lu+TK9XLbe/++R6aRCcBjFR+jnG+56z5nkEcQw2sNp2+5vnz878ekkcZjjR67qnMMajaIiRsmkpqZyrj146hbui49a/dk5PKRZpLrpdYv0a1mN6ITo4lOiOZ4wnGOJRzjbOpZbo68mX71+11yKqewgDDKBJbhWMIxNkVvwma35cu0T+JctD2/kiTgGLWy9MBSAJIyksztFYpX4J6693B37bsvOkVTmcAyVAyuyP4z+9lwbAPJGcnmKJMbQZbd8Qu6u/Xiv06cP9VWQRxFck7tsNqE+ocSmxTL8oPLSclMcUqETN2ePdXWXTUvXnjdYrFwb717eXvh2wCE+Yfxy72/UK2U5gkWERERESnMKgXUYmnsnwDsT9xBuG/5fLmuYRi8u+VRdsY7Xs5Ms2VPza6i7SK5S0kSkRx4bl7LfxqA8b9yGGP2jqFNqTZElbhwhMHVGvVtADv3eBBczMaHr8ZzfsmNF7a8wPTo6QB81+g7Ood1vu7r5aY1Z9aYNURKeZViYKWBuXr+agHVGF1nNDHEXPVD5VL+pXi8yeOM+mcUWfYsBv05iE3HNzF9+3QASviW4JEmj+Dn6UeF4ArXFF/98PocSzhGSmYKu07uomZozZwPkut2rnC6n6cflUpUunzjXNS6QmtzVJKvhy9da3SlT90+NC3bNMdaOS0iW7D/zH4y7ZmsPbqWNhXb5EPEeSvLnsXEDRP5eNnHpGam0q5SOzpX7UxqZipbjm8hPj2eLFsWq4+uBhwjbbpW7+riqC/NarHSoXIHftr0E2lZaSw/uNwcXZKYnsi8PY4p+oJ9g2lVodUlz3N/w/vZcGwDKZkpvH/r+0QWi8yX+EVEREREJO+cX7x9f9J2WoTeli/XnXLoK+ZE/wyAj5sf/u5BnEyPxtPqRavQgvsSmkhhpCSJyOUYBvZta5jy8HmbMHh649PMbz2fII+gyx6+Y487R4+7EdUggwB/57oF23e78+VEfwBGvBRPqRLZ03htittkJkgAnt38LLWDalPGp2BMVWMYBm/veNtcH1JlCH7uBevt+OdaPcfp1NNM3DARgP+s/Y+5b2DUwOt+m79hmYZmjYIN0RuUJMkHp5JPcSzhGOB48z8/519tUb4FE++eSEpmCh0qd8Dfy/+Kj725/M1M3Ojoh8sPLi/0SZJF+xbxxvw32H1qt7lt5r8zmfnvzEse0zyyuVNtoIKoY5WO/LTpJwDm7ZlnJklm7ZpFWlYaAHfUuAMPN49LnsPP04/ven6X98GKiIiIiEi+qRiQ/fd+fhVv33Z2DZ9sH2yuv1lvAu1L9+BE6jHcrR4Ee4XkSxwiRYWSJCKX4XZ4P7NCzpDwv3IYFiwYGESnRfPy1pf5ssGXlzx2ySov7h8STEamBXc3g8Z1M2jbPJ02zdOoVjGL598phs1m4bZ2qdzeIc087v8TEABxmXEM3DCQKVFTLjmtTV774N8PmBc7j3Yh7Qj3CWdD3AYAqvpX5e4yd7skpstxs7rxQecPCA8I5/0l75vbS/qVZECDAdd9/v+vS9Kvfr/rPqdc3vlF2/Nzqi1wTKXUsWrHnBtexPn1KJYfXJ5bIeW7Paf28Ob8N1mwb4HT9nNF7S/Fz9OPwTcPztvgckGL8i3wcvMi3ZbOvD3zMAwDi8XiVMeoe63uLoxQRERERERcobx/dfN50P6kvE+SxGWc5qUNd5P1v+nN760whPalewAQUkBenhW50ShJInIZvn/+wk+1s9c/qfsJb+14i/jMeP6I/oOHKzxMg+INLjhuxTpPHny2OBmZFooF2olLsLJygxcrN3jx3heBBAXYiU+04ltlBTX6z+dwSkeznsfc2LmsOrMKgPK+5ckysjiaepS1Z9fyyrZXeKvWW/i4+eTL/Z+z9sxaPt/7OQA7E3c67Xul+isuS9zkxGKxMLjFYEL8Q3j+7+exGTaebfFsrtSEqB1WG3erO1n2LDZEb8iFaCUnTvVIwvI3SXI9SvmVokZIDXae2MmWmC3Ep8UT5H35UWgFzY8bf+Sl2S+ZNUgAGoQ34O2Ob1OvdD3WHF3DsgPLCPQOpEF4A8IDw/GweuBmdSPQOxBPN08XRn9l/Dz9uLn8zSzct5CYpBi2xW4jLCDMrEUTERRBo4hGLo5SRERERETym7ebL+G+FTiWsp8DiTvMF6rygt2wM2xjf7NAfJ3izXm6xgd5ci0RyVYwn2yKFADWmGMk/fUfZv6v1EaoR0l6RvQkw57BS1tfAmDK0SkXJEnWbvZgwJBg0tKttG+Rxn8+OkN0rBuLV3ixcIU3/6z1JD7RCkGHyLi3PZ8cSuPzw+/Qp1wfBlYayLs73zXP9XrN1ynpVZLuK7pjM2z8dPgn/jn1Dx/U+YAWJVvk2+fiq31fXXR7VIko2oe0J8vIuuj+guLeevfSOKIxsUmx3Bx5c66c09fDl5ohNdkSs4XdJ3eTmJ5IgFdArpxbLm7LcdeNJLleLSJbsPPETuyGnVWHV9GpaidXh3RVRi4baSZIwgPCea3da9xV6y7zD4OoclFElbv+Ok2u1rFKRxbuWwhg1iGxGTYA7qp1V75O8SYiIiIiIgVHxYBaHEvZT4otidi0I4T5lMuT64zbO4IVJx31X4t7luL9Br/ibr30lL8ikjv0177IJRyaOIyb+6eT6eZY71a2O24WN+4MvxNvq2P+rT+i/yDdlm4es2m7B/2fLkFKqpWWTdL55oMzeHpA+Qgb9/dKYeKnZ9i+MIZJX5ym0wsfkWVxTLOVaWQy8dBEohZGsS95HwBNgpvQKbQTjYo34v3a7+NpdbyJfTDlIL1X9Wbo5qGcyThz2XvYGr+Vtovb0n91f9JsaZdteyl7k/YyN3YuAGFeYQyqPIjiHsUJ9Qrl3ZvezbO3J3JblZJVaFG+Ra7Ge27KLQOD+Xvn59p55eLOjSQJ8AqgQnAFF0dzdc5Pzi05sMRpn92w88b8N+jwnw4M+HUAb85/k4kbJrL84HLi0+LzO9QLHI0/SnRiNAD1w+uz/InldL+pe6H52r8aHSp3MJe/Wv0VHy790FzXVFsiIiIiIkVXxfOLt+dRXZI1pxbw9a5hgGO693fqT9L0WiL5REkSkYuYs/Fb2leezYHijvWSHsE8XMFRvT3AI4Bbw24FHLVCFp5wvHW8bZc79z4VTGLAZho1Ocm4kWfw9rrw3N5e0LDRaVYYjkLOnlZP/Nwc0z/ZyS7e/nqN182HkPeWu5e5LefSuHhjc/8vR36hzeI2TD82HcNwLgoPcDr9NA+sfYDdSbtZeHIh049Nv6bPxTf7v8HAcf6HKz7My9VfZlunbazvsJ5qAdWu6Zw3ivPfnH/6z6eZum2qC6O5sZ1MOmk+qM/vou25ISoyyox5wvoJTNk6xdz33drv+Hr112yL3cacPXMYu3osL8x6gZ4/9aT+5/WdCqS7wrqj68zlthXb4uvh68Jo8lZEUAQ1Qxx//CSmJ5rbH2v6GDVCargqLBERERERcbEKAecnSbbn+vlPpB7jtQ33ms+FHqv6Fk1LdcjhKBHJLYXrKZNILlt7Zi2TDk/iaMpRwPFG9ye7PuHBY2+S/L8p9OtmhfF3q9mUOS973zOip7k85egUdu1zp8/AEsS3fAoeb0Di3W1w80znUiYfnkxiluMBXM8yPVnZbiWPV3zcHKHSp2yfC6bxqhJQhanNp/J+7fcJcHdM63Q64zQDNw7kvjX3cSTliNnWZtgYuHEgx9OOZ8d5bApX60TaCaYcdRwX4B5A33J9zX034lvkV+v26rfTuWpnADLtmTz5x5N8uerLiyat5PpsjjmvHkkhm2oLIMg7iIcaPQQ4vj4H/TmI8evHs+vkLt5Z+M4lj0vJTGHy5smXPfeUrVMYOmMoh+IOXVNs/xz6hwG/DmDcunEX7btrj641lxtHNL5g/42mY5WO5rLVYuWdju/wZvs3XReQiIiIiIi4XCX/Wuby1MPfEJt6NNfOvS9xO4NWd+RMxgkAmpfqzINVXs2184tIzpQkkSJr49mN9FjZg+e3PE/ThU25ffnt3Lv6XkbuGWm26bPbm99vmeeUIAFoUbIFoV6hAMw/sYC7h8KZsL+gsaN2x67kHfwR/cdFr5uclcx/DvzHXH+44sOU8CrB6zVfZ3X71UxrPo0P63x40WOtFiv9I/uzuM1ibgu7zdy+8ORC2i5py6jdo4hNi+WjXR+x7NQyp2NXnl7JsdRjV/EZgu8Pfk+63ZHs6VeuH4EegVd1/I3OzerGf3r8h/71+5vbhi8Yzhvz38Bu2C9zpFwtp6LthTBJAvDWLW/xQMMHzPWXZr9Ez596mlP2Pdz4YdYOWstv9/7Ge53ew4IjEbl4/+JLnjMmMYbBMwYzafMkek/qzdnUs1cV04T1E+j1Uy/m7JnDy3NeZsyqMRe0OZcksWChYZmGV3X+wqhf/X6E+IVQyq8UP/b+kYcbP6yksIiIiIhIEVclsA7l/KoCcDh5Nw+tuJlDSdc/6v+DrYPoveQm9ic5pvAK9S7L8Po/FrrZE0QKO33FSZFkGAbv7nzXLMgLsDFuo5lYsBjw4Vz4otI7+PgFX3C8u9Wdu8rcBUCWkcnpKl/iduejTm2+3vf1BW9lJ2clO0Z9pDpGfbQp1cZpyqqSXiVpEtwkxx+GYd5hfNvoW75r9B1h3mEApNpS+Xj3xzRe0JjRe0cD4GZxo2No9lvRU49d+XRQmfZMJh2eBICHxYOHKjx0xccWJe5Wdz689UNeaPWCue2bNd/w+LTHScu6tjowciGnJElY4UySWC1W3uv0Hk83f9rcdjL5JABVS1bl1bavUjaoLC0rtOTBRg+ayaAdJ3YQkxhz0XNuit5kFlQ/ePYgj017zFy/nCx7Fq/NfY0XZ7/o9H3wnYXvOI1cSc5IZnusYyh59ZDqBHrf+InSiKAINjy9gQ1PbaBdpXauDkdERERERAoAd6sHo5vOJsK3EgAxqYd5ZEVLTp03g8e1mHF0vLnsafXig4a/UcyzxHWdU0SunpIkUiQtPLGQlWdWAlDauzQ1A7PnlgxKg79/gsEx1Ui7vdclz1HicPbUU7R5C5v3Saf9OxN3suRkdoHmcwmSVWdWOa7jEcTrNV6/rvvoHNaZxa0XMyBygPnW+fkPPF+t8SrDaw03138/+vsVTwW14MQCTmecBqBTWCdK+5S+rlhvZBaLhaEthzKyy0jcLG4A/LnzT/r83KdAFN6+EWw5vgWAQK9Ayhcv79pgroPFYuGVtq/watvsodMeVg++7PYlPh4+Tm3bVmxrLl9qNMnW2K1O60sPLGX4guEXbXtOelY69/92P/9Zmz2irVm5ZubyszOfZd6eeQBsjN5ofk9pXObGn2rrHHerOx5uHq4OQ0RERERECpAyvhX4T/PlVAmoA8CZjBNMPfzNNZ8vy55Jqi3ZXJ/cais3FW963XGKyNVTkkSKHJthY8S/I8z1N2u+ybxW81jSYgHfLCvJ1i+h815IeOplcHNzOtYwYO9BNz74MoB3X2sBMc5vtJfwLMF7N71nrn+13zH91sUSJJObTqZ6YPXrvp8AjwDeq/0eK9ut5Jkqz5jTgPWK6MWjFR6lrG9ZmgU7HoDuSdrDlvgtV3TeX478Yi7fU/ae646zKLi33r1M6DXBfNi98vBKuk3sRnRCtIsjK9xiEmOISXKMpKhbuu4NMfXRU82f4rOun9GoTCM+v+Nzbgq76YI2bSvlnCQ5N8oDMBOl36z5htfmvkamLfOC9ja7jSf/eJL5e+cDjmTAyC4jmdZvGg83ftjRxrDx8O8P89i0xxi3fpx5bOOyRSdJIiIiIiIicjElvcMY1WSGub7w+O/XfK6krARzuXmpWynnX+W6YhORa6ckiRQ5U49NZWfiTgDqF6tPl9JdAKgzfw2PLDhF2QRIr9+U9BYdnI4b9a0/N3UIo3XPUD7/3lE4vZlbb6c2H9b5kH6R/SjvWx6A5aeWs/r06osmSOoUq5Or91XWtywvVHuBNe3XsK79OkbWHWk+TO4R0cNs9/vRnH+An0g7wYITCwDH1F6tSrXK1VhvZB0qd+D3vr8T7OuYpu3fk//y8O8Pq5j7RaRmpjJ0xlBemv0Sp5JPXbLduVEkAHVK5+7XjSv1rtObGffP4K5ad110f4MyDQj0ckxvteTAEmx22wVttsY4RpL4e/rzwa0fmNv/s/Y/dP+xO9O2TyMhzfGLt2EYvDT7JWb+OxMAH3cfJveZzL317sVisTD8luF0q9kNgHRbOn/s+MNsC0WjaLuIiIiIiEhOwnzKUruY42XUvYlbr7k2SfJ5SRJ/j6BciU1Ero2SJFKkpNnS+GjXR+b6K9VfcSQSDAP/n742tyc8/Sqc97b68rWefPx1IHHxVry9DJrWT+fTN88y9t7bCPrfD7J7yt5D57DOuFnceLRidn2Se1bfk+cJkvO5W90p7VPa6W37LqW74GX1AmB69HQy7c5vmGfYMziccpiVp1cy5egU3tjxhjnFTq+IXuYUUnJlGpRpwMwBM4kIigBgQ/QGpzf+xeGnTT8xafMkxq8fT/v/tGfZgWUXbbc5pvAXbb8W7lZ3WpZvCcDZ1LNOdVkAzqSc4VjCMQBuCr2J+xrcx8e3fYyH1TFN1Nqja3li+hPUGlWLPj/3YdCfg/hh4w/mub/r+R0tyrcwz2e1WPm86+c82uRRinkXc7pWqH8okcUi8+pWRURERERECpV2pbNfRl0Yc22jSZIys6fn9nO/8es/ihRk7q4OQCQ/jT84nmOpjoeK7ULa0bxkcwA8dm3D/chBANIbRpFZu6F5jM0Gw0c5EiF970rmnRfi8TSnqi/F9ObT2ZO0h85hnc1jepXtxce7P+ZMxhky7BlA/iRILiXII4hbQm9hxvEZnM44zb2r78UwDOIy4zibcZbY9FgMLj7SoVfZS9dlkUurEFyBp6Ke4sXZLwIwZduUi06pVJQtPbDUXI5NiqXXpF482uRRyhUrx/HE48QkxhCdGO2UYCpKSRJwTLk1c5djNMfi/YtpUKaBue/8z0ut0FoA9Kvfj+qlqvP49Mc5Gn8UgEx7Jov2LzLbWrAw+o7RFy1K7uXuxfBbhvN6u9dZfWQ1s3bNYnvsdh5r+tgNMc2ZiIiIiIhIbmhXugef7XwegEUxUxlQcchVn8NpJIm7RpKIuJKSJFJkxGfGM3rvaMDxkPDl6i+b+7zn/mkup3bs5nTclL992L7bgwA/Oy8+mXhegsShakBVqgZUddrm4+bD/ZH3M3LPSMC1CZJzekb0ZMZxx7yZK06vuKJj7gi/gwp+FfIyrBta1xpdHbUh7JlM2z6N19u9jptVo3LAURtj1eFVTtsMDL5e8/UljoASviUoF1Qur0MrUNpUbGMuL9q/iKEth5rr5xdtPz8B1yiiEaueXMWqw6uYtWsWs3fPNkecALzX6b1LTvF1joebBy3Kt3AaaSIiIiIiIiIOZXwrUC2wPrsSNrIzfj3RKYeI8K92VedIyjpvJImHRpKIuJKSJFJkjNk7hrjMOMBRo6NmYE3HDsPAZ/5fjkU3N9LadzGPSUyy8OGXjh9UTz+YRIni9iu+3iMVH2HF6RXEZcYxqu4olyZIANqUakOdoDpOhdu9rF4U8yhGuE844T7hlPEpQxnvMpTxKUNZ37LUCqzlwogLv2DfYDpU7sCs3bOITYpl+cHltK7Y2tVhFQjbY7eTkO54a6ZLtS40jGjIiEUjLpgKDiDAK4CyQWUZ2nJokRvNEBEUQZWSVdhzag8bjm0gPi2eIG/HG0bbYraZ7WqH1nY6zt3qbiY53un4DpuPb2bZwWVUKVGFztU6IyIiIiIiItenXeke7ErYCMDi2D/o5//CVR2fnHn+SBIlSURcSUkSKRKiU6P57sB3gCMx8EK17B9cHts34R59BID0xi2wFws2970/JpCYk25ElsniwXuSruqagR6B/N782ualzAseVg9mtJjBoeRD+Lr7EuQRhI+bj6vDuuH1qN2DWbtnAfDbtt+UJPmfFYezRzPdXP5mHmz0IB0qd2DJ/iUEeAUQHhhO6YDSlA4ojb+Xvwsjdb22Fduy59QebIaNZQeXcXv124HskSQeVg+qlqp6yeMtFgv1wutRL7xefoQrIiIiIiJSJLQv3YOvdr0GwKKY6fSrdJVJEk23JVJgKEkiRcLI3SNJs6cBcH/5+ynjU8bc5zMve6qttA5dzeV1WzyYMMUXgPdficPbK5+CzUNuFjcq+ld0dRhFSofKHQjyDiI+LZ6///2b5M7J+Hn6uTosl1txKDtJ0jzSURuoasmqVC156Yf9RVWbim34Zs03AMz8dyZdqnUhNSuVfaf3AVC9VHU83TxdGaKIiIiIiEiRU96/OhX9a7I/aQdb4lZxMi2akPOeN+XEabotjSQRcSmrqwMQyWu7E3fzy5FfAAh0D2RQ5UHZO+12vOc76nQYbu6ktnVMQ5ORCS++WwzDsHD37Sm0apqR73HLjcHb3Zuu1R3Jt5TMFGbvnu3iiFzv/Hokwb7BVCt5dfO2FjVR5aLwcXeM+pq2fRovzX6JrTFbsRuO6f/Or0ciIiIiIiIi+add6R7m8qKYaVd1rNNIEg+NJHEpmw1efx0qVAAfH6hUCd5+Gwwju41hwLBhULq0o02HDrBnj+tillylJInc8Eb8OwI7joeJgyoPItgzezotj63rcY+NBiC9WSuMoOIAfDXRn3/3eRBczMawwQkXnlTkKvSs3dNcnrJ1igsjKRjOr0fSvFzzIldn5Gr5ePjwSttXzPUJGybw0O8Pmes3hSpJIiIiIiIi4grOSZKpV3VsUqZGkhQYH3wAX30FX3wBO3c61j/8EEaPzm7z4Yfw+ecwdiysXg1+ftCpE6SluS5uyTVKksgNbc2ZNcyNnQtAmHcYD1Z40Gm/z7y/zOXUWxxv++875MZn3wUA8NazCQQXu/Ji7SIX06RsE8oGlQVgyYElnEg64eKIXGv+3vnm8rmptuTyHmnyCKPvGI2H1QOAU8mnzH0aSSIiIiIiIuIaVQLqEOFbCYANp5dwNv3kFR8bk3bEXA70CL5MS8lzK1ZAt27QpQuULw89e0LHjrBmjWO/YcCnn8Jrrzna1akDEydCdDRMn+7CwCW3KEkiNyzDMHhn5zvm+nNVn3MuVG6343Nuqi0PT9LadMYw4MX3ipGeYaFNVBp3dU7N77DlBmS1WOlxk+PtErthZ9r2qxuCeyNJz0pn3PpxgOPz0r5yexdHVHjcXftufu37K8V9ipvbLFioFVLLhVGJiIiIiIgUXRaLhXZh3QGwY2dJ7B9XdJzdsLP5zHIAinmWpIxvhTyLsShLTEwkISHB/EhPT794w+bNYcEC2L3bsb55MyxfDrfe6lg/cABiYhxTbJ0TFARNm8LKlXl7E5IvlCSRG9ac2DmsP7segKr+Vbk74m6n/V7L5uN2KhaAtKg2GP6B/PKnDyvXe+HtZWfES/FoFiDJLeeSJADvLnqXFmNb0HtSb4bOGMofO/4w60vc6H7f9jsnkx1v1nSp3oXIYpEujqhwiSoXxd/3/02lYMebSi3Kt8Dfy9/FUYmIiIiIiBRd50+5tfD471d0zL7EbSRkngWgfnBLTUOdR2rWrElQUJD5MWLEiIs3fOkluOceqF4dPDygfn0YPBj69nXsj4lx/Bsa6nxcaGj2PinU3F0dgEheyLJnMeLf7G98L1d/GXfred3dbifw64/M1dQ77uHkaStvf+YolPX844mUK2PLt3jlxlelZBXqh9dnY/RGMmwZ7D29l72n9wIwafMkRi0fxUutX6JT1U437C9HdsPOV6u+MtefaPqEC6MpvCoEV2Dew/NYc2QNjco0cnU4IiIiIiIiRVrNoMaEekcQm3aUNacWkJBxlkDP4pc9Zv3pJeZy/eBWeR1ikbVjxw7KlCljrnt5eV284a+/wk8/waRJUKsWbNrkSJKEh8OAAfkSq7iWRpLIDemXI