bio-performx/notebook.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "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": 2,
   "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_226264/622539462.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, min_periods=1).mean()\n",
    "\n",
    "print(\"Smoothed columns created:\")\n",
    "print([col for col in df.columns if '_smoothed' in col])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fbd292c3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "22.369999999999997\n"
     ]
    }
   ],
   "source": [
    "print(df['VO2 Pulse'].max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ef8bc7ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1800x500 with 2 Axes>"
      ]
     },
     "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, min(8, df['VT(l)_smoothed'].max()))\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, min(30, df['Speed'].max()) + 1)\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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      "text/plain": [
       "<Figure size 1500x800 with 2 Axes>"
      ]
     },
     "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.savefig('graphs/fuel_utilization_chart.png', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8a1878a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x500 with 3 Axes>"
      ]
     },
     "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_smoothed'].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",
    "ax2.set_ylim(0, df['HR(bpm)_smoothed'].max() + 1)\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",
    "ax3.set_ylim(0, df['Speed'].max() + 1)\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.savefig('graphs/vo2_pulse_chart.png', bbox_inches='tight', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "7361fb05",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x500 with 2 Axes>"
      ]
     },
     "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.set_ylim(0, df['VO2 Breath_smoothed'].max() + 1)\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_ylim(0, df['Speed'].max() + 1)\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.savefig('graphs/vo2_breath_chart.png', bbox_inches='tight', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c89478ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x500 with 2 Axes>"
      ]
     },
     "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.savefig('graphs/fat_metabolism_chart.png', bbox_inches='tight', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "1db16040",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WLOHDDz/k+vXr7Nixg0GDBqHRaGzl3NzcbDc1U5PWTc/Y2FhatmxJdHQ0O3fuTDZXSVpmzJhBYGAgWq0WX19fSpQogVqdOc/CTJo0ie7du1OgQAGCg4Np3rw53bp1o0iRIgCcO3cOgO7du6daR2RkZLIhpTLCxcUlxcnrH01YJTl37hyhoaG2+UL+69F5Zf766y8+++wzjhw5YjfXxKM3ZpMEBAQ8dtyp+eSTT6hduzYxMTGsXLmSn3/+OcXP6XHi+6+7d+8SERHB3LlzmTt3boplUppjJz0PHjxg7Nix/Pzzz8mOj4yMTFa+YMGCdutJn394eDju7u5cuXIFtVqdbP6eEiVKZDgmf39/Zs2axcyZMzl37hzr1q3jiy++4JNPPsHf358+ffrYyubNmxcXFxe74wMDAwFre6pevTrnzp3j1KlT6bahc+fOoSgKxYsXT7GcTqcD4MqVKwDJyul0OtvPT1qSvifS+l5J6TulU6dOfPjhh9y4cYN8+fKxdetW7ty5Yzdk2Llz54iMjMTHxyfFev/7GWfmz0F6/tt2khJKBQoUSLb90aH3HveahBBCCCGESCJJEiGEEEKINAQHB1OyZEmWLl3Khx9+yNKlS1EUhTfeeMOuXKlSpfjnn38wGAw4ODikWFdoaCg6nS7ZTdPExETatWtHaGgo69ato2zZso8VY9WqValcuXKq+1UqVYrzRpjN5nTr7tixI7Vr12blypWsX7+eyZMn88UXX/Dbb7/RrFkzWy+RyZMnpzpPweMkfJ6UxWKhcePGqfbASbohvmPHDlq3bk2dOnWYOXMm/v7+6HQ6FixYwJIlS5Id92gPiqdVrlw5W9KnTZs2xMXF8dZbb1GrVi3bDeDHje+/kj6Prl27ppq4Kl++/GPH3rFjR3bv3s2IESMICgrC1dUVi8VC06ZNU+wp9GgC8VEptcOnpVKpCAwMJDAwkBYtWlC8eHF++uknuyRJRlgsFsqVK8eUKVNS3J/0GVksFlQqFX///XeK15lZ7b1UqVKA9XsjtZ+t0NBQALveTp06dWLUqFEsX76cIUOGsGzZMjw8PGjatKmtjMViwcfHh59++inFev+bKMrMn4P0pNZ2Utr+aHt63GsSQgghhBAiiSRJhBBCCCHS8cYbb/Dxxx8TGhrKkiVLKF68eLIhklq2bMmePXtYvnw5Xbt2TVbH5cuX2bFjB40aNbK74WixWOjWrRubNm1i2bJl1K1bN9Pjz5Url92wNEmSnnRPj7+/P++88w7vvPMOd+7coVKlSowfP55mzZrZegK4u7un2OvjWSlatCgxMTHpxvDrr7/i6OjIunXr7JJZCxYsyPC5MtKjIyM+//xzVq5cyfjx45k9e/Zjx5dSHN7e3ri5uWE2mzPt8wgPD2fTpk2MHTuWTz75xLY9qRfRkyhUqBAWi4ULFy7Y9R45c+bMU8VapEgRcuXKxa1bt+y237x5k9jYWLveJGfPngWsw7qBtQ0dPXqUhg0bpvkZFy1aFEVRCAgIsCXfUlKoUCHA+j4lDdkFYDQauXTpEhUqVEjzWpo1a4ZGo2HRokWpTt7+448/otVq7RIgAQEBVK1alV9++YWBAwfy22+/0aZNG7v2VLRoUTZu3EjNmjWfaQIkK72I1ySEEEIIIZ4NmZNECCGEECIdSb1GPvnkE44cOZKsFwlA37598fHxYcSIEckSEgkJCfTs2RNFUexuMgO8++67/PLLL8ycOZN27dplSfxFixbl9OnT3L1717bt6NGj7Nq1K83jzGZzsqGUfHx8yJs3r20YqODgYIoWLcqXX35JTExMsjoePWdW6tixI3v27GHdunXJ9kVERGAymQDr0+gqlcquF83ly5f5/fffM3wuZ2dnW71Po2jRorRv356FCxcSFhb22PG5uLgki0Gj0dC+fXt+/fVXjh8/nuyYJ/k8kp7g/28vkGnTpj12XUmaNWsGwNdff/1Ede7bt4/Y2Nhk2/fv38/9+/eTDdtlMpmYM2eObT0xMZE5c+bg7e1NcHAwYG1DN27c4LvvvktWb3x8vO187dq1Q6PRMHbs2GTviaIo3L9/H4DKlSvj7e3N7NmzSUxMtJVZuHBhhtpOgQIF6NmzJxs3bmTWrFnJ9s+ePZvNmzfTu3dv8ufPb7evU6dO7N27l/nz53Pv3j27obaSrtVsNvPpp58mq9dkMj11284OL+I1CSGEEEKIZ0N6kgghhBBCpCMgIIAaNWrwxx9/AKSYJPHy8mLFihW0aNGCSpUq0adPH0qXLk1YWBgLFy7k/PnzTJ8+nRo1atiOmTZtGjNnziQkJARnZ+dkE5K3bds22TwKT6JXr15MmTKFJk2a0Lt3b+7cucPs2bMpU6ZMqpPIg3W+g/z589OhQwcqVKiAq6srGzdu5MCBA3z11VcAqNVqvv/+e5o1a0aZMmXo2bMn+fLl48aNG2zZsgV3d3dWrVplq1OlUlG3bl22bt361Nf1qBEjRvDnn3/SsmVLevToQXBwMLGxsRw7dowVK1Zw+fJl8uTJQ4sWLZgyZQpNmzbl9ddf586dO8yYMYNixYrZhi5Kj5OTE6VLl+aXX34hMDCQ3LlzU7Zs2cceJi0p7mXLljFt2jQ+//zzx4ovODiYjRs3MmXKFPLmzUtAQADVqlXj888/Z8uWLVSrVo233nqL0qVL8+DBAw4fPszGjRt58OCBrY569eqxbdu2NIfBcnd3p06dOkyaNAmj0Ui+fPlYv349ly5deuzrTRIUFESXLl2YOXMmkZGR1KhRg02bNnH+/PkMHb9o0SJ++ukn2rZtS3BwMHq9nlOnTjF//nwcHR358MMP7crnzZuXL774gsuXLxMYGMgvv/zCkSNHmDt3rm0OkTfffJNly5bRr18/tmzZQs2aNTGbzZw+fZply5axbt06KleuTNGiRfnss88YNWoUly9fpk2bNri5uXHp0iVWrlzJ22+/zfDhw9HpdHz22Wf07duXBg0a0KlTJy5dusSCBQsyNCcJwNSpUzl9+jTvvPMOa9eutfUYWbduHX/88Qd169a1/Sw+qmPHjgwfPpzhw4eTO3fuZL2K6tatS9++fZk4cSJHjhzhlVdeQafTce7cOZYvX8706dPp0KFDhmLMKV7EaxJCCCGEEM+IIoQQQggh0jVjxgwFUKpWrZpmuUuXLilvvfWWUrBgQUWn0yl58uRRWrdurezYsSNZ2e7duytAqsulS5fSPNeCBQsUQDlw4EC68S9evFgpUqSIotfrlaCgIGXdunVK9+7dlUKFCtmVA5TRo0criqIoBoNBGTFihFKhQgXFzc1NcXFxUSpUqKDMnDkzWf3//POP0q5dO8XLy0txcHBQChUqpHTs2FHZtGmTrUx0dLQCKJ07d0433rp16yplypRJcd+lS5cUQJk8ebLd9ujoaGXUqFFKsWLFFL1er+TJk0epUaOG8uWXXyqJiYm2cvPmzVOKFy+uODg4KCVLllQWLFigjB49Wvnvn8aAMmDAgBRj2L17txIcHKzo9Xq79ywlW7ZsUQBl+fLlKe6vV6+e4u7urkRERDxWfKdPn1bq1KmjODk5KYDSvXt3277bt28rAwYMUAoUKKDodDrFz89PadiwoTJ37ly7OoKDgxU/P79UY09y/fp1pW3btoqnp6fi4eGhvPbaa8rNmzeTXXtSnHfv3rU7PqmtPtqm4+PjlUGDBileXl6Ki4uL0qpVK+XatWvpvp+KoiihoaHKiBEjlEqVKim5c+dWtFqt4u/vr7z22mvK4cOH7comtaWDBw8qISEhiqOjo1KoUCHl22+/TVZvYmKi8sUXXyhlypRRHBwclFy5cinBwcHK2LFjlcjISLuyv/76q1KrVi3FxcVFcXFxUUqWLKkMGDBAOXPmjF25mTNnKgEBAYqDg4NSuXJlZfv27UrdunWVunXrpnmNSQwGgzJ16lQlODhYcXFxUZydnZVKlSop06ZNs2vX/1WzZk0FUPr06ZNqmblz5yrBwcGKk5OT4ubmppQrV04ZOXKkcvPmTVuZQoUKKS1atMhQrP9VpkyZVK+zUKFCdm02te+z1NpU9+7dFRcXlye6JiGEEEIIIR6lUpQsmD1RCCGEEEKI/1izZg0tW7bk6NGjlCtXLrvDeelFR0eTO3dupk2bxoABA7I7nCxTr1497t27l+LwY0IIIYQQQgghc5IIIYQQQohnYsuWLXTu3FkSJDnE9u3byZcvH2+99VZ2hyKEEEIIIYQQ2UZ6kgghhBBCCCFeWNKTRAghhBBCCJEW6UkihBBCCCGEEEIIIYQQQoiXkvQkEUIIIYQQQgghhBBCCCHES0l6kgghhBBCCCGEEEIIIYQQ4qUkSRIhhBBCCCGEEEIIIYQQQjy1G1E36PpbV7wmeeE03olys8px8OZB235FUfhkyyf4f+WP03gnGv3YiHP3z2VjxKDN1rM/JxITE1m/fj2FCxdGo9FkdzhCCCGEEEIIIYQQQgghUmCxWLhz5w61atVCp9NldzjPPUVRiI6Oxs3NDZVKlWbZ8Phwas6vSf2A+vz9xt94O3tz7sE5cjnmspWZtGsSX+/7mh/a/EBArgA+3vIxTRY34eSAkzhqHbP6clKmZKOZM2cq5cqVU9zc3BQ3NzelevXqypo1a2z769atqwB2S9++fe3quHLlitK8eXPFyclJ8fb2VoYPH64YjUa7Mlu2bFEqVqyo6PV6pWjRosqCBQseK85Vq1Yli0MWWWSRRRZZZJFFFllkkUUWWWSRRRZZZJFFlpy5bN68+YnvW4uHIiMjFUCJjIxMt+z7G95Xas2vlep+i8Wi+H3pp0zeNdm2LSI+QnH41EFZemxppsT7JLK1J0n+/Pn5/PPPKV68OIqi8MMPP/Dqq6/yzz//UKZMGQDeeustxo0bZzvG2dnZ9tpsNtOiRQv8/PzYvXs3t27dolu3buh0OiZMmADApUuXaNGiBf369eOnn35i06ZN9OnTB39/f5o0aZKhOAsXLgzAqlWrKFq0aCZd/fPDZLZwNzoGnd4BjTpnjNCWGGfk9uGbeDjr0TtKRjg7KYqCSTGhVWnTzSY/LoPRQLg+HO9Ab3QO8jk/rxRFwZRoQqvP/DYiXgzSRkRapH2I9EgbEemRNiLSIu1DpEfaSBZSFHQXr+B05Dj6E2fRnzhDfIyC0acQCQUDiSxRiehiQZgdndOvKxspioKiGFCpHHJUG0lMBKMRqlQBx2x6OD+7hIWF0aBBA4oUKZLdobxQoqKi7NYdHBxwcHCw2/bnmT9pUrQJry1/jW2Xt5HPPR/vVH6Ht4LfAuBSxCXCYsJoVKSR7RgPRw+q5a/Gnmt76Fy2c9ZfSAqyNUnSqlUru/Xx48cza9Ys9u7da0uSODs74+fnl+Lx69ev5+TJk2zcuBFfX1+CgoL49NNPef/99xkzZgx6vZ7Zs2cTEBDAV199BUCpUqXYuXMnU6dOzXCSJGmIraJFi1KqVKknvdznltFswSMyCicHJ7SanJEkSYhJxPmuI95erjg4y83z7KQoCkaLEZ1al+l/DCQYEggjjHwl8uHo9JL9Rn+BKIqC0WBE55D5bUS8GKSNiLRI+xDpkTYi0iNtRKRF2odIj7SRzKW+fhP95h3oN+1Av2UHmlu3kxe6dg4ObQRA0WiICwwiJqgW4Q07EBtU6xlHnD5FUbBYElCrHXNUG0lIgOhoKFECnHN2ninTubm5Aci0CZmsQIECduujR49mzJgxdtsuhl9k1sFZDAsZxoe1PuTAzQMMWjsIvUZP96DuhMWEAeDr4mt3nK+LL2GxYVkaf1pyzJwkZrOZ5cuXExsbS0hIiG37Tz/9xOLFi/Hz86NVq1Z8/PHHtt4ke/bsoVy5cvj6PnxTmzRpQv/+/Tlx4gQVK1Zkz549NGrUyO5cTZo0YciQIanGYjAYMBgMtvWYmBggKTOsZMblPleSrjsnXb+iKCjkrJheVlnZNuRzfjHktO8PkfNIGxFpkfYh0iNtRKRH2ohIi7QPkR5pI09PFRuHw+9rcJ77I/o9B1Itp6hUKCo1aov54bFmMy6nDuFy6hC+S6dzv0kXrg35ClOelB+ozg45tY0oiv3yMslpn8WL4tq1a7i7u9vW/9uLBMCiWKictzITGlpHearoX5Hjd44z+9Bsugd1f2axPq5sT5IcO3aMkJAQEhIScHV1ZeXKlZQuXRqA119/nUKFCpE3b15CQ0N5//33OXPmDL/99htg7Tr1aIIEsK2HhYWlWSYqKor4+HicnJySxTRx4kTGjh2bbLvBYCAhIeHpL/o5Y7IomBITMarUWHLIcFvGRCMWzJgUE2pLdkfzclMUBZPFBJDpT0yYLCYsWDAlmjCqjZlat3h2FEXBmGj9/HLSUzUi55A2ItIi7UOkR9qISI+0EZEWaR8iPdJGnoDBgP7oCRy37sRhy04shw5y2NtEnA5cCkC1G6C1gMXZCUPNahjq1CCxckUelCjFgSOOFI+PwvvCUVyP7sbt6B6cLpxA9e9Nb691S/HYtYbr/cdwp20fyAE9BRQFLBYDoCInNRHLv/fLDAbIIbfznplHH34Xmcfd3d0uSZISfzd/SnuXtttWKk8pfj31KwB+rtYE5+3Y2/i7+dvK3I69TZBvUOYG/BiyPUlSokQJjhw5QmRkJCtWrKB79+5s27aN0qVL8/bbb9vKlStXDn9/fxo2bMiFCxeydG6QUaNGMWzYMNv6mTNnqFq1Kg4ODji+bIP4YR1uS6s3oNM75JjhtixGFWo0aFVadGoZbis7JWXns2K4LbPajBo1Wr1W5iR5jtnaiHRPF6mQNiLSIu1DpEfaiEiPtBGRFmkfIj3SRqxU0TGob4ahCbsDJtPD7eGRaC9eRnPxMpoLl9FevIz6+i1bUsOohlp94FDeh3UFKT7MqzqOvHWbgV5v266JNWPRqkkoUIDwwCDCm1mfOtdEhZNr43Lyz/wQbeQDtDGRFJ48lDzrlnNu+mrMrh7P5k1IhbWNKKjVOWtOkqTEiIPDyzcnSUo9HMSzUbNATc7cP2O37ez9sxTyKARAgGcAfq5+bLq4iSC/IACiDFHsu76P/pX7P+twbbI9SaLX6ylWrBgAwcHBHDhwgOnTpzNnzpxkZatVqwbA+fPnKVq0KH5+fuzfv9+uzO3b1rEMk+Yx8fPzs217tIy7u3uKvUgg+aQzrq6ugPWJgdS+7BRFwWQyYTabU9z/PDOaLZiNRkwqDYomZ3zZm0xGVFoFi9qMWZUzEjc5nQoVatSoyPzPMOlnI7P/GFCpVKjImrrFs5VVbUS8OKSNiLRI+xDpkTYi0iNtRKRF2odIz3PVRuLjUUfFWBMZRiMqown1rTA0Fy6juXgF7aUrqKKiUz/ekIjm6nU0V288TIYoii3p8ajjPnDLFRpcAs2/u++4wG/BcNMN3jkAy8rYJ0gAjqju0ODY+3wb4ELj4o1t21UqFaTwXls8cnO/fV8iGrYn//SR5Fm1AADX0N0EfNyVC1/9ke09SnJiG/n37bQtL5Oc9Dm8bIZWH0qN+TWYsGMCHct0ZP+N/cw9PJe5LecC1s9mSLUhfLbjM4p7FSfAM4CPt3xMXre8tCnZJtvizvYkyX9ZLJZUu0QdOXIEAH9/a1eckJAQxo8fz507d/Dx8QFgw4YNuLu724bsCgkJYc2aNXb1bNiwwW7ek6eVmJjIrVu3iIuLy7Q6cxJFUTArCnE5qNugYlHQ+yvEq+NIUOeQoHIyBRQUtGYtrriiIfu7owohhBBCCCGEEOLpqaKi0e3ah9PCpTj8uQ7VIz09HpdZ9TDhkZoELfyvAUwNAUUFFW/Bm0dhTXHYHACWf59l/aFBbiLVRjBakzL9q/dn3dl1XHxwkciESLov787YRmPpU6VPhm5qmz3zcGX0fO637knR4W3QRj7Ac+dq8s7+hJsDxj/xNQshMk+VfFVY2WklozaNYty2cQTkCmBak2m8Uf4NW5mRNUcSa4zl7VVvE5EQQa2CtVjbdS2O2uzr8qRSsnEmm1GjRtGsWTMKFixIdHQ0S5Ys4YsvvmDdunUUKVKEJUuW0Lx5c7y8vAgNDWXo0KHkz5+fbdu2AdbJ3oOCgsibNy+TJk0iLCyMN998kz59+jBhgnVymEuXLlG2bFkGDBhAr1692Lx5M4MGDWL16tU0adIkQ3GeOnWK0qVLc/LkSUqVKmW3z2KxcO7cOTQaDd7e3uj1+hcuW2lRFExmMyqVOsckSSxmBVOcEa1WTRZ0jHghGY1G7j+4jyHeQG4ld6b1KFEUBaPFmCXDbSUYEggjjHzl8uHo9JL1DX2BKIqC0WB86buni9RJGxFpkfYh0iNtRKRH2ohIi7QPkZ4nbiMWC+obt1DFxWPxyYPi6WHtkRERifpBhHXCCJUKS57c1n0p1W2xoL57H3XYHdT37qO+ex/V3fu21+p799GeOovmzPkUe3pkhEkNv5aC9UVha2G4mBsGHNYy5WIxVI6ORGhNzC10nzuuUFldAC9PP4Y77eKU+v5jnadj+Y583eprog3RDFk1hNVnVtv29QjuwWevfEZ8vIpdO9QU9vTC1SntIbfd9m+i+LtNUP07osvFib8Q3rjjY19/ZlAUBYslAbXaMUd9jyQkQHQ01KkDzs7ZHc2zdf36dQoUKMC1a9fInz9/dofz3IuKisLDw4PIyMh05yR5XmVrT5I7d+7QrVs3bt26hYeHB+XLl2fdunU0btyYa9eusXHjRqZNm0ZsbCwFChSgffv2fPTRR7bjNRoNf/31F/379yckJAQXFxe6d+/OuHHjbGUCAgJYvXo1Q4cOZfr06eTPn5/vv/8+wwmS9CQmJmKxWChQoADOL+g3jkVRMJrNqHNYksRoUqPVqlFJT5IMcXRwRKvVcvXaVcxmM9qc15FMCCGEEEIIIYTIuRQF1f0HaC5cQXP9Bvx7g14Vn4D61m00N26huXINzcUraC5dRZWY+PBQnQ7MZlRJs2k/Wq2jIxYfL5RHhoxSJRpR37772L1CzL7eGKtWAp0WtFoUjRbFKxemooUxFy2MuUhhLHlyg0pFlCGatzYMZeu1XXZ1zKhkouCHPcnrnpcRa0YQFhP2755bduUcNA4U9CzIufvnbNsKeRaiValWbDy/kdN3TwPgonfhf/X+B4Cbgxvftf+OydsmM3XXVAAWHlpIbqfc9K/8XoavM7pqQ64P+YoCXw2xnndsTxIKBhJfIugx3i0hhLDK1p4kz4u0epIkJCRw6dIlAgICXthJ3XNskiQmUZIkjynBkMDVa1dxN7lnWpJEepKI9MjTeSI90kZEWqR9iPRIGxHpkTYi0iLtQ6QqNhb9ll3odu1Hff4iustX0Vy8gjqt+TyygaLTYSpfGmPlIBIb18PQvBHo0u6FAXAl4gpv/vImZ++dtW3Ta/Qkmq2JHbVKjUVJntBJUta3LN+0/obAPIH8duI3LodfpnGxxlTwr4BKpSIiPoK3V77Nrsu7mNx8Mq8HvZ6sjmWhyxi2ehgmiwlnnTObe+7h9CGfDPUksV68QqFxvcizaiEAccXLc2rRIdA+24dCpSdJziM9STKX9CQRQgghhBBCCCGEEOJFpyhoLl1F//dGHP7eiH7rblSpzJmbblVOTpiLFMRUpDCKqyvqu/dQ37kHOi2WPLmx5MoFWg2YLajv3kNzKwzVvQfw6HPMGg0WH28seX2x+Ppg8cmDJY8XFu+kJY/1/77eoNc/VnwHrx+k+/Lu3I+zDpmVyykXU1tMpW6RukzYMoHvDnxnlyCpX6Q+3Sp14+itoxy9dZTK+Svzbo130Wus532t3GvJzuHp5Mmy15dhNBvRaVJOeHQs35Ejt44w/+B84oxxzD7wDfXUn2b8QlQqrn4wC+cz/+B89ijO50Lx+eUb7rwx9DHeDSGEkCSJEEIIIYQQQgghhHgJqK/dQHMjDLO/D4qnBw6r1qHbsRftyTNoT51FHRmV6rGKRoO5UH7MRQpjDiiEOaAA6B2s+/Q6LP6+mP39sBTIi8XfN+U5RnKA30/+zuA/B2MwWxNARXMXZXGnxQTkDgDg44YfExoWyr5r+3B3cGds47F0Lt8ZlUpFsxLNHvt8qSVIkgypOYSlR5YSb4pnSegiypfuT2G8Mly/4uDIlQ/nULJnCCpFIe+cTwhv9BpGX+k9IITIOEmSiOdK/Xr1ePvtt+nUqcsT1/Hp+E/5868/ObDnQCZG9mT11q5fm2GDh9G2TdtMjUUIIYQQQgghhBCAyYTDmo04zfkBh/VbMnyYOZ8/hmaNMDSpT3xgMdTFCqN6zB4bOc3fZ/6m38p+tvWahWryffvvyeWUy7ZNr9Gz/I3l7Li0gwr+FcjjkidLY/Jx9aFXlV7M2DODRLOBP29NpZLP/MeqI65sNe61fRvv3+agiYuhwJShXPxieRZFLIR4EamzOwCRPVq1akXTpk1T3Ldjxw5UKhWhoaG2bSt/+41GDRrglSsXnu7uVAwK4rNPP+XBgwe2MvHx8YwdM4bSJUvi4uSEn48PnTt25MSJE3b1f//dd9SrWxdvLy+8vbxo8sor7N+/P92YV/35J3du36ZT585PeNVp+2zCZ/To3eOJjx86eChr/1r7WMd8MPID/jf6f1hSmLhNCCGEEEIIIYQQT0BR0Fy4jMv4KeQpXhXP9j3STZCYC+bD8Ep9oj8dxf2Dm7h36TDRsyZjeLUZ5iKFMzTPR052Ofwyg1YNsq13qdCFpV2W2iVIkug1ehoWa5jlCZIkA6oPwM3BDYAd937mVvzlx67jxsCJGHN5A5Br0wrcdz/e/RkhxMtNkiQvqd69e7NhwwauX7+ebN+CBQuoXLky5cuXB+Cj//2Prq+/TuXKlVm1ejVHQkOZPHkyoUePsnjxYgAMBgNNXnmFhQsWMHbcOE6ePs2ff/2FyWSiZkgIe/futdW/bds2OnXuzIZNm9ixaxf58+enedOm3LhxI82Yv/32W7r36IFanTXNdtXqVbRs3vKJj3d1dcXLK+NdQgGavtKUmOgY1q6XX95CCCGEEEIIIcQTURQ0p8/hNPdH3N/sT56ASuQpWR3XMZPQXL9pK2YKKEjcW91IaNuCxBpVie/WiQcbf+XOg/Pcu3CIiNVLiftgMKYKZXLscFlPIsGUwFu/vkW0wTrp/KulX2VKiym2OUWyW27n3PSp3AcAMyYOPtj42HWY3XNxffBk23qBSQNRGRMzLUYhxItNhtvKAooCcXHZc25n54z9Hm/ZsiXe3t4sXLiQjz76yLY9JiaG5cuXM3my9RfL/v37mThxIl9+9RWDBg+x1V24cGEaNW5MREQEAF9Pn87ePXs4cOgQFSpUAKBQoUIsW7GCGiEh9H3rLY6EhqJSqVj0b2IlydzvvmPlb7+xedMm3uzWLcV47969y5bNm5kydarddkd3R76d/i2r/17N1m1bKVigIHNnzSVPnjz0H9Cfg4cPUr5ceeZ/N5+iRYqm+n5cu36Nk6dO8krjVwBwcHV47Hr/O9xWn759iIiMoEZIDaZ/PZ1EYyKvtX+NryZ9he7fJ1A0Gg1NmzRl+YrlNG/aPN3PTQghhBBCCCGEeCkZjahv30V9MwzNzTDUN8NQ37qN9twFdDv3obl9N8XDFJWKxOaNiOvXg8RX6kMWPXiZky06vIhjt48BUMyrGF81/wpVDksC1Sxck6m7rPd8LseeeqI6HrToRp4/5+N2eDuO1y+Qa91SHrTsnplhCiFeUJIkyQJxceDqmj3njokBF5f0y2m1Wrp168bChQv53//+Z/vluHz5csxmM126WOf8+Omnn3B1daVv//4p1uPp6QnA0qVLadSokS1BkkStVjN48GC6vfkmR48eJSgoKFkdcXFxGI1GcufOnWq8u3buxNnZmVKlSiXbN/GLiUyaOIlJEyfxv4//R7de3QgoHMCI4SMokL8Afd/py5D3hrBq5apU6/9r9V/UqV0Hd3f3TK132/Zt+Pn6sW7NOi5cvEDX7l2pUL4CvXv2tpWpHFyZL6d8mWodQgghhBBCCCHEy0Bz7iL6dZvRXL5mTYjcvoPmzl3UYXdR33+QfgX/UpydSKxRlcS6NUjo0g5LoQJZGHXOpigKi488fFh15qszcXXIpptWaSiRp4Tt9eXYk09WiUrFjXcmULJPLQD8fviCB83ffCkTY0KIxyNJkpdYr169mDx5Mtu2baNevXqAdait9u3b4+HhAcC5c+coUqSIredDas6dPWur479K/pvYOHf2bIpJklEffEDevHlp2KhRqvVfuXoVX1/fFIfa6ta1Gx3adwBg+LDh1GlQhw/f/5BXGll7hQzsP5C3+r+VZvyrVq+iVYtWmV5vLs9cTJ8yHY1GQ8kSJWnWpBlbtm6xS5L4+/tz7fo1LBZLlg0lJoQQQgghhBBC5DgmE7o9B3D4az0OqzegPXP+iaqxuLlirFmVxDohGGvXwBhc/rmfQySz/HPzH87cPQNAlfxVKO9fPpsjSlkelzzkcsxFeEI4V56wJwlAbFBNooNq4XZkJ06XTuGxfRWR9V7NxEiFEC8iSZJkAWdna4+O7Dp3RpUsWZIaNWowf/586tWrx/nz59mxYwfjxo2zlVEUJcP1PU7ZJJO++IJlv/zCxs2bcXR0TLVcQnx8qvvLlS1ne+3j4wNA2TJl7bYlJCQQFRVl11MkSVRUFDt27mDOzDmZWi9AqVKl0Gg0tnU/P79kE9k7OTlhsVgwGAw4OTmlWI8QQgghhBBCCPHCMBhwmTAN59kLUT8IT7Oo4uiIxc8bs483Fj8fLHn9sOT1w/zI/80lioFWbnGlZOnRpbbXXSp0ycZI0qZSqSjmVYIDN/Zyz3CTaGMEbjrPJ6orrMcHuA2xzjnr98PnRNZt/ULNMSOEyHzyGyQLqFQZG/IqJ+jduzfvvvsuM2bMYMGCBRQtWpS6deva9gcGBrJz506MRiMOeodU6ykeGMjpUyln+pO2Fw8MtNs+5auvmPTFF6xdv942SXxqvLy8CA9P+Q8nre5hM04aNuzRni9J2ywWS4rHr1u/jlIlS1Egv33326et97/lk475b/nwB+G4uLhIgkQIIYQQQgghxAtPezgU996D0R23v4egqNUYQ6pgaNkYY7VgLL4+WPx8UNxc5Qb3E4pNjGXliZUAuOhdeLV0zu5RUSx3cQ7c2AvAhegTBOWu+UT1RNVsTnzRsjhdOI7rsb24/rODmEp1MjNUIcQLRsb2ecl17NgRtVrNkiVL+PHHH+nVq5fd5F2vv/46MTExzJk1K8XjkyZu79SpE5s2beLo0aN2+y0WC9OnT6d06dJ285V8OXky4z/7jL/WrKFy5crpxhlUsSJhYWGpJkqeRkpDbT1LJ06eIKh8ULadXwghhBBCCCGEyFLx8WgPHsG957vkrt7EliBRdDoSOrQicsE33L1xjPCtfxA3fCDG2iGYA4uiuLtJguQp/HX6L2ISrUOdvFrqVVz0OfuJ3uJeD+cluRT9hPOSAKhUhPX4wLbqt/DzpwlLCPESkJ4kLzlXV1c6derEqFGjiIqKokePHnb7q1WrxogRI3h/5Ehu3rxFm7ZtyJs3LxfOn2funDnUqFWLQYMGMXjIEP7880/avvoqkyZPpmq1aty+fZsvJk7k9KlTrF2/3pZ8mTxpEmNGj2bR4sUULlyYsLAwWyyuqcx4X7FiRfLkycPuXbto0bJlpl2/yWRi3YZ1DB08NNPqfFy7du+iUcPU52MRQgghhBBCCCGeJ+pLV3Ba8iva0BNoj59Gc/4Sqv+MqmAsV5qoBd9gqlAmm6J88S098shQW0E5d6itJMW8itteX4w5kUbJ9D1o3Im8sz7C4eZlPHb/jdOZI8SXCHrKCIUQLyrpSSLo3bs34eHhNGnShLx58ybb//kXX/DDokUc2L+fFs2aUaFcOYYPH0658uXp1q0bAI6OjmzYuJGub77Jxx99RMnAQFo2b45Go2Hn7t1Ur17dVt+c2bNJTEykU8eOFMiXz7ZM+eqrVGPUaDR079GDpUuWZOq1b9+xHVcXVyoGVczUejPqxs0b7Nm3h25vdsuW8wshhBBCCCGEEE9NUVBfvorDr6twHfYxecrXxXXMJBx/W4327AW7BIkllyfRk8bwYM/fkiDJQhfuX2DvNevQVcW9ilM5X/qjeGS34rkf9iS5+DQ9SQC0Wm53HW5bLfjFO2A2P12dQogXlkp5ktm2XzKnTp2idOnSnDx5klKlStntS0hI4NKlSwQEBKQ58fjzzKIoGM1m1Cp1tvZyDQsLo0K5cuw/eJAC+QtijElEq1WjUj95UEOHD8VkMvHNtG8yMdKM+/DjDwkPD2fWtykPZ5bZEgwJXL12FXeTO9pM6kimKApGixGdWmc3VFtmSDAkEEYY+crlw9Hpxfz5ehkoioLRYETnkPltRLwYpI2ItEj7EOmRNiLSI21EpEXax5NT376LfvUGHFavR797P+p7D1Ispzg6YiodiKlsKYwVy5HwRgeUXJ7PNtin8Ly2kfFbxvPNbuu9jk8afsI71d/J5ojSFxVjouK35Yg1h+PtkJe/G994qvpUCfGU7lIex2vnAbg+eDK33xyezlGPT1EULJYE1GrHHNVGEhIgOhrq1AFn5+yO5tm6fv06BQoU4Nq1a+TPnz+7w3nuRUVF4eHhQWRkJO7u7tkdTpaQ4bbEc8PPz4+5333HtatXKZC/YKbUWaZ0GapXrZ5+wSzi7e3N4IGDs+38QgghhBBCCCFERqgvX8Vh/VZ0B/5Be+go2uOnUKXy3K2i0RA36C3i+7yJuWhh0GiebbDP0K2oW+y8spPIhEiiDdEE5Arg1dKvZuvNcpPFxLLQZQBo1VpeK/datsXyOFQqFfmcAjkbs4+7hptEGyNw03k+cX2KoxOXRy+gxFt1UCkKeWd9RETtlhgKl8y8oIUQLwRJkojnyqtt2gBgMWdOB6g+vfpkSj1Pauig7JsLRQghhBBCCCFEzqd6EI721Dm0p86iOXUW7ZlzqGLj0zxGcXTA4uONxTcPipOT/U6NGnNgMYyVg6wJjKSb+SYTqugY6xIVjToqBs2lK2hPnEa/djO6Y6kPf2TJnQtjlSCMwUGYKgeRWK0Sio/3U155zhdjiKHJ/Cbcib1jtz08PpyelXtmU1Sw+fxmbsfcBuCV4q/g7fL8fBb5HEtwNmYfYB1yq0LuGk9VX2xQLe50GYLvkqmoEw0UHtODM/N2vdCJOyHE45MkiRBCCCGEEEIIIQSAxYIqKhrF2Qn0+owdExcHOp11MZnQnLYmNFRGU6qHqKJjUN8KQ3PzNhgSkxdQFNRht62JkbA7yfdnEsXREUWrQWUyo0pIyPhxGg2mMiVJbNYQQ8smGKtWBPXLN+3tn6f+TJYgAfh086c0LNaQgp6ZMwrG4/r+4Pe2150rdM6WGJ5UXqdA2+uTEQeeOkkCcOOdz/DYuRrHq2dxPb4P38Vfcbv7yKeuVwjx4pAkiRBCCCGEEEIIIV4+JhO6/YdxWrsZp5170Vy5hvrWHVRGIwCKsxMWTw8UT3csnp7W/3tY19Fo0Jy9YE1iXLuBolZj8fdFfT/8sZIN2U2VkEBGB4UyVqlIQuumGOvUwBhU5uWb5CAFy48tt70e02gMR24e4feTvxNnjGP4muH80uWXZz7s1rGwY2y/tB2AwrkK07Bow2d6/qdV0u1hUmTHnb/oUuTphyhXHJ2tw271qWUddmv2x0TWbklCkdJPXbcQ4sUgSRIhhBBCCCGEEEK8FDQXr6DfsBX9xm3ot+xEHRmVallVXDyauHi4GZZuvSqLBc2NW5kZKgBmnzyYSwViSlpKB2IuGYjFK1fa8cTEog67g/ruvWQ9WlRx8WhDT6A7eAT1pauoUFBUahQ3V+vi7ori6orFzRVLPj9MJYpjCq6Axd8306/veXYl4gp7ru4BoLhXcfpW7UtMYgwHrh/gRtQNtl/aztKjS3k96PVnGtfsfbNtr/tW7YtG/XwNK5XfsSR+joUJS7jMoftbiTFG4qrzeOp6YyvU4HbX9/Bb9CVqYyKFx/Tg9PzdoJVbo0IISZIIIYQQQgghhBDiRWSxoDl7Ad3BI+j2HkS/cRvaC5dTL54nN+a8/li8vVDFJ6COjEQVHok6IhJVXMpzgFg83DGVLI7KZEJ9/SaKuxumiuUwli+D4uqS6rkUJycseX2x+PmmWs6SywPFK/djXbKt/lyemHN5Yi4VmOJ+Q6smT1SveOjXY7/aXr9W7jVUKhVuDm5Mbj6Z13+2JkZGbxxNvSL1uBR+iR8O/UBRr6IMrz08SxIXd2LucOD6AX4/8TsAuZ1z06lCp0w/T1ZTqVTUzNOSX69/i1kxsfvuWl7JmznXcbPvODy3r8LxyhlcTh7Ab9FkwnqOypS6hRDPN0mSCCGEEEIIIYQQ4sWhKDj++Auu/xuP5vbdVItZcufC0LAO8fVqYWpaH6Vg/tTrTExEFRmFOiIKVXgEKoMBc9EAa++KZzycksh+iqLYhtpSoaJ9ufa2fQ2KNqBT+U78EvoL0YZoXpn/Cvdi79n2O2odGVzz6YeQetTvJ39nwO8DMCtm27aewT1x1j2fQ6LV8LYmSQC2h/2ZaUkSxdGJy2MWUqJ3TVQWC/5zxxBRuxUJxcpmSv1CiOeXJEmEEEIIIYQQQgjxXFPfDLPOD3LyLA5rNuCwcVuyMopWi7FGFQyN65HYqC6miuVQ1GqMBiM6B13ac3Po9SjeeTB758myaxDPj4M3DnIp/BIAtQrXIp97Prv9YxuNZevFrdyOuW2XIAGYtG0StQrXIjhfcKbEoigKU3ZMsUuQ5HbOTc/gnplSf3ao4FkbV60HMaZIdt1dg8liRKvWZUrdseWqc/vNEfj98IV12K2xPTi9YA9oM6d+IcTzSZ3dAQghhBBCCCGEEEI8CdWDcDxf7Yp3oSByNe2I+7CP7BIkhlfqE/3pKML//oW7d04TvmklcR8MxlQ5CDTP11wNIudYFrrM9vq1cq8l2+/p5MmkZpNs636ufrQo0QIAs2Km/+/9iUpIfT6cx/HPzX84e+8sACW8SzDz1Zlse3sbeVye34SeVq2jhk8zAKKNERx5sDNT67/59hji/5203eXUIfx+mJTOEUKIF50kSYR4CmPGjaH/wP629cZNG/PeyPeyJZa538+l7Wtts+XcQgghhBBCCPGsaU6eIXeNZjis2Zhsn9nfl/CVPxKxeilxHwwmsVFdFDfXbIhSvGgsioU1Z9YA4KRzokXJFimWaxLYhBVvrGDGqzPY/c5u5rSbQ5X8VQC4GnGVD9d/mCnx/Hz0Z9vrftX60a5sO7xdvDOl7uxUx7e17fW2239mat2KgyOXRy9E+TdR6j//M9RxMZl6DiHE80WSJC+xHj160KZNm2Tbt27dikqlIiIiIstjGDd2LMGVKmWonE6jQafR4KDTUbRIYQYOGcCDBw8e63x9+vahQ+cOTxqunbDbYXw761s+GPlBptT3tHp068GRI0fYuStzn7AQQgghhBBCiJxGv3o9uWu1sE3EbvH2InZIXyLnTOHBjtXcO7efxJavZG+Q4oV0POw49+PuA1A3oC4uepdUy9YqXIv2ZdvjrHNGq9Yy49UZuDu4A7Di2ApO3z39VLHEGeNYeXIlAM46Z1qXap3OEc+PGt5N0aisswRsv/0HiqJkav1xZapwr5V1SDK1IQG3/ZsytX4hxPNFkiQiWyiKgslkeqxjypQpw7UbN7h4+TJzv/uejZs2MGjYoCyKMH0LFi6gerXqFCpYKNtieJRer6dTx07MmDUju0MRQgghhBBCiKyhKDhP/gbPtt1RR1uf/DZWKMv9veuImTyWhF6vY6weDA4O2RyoeFFtvbjV9rpuQN3HOragZ0GG1R5mW5+1d9ZTxbLm9BqiDdEAvFr61TQTNs8bd30uKuWuA8CNuEtcjDmZ6eeIqNfG9tpj15pMr18I8fyQJInIkF07d1K/bl3cXFwIKFSIIYMHExsba9u/eNEiqlWtSi4PD/Lnzcubb7zBnTt3bPu3bd2KTqNh7d9/U7VKFVycnPhp8WI+HTeO0KNHbb1Efli4MNUYNFotfn5+5MuXj4YNG9H21XZs2vww0282m+n7Tl8CywTikceDshXL8s2Mb2z7Px3/KYt+WsSqv1bh4OqAg6sD27Zbx6q9dv0ar7/5Oj75fPAr4Ef7Tu25fOVymu/JshXLaNEsebdak8nE4GGD8c7rTd6CeRkzbozdEw+BpQOZ8PkE3uzxJrl8chFQPIBZc+z/MHJwdeC7ed/RpkMbPL09KV+pPHv37eX8hfM0btqYXD65qNuwLhcuXrA7rkWzFvy15i/i4+PTjF0IIYQQQgghnjsmE+5vDcXtw/Go/v03VkL7ljzY9geWgvmzOTjxsth6aavtdf2i9R/7+K5BXfFw9ADgt+O/cTPq5hPH8nPow6G2Olfo/MT15FSPDrm1PZOH3AKIrlwfi4MjAB6710Am91YRQjw/JEmSVSpXhvz5n/1SuXKmX8qFCxdo3bIlbdu14/CRI/y0dCm7du1i0Lvv2soYjUbGjh3LoX/+YcVvv3H5yhV69+yZrK4PP/yQCRMmcOzECRo1bszQYcNsPUSu3bhBx06dMhTT5cuX2bh5I3q93rbNYrGQL28+li5aypGDR/jfB//jk7GfsOLXFQAMHTyUDu068ErjV7hy4QpXLlwhpHoIRqORlq+2xM3Njc3rNrNlwxZcXVxp1aYViYmJKZ7/wYMHnDp9iuBKwcn2LV6yGK1Wy86tO/lq8ldM/3Y68xfOtyszZfoUypcrz75d+xg+bDjvjXyPjZvtx9Gd+MVEunbpyv7d+ykRWIJuvboxYNAARgwfwe7tu1EUhSHvDbE7JrhSMCaTif0H9mfofRRCCCGEEEKI50JCAh6d+uD0w8ObwjFjRhK59DtweXGenhc5W2xiLAeuHQCgkGchCucq/Nh1uDq40jPYer/EaDHy0fqP2HR+E7ejb2foeEVROHTjEKM3jGbnZetw20VyF6Fq/qqPHUtOV9u3le319rDMT5Iojs5EB1sTXfrb13E6fyzTzyGEeD5oszuAF1ZYGNy4kd1RpOuvv/7C1dV+8jqz2Wy3/vnEiXTu0oVBgwejUkHx4sWZOm0aDevXZ8bMmTg6OtKzVy9b+SJFijB12jRCqlUjJibGrv4xY8bQqHFj27qrq6uth0h6jh87hqe7O2azmYSEBAAmTZhk26/T6fjko09s6wGFA9i7by8rfltBh/YdcHV1xcnJCUOiAT/fh+db8vMSLBYLs2fMRqVSAfDd7O/wyefDth3baNzwYbxJrl2/hqIo+Pv7J9uXP19+vvziS1QqFSUCS3D8xHG+/vZrevfsbSsTUj2EEe+NACCweCB79u7h62+/plGDRrYy3bp2o0N76/wpw4cNp06DOnz4/oe80sg6ru7A/gN5q/9bdud2dnbGw8ODq9eupvt+CiGEEEIIIcTzQHPiNO6DRqHfvgcARa8n8odvMXR4ceZfEM+HXVd2YbQYAahXpN4T19O7Sm9m7Z2FwWxgzZk1rDmzBhUqPn3lU/pU6ZPiMTGGGH4O