7+wN8nxALpJcBNuCb3Fab/3wpl47N4BQEaNOpxp0okHng0mLsHKTdUyeLhPcr7HLDe+kV1G0qlKJ6qUrIKPh4/Tvn9P/sv9U+6n64SunEk546II89aCvQvYc3oPAM3KNaNBmQYujqjw8vXwpU3FNhpFIiIiIiIi4mIWi4U2od0AyDIyWXrirxyOgI1nlprLDUq0zrPYirqAgAACAwPNj0smSZ5/Pns0Se3a0L8/DBkC50aehIU5/o2NdT4uNjZ7nwAwYtkIGn/bmIARAYR8FMKdk+9k16ldTm3ajG+D5S2L08fjMx53UcQOSpLIDccwDL7an/22+ivVX3F+M99mI+DrT8zVs4+8wCMvBrNxmyfFgux88U4c7hpjJXmgRkgNJvSawLLHlrH/+f3sHLqTn3r/RIPw7GTBumPreG/Rey6MMu98uepLc/nJpk+6MBIRERERERGR3NM27E5zeV70L5dtazfsbDztSJL4uQdSJbBOXoYmVyIlBaz/95jczQ3s/5savUIFRzJkwYLs/QkJsHo1REXlX5yFwJJDSxjYeCCrHlrFvP7zyLRn0vHHjiRnOL+Q/kiDRzj+7HHz48NbPnRRxA4FOkny5ptvYrFYnD6qV69u7k9LS2PgwIGUKFECf39/evToQez/ZfQOHz5Mly5d8PX1JSQkhOeff56srKz8vhXJR+vOruNA8gEAmpdoTuPgxk77feZMx+OA42329LqNeWLOnSxe6Y2Pt52Jn56mSgX1D8l7FouF4j7FaV+5PTPvn8nEuyfi6+ELwPQd0y/44VHYrTu2jlVHVgFQpUQVOlTpkMMRIiIiIiIiIoVDneLNKOUVDsA/J/5my9lLF/P+N34DZzJOANAguBVuFrd8iVEuo2tXePddmDkTDh6EadNg5Ei46y7HfovFMf3WO+/An3/C1q1w332O6bjuvNOFgRc8s/vN5v5691MrpBZ1w+oyvtt4DscfZv3x9U7tfD18CfMPMz8CvQJdFLFDgU6SANSqVYvjx4+bH8uXLzf3DRkyhL/++ovffvuNJUuWEB0dTffu3c39NpuNLl26kJGRwYoVK5gwYQLjx49n2LBhrrgVySe/HvnVXL6n7D3OO7MyCfhmpLn6vu9wps3xw93N4NsPz9KwdmZ+hSlislgsdKzakTtr3glAUkYSM/6d4dqgctnIFdlfd080ewKrpcD/+BERERERERG5Im4WNx6o/Iq5PnL7EOyG/aJtl8Vm/73fIvT2PI9NrsDo0dCzJzz5JNSoAc89B489Bm+/nd3mhRfgqafg0UehcWNISoLZs8Hb23Vx57OEhASnj/T09ByPiU+PByDYJ9hp+09bf6LkhyW56cubeHn+y6RkpuRJzFeqwD+lcnd3JywszPwoWbIkAPHx8Xz33XeMHDmSdu3a0bBhQ8aNG8eKFStYtcrxtvLcuXPZsWMHP/74I/Xq1ePWW2/l7bffZsyYMWRkZLjytiSPpNpS+fP4nwD4u/tza9itTvt9Z/yG+9GDACxxb8ebKzsDMOrNONo2z/kLWyQv9anXx1z+efPPLowkd606vIrlhx0J7shikdxd+24XRyQiIiIiIiKSu+4q9ygV/WsCsC1uNXOjJ1+03fIT5yVJQrrkS2ySg4AA+PRTOHQIUlNh3z7HqBFPz+w2FgsMHw4xMZCWBvPnQ9WqLgvZFcqWLUtQUJD5MeJczZZLsBt2Bs8ezM1lb+amkJvM7ffWvpcf7/qRRQMW8XKLl/lhyw/0m9ovr8O/rAJfeWHPnj2Eh4fj7e1NVFQUI0aMoFy5cqxfv57MzEw6dMiesqV69eqUK1eOlStX0qxZM1auXEnt2rUJDQ0123Tq1IknnniC7du3U79+/YteMz093SkTlpSUBDhqXRiGkUd3WnCdu++CdP+GYWBwYUwzo2eSlOX4/7q99O34uPlk789Ix+vLT822L2W9Q5UKmbz9XDwtmqRTQG6t0MnLvnGp/+cbVcPwhlQuUZm9p/ey6vAq9p3eR8Xgiq4O67p9vOxjc3loi6G4W92LxP+nXLmC9jNGChb1D8mJ+ojkRH1ELkf9Q3KiPpJ/DMOAQvj5Phevm9WNwTU/4ek1jhd2P9/5Iq1Du+Ht5mu2PZkWzc54x7RDVQPrEeJdJs/u9X+fTvOjKClM/acwOXLkCIGB2dNieXl5Xbb9wJkD2XZiG8sfXO60/dGGj5rLtUNrUzqgNO0ntmffmX1UCq6Uu0FfoQKdJGnatCnjx4+nWrVqHD9+nLfeeouWLVuybds2YmJi8PT0pFixYk7HhIaGEhMTA0BMTIxTguTc/nP7LmXEiBG89dZbF2xPT08nLS3tOu+q8MmyG2RlZJBpsWL//yJGLpKZkYkdG1lGFtbzRi/+ejR7qq3u4d3JtDumz0pIsrDumak8eOYYALOtt9H+qWoM6HUMD3fIvPgISLkChmGQZXfUcbFYLLl67ix7FnbsZGVkkWktGlOh9a7Vm3eXvgvApA2TeLHli/l27eOJx3lg2gN4uHnwVNOnuKXSLdf9f7ri8Ar+OfQPABWKVaBrla5kpheN/0u5coZhkJnh6Be5/X1ECj/1D8mJ+ojkRH1ELkf9Q3KiPpJ/sjJsWLBiGOnY7TZXh3PFDAPs9nTAQtMSrYkq1ZGVJ+dyIu0oP+z7gIcqv2y2XRIz1Vy+uVQn7Pa8e854ruZ4evqFNclvdFcyDZRcvcDAQKckyeUM+nsQM/bMYOn9S4kIjLhs26ZlmgKw98xeJUku5tZbs6dKqlOnDk2bNiUyMpJff/0VHx+fPLvuyy+/zNChQ831Xbt20aRJE7y8vPAuQvPMnZNps+PumY6HpxfubgXju6o904IVN9wt7nhYPQA4mnKUFadXAFDetzxRJaKwWCzs2O3O0y/4sPDYJ+bx5T97mtrNUgEPV4R/QzmXnfeweuT6L4w2qw0rVtw93fHwKhr/V73r9eaD5R+QZc9iyo4pPNDkAcoElsmXa3+56Et2nNwBwMN/PEzTsk15vd3rNCzT8JrOZxgGo1aNMtefbflsnn7vlsLL/D7ilfvfR6TwU/+QnKiPSE7UR+Ry1D8kJ+oj+cc9y4qBFYvFC6u18DwDcPQRA6vVC4vFwpAao1hzqg42w8bE/Z/QofQ9VAioAcDCmD/M49qW7onVmnfPGc8lRry8ilTZDCDnEQ6SdwzD4KlZTzHt32ksHrCYCsUr5HjMpphNAJQOKJ3H0V1agU6S/L9ixYpRtWpV9u7dyy233EJGRgZxcXFOo0liY2MJCwsDICwsjDVr1jidIzY21tx3KV5eXk5fTP7+/oDjjYGi+APx3H0XpPu3WCxYcI7p9+jfMXD88tKrbC+sViu//OXDK+8X44n0UZTGMXoote1tBEbVdlnsN6K86h8X+3++0YUEhHBL5VuYtXsWsUmxNPuyGXfWupOBzQZSI6RGnl03KT2JKdumOG1bfWQ1t0+4nfc6vceDjR686nMuO7iM1UdWA1A5uDJ31rqzyPw/ytUraD9npGBR/5CcqI9ITtRH5HLUPyQn6iP5w2KxQCH9XJ/fRyoG1qRH5BP8evAL0mwpPLWmM9/d/A9eVm/Wn14EQBnfitQIapin9/m/T6f5UZQUtv5zIxn490AmbZ3EH/f8QYBXADFJjuexQV5B+Hj4sO/MPiZtncRtVW6jhG8JtsRuYcicIbSKbEWd0Doui7tgDAu4QklJSezbt4/SpUvTsGFDPDw8WLBggbl/165dHD58mKioKACioqLYunUrJ06cMNvMmzePwMBAatasme/xS94xDIPfjvwGgAUL3cJ68sK7QQx9qzjp6QbPeY12tLNYSHzsWVeGKpKj51s9T6CXY/hilj2LKVun0Pbbttw7+V7+OfRPnsyt+fu230nOSAageWRzKpeobO57Z+E7nEo+ddXnHL1itLk8OGowbla36w9UREREREREpIAbWP09qgU6aiHHph3h6dWdmX7kP9hxzIHVofTdepAvN6Sv1n1FfHo8bSa0ofQnpc2PX7b/AoCnmyfzD8yn448dqf5FdZ6d+yw9avTgrz5/uTTuAj2S5LnnnqNr165ERkYSHR3NG2+8gZubG3369CEoKIiHHnqIoUOHEhwcTGBgIE899RRRUVE0a9YMgI4dO1KzZk369+/Phx9+SExMDK+99hoDBw7UsKsbzJozaziYchCAFiVbsOjvKvw0zQ+LxWDsbX8SPtOxLz2qDVmVq7suUJErUDO0JiueWMH3675n3PpxnE09C8DCfQtZuG8hzco1Y1zPcRT3KZ4r1zMMgwkbJpjrb3V4ixohNRgyYwi/bf2NlMwUxqwawxvt37jic+48sZNlB5cBUKF4BW6vdnuuxCoiIiIiIiJS0Pm5B/B501k89M/NHE3Zx/6kHYz59xVz/y3hvVwYnUjeMd64/Iu9ZYPKsuT+JfkUzZUr0CNJjh49Sp8+fahWrRq9evWiRIkSrFq1ilKlSgEwatQobr/9dnr06EGrVq0ICwtj6tTsAkhubm7MmDEDNzc3oqKi6NevH/fddx/Dhw931S1JHjm/YHuviF7MW+aYbPGFJxLpn/Yfc1/Knffme2wi16KkX0leaP0C6wat452O7xARlF3katXhVby78N1cu9a6Y+vYccJRi6RBeANqh9XG3erOK21ewcvNkVAev248J5JOXO40Tv6zNvvr7qFGD2G1FOgfNyIiIiIiIiK5qoRXKF80nUMJr1Cn7WV8K5qjTESkYCjQT60mT55MdHQ06enpHD16lMmTJ1OpUnaFe29vb8aMGcOZM2dITk5m6tSpF9QaiYyM5O+//yYlJYWTJ0/y8ccf4+5eoAfQyFVKyUrhr2jHkKwA9wDaBt/K6o2OB7td6hzGe/EcAGwlSpHW6haXxSlyLfw8/Xi48cOsenIVX935FQFeAQBM2jyJf0/+myvXmLA+exTJgIYDzOXSgaXN9dSsVD5f8fkVne90yml+3/Y7AAFeAfSu0ztX4hQREREREREpTCL8KvFZk1n4uQeY224p3UtTbYkUMAU6SSJyJf6O+Ztkm6OWwh3hd7BtWxBp6RZCS9qos30yFlsWAClde4O7hytDFblm7lZ37qp1F083fxoAu2HnnYXvXPd5T6ec5s+dfwJQ3Kc4d9S4w2n/U1FP4ePhA8DEDROJTojO8Zw/bvyRtKw0AO6tey/+Xv7XHaeIiIiIiIhIYVQ9qD6fNPqDII9ginmWpEfk464OSUT+j5IkUuj9eiR7qq27I+5m2WrHKJKWTdLwm/6TuS/lzj75HptIbnu48cOEB4QDMH/vfJYfXH7N54pOiOajpR+RYcsAoHed3mZC5JxS/qV4sNGDAGTYMvj0n08ve874tHjGrRsHgAWLeayIiIiIiIhIUdWoZFtmdjjC7A7RlPaNdHU4IvJ/lCSRQu1o6hH+Of0PABX8KtCoeCOW/i9J0idkAe5HDgKQ3qQFtojyLopSJPf4ePjwYpsXzfXhC4ZjN+xXdGyGLYPlB5czfMFw2nzThgajGzB+/Xhz/30N7rvocU82exI/Tz8Aft70M4fjDl/Q5tDZQ7w29zXqf16fmKQYADpX7Uxkcf3yJyIiIiIiIuLt5ou7VTOciBREKs4hhdrUmKnmcq+IXpyJc2Prv54AtD043tyXrILtcgPpeVNPvln9DdtPbGdLzBamb59O95u6X/aYk8kn6fx9Z44lHLv4OWv3pGJwxYvuK+FbgkebPMqo5aPItGfS95e+DGgwgLtq3cW+0/v4evXX/L3rbwwM8xhfD1+GtBhy7TcpIiIiIiIiIiKSD5QkkULLbtj5/fgUwDGtzx2hPfn2B8fb7s0qxFDsn5kA2IKKk9ams8viFMltblY3hrUfRu+fHQXR31v8HrdVvw1vd+9LHvPrll+dEiQWLNQPr0/bSm1pX6k99cPrX/aajzd9nO/XfU98Wjx7Tu3htbmvMWzesAtGsfi4+9C7bm8ea/IYFYIrXMddioiIiIiIiIiI5D0lSaTQ2py8gSNpRwCobG/L3X3qER3r6NKvhI3DcsBRZyG1ay/w9HJZnCJ5oXXF1rSp2IbF+xdzNP4on/3zGS+2fvGS7f/e9be5PLLLSDpV7UQJ3xJXfL0g7yAm3TOJV+a8wubjmwGcEiSh/qE81Ogh+tXvR7Bv8DXckYiIiIiIiIiISP5TkkQKrRln/jSX90x9GGLdCS1pY9D9SXT8O7uYe4qm2pIb1LB2w1h2YBk2w8Zn/3xGqwqtiCoXdUG74wnHWX9sPQDVS1Xn3nrX9jXRsExD5jw4h39P/suvW35l3p55BHkHcV+D+7iz1p14unle1/2IiIiIiIiIiIjkNxVul0Jp1hw7fx9f7FjJ8KPUydsZ/lw8K/6I5aFuJ/HctRWAzIrVyCpf2XWBiuShmqE1ea7Vc4BjVMfA6QM5m3r2gnazd882l2+rdtt1X7d6qeoMaz+MZY8vY8b9M+hVp5cSJCIiIiIiIiIiUigpSSKFzpefW3lo2Grs3mcAqEUnVv6eyEP3JOPtBR47NmOx2QDIqNvIlaGK5Lmnmz9N88jmAEQnRvPszGcxDMOpzflTbXWp3iVf4xMRERERERERESnIlCSRQuX3Xyy89qIb1Pjd3PZUs474nFev2nPLOnM5o07D/AxPJN+5Wd0Yc8cYivsUBxwJkfHrx5v7z6aeZcWhFQCUK1aOmiE1XRGmiIiIiIiIiIhIgaQkiRQaSxZZePIRN7DY8G4wFQBvqzftQto5tXNOkmgkidz4SgeW5tPbPzXXX5v7GrN3OabYmrtnLjbDMbLqtmq3YbFYXBGiiIiIiIiIiIhIgaQkiRQK27dC/95uZGZauLnfMtLcTgDQqkRr/Nz9shsahpkksQUVx1auoivCFcl3nap24rGmjwFgM2w8Ou1Rlh1Yxqxds8w2uVGPRERERERERERE5Ebi7uoARK5E6XCoUdPA09OgRo+p/LPJsf3WUs4Pfd0O7cMaHwdAZp1GoLfmpQh5o/0bnE4+zZRtU8iwZTDgtwHY7I5RJCF+ITSK0MgqERERERERERGR8ylJIoVCcAmY9reNrEy4+8+15va2Jdo4tfPcst5cVtF2KWqsFiujbh9FUkYSs3fPJiUzxdzXuVpnrBYNHhQRERERERERETmfnphJoeHrCwGBBnvO7AIgxCOUQI8gpzaqRyJFnYebB2PvGkvL8i2dtmuqLRERERERERERkQspSSKFysmUE8SlnQWgvJdzvRFLUiLey+YBYLi5k1mzbr7HJ1IQeLt7M/7u8TQs0xCAskFlaR7Z3MVRiYiIiIiIiIiIFDyabksKld2n/zWXy3s7J0kCxn6E2+mTAKS1ugXD2ydfYxMpSPw8/fi93+/M3zuf+uH18XTzdHVIIiIiIiIiIiIiBY6SJFKonJ8kqXDeSBKPf7fi9+s4AOxe3iQMeSPfYxMpaLzdvbm9+u2uDkNERERERERERKTA0nRbUqjsPr3LXDZHkthsBL33Eha7HYCkR4ZiCy/rivBEREREREREREREpBBRkkQKlfNHkkR6VQDAd+oPeO7YBEBmxaok9X3EFaGJiIiIiIiIiIiISCGjJIkUKueSJMW8ihPsXgK30ycIHPOBuT/+pRHgodoLIiIiIiIiIiIiIpIzJUmk0EhMTyQ68SgAlYtXw2KxEDzmXaxJCQCkdO1NRoNmrgxRRERERERERERERAoRJUmk0Nh7Zre5XKV4NQK3rMJ//h8A2IOKkfDMa64KTUREREREREREREQKISVJpNDYfXqnuVy5WBXKThxpric89Rr2YsGuCEtERERERERERERECiklSaTQOL9oe81Dyfjt2wFAZtVapNzR21VhiYiIiIiIiIiIiEghpSSJFBrnJ0nqTZxhLic+MgSs6soiIiIiIiIiIiIicnX0ZFkKjd2ndwHgbfGkyj9bAUivVJ201p1cGZaIiIiIiIiIiIiIFFJKkkihkGnL5EDcPgCqnsjCzXBsjxvwjEaRiIiIiIiIiIiIiMg10dNlKRT2n91Llj0LgBqxdgDiazclpZVGkYiIiIiIiIiIiIjItVGSRAqF/bN/MJdrnIT0Nu3Z8+oXGkUiIiIiIiIiIiIiItdMT5ilUNi3cY65XCWyEWd+/BW7l48LIxIRERERERERERGRwk5JEikU6j35AYOjy9MpOZxKw78FLy9XhyQiIiIiIiIiIiIihZy7qwMQuRItKnWgxQdbwNMTrFbSkjJcHZKIiIiIiIiIiIiI/M+IZSOY+u9U/j31Lz7uPjQv25wPOnxAtZLVzDZpWWk8O+dZJm+fTHpWOp0qd+LL274k1D/UZXFrJIkUHt7eqkEiIiIiIiIiIiIiuevYMejXD0qUAB8fqF0b1q3L3m8YMGwYlC7t2N+hA+zZ47p4C6glh5YwsPFAVj20inn955Fpz6Tjjx1Jzkg22wyZPYS/dv/Fb3f/xpL7lxCdGE33X7u7MGqNJBERERERERERERGRoursWbj5ZmjbFmbNglKlHAmQ4sWz23z4IXz+OUyYABUqwOuvQ6dOsGOH48VuAWB2v9lO6+O7jSfk4xDWH19Pq8hWxKfF893G75jUYxLtKrQDYFy3cdQYU4NVR1fRLKKZK8JWkkREREREREREREREbiyJiYkkJCSY615eXnhdrM7xBx9A2bIwblz2tgoVspcNAz79FF57Dbp1c2ybOBFCQ2H6dLjnnjyJv6A5/3MJl/l8nic+PR6AYJ9gANYfX0+mPZMOFTuYbaqXrE65oHKsPLLSZUkSzV0kIiIiIiIiIiIiIjeUmjVrEhQUZH6MGDHi4g3//BMaNYK774aQEKhfH779Nnv/gQMQE+OYYuucoCBo2hRWrszbmyhAypYte2Wfz/+xG3YGzx7MzWVv5qaQmwCISYrB082TYt7FnNqG+oUSkxSTV6HnSCNJREREREREREREROSGsmPHDsqUKWOuX3LUw/798NVXMHQovPIKrF0LTz8Nnp4wYIAjQQKOkSPnCw3N3lcEHDlyhMDAQHM9p1EkA2cOZNuJbSx/cHleh3bdlCQRERERERERERERkRtKQECA00P9S7LbHSNJ3nvPsV6/PmzbBmPHOpIkAkBgYOCVfT6BQX8PYsaeGSy9fykRgRHm9jD/MDJsGcSlxTmNJolNjiXMPyy3Q75imm5LRERERERERERERIqm0qWhZk3nbTVqwOHDjuWw/z28j411bhMbm71PADAMg0F/D2Lav9NYeN9CKhSv4LS/YemGeFg9WLB/gblt16ldHI4/TFTZqPwO16SRJCIiIiIiIiIiIiJSNN18M+za5bxt926IjHQsV6jgSIYsWAD16jm2JSTA6tXwxBP5GmpBN/DvgUzaOok/7vmDAK8As85IkFcQPh4+BHkH8VD9hxg6dyjBPsEEegXy1KyniIqIclnRdlCSRERERERERERERESKqiFDoHlzx3RbvXrBmjXwzTeODwCLBQYPhnfegSpVHEmT11+H8HC4805XRl7gfLXuKwDaTGjjtH1ct3HcX+9+AEZ1HoV1jpUev/Yg3ZZOp0qd+LLLl/kb6P9RkkREREREREREREREiqbGjWHaNHj5ZRg+3JEE+fRT6Ns3u80LL0ByMjz6KMTFQYsWMHs2eHu7KuoCyXjDyLGNt7s3Y7qMYUyXMfkQ0ZVRkkREREREREREREREiq7bb3d8XIrF4kigDB+efzFJvilShdvHjBlD+fLl8fb2pmnTpqxZs8bVIYmIiIiIiIiIiIiIiIsUmSTJL7/8wtChQ3njjTfYsGEDdevWpVOnTpw4ccLVoYmIiIiIiIiIiIiIiAsUmSTJyJEjeeSRR3jggQeoWbMmY8eOxdfXl++//97VoYmIiIiIiIiIiIiIiAsUiZokGRkZrF+/npdfftncZrVa6dChAytXrrygfXp6Ounp6eZ6fHw8AHv37sUwci4+c6PJstk5mZSEp4cXVmvByKtlpGRy4kg0Z0554uHt4epwijTDMMgysnC3uGOxWHL13OmZ6Zz1PEuSRxIeXvp/LqwMwyArIwt3z9zvI3JjUB+Ry1H/kJyoj0hO1EfkctQ/JCfqI/knJdUg+rA7GbHF8PEqPI8sDcPAMDKwWDwLVB/JyICsLPj336JXWzwmJgYAm83m4kiksCg833Guw6lTp7DZbISGhjptDw0N5d9//72g/YgRI3jrrbcu2H7HHXfkWYwiIiIiIiIiIiIikjv2799PZGSkq8OQQqBIJEmu1ssvv8zQoUPN9YyMDJYtW0aVKlVwc3NzYWSukZSURJMmTVizZg3+/v6uDkcKGPUPyYn6iOREfUQuR/1DcqI+IjlRH5HLUf+QnKiPSE7URwoeu93OiRMnaNGihatDuSEEBAQQHx9PQECAq0PJM0UiSVKyZEnc3NyIjY112h4bG0tYWNgF7b28vPDy8nLadtddd+VpjAVZQkICANWqVSMwMNDF0UhBo/4hOVEfkZyoj8jlqH9ITtRHJCfqI3I56h+SE/URyYn6SMFUq1YtV4dww7BYLDd83y4YBSbymKenJw0bNmTBggXmNrvdzoIFC4iKinJhZCIiIiIiIiIiIiIi4ipFYiQJwNChQxkwYACNGjWiSZMmfPrppyQnJ/PAAw+4OjQREREREREREREREXGBIpMk6d27NydPnmTYsGHExMRQr149Zs+efUExd7mQl5cXb7zxxgVTkImA+ofkTH1EcqI+Ipej/iE5UR+RnKiPyOWof0hO1EckJ+ojIoWfxTAMw9VBiIiIiIiIiIiIiIiI5LciUZNERERERERERERERETk/ylJIiIiIiIiIiIiIiIiRZKSJCIiIiIiIiIiIiIiUiQpSSIiIiIiIiIiIiIiIkWSkiRyWWPGjKF8+fJ4e3vTtGlT1qxZ4+qQJB+MGDGCxo0bExAQQEhICHfeeSe7du1yapOWlsbAgQMpUaIE/v7+9OjRg9jYWKc2hw8fpkuXLvj6+hISEsLzzz9PVlZWft6K5JP3338fi8XC4MGDzW3qI3Ls2DH69etHiRIl8PHxoXbt2qxbt87cbxgGw4YNo3Tp0vj4+NChQwf27NnjdI4zZ87Qt29fAgMDKVasGA899BBJSUn5fSuSy2w2G6+//joVKlTAx8eHSpUq8fbbb2MYhtlG/aNoWbp0KV27diU8PByLxcL06dOd9udWf9iyZQstW7bE29ubsmXL8uGHH+b1rUkuuVwfyczM5MUXX6R27dr4+fkRHh7OfffdR3R0tNM51EduXDl9Dznf448/jsVi4dNPP3Xarv5xY7uSPrJz507uuOMOgoKC8PPzo3Hjxhw+fNjcr79vbmw59ZGkpCQGDRpEREQEPj4+1KxZk7Fjxzq1UR8RKbyUJJFL+uWXXxg6dChvvPEGGzZsoG7dunTq1IkTJ064OjTJY0uWLGHgwIGsWrWKefPmkZmZSceOHUlOTjbbDBkyhL/++ovffvuNJUuWEB0dTffu3c39NpuNLl26kJGRwYoVK5gwYQLjx49n2LBhrrglyUNr167l66+/pk6dOk7b1UeKtrNnz3LzzTfj4eHBrFmz2LFjB5988gnFixc323z44Yd8/vnnjB07ltWrV+Pn50enTp1IS0sz2/Tt25ft27czb948ZsyYwdKlS3n00UddcUuSiz744AO++uorvvjiC3bu3MkHH3zAhx9+yOjRo8026h9FS3JyMnXr1mXMmDEX3Z8b/SEhIYGOHTsSGRnJ+vXr+eijj3jzzTf55ptv8vz+5Ppdro+kpKSwYcMGXn/9dTZs2MDUqVPZtWsXd9xxh1M79ZEbV07fQ86ZNm0aq1atIjw8/IJ96h83tpz6yL59+2jRogXVq1dn8eLFbNmyhddffx1vb2+zjf6+ubHl1EeGDh3K7Nmz+fHHH9m5cyeDBw9m0KBB/Pnnn2Yb9RGRQswQuYQmTZoYAwcONNdtNpsRHh5ujBgxwoVRiSucOHHCAIwlS5YYhmEYcXFxhoeHh/Hbb7+ZbXbu3GkAxsqVKw3DMIy///7bsFqtRkxMjNnmq6++MgIDA4309PT8vQHJM4mJiUaVKlWMefPmGa1btzaeeeYZwzDUR8QwXnzxRaNFixaX3G+3242wsDDjo48+MrfFxcUZXl5exs8//2wYhmHs2LHDAIy1a9eabWbNmmVYLBbj2LFjeRe85LkuXboYDz74oNO27t27G3379jUMQ/2jqAOMadOmmeu51R++/PJLo3jx4k4/Y1588UWjWrVqeXxHktv+v49czJo1awzAOHTokGEY6iNFyaX6x9GjR40yZcoY27ZtMyIjI41Ro0aZ+9Q/ipaL9ZHevXsb/fr1u+Qx+vumaLlYH6lVq5YxfPhwp20NGjQwXn31VcMw1EdECjuNJJGLysjIYP369XTo0MHcZrVa6dChAytXrnRhZOIK8fHxAAQHBwOwfv16MjMznfpH9erVKVeunNk/Vq5cSe3atQkNDTXbdOrUiYSEBLZv356P0UteGjhwIF26dHHqC6A+IvDnn3/SqFEj7r77bkJCQqhfvz7ffvutuf/AgQPExMQ49ZGgoCCaNm3q1EeKFStGo0aNzDYdOnTAarWyevXq/LsZyXXNmzdnwYIF7N69G4DNmzezfPlybr31VkD9Q5zlVn9YuXIlrVq1wtPT02zTqVMndu3axdmzZ/PpbiS/xMfHY7FYKFasGKA+UtTZ7Xb69+/P888/T61atS7Yr/5RtNntdmbOnEnVqlXp1KkTISEhNG3a1Gm6Jf19I82bN+fPP//k2LFjGIbBokWL2L17Nx07dgTUR0QKOyVJ5KJOnTqFzWZz+sYNEBoaSkxMjIuiElew2+0MHjyYm2++mZtuugmAmJgYPD09zT86zzm/f8TExFy0/5zbJ4Xf5MmT2bBhAyNGjLhgn/qI7N+/n6+++ooqVaowZ84cnnjiCZ5++mkmTJgAZP8fX+7nTExMDCEhIU773d3dCQ4OVh8p5F566SXuueceqlevjoeHB/Xr12fw4MH07dsXUP8QZ7nVH/Rzp+hIS0vjxRdfpE+fPgQGBgLqI0XdBx98gLu7O08//fRF96t/FG0nTpwgKSmJ999/n86dOzN37lzuuusuunfvzpIlSwD9fSMwevRoatasSUREBJ6ennTu3JkxY8bQqlUrQH1EpLBzd3UAIlKwDRw4kG3btrF8+XJXhyIFyJEjR3jmmWeYN2+e0zy9IufY7XYaNWrEe++9B0D9+vXZtm0bY8eOZcCAAS6OTlzt119/5aeffmLSpEnUqlWLTZs2MXjwYMLDw9U/ROS6ZGZm0qtXLwzD4KuvvnJ1OFIArF+/ns8++4wNGzZgsVhcHY4UQHa7HYBu3boxZMgQAOrVq8eKFSsYO3YsrVu3dmV4UkCMHj2aVatW8eeffxIZGcnSpUsZOHAg4eHhF8ysICKFj0aSyEWVLFkSNzc3YmNjnbbHxsYSFhbmoqgkvw0aNIgZM2awaNEiIiIizO1hYWFkZGQQFxfn1P78/hEWFnbR/nNunxRu69ev58SJEzRo0AB3d3fc3d1ZsmQJn3/+Oe7u7oSGhqqPFHGlS5emZs2aTttq1KjB4cOHgez/48v9nAkLC+PEiRNO+7Oysjhz5oz6SCH3/PPPm6NJateuTf/+/RkyZIg5Mk39Q86XW/1BP3dufOcSJIcOHWLevHnmKBJQHynKli1bxokTJyhXrpz5e+uhQ4d49tlnKV++PKD+UdSVLFkSd3f3HH931d83RVdqaiqvvPIKI0eOpGvXrtSpU4dBgwbRu3dvPv74Y0B9RKSwU5JELsrT05OGDRuyYMECc5vdbmfBggVERUW5MDLJD4ZhMGjQIKZNm8bChQupUKGC0/6GDRvi4eHh1D927drF4cOHzf4RFRXF1q1bnf7YOPfH6v//8imFT/v27dm6dSubNm0yPxo1akTfvn3NZfWRou3mm29m165dTtt2795NZGQkABUqVCAsLMypjyQkJLB69WqnPhIXF8f69evNNgsXLsRut9O0adN8uAvJKykpKVitzr+Gurm5mW9yqn/I+XKrP0RFRbF06VIyMzPNNvPmzaNatWoUL148n+5G8sq5BMmePXuYP38+JUqUcNqvPlJ09e/fny1btjj93hoeHs7zzz/PnDlzAPWPos7T05PGjRtf9ndX/Q1ctGVmZpKZmXnZ31/VR0QKORcXjpcCbPLkyYaXl5cxfvx4Y8eOHcajjz5qFCtWzIiJiXF1aJLHnnjiCSMoKMhYvHixcfz4cfMjJSXFbPP4448b5cqVMxYuXGisW7fOiIqKMqKiosz9WVlZxk033WR07NjR2LRpkzF79myjVKlSxssvv+yKW5J80Lp1a+OZZ54x19VHirY1a9YY7u7uxrvvvmvs2bPH+OmnnwxfX1/jxx9/NNu8//77RrFixYw//vjD2LJli9GtWzejQoUKRmpqqtmmc+fORv369Y3Vq1cby5cvN6pUqWL06dPHFbckuWjAgAFGmTJljBkzZhgHDhwwpk6dapQsWdJ44YUXzDbqH0VLYmKisXHjRmPjxo0GYIwcOdLYuHGjcejQIcMwcqc/xMXFGaGhoUb//v2Nbdu2GZMnTzZ8fX2Nr7/+Ot/vV67e5fpIRkaGcccddxgRERHGpk2bnH5/TU9PN8+hPnLjyul7yP+LjIw0Ro0a5bRN/ePGllMfmTp1quHh4WF88803xp49e4zRo0cbbm5uxrJly8xz6O+bG1tOfaR169ZGrVq1jEWLFhn79+83xo0bZ3h7extffvmleQ71EZHCS0kSuazRo0cb5cqVMzw9PY0mTZoYq1atcnVIkg+Ai36MGzfObJOammo8+eSTRvHixQ1fX1/jrrvuMo4fP+50noMHDxq33nqr4ePjY5QsWdJ49tlnjczMzHy+G8kv/58kUR+Rv/76y7jpppsMLy8vo3r16sY333zjtN9utxuvv/66ERoaanh