/Zn5B+dz8cFFu31dKnSx3c94keR3KUJRt7JciD7O8Yh93EsII49j+vePHkdkzeZ47P4bAPdda4gvXj5T6xdCPB8kSZJVMnDTPyect379+syaZT/U0759++jatattPTQ0lNDQUH5eutS2TVEULBYLly5dolSpUhw6dIhPx44lNDSU8PBwLBYLAFevXqV06dK244KfoqdLiRIl+O3330lISOCnRYs5cvgf3un3jl2ZWXNm8cOiH7h27RrxCfEkJiZSoXyFNOsNPRbKhYsX8PLzstuekJDAxYsXoWHyY5KGs3L8t1vmo6pVrWb3x0m1qtWY9vU0zGYzGo0GgOpVqyc75puZ39htK1e2nO21j48PAGXLlLXblpCQQFRUFO7u7rbtTo5OxMXFpXnNQgghhBBCCJGjJSbisHINznMWot+x17bZ4uJM5K8LSWxYJxuDEy+rR+cjeZokibeLN+9Uf4epu6batikofLn9S7pU6GI3t8iV8CvMOziPpUeX2uYfSaJVa2kS2MTWM+VFVMe3NReij6OgsPPOatoU7J3+QY8hsmZzmGwdKcVj1xpu9/ggU+sXQjwfJEmSVQ4ezO4IMsTFxYVixYrZbbt+/brdekxMDH3eeouB7w7ivw8mFCxYkNjYWFo0a0bjV17hx0WLyOPtzbWrV2nerFmy4apcnqIbtE6vt8U6fsJEWrdowWcTP2Ps6LEALFu+jA/+9wFfTPiC6tWq4+rqypRpUzhw8ECa9cbExFCpYiUWzluYbJ93Hu8Uj/HysiZUwiPC8fZOuczT0uoe/ngmJV10Ol2ybUkJqSQPwh+kGrcQQgghhBBC5GgGA04LluIy6Rs01+xHZ7B4exH++yJMVStlU3DiZaYoClsubAFAo9JQs1DNp6rv/Xrv06ZMG46FHeOnIz+x5+oeIhIiWHp0Kb0r92bXlV18t/871p9bj4L9XBk1C9XktXKv0TSwKZ5Onk8VR05X17c1C85PAKzzkmR2kiQxfxESCpXA8coZXEN3o4kKx+yeK1PPIYTI+SRJItJVsVIlTp06RbFixZIlSQCOHTvG/fv3mTBxIgUKFADgUAaTRHq9PtnwXhk18r0PaNGmGX3f7kte/7zs3rub6tWq0+/tfrYyFy/Zd0HV6XTJzlcxqCIrfluBj7ePXY+MtBQtUhR3d3dOnT5FYPFAu33/nQ9k/4H9FCtazNaLBGDfgX3JypQsUTJD507LhYsXSEhIoEKFtHvPCCGEEEIIIUSOYjbjNPdHXL74Gs2NW3a7TCWLE/d2dxLefA3F0yObAhQvu9N3T3Mp/BIAVQtUxd0xY/cP0lLCuwQlvEtQxrcM9b+zzo0xZ98c1p9bz/ZL2+3KOmodaV+2PX2q9KGUT6mnPvfzorRnFbwcfLlvuM2+uxtIMMfhqHHO1HNE1myO45UzqMxm3PeuJ/yVjM2XK4R4ccjE7SJdI0eOZO+ePQwe9C5Hjhzh3Llz/PnHH7aJ2wsWLIher2fGt99y8eJFVv35JxPGj89Q3YUKFeLypUscOXKEe/fuYTAYMhxXtarVKFemHF9M/gKAYkWLcfifw6zfuJ6z584yZtwYDh0+ZHdM4UKFOX78OGfOnuHevXsYjUa6dOqCl5cXHTp1YOeunVy6fIlt27cxdPhQrt+4nsKZQa1W06BeA3bv2Z1s37Xr1xjxwQjOnD3DL8t+YebsmQx8Z6BdmT179/Dl1C85e+4ss+bM4teVvyYr8yR27d5FQEAARYsUfeq6hBBCCCGEEOJZ0Fy4TK6G7XAfNMouQWJo3ogHG1ZwP3Q78e/2kQSJyFarT6+2vW5RskWm1l3KpxT1i1iTJNcir9klSPzd/Pmw3occevcQX7X46qVKkACoVWpq+bQEwGCJ58iDXZl+jshaDz9Pj11rMr1+IUTOJ0kSka7y5cuzYdMmzp09S/26dakSHMyYMWPImzcvAN7e3sybP59fV6ygfNmyTJo0iS8mTUqnVqt27dvTpEkTGjdsiL+vr928Jxnx7oB3WfDDAq5dv8Zbvd+iTes2dO3eldr1a3P/wX36vtXXrnyvHr0oXrw4NerUIF/hfOzesxtnZ2c2rdtEgQIF6PR6JyoEV6DvgL4kJCTg7pb6kyE9e/Rk+YrlyYa7eqPLG8THx1OrXi0GvzeYgf0H0qeX/cRrQ94dwuHDh6lWsxqfT/qcSRMn2SZkfxq/LP+F3j0yt+upEEIIIYQQ4jlhsaCKikZ94xaa0+fQ7j+MfvMO9Os2P1w2bkN75DjqW7fBZMqeOGNj0W/YiuuHn5E7pClepWug3/Wwt31C66bc37uOiD8WY6xXixSHNBDiGVt95pEkSYnMTZIA9K/e327dz9WP2W1ms3/AfgbVHISXs1cqR774quR5OFnsoftbM73+mKBamJ1dAXDf/Tf85z6PEOLFp1IURUm/2Mvt1KlTlC5dmpMnT1KqlH3GPiEhgUuXLhEQEICjY/JJvF8EFkXBaDajVqlzzN+mFrOCMSYRrVaNSp09QSmKQq16tRg0YBCdOma8K2Zg6UAGDhjIoAGDMjWekydP0qRFE44fOY6HR8pPWCUYErh67SruJne0mTTanqIoGC1GdGqd3YT1mSHBkEAYYeQrlw9Hpxfz5+tloCgKRoMRnUPmtxHxYpA2ItIi7UOkR9qISM+L2EZU4RFoj51Ee+YCmjPn0Z49j+bMeTSXr6F6jJt7ikqFkic3Zh9vLH4+mMqUxFQ5CFOxANR376G5eRtFp7VuLx0Izk8+xI0qKhrHxctxXPYHuv2HURmNycqYihQiat50jLWqP/F5HteL2D5E5lIUhdO3TlN/gbWnR+V8lfmrx19Zcp7OSzuz7dI26hepzzetvyGPS55MP09OFh1rZtcONYU9vXB1ejgn692EmzTbmA+ACrlqMq/mzkw/d5Hhbcm19XcATv2wn7gyVTJ8rKIoWCwJqNWOOep7JCEBoqOhTp2n+vp+Ll2/fp0CBQpw7do18ufPn93hPPeioqLw8PAgMjIyw1MVPG9kThIhnpBKpWLmNzM5fuJ4docCwK3bt5j33bxUEyRCCCGEEEKI55TRiG7fIfTrt+KwYSvaQ0dRZcLzjipFQXX3Puq79+HEaRw2bU+1rKJSYS4WgKlsKYyVgzDWDsFYuQLodMnKak6ewfH3NWhOnUN9z1q/9twFVHHxKV9emZIYWjUh7v1BKK4uT31dQmS2v8/9bXud2UNtJVGpVCzpvISb0TfJ754/R91sz27ejnkp6BLI1diznIjYT7wpFidt5n5XRNVsbkuSeG5d+VhJEiHE80+SJEI8hQrlK1ChfM6YJL1h/YbpFxJCCCGEEELkTIqC5txFNNdv/pu4uIf2wmW0h46iO3IcVXzKCYYkFlcXzMWKYPHKheLmar846B8WNJpQ37mH+s5dNGF3UN+5izrsLqp05odUKQracxfRnruI40rrsEOKsxPGShWw+Ptg8c6DotfhsG4z2lPn0qzLVLwIifVqkVi/Jol1a6D4eGfsPRIim6w5+3CeiqxKkgBo1BoKeBTIsvqfZ8Fe9bgaexaTYiQ0fA/VvBtlav0RdVpTcGI/VBYLudf/ws13xstQf0K8RCRJIsQzdvbk2ewOQQghhBBCCJEDqG/css4Zsmk7+s070Ny6naHjjGVLYawTgqlUIKYSxTAHFsWS1+/Jb+gpCqq799D9cwzdoaOor9/C4ueNxc8XVWwc2uOnrMvJs6gSEmyHqeLi0e/cm371Wi0WX28MLRoT37cHpvKlnyxOIbLBhfsXOH7HOoJEeb/yFPQsmM0RvZyCveqx8upcwDovSWYnSUxevkRXaYj7vg043LiI84n9xJWtlqnnEDnc9u0weTIcOgS3bsHKldCmzcP9MTHwwQfw++9w/z4EBMCgQdCv38MyCQnw3nvw889gMECTJjBzJvj6PuurEY9JkiRCCCGEEEIIIV46qqhoXL74Gv2WnWCxWG/k+/ti8ffFHFAQY6XymCpVQHFzzbxzRkah377n36TI9nR7XCQxFS2MsWowiY3rktioLhb/TL7ZolKh+HiT2KQBiU0apF7ObEZz9gL6XfvRbd+DfsceNNdv2hVRVCqMNaqS0K4liY3qYPH3RfH0kCeyxXPr95O/2163LdM2+wJ5yQV71bW9zorJ2wEevNIZ930bAMi97mdJkrxsYmOhQgXo1QvatUu+f9gw2LwZFi+GwoVh/Xp45x3Imxdat7aWGToUVq+G5cvBwwMGDrTWtWvXM70U8fgkSSKEEEIIIYQQ4qWiPXgEzw490dy4lWY5RaXCXLIYxkoVMFUsn+J8GebCBUisVxM0muQVxMWhO3TUmhTZtAPdgX9Qmc0pnsvi4mztHVKuNJY8Xli8vbDk9cMYVBYld64nus5Mp9FgLhVIfKlA4vt0BUAVE4vq7j3Ud++jjozCVKaktVeLEC8ARVFYeWIlACpUvFr61WyO6OVlnZekOFdjz2XZvCQRDdph+bw/amMiuTb8wvUhX6b83S5eTM2aWZfU7N4N3btDvXrW9bffhjlzYP9+a5IkMhLmzYMlS6DBvw8cLFgApUrB3r1QvXqWX4J4cpIkEUIIIYQQQgjx0tDt2o9n6zdQR0XbtikaTYrJC5WioD11ztrj46cVqdZpLpQfQ8smKDot6gcRaC5eQXPxMpqbYakeo2g0GKtWIrFhbRIb1sFYtRLo9amWz6kUVxcUVxcsAYWyOxQhMt2xsGNceHABgOoFq5PXPW82R/Rys85Lci7L5iUxu3kSVaMZntv+QH/vFq7/bCemcv1MPYd4tqKjo4mKirKtOzg44ODg8GSV1agBf/5p7WmSNy9s3Qpnz8LUqdb9hw6B0QiNHmmXJUtCwYKwZ48kSXI4SZIIIYQQQgghhHgp6NdswLPL26jirJOgJ9aoSuTCb6w3+I1G1Lfvor4RhvbkaXQHj6A7eATtsVOojMY069VcuY7zjHnpnt9UOpDEBnUwNKyDsU4IirtbplyXECJrrDy50va6Tek22ReIAJLmJfkOgMMPtmV6kgSsQ255bvsDgNzrlkqS5DlXurT9HFijR49mzJgxT1bZN99Ye4/kzw9aLajV8N13UKeOdX9YmPVhB09P++N8fa37RI4mSRIhhBBCCCGEEC82RcFl8re4fjQBlaIAYGhcj4gV88HZ2VpGp8OSPy+W/HkxVatEQs/XrdsNBrShJ9GeOgsm+94mKqMRh7/WoV+3xVZvErNPHsxFCmMOLEpi/VokNqgtw1AJ8RyJNkTz2/HfANCqtbQs2TKbIxKVcmf9vCSRdVphdnRGkxBHrs2/cm3ktyi656+Xn7A6efIk+fLls60/cS8SsCZJ9u619iYpVMg60fuAAdZeJY0yP2Enni11dp581qxZlC9fHnd3d9zd3QkJCeHvv/+27U9ISGDAgAF4eXnh6upK+/btuX37tl0dV69epUWLFjg7O+Pj48OIESMwmUx2ZbZu3UqlSpVwcHCgWLFiLFy48FlcnhBCCCGEEEKIbKbbsQefBm1w+994WyIjoUMrIlb+8DBBkhYHB0xVKpLQrRMJvV63W+L7didi1RLuXTrMg61/8mDrn9w/uIk7D85z78Zxwnf8RdS86SR0fU0SJEJkAUVRiIiPQPlPkjIzfLLhE27HWO9BNQhoQG7n3Jl+jqySmAjv9XVjwSyn7A4lU/k45aOgS3EAjofvI8Ecl+nnsDi5EFnXOveMNvIBbv9O5C6eT25ubrb7zu7u7k+eJImPhw8/hClToFUrKF/eOil7p07w5ZfWMn5+1h++iAj7Y2/ftu4TOVq2Jkny58/P559/zqFDhzh48CANGjTg1Vdf5cSJEwAMHTqUVatWsXz5crZt28bNmzdp166d7Xiz2UyLFi1ITExk9+7d/PDDDyxcuJBPPvnEVubSpUu0aNGC+vXrc+TIEYYMGUKfPn1Yt27dM7/el8n9+/fJ6+fH5cuXAdi2dSs6jYaI/35RPAOJiYkElg7k0OFDz/zcQgghhBBCiOyhOXUWj3bd8WrYDoeD/9i2x4x9n8glc+Fpnib9D0s+f4w1q2KsWRVThTIobq6ZVrcQImWKojD4r8GUnFKSsZvGZmrda8+sZenRpQC46F34pP4n6RyRs2xe68BP850ZM8KN+PjsjiZzBXvVA7DNS5IVHjTpYnude93SLDmHeM4YjdZF/Z9b6RoNWCzW18HBoNPBpk0P9585A1evQkjIs4tVPJFsTZK0atWK5s2bU7x4cQIDAxk/fjyurq7s3buXyMhI5s2bx5QpU2jQoAHBwcEsWLCA3bt3s3fvXgDWr1/PyZMnWbx4MUFBQTRr1oxPP/2UGTNmkJiYCMDs2bMJCAjgq6++olSpUgwcOJAOHTowNWlSnZdYjx49UKlUtsXLy4umTZsSGhpqV06jVuOo06HXatBprEvdpPH2UjFxwgRatW5N4cKFs/AKMkav1zNk0BA+/PjD7A5FCCGEEEIIkdUUBZeJ0/CqWB/HVQ8fjjOWKUn4378Q++FQUKmyMUAhRGb47cRvLAtdBsCcfXO4cP9CptR7N/Yu7615z7b+aeNPKehRMFPqflY2r7UOD2UwqDi458UaKiopSQJZN+RWVPVXMLl5AuC57Q9UCZnfY0XkQDExcOSIdQG4dMn6+upVcHeHunVhxAjrhO2XLsHChfDjj9C2rbW8hwf07g3DhsGWLdaJ3Hv2tCZIZNL2HC/HzEliNptZvnw5sbGxhISEcOjQIYxGI40eGdOtZMmSFCxYkD179lC9enX27NlDuXLl8PX1tZVp0qQJ/fv358SJE1SsWJE9e/bY1ZFUZsiQIanGYjAYMBgMtvWYmBjA+pTCf7twJq2ntO950LRpU+bPnw9AWFgYH3/8MS1btuTKlSt25eZ+/z1Nmzaz/VtCr0/9l2xcXBwL5s9n9SNDp2WFx3m3u3Tqwvsfvs/JkyeTTdr0sklqq8pjvYMZqC8L2n9SnM/rz5ewyso2Il4M0kZEWqR9iPRIGxF24uLw6DMUpxV/2jaZ8/oR8dF7JPbojEqrBWkr4hHyHfJ8uhd7j4/Wf2RbV1CYsWcGX7X46qnrnrh1Ivfj7gPQpHgTOpXrhCnR9Ny0EUWBTese9pTbtkFHrfqGNI7IORRFgXR+JivmfvjQ7qF7W1ECs+BehE5PeIN2eP8xH01cDB47/iK80Wtpxp0Tv0f+fTtty8vkiT6Lgwehfv2H68OGWf/fvbs1IfLzzzBqFLzxBjx4YJ2XZPx46Nfv4TFTp1p7m7RvDwYDNGkCM2c+1bWIZyPbkyTHjh0jJCSEhIQEXF1dWblyJaVLl+bIkSPo9Xo8PT3tyvv6+hIWFgZYb+o/miBJ2p+0L60yUVFRxMfH4+SUfHzGiRMnMnZs8q6aBoOBhISEZNty6pdhehRFQa/X294fX19fRo4cSd26dblz5w7e3t62sh7uHvj6+qDi4RNXiiXl612zeg0ODg5Uq1rNVibpvdm1cycf/e8jzp07S4UKFZg9Zy5ly5YF4McffuC994bx/bz5jPrgfa5du0adOnWYPWcuBQoUAGDcuLH8+cefvDNgAJ+NG0d4RDhvdHmDqV9NZdrX0/j6m6+xWCwMeGcAH4z8wBaTZy5PQqqH8MuKXxjzyZjMexOfUyaLKVOTJCaLdR4gVSY/kWeymLBgwZRowqg2Zmrd4tlRFAVjovXzy+w2Il4M0kZEWqR9iPRIGxFJ9Lv2kWvkGPSh1uGbFZWKqBHvEjXsHRK1WnQmCyqz/E0p7Ml3yPPpw7UfEh4fbrdt+bHlDK42GH83/yeuV1EUNpy1zkHhonNhYqOJ1n+PPkdt5OxpLTeuamzr2zbpGWnI3u++Wzc0/PWbE+06x+HlbUm1nCnRjAo1imLAYjGnWCaP3ov8zkW5HneBExH7iTM+wFGTgfmlHtP9xu3x/sP6UHGudT9xv0GrVMsqClgsBkCVozoqJo0CZTAkHyXqRffow+8ZVq9e2tkkPz9YsCDtOhwdYcYM6yKeK9meJClRogRHjhwhMjKSFStW0L17d7Zt25atMY0aNYphSdlC4MyZM1StWhUHBwccHR2TlX90yKokVb6rQlhM2DOJ91F+rn4ceOtAhsr+N+6YmBh++uknihUrRp48eeyuR6VWoVKpM/Rlv2vXTipVqoRK/cjx/x446oMPmDJ1Kr5+fnz8v//Rrm0bTp4+jU6nA5W1F8rnn09k/sKF6PV63h04kK5d32D7jh22ei5evMD6detYufwPrl67TJc3u3Dp8iWKFyvOhrUb2LtvL2/3f5uG9RtStUpVWwxVKldh9+7ddomel5VWrUWbST/+SQkwnVqX6X8wmtVm1KjR6rXoHHSZWrd4dmxtxCHz24h4MUgbEWmR9iHSI21EaA8fxe3jiThsePjvSIurC5E/zMDQqglaRUExGKWNiBTJd8jzZ+3Ztaw6swqAXE65aFGiBYuPLMZoMfL9P98zrvG4J677zN0z3I27C0BIoRD8c/k/d21kx2ZrwqBMeSMnQnUcP6IjOkbP0UM6XN0UqoQ824SJosCAHrk5uFfP9zPc+fybKI4c1LF/t45PvoimfEWTrazWpEZBjUrlgFqd+j2AYK96XI+7gFFJ5HTUcSp5pT0k/JOIqfwKxty+6B7cxnP3OnRxBsyuHqlcowIoqNUOOaqNJCVGHBys9+5fJk88Qbt4aWV7kkSv11OsWDEAgoODOXDgANOnT6dTp04kJiYSERFh15vk9u3b+Pn5AeDn58f+/fvt6rt9+7ZtX9L/k7Y9Wsbd3T3FXiRg/UF69IfJ1dU66d5/EyFJ21LaFxYTxo3oGxl7EzLZ43wh//XXX7i5uQEQGxuLv78/f/31FxqNxq5ct65d7bb98OOPvNqmTYp1Xr1yBf+8eVPc99HHH9OocWMA5i9cSOGCBfl95Upe69gRAKPRyPSvv6ZatWrWMgsWUK5MGfbv30/VqtaEh8ViYe533+OocqBc2TLUrVOXs+fO8udvf6JWqykRWIIvp3zJtu3b7JIk/n7+XLl2hZedLTmWicmilBKFmVYvWVO3eLayqo2IF4e0EZEWaR8iPdJGXlJmMy6fT8fl069QmR8+cWwqWZyIn7/DXKak7S9eaSMiLdI+nh+RCZF8sPbhqBGfvfIZdQPq8uvxX4k3xbP4yGIG1xxMHpc8T1T/riu7bK9rFa6V7J7P89BGNv871Fanbgksnq/i7Ekt7w/04K9fHXF2sXD85l2cM7/jRar279JxcK91yPZbNzR0b5fLtm/0eyp+3/KwR5BKpYIMvNelPCvzx7V5AFyJPUNwnrqZH7hWS3ij1/BZ9i3qRANuh7YRWe/VVIvnxDby79tpW14mOelzEM+HbE+S/JfFYsFgMBAcHIxOp2PTpk20b98esPbouHr1KiEhIQCEhIQwfvx47ty5g4+PDwAbNmzA3d3dNu9ESEgIa9assTvHhg0bbHVkFT9XvyytP7POW79+fWbNmgVAeHg4M2fOpFmzZuzfv59ChQrZyk3+8ksaNmps+1L190+9+2p8fHyKPW4Aqj/yvufOnZvAEiU4ffq0bZtWq6VKlSq29ZIlS+Lp6cnpU6dsSZLChQvj5uaGMSYRAF8fXzQaDepH+g76+vhy5+4du3M7OTkRHxef5vshhBBCCCGEyPnUV67h0eNd9Dv32raZCxcg5qP3SHijA2hz3D91hRD/EWOI4eSdkxT1KoqXsxcWxcKuy7tYfWY1FsVCSe+SlPAuQWmf0uRyst5YH7txLLdjrA/CNizakHZl2qFSqehasSvfHfiOeGM88w7M4/167z9RTLuv7La9rlmo5tNf5DMWG6Ni305rQqJBUwNXL2s4e1LLX79a79HExao5vE9HrfrPrjfJt1+6ANC+Szwms4o/ljlSvXYih/bq2LtTz+F9WipVM6VTi71CLoG211djz2ZqvI+KqtoQn2XfAuAaujvNJIkQ4vmWrX85jho1imbNmlGwYEGio6NZsmQJW7duZd26dXh4eNC7d2+GDRtG7ty5cXd359133yUkJITq1asD8Morr1C6dGnefPNNJk2aRFhYGB999BEDBgyw9QTp168f3377LSNHjqRXr15s3ryZZcuWsXr16iy9toNvH8zS+jOLi4uLrScPwPfff4+Hhwffffcdn332mW27r58fxYoVy1Dm2StPHiLCw9Mv+IS0OvsulyqVyjpc13+2WSz241yGh4eTJ8+TPU0ihBBCCCGEyAEsFpzm/ojrqE9Rx8QCoKjVxP5vKLEfDAa9PpsDFEJkhMFk4NUfX+XEHescQsXzFCfeGM/1yOvJyqpVal4t/So1CtZgydElALjqXZnUfJLtafF+1fux8NBCjBYj8w7Oo3eV3o/dm8SiWNh91Zok8XT0pIxvmae5xGyxY7OexEQVBQNMFA00U6ehge+/tXYb0esVEhNV7N6uz9IkicUCs6c5s22DnopVjGxY7YBKpTDso1iKBpqZMicKF1eFwb3d+eVHJ2ZMcWHeL5GPdY6CjyRJrmRhkiS23MMHfV2P7kqjpBDiUWO2jmHsNvv5vkt4leD0QOuD8gmmBN5b9x4/n/gZg8lAk2JNmNl8Jr6uvilV90xk67Q9d+7coVu3bpQoUYKGDRty4MAB1q1bR+N/h2OaOnUqLVu2pH379tSpUwc/Pz9+++032/EajcY2NFRISAhdu3alW7dujBv3cPzJgIAAVq9ezYYNG6hQoQJfffUV33//PU2aNHnm1/s8UKlUqNVq4uOfvMdFxYoVOXnqVIr79u19+KRXeHg4586epWTJkrZtJpOJgwcfJpjOnDlDREQEJUuVeuJ4kpw4eYKgCkFPXY8QQgghhBDi2dOcv0Suxu1xf/cDW4LEXCg/4Zt/J/aTEZIgEeI5MnPvTFuCBODcvXMpJkjAmrxYeWIlI/4eYdv2cYOPyeeez7aezz0fHcp1ACDKEEW3Zd2IM8Y9Vkwnb5+0TQZfo1AN1Krnb6brdausDww3aWlApYJaDRIpF2SkQVMDn3wRDcDubVn3XXn7lppOzTwZ974b2zY6MG2idfj65m0NFA20Dovo4mqd46X/MOv3+JqVDlw6r0m5wlR4O+a1TdZ+NSbrkiQmL18SClgfLHY+dRBV4hNMBi7ES6qMdxluvXfLtuzstdO2b+jaoaw6u4rlry1nW49t3Iy+Sbtl7bIx2mzuSTJv3rw09zs6OjJjxgxmzJiRaplChQolG07rv+rVq8c///zzRDG+6AwGA2Fh1gnmw8PD+fbbb4mJiaFVq1ZPXGfjV17hfx9+SHh4OLly5bLbN/6zz/Dy8sLH15dPPvqIPHny2M1totPpGDJ4MFOnTUOr1TJ40CCqVa9uG2rraezavYvRH49+6nqEEEIIIYQQz5bD72tw7zEQdezDm55xvbsS88UnKB7u2RiZECKj9l3bx+EbhymauyjTd00HQKPSUNavLMfDjqOgUK9IPTqV74Sfmx9n7p7h9N3T/HHyD+7H3bfVE1IwhDcrvZms/pF1RrL5wmZux9zm8M3D9FvZj/kd5qNVZ+zW184rD2/gPY9DbZnNsH71v0mSVtab+c7OsOHAAwAunrMmIv7ZryMhIfMn8t60Vs+gXh7cv6vGyVmh1ztxHDmo48Y1NSM+iUlWvmQZMw2bGdj0twOzpznzxbfRGT6XWqWmoEtxzkYd5XrcBUwWU4Y/58cVU6EmjtfOo0404HzqELEVamTJeYR40WjV2hSnhYhMiGTeP/NY0n4JDQIaALDg1QWUmlGKvdf3Uj1/9WcdKpAD5yQRz9batWtt84u4ublRsmRJli9fTr169Z64znLlylGxUiWWL1vG23372u0bP2ECw4YO5dy5c1QICmLlH3+gf+SJL2dnZ0aMGEG3rl25ceMGtWrVYu733z9xLEn27ttLZFQk7dpkb1ZSCCGEEEII8RgUBZcJU3EdM8m2yVy4AFGzvyKxYZ1sDEwIkVEP4h4wZtMYloUuS7avd5XejGs8jjhjHIqi4KJ3se2rVqAaAP+r/z8W/bOI+Qfn46h1ZFrLaSn28vB392dJ5yW0WdSGaEM068+t54O/P2By88kpTuJ84PoB/Nz8yO+enz9O/sGMPQ8f0K1Z+PlLkhzep+P+XTXuHhaq1Uo+nFZAMTO+/mZu39JwaJ+OmnWtZeLiYOt6B8oGGSlY2JLsuIyYNdWZsSPdAChT3sjsnyIpXtKc7nEDhsey6W8HfvnBieGfxODoku4hNgVdAjkbdRSzYuJW/GUKuBRL/6AnEFuhJnn++gGwDrklSRLxMouKirJbd3BwsE158V/nHpwj71d5cdQ6ElIghIkNJ1LQoyCHbh3CaDHSqEgjW9mSeUpS0KMge67tkSSJePYWLlzIwoUL0y1ntlgwmtP/5faojz76iA/ef58+b72FWq2mbr16tjpatGyZ5rFt27WjbbuUkxmfjB7NJ6NHYzErtm3fz0meRNmwdoPd+jczvmHY4GE4OTk91nUIIYQQQgghsklsLB69B+P461+2TfFd2hM9cxKK62PcSRNCZAtFUVh5YiUfb/jYridIEl9XX0bUsQ6h5axzTrUeF70L/ar1o1+1fumes4xvGRZ0WECXpV0wWowsPrKYgNwBDAgZYFfuu/3f8fGGj9Fr9JTxLcM/Nx+OPlLOtxwl8pTI6GXmGOv+st6obNjMwH+mbQVApYIadRNZ+bMTe7brKVXWxMLZznz/rTMP7qkpWcbIln8epDgX7dXLajasduD0cS2XLmh4vWcC7bokAGA0wpfjrN/JPfrFMWZydIZ7qYTUNlKxipF/Duj4drILw8dkfG4Su3lJYs5kWZIkpsLDhJnr0V3cZkQapYV4sRUoUMBuffTo0YwZMyZZuWr5qrHw1YWUyFOCW9G3GLttLLUX1OZ4/+OExYSh1+jxdPS0O8bXxZewmLAsjD5tkiQRWaJ5ixacO3+eGzduJPsBetYSExMpW6YsgwYOytY4hBBCCCGEEOlThUfg+OtfOH/7HdoTZwBQVCpiJvyPuPcGkOIdPCFEjhIWHcbQv4ay5eIW2zZ3B3d6V+7N6bunuR1zm08afoKbg1umn7tW4Vp83fpr+v/eH4CJWydSu3BtyvuXB+BG1A0mbp0IQKI50S5B0jSwKROaTEix50lOZ5uPpFXq82aE1Day8mcnfpjjxIwvXYiPe3idp0/oOHNSQ8ky9g/JXruipkElL2KiH/beOXpIR8NmBjw8FUIP6YiNUeOZy8L4adFoHmN6EZUKRoyO4fWWufhhtjNd3874kFsFXe0nb69Fi4yf+DEkFC6Jyc0TbXQELqG7QVHk95B4aV27dg1394fDnKbWi6RZ8Wa21+V9y1MtfzUKTSvEshPLcNLlzAfYn79ZqMRzY/DgwdmeIAHQ6/WMen+U9CIRQgghhBAipzIYcFi5Go/XeuGdvzzu/YfbEiQWN1cifv+RuOED5caUEDmE2WImKiEqxX2KotBjeQ+7BEmLki3Y0XcH79d7nwWvLWBNzzVUL5h1Q6q0LdOWQTWsD0qaLCYG/DHANpH7mI1jkk3qXsCjAD92/JGFry0kr3veLIsrqxzep+XcaS1arUKDJomplqtR17rv7m0N8XEqypQ3MmtRJPWbWBMrq1cm7wLy2YduxESrKVbCxOAPYihWwkR0lJp5M6y9f3Zt09nqfpwESZL6ryRSrWYiCQkqZn2V8aRZoUd6klyNzbrJ21GriS1vHWJLF34Xh2vns+5cQuRw7u7udktqSZL/8nT0JNArkPMPzuPn6keiOZGIhAi7Mrdjb6c4h8mzIj1JRI7RvUcPuvfokd1hCCGEEEII8XIzGsFkeriu1/NEd77MZrRHT6Dfvgf1tRuYAwpiLl0CU8niYDSiuRGG5sw5HDZtR79uC+qI5MOsGCuUJXLRTMylAlM4gRAiO0Qboum8tDOHbhxiSospvB70ut3+vdf2cuTWEQB8XHz4otkXNCvRLIWastbwOsPZenEroWGhnLt/jnGbxtE0sCmrTq0CwMvZi+mtpvMg7gEtS7VMc8ivnOyfA1peb5ULgFdaGnD3UFItWzTQTK934rhxTU3P/vHUbZSISgUJCbBlnQNrVjrw3kextvIHduv4Y5kjKpXC7MWRlA0yUaqsiX5dPZk73Zm33o1j5xbrPLM166WenEmLSgUffBpD2wa5WfaDMxWrx1HYM/3jHh1u62pMFiZJsA655bFrDWAdcstQsHiWnk+IF01MYgwXHlzgzfJvEuwfjE6tY9PFTbQv3R6AM/fOcDXyKiEFQrItRkmSCCGEEEIIIcTLQFFQX7uBNvQkumMnUV+/iTo8AtWDCNT3w1GHh1tfR8fYH+boSEK7lsT37Y4xpHKqvTnUt++iPXQE3cF/l90HUEem/KR5Wsy+3iR0bkdCl3aYKpWX3iNCZDOj2YhWrUWlUmFRLAz4YwCHbhwCYNK2SXQs3xGt+uHtpfkH59tej240OlsSJAB6jZ5vX/2WV+a9QoIpgYWHFrLw0ELb/o8bfEyjYo1Sr+A5sG+njjdaexITraZy9USmfpf2d65KBROmJx/SqkkrAxqNwolQHZcvaChc1IzFAh+/Z+3Z8XrPeMoGWZPnrToY+PJTE+fPaJkz3Zn9u6xJklr1nyxJAtZhwOo1NrB1gwO/L3Wlytj0j/HQ58ZTn4eIxHtZ25ME+3lJXI7u4n6rHll6PiGed8PXD6dVYCsKeRbiZvRNRm8djUatoUvZLng4etC7Ym+GrR9GbqfcuDu48+7f7xKSPyTbJm0HSZJkGkVJPVMvRI6hSFsVQgghhHhRqcIj0B0ORXPmPFgs1o0WBe3Fy2hDT6A9dirF3hrp1puQgNOSFTgtWYGxXGkSXm9HYv3aqMMj0B46ak2IHDqK5tqNJ47d4u6GoVUTEt7oQGL9WqCVf6oKkRMcuH6A139+HXcHd96q+hZ3Yu6w/tx62/6wmDA2nttI0xJNATh15xRrTlufuPd28aZVqVbZEneSwDyBfNLwEz5c96Hd9ir5q9CxfMdsiurp3bqh5stxLixd6ITFoiKkTiKLfo/A1e3J/r2f20uhZr1Etm9yYPXvDgx4L45flzhy5KAOVzcLH4x72LtEo4HBH8Tybk8Ppo53wWxW4e1rJrCUOY0zpO/9sTFs3eDAnq2OPHhgwjVf+scUdAkkIvEetxOuE2+KxUnr8lQxpCa2TBUUjRaV2YTr0V1Zcg4hXiTXo67T5dcu3I+/j7ezN7UK1mJv7714u3gDMLXpVNTr1LRf1h6D2UCTok2Y2WJmtsYsf3k+JZ3OOvZiXFyczHkhcrx4QzwooJbpiIQQQgghXgiqmFicvluE07zFaM88+TjpilaLJbcnSu5cWDw9wPHfMaYVBW3oSdThEQDojp1EN+pkhuq0eHuRWLs6ibVDMJUpifbiFTSnzqI9dwHFyRGLvx/mfH4YQ6pirFoR/v23lRAi5/h297dEG6KJNkQzZuOYFMv8+M+PNC3RlLuxd+m2rBtmxXqzvFulbug1+mcYbcp6Bvckt3Nu/jz5J4dvHMZF78JXLb5CrXo+/l28Y7Oe35Y6Eh2tIjZaRWyMimP/6IiPt/aya/1aAtO+j8T5KUcLa97GYE2S/OZAj35xTPjIFYDBo2Lx9rXYlW3bOYGvPnPh8gXrbcWa9YxP3emvYhUTFSoncvSgnk0b1fTsnv4xhVwCCQ3fDcC1uPMEuld4uiBSoTg6E1eyEi4n9uN06RSayAeYPXJnybmEeBH83OHnNPc7ah2Z0WIGM1rMeEYRpU+SJE9Jo9Hg6enJnTt3AHB2dkb1gnUHtygKJrMZlUqdY3q6W8wKpkQjZosackhMOZpiTZDcvXcXvUUvSRIhhBBCiOecKjwC55nzcf7me9T3H2ToGHM+f0zlSmEqXwZj+TKYiwVg8cqFkjsXiptr6sNaxcfjuPxPnOb8gH7/4RSLWFxdMFUqj7FyEMbgCpgqV8QcUNCuTmP9Wo99nUKI7BOVEGU3+fqjRjcczbyD87geeZ0tF7Zw4f4Fhv41lGuR1wCo4F+BASEDnmW4qVKpVLQp3YY2pdtkdyiPzWKBd7q5c/d28nmhqoQk8vHEGKrWNGbKuZq3MTBqkMLh/Xpa1c7NrRsaCgaYeOvduGRltVprb5Khb3kAUOsJ5yP5r7ad4zh6UM/6tRlLkhR0tZ+XJKuSJAAx5WvgcmI/AK6hu4ms3TLLziWEePYkSZIJ/Pz8AGyJkheNoiiYFQUVqhyTJFEsCiaDGY1ahUqdQ4LKwRRFAQX0Fj2uuGZ3OEIIIYQQ4gmpb9/FefocnGYvTDZ3SGLVSpgqB2EqXwbFydG23ezvi6lcKZQ8Xk92UicnErp1IqFbJzRnL6DfsBXd3oMoXrltSRFziWKglgdxhHiRrD27lkSz9eZ3y5ItcdG7sPXiVjqV70S/av1IMCXwxbYvUFBos6gNd2PvAuDn6scPr/3w3E6EnpMcP6Ll7m0Nzi4WPpoQg4urgqubgp+/hUrVnr73xqN8/CxUrWFk3y49J4/p8MxlYep3UTg6ply+wxsJzJziwvUrGuo3MWRKDM3bxfPpBx6cO6fi/HkoVizt8o9O3n7lGcxL4rt0GmCdl0SSJEK8WCRJkglUKhX+/v74+PhgNGZOBj8nMZot3I2OwVHviEaTMxIShjgjYYdukNvTGb2TdMvPCPW//wkhhBBCiOeP+up1XL6aidP8JagSEmzbFY2GhE5tiX3/XcylS2R5HObAosQHFiV+QO8sP5cQInv9cfIP2+u3q75N1QJV7fZ3qdCFL7d/iVkx2xIkTlonFr62ED83v2ca64tq6wbrcGW1GyTS6534LD9fn3fjOLhXR9NXDUycHo2PnyXVsjod/LX9AbExKvLmT73c48iVWyGoioFDexxZvRoGD067fKFHkiRZPXl7bPkQ22uXU4ey9FxCiGdPkiSZSKPRoNEk7wL5vNOYLWgNiegcHNBqcsZNdotRDSY1GkWLVpqxEEIIIcQLSXXvPrp/jqG+GYbmZhjqm2Gob91Gfecelvz+GIMrkFg5CGNwRXB48R6cUV+5hsOajTj8vRH9hm2oTCbbPkWvJ757Z+KGD8BcpFA2RimEeBGFx4ez7dI2APK65aVy/srJyvi5+fFK8Vf4++zftm3TW08nKG/Qswrzhbd5nXV+qHqNM2c4q/S0am+g2at30GbwNouHp4KH55NNFp+aGvXjObTHkbVrYeBA60Txqcnv8rCrydWYrE2SGL3zYvLwQht5H6fzx7L0XEKIZ0/uLgshhBBCCCFyFM3JM7h8/jWOK/5ElUZPbcflfwLgkdeP+N5dSejTFUve5/vpZc2Z8zj9+AsOq9ejPXEm2X7F2Ym4t7sRN6Qflnz+2RChEOJFdy/2Hp9u/hSTxZqYbVW6VaqTnPep2oe1Z9eioDC89nBal2r9LEN9oUVHqTi4x/oAQIMmzyZJAmQ4QZJVKlQ24OqqcPeuimPHICgo9bKOGif8nAoSFn81y3uSoFIRV7w87ge3oLsfhjb8LqZc3ll7TiHEMyNJEiGEEEIIIUSOoL4ZhusHn+L482+olIw/maq9GYbbp1/iOmEqhtZNie/bncT6tZ6fOTLMZvRrN+E8Yz4OG7amXCSvH/E9uhD3bp8nn1tECCHSEBEfwex9s5m7fy5xxoeTdbct3TbVY2oWqsmKritIMCbQoGiDZxHmS2PnFj0mk4oixU0UKmLO7nCeGa0OqocobNygYtu2tJMkYJ2XJCz+KpHGB0Qk3sdTn3W/I+OLlcP94BYAnM4fI7qKtHkhXhSSJBFCCCGEEEJkL0XB8ZffcRs0CnV4hG2zxSs3CZ3bYgosiiWvH+a8fljy+mHJkxvt2YtoDx3B4c91OKzZgMpiQWU247hyNY4rV2P288FYpSKmiuXAZEZ99z7qe/et9frkweLng8XHG4uvNxYfb8wF81l7oWTmLLjpUN1/gNOPv+A0eyHai1fs3xKVCmPVSiQ2b4ShWSNMQWWfaWxCiJdHjCGG7w58x6y9s4gyRNm2O2odGVl3ZLrDZ9UsVDOLI3w5bVlnnY/kWQ21lZPUqm1h4wY1W7bAoEFp//or5BLI/nsbAeu8JJ76kNQLP6X4YuVsryVJIsSLRZIkQgghhBBCiOyjKLgOH43L13Ntmyx5chM7YiBx/XqAs3OKh5nKl8ZUvjTxPbpgOX8Z90W/4LRgCZqwOwBowu6gWbUOVq3LcChmnzyYKgeR2KAOcX3eABeXJ7um2Fg0V2+g+Xf+FHPhghgrVwCLBW3oSfQ79+Gwai26XftRme2fDjYFFCS+f0/iu76G4p3nyc4vhBAZdC/2Hm0WteH8/fO2bTq1jq4VuzK45mCZgD2bKAps2WCdj6R+E0M2R/PsVa2moNfD9etw8SIULZp62YKPTt4ec5byubIySVLe9lrmJRHixSJJEiGEEEIIIUT2sFhwe2ckzvMW2zYldGpD1NcTUXLnynA15gL5iBn7PrEfv4fDH3/jtHApuj0HUUdFP1Y4mjv30KzZiMOajThP+pq44QOI7/k6iqdHygcoCuor19AdO4U29IR1OXYKzflLyYYLs7i7oUowoEpM+YlgQ+N6xA3oRWLThmnPUiuEEJkkzhhHt2XdbAkSjUpDp/KdGFp7KAU8CmRzdC+3C2c1XLusQa9XqFH35etJ4uwM1arBjh2wdWs6SRLXh0mSK1k8L0lC0TIoKhUqRcHpXGiWnksI8WxJkkQIIYQQQgjxzGn3HcZt2Efo9x8GQFGriZ45mfjebzx5pTodhg6tMXRoDRYLmvOX0J48g+LkiMU7DxZv6zjl6tt3Ud++g/r2PTS376AOu4Pm3EV0h46ifhAOWBMmbiPH4jp6Egmd2mCsVB7MZjQ3bqG5eBnNhStoLl5GHR2TodBSStiYihexzqHS83XMJYo9+XULIcRjUhSFQX8O4vBN63ewn6sfy99YTvE8xbM5MgGwfrW1F0m1WolP3KnxeVe37sMkSe/eqZcr9GhPkixOklicXDDkK4Lj9Qs4XjwBFsvzM/+ZECJNkiQRQgghhBBCPDPqm2G4fvgZTj+tsG1TNBoif5iBoVObTDyRGnNgUcyByR8/tRTIl/IxioL22ClcPp+G4/I/AVDFx+O0cClOC5dm6LSKoyOmMiUwlSiOJZ8fltye6A6Hotu1H8XNFWNwEMbKQSQ2rmtNjMg8I0KIbLDryi7+Ov0XAC56FxZ3WiwJkhzi1DEtX46zZkaatn75htpKUqeO9VfkqVMQFgZ+qYz85udUCK1Kh0kxciXmTJbHFV+8PI7XL6BJiMPhxkUMBeQhByFeBJIkEUIIIYQQQjwTui078ez8lq23BoCpVHGivvkcY90cMPGvSoWpfGkil8wl5uPhOM/5AcdFy1LsBaJoNJgL5cdcohim8mUwli+NqXwZzMUCQCv/zBJC5GzTd023vf686eeU9SubjdGIJOEPVPTo4EFcrJraDQx07xuf3SFlm9y5oUIFOHIEtm2DTp1SLqdVa8nvUpTLMae5FnsOi2JBrcq63h3xxcqRa8tKAJzOhUqSRIgXhPz1LoQQQgghhMhaioLTzPm4vfeJbaJySy5PYkaPIP7tbqDTZXOAyZlLBRI9bTzR4z/EYeN2VP8Oq2Xx9cZcpDDmgvlyZNxCCPFfZouZXVd2UcCjAAG5Azh84zA7Lu8AICBXAO3KtMvmCEWSyWNduXJRS8EAE3OWRL70Ofd69dJPkgAUcinB5ZjTGCwJ3Em4jp9TwSyLKb5oOdtrp/PHiGggPz9CvAhe8q9bIYQQQgghRJZSFFzf+wSXb76zbTI0a0jkgm9QvHJnY2AZ5OKC4dVm2R2FEEI8sZ+O/MTIv0eiUWn47JXP2HZpm23fwJCBaNSabIxOPGrPdmvy/ZPPY8jtpWRzNNmvXj2YNg0OHYKoKHB3T7lcwUfmJbkSczZrkyTFy9tey+TtQrw4ZHYhIYQQQgghRNZQFFxHjrFLkMQOH0DEyh+fjwSJEEK8AP4+8zcAZsXMqHWjWHt2LQB53fLyWvnXsjM08YjYWDhz0vosc+XqxmyOJmfInx+KFeP/7N11eBRXF8Dh36xGNp4gwZ0Ed3d3KBQvFIdCC9RoC6UFSmlp+QpFimvR4u7uTnB3Jy7rO98fUzakwYkB932ePMzOzM7cXSab5J4552C3K03cnyWbIeWat5sz58KhdwXA9fLJZD2XIAgpRwRJBEEQBEEQBEFIerKMYdDPuI+epDyUJCIn/Y+YEd+DWty1LAiCkBJkWebEvRNP3darbC90al0KjyhpTfnTlaD0AWxc83a/DoCTx7Q4HBIZM9nJEOhI7eGkGVWrKv9u3/7sfZ7MJEnuIAlqNcacwQDob15CMsUl7/kEQUgRIkgiCIIgCIIgCEKSUt28jVfLLriPHOtcF/3X75g6t03FUQmCkBbZHDaWnFrC8jPLcchiYjip3Yy8SVhcGACZvTKjV+sB8HPzo23Rt/szefZkV77/wpPwMBU/feeB4y2/fI4fUkptFS0pskie9DhIsm8fmExP3+e/5baSmzG3UnJLkmVcL59O9vMJgpD8RE8SQRAEQRAEQRCShtWK27ipuA/5DVVs/J2VUX+OwNilXSoOTBCEtCjCGEGPZT2cPTJC7oYwuMbgVB7Vu+XE3fgskg8LfUj9fPVZfGoxzYKb4a5zT8WRJWS1gsUs4W54uT4cS+e7MKCPBwCSJHPhjIbNa3XUbmhJzmEmq2OHRZDkafLlgwwZ4N49OHgQKldOvI+fPj3uGg9ibdHJn0kCGHPHN283HNtFbHDJZD+nIAjJSwRJBEEQBEEQBCGtio1Fv2kH+jWbUF+9jhQbhxQbixQTpyzHxCJZ4ieEHAZ3HIEZcARmwFKtIsZObXFkTJ8iQ1WfOY9X+15oT55xrrOn8yf6j58wt2yaImMQBOHtcfHRRTos6sDV8KvOdRP2TyCDRwa6l+6eiiN7txy/e9y5XCxjMQplKEShDIWe/YQUFh0lMeMvVyaNccdug1U7w8iT3/7c56xfqefTTp7IssTHPeNwc5eZMMqd8b+7v9VBkuOHlSm6oiVtqTyStEWSlGySBQuUkltPC5JIkkRW97ycjTzCnbirWB0WtKrkK8EWWaEeWf74HAD/ldO437Zfsp1LEISUIcptCYIgCIIgCEIao75wGc+OfUiXoQDeH3bGdeZ8dDv2oj18HM3Zi6hv3kYVFp4gQAKgiolFc+Eyuu17MPzwK/45S+DVuiv6FesgLvlqZmuOhuBbvZkzQCJLEnE9OhJ6arcIkAiCkMiWS1uoP7O+M0Diofdwbhu8aTBNZjdh2ellmG3m1BriO+P4nePO5SIZi6TeQJ5i11YdJXP58/MgD0IfqogIV9G7oxeW58Q5dm7R0b2NF3a7RIt2Rn4eE033z+LQ6WQO7NFxaK82ycYXGSHx49cGapfx49ihN5twNxrhhy8NLJ3v8tTtYaES168oQZIiJUQmyX9VqaL8u3s3zyyr9rjklgMHt+OuJOt4zNnzE12sEgCuV85gCNmbrOcTBCH5iSCJIAiCIAiCIKQR6nMX8ezaD7/ClXGdtxjpP8W3ZZUKh4cBe8b02HLnwFqkIJbSxbGUKYGldHFs+XLj8DA495dsNlyWrMa7RSfSZSiAV8suuMxbghQR+eaDtdvRHDiK+0+j8KndAlWoUvPeWjCIsN1riB73K7KP95ufRxCEd4Ysy0zYP4H2C9sTbY4GIDhdMFu7beXzip879ztw8wC9lveixLgSbL+y/YXH/XPPn9SYUoNfd/xKpCkJPt/e0PmH5+m/uv9Ljf1V2R12FpxYwMKQhdyLvvfcfR2yg5B7IQBk9MhIeo+UySx8WSO+dycyQkXufDZ+GRuFt4+DkKNa/vfT08uAHd6npeMH3lgsEvWbmhg9NQqVCjIEOmjRTvl5Oe53tzcelyzD3GmulA/2Z+If7pw8pqVbW3/u3339KbTv+3swaYw7X/TwJCpSSrT9+L+ltnLmseHt83Ilx94nRYuCmxuEhcH580/fJ6X7kjxqFp/x5r9sSrKfTxCE5CXKbQmCIAiCIAhCaoqNRb9mE25T5qDbvifBJoevD6bmjTA3roO1Yllkdzel7sQLqK7dwHXaXFynz0X94BEAktGIy7I1uCxbg6zVYqlaAVvB/DgCM2IPTK+U6cqYAXvWTKB99p24mpNncf/5f+g270T1n2CLpWJZIlbMQfb0eMazBUF4n43cMZI/9vzhfNwgXwP+bPwn7jp3vqr8FVm8szDxwETOP1RmQR/FPuKT5Z9wqM+hZ/bPWH5mOT9v/xmA0w9OM+3QNHqW6Um30t0SZKiklGhzNK3nt+Zu9F3Wnl/LyX4n0amTruzP+H3jna8XIChdEFVzVqV6zuqUzlIavUbv3HYl7IozGFU0Y9EkG0NSePRQ4ti/jcr/2RBOxkwO/AIcdGvtzZ+/ulO9joXSFeIzKs6dVtOusTfGOImqtcz89XckmidmtD75Ipb5M13YsMqF82diyBf8/JJdz7NqiZ4venoCkCe/DYcDLl/Q0L2tN/9sCEevf8EB/mPRHBf+nqYEb4xGiRWLXPiomxFQslUun1ezbIGSYVJUZJE8lVYLpUrBjh2wdy8EBSXeJ5shPkiSEn1Jwqs3J8vvn6GJCsd38yKu9xuB7J0x2c8rCELyEJkkgiAIgiAIgpDCVDdu4TpxJt5N2pMufTDe7XomCJA4vL2IGfoNjy4dInrCSCx1ayAb3F8qQALgyJ6V2GHf8ujqUcJXzSWuczscAX7O7ZLVin7Tdtz/mIjHVz/g3a4nvtWa4p+/LP7Zi6FfuPypx9XuPoBPlUa4LF6VKEBialKP8NVzRYBEEISnirXEMvHAROfjLyp9wZTmU5zBD0mSaFOkDdu7bWfZR8solbkUAGHGMGYdnfXUY96KvMXXa79OsC7KHMXInSOpP6O+M0CQkoZvG87d6LsARJoiOXXvVJId2yE7mHNsToJ1Zx+c5a/9f/HhvA/J/Vtuio4pSo0pNWgzvw0DNwx07pfapbZioiWWzHNh/Cg3zGbYul6PLEsULGIlYyalflKj5mZafmTE4ZBo38Sb6RNcsdvh7m0VbRv6EBmholQ5C9P+iUgUqMidz069Jkp5tpE/GvhPIuYrWTzXFYB2nePYejSUWUvD8fB0cHCPUh7s1x/duXxB/VLHOhOiYUBvJeCSN1jpNbJglhIQ2b5JR3CGAOpX9OOfv5VzFi8tgiTPUr688u/eZ1S2ejKTJCWCJLKLK6H1PwJAZTbhv35Bsp9TEITkIzJJBEEQBEEQBCG5yDJSVDSqW3dQ37yNbuc+dGs3oz197qm72/LkxNitA8ZObZC9vd78/Dodlro1sNStQfSEkWj3HkS/bC0uy9eivnn7qU9RP3iEd/uemP5ZgbFzWyzVK6G6/xCX5eswDB6BFKfc/erw8cZSoxKWmlUx16yMI1uWNx+vIAjvrK2Xt2K0KZ8f7Yq246vKXz11P0mSKJe1HKMajKLKpCrIyPy1/y86leiEq9aVhzEPGbdvHCH3Qjj74CxR5igA6uati6+rLwtDFmKX7VwMvcjMIzP5tPynKfYaD906xKwjCQM6B28dpHim4kl2/JuRNwHI5ZsLTxdPjt85joxSnsnqsHIv5h73Yu5x+sHpBM8tGlg0ScbwKkwm2LJOz7KFLmxeo8dkUgL9xjiJ82eU6ahaDRL2nRk+OprLF9QcOaDju76eLJztitkEd26pyZPfxqxlEbg/PamIPl/Gsna5C2uWuXCioJZvh8bQrLUJ1SvcHhwTLbFjk5L507WPEa0WcuW189ecR3zZy497d9T8MdzAH8MN5A22kS/YRoaMdrx9ZawWMJkkHt5TcfWymmtXNIQ9Uk5epaaZMdOiKJHTnyMHdFw4q2bUMHfsdgn/dHby5LcTXMhGyw5vEN15xz0Okpw8CVFR4OmZcHtW9zzO5ZQotwXwqGk30i/4E4CA5dN52KrfS9/QIghC2iKCJIIgCIIgCILwumQZ9bmLqK9eR33rLqrbd1HfuqP8e/suqlt3UMXEPvcQ9ozpMTesg7lFIyxVK/BKszmvQq3GWqkc1krliBk1FPXla6hu30F95z6qu/dQ3bmP5tRZ9Ft2AuCyYh0uK9Yh6/VI5oSTWOY61YhYNE0pEC4IgvASVp9b7VxuHNT4hfvn9c9Lw6CGrDq7ioexD5l3fB6ti7SmyZwmXAlL2JQ5k2cmxjQag5eLF51Ldqb29No4ZAcTD0ykS6kuuGmf/1l1J+oOP+/+mYLpC/Jp+U+RXmOS02wz88WaL5wBi8cO3TxEzzI9X/l4T7Pk1BLncr+K/fiw0IeExoWy6+outl7Zyul7pwkzhhEaF4rFHt/9PL0hvTMzJ6Xs3q6lcwtvoiLjf6ZlzGTn7m01E0a5OX/U1aqf8OeLh6fMyh3hzJ7sys+DDJw4opTkSp/RzrzV4fj6PbtfR/EyNib+HcGQAR7cuq6md0cvJo1xY/Cv0VSsaiU2Fn4dbCAiXMUv46Ke+iNs81odZrNEzjw28he0OddXrm7m4MWHrF/pwrzpruzepuPCGQ0Xzrx4Wq1oSSvjZ0fiHyBTs76ZDatc+PYzTw7t06HTyWw5HEb6jM/oRi44ZcwIOXLA1atw8CDUrJlwu0HrhZ8+PaHm+ymSSQJgyl2QmMLlMYTsxe3yadxPHSCucLkUObcgCElLBEkEQRAEQRAE4WXExaHbcxD1hcuo795Hfe0G2h17Ud978EqHkSUJW8mimOvXxFy/FraiBZMvMPIskoQ9dw7suXPw38Ie+kXL8fzsO2cj9v8GSEwtmxA5/U9euSi7IAjvHFmWMdlMuGpdn7uf0Wpk86XNAPi4+lA+W/mXOn6/Cv1YdXYVoPTiOHb3WIIASYB7AEUzFmVwjcF4uSjZdwUzFKRRUCNWnFlBaFwo84/Pp0upLs99DZ9v+Jy9N/ay8uxKHLKDfhX7vdT4njT76GwuPFImZotkLMK18GtEmiI5cOsAsiy/VuDlSRa7hZVnVgLgqnWlfr76APi5+dG0QFOaFmia4DWFGcO4EXGDhzEPKZyx8DN7uiSXxX+7EhWpIkOgnWatTTRrZaJQMRsNKvpw9KCSqeEX4KBoKVui56rV0KmXkQbNzAz9xsCp4xrGzYwiS7YXBxKatjJTu5GZKX+6MXakOyFHtbSo5UvN+mZuXFM7gxp2G4ybFZXopv/Vy5RSWA2amRNt02qhcQszjVuYiQiX2LNdx91bKu7dVRMZLqF3AZ1exsfPQfacduUrlx0Pz/jATpuPTWxY5cKe7cp70LytSQRIXkG5ckqQZO/exEESUEpuhZrv88h8l1hbNO6a5C8B+vCD7hhClBpgAcsmc10ESQThrSSCJIIgCIIgCILwDOpTZ9Gv34Ju0w50uw8gWSwvftK/ZFdX7FkCsWfKiCNTRuyZA7Hny425dlXkdAHJOOo3Y27ZlIcNa6PfvBP9yvVod+5F9vPF3KgO5kZ1sRV6SrdUQRDeOzcjb9JxUUeuhl/lmyrf0KNMj2fuu+PKDmItSlZdnTx10Kq1L3WOAukLUDtPbTZe3Mid6DssPrkYADetG2s7rSV/QP6nPu+z8p+x4swKACbsn0C7Yu1w0bg8dd9tV7ax90Z8k4NfdvxC/oD81M1X96XGCEpQYuaRmc7Hv9f/nRHbR7D18lYexT7iWvg1cvjmAOBBzAMmHZxEaGwojYMbUyVHFdSqF/e32HppKxGmCADq5a333KCHJEn4ufnh5+b3zH2S25mTynTT8NHRNGgWH2z/cWQMjav6AlCjrvm59wiky+Bg3MyoVz63mxv0/SaOdl2M/O8nA7Mnu7J5rRLYD0hvJ+yRiiXzXSlUzEbP/nHO58XFKeXBABo0e37ZK28fOcHrelk16pnxT2fn0QPl/7xHv+dnmwoJlS8P8+bBvn0gy4krW2V1z8uxsF0A3Ii5QJB3iWQfU3jND8nye180MZH4bFzIzS9G4zAkQclUQRBSlAiSCIIgCIIgCMKTZBnN4eMYhv2Oft2W5+7qcHfDWrUC1qIFcWTOhD1zRhyZArFnzqj0FHlb61K7uWFuXBdz45efJBQE4f1xPeI6zf9uzq3IWwD8sPkH7sfc5/vq3yfKmLDYLcw7Mc/5uGFQw1c6V78K/dh4cWOCdSPqjnhmgASU4ErN3DXZfGkzt6Nu8/W6rxnTcEyisTlkB8O3DU/0/N4re/NznZ/J4ZODQM9A0hvSPzews+/GPi6HXQagfLbyFMpQiNKZS7P18lZA6Uvi5eLF+P3jmX5ourM3y4KQBQR6BNK9THd6lO7hHF+4MZyftv6EhMSAqgMIcA9gyen4UlsfFPzgeW9ZqrPZcGZsBBdKmClSuoKV5m2MLJnvSot2ydt/wz9A5ucx0XTpHcf/fnLH7pAY9r8oVixyYVB/T4Z+YyC4sI3KNZQbIOZMdsMYJ5E5m50iJRJnuCQFrRZafmRiwih3qtc1k7+APVnO864qVgxcXODhQ7h0CfLkSbj9yebt12NTJkgiu7gRVq8d6f6ZgNpsxG/dXB5++Emyn1cQhKQlgiSCIAiCIAjCe08Kj0C3dRe6TTvQb96O+vqtRPvYs2XGXLMq1rIlcGQOxJ4xPfY8OUGnS4URC4IgpI7r4df54O8PuB11O8H6Cfsn8CjuEaPqj3IGFLZc2sIPm3/gUuglADz0HlTKXumVzlc8U3Gq5KjCjqs7AGga3JSWhVq+8HkDqw1kz7U9GG1GFoUsokC6As5sF1mW2X1tN7OPzebMgzMAFM5QmJy+OVl+Zjmxllj6rurrPJaERDpDOkplLsWYRmMSZXH8fexv53KHYh0AKJ2ltHPduH3jGLhhIDGWmETjvBN9hx83/4jVbuXT8p8Sbgyn5dyWnLx/ElAyXcY1GcfGC0qgyM/Njyo5qrz4jUtFVy+pMZkkXN1ksuVMHAQYMz2Kb4bFvFT5rKSQK6+d8bPjM1K69DZy8piWhbNd6fOxJ3tOhzJhlBt//GwAoF1nY7Le4/DF9zGkS+/ggzaiSfur0uuhZEnYvRv27EkcJMlmyOdcTqm+JAAPm3Yj3T8TAPBfNpmHLXq9vTfKCMJ7SgRJBEEQBEEQhPeTw4Fu225cJ81Cv3I9kj3xRI49aybiPuuBuX5N7LlziD94BUF4r+27sY/ey3tzJ/oOAHn88tCycEtGbB+BQ3awKGQRy08vx9PFExeNizPTBJRAw6Bqg9BrXr2f0dBaQ+m8uDOBnoGMrDfypfp7BKULYnSj0fRYpgRGhmwZQh7/PFTJUYXP13zOwpCFCfb/vvr3lMhcgusR1zl251iCbTIy92Pus/rcavIF5OOryl85t4XFhTmb0vu6+lIvXz0AigYWRaPSYHPYuPjoonN/vVpPxxIdKZm5JItPLnZmyfy87WfSG9Iz9dBUZ4AE4HbUbZrNaeZ83DS46UuXK0stj0ttBRW0PrWclkZDigVInkaS4NfxURzcq+XqJQ3VS/hx85pS/qrftzH0/SZ5S2C5u5OgzJfwasqVU4Ik+/bBxx8n3JbtiUySGzEpFyQx5i1CTIFSGE4fwu3CCdzOHCauQKkUO78gCG9OBEkEQRAEQRCE94sso1++FsPgX9Ccu5h4s16PpWIZzM0aYPy4tWhQLgjCe+/kvZP8vO1ntl3Z5lyX1z8vS9otIcAQQE7fnPRa3guL3YLFbuFR7KMEzy+duTTDag+jSMYir3X+fAH52NNrzys/r0lwE84+OMvoPaNxyA7aL2xP0YxFOXrnqHMfT70nfcv2pWL2ikiSxMoOK9l4cSPXwq9xJ+oOd6PvcifqDifvncQu25lycArdS3d3Noqfc2wOFrtSrqll4ZbOIJCb1o0iGYtw5PYRADQqDW2LtKVfxX4EegYC0DioMaN2jeK3nb8hI/PZqs+c4wpwDyCTZyaO3z2e4DU1L9j8ld+HlHb25NNLbaUlLi4w5LdoOjTz4eY1NRqNzMgJUbTtJLI70roKFeC33+D4cYiJAYMhflsmt5yoUOHAkaKZJAAPmnbGcPoQAAFLJ3FdBEkE4a3ynBZZgiAIgiAIgvDuUF+5jtvoSfiWr4d3yy4JAiT2DOmI/aw74Wvm8+DBWSLWL8LYo6MIkAiC8F67GnaVnst6UmtarQQBksIZCrOkvRIgAWiQvwFL2i+hVu5aFEhXgCxeWfDUe5IvIB8Tm05kRYcVrx0geVNfV/maenmV7A6H7HAGSDQqDaPqj+JE3xN0K9nNub9WraVB/gb0Lteb4XWGM73FdNZ3Xk+rwq0AiDJHMeXgFEApPTZ692hAyZRpX6x9gnN/W/VbCqQrQOvCrdndczcj6490Bkge+7zi5zQKapRgXYB7AEvaL2F5h+W0KNjCuT6nb06KBRZLgncleZ05qWS6BKXhIAlArQYWWn5kJDCznXmrI0SA5C2ROTNkyQJ2Oxw+nHCbTq0no1t2QOlJIstyio0rrFYL7G5KxMZr95oUO6+QhHbuhEaNIDBQSTlbvjzxPmfPQuPG4OWlpIWVKgU3bsRvN5mgd2/w81MieM2bw/37KfYShNcnMkkEQRAEQRCEd5oUGYVXm+7oN21PtM1SvjRxn3VTGpRr03b5EkEQhJR0+v5pGs1qRJw1vixQJs9MfFX5Kz4s9CFqlTrB/qUyl2JOqzkpPcwXUkkqJn8wmfH7xvO/3f/DYregltRMbDaRhvkbIssyVrv1hcfpW6EvC0MWKtkkh6bQrXQ3vlr3lbMJe5dSXcjtlzvBcypmr8iWbluee1xJkhjTaAzXw68Tci8Ef3d/FrdbTF5/pWzQ2MZjKZGpBBsvbqRvhb4vVWosudy8ruLXwQZcXGUCszjIk99Gww/MCSpRhoVKHN73dgRJJAnGTItyLgtvj3Ll4OZNpS9J1aoJt2Vzz8vtuCvE2qIINd/H3yVDiozJ4epObIEyeB7agjb0HtqHd7AGBL74iULaERsLRYpA587wwQeJt1++DBUrQpcuMGQIeHrC6dNKatpj/fvDmjXwzz9KIKVPH+VYe149G1JIWSJIIgiCIAiCILyzpPAIvBu3R7c/4a2G1oJBxPz0LZb6tcTMiCAIwn/IsswPm39wBkh83XzpX6E/HYp3eK2eIqlNq9bSr2I/6uWrx7LTy6iWqxplspR5pWNk88nGh4U+ZEHIAiJNkbSZ38aZlZLJMxPfVPnmtcfnpnVjafulrL+wnkrZK5HeI71zmyRJdCrZiU4lO7328ZOC3Q6ffOTFoX26BOt/HhNF50+UQJEsw1efeBIWqiJXXhsly744+JTaxK8Ab6fy5WHRIti/P/G2bIZ87H24HoBrMedSLEgCEBtUHM9DSmDU7ewRIkWQ5O1Sr57y9SwDB0L9+jByZPy6XLnilyMjYdo0mDcPqldX1s2YAUFBysVatmzyjFtIEqLcliAIgiAIgvBO0m3chl+xas4AicPPl+jhA3kUspOwo1uxNKgtZkcEQRCeYsfVHey+thuAbN7ZOPDJAbqV7vZWBkielC8gH99U/eaVAySP9avYD7WkZNA82ddkZL2RGPSGZz3tpRj0BloUapEgQJKWTPnTjUP7dBg8HPQfGEPthmYAfh9qIDJC+Vk6f4YLa5a6oNXK/DUnEp3ueUcUhNdXtKjy7927EBGRcFt2Q5Bz+VrsuRQbE0Bc/hLOZbezR1L03MLTRUdHExUV5fwym82vdyCHQ8kQyZsX6tSBdOmgTJmEJbmOHAGrFWrWjF+XPz9kzQr79r3R6xCSnwiSCIIgCIIgCO8U6eEjPLv0xadBG9S37wLg8PUhfMM/xH39KfagvCI4IgiC8AwO2cFPW39yPv626rd46D1ScURpR3af7DQvlLBx+gcFPqBG7hqpNKKUcem8ml8GK0GgIb/FMODHWKb/E0GeIBthoSpGj3Dn8gU1A/t7AjBgaAyFi6ftUlvC281gUHqTAJz7TxwkuyG/c/la9NkUHBXEBT0ZJDn8nD2FlBIcHIyXl5fza8SIEa93oAcPICYGfvkF6taFjRuhWTOllNaOHco+9+6BTgfe3gmfmz69sk1I01I1SDJixAhKlSqFh4cH6dKlo2nTppw/fz7BPlWrVkWSpARfPXv2TLDPjRs3aNCgAW5ubqRLl46vvvoKmy3hD+Tt27dTvHhx9Ho9uXPnZubMmcn98gRBEARBEISUJMu4TJ+Hf4GKuM5e6FxtrlmF0MObsRUpkIqDEwRBeDusOLOCU/dPAVAofSEaBzdO5RGlLf0r9Hdmk/i6+jK01tBUHlHystmgfzdPTCaJKjXNtO2slNbSaODHkdEATBvnRpeWXhjjJCpUtfDJ53HPO6QgJIl8+ZR//zONSI4nMkmuxqRskMScKSc2D28A3EUmSZpw5swZIiMjnV/ffvvt6x3I4VD+bdJE6TtStCh88w00bAgTJybZeIXUk6pBkh07dtC7d2/279/Ppk2bsFqt1K5dm9jY2AT7devWjbt37zq/Rj5R+81ut9OgQQMsFgt79+5l1qxZzJw5k8GDBzv3uXr1Kg0aNKBatWocP36cfv360bVrVzZs2JBir1UQBEEQBEFIPtKjULyaf4xXj89RhUcA4PDyJGrcr0SsXYAjS6bUHaAgCMJbwOaw8cv2X5yPB1UfhEoSBSielMM3B783+J1K2SsxvcV0/N39U3tIr23fLi0/fGng2KGnt6uVZfimj4ezzNaoSVEJEjGr17FQtZYZi0Xi3Gkt3j4Oxs6IRCUuGSEFPCtI4qMLwFPrAyg9SVKUJDmzSR43bxdSl4eHB56ens4vvf41y0b6+yvR4eDghOuDguDGDWU5QwawWBLXgLt/X9kmpGmp2rh9/fr1CR7PnDmTdOnSceTIESpXruxc7+bmRoZnXEwbN27kzJkzbN68mfTp01O0aFGGDRvGgAED+PHHH9HpdEycOJEcOXIwatQoAIKCgti9ezd//PEHderUSXRMs9mcoEZdTEwMoDSvk2X5jV/32+bx605Lr1+WZWTS1pjeV8l5bYj/53dDWvv8ENIecY0Iz/PC68NuR79yPZ79BqK+e9+52tjmA6J//QFHhnSPD5QCoxVSg/gMEV4kKa6Ri+fULJjpSvEyVmrUM+PikoQDTEO2XtrK9YjrAFTKXonKOSq/899br3N9tC7cmtaFWzuf/zaKi4Pubbx4eF/NpDHuFCtlIUduO34BDvz8Hfj6O7hwVsPf09xQqWT+nB5Jpiz2RD9Of/g1mp1bdDgcEr/9FUnGTIn3eduJnzMpR5ZleMn3O29eAInz5+VE11x2QxAh4Xu5b7pJrDUaN82b9Qx6kSevkdj8xfE8qDRvdz1zGEvlRsl67uePK+HX+yTJv191OihVKnFU7sIFyJZNWS5RArRa2LIFmv9bmvH8eSWIUq5c0o5HSHKpGiT5r8jISAB8fX0TrJ87dy5///03GTJkoFGjRnz//fe4ubkBsG/fPgoVKkT69PHNzerUqUOvXr04ffo0xYoVY9++fdR8smnOv/v069fvqeMYMWIEQ4YMSbTebDZjMpne5CW+lWwOGZvFglVS4Ugjt4RYLVYc2LHJNlSO1B7N+02WZWwOpbydlMT13W0OGw4c2Cw2rCprkh5bSDmyLGO1KP9/SX2NCO8GcY0Iz/Os60N1/wHusxdimDEPzc3bzvV2P1/CJvyGqX4tZYVZ/Px414nPEOFF3uQacThgxkQDv/zghdmk/C1k8HBQp6GRJh/GUaGqCa02yYecauYdm+dc7lysM9b34DP0ff0MmTXRwMP7ajw8HRjjJI4d0nHs0NP3HTYqnJp1Y7E+pd9xrjxWpi54RGyMijoN4p66z9vufb1GUoPNYkdChSybcTjsz91XCZK4cuMGxMSY+HeaEIBs7rkJCd8LwNXoEIK8iiffoFECEA6HGZCIzVfYud7t7AHCK9ZK1nM/z+MKUWYz712G12s1aI+JgUuX4h9fvQrHj4Ovr9J8/auvoFUrqFwZqlWD9eth1SrYvl3Z38sLunSBzz9XnuPpCZ9+qgRIypZNipclJKM0EyRxOBz069ePChUqULBgQef6tm3bki1bNgIDAwkJCWHAgAGcP3+epUuXAnDv3r0EARLA+fjev01xnrVPVFQURqMRV1fXBNu+/fZbPv/8c+fj8+fPU7p0afR6PS7v6i1Dz2G1O9DozGh1ejTqtPGp6rBKqFCjkTRoVe/QXyVvocfRea1Km+S/MNpVdlSo0Og0aPXi//lt5bxG9El/jQjvBnGNCM/z3+tDu3s/bhNm4LJ8LdJ/etCZa1YmctqfODKmR/zUeH+IzxDhRV73GomLlejUwpudW5TSHCXKWLh7R82dm2qWzHdnyXx3fP0ddOwex1c/xPC2X36PYh+x+cpmANIb0lMzX000qjQzZZBs3sfPEKMRJo5WmqwP/jWaGnXN7NqqI/ShirBHKkIfqQh9qCIyUkWzVkY69rDAc36y1mtqB+zP3edt9j5eI6lFY1Mho0KS9KheMNcTEAB+fjKhoRJXrrhQOD42QQ5D/Lzi9dgrFPApn1xDBh5fIzIqlR5jcPxkuPu5EFSq1JtHfBwY0et5ZzMgn+W1ymodPqwEPx57PDfcsSPMnKk0ap84EUaMgM8+U2q+LVkCFSvGP+ePP5Q3vnlzJTpVpw5MmPBGr0VIGWnmN57evXtz6tQpdu/enWB99+7dncuFChUiY8aM1KhRg8uXL5MrV65kGYter0/wzWQwKGl5jxvHv28ev+609PolSUIibY3pfZZc14f4f353pLXPECHtEdeI8DySJKGKicWz73e4/v1Pgm2yJGGpV4O4Hh2x1K0BKhXiKnr/iM8Q4UVe5xr5ZbCBnVv0uLrJ/PBrNB17GJFlOLxPy7KFLqxaoufRAzV//GxQejcMjX3xQdOwJaeXODPEWxZuiVb9bk54P827/hly/oya34cZyJXHxqdfxzF/pgsP7qnJlNVOqw4mdDpo1eF5d12/m+/Lq3jXr5G0QpIkeIX3Ol8+2LsXLlyQKFIkfn0Oj/jm7ddiz6XI/9vjMVsy58Lm4Y0mOgK3c0dS9Zr59+10fr1PXut9r1r1xXXJOndWvp7FxQXGj1e+hLdKmkgL6NOnD6tXr2bbtm1kzpz5ufuWKVMGgEv/pj9lyJCB+/fvJ9jn8ePHfUyetY+np2eiLBJBEARBEAQhDZFldHsO4FeqZoIAiT2dP7EDPuPRhQNErPgbS/1a718dAUEQXtuFRxeoNLES1aZU45+T/ySqXX70gIap45TaLTMWR/BxTyOSpHzMlK5gZcSf0Ry//ojho6MAGD3CwNxpb+/flrIsM+94fKmtx/020rrtm3T0+diTRw/fs9m/lyTL8NtQd2qW9GPVYhdGjzBQqZAfo0e4A9B3QCw6XSoPUhDewLOat+cwPBEkSY3m7fmV8l66R3dF83ZBeEukaiaJLMt8+umnLFu2jO3bt5MjR44XPuf48eMAZMyYEYBy5coxfPhwHjx4QLp0SmPOTZs24enpSXBwsHOftWvXJjjOpk2bKCea5giCIAiCIKQ9sozmxGn0S1bhsnglmktXnZscHgZifhuC8aMPETM7giC8DlmW+WLNF1wMvQjApys/5UbEDb6o9AUAFgt83sMTWZb4sL2RqrUsTz2ORgNdeht59FDFH8MNfN3bg4yZ7VSv8/T9U4PdYefcw3PoNXpy+eZy3llrspmYfXQ2Uw9NxcfVh7JZy3Lh0QUAymQpQy6/5KnakJRuXlfRtZUXMdEqdDr43+So1B5SmrNsgQujhimVMarVMXP5gpobV5VpoMDMdlp1NKbm8AThjT0rSJLRLTs6lR6Lw8y1mLMpPq64/CXwPLQVALezR4gMCEzxMQiC8GpSNUjSu3dv5s2bx4oVK/Dw8HD2EPHy8sLV1ZXLly8zb9486tevj5+fHyEhIfTv35/KlStT+N9ig7Vr1yY4OJiPPvqIkSNHcu/ePQYNGkTv3r2dJbN69uzJuHHj+Prrr+ncuTNbt25l0aJFrFmzJtVeuyAIgiAIgvCE5wRGHrOUKUHU7AnYc2ZLhQEKQtKIi4NtG/RUrGbBy/sFJR2EZLH8zHIO3UrYoXrs3rG0LdIWvUbPh38M41yRKNx9mvP1iKqA21OP89jXP8Ry85qaxXNd6dbaixXbwilY1Pbc5yQXu8POqfun2Ht9L3uv72X/zf1Em6MByOWbi0ZBjcjgkYGxe8dyO+o2ADcibnDi7gnnMVoXSb4skutXVYwZYUCnl/ELcODn78DX34F/gIMcue1kyuJ4qeM4HNCvqxIgAVgwy4We/WPJG/T8Rs/vE1mGSWOUa/fTr2P57qcYTCYY95s7S+a58OPIGF6nZL8gpCX58yv/XroENpsSvAZQS2qyuuflUvRJbsZewuawoknBfrZxQSWcy25njxBZuVGKnVsQhNeTqkGSv/76C4CqVasmWD9jxgw+/vhjdDodmzdvZvTo0cTGxpIlSxaaN2/OoEGDnPuq1WpWr15Nr169KFeuHO7u7nTs2JGhQ4c698mRIwdr1qyhf//+jBkzhsyZMzN16lTq1KmTIq9TEARBEARBeDopMgqXv//BbcpsNKfPJ9ouq1SYK5bF3KYZpo6tQfv+1MgX3j1WK3Rs5s2urXqyZLczeV4ExUqlzmT6+yrSFMmwLcOcj/P45eFi6EVMNhMDNw4k5NZ5bnEZ8kJs3jVUme3GJ2U/4YtKXzyzvrkkKVkMd2+r2bNdR7vG3qzZHUbmrC834Z9UFoUs4vtN3xNpinzq9sthlxm9Z/Rzj+Guc6dxUONkGJ0yaf95dy/2bH92FmCW7HYatzDxzdCY537cTxvnyp7tOlzdZAoXs3Jgj45ffzAwbdHTX/v76PA+LSeOaNHrZXr0i0WSwNUVvhocy1eD3+7+OYLwWGAguLtDbCxcvQp58sRvy2EI4lL0SWyylVtxV8huyJdi40oQJDl3JMXOKwjC60v1clvPkyVLFnbs2PHC42TLli1ROa3/qlq1KseOHXul8QmCIAiCIAjJQ3X3Pu7DRuEybzGq2LgE22SVCmvlcphaNMbUpB5mb2+0eq1oliq81WQZBvX3YNdW5dbtm9fUNK7iyw8jo+nS2/jeNVRNaTaHjd+2/8bMIzOdmRU1c9ek1L3J/GotgkMbzdrzif+mjLPG8fuu3wlOF0z9/PWfeXydDqb/E0Hjqr6cP62hbSMfVm4Pw9snZbKFHLKDH7f8mChA4ufmR7ms5QgzhrHv+j5k4sdTI1cNvq36La5aV5adXsap+6doV7Qd7jr3ZBnjpjU69mzX/TtpH0dEmERoqIrQh8rXlYtqbl5TM/53d86e0jBlQQTu/w4lMkJi6jg3rlxQExMjsWOT8n30w6/RlKtsoVoxP9Ysc+HgnjhKV7Amy/jTKlmGG9dUnDiixW6TqN/MhF4Pk8cqWSTN25rwDxBZa8K7SaVSSm4dPaqU3HoySJLdkN+5fC3mbIoGScyZc2EzeKGJicTtrAiSCMLbIFWDJIIgCIIgCMJ7xm7HdeJMDIN/QRUVnWCTpVwpTG2bY27WAEf6AODfm2rM79eEl/Bumj7BlVmT3JAkmT+nR7F+pZ41y1wY1N+T1UtdGDk+SpQKSkZj9o1h7P6xzsceeg+G1BxCh8pZcGT4CqoPdm7ThAfxZ9vv2HF7NQtDFgLw8/afqZ23NhrVs/+E9vKWmbcqnAYVfblwRsNHTbwZOyOK7LmS///1zP0zhMWFAUp2TOeSnSmfrTx5/fM6A8wPYh6w5twa7kbfpVquapTLGt+j88vKXybr+KxWGPqNBwDdPovju59iEu0TEy2xYZWeL3t6snW9npZ1fJi9PIJNa/T89J2BRw/UCfavVsdMxx5KgLF1RxPzZrjSp5MnWw6H4eH5bgcFDuzWsn2TjuOHlWyRsFCVc1vp8q4M+T2aNUuVQFK3T+OedRhBeCc8GSRp2DB+ffbUbt4epPQl0T26i+bRXWz+GVN2DIIgvBIRJBEEQRAEQRBeSH3uIi7L1qDbtB3NqXM4/HxwZEyPw8+XJ2+Blz09MH3YGEutqsrtfYDq9l10u/aj3bkP3dadaC5fc+7vMLhjatcCY4+PsRUKQhDeRSFHNXz/uTJBPGhEDB+2N9GinYlp4y0MH+jB/l06apTwo/eXsfT7LhYXl1Qe8DvG7rAz/+R8AFSSijZF2tCnXB8yuuXg6iU1XOsPxaaDzzW4Wo1praZRp7gbzYrV5Fr4NQ7cPMCl0EvMOz6PDsU7PPdcmbI4mLcqgibVfDi0T0fFgn507xvH9yNikjVbaNe1Xc7ljiU60qlkp0T7pDOke+r65OZwwM+DDFw6r8HX38FnA55e6sngIdO8rYlsOey0b+LNkQM6SuYMwGhU3rg8+W206WTE01PG199BrQZm53v6w8hodm3TceOqhgG9PRg/O+qdzc6aM8WVrz7xTLBOq5UJKmTj2mU1B/fqaFDRF4dDolJ1M0GFREk/4d32rObtT2aSXE2N5u1BJZ3N2z2O7CC8TvL1exIE4c2JIIkgCIIgCML7TpZRnz6H5uoN5bHZjCo8Eik8AlV4BNp9h9HtOZDgKarwCHhKc3UA11kLsGdMj+zjhRQeifru/afuZ+zUlugRg5D9fJPy1QhCmvPrjwYcDomGzU188rlyV7ckQdc+Ruo0MjOwnycbV+sZPcJAVKSKn8dEv+CIwqvYfX03D2IfAFA7T21GNRgFwJkQDQ6HhEHvhmHtPu5ZztPrw2LUqWUEQJIkvq/+PQ1nKbcm/77zd5oXbP7CclTBhW2s3BHG0G882LZBz4RR7tRuaKZsxeTLinsySFIxe8VkO8+rio6S6POxJxtWKZG/QcOj8fR6fpZHyXJWlm8Lo00DH+7eVuNucPDF97F07ROH7hntTLy8Zf6aHUmTaj4sXeBK1doWWn5kSuqXk+o2rtYxoI8ScK3XxETlGhaKlrQSXNiGXg+Xzqv5uLk3l84rUz3d+4osEuHd92SQxOFw3qNDNkNeJCRk5JTPJAGiytYmw+yRAHhvXy6CJIKQxr1RkMRsNqPX65NqLIIgCIIgCEIKkR48RL9lF7pN29Ft3vHMQMbT2AMzIMXEJiqX9ST13fvwlGPKGg3W8qWIGfIN1oplXmvsgvA2ObxPy5Z1etRqmYE/Jc4myJLNwaylEcyZ4srXvT3ZsEovgiRJbPHJxc7lFoVaOJfPn1H+HA4uZGPqQjVHDxahVgNjgueWzFyS+vnqs/b8Wh7EPmDolqEMrjH4hYGSoIJ25q+OoH0Tbzav1XPquCbZgiQWu4X9N/YDkM49Hfn8U67u/vNcvqDm4xbeXDyrQa+X+XV8FK07vlzgIn8BO2v3hLF2uZ4GzcxkCHS88Dkly1n5+scYRnzvwTefelCijJVced/eEnYnj2l4+EBF6fJWDB4yR/Zr6dHWG4dDos3HRv43OXG2TO58yvs2dIABtQZq1LWkzuAFIQXlyKH0hYqNhTt3IHNmZb2L2o2Mrtm4Y7zGtZizyLKcov3tootXxubliyYyDK89a5DMJmS9SBUVhLTqlYIk69atY8GCBezatYubN2/icDhwd3enWLFi1K5dm06dOhEYGJhcYxUEQRAEQXg32O2oHoaiun0X1d37SE80LpcsFlT37qO+cx9ZrcZSqwqWqhXgTW9MMZvR7j2EftN2dJt2oD1+8pWebgvOi/Hjtpia1sORI5sy1phYpCcDJbKM9vBxXCfPRnvgiHI7n16HtVAw1nKlsFYuh6VsCZydeAXhPTByiHK9t/zIRI7cT5+wlSSlufI3n3pw+6aau7dVZMz04knhtGbUT+7s2a5j8vyINNMoOtYS62zI7uXiRc3cNZ3bLpxVelzkDbKRLoODuo3NTz3Gd9W+Y8OFDdhlO7OOzmLl2ZV0KdmFziU74+v2/Ey4AoWtbF6r58KZ5CvicOzOMeKsys+RSjkqpegk4LNcv6KmcVVfQh+qyJjJzrRFERQv/WplnzJmctClt/HFOz6hz1dx7NyiZ892Ha3q+zB2RiTlKr19fa2OH9bQqLIvVquEWi1TrJSVKxc1GI0S1euaGTnh2eXEPL1kfp8oAq3C+0OjgVy54OxZOHcuPkgCSl+SO8ZrxNqieWi6QzrXTCk4MC0RlRrhv3oW6rgYPA5tIapig5Q7vyAIr+SlflNbtmwZAwYMIDo6mvr16zNgwAACAwNxdXUlLCyMU6dOsXnzZoYNG8bHH3/MsGHDCAgISO6xC4IgCIIgvBVU9x7gMmch+pUbUN+8jereAyT7y93d6j5mEg4PA9ZypbDnyo4tKC/WEkWwFQ7mZRoXSNExuI2bitsfE5USWU8hu7liqVIea+niyFotaNQ4fHyQfbxw+HrjSJ8Oe77c/HdGRja4IxsSBjzMmTJiblLvpV6bILzrjh7UsHOLHo1Gpv/AxI2qn+RukAkuZOPUCS2H92tp1PzpE/aP2e1waJ+WQ/u0NPrAnCLNwV80nvG/uxEXq2LEIAOjJqWNSdr1F9Y7Awj6y80Z3DeAH0ZG4+4en0mSL/j5k/e5/XLzTdVvGL5tOADhxnB+3/U74/eP56NiH9GjTA8yeT594i1fsPL/cu508gVJdl1NulJbsgw/fWdg/Uo9E/+OpFCxV+9nERkh0b6pN6EPVRQsYmXe6gjSZUiZoJ9aDeNmRtK0ug/Xr2j4oIYP5atY8U/nwM/fQdc+ceTMk7azS2JjJD7p4IXVKmHwcBATreLwfqXOWOHiVqbMj0SrTeVBCkIakz9/fJCkZnwsnOyG/Ox9uA6Aa7HnUjZIAkRUbYb/6lkA+GxbJoIkgpCGvdRvaiNHjuSPP/6gXr16qB4X93tCy5YtAbh9+zZjx47l77//pn///kk7UkEQBEEQhLRMltHuO4z6wiXnKtX9h+jXbEK7/zCS/Pp3VauiY9Bv3JbwdBoNDl9vZHc3cHNFdnVFdndDdnNFdnNVCjLLMrrte1A9Ckt0TGuxwlhqVcFcqwrWcqXePFMlBZhtZiYfnEy4MZys3lnJ6p2VbN7ZyOyVGb0m7Y9feP9sWqtcl/Wbmcma/cWTxCXKWl8YJHE44JfBBuZOdyX0ofK32Za1epZvC0+6gT+D1QpL57tQurw1UVbMpfNq4mKV8cyb4Uq7LsZXzhxIDk+W2nqw4WNm33Dj4B4tf06PcgZJ8ga/eNL80/KfUjN3TcbvH8+yU8uwy3aMViOTD05mzrE5zGwxkyo5qyR6Xv4Cyntw7rQGWU4Ua35jNyNvsuLMCufjStkrvdHxpo13ZfzvSvC7e1svNh0Mw+CR8OeXw6G8jqe9FqsVurfx4uJZDRkz2fl7ZcoFSB7LmMnB5kNh/PClB/NmuLJne3wjk8P7tKzbF4ZarQT21OqkO+/9uyraNvTGw0vm6x9jKF/52Rkst2+qiIqUyF/Anuh9/P5zD65c1BCY2c6WI6HEREvs2a7j+hU1XfrE4W5IG1lagpCWBAXBsmVKoORJOQxBzuWr0Wcp7V8jRccVVbY2dhc31KY4vHasgG8nKqkvgvAe+WX3L3y75Vv6lunL6LqjATDZTHyx4QsWnF6A2WamTu46TKg/gfSG9Kk2zpf6zty3b99LHSxTpkz88ssvbzQgQRAEQRCEt43m8HEM3/2EftvuF+5rTx+AIzAjjsD02DNmwJEpA7KHB/LjWRK1Ckf6ABwZM6C6/wD9qg3o121BFZow0CHZbKgfPHrpMcoqFeYPG2NuWAdz9YrI6d6+rN+ph6Y67+R+koRENp9s/FbvNyrleLMJQkFISru3KpOzVWs+PyvksZJlrcyaBEf2P/s28fkzXPnzV2US29vHQVSkxP7dOq5eUj+znFdSGT7QwMQ/3HE3OPhzehQNmsW/rhNH4scsyxLffubJur1hPOUeuxRzP/o+O67uUB6EZ8ffXBZVBjvnTmupXcbPud+LMkkeC0oXxLjG4/i68tdMPDCRecfnYbKZMFqNfPzPx8xvM5+yWcsmeE6ufDbUapmoSBV3b6sIzPxyAQNZlvl91++E3A2hX8V+lMhUIsF2h+xg5pGZDN82nFhLLAB5/fOS2Svz0w73UnZv0/LDl0pTcFc3mauXNHzX14M/p0fhcMC+XVrmz3BlzTIXylayMP2fCFxdnxwzDOznwY7NelzdZGYvi3ipXiLJwcNT5n+To+jQPY5L5zWEh0r8NtRAyDHlNRg8HHz1iSd1G5sZNSnyjc8ny9CvqyenQ5Tvgw9q+FK9rpmfR0cnyPK6clHNHz+7s2SeCw6HRJESVnr0jaPBByb0eli1RM+8Ga5IkszYmZH4+Mr4+Mov3ctFEN5XwcHKv2fPkiAgnduzkHOfg4820ypHnxQdl+ziSlT5evhsXYI24hGGE3uIKZE4oC4I76pDtw8x6cgkCqcvnGB9//X9WXNxDf98+A9eei/6rOvDB4s+YE/nPak00tdo3D506FC+/PJL3NzcEqw3Go389ttvDB48OMkGJwiCIAiCkGaZzbgsWY3rpFno9h587q624LyYGtfD9HEb7Lmyv9ppPmgIsozq/kPUl66iCTmN9vBxNCFnUEVGQpwRKTYOKc741GwVWZIwtWpG7PdfYM+b65XOndZsubzlqetlZK6FX+OLtV+wp+cetGpRh0RIfdFREkcPKtdixeov1zy5ZFnlzvOQo1rM5sQJXmGhEsMHGgD46ocYPhsQS4em3mzbqGfR3y4M+DE26V7Afxw7pGHyGOVvwNgYFV1aetOjbyzfDIvB1TU+SNKstZHNa/WcOKJl3nRX2nd9tZ4SSWn5meU4ZGWSXn22HXOWRRKYWea7fh5sXqPHbJbIlMVO+oyvNpGf1TsrP9f5mf4V+/Plmi/ZcHEDRpuR9gvbs6rjKoLSxd+5rNdDzjx2Lp7TcP6MhsDML3ctrDy7klG7RgGw9fJWvqj0BV1LdeXonaPsu76PzZc2c/rBaef+GQwZGN1w9AuPGxYqcWC3juy5bOQNsqNWg9kMW9bp+bKnJ3a7RIt2Rtp1MdK8pg+L5rgiSbB/t5brV+KnD7Zt0NP5Q29mLolArweLRcmAmD3ZDUmSX7tUV1IrWtJG0ZLx4/j+C09+/NpAXKyEwyHxz9+uxMVK9P4igutXXfDxkylQxEpAOuXnqSwr709MtERstAqVWglauBtk5ySs3Q7Tx7uybaMeFxeZpq1MLJ7rwtb1ehpW1rBwbQQurjJ//OzO0vlKcARAq5U5cUTLJx280HT2JHc+G7dvKqktfb6Ko0KVt6+XiiCklly5QKuFqCileXumf6tqBXuXwl+fkUfmu+x9uI4YayQGrVeKji2iWjN8ti4BwHv7MhEkEd5qUVFRCR7r9Xr0z6hIEGOJod3SdkxpNIWfdv7kXB9pimTasWnMaz6P6jmqAzCjyQyCxgex/9Z+ymYu+9TjJTdJll+t9oNarebu3bukS5cuwfrQ0FDSpUuH/SXra79Nzp49S3BwMGfOnCEoKOjFT3jHWO0O7kZG4ap3RaNOxVvBnmCKsXBz9zUC/Azo3cRESGqSZRmrw4pWpU3yJpEms4l73CNToUy4uL647r6QNsmyjNVsRatP+mtEeDck2zViNKIJOYsqNFR57JBRPQpFfeceqoehSr2QxyQJh7cnDn8/HAH+OLJlwVokGFxdlQDFtRtoDx9He+wk6hu3UN2+h+bMeVRhCcvb2HJmw9irs1ICC5B1WqwVymDPnSPpXtezyDKYTEqwJM6oPAZkL09kL8/kP38yeXx9yBqZfKPyYbKZyOiRkS8qfcGNiBtcj7jO4VuHuR11G4BR9UfRrli7VB61kJLS6s+ZjWt0dGjqQ7acNg6cD32p58gyFAgMIOyRijW7wihRNuEk6defeDB7ihtBBa1sOhSGRgPLF+rp2d6bTFntHLr4KFkyN6xWqFPGlzMntTRpaSJDoJ1Jo5Vslpx5bPwxOYph3xo4vF/HhNmRPHqgYvCXHnh5O9h0KPSFpcbWn1/PmL1jyOyVmcrZK1M5R2Wy+WR743EXG1Gbu44QAH7Muo8e7bM7r5HYGIn9u7XkyGV/ox4VZpuZj//5mG1XlJKIQemCWNdpHS6a+N9du7b2YvUSF34YGU2v/nE8fCChUoGf/9P/FDdajVScWNH5ufYiHYp1YFD1QXi6PP+zftNaHf27efLogTIRb/BwULCojXOnNESEKxdO0ZJWlm0Nw9UVfhvqzqhhBufzDR4OmrUyUbyMle8+88RolKjf1MTQUdH0bOfF4f06JElm2P+i6don9YJjz2K1Qo2Sflz4t8xajXpmdm3RYbEk/tzwC3DgsCvBEas18XaNRsbgIWMySphM8dt/HhNF50+MXL2kpltrL06d0OLm7sBklJzBkVoNzHwxKIbM2ezMnuzGzImuPLgXX/erSAkrq3aGodMlOq2QStLqz5l3UXSsnT27VGT39sPg+mpzPR99pGSS/PJLwr4kv536jIXXxgIwpOhsGmT+KCmHDCjXiMNhQqVySXSNqKMjKFwrHSqbFXOGrJxadS3pay8+g8kE0dFQuTL85173d96tW7fIkiULN2/eJHPm18+yFBRRUVF4eSUOMP7www/8+OOPT31Ox+Ud8XXx5Y+6f1B1ZlWKZijK6Lqj2Xp1KzVm1yB8QDjeLt7O/bONzka/Mv3oXy51Wni8ciaJLMtP/aFw4sQJfH19k2RQgiAIgiAIr8RiQXPqHNojJ9AcPq78e/ocku3172KV1Wrs+XOjuvcwUamr/7IF5yWuV2eMnduSarMakgSu//Ym8Xvx7m+bkLshmGxKuZEK2SrQvlh757Yjt4/QYKbSCPN/u//Hh4U/RKcWs0tC6npcaqvyS2aRgPJtXLKslY2r9Rzer00QJDl2SMOcqUptoxFjo50lzes0NuPp5eD2DTV7d2ipWC3p7z7/639unDmpxdfPwfDRUfgHyFSoauHrTzy5clFD0+o+zvmewsWtZM9lZ9lCF44d0tKttTcrd4Q5s2IiIyTG/ebOpfNqHj1QYTTZudzkC4yEcuzOMVadXQVANu9sVM5RmRaFWlAmS5lXHvOK7ZecAZJAqTidP0zYrNfdIFOj7sv/3zyLXqNnWotp1J9Rn3MPz3H2wVl+2f4LP9b80blP/gI2Vi+Bc6c0XDqvpn4FX7Q62HwolIyZEgeQ/tr/lzNAktU7K7cibzkzYp5UIF0BhtQa8sJm7bExEkO+NjB7ijJDliHQTlSkREy0iv27dM51H7Qx0eerWGcJrf7fxXLrupr7d1U0b2uiwQcm5yRbpiwOPmrizdrlLmxcrcdmk/DydjBuViS16r/5+5octFoY9VcUvTp40bSliYHDY9i6QUf3Nl5otDJ5g+yEPVJx5aLa2e/nSa5uMnYbWCwSNptERHjCeZFWHYx06qUEh3LktrNkczjtGnk7m64/Do48mdny+cBY5X2+oeLsKQ03rqpp8qFZBEgE4TU8bt5+9mzCIEmtwFbOIMmmOwuTJUjyPHYPb6JLVcdr3wb0927gdu4ocUElXvxEQUiDbt68iadn/E0Zz8oiWXBqAUfvHuVQt0OJtt2LuYdOrUsQIAFI756eezH3knS8r+KlgyQ+Pj5IkoQkSeTNmzdBoMRutxMTE0PPnj2TZZCCIAiCIAgJxMaiPXYK3c696DbtQHvoGJL55Wr+vyzJbkdz+vwztzt8vLHUrkpcj45YK5ZNsTvC3lcHbh5wLhvCKmKzxfe9LJGpBNVzVWfr5a3cjrrN/OPz6ViiI/t2aVk025Xtm3SUrmBlwuzIJG3SKwjPs+vfIMnLltp6rGRZCxtX6xk9wp2De7UUK22leGkrQwd4IMtKKaSyFeMDIa6u0LSlidlT3FgwyzXJgySXzqud2QRDR0XjH6BkP9RuYKHMiVCGfK00x5ZlJdMgZx47KhVMnh9B7dJ+nDii5fvPPRg5PprzZ9R0auHNlYtP/BmaYwuQONPmesR15hybw9zjc5n14Sxq5an1SuOesGk5/Duh36vmB6/z0l+am9aNCU0mUHdGXSx2C5MOTKJh/oaUzFwSiO95EnJUQ/c2XkRFKhPwn3byZNH6iATZP7ejbjN2rzKZp5bUzGk5h0hTJAM3DMRsN1M2a1nKZy1P2axlyeCR4bnjunRezaI5riya48K9O8qHX49+sXw7LAatFs6f1nDiqIbMWR2Ur2JJ9Pmo0cCYaVFPOTJUrmFhysIIOrfwxmaTCCpoZcbiyAT9N9KiUuWtHL4U38+rRl0L5x8+wG61onNRsgRioiWuXlKj08t4eCoZI+4GGbVayfYyGiE8VEVMtISrm7LNzV1O0J8FwMtbZuH6cBbNdqVYKWuC4MiTJAmyZHOQJVvaDC4JwtsiOPjpzdsL+5QjnUsmHphus//hRqIs4XjqfFJ0bBFVm+G1bwMA3tuWiSCJ8Nby9PRMECR5mpuRN+m7vi+bPtqUILM2rXvpIMno0aORZZnOnTszZMiQBCk2Op2O7NmzU65cuWQZpCAIgiAIghQWjttfM9D/sxLN2QtIjmeXb5FVKmxBebGVLIo9R1ZnAMPh440jU0Yc6QKQNU/MBtkdqMLDUT0MRfXwEZqzF9EcPo7mzHlkPx+sJYtiLVEEa8mi2PPlwR6Y/v3LWU9l+2/udy7P/K4OW372p/unsbTpZMLgIfNV5a/YenkrAGP2jOHeNU9Gf5cHGQd4RbJiYwkyfpuOH0fGpNZLEN4jD++rOHtKKRNSoeqrTXzWaWRmzC/uhIepWLPMhTXL4v+49PB0MPiXxNfwh+2VIMm6FXri4pLu48ligb5dPDGbJarVNtO8bcLm0V7eSnPsxh+a+OlbA7UamJ0T/lmyORg/O5J2jbyZPdkNjQYWznYhNkZFpqx2Pvk8lvQZHcy4MZ89j1upbB0KshpyboKse0BtxSE7GLJ5KNVyVUOjerk/X2UZzsTsdAZJmgY3SZo35DmC0wfzTdVvGLplKDIyC0MWOoMk+Qsok+OPrwlffwfGOInd2/RM+J8bfb6Mcx5n+NbhGG1KNsLHJT4mX0A+ADZ13fRS44iMkFixyIWFs104ciA+HSFTFjtjpkUmCKIFF7YRXPj1My5rN7CwaEM4Rw5o6fxJHO7ur32oVKVWg+OJt8HgIT+zn4okKd9fbm4v18fG3R1ndokgCMnrcXX8c+cSNm9XSSpqZmzJvKt/YJOtbL+/nMZZOqXo2CKqNCHrL72QZBnv7cu488lPL36SILyljtw9woPYBxSfVNy5zi7b2Xl9J+MOjmND+w1Y7BYiTBEJsknux94ng+H5N4Akp5cOknTs2BGAHDlyUL58ebRa0QdCEARBEITkp7r/ELfRE3GdOBNVzNObEttyZcdaqji2x8GMYgVJktkaux1UKpElksocsoNDt/5N1Y4NgEf5uPlI4vsvPPltqIH2XY107VOC2nlqs/HiRu5E3+GPc72gwxMHMXswcex5ylZ0pW7jpM06EoT/2r1NmZwuUNjqzLx4WfmC7YTcekjIUS1HDypfxw9puX1TzZDfo0mXIfHkbMlyVrLmsHHjqoaNq/Q0bZU01/jgLzw4ckCHp5eDX8dHPfOjsGotC1VrJS5LWL2Ohf4DY/nfTwamT1AiFuWrWJg8PwL/ABmH7OC7MUp5La1Kz08fdeLKKR9Oh3zBqXUWIhrWhax7uRR2kUUhi2hbtO1LjfvIQbD6KKW2snvnwN/dH6s5+Ztgf1ziY37d/itmu5ktl7Y4S1XnyG1Hp5OxWCQkSWbC7Ehu31DzRU9PfvneQOlyVvIWf8icY3NYenopAD6uPnxZ+ctXOv/KxXo+6+Tl7JGhVstUq2OhVQcjtRuaeUZFjDdSvrKV8pVFg3FBEFLfk83bb9+GJ9tQ1A5sxbyrfwCw+c6iFA+S2PwzEFu4PIYTe3C9cgb9tfOYs+dL0TEIQkqpkaMGJ3udTLCu04pO5PfPz4AKA8jimQWtSsuWK1toHtwcgPOPznMj8gblsqReAsYr9ySpUqWKc9lkMmGxJLwz6kUpN4IgCIIgCC9FlnH/aRTuI8chmeLvXpZVKmwFg7CWLIqtdHHMNSrhyJ41ecYgajOlCecfnSfSFKk8uFGR6f8ojaEnjXHj8gUNE0a5M328G7/+M4gd6h2Y7U+ZINZHQ+4NfN37I8pUtODj+2oT14LwKh6X2qpU4/XK57i7Q7lKVspVip98tlqVyZ+nkST4oLWJ0SMMLF3gmiRBkgWzXJg50U2Z1J8T+cLm67Is8/W6rzn38Bwj640kKJ1yS+8Xg2IJOapl81o93T+LZfCvMc5SeYduHeJB7AMAqueqSseWWiDm3+PBuIWDGH65PgBD1v9OswLNcNW6Jjr3f81ddQ1clZ8bhTMWeo1X/3rctG6Uz1aebVe2cSf6DuceniMoXRAaDRQoYuPYIS39vo2lai0LsgxbN+hYs+cijUeNRVX0bxzq+IyDT0sNYM+6DERHSbT8yPTCH0cnj2mcAZL8Bay06miieRvTU4NqgiAI7yKtFvLkgTNnlGySJ4MkBbxLk9E1G3eN1znwaDMRllC8dSnbxC+ialMMJ/YA4HloCw9FkET4L7MZDhyA69chLg4CAqBYMciRI7VH9ko89B4UTFcwwTp3rTt+rn7O9V2KdeHzjZ/j6+qLp96TT9d9SrnM5SibuWxqDBmAxN3IXiAuLo4+ffqQLl063N3d8fHxSfAlCIIgCIKQFNxHjMYw9HdngETW6Yjr3oFH5/YRdmQL0ZNGYezSLvkCJEKacfDWQeey26OK1GpgpkN3I7tOhjJ7WTjFSlkxmSQmDyzLzu67aWuYCetG43vuC1oXbu18rmfBXTy4p+aHLz1S4VUI7wO7HXZu0bFl/b9BklfsR/I8L0rk/6CN8lm5db2OsNA3y347cUTDgN7KzW9fDo6lZr0Xv45jd44x59gcDt06RKfFnYgxK8EOtRpmL4vg+PWHDB0VHyABWHNujXO5Qf4GCY4nSfBp6+LkkusBEGm/w88rZzi3b9+k47POnpw8lvC+P1mGzcdPOR8Xzlj4JV910qieq7pz+XEJQIDRUyMZOyOSLwcrGZGSBFU+nw69ikCJKQkCJL632jOs1ud0beVN/25edG/jhSlhpbMErl9V0elDb0wmiRr1zGw5Ekav/nEiQCIIwnsnf37l3//2JZEkiZoZWwJgl21sv7cshUcGMYXi75B3vXAixc8vpGF79kDLluDtDdWrQ79+MGwYtG8PuXMr0b/ffoPo6NQeaZL5o+4fNMzTkOaLmlN5ZmUyGDKwtNXSVB3TKwdJvvrqK7Zu3cpff/2FXq9n6tSpDBkyhMDAQGbPnp0cYxQEQRAE4T3jMmsBhh9+dT6O/aw7jy4eJHr8SBw5sqXiyITUcPB2fJCkWr4yzslilQpqN7Tw98pwvLwdnA7RsmtpXk7NbQsH+tKv5A/8XPdnZx8Dr8K7kSSZRXNcnZPYgvAqrlxUExuTMAAhy0pD7h++MlA8hz8t6/pw/64aN3dHggbryS1vkJ2CRazYbBKrFr9ek8zQRxJTx7nS8QNvzGaJ2g3N9P/u6WUO/+ty2GXn8rXwa3y38TvnY5UKMgQmnLC/EnaFhSELAdCoNNTOU/upx53S7WuQlfd82ok/OXQsmm5tvGhd34dFc1xpUduHkKPxgZLzZ9Q8VB13Pi6SochLjT+p1Mhdw7m85fIW53K+YDsfto/PCDHbzPy+fwhISlab1uGB+nAfGHeWsKlzkO1a8uS3odPJrFnmQtuGPoSHScTGSIQ+krh9U8U/f7vwYR1vyubz59Z1NTly25gwO1IkQQqC8N563Jfkv0ESgFqBLZ3LG+8sTKERxTPmiQ/au104nuLnF9Koxo2hVSvInh02blQCIaGhcOuWkk1y8SIMGgRbtkDevLDp5XqUpTXbP97O6LqjnY9dNC6MbzCesAFhxH4Xy9JWS1O1Hwm8RrmtVatWMXv2bKpWrUqnTp2oVKkSuXPnJlu2bMydO5d27dolxzgFQRAEQXhP6DZtx7NnfB326F++J+6L3qk4IiE1ybLMgVsHlAdmAx2b5QESlsry85f58vsYvv/Ckx+/NhATrUKnk2nezoib1o2C6Qty/O5xbsZdoGPfW8wanYVe7b34+scYPu5pTHBnuyA8y7oVejp/6EWZClaWbQ0HYNo4V2ZNduPiufiLyMfXQaMWJjp0M+JuSNmybh+0NXHqhJZlC1zo2OPZzaLtdiXgc+Oamvt3VNy7q+bkMQ2b1+qxWpWARK68NsbOiHQ2Yn+Ra+HXEjxeFLKIajmr0axAs0T7hhvDab+wvbOMXuOgxni7ej/1uMHpg2iWvxXLzi/AoY+g0XdTYPOvqFQyWbLbuX5FQ6t6PizeGE6BIjal0X3gEefzC2VIuXJbADl9c5LdJzvXwq9x8OZBos3ReOgTZ6+tPLvSWWqsWs5qTPlgCsZID1YsdMHVLYoqtcxkzupg93YtH3/gzd4dOoLSp3vmeStUtTByfBRe3qKUoCAI769nNW8HCPIqQSa3nNyOu8LhR1sJMz/AV//sz9Wk5nD3wJQlNy43L+F6KQRsNsQvoQINGsCSJc9OGc6ZU/nq2FGpJXf3bsqO7z3yyt+NYWFh5MyZE1D6j4SFKQ36KlasSK9evZJ2dIIgCIIgvFfU5y/h1aY7ks0GQFzvLsR9/kkqj0pITU/2LNA9KEeFSk+fAPy4l5FZk924dF759bZuEzN+/sq+pbOU5vjd4wBU7Lid0/tbcXi/jkH9PRn/uzulK1gpUdqKTi8TGSEREa4iMlyFl4+DHLnsyDLcu6sifQYH9ZuaRQmb91BYqMRXn3ggyxL7d+tYuVhP6EMVgz5XSlK5uMjUbmSmeRsT1eqY0aVSolLTliaGfWNg/24dq5boyZLNjo+fg/t31Jw6oeFMiIZTJ7ScP63BaHx6Sa7Cxay0/MjIhx+ZXmnC/XrE9UTrvl73NQXSFyCvf17nOovdQpclXbgSdgWA/AH5+bXer4me+6SBtb5k9cVlWB1mKPMnOTwKMn5AdfLk0dKqnjdHD+poVMWHAoVtXLkiQ9fjAGTzzoa3qzeynLKBgxq5ajDt8DRsDhs7ru6gYf6GCbbLsszkA5Odj/tX7I9Bb8CQTqbrpwmDWxWrWlm2JZyPW3hz+0Z8iohWK5M1h53mbU20aGd8Yc8YQRCE98HzmrdLkkStjC2ZefkXHDjYem8pLbL1TNHxGfMWxeXmJVRmEy43L2LKEZSi5xfSoB49Xn7f4GDlS0gWrxwkyZkzJ1evXiVr1qzkz5+fRYsWUbp0aVatWoW3t3cyDFEQBEEQhPeBFBmFd/OPUUVGAWBqUo/oUUMT3gImvJPCjeEM2jiIo7eP0qlkJzqX7IxGpeHo7aN8tOgj537FfKs9s4yMVgs/jIzmoyZKj7y2neInGktnKc3kg8qE5LH7+1mxvTZ/T3Xll8EG7t5Ws2KRmhWLXq480befyVStZeHzgbGUKp9ypZSE1DWonwePHqjR6WQsFokhX3sQHqqkWPT9JoY+X8Xh4Zn6d/AHZnZQrrKVvTt0dGvt/dx9Xd1kcua2kSGTgwwZ7WTK6qBeYzNBhWyvde7r4fFBkgb5G7Dm3BqizdG0md+GNR+vIYNHBuKscfRc1pO91/cC4O/uz5xWc56aafGkzF6Z6VzqYyYdmARaE1eLdKDNdi+aPGjC6IWf07dlMMcOaTm0TwfpToFW+f5P6X4kj9XIrQRJAOYem5soSLL/5n5O3j8JQJGMRSiVudRzj1eomI0D5x8RHSWhd5HR6xEltQRBEJ7iyebtZ88mDJIA1ApsxczLvwCw6c7CFA+SxOUtis+WxQC4nj8ugiTCs8XEgOM/N0B4eqbOWN4Trxwk6dSpEydOnKBKlSp88803NGrUiHHjxmG1Wvnf//6XHGMUBEEQBOFdZ7fj1bE3mvOXALAWyE/UzHFpahYoPEyifzdPipWy0vebuGQ5x60bKpYtcOHjnsY0MeGaEo7ePkr3Zd25FXkLgMGbBrP45GI6l+zM95u+J9r8b4PCa1X4+uOPnnMkqFnPQr9vY4iKVFG5Rnyj6bJZyqKSVDhkB6vOrmJQ9UF07GGkRXsjxw4qE6snjmiQJPD2kfHyceDlLRP2SOLqZQ0ajUxAOgenQzQcPahj20Y92zbqqVrLzNBR0eQNsifb+/M6jEbYvlFP2UoWfHzfj+soOR3YrWXpAldUKpn5a8P55CMv7txSPpsqVTczYEjsS5ekSgnfj4hm5BADD++pCH2kIuyRCl9/BwWK2ChQ2EpwYRsFi9jInsuepB+xj4Mk6Q3pGdNwDNfDr3Pq/iluR92m3YJ2TP9wOp8s/4Qjt5VSWHq1nlkfziKLV5aXOn7/Cv05fOuw8/mRpkhmH53N1stbWb9xEzfPBnDzuprVV/aw8t/4ZeEMqRMkqZS9Elm8snAz8ibbrmwj5G5IgoDNk1kkPUr3QHqJmwE0GsT3syAIwksICooPktSqlXBbXs8iZHXPw43YixwN3cEj0z38XVKuD0JcvqLOZbcLxwmv2ybFzi28Ba5ehT59YPt2MJni1z+uHWdPW39zvGteOUjSv39/53LNmjU5d+4cR44cIXfu3BQunDq/hAqCIAiC8PZS3bhFQJe+uOxQ7ix2+PoQuXQWssE9lUcWz+GA3h292Lpez/qVLpQsZ6VClVfLIjAaYcNKPRWrW/APSDzRZTRC20Y+XDijwWKR+GLQyzVLflvJssy0w9MYsnkIVkfC9zLkXgj9VveLX3G1GrWi/qF8+eff4S5J8M3QxO+bv7s/VXJUYduVbdyMvMmhW4cok6UM7u5QsZqVitVe/v9y5YHDLJ6rY8uUGmzfpKd1fQ1bj4bi7ZM6k5exsXDrupp0GRx4esn887cLvw0xcPummnwFbKzdHZbifTHeNft3KzWiGzY3U6GKlQFDYvi8uxeeXg5GT41KUwESgGKlbMxfHZGi54yzxjnL4mXzzoZBb2Buq7k0nNWQm5E3Of3gNBX+qoDNoXwPG3QGZrSYQYlMJV76HN6u3qzquIp9N/axMGQhq86uwmg1civyFv3XfMaslrMoVkrFwY2H4ZDynCIZU7Zp+2NatZbe5XrzzfpvABizdwzTmiuZJdfCr7H+wnoAMhgy0DCo4TOPIwiCILy6x31JTp1KvE2SJGoFtmLaxZ+QkdlydzGtcvRJsbEZ8xZ1LruK5u3Cf7VvrwREpk+H9OlFRYUU9ka/0ptMJrJly8YHH3wgAiSCIAiCILwaWcZl9kL8i1d3BkhktZrI+ZOx58yWyoNL6H/D3dm6Xu98/FUvzwQ397yMiX+407O9N1WK+LNqiT7R9qEDPLhwRrl/Zf+uZzTue4csPb2UQRsHOQMkJTOVZEaLGeQLyJdwxyvVybBtOWP+sr3R3wkfFPzAubzk1JLXOsbUQ1PpvrkhG9PXJuiP0mQst507t9R89YknKdzygNhYGPubGyVzBlCliD9B6dORzZCOfl29uH1TSQ84f1rDZ51TfmzvmjMnle/HwsWVa7V1RxN/TIlk0fpwMmURfSAgYamtrD5ZAUjvkZ75bebj46qUwHscIElvSM+KDiuolKPSK59HJamokK0Cfzb6kz099+Dr5gvApkubmLB/AgAhd0Oc+6d00/YntS7SmnTuSkPgtefWcuHRBQB+2f4LMso3ZeeSndGpU6mBjSAIwjuqxL/x95AQpWLRf9XK2NK5vPnuohQalcIaEIjV2x8At/PHEL+kCQmcOAEzZkCrVlC1KlSpkvBLSFavHCSx2+0MGzaMTJkyYTAYuHJFabj3/fffM23atCQfoCAIgiAI7x7VjVt4fdgZry59UUUp5ZTsmQOJWLsAS/VXnzhLTls36Bg1TMlq+emPKNJntHPlooYxI9xxOGDvTi2D+nswdZzrc4+zfqUSGAl9qKJba296tPMi9JEy679xjY4Zf7k59z1yQIvt9doCvDUmHZjkXO5RpgfLPlpGvXz12NRlE99W/RYfTSYIaQvzV/LnJNMbl5mpn68+rlrl/2jV2VVY7JYE28PiwhKte9Lua7v5YdMPzsenQo9wt041pKadWbXYhfkzXq6nCcDtmypOHtO81t/FJhNMHetK2Xz+DP/Og/AwFa5uyoFsNgkvbwff/xLN4k1haLUya5a5MOaXtJOV9TY6c1IJXgb/26tDpYI2H5soWvId/yZ9BTcibjiXs3tndy7n9svNnJZzcNG4OB+v6riKAukLvPE5Az0DmdBkAhLK5+iIbSOYemgqp+4rtw5n9c7qDNCkBheNCz3LKrXuZWR+3f4r+2/sZ/mZ5QD4uvnSsUTHVBufIAjCuypLFsiaFWw2OHQo8fZcHgXJYVDSTY6H7eaB8XbKDU6SnNkk2vCHaELvpdy5hbSvVCm4eTO1R/HeeuUgyfDhw5k5cyYjR45Ep4u/66VgwYJMnTo1SQcnCIIgCMK7RXXnHh6ffYt/UHlcVqxzro9t05xHR7emuQDJjWsqPvnIC1mW6NA9jq59jAwfrQR1xo50p3gOfz6o4cvUcW4M6u/JudPxBf737dLSpaUXe3dqeXhfxYkjyt3o3T6NRa2WWbHIhSpF/Jg/04X+3bwA6NonDk8vB3GxKk6feOWqqG+Nk/dOEnJPudu7SMYiDKk5BK1aCQwd2+dO7LqB2EbegKVz6felTNmK5jc+p7vOnbp56wJKo/htl7c5t/1v1/8oOLogRcYU4YdNP3Dx0cUEzz1z/wzdlnbDLit1gB/fvQ4gF50BPpf5spcnc6c9P1AGcOWimmrF/KhV2o9SefwZMsDAzesJfyWPCJew/CdeY7XCnCmulA/yZ9Dnnjy8ryZrDht/To/kUtgDrkXf58CFhxy7/pDeX8RRsaqVX8Yq1+qvP7gzcoj7K2c/CUoZvMvnle/rAoVFUORZroVfcy5n80mYCVgyc0m2ddvG6IajWfvxWrJ6Z02y81bNWZV+FfsBYJftDNo4iDir0jMqtfqRPKlDsQ4EuAcAsOb8Gj5Z/olz2zdVvsHLxSu1hiYIgvBOq1BB+XfPnsTbJEmi5r/ZJI9LbqWkBH1Jzh9P0XMLadzUqfDrrzBrFhw5oqRDPfklJKtXDpLMnj2byZMn065dO9RPdPorUqQI586dS9LBCYIgCILwDpBltLv34/lRL/xzl8LtrxlI/84AOwL8CP9nOmGT/0D2TluTRWYzdG3lTUS4imKlrAz7nzLh3KCZmTqNTNhsEvfuqPH0cpAluzJ5PmeKkg1y4ayaDk29WbPMhQ9r+9C3qycAhYpaGfa/GNbsDiNvsI1HD9T07+ZF6EMVQQWtDBoRTclySkmfg3ve3ZJb847Pcy63K9oOgGnjXSmQMYAm1Xz581d3oqNUlC5v4fNBT6mT8JqaF2zuXH5ccut/u/7HyJ0jccgOwo3hTDo4iUqTKtF0TlMmHpjI5IOTaTCrAeHGcABq5KrB8c+O07F4/B3g5dptx+GQ+KKnJ2NHuj0zQyQ2RqLTh95ERSq/gt+6ruav/7nTsJIvD+6psNthUH8PgtIHkNsnHfUr+NCzvRd1yvqSP10AX33iyZ1bajJmsjNyfBR7TofS8iMTajW4uEC2HA7c4hOSaNfFSJfecciyxP9+MlC1qB9bN7wdpX2uhF2hyuQqdFjUgVhL6vXnuXBGg8Mh4evvIF0GUVrraWRZZvOlzc7H2bwTl0vM4ZuD1kVa4+nimeTn/7LSl7Qs3DLR+rQQJDHoDQysNtD5+E70HQCC0wU7P/sEQRCEpPdkkORpv5fVCoz/ubHp7sIUGpXCmCe+X5brldMpem4hjXv4EC5fhk6dlKySokWhWLH4f4Vk9cpBktu3b5M7d+5E6x0OB1brqzUwFQRBEATh3SVFReP61wx8i1XDt1pTXBcsQ/r3dwWHuxsx3/Tl0ek9mJvUS+WRPt3Kf1wIOarF18/BlAUR6P9tIyJJMHpqFF/9EMOspRGcvP2Q3yZEAfDP3y7cvqmiQzNvoqNU+AU4sNslZz+T6nWVjIiiJW1sOhjKp1/HolLJuLjITJgTiYsLlKmgBJAO7ns7JrNfldFqdAYoXLWuNCvQjKXzXRjYz5PICBU+vg6atTYydkYkC9eHo03CWFGVHFWcWSAbL26kz8o+jNw50rn9yd4A+2/s58fNPzJ402CMViMARTMWZULTCejUOhoFNXLum7vWTj4boEzkDx/oQZeWXty6oSI2Fk4d17DiHz3/G+5O6/renD+tIX1GOwfOP2Lqwghy57Nx/66aHu286N7Gi6nj3JBlCYtF4uhBHcsXunDiiJbYGBX+6ewMGxXFvnOP6NDd+FLvzU9/RDN5fgQZAu1cu6yhbUMfhg80JMXbmaxG7hjJ+Yfn2XhxY4L/o5QWX2rLKnpnPsPqc6vZdW0XAJm9MlM0sGiKnl+tUvNnoz9Z12kd1XJWU9ZJamrnrZ2i43iWloVbUiww4cTGsNrDUKvUz3iGIAiC8KaKFVNuIHn4EC5cSLw9p0cwuTwKAhASvo97xhuJd0om5sy5nMu6O1dT7LzCW6BzZ+Xi3bcPrlyBq1cT/iskq1eu4xAcHMyuXbvIli3hHUKLFy+mmIhqCYIgCMJ7TwqPwG3sFNz+nIIqMirBNoefL8bObYnt3xM5QGlamBYaFjocSp+BJz3uIfJxrzgyZ014B7mPr8wXg+Lvbq9cw0K2nDauX9FQt5wvD++ryZLdzrq9oaxZ6sL3n3tgsUjUaRhfNkqvh4HDY2jX2YgkQbacSjZKqfLxmSSyzDs3Mbvm3BqizMp10SioEacP+dLv30ybHn1jGfxrDE8kKyfp5aFVa2ka3JTph6djsplYfDK+vMKPNX+kZaGW/HPyH/4+9jcXQxOW3GpZuCW/1v3V2dekWGAx1JIau2zn8O1DbPspBv8AB0MGGFi73IWNq/XYbIn/8zQamSnzI8mW0062nHbyBduoW86XfTuVAI1OJ/Pn9EiKlLBx7JCW27dU5MxtJ09+Gzly2185aCRJ0LiFmep1LIz80Z3Jf7ozabQbnw2IxcMz9b/3nibWEuvs2wBK/5rWhVsTlC4oxcdy9j/9SISEYi2xCXr1DKs1LNUakRcLLMb8NvO5FHoJrUqbqOxXalFJKobXHk6DmQ2QkWmYvyEVslVI7WEJgiC80/R65Ub8XbuUbJJ8+RLvUyuwFZfPK32sNt/5h/a5vkiRsZkz5Ywf520x8S084fp1WLkSnpKcICS/Vw6SDB48mI4dO3L79m0cDgdLly7l/PnzzJ49m9WrVyfHGAVBEARBeBvExeH+61jcxk5BFZ2wRJKlXCmMPTpiat5Qua0rDdm6QUeHpt4M+jmGnv2VWvZGI2zdoARJ6jZ6cT8MlQo+6mbkp289eHhfjbvBweylEfgHyHTsYaRsJQvXr6opXibxRGv2XPYEj4uWtKLVyty/q+bGNRXZcrxbJX7mHp/rXK7m9xGdmnljsUg0aGbih5ExiYJVSa1HmR5suriJm5HxTREHVhtIzzI9ndu7l+5OyL0Qzj88z+2o2xTKUIgauWogPRGxcte5UyB9AULuhXDuwTmiTFF07wuVapj5rq+nM+jh6+8gVx4bOfPYyZXXRo26FgoUib8O8uS3M3pqFN1ae+Pl7WDGkgjKV1YCZTlyJ7w23oTBQ2bI7zFs3aDn0nkNm9fqadY6bTYpebJ002PfbviWZe2XJfg/SAmPM0mCRJDkqUbvGe0sIVU9V3Vn35/UlNsv7U0sFM9UnHmt5xFyL4Supbqm9nAEQRDeCxUqxAdJOndOvL1WxpZMPP89AJvuLkqxIInNNx12FzfUpjj0t0SQRHhC9epw4oQIkqSSVw6SNGnShFWrVjF06FDc3d0ZPHgwxYsXZ9WqVdSqVSs5xigIgiAIQhqnunEL7+ad0B4/6VwnazSY2rUg7rPu2AoHp+Lonu/3oe7YbBK//mCgWWsT6TM62LVVhzFOIlMWO4WKvdzkaOuORkYNNWAywYTZUQkmVfMF28kX/HIT3m5uULi4lSMHdBzcoyNbjrQ5kf08i+e6MHe6K+NnRRKYOT7Ic/bBWfbd2AdADu/c/NqlDuFhSs+XsTMjkz1AAkq/hIO9D3I94joh90IIcA+gXNZyCfaRJIkiGYtQJGORZxxFUTJzSULuhSAjc/TOUarmrEpQQTtLN4dz/YoaLx8HPr4vztZo1NzM1iOh+KdL3r4XkgQNPzAxeoSB1UvTbpBkxZkVidbtv7GfZaeX8UHBD1JsHLIMZ0KU1B2RSZLYxUcXmbh/IqCUqhtee3iKB7HeJtVyVaNarmqpPQxBEIT3xuO+JCdPQmQkeP2n/WE2Q17yehbhQtQJTkccJNYWjbvGI/kHJklYMuXE9fIpdHevPT2lXXg/NWoE/fsrF22hQiRKIW/cOHXG9Z54re/CSpUqsWnTJh48eEBcXBy7d++mdu20UfNVEARBEIQUZLfjMm8JvuXqOgMkslZLXNePeHRmD1FTR6fpAMnRgxqOHlTu+DcaJX4f6g7A+hVKtkudRuaXLnflHyCzdEsYS7eEU+clsk+e53HJrUN7387m7WN+cWffTh2TxrglWD9s6zDnsnS0G9cuacmczc7sZREJGo4nN0mSyO6TncZBjRMFSF5F6cylncsHbx584vhKhtDLBEgeCy5sS5HG4A2aKdfmlnV6YmPS3oR2tDmaLZe2ABDgHsDslrOd237c/CPR5ugUG8uDeyrCQlWoVDJ5g0WQ5EmyLDNw40CsDuWzqnfZ3uTwzZHKoxIEQRCEeBkzQs6cSgxi//6n75PPM75twN24aykzMMAcqPzMVFktaB/eSbHzCmlcz55w6xYMHQoffghNm8Z/NWuWyoN7971yJsljhw8f5uzZs4DSp6REiRJJNihBEARBEFKByYRu227UV59oXKhWY8+cEXu2LEhWG1JMDFJ0DFJ0LKpHobhNnoXmTHw3RFuu7EQsmYm9QP5UeAGvbvp4ZWa+cDErIce0zJvhStdP49i4Rgmc1GvyasGOYqWSZiK1TAUrE/+AA3vfvubtYaESF88pv2IunuvKwOEx6HSw48oOtl7eCoDBkZkr8z7F1U1m9tIIAtK/nSXFSmYu6Vw+fPtwKo7k5RUsanP2z9myXkfjFm8W0Etq6y+sx2xXxtQoqBG189SmXt56rLuwjgexD/h95+8MqTUkRcZyOkS5jnPls+Pq+mbHijBG8Nf+vyiUsRAN8zdMgtGlrtXnVrPz6k5Aadb+aYVPU3lEgiAIgpBYhQpKv+s9e6BOncTbM7pldy7fjrtKbs9CKTIuc+aEfUms6TOnyHmFNM7xdv5N9K545SDJrVu3aNOmDXv27MHb2xuAiIgIypcvz4IFC8icWXxjC4IgCMJbw2JBv3Yz+iWr0a/ZmKiXyKsw161O5MxxyH6+STjA5PPgnooV/ygZI7/9FcX/hruzYZULXVp68+iBGi9vB2UrWVJlbCXLKec9f1rDg3uqFMkwSCpHDsRnv4Q+VLF5rZ46jeMYsiV+Yjtm+QiwuTJ2bgTBhd/eO/QzeWYio0dG7kbf5cjtIzyMeUiAISC1h/VcSsktM+N/17BmmUuaC5IsP73cudw0uCkAQ2oNYduVbZhsJqYemkrrIinTxP1MEjZtH7VrFFMOTUElqdjefTt5/fO+8TFT07TD05zLw2oNw02bgqlggiAIgvCSKlSAOXNg796nV7UKdIvPgrxrvJZi43qyebvuzlUoXjnFzi0IwtO9crmtrl27YrVaOXv2LGFhYYSFhXH27FkcDgddu4omdIIgCILwNlBdv4lh0M/45yiO94edcV2w9LUDJJZypQjbuJiIVfOeGSCJiZaIi3uTESe92VNcsVolSpWzUKSEje9+ikGlkrl0XpkYrVnPnKgMbEoJSCdTqKhSxqZDM29iotNeWaRnObxPedM0GqXU1PyZriwMWciZB2cAkO6WhJNt+XxQDA0/SFsT9K9KkiTKZCkDQKwllqpTqrLx4sZUHtWLNWim9CLZtEaH0Zh4u8MBJ49puHxBnaLjCjeGs+PqDgAyGgKdmTpZvbPSt0JfAOyynW83fIssv3wps9d1NuRxkMT6RseRZZn1F9YD4JAd/HPynzceW2oKjQt1lpfL5ZsrTTRrFwRBEISnKVoUDAaIiIAdOxJvD3TN7ly+HXc1pYaFJTA+OKO/LZq3C0/YsgUaNoRcuZSvhg1h8+bUHtV74ZUzSXbs2MHevXvJly+fc12+fPkYO3YslSpVStLBCYIgCIKQhOx2dBu34TZpFrq1m5H+M8no8PbC3KgOlsrlQPPvrwgWK+rrN1HfvI3s4oLs4Y7sYUA2GJA9DNjy5cZaoTTPa9wRES5RpYgfnl4yW4+Gplrg4UkWC8yapNTP6dJHid7kC7bTuqOJeTOU9XVfsdRWUhs3K5Jm1X05fljLR029GfJbNFvW68mT35aqwYXwMInL5zWUKGt96n/7wX9LhHXvG8eEUe5s3mzheOVfndvl9aOoVtvKl9/HptSQk9WXlb9kz/U9PIx9SGhcKB0WdaBX2V4Mrj7Y2cT6cuhllp9ZzoYLG/B182Vi04l4u3qn2piLlbKRKYud2zfV9GrvhaeXjNksYTGDyShx8riGRw/U6HQyq3aGUaREymT7rD23Fpvj33Odbon0xP1cvcr2YmHIQq6FX2P/jf0sPb2U5gWbJ+t4HmeSBL1hJsnlsMvcjLzpfLzk5BK+rfotKuntbNK65dIWHLKS3VYnbx3RrF0QBEFIszQapbXDjBkwfjxUqhT/Zw78J5MkJXuSPJFJor8lgiTCvyZMgL59oUUL5V9QGurUrw9//AG9e6fu+N5xrxwkyZIlC1Zr4rup7HY7gYGBSTIoQRAEQRCSjurmbVzmL8VtymzU124m2CZrNJib1sPYsTWW6pVAl/Q9MP6Z48L9u2ru34Xtm3TUqp86JayetGqxCw/vq8kQaHc2sgb4cnAMKxfr0WigWu3UHWe+YDvz14TTvJYP+3bqqF3GDwCVSmbfuUdky5E8Jbh2b9eye6uOzp8YE5T5OnVcw/CBBnZt1WGzSXz3UzSfDUiYHmS1wvFDShSsdUcjh/dpOaj7nYfG+8oOZ5uS0VaBsTNCE5U7eFvl9svN1m5b+WLNF84skr/2/0WEMYLcfrlZcWYFIfdCEjxn7L6xfF/9+9QYLqDENBu1MDHxD3fWr3R5xj4yFotEj3ZebDoYhofnszM3zGZYMteFLNkdlKtsSTD58CqWnFzuXL67oR3bN+mc34cuGheG1x5Ou4XtABiyeQi189TGQ+/xeid7AaMRZ2+dNy23te3ytgSP70TfYe/1vVTMXvGNjptaNlzc4Fyuk/cpBd4FQRAEIQ3p2BGWLoVr12D1aqUH9mMBLoFoJC022codY8plkpgzPZFJcvNiip1XSON+/lkJhvTpE7/us8+UunE//yyCJMnslf88/e233/j00085fDi+OeXhw4fp27cvv//+e5IOThAEQRCE1yOFhuE6ZQ4+1ZsSkLMEHgOHJwiQ2DMHEjNkAI+uHCFy/hQsdWskS4BElmH2lPha9YvnvmH34yQybbwyjo49jAkyWwIzO9hyJJQNB0IxeCR/OZ8XKVLCxt8rI3Bzd6DVyvins+NwSEwb9/T6/1Yr/G+4O+WC/Fg6/+mT388THibRuYU3o0cYqFzYj4WzXZBluHdHRZuG3mzbqMdmU+4a/+NnA/fuJPxV8vQJDUajhLePg9z57LT49DRU/DeLxK5BtfUX/vo7Ev+A1H9vk1KAewCzPpzF8NrDndkB80/MZ9jWYYkCJABzj80l1pK6mTT9v4tl4PBovv4xhkEjovnpf1H8NiGKMdMiWbI5jJCbj8iU1c61yxoG9PbgWdWt7Hbo3dGLz3t48WEdHwpnDuDz7p5sWa/D8ow444JZLtQu7UvtMr40rOTDBzV9GPBNLPtu7FF2CMsJd0owZoR7gufVyF2DennrATibuD/LqeMa/vjZnQ7NvCkX5Of8nn9Zyxa4YLNJZMpqJ1OWNwtIbr28NdG6RScXvdExU4vJZnIGfXzdfCmZqWQqj0gQBEEQns9ggC5dlOVJk8Bkit+mltRkcM0KwJ0UzCSRXdyc2SRuF0PA9vb26BOSUEQE1H1KGdPatSEyMsWH8755qfu8fHx8EqRRx8bGUqZMGTT/3iZms9nQaDR07tyZpk+GZAVBEARBSFHSo1A8+36HftlapKdkfpprV8PYoyPm+jV57du9X8H+3VountOg0cjYbBLrV+iJipTw9Eq9SfKjBzQcPahDp5Np3zVxo5TkytB4XWUrWjl8+REajdIUvU0DH+ZOd+XLwbEJ3seQoxr6d/PkdIgS9fm0kydePg5q1H35jJhxv7kTFalCpZKJCFfRt4sXyxa4EBMt8fC+mqCCVqYsiKR/N08O7dPx8yADf06Pcj7/cT+SEmWt2GUrq839QPNvps6+zxnwWSBlK6ax5jRJRJIkupTqgp+7H31W9IkvGwUUzViUpgWacujmIdacX0OEKYIlp5bQoXiHVBuvl7fMp18///9i4pxImlb3YekCV2TA10/Gy8fBxz2ULCNZhkH9PVi9xAWtVsbDUyYsVMW8Ga7Mm+GKp5eD2g3N9OofR4Eiyvvx6KHEd309iItNGGDbG7cOGijfe9UzN2O3Dvbv1rF/t5ayFeM/y/7bxL1zyc5k9c6a4Fg7t6pp9c0K5OhAuKT8oTmwnyeSBJ0/eUoTlv+QZZg0RgnQdOkd97xqgi9ktBrZf2M/AOkN6YmzxhFtjmbNuTX8UveXt67h+Z5re4izKtdNrdy1UKtStm+NIAiCILyOFi1gwQK4cwfmz4dOneK3Bbrl4FbcZWJskURZwvHU+aTImGKDS6K/fQWV2YjLtbOYchdKkfMKaVjjxrBsGXz1VcL1K1YovUmEZPVSsyOjR49O5mEIgiAIgvBGHA40J07j1aoLmqs3Emyy5cuNqc0HmFp/gD1X9hQd1pzJyt3brToYObRfx4UzGlYv0dO2s+kFz0w+08Yrk5JNW5kISPd2ZDT4+injrFrLQt5gGxfOaJg73ZVe/eMwmWDUMAMTRrlht0v4+jkoWNTKzi16urbyZunmMIqVev7daQ4H3L+rcmaozFgcyYVzan4fYmD7Jj0AHp4Opi2KJGceO0N+j6Z+BT8WzXGl8ydx5M5nZ9MaPXOmKc8vUdbIJys+Yee1ncoJojJT3e3rF07KvwuaBjfFz9WPmUdnUih9IZoWaEp2n+wAlM9anjXn1wAw5dAUPir2UZru51CqvJWvf4xhxPceLFsQn4mxYaWeVbvCmDzGnRl/uSFJMuNmRdKgmZl9O3WsXqpn7XI9D++rWTzXlU1r9Gw7FkpgZgfjfnMnLlZFoaJWvh4Sg80qERUJgy6NJ/rf4w9q24CZF43MnuLGn7+6U7ZihPPcWb2z8knZT/jf7v9hl+38ufdPfq8fn1ESHibR6a+RyE1+A1lFD7ct2G+WZuo4N77r64leD+26PD9QsnOLjvOnNbi5O2jX+cVBlec5cPMARptyjBq5aiBJEnOPK5lE68+v54OCH7zR8VPahgtPlNrKI0ptCYIgCG8HnQ569YLvv4eZM6FZM/D2VrY92bz9jvFqigVJ4oJK4rtJySx1P3tEBEkECA6G4cNh+3YoV05Zt38/7NkDX3wBf/4Zv+9nn6XKEN9lLxUk6dixI1u3bqVKlSqo1eJuIUEQBEFIC9RXruP+yxh0W3eiunM/QeaIw88XY4eWmFp/gK1Yoec2Vk8uoY8kVi9VSj516G4key47wwd6sOhv11QLkjy4p2LlYmVMXXq/fRP2kgQ9+8byeQ8vpo51o2hJK1/18uTSeeVXuiYtTfz0RxTePjIfNfFm+yY97Zv4sGhduPNO/v/q1MKLDav0GDxkTCaJMhUs1G5opk4jqNfYzJe9PDlxWMv4WUqABKB4aRst2hlZPNeVDs28iYpQYTJJ/45R5kRgHzacXQWAXq1n0kejqR1se2f6kLxIpRyVqJSjUqL1hTMWpkyWMhy4eYCLjy6y6OQiWhVulQojfHmffh1Hthx2LpzT4LDD39NcOR2ipWk1X0KOKplDw0ZF0+RDJWOoUnULlapb+HlMNIf2aRnUz4NTJ7T07+bJ6KlRzPxLCaR9+1MM1esoWU6bL20m+uZZAEplLkVw+mB69Itj9hQ3dm7WERMtJSh/16NMD6YcmkK0OZqFIQvpW6EvGVwyIMvQ8/MbxBb+n7Kj5MAYNINf+weh1shMGu3Ol708UGtkWnd89mfQpDHKGNt2MuHl/WaB1Cf7kVTLVQ1/d3/mHp8LKCXZ3qYgiSzLbL60GVC+r6vkrJLKIxIEQRCEl1enDsyZAxcuwPTp8Pnnyvonm7ffibtGfq/iKTKe2OD4kpVuZw4T2ujjFDmvkIZNmwY+PnDmjPL1mLe3su0xSRJBkmTw0n+qdu3alYCAANq2bcvChQuJiop68ZMEQRAEQUhy6svX8Pjka/wKVMB1xjzU128lCJBYixcm9PBmYkb+iK144WQPkOzdqaVQZn9K5fGnRzsvhn5jYNRP7gzs54nFIlG4uJUiJWx80MaESiWzf5eO+TNfvV9GUpg9xRWrVaJUOQtFSrydtX8/aGvCL8DB7ZtqmlX35dJ5Deky2JmxOIJJcyMJSCej1cLUhZEULm4l9KGKJtV82LU1cc+Z82fUrFvhgsMhERWpQpJkBg6PcV4yufPZWb41nHMPH1C7YcKyXd/9FIOrm8yDe2pMJomceWz0+zaGebuPsuG2MgmsU+uY3mI6dQtWfG8CJC/So3QP5/Lnqz9n3fl1qTiaF1OpoGkrM1//EMs3Q2OZODcSlUp2Bkg+/TqWrp8mzrZQq5VScX/9HYmLi8yOzXpa1PbBZJIoXd7ibMgOMGH/BOfyJ2U/ASBXXjtZc9iw2SQO7NEmOLaXixddS3UFwOawMW7vOAAWztaxw+UzUNmd+646uwqrw8KPI2Po1CsOWZbo19WL9k28uXgu8c1fm9bq2LpejyTJdO3z5oHUXdd2AaCSVFTKXokyWco4y4PturYrUVP3tOzcw3Pcib4DQPls5XHXub/gGYIgCIKQdqhU8fPK//yjlN4CCHTL7tznTlzKNW+Pyx8fjHE7e/g5ewopZudOaNQIAgOVv6GXL3/2vj17Kvv8t/pSWBi0aweenkpwo0sXiIl5ufNfvfpyX1euvOYLFJ7npf9cvXLlCtu3byc4OJhRo0aRPn16atWqxdixY7lx48aLDyAIgiAIwuuz2dCvWId3gzb45y+L25TZSP82+HO4u2EtFIy5TjViBn9J2LblODIHpsiwtm/S0a6hDw/vq7l5Tc2KRS5MGOXOb0MMLF/4bxZJN2UCNVMWB32/VZpVf/2JJ/t3a5953ORgscCsSUrJoC5JMPmZWlxcoFOv+PG36mBkZ0go9ZqYE+xn8JD5Z0M45Y+0HDMAANxiSURBVCpbiIlW0aaBN4vmJAxOPW7uXq22mVU7wth8KIzSFRL3stHrE48jMLOD2csi+GZoDFsOh7LndCjfDI3ljnaHc59Py39Kjdw13uTlvnPq5atHu6LtALDLdrov7c6WS1tSeVQvr2JVKz+OjEGlkmnfJY7vfnr+H3158tsZNEIppHX5gpLxNGBofCDuyO0j7L2+F4Bcvrmokze+hFPFqsq1uHtb4gBf99LdMegMgJKRcfTWSQYumAVZ9iXYL9wYzvbL25EkGD46ms8GxKLRyGxeq6daMT8G9fcgPEwZzLXLavp09AKgUy8l++1NPIp9xJkHyl2AhTIUwtvVG5Wk4qvK8XWmB20chMX+8n2DUtPjLBJAfF8LgiAIb6UyZaB0abBaYeJEZV2CTBLjtRQbi8PghSlrXgDcLhwHW+LfwYUUFhsLRYrA+PHP32/ZMqUMVuBT/uZu1w5On4ZNm2D1aiXw0r37q49FlpUvIcW80j19hQsXZtCgQRw8eJDLly/TvHlz1q1bR758+ShatCiDBw/m8GER/RQEQRCEpCLFxOI2ajz+eUrj3aIT+o3xdx07PAzEDPqcR9eOEXZ0KxGr5xP7/ZfglryNgG02uHxBzd9TXenQ1BujUaJGPTML14Xz3U/R9OgXS4ducbRoa6RH31g+/Cj+LvOvBsfSsLkJq1Wicwtvrlx88zKeRiNcv6LG/oL5zFWLXXh4X02GQDsNmpmfv3Ma1+erWL4dFs2i9eGMmaaU13oaL2+ZBWvDadrKhM0m8VlnL77r64HZrPQhWTJfCRq1/thIqfLWZ5bkepZK1S30+zaWAkVszknvx3fOA1TLWe31XuA7TJIkRtYbSYuCLQCwOqx0XdKVa+HXUndgr6B73zjOPXjI7xOjXypRrfMnRirXeFyOy0yFKlZuRd5iwLoBNJvTzLlfzzI9UUnxf55UrKYED/Y8JUji4+pDl5JdAOU9bLqwAXGVPndu71EmPmNnyeklgHIH6Xc/xbD9eCi1G5qx2SSmjnOjXH5/Jo12o0tLLyIjVJQoY+HH36J5U/tuxAdsKmSr4FxuUbAFpTOXBuBy2GUmH5z8xudKCVsuxwfzauQSQRJBEATh7SNJ8OmnyvK6dUrprQQ9SVIwkwTis0lUFjMuNy6m6LmFp6hXD376SWla8yy3bysX0dy5oP3PTX9nz8L69TB1qhKRq1gRxo6FBQviU5deZNo0KFhQuTPOxUVZnjr19V+T8NJeu/BBYGAgPXv2ZO3/2bvvsCiuLoDDv13K0ruIigqiIvZeYu+9995b1GiM9dNEjTG22GLvLRqjxt4bduy9K2IHC72zZb4/RhcJqKDAgt73efZhdubOnbPLAMucuffs2cObN2/4+eefefToEfXq1eP3339PVh+TJ0+mTJkyWFtb4+zsTLNmzbh7926CNjExMQwYMABHR0esrKxo2bIlL1++TNDmyZMnNGzYEAsLC5ydnRk+fDgaTcJ/8o8ePUrJkiVRqVTkzZuXVatWfe5LFwRBEIQ0pwgLx2LqnzjlLYP1qIkYPYv/UKVxz0X472N4c/8ckeNGINnZpmks0dEwd5oFPdvaUqWYI+42zlQs5MSw/vJ0Wg1bxLBycwhVa8Xxw8goJkyPYNqCcOatDmPCHxEJRiEolfDnilCKlVITFKikajFHvu9iy8Wzpp91o4xaDc1rOFDO0wkPO2dql3FgYDcb5v1hwaG9pjx7oiQqCl6/UrB0rpw86to3OtHn2czGzAwGj4qiSs1P34GuUsGCNaEMGS3f8b9igQXNqjuw5W8znj02wspaR51GqZM0kiSJk49PAmBlakXx7MVTpd+vjZHSiNmNZ9OwQEMAojXRjNk/BikT3S1mY5v8WJVKWLQulFG/RvDnijBmnphJhQUVWH1ptX4URT6nfLQu2jrBfhWryduuXzHmzevE2Zg+5fokOeVTqyKtGFt9LA7mDgAcuHeAiNj4ES95PbWs2RrCpv3BeBVWExKsZNxwa25eM8HJWcvSDaGYJs7LpNjJRyf1y5XcKumXFQoFk+pOQoH8mmadnIV/mP+XHzANhcaEcv7peQDyOOTB3cH9E3sIgiAIQsbk5QV16sg36c+bB44qF1RKeXR1eo4kAYjN7qZfNnn1LF2P/a0IDw8nLCxM/4iN/YL/e3Q66NwZhg+HQoUSb/fxkafYKh1fb4ZateQPw2fPfrr/X36BwYPlKb82bZIfjRvDjz/K2wQAbr++zTjvcdRYXQOPPz3INiMbRRcWpeu2rqy/vp5Yzed9j1NldmhLS0vKlSuHmZkZL1++pHfv3sna79ixYwwYMIAzZ85w8OBB1Go1derUITIyUt/mxx9/ZOfOnWzatIljx47x4sULWrSIL3Co1Wpp2LAhcXFxnD59mtWrV7Nq1Sp+ee/k8fPzo2HDhlSvXp0rV64wZMgQevXqxf79+1Pj5QuCIAhCqlA+e4H50rXYtuhKlpxFsR77O8rAIAAkhYLYRnUI3rmOwDtniBo+CMnRIV3iGjPYhkljrNm9xYx7t4xRqxWYW0gUKa5m8KgIFq9L2QVFCwtYvSWE8pXiUKsVbN1gTvNaWalb3pHvO9vQsrY9tcs4cGD3pztd8qcFVy7IGY+YGAXXr5iweZ05v422plMTe0p7ZCGPbVaK5HDmygUTTE0lOvXKvFNtfS6lEkb9Gsna7cHY2eu4fN6Egd3k5FqjFrGYmye/r4vPL/LzgZ+THPlw5/Ud3kS+AaBCrgoYK41TI/yvkrHSmDmN5uBi5QLId+nvu7fPwFGlHQdHiSGjI/FVH2fa8WmodfKUEpamlvzw3Q/s6LIDM+OE08FlzaajYBE1kqSgUxN7At8kTJQ4WjiyqtUq6rm3gJtt4Ho72nt+z5S6UzAxMqFJwSaAnITac3dPopgq14jj0IUg/lgYhpOzFpVKYtG6ULK76lLlNZ96fAqQv9flcpZLsK2ISxG6lOwCQGRcJBOPTEyVY6aV437H0UrycD0xikQQBEHI7L7/HoyN4fRpuHBBgYt5bkAeSZKeN62os+TQL5u+ep5ux/2WFCxYEFtbW/1j8uTJn9/Z1KnyifOhoukBAeDsnHCdsTE4OMjbPmXhQli6FCZPhiZN5MfkybBkCSxY8On9v3KX/C9Ra00tSiwuwcmnJymXoxxDyg1hYvWJdCraCUmSGHNkDNlnZmfqyakpTpak2n+ugYGBLF++nCVLlpAlS5Zk7bNvX8J/BFetWoWzszMXL16kSpUqhIaGsnz5ctavX0+NGjUAWLlyJV5eXpw5c4by5ctz4MABbt26xaFDh8iaNSvFixdn4sSJjBw5kvHjx2NqasqiRYtwd3dnxowZAHh5eXHy5ElmzZpF3bp1E8UlCIIgCOnByPcRJucvY3zhCqbeJzG5djNRG0mpJKZdCyJH/YDWK3+6x3jvthEbVssXLkdOiKBYKTX5CmjIkVP3RYW4XbLr2OYdzNWLxqxcaM7WDeZcv2zC9cvxQzwGdLHl0IVAcrsnfcHysZ+SPybINQlmLg7lu6pq7tw0jn/cMOLBXWM0GvnCqqWVjv5Do8jinHnu1k9ttRvEceBcIL3b2XH1ovxet+wQk+z9o9RRdPqnE8HRwRzzO8bRPkcTTI/0oTvnhaRZqayYUHsCfbfKU0ONPTCWKu5VvtqC2JIkMcl7kv55z9I9+anyTzhYfDjhO2tpGO0b2nPlgglNqzmwYU8wrrnifydUdq/Mhb/rsm+TNeUrxzGrVbB+W8vCLVl1cRUAW25uoU3RNon6NzKCTr2iadUpmohwBU5ZUuf3g3+YPw8CHwBQInuJJL+nI6uOZMftHQRHB7Pl5hY6l+xMhVwVUuX4qe39ujmiHokgCIKQ2bm6QsuW8M8/8mxI2Qe48zjyLjHaKELi3mCvSt51zS+ldo5PkpiIJEmauHXrFjlyxL/PqqSKLSbHxYswZw5cukSy5pv9HGp1wlEo75QqJc95/Y1rubElw78bzuY2m7Ezs/tgO5+nPsw5O4cZPjP4X+X/Jbv/DHV7X2hoKAAODvI/ShcvXkStVlOrVi19mwIFCpArVy58fHwoX748Pj4+FClShKxZs+rb1K1bl/79+3Pz5k1KlCiBj49Pgj7etRkyZEiSccTGxiYYfhURIQ/PlyQpU02DkFreve6M9PolSUIiY8X0rUrLc0N8n78OGe33R0agfPwU2wEjUB04+sE2WmcnYpvUI3JIP7T5PeSVBngPp/xihU6noF6TGP10Te+kRjhFS6qZuSSOkeOD2LPdmtgYBVmz6Vi1yILzPqYM6GLL1iNBGBtDZISCHZvNOLJPRcALJQ8fGBMdreC7qrG06xaNQgG582io2zi+f7UaYmMUWFhK+qTOt34q5sytZfvRQGZMtCIqUn7/kvue7Lq9i+Bo+SL0vTf3OPrwaIK6I/9NkqTGz/3X/jukcYHGrHNbx/FHx3ke9pwpR6fwa+1fDR3WF4vTxrHiwgoWn11MHoc8zG0yl6v+V7n84jIAXlm8mFBrAkZKo49+b4uWVLPNO5B2DR14cNeYxlUc+Ht3EJ4F5VENOh1sWCUPhWrfLSpBX6WylyKXXS6ehDzhuN9xXoa/xNnKOcnjqFSgUkmp9vvh3bRzINcjSeo12pvbM6rqKEbuGwnAmP1j2N9jf4YbgaWTdBzxPQKAuYk55XKWy3Q/j1/77xHhy4jzQ/gUcY6kH+ltser0eL979ICdO+HWLQXlAt30659HPcTO1ClFfX3uORKXJb7wt8nrZ6n+mt/V/v4Wa4C/ey+tra2xsbH58g5PnIBXryBXrvh1Wi389BPMng2PHoGLi9zmfRoNBAXJ2z6lc2d5NMnMmQnXL1kiF4T/xt0beA8To0/Pm10hZwUq5KyAWqtOUf8Z5hO4TqdjyJAhVKxYkcKFCwMQEBCAqakpdnZ2CdpmzZqVgLfDlAICAhIkSN5tf7ftY23CwsKIjo7G/D9zTEyePJkJEyYkijE2NpaYmOTfbfm10OgkNHFxqBVKdF9y23AqUsep0aFFI2lQps6MCMJnkiQJjU7OaCtSOZuu0WnQoUMTp0GtTNkvNyHjkCQJdZz8/UvtcyTT0emwWv4Xtr9MRhkRmWhzXMmiRNetQUzdmsSVKIL+qn6sYc7/g3vM2LPNDKVS4qexwahj0+buFUmSsLZW06mHTn+OlCgdRb3vXLhwxpSRA6yQJNix2YLIiIR/hxwctUyaGYQm7sOxqUxBq4ZP1HX/piiB4T/LyY6UvDfrL69P8Hzp2aVUyiGPGAmMCuT049MAOJg74GHjgToVzt1v4XfIxBoTqbOmDrGaWJadX0ajfI0oka2EocP6bMcfHWfckXH4BvsCEBARQINVDRJMpzW84nB0ah06Pv1Bzs1dzdaDL+nYNAsP7prQtLoDqza9oWTZOPbvNOexnzGWVjrqNgxH/Z9R9U09mzL37Fx0ko5/r/1Lr1K9Uu11anQatt/ZjonShCq5q2BnbqffdsL3hH65fPbyH/xZaOPVhrWX1nLj1Q1uvbrFynMr6VaiW6rFmBquv7zOq0j5H/6KOStipDVK8T+dhvYt/B4RPp84P4RPEedI+tHEaVGgRJJi0enS9tO7nR106GDMsmUmvLiVGwrI659F3sPLpmiK+pIk0OliAUWKBhnEODrql01ePUWnS91rjrq3H7NiY/miWQAyoy+qPZKUzp3l+iLvq1tXXt+9u/y8QgUICZFHnZQqJa87ckT+RpRLOPWq3tCh8csKhVyk/cABKF9eXnf2LDx5Al26pOrLyYySkyD5kvYZJkkyYMAAbty4wcmTJz/dOI2NHj2aoe+dpHfv3qVs2bKoVCrMzMw+sufXSa3VYWwai4mpCmOjjPFbVadWoMQIY4UxJspMXn03k3uXnTdRmqT6B0atUosSJcamxpioxPc5s9KfI6rUP0cyE6MHftj2HYrpiTP6dVrX7ET16Ii6dDHUpYohZYm/Y8mQZ/y920b8Ntqag3vkv3mtO0VTuLgizaJK6hxxzwfTF4TRt6Md61da6dvmyauhdedo8hXQkDWbjvxeGmxs0y42IZ5fkB9nnp1JsM7bz5tH4Y8wMTKhw4YOhMeFA1DVvSoqs88cyv4f38LvkPwu+RlWeRiTvCchITHy4Ej299iPqVEqVA9PR2ExYQzeNTjJ2iovI17ql8u4lqGeV70UfT9z5YHtR4Po0syei2dNad/YGTt7HQEvjABo2joSG3vjRH22KtaKuWfnArD97nb6f9f/c15aIpIkMWTHELbc3AKAUqGkVI5S1Mpbi1p5a+HzzAcAlZGKcu7lMDFO+neUCSb8Xu93mqyR66fMOD2D5kWa42SZsjtY09KxJ8f0y7Xy18qUn8m+hd8jwucT54fwKeIcST/GGiUSShQKFcp0uNZTqZJ8TTrQN48+SRIQ8xylMmXX/uRzREKpVKXoHNFmcUMyMkKh1aJ6+SLFx/2Ud4kRlQq+tcuZnzWtVkQEPHgQ/9zPD65ckWuK5MoF7yW1ADAxkUeIeHrKz728oF496N0bFi2SpzUYOBDatYPs2UnS5csJn79LrvjKNxvh5CQ/biaemvtbd/75ebwfefMq8hU6KeGNVzPrzvzAXh+W7CTJ+8XSkxISEpLig78zcOBAdu3axfHjx3F1ddWvd3FxIS4ujpCQkASjSV6+fInL22FKLi4unDt3LkF/L1++1G979/Xduvfb2NjYJBpFAvIP0vs/TFZW8sUZhULxTf5BfPe6M9LrVygUKMhYMX3L0ur8EN/nr0dG+x2SrrRaLOYuw+qXKSiio/Wro3p1JmLKz0i28UN/0+vdiYuD8z4mBL5WEvRGSVDg269vFLx+peT0MVO0WgVGRhJd+kQz9veINP/eJXWONG0Ty6Vzkfy13Jz6TWPp2DOa8pXUSdyd9Q2eVwaw4doG/XJex7z6egvjDo3jWsA1AqMCAXCxcmFE1RGpes58C79D+pfvz45bO7j+8jp3Xt9h2vFpjK0+NlO95t+8f0uQICmdozQjqo7gj+N/cO5Z/Of1sTXGovyM2xkdnWDj/mB6tbXDe7+KgGgjzMwkKlSNY8BP4SgUykTvl2cWT4pkLcL1l9e56n+Vh0EP8XD0+PwX+da049P0CRKQp6Q6/+w855+dZ/LR+IKgpV1LY26S+P+N95XNWZY2Rduw8dpGQmNCmXJsCjMazvjiGFPLu6m2QK5HkpnOyfd9C79HhM8nzg/hU8Q5kj4UCgWk43udL59cnyzqubt+3YuoR5917M86R4yNic3hgdmTe5j53UKpUSOZpN5NMm/fTv3jW/JZ58+FC1A9fiph/SiPrl1h1ark9bFunZwYqVlTzlK1bAl//vnh9t7eKY9T4PcTvzP2yFg8nTzJapk1wfdb8ZnXB5KdJLG1tf3k9i4pHPojSRKDBg1i69atHD16FHd39wTbS5UqhYmJCYcPH6Zly5aAPKrjyZMnVKggFzWsUKECkyZN4tWrVzg7y3MMHzx4EBsbGwoWLKhvs2fPngR9Hzx4UN+HIAiCIKQFo9v3sOn9I6ZnL+rXad1yErZ4JnE1KhskpsA3ClrVtuf2jY/fmVW/aQxjJkWQ19Owk1RN+COCCX9EfLqhkKa0Oi0br20EwFhpzOrWq6m9vDZR6ii8H8Z/sM/vlJ/17dbjauv6oa6EDzBWGjOz0UzqraiHVtIy32c+917fY2ajmWSxTJ/ioV9CJ+nYfXc3AObG5kytP5VWRVqhVCgpm7MsI/eO5J9r/9ChWAfK5fzAdAPJYGkJq7eEsH2jGdlyaCldQY1KJaGO1SJPJJdYi8ItuP7yOgD/3viXEVVHfPbxdZKOOafmMOvkLED+J6xt0bZcfH6R+4H3E7Wv5FYpWf2OrT6WPXf2EBEXwd9X/+Z/1f+Ho4Xjp3dMY/5h/lx8Lv8N88ziSU7bnAaOSBAEQRBSj0oFbm7g6x9/PdI/+lG6xhBZqAxmT+6hVMdhfv8aUQWTKNwtpI9q1VJWvOXRo8TrHBxg/frE64VUNefsHFY0XUG34t1Src9kJ0lWrlyZagd9Z8CAAaxfv57t27djbW2tryFia2uLubk5tra29OzZk6FDh+Lg4ICNjQ2DBg2iQoUKlH87N1udOnUoWLAgnTt3Ztq0aQQEBDB27FgGDBigHw3Sr18/5s2bx4gRI+jRowdHjhxh48aN7N69O9VfkyAIgiCgVmMxcyFWv/6BIi4OAEmhIHpATyImjkayskzTw8/7w4InfkZ06B5N8dLxtTpCghW0qy8nSGztdHgV1uDgpMPBUYeDk/T2q44ChTQULZk29UeEzOncs3MERMif02p41MDD0YO2Rduy8mL858PyOcuzqvWqBHUZhJQp4lKE0dVH89uR3wA4+OAg1ZdWZ1zNcbQo1AIjpdFH9383HYgh7nK9EXCDoKggAKq4V6FN0Tb6bWbGZsxpPIfJ9SZjYWLxxccyNYXWneLn7P7U/7LNCjbj18O/IiGx5eYWhlcZ/lnvUWRcJP239efA/QP6dRNqT6BP2T4APA5+zMEHBzn84DCnH5/GydKJDsU6JKtvZytnOpfszMIzC9FJOo49PEaLwh8fyZ8e5p+Zj4T8BtfPX9/A0QiCIAhC6vP0BF9fR4x1lmiUkTyP8kvX40cWKovj3nUAWNw6L5Ik35p+/WDsWHBNxk1m//wjF4IXRdxRKpRUzFkxdftM1d5SaOHChYSGhlKtWjWyZcumf/zzzz/6NrNmzaJRo0a0bNmSKlWq4OLiwpYt8UPbjYyM2LVrF0ZGRlSoUIFOnTrRpUsXfv31V30bd3d3du/ezcGDBylWrBgzZsxg2bJl1K1bN11fryAIgvD1Mz5/GYeKDbEe+7s+QaLJ70HwkW2Ez/ot1RMkN64YM3eaBa9fyRf8Nv1lxm+jrVmzxIJ6FRyp/50Dm/4y481rBe0b2nP9iglOzlp2nQhim3cwKzaF8seicP73WwT9foyiTecYkSD5xr0Mf4nPEx+07xXL3H0n/saSJl5y7YQ+ZftgbixPI9SoQCM2dNggEiSpYGCFgaxps0Y/iuBN5BsG7RhEzWU12Xl7J5FxkUnud/LRSaosrkLj1Y15FvosPUMG4OjDo/rlanmqJdkmNRIknyObTTYqusn/RD0KfsTlF5c/sUfSph+frk+QKFAwutpoepfprd+e2z43vcr04u/2f/NwxEMuDrpIVuusye6/Vt74YqCHfQ9/Voyp6WX4S/66/BcA5ibm9CzT08ARCYIgCELqk8tJKFBFyaNJAqIfJ6pvkJaiCpXVL1vePPeRlsJXKUsWKFQIGjSAhQvh/Hl4/hwCA+X6KDt2wIgRck2UWbOgSBFDR5wh/Fj+R+afn5+qfaa4cHtMTAxz587F29ubV69eodMl/MVx6dKlZPclJWMIk5mZGfPnz2f+/A+/8Ny5cyeaTuu/qlWrxuX/FsMRBEEQhFSgCAlFtW0P5svXYXrmgn69pFQSNbQ/Eb8MgyRqYH0prRa6t7bj6SMj5v9hyYDhkcz+XU7ClCwbx40rJlw+b8Kg7rYolRI6nQIHRx2b9geTr4Bhp9ESMqZzT8/R9u+2RKujqepelUXNF2FrZqtPkpgoTaiTrw4A7g7u7OuxD/9wf6q4V0GpMOi9N1+VOvnqcLT3UYbtGcb++/sBuPP6Dr239MbUyJRyOctRLU81quWpRkHngvx99W9G7B2BRicnONv/3Z5tXbal63RN70+7Vt2j+kdaGkaLQi04+egkIE+5VTJHyRTtL0kSO2/vBOSfgzVt1nz0dX5q1E9SyrqWxcrUioi4CLwfeqOTdAb9uZp/Zj4xGnnETteSXTPFtG+CIAiCkFLvam5rAt3A6gZxulgCYwPIYvaBQtupLCp/cSQjYxRaDZY3z6fLMYUMZOJEuYbJsmWwYAHcupVwu7U11KoFS5bIReEFAIZ9N4yG6xvi8acHBbMUxESZcDrxLW23fGDPD0txkqRnz54cOHCAVq1aUbZsWVG0ShAEQfgmKSIiUe3cj9nGbZgeOKofNfKOppAnoUtnoylTIs1iOLRHxdNH8oW4kGAlk/5nDUD5ynH8ezCYoEAF61eYs3qxBS+eGWFrp+OfvcF4FRYJEiGx6wHX6fhPR6LV0QAc8ztGvRX1GPTdIPzD/QF5GiUbMxv9Pp5ZPPHM4mmQeL92WayysLrNak4+Oskk70n60Q9x2jhOPDrBiUcnmHhkIg4WDvpprt65H3ifTv90YnPHzViapu30fgARsRGcfyb/U+9m74abvVuaHzOlGhVoxOh9o4nVxrLt1jYq5q5ItCaaGHWM/FUTg4O5A22KtsFYmfhfpPuB93ke9hyACrkrpEkiyMTIhCruVdhzdw9BUUFceXElxcmc1PIy/CVrLq0B5BozA8oPMEgcgiAIgpDW3iVJYgPcIbe8/DzKL92SJJLKjKh8RbG8cwkzv1uY37lMdIG0+x9SyICyZoUxY+RHcDA8eQLR0eDkBB4eIK69J/LD3h/w9vOmunt1HM0dUyU/keIkya5du9izZw8VK6buvF+CIAiCkOFFR6PaexizjdtQ7TmMIjo6URN1YS+i+3Ujuls7uRJgGlqxQB6d0u/HSFyy6Zg2wRJLK4n5q0MxMoIszhKDR0UxYFgUp4+ZkjuPhtzu6Td0XMg8QmNC6bChA+Gx4YA8lZCExOOQxwzbM0zfrpFXI0OF+M2q5FaJPd32cMT3CPvu7cP7oXeC6bTeT5B0KNaBw76HeRnxkssvLtNvaz/WtFmT5jc1nXp8Sj+K5UNTbRmajZkNtfLVYved3QRGBdLj3x5Jtrv96jYT60xMtP6I7xH9cg2PGmkWZ02Pmuy5K4+QP+x72GBJkgVnFuhHkXQp1YUsVmIUiSAIgvB1sraGHDngefB7xdujHlHcIf2ue0YWq4jlnUsoJAmvrmV42WkYL3qPQzJL/dkIhAzO3l5+CB+1+upq/m3zLw3zN0y1PlM8fjtHjhxYW1unWgCCIAiCkKFJEianzmHTbSBZshfGrm0vzP7dlSBBos3uQuQPfQg8uYegS0eI7ts1zRMk9+8YceyQCqVSosf3UfT7MYprT99w+lYgOXImTIQYG0OVmnEiQSJ80NabW3kd+RqA0jlKc7zvcYq6FE3QxkhhRN18op6bISgUCmrmrcn0BtM5P+A8p/qd4rc6v1Erby3MTcwxNTLltzq/MbPRTDa034CtmS0gF37/3PobyRWridWPOAConifjTbX1Tsfiny5yuez8siTfM2/f96YTS8PX+P4IlfcTM+npVcQr/ffUzNhMjCIRBEEQvnqenkCwh/75/fBr6Xp8/55jiXb3AkCh1eKyeioF2xXB+uyhdI1DEDILB3MHPBw8Pt0wBVI8kmTGjBmMHDmSRYsWkTt37lQNRhAEQRAyjOhozFf/g/ni1ZjcuJ1os87JgZiWjYlp2wx1xXKgTN9541culAsg12kUSy43OflhZf3pWl+CkJTN1zfrl6fUm0I+p3xs77Kd4XuH67dVca+Cg4WDoUIU3lIoFHg4euDh6EGvMr2I08ah1qr102p5OXsxruY4hu4eCsDKiyvTbDRCYFQgPTb34OzTswBYmVpRMXfGHW1ew6MGK1qu4Oarm5gZm2FuYq7/eun5JZZfWI6ExIg9I9jbY69+2q3IuEh8nvgAkMMmB/md8qdZjNltslPQuSC3Xt3iyosrXPW/SrFsxdLseP+l1WkZvmc40Rr5RoCuJbvibOWcbscXBEEQBEPw9IQjZ8vrn18KPJaux9c4OHN73WVcVk/FZcUklOo4zJ75kn9Abd406sqzITPQ2qVfrTlByOjGVx3PuKPjWNl0JRYmFqnSZ4qTJKVLlyYmJoY8efJgYWGBiUnCwihBQUEf2FMQBEEQMgfTvYewHvw/jP2eJFivs7MltlkDYto2I65aRXmIhgGEhyn4Z40ZAD0HJJ7ySxBSwi/IjwvPLwDyBfZCWQsBYG5iztzGc6nsVpkzT84wuOJgQ4YpfICpkSmmRqYJ1jUr1IxfD/9KSEwIO27tYHyt8alexP3+G7nuyeOQx4Bct2Jek3lYqaxS9TiprUGBBjQo0CDR+iZeTTj95DS3X93m+svrLD+/nL7l+gJw+vFp4rRy3akaHjXSfPqyVkVa8evhX5GQGLJrCPt77E/0PU4rE49MZP/9/QDYqGwYUEGMIhEEQRC+fp6eQKQzJiFeqO1uczv0IlGaCCyM0+9zjWSqwr/3LwTXak2u3/tiffkEAE67VmN7cjfPfppNUL0Ooj6FIAB/nvsT3yBfsv6RFTc7t0SF2y/1vZTiPlN8dad9+/Y8f/6c33//naxZs4rC7YIgCMJXQxERiU2vwZj9uyvB+rhypYju25WYVo3B3PDzws7/w4LICCX5CmioVD3u0zsIwkdsur5Jv9yqcKsEn+0UCgVti7albdG2hghN+EwWJha0LdaWxWcXE6uN5e+rfzOwwsBU6//Cswt02NCBsNgwAJwtnVnTZg3FsxdPtWOkNxMjE/5o8AeNVjVCQmLqsak09mpMdpvs7Li9Q98uLeuRvNO7TG+23NjCjZc3uP3qNrNPzmZE1RFpftw1l9aw6OwiQJ5eb2mLpWIUiSAIgvBNKFBA/qp+UBVK30YrabgW7EP5LLXTPZYYdy/uLT6K0/bl5JgzHOOIUExC3uD+cycs7lzi2Y8z0j0mQchomnk2S/U+U5wkOX36ND4+PhQrln7DvgVBEAQhPVgNG5cgQRJX9TvCp41HU7LoR/ZKGxHhCiQJrG0STqG1YbUZsyfLdzQNGR0pbiQSvogkSfx7419ALtbeolALA0ckpJZuJbux+OxiQL743b9cf4yURqnS94i9I/QJksJZC7O6zWpy2ORIlb4NqVSOUnQt1ZVVF1cRpY5i2rFpNCvUTJ9ItDCxoJJbpTSPw8TIhNmNZlNvZT00Og1/nv6T+p71KeJSJM2OeezhMUbvG61/PqXeFKrmqZpmxxMEQRCEjMTJCRwdIfBRFSgt3zBwKfCYQZIkACiVvGnem5DKjcj5x2AcDsmfRbKum0m0R2ECm3Q3TFxC2tNo4OhR8PWFDh3A2hpevAAbG7DK2CO209O4auNSvc8UT6BeoEABoqPF1B6CIAjC18X4yg3MV6wDQGdlSeiqeQQf/DfdEyQxMfDnVAuK5XKipLsT+3fGF4D3PmDKsH42AAwaEUnLDjHpGpvw9bnif0U/XVIV9ypks8lm4IiE1OLu4K4vMP4k5Ak9Nveg2ZpmlJpbiu+3fY9aq/6sfh8HP+bWq1uAPD3b9i7bv4oEyTsjq47UF77/59o/DNgeP93U2BpjsVZZp0schV0K88N3PwCg0WkYsnOIfsqv1BatjmbgjoFoJS0A/cr1o3PJzmlyLEEQBEHIqDw9gcfxNwhcCkrfuiRJ0Thlw2/KRh6PWqBfl2tyPyyvnzFgVEKaefwYihSBpk1hwAB4/VpeP3UqDBtm2NgyqAsvLrD26lrWXl3LxRcXv6ivFCdJpkyZwk8//cTRo0cJDAwkLCwswUMQBEEQMh1JwnrYLygkedRG5M8/EdOxVbrO9ypJsGOzispFnPh9rDWREUrCw5R0bWHHtAmWXL1oTK+2tmg0Clq2j2b0xIh0iy29nXx0kj5b+nDg3gFDh/LVu/Q8fq7WevnrGTASIS10K9VNv7z//n7OPD3D87DnbLm5hVUXV3103yh1FBGxiX/PHHxwUL/cvGBzfcH4r4W9uT2DvhsEgIREYFQgANXyVKN7qfS9a3NIpSF4OXsBcPPVTeaenpsmx/n3xr+8jpT/Ca+epzo/1/g5TY4jCIIgCBmZpycQnh3L2LwA3Aw5R4w2Y9wk/qZVf161lm/cUKrj8BjWHOM3/gaOSkh1gwdD6dIQHJxwmu/mzeHwYcPFlQE9C3tG5ZWVKbu0LIP3DWbwvsGUWVqGSisq8Szs2Wf1meIkSb169fDx8aFmzZo4Oztjb2+Pvb09dnZ22Nvbf1YQgiAIgmBIqh37MD12GgCNhxtRA3qm6/Hv3zGiWXV7+rS34+kjI7Ll0DJ3ZSg9B0QBMPM3KxpUdCAyQkml6rHMWhaGMsV/wTM+SZKY7zOfNuvbsOP2Dnpv6c3DoIeGDuurdi3gmn65WDYxlerXplbeWhR0LpjktunHp/Mm8k2i9ZIk8dflvyg+pzgFZhag39Z+nHt6DultEvnQg0P6trXzGWgKijTWs3RPsltn1z+3M7NjVsNZ6V6L0dTIlDmN5mCkkKdJm3VyFrde3krUTifpPvsYOkmnn5YN5JE0qTUtmyAIgiBkJp6e8leT5/JoErUujhvBGWfExtOfZhFeUo7NJDCA3L/3k++0E74eJ07A2LFgappwvZsbPH9ukJAyql47eqHWqrk94DZBI4MIGhnE7QG30Uk6eu3o9Vl9pvgSi7e3N97e3hw5ciTB4906QRAEQchUYmOxGjlB/zRi6jhQqT6yQ+rS6aB7KzvOnjLF3Fxi2C8RnLz5htadYpg0O5x5q0IxN5fQahV4FVazYlNoos9MX4MYTQwDdwxk4pGJ+gt+sdpYhu8Zrr84K6S+d0kSI4WR/o514ethpDRiS6ctrG+3noM9D3J/2H3aFm0LQFhsGFOOTtG3fRz8mBUXVtBsbTOG7RlGWGwYGp2Gbbe20WRNE5r/1Zz7b+5z+rGcUHa1daVAlgIGeV1pzdzEnLE1xuqfT6k/xWBT0RXNVpSBFQYC8rRbrde3ZuvNrUiSRLQ6mnGHxpF3el7a/92ep6FPU9z/4QeHuR94H4DyucpTPHvx1AxfEARBEDKNd0mS8BvxU25dDDT8lFt6xiY8nLoJtWNWAOyO78D+ba0SgChNBDNvDqXWgSzMuz36Q70IGZlOB1pt4vXPnsm1SQS9Y4+PsbDhQjydPPXrPJ08mVt/LscfH/+sPlNcuL1qVVHATxAEQfh6WMxfjrHvIwDiqlUktkn6Tjl04ogpD+4aY22j4+iVQHLkTHhHcKuOMRQqqmHXVhVdekdjY/t1Jgx+PforW25u0T+3NbMlNCaUU49P8ffVv+lQvMMH9/X29eaq/1Xc7N3I55SPPA55MDcx/2D7zCwyLhIgVaY4ilZHc+/1PQA8s3h+te/Zt87O3I4aHjX0z8dUH8PuO7uJiItg3ZV16CQdZ56eSXLUlo3KRl+g/cyTM9RcVlNfF6N23trpPrIiPbUo3IIsllkwNTalXM5yBo1laOWhHHhwgNuvbhMYFUj/bf3ZdH0TT0Oe6hMc3g+9qb6kOrMazaKxV+Nk9734XPwokv7l+qd67IIgCIKQWeTI8bZ4u2/GqkvyPo19Fp4Mn4fHqNYA5Jw2kLAyNTkTsItfn/6Cf+wTAFb5TqFW9ta4qUoaMlwhperUgdmzYckS+blCARERMG4cNGhg0NAympw2OVHrEtdY1EraBCPCUyJZI0mePHmSok6fiyFAgiAIQiagePUay0mzAJAUCsL/+DVd65AArFokX5hu0zkmUYLkHa8iGob/EknWbJ8/pUpGdtj3MH9d/QsAc2NzlrVcxqJmi/Tbfz38K76Bvknuu//eftpvaM+UY1Pot60fNZfVJM+0PJSdX5aOGzoy/tB49t/bn2lGo8RqYrny4gqxmthE2zZe20iR2UUov6A8V/2vfrCPKHUUDwIfEKOJ+eixbr26pS/UXNSl6JcFLmQazlbODK08FJBrbqy/uj5RgiS3XW7Wt1vPtSHXmNtkLq62rgAJCod/rVNtva+ye2WDJ0gAVMYqNrbfSEPPhvp1R3yP6BMk70TERTBw+0BeR7xOVr83Am5w8tFJAPI45PkmvqeCIAiC8CFKJfTvD4TmQhGaG4AbwWeI0yb+XG5IIbVaEVy9BQAmwa/xHZqd/g+66RMk7yy+O84Q4QlfYsYMOHUKChaEmBjo0CF+qq2pUw0dXYYyvfZ0Bu0dxIUXF/TrLry4wOB9g/mjzh+f1WeykiRlypShb9++nD9//oNtQkNDWbp0KYULF+bff//9rGAEQRAEIT1ZTZiOMiwcgOjuHdAUK5Sux3/xTMn+nfLUXl37RqXrsTOKoKggftr9k/75+FrjaVSgEdU9qtOycEsAQmJCqLioIrWW1eKP439wPeA6kXGRPAp+xKAdgxL1KSHxJOQJh30Ps+jsIrpu6kqfrX0Ijw1Pt9f1OV5HvqbeynrUW1mP0vNKM+PEDHwDfbnqf5UZJ2bww84fiFJH8TryNd02deNVxCv9vhqdhiO+Rxi4YyBFZheh0qJKlJtfjqXnlhKtTrrg5DX/+HokRbOJJMm3pFeZXuRzzKd/bqw0pnyu8oypPoZDPQ/h870PNTxqYGZsRusirTnQ4wDV8lTTtzc3Mee73N8ZIPJvVxarLCxvtZzlLZfjbOmsX1/UpSi7u+2mbr66gDxN4a47u5LV56Kz8cnoPmX7oFR8hcWuBEEQBCEFmjSBQoVA8pNHk8TqYrgV+uFroYbyZOQ8NNZ2SMD4ivE3sdTwAxedLQAnXu3iVug5A0UofBZXV7h6FcaMgR9/hBIlYMoUuHwZnJ0/vf83pNv2blwJuEK5ZeVQ/aZC9ZuKcsvKccn/Ej2298BhqoP+kVzJmm7r1q1bTJo0idq1a2NmZkapUqXInj07ZmZmBAcHc+vWLW7evEnJkiWZNm0aDcQQIEEQBMHA4rRxLD67mOw22fUX299nfP025svk0Qs6aysifx2V3iGydpk5Op2CitXiyO+VxNyj34DR+0fzMuIlANXzVKdLyS76bRNqTeDUo1MERAQAcOPlDW68vMEfJ+Q7Q4wURvqRELXy1qKsa1nuB97n/pv73A+8r5+aCmDn7Z3cenmLZS2XZcjaG4FRgbRZ34bbr24DcsJk+vHpTD8+Pcn2/uH+9Njcg7E1xrLj9g6239pOYFRggjYvI17y88Gfmeczj6UtllI2Z9kE298v2i5GknxbTI1M2dhhI5tvbMbDwYNKbpWwMbP5YHsHCwfWtV3HzJMz2Xx9M/3K9cPM2CwdIxbeaVigIZXcKrHywkpszWzpVKITJkYmjKg6gv339wOw/fZ2upfu/tF+HgU/YtutbQDYm9vTpmibtA5dEARBEDI8pRJGjoQus6pC8TWAXJekuEMlA0eWkMYpG4/HLOHR0nbcyCrPNlD+KRxaDYtLh9K/kdxu2cNfmJB3nwEjFVLk+HH47jvo2FF+vKPRyNuqVDFcbBnM7LqzU71PhZSC+Seio6PZvXs3J0+e5PHjx0RHR+Pk5ESJEiWoW7cuhQsXTvUAM4Lbt29TsGBBbt26hZdXxruwktbUWh3+oWGYq8wxNsoYd5jFRMTx9OQjsjhaobIwMXQ43zRJklDr1JgoTVJ9bvKY2BgCCCBHkRyYmYuLMZmVJEmoY9WYqFL/HPmYXw7+wpJz8lyeq1uvpm7+uu8HhV29NqiOnAAg/PcxRA1PPCIhLcXFQWkPJ14FGLF0QwiNW2asYdzpYevNrfTfJs+Bb2tmy9HeRxMVR34d8Zr1V9ez5+6eD04xldcxL/u678NKZaVfJ0kS/uH+nHp8ijH7x+jrKjhbOnOq/ymsVelf+E6r03I94DoATpZOOFk6YWZsRlBUEK3Xtebmq5uA/F6Ex4brC9i/b9B3g9hyYwvPwz48tamNyoaCWQty5skZ/Tp7c3v2dd9Hbvvc+nU1l9bk5qubKBVKHgx/gIWJRWq91FRlqN8hQuYhzhH5Pai8uDIPAh+gQMHlHy7jYu2SZFu/ID9arWul/z0ypOIQRlVL/xsF0pM4R4SPEeeH8CniHEk/4ZFaTp1Q4mbniJW54a71jJ7uy0GvvACUdazNggoHPtpekiR0uhiUSrN0PUeG+jTgeOBeABa9akLfBTuIM4L8g+Cxndzmj4In6d+wIhYZ86N+mnn27Bk5c+bk6dOnuLq6Gjqc5DEyAn//xKNGAgPldUkVdU8nYWFh2NraEhoaio3Nh2+uemfh+YUsvLCQRyGPACjkXIhfqvxC/Xz1AYjRxPDT/p/YcHMDsZpY6uaty4IGC8hqlTUtX8ZHpahwu7m5Oa1ataJVq1ZpFY8gCN8ASZLEh0shTT0OfqxPkAD85v0btfLWwkhpBIBq+159gkTjnouoQb3TPcatG8x4FWBE1mxa6jX59hIk/mH+jNoXf1FuUs1JSV7Qy2KVhcEVBzO44mCehz1n3919nH92npcRL3kV8QobMxv+bPxnggQJgEKhILtNdloXaU1Z17L02NyDm69u8iryFYcfHKZZoWZp/RITGb1/NGsurUmwzlpljVKhJDQmFAAXKxe2dt6KUqlk7aW1+AX54WjpiLOls74+QuMCjWm6pinRmvhptFRGKmrnq03Lwi2p4VEDlbGKWy9vMXr/aM4+PUtwdDCdN3Zmd7fdWKusiYyL5O6buwDkd8qfYRMkgiAkj0KhoIlXE2aenImExM7bO+ldNvHftjuv79BmXRteRcrT9eVxyEPfcn3TO1xBEARByNBG9MrDoX05kKyfc/nNaTQ6NcbKjHWD7tPIB5wIlEeJZDVzpXi3zfg5r8dtQnd+PibRq6ncbu2zX+jPYQNGKiSbJCVdIzUwECwt0z+eL+Bq48qUWlPI55APCYnVV1bTdENTLve9TCHnQvy470d239/NptabsFXZMnDvQFpsbMGpHqeSfQytTsvWO1u5/VqejaFgloI0LdAUY2WK0h16n7eXIAjCZzr2+hi9L/QmiyoLvdx70S5XO8yNzA0dlvCVmXosYVGz+2/uM+PEDIZXGY7JhSvYdI8fNRIx+WcwSzxSKSA8gMMPDlPZvTK57HJ9VhySBJfPGVOgiCbBnTvnT5swaqB890W3ftGYZKzP22nudeRr2m9or08MNCvYjCYFmnxyvxw2OehZpic9y/RM0fFy2+dmQu0JtFon3+Sx5+4egyRJkqoT8H6dlKxWWfm307+4O7gDMLbG2CT7KZqtKItbLGbCoQm42rrSvFBzGhZomGh0TMGsBVnbZi0NVzXkfuB97r25R70V9ZCQeBz8OL5ou6hHIghfhaYFmzLz5EwAtt/anihJcj3gOm3XtyUoOgiAAlkKsLHDRuzN7dM9VkEQBEHIyOztFXhZVOUW61ErIjnz5CKV3MobOqwEtj9ZjoQ8OVBrtwEYK00IatQVZVwsXab0ZXJl8HWAq2FHOP7kKPUKVDNswMKHtWghf1UooFs3UKnit2m1cO2aPA1XJtLYs3GC55NqTmLhhYWceXYGVxtXll9ezvqW66nhXgOAlU1X4jXfizPPzlDe9dM/azdf3aTJhiYERATg6egJwNRTU8limYWd7XdS2Dnls11ljLmTBEH4JsTp4hh5bSSR2kgeRT1i7M2xlD1cFu9X3oYOTfiKXPO/xpabWxKtn3lyJt1XtoJW7VFGyLUqYprWJ7ZFowTtIuMimXZsGhUWVuCnPT/Rdn3bJKc9+pSX/ko6NLajQSVHGlVyIDREviPkzk0jOjezIzpaQa0GsQwcHvmJnr4uryJe0fKvltx5fQeQEx+/1/09zY9bPld5/YXAw76HidWk7+idkOgQgqLkC5PZrbPT0LMh5XKWw8PBA1szW7ycvdjccTMejh7J6q9Ovjqc6n+Kfzr8Q7ti7T44fZiNmQ1r2qzBzswOAN8gXx4GPdQnSAC+y5W5PnALgpA0zyyeFMhSAIALzy/wLPSZftuFZxdo+VdLfYKkqEtRtnTagrOVKAIqCIIgCElpXDS+/sPifccMGEnSrgSf1C83cu2mX37Tog8vB0zll/dCXrFjdDpGJqSYra38kCSwto5/bmsLLi7Qpw/89ZehowTkabfef8TGfvr/aq1Oy4YbG4hUR1IhZwUu+l9ErVNTK08tfZsCTgXIZZsLn6c+yYqj185eFMpSiGc/PuNS30tc6nuJpz8+pWjWovTZ2eezXpsYSSIIQrrZ8HQDT6OfJlgXFBfEwMsDuVDrghhRInwxjU7DxCMT9c9/rf0rkXGR+pEl+/xPUaY1bNoIRfJVIHTtggTDWX0DfWn5V0t9oXAAv2A/rgdcp1i2Yh899urF5vicMKVF+2jUcQqG97chKFC+F+HWdRO6NLNjxuIwOjSyJyRYSalycSz5O+SbGkUSFhNGy79acj/wPiAnCzZ33Iy9uT3qWHWaHttYaUztfLXZeG0jkXGRnHx0kpp5a6bpMd/3MOihfrlm3ppMb5B0Qfa04O7gzrKWy+iysQtR6ijMjc3J45AHD0cPyuUsR6siYhpVQfhaNPFqok9CTz8+ndZFWhOljqLf1n5EqaMAKOtalr/a/oWN2afnkxYEQRCEb1WZLFX1y3djj6FWj8ww/7tpdBpuh1wEIIeFO05mCactftl1BDUigqjtO5VWt6Bj+TKGCFNIrpUr5a9ubjBsWIaeWitnzpwJno8bN47x48cn2fb6y+tUWF6BGE0MVqZWbG27lYJZCnIl4AqmRqb6G/neyWqZNcG1mI+5EnCFC70vJBgRbW9uz6Qakyiz9PPOd5EkEQQhXURro5lzb47++axis1j/ZD3ng88Tog5hl/8uWru2NmCEQmZ33O84Px/8mbuv5ToLOW1z0rVkV1TGKoqb5WbAjoEEqXT42cN3vRRMrFmXLmZmvD/j57hD45L8o3zE98gHkySSBDMnWTJ9glwTY9s/8VN3FS6m5odRkQzrZ8PZU6ZUL+GIWq0gn5eGtdtDvrnieWsur9EnSHLY5GBLpy3kts+NJEnpcvz6+euz8dpGAPbd25euSRK/YD/98rvptNJTJbdKXBp0iUh1JNmss6FUiMHEgvA1alqwKdOOTwPgn2v/8M+1fxJsr+xWmVWtV2FpmnH/+RYEQRCEjCC3pScOqqwExb5E53qSazc0lCqRMS6j+obfIFYn1ycsZFcuyTYvv5/M6klhROZ3QjF1QnqGJ3yuceMMHcEnPX36NEHhdtX7U4P9h6eTJ1f6XSE0JpTNtzbTdVtXjnVLnVFZ+R3z8zLyJYUolGD9q8hX5HXI+1l9iv+QBUFIF389/ouAWPnic92sdWmTsw1jvMbot699vNZQoQmZ3NPQp3Tb1I0269voEyQKFPxW5zdUxioUoWG07LeAywt0lH87kCnOSGLk0fH8sPMHtDp52qFbL29x6MEhQB7h8E/7+AtLR3yPJHlsSYKp4+ITJPWbxmDvoEOhkBgwLJI9p4No0iqWNdtCMDOTUKsVZHfVsmF3MA6O6ZMYyEi23tiqX17fbj257XOn6/Gr5qmKubE8Ym3fvX367316eH8kSR77POl23PfZmduRwyaHSJAIwlfMw9GDWnlrJbmtVt5arG27ViRIBEEQBCEZFAoFJR3eTrmlCufg9auGDeg9N0PO6ZcL2ZVNupFCwcOf5vOgy69JFwMXMqbNm6FNGyhfHkqWTPjIAGxsbBI8PpYkMTUyJa9DXkplL8XkWpMplrUYc87MwcXKhThtHCExIQnav4x8iYuVS9KdAWGxYfrH5JqT+WHvD2y+tZlnYc94FvaMzbc2M2TfEKbWmvrBPj7ms1Kga9euZdGiRfj5+eHj40Pu3LmZPXs27u7uNG3a9LMCEQTh63Am8AzzHszD1cKVGllqUNGpIgDzHszTtxnmOQyA0valKWBdgDvhd7gYfJHbYbfxsvEySNwfotFpGL1vNJeeXyJ/lvwUdSlKsWzFKJuzLMbKjHEXybdKJ+lYfXE1v3n/RmRcfF2P4tmK81ud3yjtWhokCbtW3TG5eoNcwJFD2flxalUW3/kbgE3XN2FuYs7UelOZ5xN/jn5f4Xuq5qlKPsd83A+8z8XnFwmODk4wlFOSYOJoKxbMkC82jZ8WTr8fo4iJgdBgJVmzxdcxKV9JzV87g9mwypwhoyPJkTPlNU4yu7uv73Lz1U0ASmYviWcWz3SPwcLEgqp5qrLv3j5eR77m0otLlHFNn6HnCZIkjoZJkgiC8G1Y3Xo1l15c4s6rO9x7c48HgQ8o4FyA0dVGY2pkaujwBEEQBCHTKOFQhUP+mwA4//IkUMqwAb11I+SsfrnwB0aSACI5ktn8+SeMGSMXb9++Hbp3B19fOH8eBgwwdHRfTCfpiNXGUipbKUyUJhx+eJiWBVsCcPfNXZ6EPqFCzgof3N9uih2K985pSZJos6mNft27GSoa/90Y7S8pvyEyxVf4Fi5cyC+//MKQIUOYNGkSWq18UDs7O2bPni2SJILwDQtXh9PnYh8C4wIBeXSIicKEXBa5eBP3BoAm2ZtQ0KYgIN+Z0SlXJ8beHAvIo00mFZmUrGNJksTT0KdcfnGZSy8ugQTti7fXFyxNLWsvrWXtZXmUy81XN9l6U74TvlqeamxovyFVjyUk36PgRwzZNYQzT87o12W1ysqY6mNoVaSV/k55k7OXMD16CgCdkwORuzcywTMvpW5X5/tt36PRaVhzaQ0A225tA8DB3IH2xdoDUMOjBvcD76OTdBzzO0azgs0AOUHyy09WLJ0rJ0gmzQ6j5wB5uLOZGZhlS5wEqVRNTaVqaVt3IyPbdnObfrl5oeYGi6Ne/nrsu7cPgD1396R7kkSpUJLbLn1H0AiC8G0xUhpRxrVMuv1+EwRBEISvVXGHSvrlp4qTaDSDMc4A90q+G0lipDDC07aEgaMRUs2CBbBkCbRvD6tWwYgRkCcP/PILBAUZOroUGX1oNPXz1SeXbS7CY8NZf309Rx8dZX+n/dia2dKzRE+GHhiKg7kDNiobBu0dRAXXCpR3Lf/BPr27eqdpzCn+0Z47dy5Lly6lWbNmTJkyRb++dOnSDBs2LFWDEwQhc5nvO1+fIHlHLanxjfQFQImSn/L/lGB7S9eWTLoziWhtNP8+/5cxXmOwME5cqCE4OpgrL65w+cVl+eF/mTeRbxK0WXFhBUMrD2XQd4NSZZRHSHQI048nXVz56MOj+Ab64uHo8cXHEVImRhND2/VteRzyWL+uS4ku/FzzZ6xV1gnamh6On+8yYuL/0HrKc1M28WqCWqtmwHb5box3iRKAXmV6oY224vwFYyz86wKLAfD29aZZwWbodDD6B2tWL5bP0+kLwujcO1q//z/X/uHCswt0KdmFIi5FUvfFZ1KSJLH1lpxgVCqUNPFqYrBY6uSrg1KhRCfpWH5+OYWzFqZl4ZZpekxJkvRJEldbV1TGHx6SLAiCIAiCIAhCxpDXpgiWxtZEasLR5TjJ7dsSRYoYdnRGpCach+HyCP281kUxMzI3aDxCKnryBL77Tl42N4fwcHm5c2d5+q158z68bwbzKvIVXbZ2wT/CH1uVLUWzFmV/p/3U9qgNwKx6s1DuV9JyY0titbHU9ajLgoYLPtpnVbeqaRpziq8i+vn5UaJE4iylSqUiMjIyiT0EQfgWvIh+wdKHSwEwUZgwvdh0Lgdfxvu1N0+ingDQOXdn8lolLKBkY2JD0+xN2fB0A+GacHa82EG7XO3028PUYYzdOhZvv09njNU6NVOPTeVx8GNmN579xa9pxokZBEXL2fpmBZsxsMJAVl5cybor6wDYf38/3zt+/8XHEVLmzJMz+gSJq60rsxrOorJ75STbmh6MT5LE1k74B7Vl4Za8jnzN+EPj9essTCzYNWoo0845yyuMGqAYZYFkEoW3rzdqjY6R39uxfqU5CoXEzCVhtO8Wo99/7929DN45GIC/r/7NsMrDGPjdwG9+arbLLy7zKPgRIBcQz2qd1WCxOFg40LpIa/659g9x2jgGbB/AgzcPGF51+Cdrddx7c4/+W/uj1qkp6lIUL2cvFAoFEbERRMZFks8pHx2Ld0wwBBjg9qvbhMfKH3DzOIiptgRBEARBEAQhMzBSGFHU/jt8Xu8H6wC8rzykSBHD3ih5O+QiEvK0QoXtPzLVlpD5uLjII0Zy54ZcueDMGShWDPz85OksMpHlTZd/dLuZsRnzG85nfsP5ye7zSegTctnmSnb752HPyWGTI9ntU3zVxt3dnStXrpA7d8KpIvbt24eXV8aqJSAIQvqQJInf7/xOjE6+WNzNrRutXVvT2rU1kiThG+nL69jXlHVIuqBYp1yd2PBUnrpq7eO1CZIkC+8vxPt54gSJvbk9xbMVp0T2EhTPXpzzz86zwGcBWknLhmsbqJqn6hdN6XP/zX1WXlwJgLmxOT/X/JkcNjn4vvz38UmSe/v5vrxIkqS394uo/1zj5w8mSBThEZicvQiAJr8Hutw5E7XpV64fLyNesvDMQgCq2PZg3zn5An52Vy2SZIz/wxrguYtXka/oNuARh1dWQKmU+HNFGK06xidIAqMCGb53uP65RqdhyrEpHLh/gHlN533TF8eXnV+mX343ZZkh/dHgD0yNTPVT6c06NYv7gff5s8mfWJgkHsn2zuh9o/V1Ve69uffBdp1KdAJAq9Oy+Nxiph2bpt+WzzFfarwEQRAEQRAEQRDSQTGHSnKSBPB5fpIfMGySJFlF24XMqUYN2LEDSpSQ65H8+KNcyP3CBWjRwtDRGVyZpWVo5tmMXiV7USZH0tPKhsaEsvHmRuacnUOfUn34odwPye4/xUmSoUOHMmDAAGJiYpAkiXPnzvH3338zefJkli1b9ukOBEH46vz99G+2vdgGgK2JLYPzDdZvUygU5LXKm2gEyfuK2xWnkE0hbobd5EroFRqcaEBXt644GTmx4/kOACxNLelQrAMlspegRPYSuNm7Jbhbu06+OuR3ys+gHYMAGLF3BKVylCKXXeIs86PgRwRHB+Ng4YCjuSOWppYJCj0d8T3ChMMT0Og0gFzE+1322cPRQ1/M+/yz87yJfIOTpdMXvHtCSh1+cBiQ7+qp6v7h4ZYmx06j0Mjfw7iaVT7Y7ucaP+Nq48qriFfEHPgZgI49opixOJzwMAXNRtbiJrvkY9/3xsioPPPXhNKsTSwgT/917uk5FpxZoJ8CzsPBA79gP3SSjksvLtF6XWtO9T+FmbHZl78BmczDoIfx9V4sHGha0PC1y0yMTJhWfxr5nPIx/tB4dJKOXXd2ERkXyd/t/05yn9OPT3Pq8alP9j312FSaF2rOs9BnDNk1hMsvLuu3udm70bNMz1R7HYIgCIIgCIIgpK3i9vF1Sfy0J9Fqu2JkZLh4kl20Xch8liwB3dv6pgMGgKMjnD4NTZpA376GjS0DuPX9LSadmETttbUxMzajVPZSZLfKjpmxGcExwdx6fYubr29SMltJptWeRoN8DVLUf4qTJL169cLc3JyxY8cSFRVFhw4dyJ49O3PmzKFdu3af7kAQhK/K+aDzjL81Xv/8t0K/YW9qn6I+FAoF/T36M/DyQACuhl5l6NWhCdqMrjaaXmV6fbSf1kVac/ThUf698S/hseEM2D6ArZ23JpjqaMuNLQzYPkA/PBXA1MgUB3MHHC0c0Uga7r6+q9+WzTpbotEidfPX5b6PXMz70INDtCsmfvell8fBj/ENkmvclHYtjZ253Qfbmv+1Ub8cV+vDyRSlQqm/cN1kvFzTpMx3coF1axuJFb9XoNzbqTEV+fayeFA/cle4xDyfYxz3O865p+eI0cSPKLEzs2NLpy08C3vGwO0D8Qv243nYcw7eP0hjr8af9bozs7mn56KT5A96/cr2w9LU0sARyRQKBX3K9sHd3p1+2/oRGReJ90NvLj2/RMkcJRO1n3Fihn55ZsOZFM5amPuB9zE1MsXK1IrlF5Zz6MEhXke+puM/Hbn0/BJx2jj5WMjHGllt5EdHqgiCIAiCIAiCkLEUti+LkcIYraRBk/0k9+5Bek+kI0kS0dpILIytuPV2JImlsTW5rTzTNxAhbSmV8uOddu3kB8Dz55Aj+VNHfY0cLRyZWXcmk2pMYvf93Zx8cpLHoY+JVkfjZOFExyIdqZu3LoWdC39W/581SXrHjh3p2LEjUVFRRERE4Ozs/FkHF4TMQpIk/nn6D6/jXtPLvRfmojAWAAExAfS91Be1JF9Q7uXeixaunzcEsHmO5ihQsNB3ITfCbiTYViRrEbqX6p6sfibXncz5Z+d5EvKE88/OM+3YNEZXG41CoeBR8COG7x2eIEECEKeNIyAigICIgATrCzkXYk7jOYku6tbNX5d5PnLBrP339oskSTo67HtYv1zDo8YH2xndf4hqy24AtC7OxNap9sm+Y2Ph6kUTAMq+TZIA5LbPTV7HvDwIfIAi12lGPMpH0K2gJPswNzFnTuM5ZLXOSlbrrEytP5U269sAsPn65m8uSfI09Cmbrm8CwNbMlu6lk/dznJ5q56vNxNoTGbpbTsyuuLgiUZLE54mPfhRJHoc8tCnaBmOlMUWzFdW3cbN34+jDo2h0Gs48OaNfn9cxL7MazaKMa9LDgQVBEARBEARByLjMjCzwsi0lj+DIcocTl17j5ZUl3Y4fEhfI8AvNuRx0AlsTB0LV8v+iBW3LYKQw4JAWIX0EBMCkSbB8OURFGTqaDMHcxJxWBVvRqmCrVO334xVKkxAdHU3U22+KhYUF0dHRzJ49mwMHDqRqYIKQkez2381P135iyp0pdD7XmShN2v9iOvXmFGUOlaHj2Y4ExwWn+fFSKlYbS5+LfXgV+wqACg4V+Nnr5y/qs1mOZuyrvI+dFXfS2rU1pkpT7EzsmFpnKkbK5P3xtzGzYUHTBfoPC3+e/pMOGzrwMOgh32/7nsi4SADKupaliVcTKrlVoqBzQVysXDBRyhfICzoXZFnLZRzsdZDCLokz0CWzl9RPsXXU7yjR6ugvet1C8r1fj6SmR80PtrOYuRDF28JmUT/0BrNPT3N17aIJsbEKnJy1uOfVJtj2LiGjQ0dQVMIESQ6bHLQv1p5FzRZxYeAF6uavq99WMXdFsllnA+QEz7vpuL4Gz8OeM89nHlOOTmH/vf28jnjN09CnHPc7zt67e9l5eycTDsVPW9ejdA+sVdYGjjppzQs1x95cHgG349YOXke+TrD9/VEkQyoOSTA67R13B/cEyVylQsmACgM42POgSJAIgiAIgiAIQiZW3CF+yq2Tj0+n23FfRj+j9+nKXA46AaBPkICoR/JVCQ6G9u3ByQmyZ4c//5Sn3frlF8iTB86fh5UrDR3lVy/FI0maNm1KixYt6NevHyEhIZQtWxZTU1PevHnDzJkz6d+/f1rEKQgGo5W0zLgXf4HMJ9CHLue6sKbsGiyM02balCdRT+hzsQ8h6hBexLygzZk2bCi3AUeVY5ocLzkkSUIrafUXB3+5+QsXg+Wi2NnNsrOo5KIkLxymlEKhoKR9SUral2SC5wQCpADyZElZwevSrqUZXX00vx35DQDvh95UXFhRP4LEzd6N9e3WY6WySrCfJEnEaGIwN/n4SCEjpRF18tZh/dX1RKujOfHoBHXy1UlRjELKxWhiOPVIvps/q1VWCmUtlGQ7ZcArzNfKU23prK2I7t0lWf2f84kfRfJeuRsA2hZty6qLq4jTxmGtsqZi7opUca9CFfcqeDh4JKiP8z4jpREtCrdgvs98NDoN229tz9Q1KbQ6LUd8j7Dm0hoO+x7WT6P1KRYmFvQu0zuNo/t85ibmtC/WngVnFhCnjWP9lfUMrijXVjrz5AwnH50EwN3enRaFPzxabniV4TwKfkSkOpKx1ccmOW2XIAiCIAiCIAiZS3GHSvz1UL4u9CDuJDpd0wSzIqWFRxF3GXi2DgHRTwCwMbHHzMiCVzHPsTGxp2muzPt/pfAfo0bJtUe6dYP9++WC7fv2yVNvHTkC5csbOsJvQop/pC9dukTlypUB2Lx5My4uLjx+/Jg1a9bw559/pnqAgmBoO1/s5F7EvQTrfIJ86HK+C2qd+gN7JY9W0hKtTTgKIVobTe8LvQlRh+jX3Qq7RUuflryIfvFFx/tcGp2Gzuc6k3tPbhqdbMRPV3/iryd/AaBSqlhUclGaJHBUShUqI9Vn7TuwwkBWtVqlv4v/XYLESGHEgqYLEiVIQE7QfCpB8k69/PX0y/vv7f+sGIWU8XnsQ7RG/nmpnqd6wsSETgdqNajVWPy5BEWsXFQ9uk8XJDvbZPV/7pScJCnzXeKf60JZC3Gy30n299jP7aG3WdV6FT1K9yCvY94PJkjeaVU4fgjou6mnMpuwmDBmnphJ2fll6byxMwcfHEx2ggSgT9k+OFg4pGGEX65rqa4okL+Xqy+u1o+ASTCKpFLSo0jesTGzYW3btWzptEUkSARBEARBEAThK1HMvqJ+OS7rSe7fT9vj3Q65SK/TlfQJElcLD9ZUusCeWs84Xi+cg3Vek9Myb9oGIaSfvXvlkSJ//AE7d4IkQfHisGuXSJCkoxTf9h0VFYW1tTxdxoEDB2jRogVKpZLy5cvz+PHjVA9QEAwpWhvNzHsz9c/HFBjD3AdzCdOE4RPow6Znm+iQq8Nn993uTDsuBF+gjH0ZWrq2pHG2xky4NUFfk8PNwo0YXQwBMQHcj7hPJe9KtHJtRW/33uSzzpcqrzE5Fj1chPdrbwAuh1zmcshl/bapRaZSxLZIusWSEvU861HRrSJTjk5hxYUVSEiMrj46VS5eVnKvhLmxOdGaaA7cP4BO0qFUpPGtJN+4BFNt5Y2faku1Yx823QaiDI9I0F4yMSHqhz7J6luS4LyPKQBlKySd/Mxll4tcdrlSGjZezl4UyVqE6y+vc8X/Cvff3CefU/r9/KaGftv6JXj/AbJbZ6dD8Q54ZvHk0otLXPO/hpWpFXkc8+Bg7oBSocRYaYyzlXOmqMWS2y43tfPV5sD9A7wIf8H+e/sxMzbjxCN5aLubvRstC7c0cJSCIAiCIAiCIKQ3e1UWclt68jjyLmS/iPfJKDw902ZmkfNvjvDT+aZEaeX/b/PbFOPPsvtwMnMBwMI48Q2fQib34gV4ecnLbm7ydOGdOhk0pG9RipMkefPmZdu2bTRv3pz9+/fz448/AvDq1StsbGxSPUBBMARJktjpv5NJtyfxLPoZAOUcytHfoz8l7EvQyke+M3zWvVm0yNECM6NP1zv4rzn353Ah+AIA54PPcz74PGNvjEUjyXcvmxuZs7z0csyNzGl7pi1Po58Sq4tl3ZN1rHuyjhrONeibpy8VHSt+8E72o6+OMuL6CFzNXVlTdg1Wn/HH9EHEgwSJovf1cOtBK9dWXzyiJi1Zq6yZVHcSvcv2JigqKNXu7rYwsaBqnqrsu7eP15GvWXJuCX3K9hGJkjT07iK9kcKIKu5VAFAEBWPTd2iiBAlATMdW6LK7JKtv33tGBL1RYmYmUaRk6p/PrYq04vrL6wAsOruIafWn6evsRKuj+Wn3T5x9ehZHC0eyWmXFxdqFrFZZKZmj5EcL1KeH1xGv8faVk6QKFNTMW5MuJbtQ06Om/jVkhiRIcvQo3YMD9+Uaa8P3Dk9Qf+ZDtUgEQRAEQRAEQfj6FXeoJCdJjNQcuHGeflRN9WMc8d/CmMvtUeviACjhUJmZZXZgbWKX6scSMhBJAuP3/tc0MgLz5M1yIqSeFF/N++WXXxg2bBhubm6UK1eOChUqAPKokhIlSqR6gIKQloLigrgVdivBRf5rIddo4dOC/pf66xMkKqWKsV5jUSgUVHCsQE1n+S72FzEv+OvxX/p9fQJ9aHumLcv9ln/0uHfC7rDQd2Gi9e8SJAAzis6ggE0BclvmZnel3fTN0xdr4/iix0deHaHtmbbUPVGXzc82E/f2j+g7/z77l67nu/I8+jlng86y5OGSFLwzMp2kY/i14cTq5KmL+uXpx6nqp5hQcAJTikxhXMFxKe7TUNzs3VJ9+ptGBRrpl8cfGk/TNU25/ep2qh5DkD0KfoRvkC8AZVzLYGsmT6FlNXYyyjfyhWxNntzEVSpPXKXyRLdrTviUn5Pd/7nT8lRbxUurMTVN5eCRC4MbKeSEwror62i+tjm+gb7EaGLovrk7W25u4XnYc64FXOPgg4OsvbyWP078QYcNHThw78BH+/YL8mPPnT3EamI/K7bAqEDWXV7Hndd3kty+794+/XR1A78byF9t/6JOvjr6BMnXpIp7FfI6ysPW30+QlM9VXowiEQRBEARBEIRv2PvF2584rObJM81HWqeMWhfH+oezGXWxtT5BUjlrY+aW2y8SJN8CSYKaNaFkSfkRHQ2NG8c/f/cQqLKyCiExIfrnO+7uIFod/eEdUiDFt0S2atWKSpUq4e/vT7FixfTra9asSfPmzVMlKEFID/fD79PsdDNC1CGYG5lT0q4kdqZ27PHfo78gCFDFqQrjC43H09pTv26E5wgOvzoMwNwHc+mQqwOXQi7R9VxXYnQxnHxzknxW+aiSpUqi4wbHBTPs2jB9QmRIviHUd6nP5meb2fp8K2/i3jA432Ca5miq38dR5cgvBX/hx3w/8vfTv1nmt4zn0c8BuBl2k8FXBjP59mRa5WxFjSw1uBxymYm3JyY47pKHS+jm1g0H0+TXBVjzeA3ngs4B8tRfwzyHYW5kTq88vfRtJEn60O5fvRaFW3D26VnWXl4LwPln56m9vDYDyg9gSKUhya5vInza4QeH9cvvRlYYn72E+TL5vddZWRJ8ZBu6HNmS3WfACyXhYQpMTeHkETkzklQ9ktTgbOXMmBpj+PXwrwCce3aOmstqkt8pP9cCrgFgrDRGkiS0kjbBvssuLKNO/jpJ9hseG06j1Y0IjAqkdI7SrGq9CidLp2TFpNVpWXNpDVOPTSUkJgQTpQkTak+ge6nuCUan7b67W7/c0LNhil53ZqNUKOleqjtjDowB5JFoI6qMoFupbpgYmRg4OkEQBEEQBEEQDKWkY1UUKOTrRSVW0u/CNebYrCCfTdEv6nfVgyksvPsz2vdumm3o2oWfiy7DWCn+B/kmjPvPDchNmybdTuDkk5PEaeNvEu+0pRNX+l0hj32eL+5bIX3LVziT6fbt2xQsWJBbt27h9W6OuG+IWqvDPzQMc5U5xkYZYyqhmIg4np58RBZHK1QWKf+jEamJpOHJhtyP+HC1LXdLd8YVHEct51pJTmfV92JfdvnvAqBp9qYceHkgQRH2nOY5OVL1CBbG8fNUHn99nB+v/EhAbAAAeSzzcLDKQf10XRqdhnBNOPam9h+NX6PTsDtgN0t8l3Al9MpH22Yzy4Z/jD8AAz0GMtpr9EfbvxMSF0JF74r6AvIby2+kolPFRO0kSUKtU2OiNPlkAeuUiomNIYAAchTJgZl5yqc0Sy8nH51kxN4RPAx6qF/nbu/OtPrTqOxe2YCRZQySJKGOVWOi+vxzpOOGjhz2lRMlh3sdppBTARzK18PkijyFVfj0CUQN6ZtgH40GJo2xwiOflk694n82Q0MU/DbairXLEs8hu2ZbMHUaxiVan1p8nvgwZOcQHockrOFlYWLB3+3/pnSO0gRGBRIQHkDvLb317c5+f5bc9rkT9bfnzh56/NtD/9zN3o11bdfh4ejx0TguPLvAqH2juPHyRqJtrQq3Ymr9qViaWhISHULh2YXR6DS42rpyfsD5VP85h9Q5R1KLRqdh+rHpaCQN/cr2I4tVFoPGI2Ss80PImMQ5InyKOEeEjxHnh/Ap4hxJP+GRWk6dUOJm54iVecZLEKx+MI15t0cjKXQAqJRmrKx0hnzWRdHpYlAqzVJ8jlTdZ0ukJkz/vIP7jwwp+EeqTOUdEwPh4VClClikTQmVDOvZs2fkzJmTp0+f4urqauhwMr2wsDBsbW0JDQ01aLkN5QQlAcMCcLZ0BsB6sjVX+11NlSRJskaStGjRItkdbtmy5bODEYT0IEkSo66P0idIXMxcUKLkRcwLAGyMbRiSfwjd3bpjqvzwvDvDPYezx38POnRsf7Fdv95MaUaMLoan0U+Zdnca4wuNJ0Ybw5Q7U1jqt1Tfzs7EjjnF5ySoZ2KsNP5kguRdu6bZm9IkWxPOB59nse9i9r/cn2AEDMCw/MNok7MNlbwrEaeLY/mj5fTK04ssqk9f9JvvO1+fIGmRo0WSCRJBVsmtEkd6H2HOqTnMOz0PtU6NX7Afrde3pnWR1kyoNQEHi+SP4BESitHEcPrxaQBcrFwo6FwQ8wUr9AkSdZGCRA3smWi/Xf+qWDjTEiMjiWp1YnHNpWPPNhWjf7Dmpb88VZSdvQ61GtRxCjzya6hYNW3r61TIVYEjvY8w+ehklp1fBoC5iTnr2q2jXM5ygDzqxNnKmY7FO/L70d8BWH9lPaOrJ05wHvM7luD5o+BHNFjVgJFVR9K5ROdEox90ko75PvOZfHQyOkmnX18uZznOPj0LwOYbm7n84jL1POuh1qrR6OQ7mhp6Nvwm/ik0Vhon+V4LgiAIgiAIgvBt65p3BHmU1fjxaA9wvkmsLoZl9yYytdSmz+ovRhuVIEHyW4n11M3e7pv4v0sQMppkJUlsbW3TOg5BSDdrn6xly3M5mWdpZMk/5f8hr1Venkc/53HkYwraFMTO1O6T/eS1yktL15Zsehb/x7B6luqM9RpLw5MNidHFsNxvOV42Xix9uJTb4fG1Kio7VWZWsVlkM0/+1EBJUSgUlHUoS1mHsryKecWxN8c4+uoo9yPu09O9J21ztgWgc67OLH+0nGhtNPMezGNCoQkf7fd59HN9XRVTpSkjPUd+UZzfAjNjM0ZWHUmzgs0YsXeE/oLzpuub8A30ZVe3XaKo+3+8jnxN903dUSqUfF/+e+rmr5vkh0Gfxz5Ea+SRINU9qqMMj8Bq3FT99vC5UxIWOXtryZ/yrTJarYLpE6yICFewe6uclMyTT8Mfi8L4rkraJkWSYmlqyW91fqNpwabsv7ef5oWaUyhroUTt2hVrx7Tj09DoNGy4toFhVYYlSnq8S5IYK43J65iXO6/vEBoTyv/2/4+FZxZSya0SpXOUprRrabJYZmHwzsEcfHBQv3+RrEX4vd7vlHEtw87bOxmyawiRcZH4Bvky32d+gmM1LPB1T7UlCIIgCIIgCILwKZXzlKXQpPPcrOUB1v54B2zhSeR9XM1zprivkLg3+uWa2VpRL0f71AxVEL5K+x/s19ep1Uk6Dj88zA2rhLNkNPFskuJ+k5UkWblyZYo7FoSM6GrIVcbdjJ/rb0axGeS1kov05jDPQQ7zHCnqb2j+oezy30W0NprKTpVZWnop5kbmDM0/lN/v/I4OHUOvDtW3VylV/K/A/+jh3iPVL5g7mznT2rU1rV1bJ9o2MO9A1j1ZR4wuhrWP1+KsciZWF0ukJpJwTTiBsYEExsU/QtWh+n27u3XH1UIMTUwuzyyebO28lfVX1jPxyERCY0K59OISu+7soolXyn9Jf82WnFvChecXADi3+RzFshVj8HeDsVJZERQdRFBUEMHRwRx7GD9aombempit/gdlqHy3TXTHVqgrlk3U98UzJlw6Fz8S7J81cn0YY2OJAcMi+XFMJGYGnsGtjGsZyriW+eB2Zytn6uSrw567e3gZ8ZJDDw5R37O+fvvjkMc8Cn4EQGnX0qxts5ZR+0bx741/AXga+pS/r/7N31f/BoifP/ft8tDKQxlaaai+AHtjr8Z4ZvFk8M7BXH5xOUEs2a2zU9q1dKq9dkEQBEEQBEEQhMyqZlVzbp4ZDLVHISGx7uEMRhaaneJ+gmNf65ftTJNXW1IQvnVdt3VN8LzvroRTrysUCrS/JKz1mhwpLtwuCJlVcFwwfS72IU4n1xvo6d6Txtkbf1GfuSxysaPiDu6G36WBSwNURioA+ubpy07/nVwPva5v62XtxdwSc/GySf+6Ns5mzvRw78EC3wXE6mL5/c7vydrPxtiGQXkHpXF0Xx+lQkmnEp3IbpOdDhs6ADD9+HQaejbUX5D+1ukkHVtuJJye8ar/1QT1Nf7LWGlMlVyVsFgQnyiIHD4wybZL5sqjSNp0jubaJWPu3DShWCk1MxeHUaiYJsl9MqKOxTuy5+4eAP66/FeCJMnxh8f1y1Xdq2KtsmZ+0/n0KN2DKUen4PPERz9VFqBPkDiYO7Cg2QKq5amW6Hj5nfKzt/teXkW84uLzi1x8fpGA8AC6leomRkIJgiAIgiAIgiAANWrAn0v6QpVJoApn17PV9Mo7mizmietIfsz7I0nsTUUtREH4FN043acbfaYUX/Fwd3cnT548H3wIQkakk3QMvjKYZ9HPAChpV5KxXmNTpe+CNgVpnqO5PkEC8sXcGcVmYGdiB0CfPH3YVWmXQRIk7/T36I+jqeNH21gbW+Nm4UYp+1I0cGnA8tLLk1UjRUha9TzVKesqj3K4/+Y+225tM2xAGci5p+d4HvYcgMJZC1PIOfF0U//VsXhHnI5dwPiBHwCxNSqjLVQgUbvnT5Xs+lf+eezzQxQb9oSwbmcwe04FZaoECUC1PNXIYSOPcPN+6K1/zwCO+h3VL1d1r6pfLpWjFJs6buLesHts67yNsTXGUj9/fXLY5KCqe1UO9jqYZILkfc5WztT3rM/YGmOZ13SeGEUiCIIgCIIgCILwlqsrNK5tBxf7ABCni2XT40Up7ic4TowkyVCOH4fGjSF7dlAoYNu2+G1qNYwcCUWKgKWl3KZLF3jxImEfQUHQsSPY2ICdHfTsCRERyTv+mjUQG5t4fVycvE1IUykeSTJkyJAEz9VqNZcvX2bfvn0MHz48RX0dP36c6dOnc/HiRfz9/dm6dSvNmjXTb+/WrRurV69OsE/dunXZt2+f/nlQUBCDBg1i586dKJVKWrZsyZw5c7CystK3uXbtGgMGDOD8+fNkyZKFQYMGMWLEiBTFKmRu833nc/jVYQDsTexZVGrRR4uyp4ZCNoU4Uf0EAA6mhi/a7WDqwJ5KezgTdAaVUoWlsSVWxlZYGFngaOqIg6lDgkSP8OUUCgUjqo6g1bpWAPxx/A+aFmyKsVIM4nt/FEn/8v1pXqg5++7u4/ST01iaWGJvYY+DuQP25vY4WDjgbOVMTtucWDSMn6M1emCvJPteudACrVbBd1XjKFxcToq4ZI9L2xeURoyURrQv1p4/TvyBTtKxwGcBE+tMRJIkTj06BYCtmS3FshVLtK+FiQXlc5WnfK7y6R22IAiCIAiCIAjCV23kSLg5cAgPtXPASMPmx0volncMlibWye7j/ZEkdmIkieFFRkKxYtCjB7RokXBbVBRcugQ//yy3CQ6GwYOhSRO4cCG+XceO4O8PBw/KiZXu3aFPH1i//tPH794d6tUDZ+eE68PD5W1dunz5a/xKBEYF4mgh3wj+NPQpSy8tJVodTWPPxlTJXeWz+kzxlbrBgwcnuX7+/PlceP+kSIbIyEiKFStGjx49aPHfk++tevXqJaiJolIlvIjbsWNH/P39OXjwIGq1mu7du9OnTx/Wvz35wsLCqFOnDrVq1WLRokVcv36dHj16YGdnR58+fVIUr5A5nXpziml3pgHyPPzzSsxLce2Rz5URkiPvc7VwpZVFK0OH8U2p5FaJirkrcurxKfyC/dh4bSMdincwdFgGFaeNY+ednQCYm5hTL389lAolDQo0oEGBBh/cz/j6bVQHvAHQuOcitkGtRG3271SxeLY81VbvQVFpEH36a1+8PTNPzkQn6Vh+YTlX/K/Qrmg7QmJCAPkcE9O4CYIgCIIgCIIgpB8zM5gz0ZUWazqiLrSacE0wO56uoH2epK+bJkWMJMlg6teXH0mxtZUTH++bNw/KloUnTyBXLrh9G/btg/PnofTb2RjmzoUGDeCPP+TRJx8jSfIIlv969kw+vsD1l9dp/HdjnoY9JZ9DPja02kC9v+oRqY5EqVAy68wsNrfZTLMCzVLcd6pNMF6/fn3+/fffFO/z22+/0bx58w+2UalUuLi46B/29vFT/9y+fZt9+/axbNkyypUrR6VKlZg7dy4bNmzgxdvhTuvWrSMuLo4VK1ZQqFAh2rVrxw8//MDMmTM/74UKmUpATADfX/oeHfKcdT/m+5FqztUMG5TwzRlZdaR+eebJmcRpM+eohtRy8P5BgqODAaiXvx6WppbJ2s9yymz9ctTA3mCUMDGwd7uKXm1tUasVNG4VQ93GSQxTzYRy2ORgcMX4D9oXn19k+N74kZvV3Kulf1CCIAiCIAiCIAjfuGzZYGTlYfrnS2/MRKNTJ3v/wNgA/bKoSZI2wsPDCQsL0z9ik5rO6nOFhspJDTs7+bmPj7xc+r3pqmvVAqUSzp79cD8lSkDJknJfNWvKy+8exYpB5cpyPwIjDo2gSNYiHO92nGpu1Wi0vhEN8zUkdFQowSOD6VuqL1NOTvmsvlNtzpfNmzfj4JD6d80fPXoUZ2dn7O3tqVGjBr/99huOjvJwGh8fH+zs7Cj93slXq1YtlEolZ8+epXnz5vj4+FClShVMTeOnVqpbty5Tp04lODg4QdLlndjY2AQ/NBFv546TJAlJklL9NWZ07153Rnr9kiQh8fGYNDoN31/6njdvhy9WcarC4HyDM8xr+Fqk5bmRnO9zZlDGtQzV81TH+6E3z0KfMf34dOrlq4ejhSOOFo5Yqaw+3Ukm9v45EhUXxfhD4/XbWhZqmazvrdGd+6g27QBA6+xEVM8O8l0Wb+3aoqJ/J1s0GgVNW0czb3UoCkWCJpnaiCojqJCzAv878D8eBD5IsK2Ke5VM/fMBaft7RMj8xPkhfIo4R4RPEeeI8DHi/BA+RZwj6UeSJMhk73fTCoX4a2t9HpnuJUz5hGU+G+n73adnj9BJOnxeyeUEjBUmZDd3S/XX/Pbt1D++Je/ey4IFCyZYP27cOMaPH//lB4iJkedca99erj8CEBCQeKosY2NwcJC3fci70hNXrkDduvBeCQlMTcHNDVq2/PKYvwLnn5/nSNcjFM1alGIuxVhycQnfl/kepUIeBzKo3CDKL/u8KcdTnCQpUaIEiveG/kiSREBAAK9fv2bBggWfFcSH1KtXjxYtWuDu7o6vry//+9//qF+/Pj4+PhgZGREQEIDzf04+Y2NjHBwcCHh78gUEBODu7p6gTdasWfXbkkqSTJ48mQkTJiRaHxsbS0xMTGq9vExDo5PQxMWhVijRKVNt8NEXUcep0aFFI2lQ6pJuM+XOFM4GyZnabGbZmFlUnq5GJ31gB+GzSJKERifXfVAkNSzwC2h0GnTo0MRpUCuTfzdGRjS0wlC8H8pTRc09PZe5p+fqt+V3zE9zr+Y092pOdptPDL/MhCRJQh0nf/8mH5vM09CnAJR3LU8l10qoYz/9vbWePAfF2w854QN7ozYygbf7XThjSr+Odmi1Cpq1iWTm4iAkLai1afSCDKR89vLs67yPFZdWMNtnNlHqKIpkLUI282zJeg8zsvfPkdT+PSJkfuL8ED5FnCPCp4hzRPgYcX4InyLOkfSjidOiQIkkxaLTZZ5/6IZXHMyA83sBWHlvOk3zNMfZ+ePnyuWgk7yOlWfBKe9UCwsjFTpd6l5z1L29/BUbKw9m+Ja8u/n91q1b5MgRP+X+f8s4fBa1Gtq0kTNPCxd+eX/jxoFWKydD6tSRhygJSQqKDsLFygUAK1MrLE0tsTePv7Zvb2ZPeFz4Z/Wd4iRJ06ZNE/xRUCqVZMmShWrVqlGgQIHPCuJD2rVrp18uUqQIRYsWxcPDg6NHj1KzZs1UPdb7Ro8ezdChQ/XP7969S9myZVGpVJiZmaXZcTMqtVaHsWksJqYqjI0yxm9VnVqBEiOMFcaYKE0SbT/w8gCL/RYDYKwwZlHJRbiYu6R3mN+Ed9l5E6VJqn9g1Cq1KFFibGqMiSrx9zkzKZ27NI0KNGLXnV2Jtt0LvMfUk1OZdnIaNfPWZHaj2foCVF+Dd+fI9TfXWX5xOQBmxmbMaDQDldmnP6AYPXyMxcZtAOgc7Ikd0EN/Pmg0MOZHB7RaBY1axDBvdThGRpn7XPkYE0wYVGkQrYq14rjfcarlqZbpfzbgvd8jqtT/PSJkfuL8ED5FnCPCp4hzRPgYcX4InyLOkfRjrFEioUShUKFM4lpPRlXaqRYFrEtxJ/wi2ixXmbH1JNP71/7oPgf940sW1M3REaUy9a83vkuMqFRyDZVvybtkiLW1NTbvRnqkhncJkseP4ciR+FEkAC4u8OpVwvYaDQQFyds+xsgI+vaV65oIH6VA8dHnnyvFSZLRo0ej0WiwtEzeHPKpKU+ePDg5OfHgwQNq1qyJi4sLr/5z8mk0GoKCgnB5e/K5uLjw8uXLBG3ePXf5wAmqUqkSZBat3g5zUigU3+QfxHevOyO9foVCgYKkY4rWRjPmxhj985+9fqa0Q+n/diGkorQ6Pz72fc6M5jSeQ628tXge9pzAqEACowJ5EvKEyy8uAyAhcejBIUbtG8WylssMHG3qitPG8dOen5CQ/8EYVmUYHo4en95Ro8F69EQUWvkuoqgfeoONtf5P4Ir5Fty+YYK9g46p88MwNs7850lyZLfJTrti7T7dMBPJaH9nhIxFnB/Cp4hzRPgUcY4IHyPOD+FTxDmSPhQKBWTC91qpVNLFYyj/u9IRgJOqscRpq6EyNk2yfaw2hkP+mwFQKc2p6tI0TV7v27dT//iWpMn58y5Bcv8+eHuD439ubq1QAUJC4OJFKFVKXnfkiDykp1y5T/dfuDA8fAj/mRFJSKjb9m6ojOTr9jGaGPrt7oeliZyniNV+fs2ZZCdJXr9+TZcuXTh06BA6nY4yZcrw119/kTdv3s8+eEo9e/aMwMBAsr0ddlShQgVCQkK4ePEipd6efEeOHEGn01Hu7clXoUIFxowZg1qtxsREzkIfPHgQT0/PJKfaEjK/1Y9W4x/jD0D1LNXp6d7TwBEJgszS1DLJC9uPgx+z+cZmlp5bSkhMCLvu7OLS80uUzFHSAFGmjaknp3L3zV0AiroUpV+5fp/cRxEegW373qj2y9OU6WysiRoQ//Ps/1zJtAnyH8Kxv0fg6PSNTbIqCIIgCIIgCIIgZAjVXJqQ0yI/T6Puocl6njEnf+CPaouSbHvIfxOh6sC3+zXDwvjrrlOaaUREwIP3aoD6+cl1Qhwc5CmwWrWCS5dg1y55eqx3dUYcHOTaIV5eUK8e9O4NixbJSZWBA6FdO8iejKnVf/sNhg2DiRPlJMt/Byik5oiYTKpr8a4Jnncq2ilRmy7FunxW38lOkowcOZIrV67w66+/YmZmxuLFi+nduzfe3t6fdWCQC6I/eO/k8/Pz48qVKzg4OODg4MCECRNo2bIlLi4u+Pr6MmLECPLmzUvdunUB8PLyol69evTu3ZtFixahVqsZOHAg7dq1I/vbk69Dhw5MmDCBnj17MnLkSG7cuMGcOXOYNWvWZ8ctZFyh6lDmPpBrPShQMMZrTKa6+0D4NuW2z81PlX/C0cKRUftGAfDr4V/Z2nnrV3H+ej/0ZtlFeWSMqZEpsxvNxlj58T8/ymcvsGvaGZNrNwGQTE0JWzYbyc5W32b8CGsiI5SUKhdH++7RafcCBEEQBEEQBEEQBOEjjBRGTCq5jm7HK6NTxnA0YjH/Pi5By9x9E7Xd9Gi+frm124D0DFP4mAsXoHr1+OfvSjF07Qrjx8OOHfLz4sUT7uftDdWqycvr1smJkZo15fnOWraEP/9M3vEbNJC/NmmScOiPJMnPtZmnTk9aWdl0ZZr1newkycGDB1m1apU+QdGoUSO8vLyIjY397KI3Fy5coPp7J9+7OiBdu3Zl4cKFXLt2jdWrVxMSEkL27NmpU6cOEydOTHC8devWMXDgQGrWrIlSqaRly5b8+d7JZ2try4EDBxgwYAClSpXCycmJX375hT59+nxWzELGtsh3ESHqEABa5GiBl42XYQMShBToWLwjS88txTfIlzNPz3Dw/kHq5K+TbsdXa9UsOLOAWE0szQs1J59Tvi/u83XkawbvHKx//nONnymYteBH9zG+ehO7pp0wei6PCNPZ2xHy70rUlSsQGQnnTply46ox2zeaoVRKTJkb/s0VoRMEQRAEQRAEQRAyFi/bUrQxW8KGOPlO9uk3BuFhXYjiDpX0bW6GnOdGyFkA8tsUp5j9dwaJVUhCtWpyQuJDPrbtHQcHWL/+847/BQMRhC+X7CTJixcvKFasmP55vnz5UKlU+Pv74+bm9lkHr1atmr4AVlL279//yT4cHBxY/4mTr2jRopw4cSLF8QmZy8uYlyz1WwqAicKE4Z7DDRyRIKSMiZEJ/6v+P3r+K08pNe7QOLSSlmp5qmFuYp7mx59+fDp/npaTzDNPzqR0jtJ0KN6BNkXbfHLkR1IkSWLIziG8jnwNQA2PGvQq0+uj+5juP4Jtu94oIyIB0OTJTciOdWg95akde7Wxw/tAfKK8e/9oipTQpDg2QRAEQRAEQRAEQUhtA6t0ZtPky2jLzEIjqRl+oQUzy+ygiH15AFY/mKpv28ZtwFcxe4SQSqpWNXQE37QUXfUyMjJK9PxjSQ5BSE9z7s8hWitPudMldxdyWuQ0cESCkHINPBtQOkdpLjy/gF+wH903d8fCxIJaeWvRsEBDauWthaWp5ac7SiG/ID8WnU04X+qF5xe48PwCR3yPsLTF0hR/eFt9aTWHfQ8D4GThxOyGsz/YhyIsHPMFK7AaP01fpD2ubElCtq5Gcs4CwP07RngfUKFUSlSvG0fREmoGjYxM6UsVBEEQBEEQBEEQhDRhZgbV4qZx+OFVyHOE4LjX9D5dhaGFZlHWqSbeAVsAcFS5UD9H4noKgkBUFDx5AnFxCdcXLWqYeL4RyU6SSJJE/vz5E1zgioiIoESJEijfm+ckKCgodSMUhGTwi/Rj3ZN1AFgaWfJDvh8MHJEgfB6FQsH0BtPpuKEjL8JfABCljmLH7R3suL0DM2MzGnk14vc6v2NjlnpFu8YfGk+cVv4DXMOjBv7h/tx+dRuAXXd2sebSGrqW6vqxLhIICA/gtyO/6Z/PrDeTLFZZErVTPn2OxbxlmC/7C2VYuH59TIuGhK6aB+bxI2jWLpWXazeMZfWW0JS9QEEQBEEQBEEQBEFIB7VrGnN4wiZMuzQnLttxNJKaaTcG4qjKioR8s3mLbENRGZkZOFIhQ3n9Grp3h717k94uapKkqWQnSVauTLvCKILwpf64+wcaSZ5yp2+evjipnAwckSB8Pi9nL84MOMMJvxPsvrObfff2ERQtJ6BjNDFsvr6Z8JhwVrZeiVLx5cU4jj48yv778vSGWa2ysqT5EixNLdl+ezv9tvYD5Km/yuUqR4EsBZLV57hD44iIiwCgfbH2VHOvlmC7IjAIy99nYzZ/JUZadYJtkT99T8TvY3m/0Eh0NPyzRk6SdO4tirQLgiAIgiAIgiAIGVOlSmAmORCz9BD1Z4xmb+gMAAJjX8oNou3Y8FM/6i+FXLkMGKiQsQwZAiEhcPasXB9l61Z4+RJ++w1mzDBwcF+/ZCdJunZN/h3EgpCeboTeYNuLbQA4mDrQJ08fwwYkCKnA1MiUmnlrUjNvTabppuHz2Iddd3bx741/iYiLYP/9/cw7PY8fKn7ZqCm1Vs3PB3/WPx9bYyxWKisAmhVsxrmn51hxYQUxmhj6be3H3u57P1kfxdvXm+23tgPgYO7A2OpjQaNBtf8wqiMnML5wBZOrN1HExur30ZqoiO3SmqjBfdB65U/U587NZoSGKHHNraV6nbhE2wVBEARBEARBEAQhIzAzg4oV4fBhE96s/4NcjuV5UqI7qOQbCTk3kPBAa0aOhJUr5faCwJEjsH07lC4t3zSaOzfUrg02NjB5MjRsaOgIv2pffguyIBjYlDtT9Ms/5P0BaxNrA0YjCKnPWGlMZffKTK0/lSUtlqBAnvZwyrEpHPc7nuL+YjWxXHlxhTWX1tB3a1/uv7kPQKkcpWhZuGWCtr/U/AUvZy8A7ry+w4TDEz7Yb2RcJHvu7GHkvpH6deNLDSbnjJVkK/Qd9q26Y7FgBabnLukTJFGY8zujKeH4kCe/z0gyQQKwZsnbUSS9ovhPeSxBEARBEARBEARByFBq1pS/nj8PT/a1gqUXsH5ZBw91UxZ1GY6DA9y/D5s3GzZOIQOJjARnZ3nZ3l6efgugSBG4dMlwcX0jUlS4XRAymjPBPni/9gYgh3kOuuTuYuCIBCFt1fCowbAqw5h+fDo6SUe/bf040OMArrauH91PJ+mYcWIGB+8f5Par26h16kRtJtaemGj6LjNjMxY1W0S9FfWI1kSz6uIqbFW21POsR1GXooTEhHDw/kH23dvHsYfHiNbET4VVUZeDAfV+RalJPG/mS7u8bAqpyzLnEYTbZufhfWNGDYph0V+hvF/bXa2Gg7tVXDhjirGxRPtuMSl8xwRBEARBEARBEAQhfVWpIo8miYmBGjWgRg1PsmTZr9/epw9MmSKXn+gk6rcLAJ6ecPcuuLlBsWKweLG8vGgRZMtm6Oi+eiJJImRakiQxzXeq/vmw/MNQGakMGJEgpI8fK/3IpeeXOOx7mKCoIHr924vtXbajMv7w+b/p+iZmnEh6DkulQskP3/1AyRwlk9zumcWTX2v/yvC9wwGYc3oOc07PwVplTWRcJDpJl2gft0gTVqx4jlIuFYSkVHJA1Yi50b05SSVCQ+wAWDQzhFzuoTSu4sD2jWbUaRhLlVqxHNmn4tBeFccOmhIWKidu6jeLxdkl8bEEQRAEQRAEQRAEISMxM4M5cz68vVYtmD5dviZ+5w4USF75T+FrNngw+PvLy+PGQb16sG4dmJrCqlUGDe1bIJIkQqZ1POwIV8KuAOBp7UlL15Yf30EQvhJKhZL5TedTd0VdHoc85or/FXr+25NlLZdhZpx4MlNJklh0dpH+eT7HfBTLVoyi2YpS1KUoRVyKYGlq+dFjdirRiZuvbrLq4ir9uvDY8ARtnC2daWBVjDZzj1HjbhwqLUjGxgT370ur/T/ifc8DO3sd9g46LGK0VK0VR9M2sSgU8NPPkUwbb8WQXjZoNCBJ8cNJHJx01Kofy7hpCY8nCIIgCIIgCIIgCJmRnR1UqAAnT8ojSaZNk0ecCN+w94cUlSoFjx/LGbRcucDJyXBxfSNEkkTIlCRJYsXLxfrnozxHYaQQhQqEb4eduR3LWy6n8erGRGuiOfTgEF03dmVl65VYmFgkaHvM7xi3X90G5Loju7vtTvHxFAoFU+pNoV+5fhz3O86JRyc49/QcNiobauerTQPPBpR7rMWhYXuUkXJhdU2BfLxeOo/WP1fl1D0VWbJq2XUiiNzuiUeD/DAyEu/9ppz3MQWgSHE1tRrEUqt+HMXLqEUdEkEQBEEQBEEQBOGrUq+enCQBuV63SJIIAMTFgZ8feHhAyaRn/BBSX4qSJP7+/hw+fBgHBwdq1aqFqampfltkZCQzZszgl19+SfUgBeG/Tj47yp3oWwAUtilM7ay1DRyRIKS/wi6F+avdX3T+pzNR6iiO+R2j44aO/NX2rwQjQxaeWahf7l++/xcd083eDTd7N7qUTFj/x/jSNeybtkIZGQVAbKM6vFiyhB+HZOXUURWWVjrW7QhOMkECYGwM63aGcOKIKaXKqXHJLqbVEgRBEARBEARBEL5etWvD2bOwcydcvAixsaASs8h/u6KiYNAgWL1afn7vHuTJI6/LkQNGjTJsfF855aebyM6fP0/BggUZMGAArVq1olChQty8eVO/PSIiggkTJqRJkILwXwsuz9Yvf5/3exTvV3oWhG9IxdwV+afDP1irrAHweeJDszXNeBT8CICbL29yzO8YALntclM/f/1Uj8Ho5h3sG7RDGRoGQHilKozKt54SBXOyfaMZxsYSi9e9oUgJzUf7sbGVaNg8ViRIBEEQBEEQBEEQhK+ekRH88gs4O8sF3i9eNHREgkGNHg1Xr8LRo3JRm3dq1YJ//jFYWN+KZCdJ/ve//9G8eXOCg4N5+fIltWvXpmrVqly+fDkt4xOERK69vMyxp4cByGWWi4YuDQ0ckSAYVhnXMmzssBFbM1sArr+8Tu3ltdlxe0eCWiR9y/XFSJm681YZPfDDvn5blIFBADx1L0+eS7uYPcuR0BAlefJpWL4xhCo1YlP1uIIgCIIgCIIgCIKQ2SkUULGivHz8uGFjEQxs2zaYNw8qVZJPjHcKFQJfX4OF9a1IdpLk4sWLjBo1CqVSibW1NQsWLGDYsGHUrFmT8+fPp2WMgpDAskvxF3175uqNsVKU1hGEEtlLsK3zNjwcPAC5qHqfLX3YfH0zAHZmdrQt2jZVj6l88gz7uq0w8n8JwC3LkhT228ebKGtKlYtj9ZYQTt4IpE4jkSARBEEQBEEQBEEQhKRUqiR/3bwZBg+GW7cMG49gIK9fy8OK/isyMmHSREgTyU6SAMTExCR4PmrUKP73v/9Rp04dTp8+naqBCcKHnH56AgBThSmtsrUycDSCkHF4OXuxv8d+mhdqrl8nIQHQrVS3BHVKvpTxtVvY12uD0ZPnANxQFKZy5AF01tZMnRfGzuPB1G0cizJFf2UEQRAEQRAEQRAE4dtSuTK0bi1Pv3XqFHTpAj/+CHfuGDoyIV2VLg27d8c/f5cYWbYMKlQwTEzfkGTfgl+4cGFOnz5N0aJFE6wfNmwYOp2O9u3bp3pwgvBfryNf8TD4AQAFzAthbmRu4IgEIWOxUlmxoOkCKuauyJj9Y4jVxqIyUtGjdI9k7X/8sCkqlUS5Suoktyv9X2I1bipmq/5GIckJmPvkpZZ0kJINrJg6L5AcOUVNEUEQBEEQBEEQBEFIDqUSRo6EDh3k6+F798KJE/KjalXo0wc8PQ0dpZDmfv8d6teXhxJpNDBnjrx8+jQcO2bo6L56yb7Ht0uXLpw6dSrJbSNGjGDChAnkypUr1QIThKScf3FGv1zUsrjhAhGEDEyhUNCpRCf29dhHj9I9WNV6Fc5WSQzZ/I+tG8xoU8+eptUdGDPEmtj3Z8mKisJy0kwcvSpgvnK9PkFyj3y0tDvIuDXmrN0WIhIkgiAIgiAIgiAIgvAZcuaECRNg40b5WrlCIV8b79gRRo2SZ10SvmKVKsGVK3KCpEgROHBAnn7LxwdKlTJ0dF+9ZI8k6dWrF7169frg9pEjRzJy5MhUCUoQPuTccx/9skiSCMLHeTl78Xvd35PV9vJ5Y37sbaN/vny+BedPm7BgdTDOOzeSfcZkLINe6LeHYsPv/I+nbfvw9yw1TllikupWEARBEARBEARBEIQUcHODiROhZ09YulS+Vn7oEGTLJtcsEb5iHh7yN11Id59V8fratWvcu3cPgPz58yeagksQ0sq55/EjSQpbFDNgJILw9Qh4oaR7KztiYhTUahBLl95RjOppSt7L+zAr+jv5uKRvq8GIpcq+XG83gk5jLPHIH2fAyAVBEARBEARBEATh6+TmBpMmQe3aMGyYPMKkY0dwcgKtFvbtA3d3KFjQ0JEKXyQsLHntbGw+3Ub4bClKkpw7d46ePXty69YtpLdTrSgUCgoVKsTy5cspU6ZMmgQpCABx2jgu+18AILeNO44mTgaOSBAyv6go6N7KjoAXRhTwimVN27+xX7+VDjGHMCIqQduLrvU50/ZXKg/OTYtsOkBrmKAFQRAEQRAEQRAE4RtRtao8+9L167BqlZwwmTcP1q6Vi70PGQLt2sXX+RYyGTu7j3/zJEnerhXXYNJSspMkt27dombNmnh5efHXX3/h5eWlXz9r1ixq1qzJmTNnKCjSl0Iauf7yKrFauUhCaZdyBo5G+Na8+5v0tYiOhrVLLJj3hwWBARJ9LNcwO2Yi5l0fJGqrLlqIiOnjca1RmVYAiLojgiAIgiAIgiAIgpAeFAro1w8GDIAtW8DWVk6QgHzdfMYMCAiAH380bJzCZ/L2jl+WJGjQAJYtgxw5DBfTNyjZSZLx48dTu3Zt/v33XxTvXSksXrw47du3p0WLFowfP56NGzemSaCC8H49ktLZykGI4WIRvh0aDfRuZ4v3fhX5CmgoUFhDoaIaWrSPwdkl8yULoqLk5MjSP4zI8/I833OELsbrcY98AH7x7XQO9sQ2rU9Mq8bE1awi354iCIIgCIIgCIIgCEK6K1sWSpSAy5dh8WJ5XZ8+YGkJs2bBP/9A795gZWXYOIXPULVqwudGRlC+POTJY5h4vlHJTpJ4e3uzd+/eBAmSdxQKBf/73/9o0KBBqgYnCO97P0lSKqtIkgjp4+eh1uzdbgbA9SsmXL9iwiZg1u+W/DojnDadYzLNCJODE+7yePZxvos4ynBOYc7bYuua+DZxlcsTOXwgcbWqgomJYQIVBEEQBEEQBEEQBEHv3WiSvn3l5/XqyUkRhQL+/ReePIGzZ6FmTcPGKQiZVbKTJOHh4WTNmvWD211cXAgPD0+VoAThvyRJ0idJrEytKOBYEH+eGTgq4Wu3YoE5KxdaoFBIzFwShp29xK3rxuzdpuLGVRMG97Rl20YzpswNI7d7Bh1VEhWF2YZtxE5eQ6dHVz7YLLZ6JSLHDkVd5bv0i00QBEEQ/t/efcdHUa1/HP9sSTY9IZSE0FFAOkiNNMVIEREFC1xERJSrggpYsFFsF8UrKIii/lTkWrCjgqD0oqFLRwREkJIgJQlpu5vd+f2xsLAQkoBJNiHf9+u1L2fOnJ15ZvMYknlyzhERERGRAmnRAgYNgiNH4IknTk8J3r49fPIJrFihIonIxSpwkaRGjRqsXr2aatWq5Xp81apV1KhRo9ACEznTgRN/cSj9IAAtKrfGai5w6opclKULAhk9MhyAp15Mp99dnlEX3XvZefiJDN6aFMJ/nw1j8Y822tStSL2GObS/2kH7axzEd3QQVc7wZ/jgdBIy5V1Cx7+OOSX1nMOualVwXN0OxzXtcVzdDnc1zXUpIiIiIiIiUpINHXpuW4cOp4skbjeYzcUflxSy0jJlySWkwE+a+/bty8iRI6lXrx6NGjXyObZ582YeffRR7rzzzkIPUAQg8a8V3u1WVdr6MRIpC3b+ZuHevpG4XCZuvSOLYY9m+hy3WuHBxzLpfqOdJx4MZ8ViGzu2Wtmx1cp7Uz0jTxo3y6HdNQ46dHbQKcGR75IeR/42sXyhjWNHTTRulkOj5k5CQi4u/oCfVxM+9HECtv7m074rshkVn7sdZ9drcNWuoX90RUREREREREq5Zs08a5McPw7btsFZj22lpOvd23c/O9szt1poqG/7118XX0xlUIGLJE8++SQLFiygWbNmXHfdddSvXx/DMNi+fTsLFiygdevWPPXUU0UZq5RhX23/3LvdofrV/gtELnnHjpq48+Yo0lLNtL7KwX+npZ23lnB5PRdf/pTC0SMmEpcFsmJxID8vDWTndiubfg1g068BvDUxlGu62Hl3Ziph4b6jSzLSTUx7LYSfZtvYtN6KYZy+kMVi0O5qB0MfzaTjtY4C1TNMfx8h7JnxhLz/sbfNjYmPuIO5l/+bF1dfTnb4RX0sIiIiIiIiIlICBQRAfDwsWADLl6tIUupERvru33GHf+IoJOOXj+fr377mtyO/EWwN5qpqV/FywsvUq1DP2yc7J5tHfnyEmVtnYs+x0/Xyrrx5/ZvEhJ1/qY+iVuAiSVBQEIsXL2bSpEl8+umnLF26FIC6devywgsvMGLECGw2W5EFKmXX4YxkFv7xIwBx4VW5qloHnJkuP0cll6K/D5v497+i2LPLStUaLt77IoWCfFsrX8Hght52buhtByD5kJmflwTy85IAvp4ZzOKfbPS+thwffZdCpVjP2iUb1lp54M5I/th5+ttwg8ZOqlR3s3GdlcNJFpYttLFsoY3GzZwMezyDG3rbcx2RYk7+m5CJbxIybTqmzCxv+8aAFgx2TmNfTHPm/niM0PASum6KiIiIiIiIiFy09u1PF0nuv9/f0cgF+eADf0dQqJbuXcrQVkNpFdeKHHcOTy16ii4fdWHbA9sIDfSMjhkxbwRzds7hi1u/INIWybC5w+j9eW9+vvtnv8Vd4CLJli1baNSoEaNGjWLUqFFFGZOIjy+3zcRleIoitzf8FxazBScqkkjh2brRyrtTQvhmZhB2u4nQMDf/+yaFipUubl2RmMpuevfLpne/bO64J4s7epVj068B9OgQzcffHefH7228PDaMnBwTcVVdPDomnWu7OYip7CliGAbs/cPCe1OD+ei9EDZvCODf/4qi5mU5PDAyk+u6Z5G97g/MP68lbO0q6q76Cqsz23v9LFsEjzte4E3nA1S/zGDmZylUra4CiYiIiIiIiMilqF07z4zav/8OyckQ478/yJcybt4d83z2p/eaTqX/VmLdoXV0rNGR1OxU3vv1PT7p8wmda3UG4INeH1B/an1W7l9J26r+WWahwEWSJk2a0KpVK+655x769etHWFhYUcYl4jVzy/+8230bDfBjJHIpcbngp9k23p0Swi9LA73tzVo6efaVE9RvnFMo12neKoc5y4/R7wbPCJWrm5XH7fbMndXzlmxeeTPtnEXeTSaoeZmL5yemM/zR48x9cT87P97BZbu30HToRmqwhnKknHOtbFMQX0UP5tGjT5NEZW69I4vxk0+cM82XiIiIiIiIiFw6ypWDxo1h0ybPAu59+vg7IrkUpaWl+ezbbLZ8Z5ZKtacCEB0cDcC6Q+twup0k1E7w9rmiwhVUj6xO4l+JfiuSmAvacenSpTRs2JBHHnmE2NhYBg4cyPLly4syNhG2HN7IlsObAGhRuTV1ytfL5x0ieTMM+N+7wcTXL8+gW6L4ZWkgFotBr9uymb3sGHN/OUab9s5CvWbNy1x8v+wYV7Z24HabCAl189r/pfLOJ6nnFEjIyMA26wci7h1BdItrqX95bR55J55pGXfxGP+lC/PPKZBkmUOYyAhqGX9wx9E3SA+PYeqHqUz5IE0FEhEREREREZEyoEMHz3+XLPFrGHIJq1atGpGRkd7X+PHj8+zvNtwMnzecdtXa0aiSZ7GcpPQkAi2BRAVF+fSNCY0hKT2pqELPV4FHknTo0IEOHTowZcoUPv/8c6ZPn06nTp24/PLLGTx4MAMHDiQ2NrYoY5UyaOaW0wtQ921UuhcukpLho/8L5rEHIgCIKudmwL1Z3HVfJlWqXdx0VOaDSVi37TjvccNiwVXvcirExfLl/ON8+3kQV3VyUNvxO0EvfovthwWYMjJOdjaw7PkLU3b2ec8H4KpUAWfbljjbtsDZpgXOls24wRFKxZ8D+HPXCbremE2NWppeS0RERERERKSs6NwZpk6F1ashJQWCgvwdkVxq/vrrLyIiIrz7+Y0iGTpnKFsOb2HF3SuKOrR/rMBFklNCQ0MZNGgQgwYNYteuXXzwwQdMnTqV0aNH061bN7777ruiiFPKIIfLwZfbPgUg0BJI7/q3+TkiKe22bLDyzIhwAIY9lsHIZ9IJCbnIkxkGIa+/Q9ioZzG58y9IuCrH4GzZjHsvr0XgGysI2Lgl/0tYLLjqXYazSUNymjQgp0lDcpo0xB1byTMn1xkiQwy69HAAjou8IREREREREREprWrUgLp1PeuSLF4M3bv7OyK51ERERPgUSfIy7IdhzN45m2V3LaNqRFVve2xYLA6Xg5TsFJ/RJMkZycSG+W8AxgUXSc50+eWX89RTT1GjRg2efPJJ5syZU1hxifDOuqkczkgGoOtlPSh3cu46kYtxIs3Evf0isdtNJFxv56kX0jEXeMLBs9jtRDzwOMEzPivwWyyHkrF8/2Oux9zhp9d4MqKjsHftjL1nVxydroLg4IsMUkRERERERETKki5dPEWS+fNVJBH/MAyDB+c+yDe/fcOSgUuoVa6Wz/EWlVsQYA5g4R8L6dPAs3jOjiM72Je6j/hq8f4IGfgHRZJly5bx/vvv89VXX2E2m7ntttsYPHhwYcYmZVhyehITfn4BABMmRsY/4eeIpDRbv9rK80+Gs2eXlSrVXEx+P/WiCyTmffuJ7H8fgSvXetuyBvbFVbVyrv1NmVlYN24lYN1GzKmnF7hytmpO9q29yL6lJ+5qVS4uGBERERERERGRkxIS4I03YO1aOH4crP/oz+NFLtzQH4byyeZP+Lbvt4Tbwr3rjETaIgkOCCYyKJLBzQcz8qeRRAdHE2GL4MG5DxJfNd5vi7bDBRZJDh48yPTp05k+fTq7du3iqquuYvLkydx2222EhoYWVYxSBj239BnSHScAuLPpYJrGNvdzRFLaGAYsWxjI5JdD+XlJIACBgQZvf5xKdPkLX8zc/Oc+Ql+eQvCHMzE5PQu7G8HBpP7fJOy33ZT/CdxuLLv/xPL7Llz16+GqXeOCYxAREREREREROZ+qVaFBA9i2DZYuhWuv9XdEUta8tfYtAK7+8Gqf9g96fcBdze4CYFK3SZh/NNPn8z7YXXa6XtaVN3u8WbyBnqXARZLu3buzYMECKlSowJ133sndd99NvXr1ijI2KaPWHVzDp1tmABBhi+Tpjs/6OSIpbdb8EsCLz4SxcrmnOGK1GvT5VzbDHsugzhWuAp/HlHaCwB8XEfTtXGxfzcaUk+M95qoaR8qXH5DTomnBTmY246pTG1ed2hd0LyIiIiIiIiIiBXXddZ4iycKFKpJI8TPG5v+HyUHWIKb2mMrUHlOLIaKCKXCRJCAggC+//JIbbrgBi8VSlDFJGeY23IxaMNy7/2T7sVQIqei/gKRU2fenmWdGRPDTbBsANpvBgHuzuG9EBlWr57+4OoD5wCFs3/+I7fsfCVy8wjtq5BR3eBiZw+4hc/i/MaLLFfo9iIiIiIiIiIhcrIQEeP112LABjh3zdzQipUOBiyTfffddUcYhwoG0/Yxd8gTrD60BoF75+tzd/N9+jkpKC7cbBt8axeYNAVgsBn0HZjHymQyqVMu7OGLef5DAZYkELEskcHki1t93537+qEgyhw0m88F7VRwRERERERERkRKpcmVo3Bg2b4YVK+Cmm/wdkUjJp+V7xO+ynFm8sXoir696hUxnprd9fMJEAiwBfoxMSpMfZtnYvCGAsHA3P/x8jLr1zzOtltOJ7es52OYvIWB5ItY/9p73nK5qVbD37Iq9Z1ccHeMhMLCIohcRERERERERKRwJCZ4iybJl/o5EpHRQkUT8xjAMZv32JeOWPMVfaacfVJcLiub5zhO4uqYmTpSCcbnglefCALj3oczcCyQ5OQR98hWhL7yKdc++XM9jWK04WzbDcV0n7D27kdOsEZhMRRm6iIiIiIiIiEihSkiASZNg61Y4eBAuv9zfEYmUbCqSiF9sSv6VJxc8QuL+Fd42i8nC4CvvZ1S7ZygXHO3H6KQ0cTrhw2nB7NhqJTLKzX3DM8/pY977F1E3DyRg8zafdiMwEGfrK3F0jMfZMR5H2xYQGlpcoYuIiIiIiIiIFLqYGLj1VoiNhbAwf0cjUvKpSCKFIin9EBuT1tO5Vpc8p8g6nJHMi8vG8tGmDzAwvO3X1LyOF699hSsqNCiOcKWUy8qCpfNt/DDLxk+zbaQcNwNw34hMIqMMn77WzduJuqEfloNJ3jZ7QicyH3kAR7vWEBxcrLGLiIiIiIiIiBS1hx+GEycgIsLfkYiUfCqSyD/mcrvo/Vl3fjuyjZuuuIX3e31yTh+ny8m0tVN45ZcXSXec8LZfVu5yXuj8Cl0uux6TpjWSPKSlmljwg40fvrWxcK6NrMzT+VK+ops+/bK4f2SGz3sClicSdfNAzKlpAOTUqU3a26/i7BBfrLGLiIiIiIiIiIhIyaQiifxjm5I38NsRzzRGs377kiEthtK2ajufPo/Pf5gPN/6fdz88MILH2j3NkBZDCbRoMWzJ24tPRzF9WgRO5+nCSJXqLnrclE33m+y0vsqJxeL7nqCPviDivkcx2e0AOFs15/i3/8OoWKE4QxcREREREREREZESzOzPiy9btoyePXsSFxeHyWRi1qxZPscNw2DMmDFUrlyZ4OBgEhIS2Llzp0+fY8eO0b9/fyIiIoiKimLw4MGkp6f79Nm0aRMdOnQgKCiIatWqMWHChKK+tTJlyZ8LfPafXfI0hnF6yqNDJw7y0aYPADBh4s6mg1k7ZBvDWo9QgUTytWlTOO9OicTpNFGnfg7Dn0znp1VHWbvrCM+9mk58h7MKJBkZRAx+mMhBD3oLJPau13D8py9VIBERERERERERkXMtWwY9e0JcHJhMcNZzagwDxoyBypU9U7cnJMBZz6k5dgz69/fMcRYVBYMHw1nPqaVk8muRJCMjg6ZNmzJ16tRcj0+YMIHJkyczbdo0Vq1aRWhoKF27diU7O9vbp3///mzdupX58+cze/Zsli1bxpAhQ7zH09LS6NKlCzVq1GDdunW88sorjBs3jnfeeafI76+sWPLnQp/9VQd+Yd6u2d79jzdPx2W4ABgR/zivdXuLiqGVijVGKb0++qgKAP3uymL5pqM88VwGTa7MIbfZ2SxbtlO+bTeCZ3zmbcu8uz8p38zACNOC7CIiIiIiIiIikouMDGjaFM7znJoJE2DyZJg2DVatgtBQ6NoVznhOTf/+sHUrzJ8Ps2d7Ci9nPKeWksuv0211796d7t2753rMMAxee+01nnnmGXr16gXAjBkziImJYdasWfTt25ft27czb9481qxZQ8uWLQGYMmUK119/Pf/973+Ji4vj448/xuFw8P777xMYGEjDhg3ZsGEDEydO9CmmyMXJdGay6sAvANgsNuwuz1/u/2f5OLpdfgNuw82Mje8DnlEkA5ve47dYpfTZ8UcAP/8cjclkMOyxjDz7mo4cJTqhD+ajxwBwh4VyYuoEsv/VpzhCFRERERERERGR0qp7d88rN4YBr70GzzwDJ59TM2MGxMR4Rpz07Qvbt8O8ebBmDZx8Ts2UKXD99fDf/3pGqEiJVWLXJNmzZw9JSUkkJCR42yIjI2nTpg2JiYn07duXxMREoqKivAUSgISEBMxmM6tWreLmm28mMTGRjh07Ehh4elqnrl278vLLL3P8+HHKlSt3zrXtdjv2k9P0AN7puwzD8JlGqqw4dd+53X/iX8txuBwA3N6wP1v+3sz6Q2vY+vdm5u+eC8D+tH0AXFu7C1UjqhfKZ2gYBga5xyTF63y5cT7OHPj6hxAaX+GgQd2cPPu+81EUAN1uzKR2nRzyukTYCxO9BRJnk4akfPI2rrqXkeebpFhcaI5I2aMckbwoPyQ/yhHJj3JE8qL8kPwoR4qPYRhQCj/vkpojJz9O76ssOfW1OHHiBGlpad52m82GzWa78BPu2QNJSZ4ptk6JjIQ2bSAx0VMkSUz0TLF1xnNqEhLAbPaMPLn55ou8GykOJbZIkpSUBEBMTIxPe0xMjPdYUlISlSr5TttktVqJjo726VOrVq1zznHqWG5FkvHjx/Pss8+e0263232m+iorctwGOQ4HTpMZt9l3hrbVf630breNa8fV1RO4e/a/AJiY+DLlgk5/vnc0HITjjOLTP+F0OHHjIsfIwewulFPKRTIMgxy3p9hhym0OrDNkZJoY9lRFliSGEBho8Nqzf9O9c2Yu54S3P4pg1o/hANw77BjOPFLHumMXIdOmA+AOCebwlx/grhwLdufF3ZQUKsMwcDo8X4v8ckTKJuWI5EX5IflRjkh+lCOSF+WH5Ec5UnxyHC5MmDEMO263y9/hFJhhgNttB0y5Tg3uL+6Tz8vsds9z+rLk1B+/N2jQwKd97NixjBs37sJPePI5M2c9pyYm5vSxpCQ46zk1VitER5/uIyVWiS2S+NOTTz7JyJEjvfs7duygdevW2Gw2goKC/BiZfzhdbqyBdgICbVgtvt9Vfzu2zbt9ZZVWXBZdh3qJ9dlxdDurDyZ6j1UOq0L3ej2xmgsn5dxOE2YsWE1WAswBhXJOuTinqvMB5oA8f2A8cszMwOHl2bjdM6rL4TAx9KmKjB2Ryj39Tk+l5XbDc69H8n+fhgFwxx37ad7aRYAtl//3DAPrhi1EPDIak8vzA1TGo8Ow1KyG5dze4ifeHLHlnSNSdilHJC/KD8mPckTyoxyRvCg/JD/KkeJjzTFjYMZksmEuRc96PDliYDbbSlSOnCqM2GxQ1h5nnhotsm3bNqpUqXJOu8jZSmyRJDY2FoDk5GQqV67sbU9OTqZZs2bePocPH/Z5X05ODseOHfO+PzY2luTkZJ8+p/ZP9Tnb2UOvwsI8D2tNJlOJ+mZXXE7dd273v+XwJgCCrcFcFl0Hi9nCw20f5YE5g336DWg6iABL4f0DZzKZMJF7TCVajhNL0gGs+/eCw46jSUuMqGh/R3Ven30fzIQ3I3h48AnuvOXcER+nnJkfzhxYsdpGSpoZhwPsDhN2h4npn4fy534r0VEu3n/1GN/MC+HDL0IZNzGK7xeE0O/GTLpdk8UzEyKZ9WMIAE89eJQeffdhMlXx+TqbDv9N8CdfEzTjMwI2ny7UuapUJnPkfaUrJ8qI830PETlFOSJ5UX5IfpQjkh/liORF+SH5UY4UD5PJBKX0sy6JOXLy4/S+ypJTX4fw8HAiIiL++QlPPUNOToYznlOTnAwnn1MTGwtnPacmJweOHTv9fimxSmyRpFatWsTGxrJw4UJvUSQtLY1Vq1Zx//33AxAfH09KSgrr1q2jRYsWACxatAi3202bNm28fZ5++mmcTicBAZ6H9PPnz6devXq5TrUlBZdmT2NPym4AGlRsjMXs+dv9PvX7Mn75c/yVthcAs8nMgCZ3+y1Ov3C7sf6xg8D1qwjY/RuW/Xux7t+LJWm/d8QDgGEykVOrLsaZlWyrlZxqtcipXQ9n7Tq44qrjqhiDERFVrP+qvftJKOMmRgIw9tVI2l7poG7tvNcQ2fKblZHPlWPr77kXxKpXyeGjyUe5rIaLlk1SqVY5h5emRrBuUyDrNgXy2IuRGIYJq8Vg0rgUru+cindAotOJ7YcFBM34DNsPCzDl+MbiDg0h7d1JEBr6T29dRERERERERETEo1YtT6Fj4cLTRZG0NM9aIyefUxMfDykpsG4dnHxOzaJFnilTTj6nlpLLr0WS9PR0du3a5d3fs2cPGzZsIDo6murVqzN8+HBeeOEF6tSpQ61atRg9ejRxcXHcdNNNANSvX59u3bpx7733Mm3aNJxOJ8OGDaNv377ExcUB8K9//Ytnn32WwYMHM2rUKLZs2cLrr7/OpEmT/HHLl5Rtf2/2bjeOaerdDrAEMKz1CEYtGA5Al8u6UyWianGH5xfm5INEvP4CtlXLsKQez7e/yTAI+GPHOe2Bm9ef0+a2BeFs2ors9teS3a4zrhqXFUrMZ/ttl5VX3w7nh8XBAMRWdJH0t4VHX4jim3ePYDk5j9Xe/RZ+XBrEop9tHEi2kJpm5liKGcMwERXhptEVTgIDDGyBnlelCm4euDOdiuU9k2KaTHD/nRn0uT6LL+eE8Om3Ifyxz0pkUDZfDvmRNn8sIODT5cSmH8dcI47A33Zi/vvoOfE62rQg+87byb6tF0ZUZJF8JiIiIiIiIiIicglLT4cznlOzZw9s2OBZU6R6dRg+HF54AerU8RRNRo+GuDg4+Zya+vWhWze4916YNg2cThg2zLOo+8nn1FJy+bVIsnbtWq655hrv/ql1QAYOHMj06dN5/PHHycjIYMiQIaSkpNC+fXvmzZvnsy7Ixx9/zLBhw7j22msxm8306dOHyZMne49HRkby008/MXToUFq0aEGFChUYM2YMQ4YMKb4bvURtTt7o3W5cqanPsQFN72bp3oXsOraTsZ3+U9yh+UeOk/IP3pFr0QPAHRpOTtUauKrWIKdqTUw5Tmwrl2Hdu9uzytdJJlfuozXM9mxsq5djW72cyInjyKlWk+x212Jv1xn7lW0htzU7LsCuP61MfCeM7+YHYxgmTCaDR/99gltvyKTz7ZVYtymQaf8Lo0K0ixlfhrJhW2Cu57khIYsXHkv1FkPyE2tKZkTtDTzeZSPZqzZSfudKLJPPmtpr3z6fXVflGLLvuJWsO2/HdUWdi7pfERERERERERERANauhTOeU3NqveqBA2H6dHj8ccjIgCFDPCNG2reHefN8F3z5+GNPYeTaaz2LwvTpA2c8p5aSy2QYZzydlVxt376dBg0asG3bNurXr+/vcIqd0+XmUGoawbZgn4XbH557H//b9D4AP96xnFZVim/oWHa6g79W/EnF8mHYQkrGYl6h/5tG5OvPA56CiL1FPI4r2+Jo0gJX9dq4I8sVbLqs7Cys+/4g4I+dWPf8juXwIcyHk7D+uQtr8sFc3+IOCsbRqj2Z3W8mO6Hn6dW5CmDPXxYmvRvON/OCcbs98fW4NotHhpyg3mWegs2ML0N48qUon/dZLAZtmjvo0jGLenWyqBBlpmK0UbDiiD2b4EU/EPLlDGwb1+TZ1RUUhCU7GyMwEHuvbmQN7Ivj2o5gLbGzBcpZDMPAaXdqoUM5L+WI5EX5IflRjkh+lCOSF+WH5Ec5UnxOZLj4ebmZmlHlCQsuGc96CsIwDNzubMzmoBKVI9nZcOIEdOwIISH+jqZ47d+/n2rVqvHXX39RtWrZmN2mKKWlpREZGUlqamrhrPFSAukpo1y0LYc9I0lMmGhQsZGfo/Evc/JBwt95FfCsM3L0zZk4Gza7uJMFBZNTtyE5dRv6thsG1j07sa1YSNDPCwncsMY76sScnUXQ8vkELZ+P873JnPj3I2S365zn6JKcHHjl7XDemhGGy+X5R7xrpywe+fcJGtb1Hc1yR+9MZi8M5uc1NqrF5XBnn0xuvzGT8uXcnh8Y3U4CzHn8wOh2Y939G7Z1Kwlcn4ht3S+YU1Ny7eoqXwl7mw7Y23YirVlrDpR3UbVGBLbIcN/qvIiIiIiIiIiIiMg/pCKJXJQcdw7b/t4CwGXRlxMaWLYXy46cOA5zlmeKqMw+Ay6+QJIXk4mc2nXJqV2XjDvvx5Sehm3lMoJ+XoTtl0VYjv4NQMDu34h+/F4MsxlX1Ro4a9Ulp3Ydcmp53uuKrkDqtgPMnPw3FfbtYzJ/E1KtAld2rUBc80q4AuNwZ1fBCAr2Xtpshg8nHWXnngAa1nV61yXJk2Fg3bWd4HmzCP5xFtakA7l2c9auh71dZxwNm+Ks3xRXXDXviBuXPRtIwohQgUREREREREREREQKn4okclF2Ht2B3WUHoNFZ65GUNbZfFhO8cA4ArnLlSXtgVLFc1wiLIDvhBrITbgC3G9vqFYS//Yp30XeT24113x6s+/bA0h993hsLjD2z4S/g/3zP74qKxt7+WjJuuRNnw+YEB5loUt+ZT1AG1t2/EbRsPsHzZp1/fZawCLLbdSbzljtxNGtdsGnIRERERERERERERAqZiiRyUU5NtQXnLtpepjjsRE54xrub9vBojIio4o/DbMbetiP2Nh2w/bwI27xvSft1N5HJvxNKZv7vz4Ul5Rghs78gZPYXOGvV8RRkOlyHO8QzasiIiMIdXcHT98hhIj6fQcicL7EcST7nXIbFgr11B+zxV2O/Mp6cOvUp2HAUERERERERERERkaKjIolclM2HN3m3G1Vq4sdI/Cv08w+w7v8TAHvzNmT1uKVQz7/nLwsVo92EhRoFe4PJxKpy3Ri2rR97kq2YcHN1td1cXX4z5t07qXLiNypwBFvtOK7sURlTzZq4y1fEfPRvLMkHPa+kA1iSDxKw6zfM6WkABOzZScC7kwh/d5LP5VwxlXHWuBzbr6swOR3nhGNv2oqsbjeRndATd7ny//jzEBERERERERERESlMKpLIRdniUyQpmyNJTKnHCX9vMuBZrD310ecKddqoZStt9H8omjo1c/h++hFCQ/IvlOzea+GOh6I5nmqhQrSLR/99gn69QrFa2wJtSfrbjN1uokZVF+eWNHyZsrMI+uk7Qr6bSeDGNZiMc69vST6EJfmQd9+wBpwc0dKR7E5dPeuLiIiIiIiIiIiIiJRQKpLIBTMMwzvdVoWQisSGVfZzRP4R/t7rmE+kApB1w63k1GtUaOfOyjYxanwkbreJHX8E8MT4SCY/l5JnDebIMTMDHirP8VQLzRo4mPnmUcLDfAsbsRXdBY7BCAom68bbybrxdsyHDxG86AcCdmwFww2GgSXpAAG/bcackY47NJyMPgPI6DcYd8XYi71tERERERERERERkWKlIolcsHm7ZnMk828AGlZsgqkMLrpt2f8noZ9PB8BtCyLtvscK9fyT3g1j3wEr5cu5SEkz8/XcENpe6aD/zZ71RXJyIPmImYPJFg4mWziUbOHruSHsPWClRpUcPnzt2DkFkn/CXakyGX0H53LAjTn5IPaICKwh4WUyF0RERERERERERKT0UpFELsjBEwd4cO4Q7/6tDfv5MRr/iXhjPKYcJwAZ/YfgjokrtHNv/d3KtI/CAPjvMyns3BPAf96IYPQrkXz2fQgHky0k/23G7T63IFEu0sX/Jh+lQnTBR4z8I2YzrtgqGG5n8VxPREREREREREREpBCpSCIF5nK7uG/2XRzLOgpAjzo30q/RAD9HVfwCNq8jeMFsAFzRFUgfOLTQzu1ywagXo3C5TFzfOYsunewkdLCzakMgC1cEsW5ToLev1WIQW8lFlVgXcTGe/97WM5PLargKLR4RERERERERERGRS5mKJFJgr6+awIp9SwGIC6/K5O7vlMnplU5NswVwYsgjGKFhhXbu6V+E8uvWQMJD3Tz/mGe9E7MZ3vrPcb79KZjwMLe3KFIx2o3FUmiXFhERERERERERESlzVCSRAllzcCWv/PICAGaTmXd6fki54Gg/R+UHOU6CViwEwB0aTmavvoV26t17LfxnSjgATz6Y5rPIemiIwb9uyiy0a4mIiIiIiIiIiIgImP0dgJR8bsPNE4uG4zI80zg9etVTXFWtg5+j8o/AdYmYT3hGeGS3vxYCAvN5R8Hk5MDwceXItptp18rOgN4qiIiIiIiIiIiIiIgUNRVJJF9mk5lp139Ig4qNia/ankevesrfIflN8JIfvdvZ13QrtPO+9b8w1m/2TLM1aWwKZv2fKSIiIiIiIiIiIlLkNN2WFEid6HrM67+crJx0rOYymjZuN0FL5wFgBNqwx19TKKfd+ruVV9/2TLP17KOpVInVwusiIiIiIiIiIiIixaGMPu2WixFkDSLMFuLvMPwmYPsmLIeTALC3bl8oC7bbHfDw2HI4c0x06ZjFbTdk/eNzioiIiIiIiIiIiEjBaFIfkQIKWjLXu519deFMtTXp3XC27wwgOsrFhKdTMZkK5bQiIiIiIiIiIiIiUgAqkogUUNDJ9UgMk4nsjl0K9J5tO638tMzGifRzqx9bf7fy5gzPaJTxT6RSsby78IIVERERERERERERkXxpui2RArDs3U3Anp0AOJq2wh1dId/3LF1p464R0TicJqwWg1ZNHVxzlZ2rr8qmXu0cHnshCpfLxPWds7ghIbuob0FEREREREREREREzqIiiUgB2NYlercLMorkl7WB3P1IORxOE1ERblLSzCSut5G43sZ/3oggMtxN6gkzEWFuXng8tShDFxEREREREREREZHzUJFEpAACtvzq3XY0bZln3zUbAxg4Ippsu5lr22fzf68c42CyhSW/2Fj0SxA/rwkk9YRnprtnHk4jpoKm2RIRERERERERERHxBxVJRAog8GSRxLBYcdZrdN5+G7YGMOCh8mRmmenQ2s47Lx8jMABqVnVx122Z3HVbJtl2WPWrjexsE106aZotEREREREREREREX9RkUQkH6b0E1j3/A6As24DCArOtd+WHVb6P1ieExlm2l5p54OJxwiyndsvyAad2tqLMmQRERERERERERERKQCzvwMQKekCtm3AZBgAOBs1z7XPjt1W+g0tT0qamRZNHHw46RjBQUZxhikiIiIiIiIiIiIiF0hFEpF8BJ65HknDc4sku/dauP2B8hxLsdC0gYOPJh8lLFQFEhEREREREREREZGSTkUSkXz4LNp+1kiStZsCuPmeCvx91EKDuk4+nnKUiDAVSERERERERERERERKAxVJRPJiGARu9RRJ3GERuKrX9h769qcgbruvAkePW2hUz8HMqUcpF6kCiYiIiIiIiIiIiEhpoYXbRfJgSTqA5ejfADgaNsMwmdn9p4Wvfghh8vvhAHTpmMUbL6QQGqICiYiIiIiIiIiIiEhpoiKJSB5sKxZ4t1c423BrQiwpqacHYA3pn84zD6VhsfgjOhERERERERERERH5J1QkETkfp4Ow6VO9u0+sv40UzATZDJo2cNCvVya33pDlxwBFRERERERERERE5J9QkUTkPEK++wxr8kEAloV2Z11GS/rfnMELj6cSGODn4ERERERERERERETkH9PC7SK5cToIe3+yd/fRjHGEh7oZ9cAJFUhERERERERERERELhEqkojk4sxRJAsCu7OG1jx0dzrly7n9HJmIiIiIiIiIiIiIFBYVSUTO5nQQ9sEU7+5TjnHUqJLD3X3T/RiUiIiIiIiIiIiIiBQ2FUlEzhLy/edYkw4AMIfrWUNrXnoqhSCbnwMTERERERERERERKcGW7V1Gz097EvdqHKZnTcz6bZbPccMwGLN4DJVfrUzwi8EkzEhg59Gd/gn2JBVJRM501lokzzKWW2/IpGMbhx+DEhERERERERERESn5MhwZNI1pytTrp+Z6fMLPE5i8ajLTekxj1T2rCA0MpetHXcnOyS7mSE+z+u3KIiXQ2aNIdke14P3hf/s5KhEREREREREREZGSr3ud7nSv0z3XY4Zh8Nqq13im4zP0uqIXADNumkHMf2OY9dss+jbqW5yhemkkicgpuYwiefaRNKKjtFi7iIiIiIiIiIiIlF1paWk+L7vdfsHn2JOyh6T0JBJqJ3jbIoMiaVO1DYl/JRZmuBdERRKRk84eRRIa34Sbu2X5OSoRERERERERERER/6pWrRqRkZHe1/jx4y/4HEnpSQDEhMb4tMeExpCUkVQocV4MTbclclLozPe92y8FjOaVJ1IxmfwYkIiIiIiIiIiIiEgJ8NdffxEREeHdt9lsfoymcGkkiQhg2fcHAX/sAOAX4rnmgfpUr+Lyc1QiIiIiIiIiIiIi/hcREeHzupgiSWxYLADJGck+7ckZycSGxhZKnBdDRRIRwLLgJ+92YsWe3NMvw4/RiIiIiIiIiIiIiFxaakXVIjYsloV/LPS2pdnTWLV/FfHV4v0Wl6bbkjLP4YSj/1tAhZP7HUZfg1X/Z4iIiIiIiIiIiIhckHRHOruO7fLu7zm+hw1JG4gOjqZ6ZHWGtxnOC8tfoE75OtSKqsXoxaOJC4/jpitu8lvMJXokybhx4zCZTD6vK664wns8OzuboUOHUr58ecLCwujTpw/Jyb5Ddfbt20ePHj0ICQmhUqVKPPbYY+Tk5BT3rUgJ5XbDs0/ZaXhiJQAn4upR9arqfo5KREREREREREREpPRZe3Atzd9uTvO3mwMw8qeRNH+7OWMWjwHg8XaP82DrBxny/RBavduKdEc68+6YR5A1yG8xl/i/l2/YsCELFizw7lvP+BP/ESNGMGfOHL744gsiIyMZNmwYvXv35ueffwbA5XLRo0cPYmNj+eWXXzh06BB33nknAQEB/Oc//yn2e5GSJfWEiXETIwlf/AlmDE9j1y7+DUpERERERERERESklLq65tUYY43zHjeZTDx3zXM8d81zxRhV3kp8kcRqtRIbe+6iLampqbz33nt88skndO7cGYAPPviA+vXrs3LlStq2bctPP/3Etm3bWLBgATExMTRr1oznn3+eUaNGMW7cOAIDA4v7dqQEcLvhs+9CGD81nKPHLXzPLO+x7Ku7+S8wERERERERERERESlWJb5IsnPnTuLi4ggKCiI+Pp7x48dTvXp11q1bh9PpJCEhwdv3iiuuoHr16iQmJtK2bVsSExNp3LgxMTEx3j5du3bl/vvvZ+vWrTRv3jzXa9rtdux2u3c/PT0dAMMwMIzzV8EuVafuuyTdv2EYGFx4TL9uDeCZCVFs3OYpkDWrcYzuBxZADrgqxeK4ojGUkHssLYoyNy726ywlS0n7/iElj3JE8qL8kPwoRyQ/yhHJi/JD8qMcKT6GYUAp/LxLao6c/Di9r7Lkgr8WLheMGwcffQRJSRAXB3fdBc88AybTqZPC2LHw7ruQkgLt2sFbb0GdOoUcvfhDiS6StGnThunTp1OvXj0OHTrEs88+S4cOHdiyZQtJSUkEBgYSFRXl856YmBiSkpIASEpK8imQnDp+6tj5jB8/nmefffacdrvdTnZ29j+8q9Inx22Q43DgNJlxm0vGMjZOhxM3LnKMHMzu/PunpZt48bVoPv8+HICwEDcP35vC0IozsTzjKYhldEjAiQvcrqIM/ZJjGAY5bs86P6ZT/3AUkhx3Dm7c5DhycJqdhXpuKT6GYeB0eL5+hZ0jcmlQjkhelB+SH+WI5Ec5InlRfkh+lCPFJ8fhwoQZw7DjLkXPZgwD3G47YKIkpYj75PMyux1KyOO8YnPmH78XyMsvewoeH34IDRvC2rUwaBBERsJDD3n6TJgAkyd7+tSqBaNHQ9eusG0bBPlvLQ0pHCW6SNK9e3fvdpMmTWjTpg01atTg888/Jzg4uMiu++STTzJy5Ejv/o4dO2jdujU2m42gMpj0Tpcba6CdgEAbVkvJ+K7qdpowY8FqshJgDsiz77bfrQx5ojx//uVJ91t7ZPDksDQqVXATOfr0ejeOa67P91xyrlPV+QBzQKH/wOgyuzBjxhpoJcCmr01p5c0RW+HniFwalCOSF+WH5Ec5IvlRjkhelB+SH+VI8bHmmDEwYzLZMJei5zOeHDEwm20lKkdOFUZstrL3DN9mswFw4sQJ0tLSfNpPHfPxyy/Qqxf06OHZr1kTPv0UVq/27BsGvPaaZ2RJr16ethkzICYGZs2Cvn2L7F6keJToIsnZoqKiqFu3Lrt27eK6667D4XCQkpLiM5okOTnZu4ZJbGwsq08l8xnHTx07n7P/hwkLCwM8fzFQkr7ZFZdT912S7t9kMmEi/5g++z6Yp16KIttuomrlHN54PoVWzRyegzk5BK1YCIA7LAJHi/gSc3+lTVHlR0G/zlLylbTvIVLyKEckL8oPyY9yRPKjHJG8KD8kP8qR4mEymaCUftYlMUdOfpzeV1ly6uvQoEEDn/axY8cybty4c99w1VXwzjvw++9Qty5s3AgrVsDEiZ7je/Z4puE6Y9kHIiOhTRtITFSR5BJQMoYFFFB6ejq7d++mcuXKtGjRgoCAABYuXOg9vmPHDvbt20d8fDwA8fHxbN68mcOHD3v7zJ8/n4iIiHP+J5FLizMHHn8xkpHPliPbbuKaq7KZ+7+/TxdIgKAl8zCne6rJ2e2vhYBAf4UrIiIiIiIiIiIihWjbtm2kpqZ6X08++WTuHZ94wlPouOIKCAiA5s1h+HDo399z/NSyDWct60BMzOljUqqV6JEkjz76KD179qRGjRocPHiQsWPHYrFY6NevH5GRkQwePJiRI0cSHR1NREQEDz74IPHx8bRt2xaALl260KBBAwYMGMCECRNISkrimWeeYejQobkPrZJLxkdfhfDxN6GYTAaP/PsED9+d7jv/omEQ9sEb3t2sG24r/iBFRERERERERESkSISHhxMREZF/x88/h48/hk8+8axJsmGDp0gSFwcDBxZ1mFIClOgiyf79++nXrx9Hjx6lYsWKtG/fnpUrV1KxYkUAJk2ahNlspk+fPtjtdrp27cqbb77pfb/FYmH27Nncf//9xMfHExoaysCBA3nuuef8dUtSTOYv90y2+Pj9J3jo7vRzjtsSlxC4YwsAjgZNsbfpUKzxiYiIiIiIiIiISAnw2GOnR5MANG4Me/fC+PGeIsmpZRuSk6Fy5dPvS06GZs2KPVwpfCW6SDJz5sw8jwcFBTF16lSmTp163j41atTghx9+KOzQpATLtsOqXz0jhbp0zM61T9gHU7zb6XcNK3uTM4qIiIiIiIiIiAhkZuI7BQ1gsYDb7dmuVctTKFm48HRRJC0NVq2C++8v1lClaJToIonIxVizMZBsu4mYCi7qXZZzzvHADaux/boKAGfNy8m+ultxhygiIiIiIiIiIiIlQc+e8OKLUL26Z7qtX3/1LNp+992e4yaTZ/qtF16AOnU8RZPRoz3Tcd10kz8jl0KiIolccpav8owi6dDGnusAkXNGkZxdKRYREREREREREZGyYcoUT9HjgQfg8GFP8ePf/4YxY073efxxyMiAIUMgJQXat4d58yAoyG9hS+FRkUQuOctOFkk6trGfc8y6YwtBPy8CIKdyVbK63VScoYmIiIiIiIiIiEhJEh4Or73meZ2PyQTPPed5ySVHf0Ivl5Sjx81s/i0QgA6tzy2ShE9/w7udfuf9YA0otthEREREREREREREpGRRkUQuGXYHvPtJKAD1L3dSqYLb57hl726CFswGwBVdgcyetxd7jCIiIiIiIiIiIiJScmi6LSn1HE747LsQJr8fxsFkT0rfkJB1Tr+wGW9hMgwAMv41BIKCizVOERERERERERERESlZVCSRUivHBZ/NDmPq/yLZf8iTyjEVXAy7K507b8nw6WtOOkDInC8BcIdFkHHLncUer4iIiIiIiIiIiIiULCqSSKk0/ycLYx+/nD8PeBZpr1TexbBB6fS/OYMg27n9wz79P0w5TgAybh+EERZenOGKiIiIiIiIiIiISAmkIomUOm9ONvPMKM+C6+UiXTx0dzoD+mQQHHSeN+Q4CT45isQItJHRd3AxRSoiIiIiIiIiIiIiJZmKJFKqfPWZiWdGWQC4rcdRnhqaQcVKeaex7ZfFWFKOAZDdqSvucuWLPE4RERERERERERERKflUJJFSY+liEw/c6ymQ3DPEyT3dkogIC8v3fSE/fOXdzuzRp8jiExEREREREREREZHSxezvAEQKYv1aEwNut+B0mujV28245x2YTPm/z3QilaBl8wFwRVfA3rZTEUcqIiIiIiIiIiIiIqWFiiRS4m3dDLfcaCH9hIkOndy89Z4LcwEzN3jBbEwOOwBZXXuBNaAIIxURERERERERERGR0kRFEinRdvwGvW+wknLcRMvWbj76wkXQ+RZoz8WpBdsBsnrcWgQRioiIiIiIiIiIiEhppTVJ5KKkp8PKX0wcPwrHj5vIyYGq1Qyu72lgLYSsSk+H1181M/U1M9nZJho3Nfh8lovw8IKfw7J/L7YNqwFw1q6Ls16jfx6YiIiIiIiIiIiIiFwyVCSRi3LvQAs//nDuQKSBg11MesN9Ued0u2H3Lli+xMx/x5tJSvIsOtK+o5v3P3IRVe7Czhc892vvdtb1t1CgRUxEREREREREREREpMxQkUQuWNIhmD/PU3DoeLWbctGe+sO3X5v48D0LzVsYtGhp8NM8M+kn4OZb3DRq4nsOw4B9e+HXdSZ+XWdiw3oTG341cSLtdCGjZi2DZ//j4oZexoXXNwyDkB88U20ZJhOZ3W/+J7csIiIiIiIiIiIiIpcgFUnkgs36yozbbaJVGzez5rq87a++bObFcRaGP+CbVpNesdDsSjd9bjNIOQ7rTxZFjh87t/IRFGTQuKlBz5sM7r3fjc12cTEGbF6H9a8/AXC0aoc7Ju7iTiQiIiIiIiIiIiIilywVSeSCffmZp7hxy+2GT/uIx9xsWGdizvdmgoIMOnU2sNlg7mwTG9ab2bDe9zwBAQYNGxs0b2HQ7EqDK1sY1KtPoaxpEvLDV97tzOv7/PMTioiIiIiIiIiIiMglR0USuSB/7Ib1a81YLAa9evuuPWI2w/sfu9j4q5sGjQxCQjztR/6Gzz81s+AnE1WqQvMrPYWRBo2Mix4pkh9b4lIADFsQ2ddcXzQXEREREREREREREZFSTUUSuSBffe5ZrL1TZ4NKMeceDwiAlq19R5hUqAgPPOTmgYeKI0IwpxzDemAvAI76TTBCw4rnwiIiIiIiIiIiIiJSqpj9HYCUHoYBX870pMwtt7vz6e0/Ads2eredDZr6MRIRERERERERERERKclUJJEC27LJxM7fTQQFGVzf08j/DX4SsHWDd9vZoJnf4hARERERERERERGRkk1FEimwLz/zpEvX6w0iIvwcTB4Ct23wbjsaNfNbHCIiIiIiIiIiIiJSsqlIIgXicsE3X1iAkj3VFobhHUnijozCVaWGf+MRERERERERERERkRJLRRIpkNWJVpIOmYiINEjoWnKn2rIkH8Ry7AgAjgbNwGTyb0AiIiIiIiIiIiIiUmJZ/R2AlA6X1XEx5oUcXDkmbDZ/R3N+AVt+9W5r0XYRERERERERERERyYuKJFIglWIMhg13YbWU7MFHAds2ercdWrRdRERERERERERERPJQsp94i1wg24bV3m1nQ40kEREREREREREREZHzU5FELhmBq5YRuGktADnVauKuEOPniERERERERERERESkJFORRC4NLheRk57z7p4YPNx/sYiIiIiIiIiIiIhIqaAiiVwSQr79lIBd2wFwNGhK1vV9/ByRiIiIiIiIiIiIiJR0KpJIqWdKTyP8rQne/bSR48Cs1BYRERERERERERGRvOlJspR64e9NxnL8KABZ1/XE0ay1nyMSERERERERERERkdJARRIp1awH9hI68z0AjEAbaQ8+7eeIRERERERERERERKS0UJFESrXot8ZjcjoASO9/L664an6OSERERERERERERERKCxVJpNQK37qW0GXzAHCVr0j6XQ/6OSIRERERERERERERKU1UJJFSq8rMqd7tE/ePwggN82M0IiIiIiIiIiIiIlLaqEgiBRb4wxxMx4/7OwwAAjasJ2LLGgByqtcms+dtfo5IREREREREREREREobFUmkQGzLlxPR7zbCO7XH/PsOf4dD6BuvebfT7/g3WCz+C0ZERERERERERERESiUVSSR/LhfRjz2KyeXCsnMn4R3bY/1xnt/CMe/5g6DvZ3lCK1eBzB63+C0WERERERERERERESm9VCSR/FksHP78C3IaNQbAnJpKWO+bsE2aCG538cbidBL8yEhMJ6+b1nsg2IKKNwYRERERERERERERuSSoSCIF4qpeneMLFuO4sRcAJrebkKeeILLu5QQ/MQrL5k1FH0RODqEDBxA49wfPbkgYaTfdUfTXFREREREREREREZFLkookUnBhYWR8+hlZTz/jbTIf2E/Q65MIb9MK28RXwTCK5tp2OyH33E3gN18DYAQFsWvUa7gjyxXN9URERERERERERETkklemiiRTp06lZs2aBAUF0aZNG1avXu3vkEofs5nsZ8Zw4rvZOLt1x7BaATAZBiFPP0lo39sw7d9fqJe0/PILEW1bYftsJgBGYCDHp39KWpO2hXodEREREREREREREflnpq6eSs3XahL0QhBt/q8Nqw+U7OfwZaZI8tlnnzFy5EjGjh3L+vXradq0KV27duXw4cP+Dq1UyrmuC+nffEvqn3+RNeoJb3vgd98S2bwJIcMewDpvLmRnX9wF7HYCfphD6MABRFx7NZbffgPACAgg45OZ2K+9rjBuQ0REREREREREREQKyWdbPmPkTyMZ22ks6/+9nqYxTen6UVcOZ5Tc5/BWfwdQXCZOnMi9997LoEGDAJg2bRpz5szh/fff54knnsjn3XI+RvnyZI97DlfTZoQMfwjz4cOY0tOxvfd/2N77P0+f8HCMiEiMyAiMwEAwW8Bq9YxCsXi2T++bweUm4OcVmNLSfK6V06IlmW9Nw9W4CaQ7/HG7IiIiIiIiIiIiInIeE1dO5N4r72VQ85PP4W+Yxpydc3j/1/d5on3JfA5fJookDoeDdevW8eSTT3rbzGYzCQkJJCYmntPfbrdjt9u9+6mpqQDs2rULo6jW3CjBclxu/k5PJzDAhtl8nsFH9a7APPNLIt98g7DvZmF2nFHEOHHC8zpwcdd3hYWROuQ+TvT9l6eIsm0bjkwnh/86yLEjgQQEBVzciaVQGIZBjpGD1WTFZDIV6rntTjvHA4+THpBOgE1f59LKMAxyHDlYAws/R+TSoByRvCg/JD/KEcmPckTyovyQ/ChHik9mlsHBfVYcyVEE20rPI0vDMDAMByZTYInKEYcDcnLgt98gKMjf0RSvpKQkAFwul58jubSknfUH7TabDZvN5tPmcDlYd3AdT7Y/4zm8yUxC7QQS95/7HL6kKD3fcf6BI0eO4HK5iImJ8WmPiYnht5PTOJ1p/PjxPPvss+e033jjjUUWo+QhPR0m/tfzEhEREREREREREcnHH3/8QY0aNfwdxiWjWrVqPvtjx45l3LhxPm1HMo/gMlzEhJ71HD40ht+OnPscvqQoE0WSC/Xkk08ycuRI777D4WD58uXUqVMHi8Xix8j8Iz09ndatW7N69WrCwsL8HY6UMMoPyY9yRPKjHJG8KD8kP8oRyY9yRPKi/JD8KEckP8qRksftdnP48GHat2/v71AuCeHh4Rw+fJjAQN/RUmePIinNykSRpEKFClgsFpKTk33ak5OTiY2NPad/bkOFbr755iKNsSQ7NZSqXr16RERE+DkaKWmUH5If5YjkRzkieVF+SH6UI5If5YjkRfkh+VGOSH6UIyVTw4YN/R3CJcNkMlGxYsUC9a0QUgGLyUJyxlnP4TOSiQ079zl8SXGeBSYuLYGBgbRo0YKFCxd629xuNwsXLiQ+Pt6PkYmIiIiIiIiIiIiIlH6BlkBaxLVg4R9nPIc33Cz8YyHxVUvuc/gyMZIEYOTIkQwcOJCWLVvSunVrXnvtNTIyMhg0aJC/QxMRERERERERERERKfVGth3JwFkDaRnXktZVWvPaytfIcGYwqFnJfQ5fZookt99+O3///TdjxowhKSmJZs2aMW/evHMWc5dz2Ww2xo4de0nNMyeFR/kh+VGOSH6UI5IX5YfkRzki+VGOSF6UH5If5YjkRzki4uv2Rrfzd+bfjFkyhqT0JJrFNmNe/3nEhJXc5/AmwzAMfwchIiIiIiIiIiIiIiJS3MrEmiQiIiIiIiIiIiIiIiJnU5FERERERERERERERETKJBVJRERERERERERERESkTFKRREREREREREREREREyiQVSSRPU6dOpWbNmgQFBdGmTRtWr17t75CkGIwfP55WrVoRHh5OpUqVuOmmm9ixY4dPn+zsbIYOHUr58uUJCwujT58+JCcn+/TZt28fPXr0ICQkhEqVKvHYY4+Rk5NTnLcixeSll17CZDIxfPhwb5tyRA4cOMAdd9xB+fLlCQ4OpnHjxqxdu9Z73DAMxowZQ+XKlQkODiYhIYGdO3f6nOPYsWP079+fiIgIoqKiGDx4MOnp6cV9K1LIXC4Xo0ePplatWgQHB3PZZZfx/PPPYxiGt4/yo2xZtmwZPXv2JC4uDpPJxKxZs3yOF1Y+bNq0iQ4dOhAUFES1atWYMGFCUd+aFJK8csTpdDJq1CgaN25MaGgocXFx3HnnnRw8eNDnHMqRS1d+30POdN9992EymXjttdd82pUfl7aC5Mj27du58cYbiYyMJDQ0lFatWrFv3z7vcf1+c2nLL0fS09MZNmwYVatWJTg4mAYNGjBt2jSfPsoRkdJLRRI5r88++4yRI0cyduxY1q9fT9OmTenatSuHDx/2d2hSxJYuXcrQoUNZuXIl8+fPx+l00qVLFzIyMrx9RowYwffff88XX3zB0qVLOXjwIL179/Yed7lc9OjRA4fDwS+//MKHH37I9OnTGTNmjD9uSYrQmjVrePvtt2nSpIlPu3KkbDt+/Djt2rUjICCAuXPnsm3bNl599VXKlSvn7TNhwgQmT57MtGnTWLVqFaGhoXTt2pXs7Gxvn/79+7N161bmz5/P7NmzWbZsGUOGDPHHLUkhevnll3nrrbd444032L59Oy+//DITJkxgypQp3j7Kj7IlIyODpk2bMnXq1FyPF0Y+pKWl0aVLF2rUqMG6det45ZVXGDduHO+8806R35/8c3nlSGZmJuvXr2f06NGsX7+er7/+mh07dnDjjTf69FOOXLry+x5yyjfffMPKlSuJi4s755jy49KWX47s3r2b9u3bc8UVV7BkyRI2bdrE6NGjCQoK8vbR7zeXtvxyZOTIkcybN4+PPvqI7du3M3z4cIYNG8Z3333n7aMcESnFDJHzaN26tTF06FDvvsvlMuLi4ozx48f7MSrxh8OHDxuAsXTpUsMwDCMlJcUICAgwvvjiC2+f7du3G4CRmJhoGIZh/PDDD4bZbDaSkpK8fd566y0jIiLCsNvtxXsDUmROnDhh1KlTx5g/f77RqVMn4+GHHzYMQzkihjFq1Cijffv25z3udruN2NhY45VXXvG2paSkGDabzfj0008NwzCMbdu2GYCxZs0ab5+5c+caJpPJOHDgQNEFL0WuR48ext133+3T1rt3b6N///6GYSg/yjrA+Oabb7z7hZUPb775plGuXDmff2NGjRpl1KtXr4jvSArb2TmSm9WrVxuAsXfvXsMwlCNlyfnyY//+/UaVKlWMLVu2GDVq1DAmTZrkPab8KFtyy5Hbb7/duOOOO877Hv1+U7bkliMNGzY0nnvuOZ+2K6+80nj66acNw1COiJR2GkkiuXI4HKxbt46EhARvm9lsJiEhgcTERD9GJv6QmpoKQHR0NADr1q3D6XT65McVV1xB9erVvfmRmJhI48aNiYmJ8fbp2rUraWlpbN26tRijl6I0dOhQevTo4ZMLoBwR+O6772jZsiW33norlSpVonnz5rz77rve43v27CEpKcknRyIjI2nTpo1PjkRFRdGyZUtvn4SEBMxmM6tWrSq+m5FCd9VVV7Fw4UJ+//13ADZu3MiKFSvo3r07oPwQX4WVD4mJiXTs2JHAwEBvn65du7Jjxw6OHz9eTHcjxSU1NRWTyURUVBSgHCnr3G43AwYM4LHHHqNhw4bnHFd+lG1ut5s5c+ZQt25dunbtSqVKlWjTpo3PdEv6/UauuuoqvvvuOw4cOIBhGCxevJjff/+dLl26AMoRkdJORRLJ1ZEjR3C5XD7fuAFiYmJISkryU1TiD263m+HDh9OuXTsaNWoEQFJSEoGBgd5fOk85Mz+SkpJyzZ9Tx6T0mzlzJuvXr2f8+PHnHFOOyB9//MFbb71FnTp1+PHHH7n//vt56KGH+PDDD4HTX+O8/p1JSkqiUqVKPsetVivR0dHKkVLuiSeeoG/fvlxxxRUEBATQvHlzhg8fTv/+/QHlh/gqrHzQvztlR3Z2NqNGjaJfv35EREQAypGy7uWXX8ZqtfLQQw/lelz5UbYdPnyY9PR0XnrpJbp168ZPP/3EzTffTO/evVm6dCmg328EpkyZQoMGDahatSqBgYF069aNqVOn0rFjR0A5IlLaWf0dgIiUbEOHDmXLli2sWLHC36FICfLXX3/x8MMPM3/+fJ95ekVOcbvdtGzZkv/85z8ANG/enC1btjBt2jQGDhzo5+jE3z7//HM+/vhjPvnkExo2bMiGDRsYPnw4cXFxyg8R+UecTie33XYbhmHw1ltv+TscKQHWrVvH66+/zvr16zGZTP4OR0ogt9sNQK9evRgxYgQAzZo145dffmHatGl06tTJn+FJCTFlyhRWrlzJd999R40aNVi2bBlDhw4lLi7unJkVRKT00UgSyVWFChWwWCwkJyf7tCcnJxMbG+unqKS4DRs2jNmzZ7N48WKqVq3qbY+NjcXhcJCSkuLT/8z8iI2NzTV/Th2T0m3dunUcPnyYK6+8EqvVitVqZenSpUyePBmr1UpMTIxypIyrXLkyDRo08GmrX78++/btA05/jfP6dyY2NpbDhw/7HM/JyeHYsWPKkVLuscce844mady4MQMGDGDEiBHekWnKDzlTYeWD/t259J0qkOzdu5f58+d7R5GAcqQsW758OYcPH6Z69eren1v37t3LI488Qs2aNQHlR1lXoUIFrFZrvj+76vebsisrK4unnnqKiRMn0rNnT5o0acKwYcO4/fbb+e9//wsoR0RKOxVJJFeBgYG0aNGChQsXetvcbjcLFy4kPj7ej5FJcTAMg2HDhvHNN9+waNEiatWq5XO8RYsWBAQE+OTHjh072Ldvnzc/4uPj2bx5s88vG6d+WT37h08pfa699lo2b97Mhg0bvK+WLVvSv39/77ZypGxr164dO3bs8Gn7/fffqVGjBgC1atUiNjbWJ0fS0tJYtWqVT46kpKSwbt06b59Fixbhdrtp06ZNMdyFFJXMzEzMZt8fQy0Wi/cvOZUfcqbCyof4+HiWLVuG0+n09pk/fz716tWjXLlyxXQ3UlROFUh27tzJggULKF++vM9x5UjZNWDAADZt2uTzc2tcXByPPfYYP/74I6D8KOsCAwNp1apVnj+76nfgss3pdOJ0OvP8+VU5IlLK+XnheCnBZs6cadhsNmP69OnGtm3bjCFDhhhRUVFGUlKSv0OTInb//fcbkZGRxpIlS4xDhw55X5mZmd4+9913n1G9enVj0aJFxtq1a434+HgjPj7eezwnJ8do1KiR0aVLF2PDhg3GvHnzjIoVKxpPPvmkP25JikGnTp2Mhx9+2LuvHCnbVq9ebVitVuPFF180du7caXz88cdGSEiI8dFHH3n7vPTSS0ZUVJTx7bffGps2bTJ69epl1KpVy8jKyvL26datm9G8eXNj1apVxooVK4w6deoY/fr188ctSSEaOHCgUaVKFWP27NnGnj17jK+//tqoUKGC8fjjj3v7KD/KlhMnThi//vqr8euvvxqAMXHiROPXX3819u7daxhG4eRDSkqKERMTYwwYMMDYsmWLMXPmTCMkJMR4++23i/1+5cLllSMOh8O48cYbjapVqxobNmzw+fnVbrd7z6EcuXTl9z3kbDVq1DAmTZrk06b8uLTllyNff/21ERAQYLzzzjvGzp07jSlTphgWi8VYvny59xz6/ebSll+OdOrUyWjYsKGxePFi448//jA++OADIygoyHjzzTe951COiJReKpJInqZMmWJUr17dCAwMNFq3bm2sXLnS3yFJMQByfX3wwQfePllZWcYDDzxglCtXzggJCTFuvvlm49ChQz7n+fPPP43u3bsbwcHBRoUKFYxHHnnEcDqdxXw3UlzOLpIoR+T77783GjVqZNhsNuOKK64w3nnnHZ/jbrfbGD16tBETE2PYbDbj2muvNXbs2OHT5+jRo0a/fv2MsLAwIyIiwhg0aJBx4sSJ4rwNKQJpaWnGww8/bFSvXt0ICgoyateubTz99NM+DzOVH2XL4sWLc/3ZY+DAgYZhFF4+bNy40Wjfvr1hs9mMKlWqGC+99FJx3aL8Q3nlyJ49e8778+vixYu951COXLry+x5yttyKJMqPS1tBcuS9994zLr/8ciMoKMho2rSpMWvWLJ9z6PebS1t+OXLo0CHjrrvuMuLi4oygoCCjXr16xquvvmq43W7vOZQjIqWXyTAMo6hGqYiIiIiIiIiIiIiIiJRUWpNERERERERERERERETKJBVJRERERERERERERESkTFKRREREREREREREREREyiQVSUREREREREREREREpExSkURERERERERERERERMokFUlERERERERERERERKRMUpFERERERERERERERETKJBVJRERERERERERERESkTFKRRERERESkhLnrrru46aab/Hb9AQMG8J///KdYrvXEE0/w4IMPFsu1REREREREzmYyDMPwdxAiIiIiImWFyWTK8/jYsWMZMWIEhmEQFRVVPEGdYePGjXTu3Jm9e/cSFhZW5Nc7cuQItWvXZsOGDdSuXbvIryciIiIiInImFUlERERERIpRUlKSd/uzzz5jzJgx7Nixw9sWFhZWLMWJ87nnnnuwWq1Mmzat2K556623UrNmTV555ZViu6aIiIiIiAhoui0RERERkWIVGxvrfUVGRmIymXzawsLCzplu6+qrr+bBBx9k+PDhlCtXjpiYGN59910yMjIYNGgQ4eHhXH755cydO9fnWlu2bKF79+6EhYURExPDgAEDOHLkyHljc7lcfPnll/Ts2dOn/c0336ROnToEBQURExPDLbfc4j3mdrsZP348tWrVIjg4mKZNm/Lll1/6vH/r1q3ccMMNREREEB4eTocOHdi9e7f3eM+ePZk5c+bFfJwiIiIiIiL/iIokIiIiIiKlwIcffkiFChVYvXo1Dz74IPfffz+33norV111FevXr6dLly4MGDCAzMxMAFJSUujcuTPNmzdn7dq1zJs3j+TkZG677bbzXmPTpk2kpqbSsmVLb9vatWt56KGHeO6559ixYwfz5s2jY8eO3uPjx49nxowZTJs2ja1btzJixAjuuOMOli5dCsCBAwfo2LEjNpuNRYsWsW7dOu6++25ycnK852jdujX79+/nzz//LORPTUREREREJG+abktERERExE+mT5/O8OHDSUlJ8Wm/6667SElJYdasWYBnJInL5WL58uWAZ8RHZGQkvXv3ZsaMGYBnGq/KlSuTmJhI27ZteeGFF1i+fDk//vij97z79++nWrVq7Nixg7p1654Tz6xZs7jllltwOp3etVO+/vprBg0axP79+wkPD/fpb7fbiY6OZsGCBcTHx3vb77nnHjIzM/nkk0946qmnmDlzJjt27CAgICDXzyEtLY3IyEiWLFlCp06dLuxDFBERERER+Qes/g5ARERERETy16RJE++2xWKhfPnyNG7c2NsWExMDwOHDhwHPAuyLFy/OdX2T3bt351okycrKwmaz+Swuf91111GjRg1q165Nt27d6NatGzfffDMhISHs2rWLzMxMrrvuOp/zOBwOmjdvDsCGDRvo0KHDeQskAMHBwQDeUTAiIiIiIiLFRUUSEREREZFS4Owig8lk8mk7Vdhwu90ApKen07NnT15++eVzzlW5cuVcr1GhQgUyMzNxOBwEBgYCEB4ezvr161myZAk//fQTY8aMYdy4caxZs4b09HQA5syZQ5UqVXzOZbPZgNMFkLwcO3YMgIoVK+bbV0REREREpDCpSCIiIiIicgm68sor+eqrr6hZsyZWa8F+7G/WrBkA27Zt824DWK1WEhISSEhIYOzYsURFRbFo0SKuu+46bDYb+/btO+80WU2aNOHDDz/E6XSedzTJli1bCAgIoGHDhhd0jyIiIiIiIv+UFm4XEREREbkEDR06lGPHjtGvXz/WrFnD7t27+fHHHxk0aBAulyvX91SsWJErr7ySFStWeNtmz57N5MmT2bBhA3v37mXGjBm43W7q1atHeHg4jz76KCNGjODDDz9k9+7drF+/nilTpvDhhx8CMGzYMNLS0ujbty9r165l586d/O9//2PHjh3eayxfvpwOHToUaNSJiIiIiIhIYVKRRERERETkEhQXF8fPP/+My+WiS5cuNG7cmOHDhxMVFYXZfP5fA+655x4+/vhj735UVBRff/01nTt3pn79+kybNo1PP/3UO+rj+eefZ/To0YwfP5769evTrVs35syZQ61atQAoX748ixYtIj09nU6dOtGiRQveffddn1ElM2fO5N577y2iT0JEREREROT8TIZhGP4OQkRERERESoasrCzq1avHZ599Rnx8fJFfb+7cuTzyyCNs2rSpwNOCiYiIiIiIFBaNJBEREREREa/g4GBmzJjBkSNHiuV6GRkZfPDBByqQiIiIiIiIX2gkiYiIiIiIiIiIiIiIlEkaSSIiIiIiIiIiIiIiImWSiiQiIiIiIiIiIiIiIlImqUgiIiIiIiIiIiIiIiJlkookIiIiIiIiIiIiIiJSJqlIIiIiIiIiIiIiIiIiZZKKJCIiIiIiIiIiIiIiUiapSCIiIiIiIiIiIiIiImWSiiQiIiIiIiIiIiIiIlImqUgiIiIiIiIiIiIiIiJl0v8D05Ub1a4EhW0AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1800x500 with 3 Axes>"
      ]
     },
     "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.set_ylim(df['HR(bpm)_smoothed'].min(), df['HR(bpm)_smoothed'].max() + 1)\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",
    "ax3.set_ylim(0, df['BF(bpm)_smoothed'].max() + 1)\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.savefig('graphs/recovery_chart.png', bbox_inches='tight', dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "52642f49",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MeasurementDate</th>\n",
       "      <th>Comment</th>\n",
       "      <th>ExternalDeviceId</th>\n",
       "      <th>ExternalPatientId</th>\n",
       "      <th>FirstName</th>\n",
       "      <th>LastName</th>\n",
       "      <th>BirthDate</th>\n",
       "      <th>Age</th>\n",
       "      <th>Ethnicity</th>\n",
       "      <th>Gender</th>\n",
       "      <th>...</th>\n",
       "      <th>Child_XC</th>\n",
       "      <th>Child_XC_Unit</th>\n",
       "      <th>Child_BIVA_ZRh</th>\n",
       "      <th>Child_BIVA_ZXcH</th>\n",
       "      <th>Child_PhA</th>\n",
       "      <th>Child_PhA_Unit</th>\n",
       "      <th>Child_REE_Kcal</th>\n",
       "      <th>Child_REE_MJ</th>\n",
       "      <th>Child_TEE_Kcal</th>\n",
       "      <th>Child_TEE_MJ</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2025-09-05T14:56:27.0000000Z</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000001583275_0055003f5631501320313557</td>\n",
       "      <td>LD5163301170</td>\n",
       "      <td>Lucy</td>\n",
       "      <td>Dibenedetto</td>\n",
       "      <td>1997-08-28T00:00:00.0000000Z</td>\n",
       "      <td>28</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>Female</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2025-09-03T13:16:22.0000000Z</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000001583275_0055003f5631501320313557</td>\n",
       "      <td>NS6479273340</td>\n",
       "      <td>Niyanta</td>\n",
       "      <td>Shah</td>\n",
       "      <td>1985-03-11T00:00:00.0000000Z</td>\n",
       "      <td>40</td>\n",
       "      <td>Other</td>\n",
       "      <td>Female</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2025-09-03T13:14:23.0000000Z</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000001583275_0055003f5631501320313557</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1985-03-11T00:00:00.0000000Z</td>\n",
       "      <td>40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2025-08-27T20:57:32.0000000Z</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000001583275_0055003f5631501320313557</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1996-04-05T00:00:00.0000000Z</td>\n",
       "      <td>29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2025-08-20T14:01:13.0000000Z</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000001583275_0055003f5631501320313557</td>\n",
       "      <td>MW4167267833</td>\n",
       "      <td>Monica</td>\n",
       "      <td>Wong</td>\n",
       "      <td>1985-02-17T00:00:00.0000000Z</td>\n",
       "      <td>40</td>\n",
       "      <td>Asian</td>\n",
       "      <td>Female</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>2025-04-10T14:10:28.0000000Z</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000001583275_0055003f5631501320313557</td>\n",
       "      <td>6473915195</td>\n",
       "      <td>Tristan</td>\n",
       "      <td>Walsh</td>\n",
       "      <td>1995-12-01T00:00:00.0000000Z</td>\n",
       "      <td>29</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>Female</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>2025-04-02T21:19:51.0000000Z</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000001583275_0055003f5631501320313557</td>\n",
       "      <td>WSC4168020667</td>\n",
       "      <td>Scott</td>\n",
       "      <td>Christie</td>\n",
       "      <td>1968-08-19T00:00:00.0000000Z</td>\n",
       "      <td>56</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>Male</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>2025-04-02T15:23:54.0000000Z</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000001583275_0055003f5631501320313557</td>\n",
       "      <td>6478809838</td>\n",
       "      <td>Lauren</td>\n",
       "      <td>Karatanevski</td>\n",
       "      <td>1984-07-07T00:00:00.0000000Z</td>\n",
       "      <td>40</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>Female</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>2025-03-26T15:47:42.0000000Z</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000001583275_0055003f5631501320313557</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2002-07-10T00:00:00.0000000Z</td>\n",
       "      <td>22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>2025-03-19T15:10:21.0000000Z</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000001583275_0055003f5631501320313557</td>\n",
       "      <td>6478809838</td>\n",
       "      <td>Lauren</td>\n",
       "      <td>Karatanevski</td>\n",
       "      <td>1984-07-07T00:00:00.0000000Z</td>\n",
       "      <td>40</td>\n",
       "      <td>Caucasian</td>\n",
       "      <td>Female</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>63 rows × 147 columns</p>\n",
       "</div>"
      ],
      "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": 10,
     "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": 11,
   "id": "2056096d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x300 with 1 Axes>"
      ]
     },
     "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/body_fat_percent_chart.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": 12,
   "id": "bf55717b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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x48fTq1cv2rVrR15eHm+99VaV+x7PmDFjgh8fLZyMGTMm+H8CcPbZZ7Nnzx7++te/VrrfOeecU2W6ViAQ4MknnzzmfWpqyJAhnHXWWfzvf/8D4M4772TDhg3ExcXxz3/+M3i/vn37csYZZ9T6+adPn87EiRM59dRTmT9/fnDVKXBGYcpHLO644w4WL17MxIkT6dSpE61atWL37t28/PLLwftX9/NfunRp8OOxY8fWuj4RERERz6u41m1D76Px1ltvVbsvQbt27cwZZ5wRvD5u3LhKj/v444+rfVz//v1rtGZvxX00LrzwwuPe/8j9Oyo6++yzq63lyL0yKv4sYmNjj7kvQ7du3Ux2drYxxphHH330uPs4PPXUUzX6vg8dOlRpT47NmzdXuc/xvtax/m/ffffdSveZPXv2Mes5co+KI+3evdv069fvqDW0bdvWrF69utJjarqPxvjx46t9zq5du5r09PTg484666xj/hzi4uLM4sWLK9VQccM+y7LMtm3bjvoz0D4aIiIiEqkaderUlClTePfddxk8eDDR0dG0aNGCyZMns2jRouDIQnV+/OMf8/TTT9OvX79a7c3QGD744AN+85vf0K5dO2JiYujZsyePPPII//73v4/6mOeee46rr76aQYMG0apVK6KiomjWrBmDBg3irrvu4ptvviElJQWACy64gPvuu4/TTz+drl27kpCQQFRUFO3ateO8885j6tSpwdWYjicxMbHSniPvv/9+/b75I1Qc9Rg2bBjjxo2r1/O1a9eOxYsX88c//pHBgweTmJhIXFwcffv25c477+S7776r84jJ/fffz6uvvspJJ51EXFwcLVq04Morr2ThwoWVGsXvvPNObr311uBeLzExMcTGxtK9e3euvPJKFi9ezLBhwyo99yeffBJcNev000+nc+fOdf8hiIiIiHiUZczhztunn36aGTNmHHXzOgl9S5YsYfjw4QCcfPLJwU3lpOFMmjQpuFnh+++/z4UXXnjU+3722Wfcd999LFy40PXQLCIiItKUGnVEQ5pe+e7W4PRpzJ8/3+WKvGXTpk1MmzYNgBNPPJGf/vSnLlckIiIiEpoUNDzo0UcfDe6F8ac//cnlarzliSeeCO78/uijj1ZZTUtEREREHI266pS4Y8CAAcGDYWlYzzzzDM8884zbZYiIiIiEPI1oiIiIiIhIg9OIhoiIB5jg6tXlqm6UWf3jAmAC5VfKb3Ue74+FwjywA2A5z4nlA58P/NHgr+FbiB1wntsqe7ymHIqIRAQFDRGREFU5PFQNDsYEIFAEdiEEyi52EcYuAVOKMaVlB/mlhy+Vrh9jimVMC6zW42HGi7B7XfX3sSzwx0BUNETFVL74oyE6DmITIC4R4ppBbCLEJUF82SU2EWLinPBx+JsqCzYW+Pz1+fGJiIjLFDRERFxkjA2AVeFg2xgbAvlQcggCeZjyAFH2bzBcHCsoNAVjoLTIudSZBbHxEJ8MiWnQLA2aNXc+TmoJSS0gIdUJM+VsG4xd8xEVERFxhf5K19GuXbuYOnUqc+bMYc2aNezdu5fs7GxSU1MZPHgwV1xxBT//+c8rnYFcsGAB06dPZ/78+Wzbto29e/cSCARo3749p556Kr/5zW8YPHhwveratm0bAwcOJDc3N3jbyy+/zFVXXRW8HggEeOGFF3j++efZtGkTLVu2ZOLEiTz88MO0a9eu0vNlZ2fTr18/9u/fz9KlS+tdn0gkKh+ZqBQmAsUQOBQME3ZpHpTmQSAPAgXuFdvkDBTlO5fsvUe/W2zi4RCS1ApS20Bae0hr54yWlAuUHp7eJSIirlLQqKPXXnuN3/72t1Vu379/PzNnzmTmzJm8//77fPjhh/j9zvD/tddey/r166s8ZvPmzWzevJnXX3+d//znP1xyySV1qskYw7XXXlspZFTnrrvu4oknngCgffv27Nmzh5dffplZs2axevVqEhMTg/e9++672bt3L3fddZdChkgNOCMUh6c5mUABFGdDSQ52SQ6UHnQChdujEeGmKM+5ZO6s+rnoOCd4pLaFlLbOx807OCMi5aMegVJnKpb6Q0REmoyCRj21bduWc889l+7du7N161Zef/11CgsLAfjkk094+eWX+cUvflHpMcOGDWP8+PEkJiYya9Ys5syZA0BpaSnXX38955xzDqmpqbWu5fnnn2fmzJnHvE9xcTHPPfccAHfccQePPfYYK1eu5KSTTmLr1q3897//5ec//zngjMD885//pFu3btx///21rkfEy44cpTB2qRMiirMxJTmYkhwoOQimxN1CI0FJIWRscy4VWT4ndLTsDC06Q6su0LKTE0xA4UNEpJEpaNRR586dee2115gyZQpRUYd/jJdeeimnnXZa8Prnn38eDBrnn38+7777LoMGDQp+/v777+eqq67i1VdfBeDQoUPMmzePH/3oR7WqZ+vWrdx1110AXHDBBXz00UfV3i8jI4OCAmdaxsSJEwEYNGgQrVq1Ij09nR07dgBQUlLC9ddfjzGG5557joSEhFrVI+I1FUcqjAlA0QEo3o9dNlpBIM/tEuVIxoasPc5lwzeHb09q6QSOFp2dENKqi9OcDk74UO+HiEiD0F/TOrr00kurvX3ChAm0aNGCzMxMwBlBKPfXv/612sdcdNFFwaBx5GNqwhjDNddcw6FDh+jduzePPPLIUYNGq1atiI+Pp6CggBkzZnD22WezcuVKMjIyACdAAfz5z3/m+++/59JLL+Wss86qVT0i4a7KaEVpPhRlYIoPYIoznZGKSkvJSljJ3e9ctqw4fFtiGrTtAW17Qrs+Tu+HZZWtgKUleUVE6kJBo4Ht3buXnJyc4PXhw4cf9zHr1h1eOtLn8zFkyJBafc1nn32WWbNm4fP5eOWVV4iPjz/qfWNiYrjpppt4/PHHefzxx3nrrbfYv38/tm3TtWtXfvKTn7BhwwYefvhhmjdvzt/+9rda1SISjioGC2MCTk9F8X7sogNQnOms9CTelpcFm5Y6F3CmV7XpDm16QLve0Lqbs/KVsZ2MqWZzEZHjUtBoQOU9FqWlpQC0bt2aG2+88ZiPWbduHY888kjw+hVXXEHXrl1r/DU3b97M3XffDcDtt9/OqFGj2Lp16zEf8+c//5lu3brx/PPPs3nzZtq0acPpp5/Oww8/TGJiIjfeeCOFhYU888wztGrVigULFjBt2jSys7Pp0aMHl112GW3btq1xjSKhyBi7LFgYKM6Cor3Yhfug+AAarRBKCmHn984FnFGNlp2gbS/oeAK07+3sFaIRDxGRo1LQaCC5ublMnjyZzz//HICkpCSmTp1Kq1atjvqYr7/+mkmTJpGVlQXAuHHjePbZZ2v8NcunTOXl5dGvXz/++Mc/1uhxfr+fm2++mZtvvrnK5/7zn//w1VdfMW7cOK6++mp+97vfVQpCAA899BDTp09n2LBhNa5VxG2VeixK86CwLFgUZahhW47P2IcbzlfNcPo42vR0QkfnAc4qV+AED200KCICKGg0iB07dnD++eezcuVKwOmDmDZt2jEPxN955x2uuuqq4ApV5557Lu+9994xpz0d6e2332bOnDn4/X5effVVYmNj6/V9ZGZmcvvttxMbG8sLL7zA6tWrgyHjX//6FxdeeCGTJ09m+vTp3HjjjSxbtqxeX0+kMVWaDmWXQOE+TFE6pjDd2QxPpD4Cpc6O6bvXweL/Os3k7fuWBY+BznXbdkY6NNohIhFKk0zraenSpYwYMSIYMnr37s3XX399zJDx8MMPc8kllwRDxvXXX8/HH39c65Wd0tPTAWcDvuHDh2NZztnabt26Vbrf1VdfjWVZvPLKK8d8vttvv539+/dz77330qdPn+BSuSkpKVx77bWkpqYGp4ItX768Ui+KSCgwxpQFDKD0EOSux973FWb3VMyBRZC3RSFDGkdBLmxaAnNehdfugPcehKUfH15y1xgneIiIRBCNaNTDhx9+yOWXX05+vnPgMnbsWD766COaN29e7f2Li4u5/vrrgytMWZbFo48+GuyxOJrx48cH99q48sorjxsY6uKrr77i1VdfpV+/ftxzzz0AwWVwo6Ojg/eLiYkJflxQUEBKSkqD1yJSG+XBwrIsKMnGFOzEFOx2goaIW7J2O5dvv4D4ZOgyCLqeCB36OdOuNMVKRCKAgkYdvffee0yZMgW77AxVSkoKZ511Fi+99FKl+6WkpHDdddcBcOGFF/Lpp58GPzdmzBj8fn+VZW9Hjx7N6NGjj1tDr169uPDCC6vcnp+fH+wVARg6dChdunQ5apN5YWEhN954I5Zl8eKLLwbDRP/+/QFnt/O5c+dy6qmn8sEHHwDQsmVL2rRpc9waRRpDeb8FAMX7Mfm7MIW7IVDgal0i1So4COvmO5foWOg0ELqd5ISPqBiFDhHxLAWNOlqzZk0wZADk5OTw+9//vsr9unTpEgwaq1atqvS5+fPnM3/+/CqPuf/++2sUNM477zzOO++8Krdv3bq10vSpm2++mauuuuqoz/Pwww+zYcMGrr/+ek455ZTg7eeeey6DBw/mu+++Y+LEibRs2ZK9e/cCcPfddztnkEWayOFwYaAwHVOwCwr3gF27fWdEXFVSBJuXOhd/NHTsBz2GQdeTnOVzFTpExEMUNCLc2rVr+ctf/kKbNm3485//XOlzUVFRzJgxgzvvvJNPP/2UzMxM+vTpwy233MJNN93kUsUSSSpNiyrOxORtg4JdYEpdrkykAQRKYNtK5xIVC10HQ6+RzvQqqyxUW2qlFJHwpaBRRw888AAPPPBArR5zvP0tjmb27Nm1un/Xrl0PN8QeR79+/SgqOvpmZC1btuTll1+u1dcXqa/yPS4I5GPytmDyd6iJW7yttAg2LnYu8UnQfSj0HgWtumj1KhEJWwoaIhISghvo2SWQvx07f5uzkZ5IpCnIhTWznEtya+g53AkdyS01tUpEwoqChoi45vDIm3E20MvbBoV7AS0DKgLAwX2w/FPn0qYH9Bvr9HSUhw2NcohICKsSNGo65UZEjk+/T9WrNDXq0EbI366mbpHjSd/kXBa+C71GQP/xkNpWoxwiErIqBY2EhATy8vLcqkXEc/Ly8oiOjq60F0kkC64cVZiOfWgjFO1zuySR8FOcf3hqlUY5RCSEVQoaXbt2JTs7mx07dtCpUye3ahLxjJUrV9KlS5eIXgrYGINlWRi7GA5txmh3bpGGUz7K8fW70FOjHCISWiqtmzd69Gji4uL48ssv3apHxDMKCwuZO3cuEydOdLsUVzijF0BJNvaBJZjd0zAH1yhkiDSGorJRjnfvh08eh53fO7fbAXfrEpGIVmlEIy4ujjPPPJN//etf9O/fnxEjRrhVl0hYKy4u5u6776a0tJSzzjrL7XKalNOXYkP+DuxDm6Ak2+2SRCLLnh+cS0obGDgR+owGyw8+7ckhIk3LMkd0qxYXF3PnnXfyzTffMGbMGCZOnEinTp2IjY2N6OkfIsdj2zYHDx5k8eLFTJ8+nYyMDJ588smICOzBPyOmFA5twBzapObucBfTAl/r8fDpk7B7ndvVSH3EJsIJp8KAic4eHcbWRoAi0iSqBA1wwsZ7773HjBkzWLVqlRt1iYSt5ORkJkyYwIUXXsgJJ5zgdjmNKvjnwy7C5P4AeZvBaKqGJyhoeI8vCnoMhcFnQfP26uMQkUZXbdCoKCsri/3791NcrLOTIsdiWRbNmjWjffv2REV5e4ua4OZ6pXmYg+uc5Wm194W3KGh4W4e+cNJ50L63AoeINJrjHg2lpaWRlpbWFLWISIgL7n9RchA7dx0U7HK7JBGpi13rnEubHjDkR9CxnwKHiDQ4b592FZEGEQwYxZnYB9dp/wsRr0jfBJ/9DVp3gyHnQ6cBChwi0mAUNETkqIIBoygD++D3UHzA7ZJEpDHs2wKf/wNadoGTz4OugxU4RKTeFDREpIrDU6SysXNWQdF+t0sSkaawfxtMfxZadHQCR7eTFThEpM4UNEQkqHwXb0oPYeeshsI9bpckIm7I3AlfvgDNO8CIC6FTfwUOEak1BQ0RObxMbSAfO2cNFOxwtyARCQ0HdsHnT0G73jDqImdqlW1r8z8RqREFDZEIVmkfjIPfQ95W4JgrXotIJNrzA/z3EWcq1YifQlJL53Zt5Csix6CgIRKhjDFgSjEH18KhTWgfDBE5ri3LYeu30PcUGDYJYhO0y7iIHJWChkiEMaYsUBza5IQMU+JuQSISXowNa+fChm9g4EQ46Rynd0P9GyJyBAUNkQgRbPQuysBkfweluW6XJCLhrLQIVnwGa+fBsAug7xgnhChwiEgZBQ2RCGCMcRq9s7/TSlIi0rAKc2Hea7BuLpxyKbTq6gQOTakSiXgKGiIeZowNxmByv4fcjagPQ0QaTcY2+PBP0HskjLwIYhK0OpVIhFPQEPGg4IZ7+TswOavBLnS7JBGJCAZ++Bq2rIAhP4IBpzm3aTqVSERS0BDxkGAfRslB7OwVUHzA7ZJEJBKVFMKi92DdfDjlEmjfR9OpRCKQgoaIRzjTpALY2SvL9sMQEXFZ9h749AnodhKMuQTikjSdSiSCKGiIhLngKEbBHkz2t5omJSKhZ8sK2LkWhv8E+o/X7uIiEUJBQySMGWODXYKdtRwKd7tdjojI0ZUUwoK3YONiGH8VJLfUVCoRj9NvuEgYMsY4H+Rtw+z9n0KGiISP9E3w/oOw/DOwA85FRDxJIxoiYcbZE6MAO2spFGW4XY6ISO0FSmHZJ7B5mTO60bIzWJbbVYlIA9OIhkiYMMZ2QsahHzDp0xUyRCT8Ze2Gjx6Fr9+D0hKNboh4jEY0RMKAMQZKczEHlkJJttvliIg0HGNg9UzY+q0zutG+t9sViUgD0YiGSAgLjmLkrsOkz1TIEBHvOpTpLIW74G1napVGN0TCnkY0REKUMTYEijAHvoHiTLfLERFpAgbWzIJda+G0a6FFJ/VuiIQxjWiIhJjgilL5O51eDIUMEYk02Xvhw0dh+afOnhu27XZFIlIHGtEQCSHO7t429oHlULDD7XJERNxjbFj2Kez4Hib+AhLTtMmfSJjRb6xIiDDGQPEBTPqXChkiIuX2bXb23djwtXPdaHRDJFwoaIi4zGn4tjEH12Ay5kAg3+2SRERCS0kRzPkPfPkClBarUVwkTGjqlIiLyjffM5mLtKKUiMjxbFkO+7fDGTdCiw5g6XypSCjTb6iICw43fO9wpkopZIiI1EzufvjoT/D9XOe6plKJhCwFDZEmZowNGOysFZisJWA0BUBEpFbsUljwFsz4p3YUFwlhmjol0oSMscEuwmR+DcVZbpcjIhLeNi+FzO1wxi8hta1WpRIJMfqNFGkixhgo2o9Jn6GQISLSUHL2wYePwPoFzvXyqaki4joFDZFGFuzHyF2P2T8P7GJ3CxIR8ZpACcx7Hb56CQKlmkolEiI0dUqkETkb8AWwM5dA4R63yxER8baN30DmDjjn15CQAj6/2xWJRDSNaIg0EmMMlOZi0mcqZIiINJWs3fDBQ7B3k6ZRibhMQUOkseRvx+ybBYE8tysREYksRXkw7Un4fo5zXYFDxBUKGiINyBiDMQY7eyUma6mWrhURcYuxnSVw577ufKy+DZEmp6Ah0kDK+zFM5kI4tMHtckREBGDdPPj0CSguVNgQaWIKGiINwBgbAkXOVKnCvW6XIyIiFe3dCP99CLL2gK2dxEWaioKGSD0ZY6A4G7NvJpQedLscERGpzqED8PGfYesK9WyINBEFDZF6MMZAwU5Mxhywi9wuR0REjqW0GGb8E1Z+6XYlIhFBQUOkDiptwndgMaCheBGR8GDgmw9gwdvOyIbR32+RxqKgIVJL5SHDPrAMc3CNy9WIiEidrJkFX77g9Gyob0OkUShoiNRCcGWp/fMhf6vb5YiISH1sXQGfPg4lWpFKpDEoaIjUkBMySjEZs6Fon9vliIhIQ0jfDB/9CfJzFDZEGpiChkgNVFq+tiTH7XJERKQh5aTDh4/Agd2aRiXSgBQ0RI7DGBtK8zEZs6D0kNvliIhIYyjIhamPwa7v1SAu0kAUNESOwRgbSg46ISNQ4HY5IiLSmEqL4ItnYPNy7bUh0gAUNESOwtmI70DZHhnFbpcjIiJNwdjw1b/gh4UKGyL1pKAhUg1jDBTuxWTMA1PqdjkiItKUjIE5rzlL4IpInSloiBzBGAP5OzCZX6ON+EREIpWBhe/Ais/dLkQkbCloiBzp0CZM1hJAQ+YiIhFvyUew+CO3qxAJSwoaIhWYg2sxOd+5XYaIiISSbz+Hhe86H6tvQ6TGFDREypiD6zAHv3e7DBERCUWrZ8Kc/zgfK2yI1IiChghgctdjDq5xuwwREQll6xfA7JedjxU2RI5LQUMinsn9AZOz2u0yREQkHGz4Bua+BpbldiUiIU9BQyKayd2IyVnldhkiIhJO1i+A+W+6XYVIyFPQkIhkjMEc2qTGbxERqZvv58DX77pdhUhIU9CQiGOMgbwtmOxv3S5FRETC2aqZ8M1/3a5CJGQpaEhEcTbj24rJXuF2KSIi4gXf/Q+WfuJ2FSIhSUFDIoYTMrZhspa7XYqIiHjJ8k+1g7hINRQ0JCIYY6BgFyZrmduliIiIFy35CFZ+6XYVIiFFQUM8zxgbivdjDixxuxQREfGyRe87K1Jpjw0RQEFDPM4YG0pzMfsXArbb5YiIiNfNfR12rAZb7zkiChriWcbYECjEZMwHU+p2OSIiEgmMDTNehMztYAfcrkbEVQoa4knG2GBKMfvngV3odjkiIhJJSovhs6cgN1NhQyKagoZ4jjEGMM5IRukht8sREZFIVJQH0550/lXYkAiloCGeYsoa8Ezm11CS5XI1IiIS0Q4dgGl/g0CJejYkIiloiKdYloXJWgqF6W6XIiIiAgd2wRdPO70bRmFDIouChniKnbMK8re7XYaIiMhhezbAV/8CLLcrEWlSChriCcYYzKGNkPuD26WIiIhUtWUFfPNft6sQaVIKGhL2jLGhKAOTvdLtUkRERI5u5XRYv1BTqCRiKGhIWHP2yijAZC4CtBOriIiEuHlvQPoWrUQlEUFBQ8KWMQZMALN/AZgSt8sRERE5PrsUpj8L+TkKG+J5ChoS1kzmN1Ca63YZIiIiNVd4CD7/hxM0NI1KPExBQ8KWyVkFRVrGVkREwlDWbpjxIlqJSrxMQUPCjjEGk7cVDm1wuxQREZG6274KvvnA7SpEGo2ChoQVY2wozsJkrXC7FBERkfpb+SWsX6ApVOJJChoSNoyxwS7CZC4E9AdZREQ8Yt6bsH+7msPFcxQ0JCwYYwDjrDBlF7ldjoiISMOxS2H6c1BcCLZOpIl3KGhIWLAsC5O1DEpy3C5FRESk4eVlw4wX1BsunqKgISHPGIM5tAXyd7hdioiISOPZvR4Wf+h2FSINRkFDQpoxNpTmYrK/dbsUERGRxvfddNj6rfo1xBMUNCRkOTt/25jMr1Hzt4iIRIzZrzhTqRQ2JMwpaEjICvZllB5yuxQREZGmU1zgNIcb41xEwpSChoQkpy9jMxTsdLsUERGRppe5Axa+DZa6wyV8KWhIyHH6Mg5isr9zuxQRERH3rJ0HGxdrCpWELQUNCSmH+zIWob4MERGJePPegPwchQ0JSwoaElLUlyEiIlJBSSHM/JemUElYUtCQkKG+DBERkWqkb4Ll09QYLmFHQUNCgtOXkae+DBERkeos/wwytmoKlYQVBQ0JERbmwGLUlyEiIlINYztTqAKlGtmQsKGgIa4zxkDuWijJcrsUERGR0JW7H+a/oX4NCRsKGuIqY2woycEcXOd2KSIiIqFvwzewcYmmUElYUNAQ1zlTpjQMLCIiUiPz34CCg2BrurGENgUNcZXJWQ2luW6XISIiEj6KC+Crf4NPh3ES2vQKFVcYY2OK9sOhDW6XIiIiEn72bIA1szWqISFNQUOaXHD37wNL3C5FREQkfC3+LxTkKGxIyFLQkCZnWZazX0Yg3+1SREREwldJEcx+VVOoJGTplSlNyhgbU7AH8re6XYqIiEj427UW1i/QKlQSkhQ0pMkEp0xlLXe7FBEREe/4+j0oytMUKgk5ChrSZCzLwuSsArvQ7VJERES8o7gA5r6mKVQScvSKlCZhjI0pzoK8zW6XIiIi4j3bVsLGxZpCJSFFQUOaiIXJWuZ2ESIiIt614G0oLgSjTXAlNChoSKMzxjj7ZZTkuF2KiIiIdxXlwYK3wLLcrkQEUNCQRmaMAbsQc/B7t0sRERHxvk1LYPcPmkIlIUFBQxqVZVmYrBVg9AdPRESkScx/0+0KRAAFDWlEzp4Zu6Bwj9uliIiIRI7sPbByBhgtdyvuUtCQRhHcMyP7O7dLERERiTzLp0FBrsKGuEpBQxqNObgGAgVulyEiIhJ5