5eRnt27c3du3a5dTm9OnTRp8+fQx/f38jMDDQeOCBB4zExMT8vA3JAwkJCcYzzzxjlCtXzvD29jYqVqxovPrqq04PM9U/ipZFixZd9HePAQMGGIaRe/1h8+bNRosWLQwvLy+jTJkyxvvvv59ftyjX6XJ95MCBA5f8/XXRokXmOdRHblw5fQ/5fxdLkqh/3NiupI989913RuXKlQ1vb2+jbt26xvTp053Oob9vbmw59ZHjx48b999/vxEeHm54e3sb1apVMz755BPDbreb51AfESm8LIZhGHk1SkVERERERERERERERKSgUk0SEREREREREREREREpkpQkERERERERERERERGRIklJEhERERERERERERERKZKUJBERERERERERERERkSJJSRIRERERERERERERESmSlCQREREREREREREREZEiSUkSEREREREREREREREpkpQkERERERERERERERGRIklJEhERERGRAub+++/nzjvvdNn1+/fvz3vvvZcv13rppZd46qmn8uVaIiIiIiIi/89iGIbh6iBERERERIoKi8Vy2f1vvPEGQ4YMwTAMihUrlj9BnWfz5s20a9eOQ4cO4e/vn+fXO3XqFBUrVmTTpk1UrFgxz68nIiIiIiJyPiVJRERERETyUUxMjLn8yy+/MGzYMHbt2mVu8/f3z5fkxKU8/PDDuLu7M3bs2Hy75t1330358uX56KOP8u2aIiIiIiIioOm2RERERETyVVhYmPkRFBSExWJx2ubv73/BdFtt2rThqaeeYvDgwRQvXpzQ0FC+/fZbkpOTeeCBBwgICKBy5crMmjXL6Vrbtm3j1ltvxd/fn9DQUPr378+pU6cuGZvNZmPKlCl07drVafuXX35JlSpV8Pb2JjQ0lJ49e5r77HY7I0aMoEKFCvj4+FC3bl2mTJnidPz27du5/fbbCQwMJCAggJYtW7Jv3z5zf9euXZk8efK1fDpFRERERESui5IkIiIiIiKFwIQJEyhZsiRr1qzhqaee4oknnuDuu++mefPmbNiwgY4dO9K/f39SUlIAiIuLo127dtSvX59169Yxe/ZsYmNj6dWr1yWvsWXLFuLj42nUqJG5bd26dTz99NMMHz6cXbt2MXv2bFq1amXuHzFiBBMnTmTs2LFs376dIUOG0K9fP5YsWQLAsWPHaNWqFV5eXixcuJD169fz4IMPkpWVZZ6jSZMmHD16lIMHD+byZ01EREREROTyNN2WiIiIiIiLjB8/nsGDBxMXF+e0/f777ycuLo7p06cDjpEkNpuNZcuWAY4RH0FBQXTv3p2JEycCjmm8SpcuzcqVK2nWrBnvvPMOy5YtY86cOeZ5jx49StmyZdm1axdVq1a9IJ7p06fTs2dPMjMzzdopU6dO5YEHHuDo0aMEBAQ4tU9PTyc4OJj58+cTFRVlbn/44YdJSUlh0qRJvPLKK0yePJldu3bh4eFx0c9DQkICQUFBLF68mNatW1/dJ1FEREREROQ6uLs6ABERERERyVmdOnXMZTc3N0qUKEHt2rXNbaGhoQCcOHECcBRgX7Ro0UXrm+zbt++iSZLU1FS8vLycisvfcsstREZGUrFiRTp37kznzp2566678PX1Ze/evaSkpHDLLbc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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "first_unique_phase = df.drop_duplicates(subset='PHASE')\n", "phase_times = first_unique_phase['T(sec)'].tolist()\n", "\n", "plt.figure(figsize=(18, 5))\n", "ax1 = plt.subplot()\n", "\n", "# Plot VO2 Pulse\n", "line1 = sns.lineplot(data=df, x='T(sec)', y='VCO2(ml/min)_smoothed', label='VCO2 (ml/min)', color='blue')\n", "ax1.set_xlabel('Time (sec)')\n", "ax1.set_ylabel('VO2 Pulse (mL/beat)')\n", "ax1.set_title('VO2 Pulse, Heart Rate, and Speed Over Time')\n", "ax1.set_ylim(0, df['VCO2(ml/min)'].max())\n", "ax1.grid(True, alpha=0.1)\n", "\n", "# Create second y-axis for heart rate\n", "ax2 = ax1.twinx()\n", "line2 = sns.lineplot(data=df, x='T(sec)', y='HR(bpm)_smoothed', color='red', ax=ax2, \n", " linewidth=2, label='Heart Rate (bpm)')\n", "ax2.set_ylabel('Heart Rate (bpm)', color='red')\n", "ax2.tick_params(axis='y', labelcolor='red')\n", "\n", "# Create third y-axis for speed\n", "ax3 = ax1.twinx()\n", "ax3.spines['right'].set_position(('outward', 60))\n", "line3 = sns.lineplot(data=df, x='T(sec)', y='BF(bpm)_smoothed', color='green', ax=ax3, linewidth=2, label='BF (bpm)')\n", "ax3.set_ylabel('BF (bpm)', color='green')\n", "ax3.tick_params(axis='y', labelcolor='green')\n", "\n", "ax1.set_xticks(np.arange(0, df['T(sec)'].max() + 200, 200))\n", "\n", "# Remove default legends first\n", "if ax1.get_legend():\n", " ax1.get_legend().remove()\n", "if ax2.get_legend():\n", " ax2.get_legend().remove()\n", "if ax3.get_legend():\n", " ax3.get_legend().remove()\n", "\n", "# Combine legends from all axes in the top left\n", "lines1, labels1 = ax1.get_legend_handles_labels()\n", "lines2, labels2 = ax2.get_legend_handles_labels()\n", "lines3, labels3 = ax3.get_legend_handles_labels()\n", "ax1.legend(lines1 + lines2 + lines3, labels1 + labels2 + labels3, loc='upper left')\n", "\n", "# Add colored background regions if you have phase information\n", "ax1.axvspan(0, phase_times[1], alpha=0.2, color='lightblue')\n", "ax1.axvspan(phase_times[1], phase_times[2], alpha=0.2, color='purple')\n", "ax1.axvspan(phase_times[2], phase_times[3], alpha=0.2, color='lightgreen')\n", "ax1.axvspan(phase_times[3], df['T(sec)'].max(), alpha=0.2, color='blue')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 31, "id": "52642f49", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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MeasurementDateCommentExternalDeviceIdExternalPatientIdFirstNameLastNameBirthDateAgeEthnicityGender...Child_XCChild_XC_UnitChild_BIVA_ZRhChild_BIVA_ZXcHChild_PhAChild_PhA_UnitChild_REE_KcalChild_REE_MJChild_TEE_KcalChild_TEE_MJ
02025-09-05T14:56:27.0000000ZNaN10000001583275_0055003f5631501320313557LD5163301170LucyDibenedetto1997-08-28T00:00:00.0000000Z28CaucasianFemale...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
12025-09-03T13:16:22.0000000ZNaN10000001583275_0055003f5631501320313557NS6479273340NiyantaShah1985-03-11T00:00:00.0000000Z40OtherFemale...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
22025-09-03T13:14:23.0000000ZNaN10000001583275_0055003f5631501320313557NaNNaNNaN1985-03-11T00:00:00.0000000Z40NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
32025-08-27T20:57:32.0000000ZNaN10000001583275_0055003f5631501320313557NaNNaNNaN1996-04-05T00:00:00.0000000Z29NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
42025-08-20T14:01:13.0000000ZNaN10000001583275_0055003f5631501320313557MW4167267833MonicaWong1985-02-17T00:00:00.0000000Z40AsianFemale...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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582025-04-10T14:10:28.0000000ZNaN10000001583275_0055003f56315013203135576473915195TristanWalsh1995-12-01T00:00:00.0000000Z29CaucasianFemale...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
592025-04-02T21:19:51.0000000ZNaN10000001583275_0055003f5631501320313557WSC4168020667ScottChristie1968-08-19T00:00:00.0000000Z56CaucasianMale...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
602025-04-02T15:23:54.0000000ZNaN10000001583275_0055003f56315013203135576478809838LaurenKaratanevski1984-07-07T00:00:00.0000000Z40CaucasianFemale...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
612025-03-26T15:47:42.0000000ZNaN10000001583275_0055003f5631501320313557NaNNaNNaN2002-07-10T00:00:00.0000000Z22NaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
622025-03-19T15:10:21.0000000ZNaN10000001583275_0055003f56315013203135576478809838LaurenKaratanevski1984-07-07T00:00:00.0000000Z40CaucasianFemale...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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63 rows × 147 columns

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" ], "text/plain": [ " MeasurementDate Comment \\\n", "0 2025-09-05T14:56:27.0000000Z NaN \n", "1 2025-09-03T13:16:22.0000000Z NaN \n", "2 2025-09-03T13:14:23.0000000Z NaN \n", "3 2025-08-27T20:57:32.0000000Z NaN \n", "4 2025-08-20T14:01:13.0000000Z NaN \n", ".. ... ... \n", "58 2025-04-10T14:10:28.0000000Z NaN \n", "59 2025-04-02T21:19:51.0000000Z NaN \n", "60 2025-04-02T15:23:54.0000000Z NaN \n", "61 2025-03-26T15:47:42.0000000Z NaN \n", "62 2025-03-19T15:10:21.0000000Z NaN \n", "\n", " ExternalDeviceId ExternalPatientId FirstName \\\n", "0 10000001583275_0055003f5631501320313557 LD5163301170 Lucy \n", "1 10000001583275_0055003f5631501320313557 NS6479273340 Niyanta \n", "2 10000001583275_0055003f5631501320313557 NaN NaN \n", "3 10000001583275_0055003f5631501320313557 NaN NaN \n", "4 10000001583275_0055003f5631501320313557 MW4167267833 Monica \n", ".. ... ... ... \n", "58 10000001583275_0055003f5631501320313557 6473915195 Tristan \n", "59 10000001583275_0055003f5631501320313557 WSC4168020667 Scott \n", "60 10000001583275_0055003f5631501320313557 6478809838 Lauren \n", "61 10000001583275_0055003f5631501320313557 NaN NaN \n", "62 10000001583275_0055003f5631501320313557 6478809838 Lauren \n", "\n", " LastName BirthDate Age Ethnicity Gender ... \\\n", "0 Dibenedetto 1997-08-28T00:00:00.0000000Z 28 Caucasian Female ... \n", "1 Shah 1985-03-11T00:00:00.0000000Z 40 Other Female ... \n", "2 NaN 1985-03-11T00:00:00.0000000Z 40 NaN NaN ... \n", "3 NaN 1996-04-05T00:00:00.0000000Z 29 NaN NaN ... \n", "4 Wong 1985-02-17T00:00:00.0000000Z 40 Asian Female ... \n", ".. ... ... ... ... ... ... \n", "58 Walsh 1995-12-01T00:00:00.0000000Z 29 Caucasian Female ... \n", "59 Christie 1968-08-19T00:00:00.0000000Z 56 Caucasian Male ... \n", "60 Karatanevski 1984-07-07T00:00:00.0000000Z 40 Caucasian Female ... \n", "61 NaN 2002-07-10T00:00:00.0000000Z 22 NaN NaN ... \n", "62 Karatanevski 1984-07-07T00:00:00.0000000Z 40 Caucasian Female ... \n", "\n", " Child_XC Child_XC_Unit Child_BIVA_ZRh Child_BIVA_ZXcH Child_PhA \\\n", "0 NaN NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN NaN \n", "3 NaN NaN NaN NaN NaN \n", "4 NaN NaN NaN NaN NaN \n", ".. ... ... ... ... ... \n", "58 NaN NaN NaN NaN NaN \n", "59 NaN NaN NaN NaN NaN \n", "60 NaN NaN NaN NaN NaN \n", "61 NaN NaN NaN NaN NaN \n", "62 NaN NaN NaN NaN NaN \n", "\n", " Child_PhA_Unit Child_REE_Kcal Child_REE_MJ Child_TEE_Kcal Child_TEE_MJ \n", "0 NaN NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN NaN \n", "3 NaN NaN NaN NaN NaN \n", "4 NaN NaN NaN NaN NaN \n", ".. ... ... ... ... ... \n", "58 NaN NaN NaN NaN NaN \n", "59 NaN NaN NaN NaN NaN \n", "60 NaN NaN NaN NaN NaN \n", "61 NaN NaN NaN NaN NaN \n", "62 NaN NaN NaN NaN NaN \n", "\n", "[63 rows x 147 columns]" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_2 = pd.read_excel('data/SECA body comp for all patients.xlsx')\n", "df_2" ] }, { "cell_type": "code", "execution_count": 36, "id": "2056096d", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "body_fat_chart = {\n", " \"male\": {\n", " \"20-39\": {\n", " \"bad\": [(0, 5), (25, 50)],\n", " \"okay\": [(5, 10), (20, 25)],\n", " \"good\": [(10, 20)]\n", " },\n", " \"40-59\": {\n", " \"bad\": [(0, 5), (30, 50)],\n", " \"okay\": [(5, 10), (20, 30)],\n", " \"good\": [(10, 20)]\n", " },\n", " \"60-79\": {\n", " \"bad\": [(0, 5), (30, 50)],\n", " \"okay\": [(5, 10), (20, 25)],\n", " \"good\": [(10, 25)]\n", " }\n", " },\n", " \"female\": {\n", " \"20-39\": {\n", " \"bad\": [(0, 15), (40, 50)],\n", " \"okay\": [(15, 20), (35, 40)],\n", " \"good\": [(20, 35)]\n", " },\n", " \"40-59\": {\n", " \"bad\": [(0, 20), (40, 50)],\n", " \"okay\": [(20, 25), (35, 40)],\n", " \"good\": [(25, 35)]\n", " },\n", " \"60-79\": {\n", " \"bad\": [(0, 20), (40, 50)],\n", " \"okay\": [(20, 25), (35, 40)],\n", " \"good\": [(25, 35)]\n", " }\n", " }\n", "}\n", "\n", "def create_body_fat_visualization(gender, age, body_fat_percentage):\n", " # Determine age group\n", " if 20 <= age <= 39:\n", " age_group = \"20-39\"\n", " elif 40 <= age <= 59:\n", " age_group = \"40-59\"\n", " elif 60 <= age <= 79:\n", " age_group = \"60-79\"\n", " else:\n", " return \"Age out of range (20-79)\"\n", " \n", " # Get ranges for the specific gender and age group\n", " ranges = body_fat_chart[gender.lower()][age_group]\n", " \n", " # Create figure\n", " fig, ax = plt.subplots(figsize=(12, 3))\n", " \n", " # Define colors for different categories\n", " colors = {'bad': '#ff6b6b', 'okay': '#ffeb3b', 'good': '#90ee90'}\n", " \n", " # Create the horizontal segments\n", " bar_height = 0.4\n", " y_position = 0\n", " \n", " # Plot each category's ranges\n", " for category, ranges_list in ranges.items():\n", " for range_tuple in ranges_list:\n", " start, end = range_tuple\n", " width = end - start\n", " ax.barh(y_position, width, left=start, height=bar_height, \n", " color=colors[category], alpha=0.9, edgecolor='black', linewidth=0.5)\n", " \n", " # Add the user's body fat percentage marker (triangle pointing down)\n", " ax.plot(body_fat_percentage, y_position + bar_height / 2 + 0.05, 'v', markersize=15, color='black')\n", " \n", " # Customize the chart\n", " ax.set_xlim(0, 50)\n", " ax.set_ylim(-1, 1)\n", " ax.set_xlabel('')\n", " ax.set_title(f'Body Fat Percent - {body_fat_percentage:.1f}%', fontsize=16, fontweight='bold', pad=20)\n", " \n", " # Add age group and gender label on the left side\n", " ax.text(-5, y_position, f'{age_group}\\n({gender[0].upper()})', ha='center', va='center', fontsize=12)\n", " \n", " # Adjust x-axis ticks to match the image\n", " ax.set_xticks(range(0, 51, 5))\n", " ax.set_xticklabels([f'{i}%' for i in range(0, 51, 5)])\n", " \n", " # Draw vertical lines for the tick marks\n", " for tick in range(0, 51, 5):\n", " ax.plot([tick, tick], [y_position - bar_height / 2, y_position - bar_height / 2 - 0.1], color='black', linewidth=1.5)\n", " \n", " # Remove y-axis and top/right spines\n", " ax.set_yticks([])\n", " ax.spines['left'].set_visible(False)\n", " ax.spines['right'].set_visible(False)\n", " ax.spines['top'].set_visible(False)\n", " ax.spines['bottom'].set_visible(False)\n", " \n", " plt.tight_layout()\n", " plt.savefig('graphs/page_1_body_fat.png')\n", " plt.show()\n", "\n", "# Create the chart using Keirstyn's data\n", "gender = 'female'\n", "age = 25\n", "fat_percentage = 22.4\n", "create_body_fat_visualization(gender, age, fat_percentage)" ] }, { "cell_type": "code", "execution_count": null, "id": "bf55717b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Filter df_2 for Keirstyn Moran\n", "keirstyn_data = df_2[df_2['LastName'].str.contains('Moran', case=False, na=False)]\n", "# Get the fat mass percentage for Keirstyn\n", "fat_percentage = keirstyn_data['Adult_FMP'].iloc[0]\n", "weight_kg = keirstyn_data['Weight'].iloc[0]\n", "age = keirstyn_data['Age'].iloc[0]\n", "gender = keirstyn_data['Gender'].iloc[0]\n", "lean_percentage = 100 - fat_percentage\n", "\n", "# Create donut chart\n", "fat_mass_lbs = 27.6\n", "lean_mass_lbs = 95.4\n", "\n", "# Calculate percentages from the provided weights\n", "total_weight = fat_mass_lbs + lean_mass_lbs\n", "fat_percentage = (fat_mass_lbs / total_weight) * 100\n", "lean_percentage = (lean_mass_lbs / total_weight) * 100\n", "\n", "# Data for the chart\n", "sizes = [fat_percentage, lean_percentage]\n", "labels = ['Fat Mass (27.6lbs)', 'Lean Mass (95.4lbs)']\n", "colors = ['#fde3ac', '#ff9966'] # Light yellow/tan and orange from the image\n", "\n", "plt.figure(figsize=(8, 8))\n", "# Create the donut chart\n", "wedges, texts, autotexts = plt.pie(sizes,\n", " autopct='%1.1f%%',\n", " startangle=90,\n", " wedgeprops=dict(width=0.5, edgecolor='w'),\n", " colors=colors)\n", "\n", "# Customize the text for labels and percentages\n", "for i, (text, autotext) in enumerate(zip(texts, autotexts)):\n", " # Set the label text to be the full label, not just the percentage\n", " text.set_text(labels[i])\n", " text.set_fontsize(14)\n", " text.set_color('black')\n", "\n", " # Position the percentage text inside the donut\n", " autotext.set_fontsize(14)\n", " autotext.set_color('black')\n", "\n", "# Set the title\n", "plt.title('Body Composition', fontsize=18, fontweight='bold')\n", "plt.axis('equal') # Equal aspect ratio ensures that pie is drawn as a circle\n", "plt.savefig('graphs/page_1_body_composition.png')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "21c1c0a5", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "report_generation", "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }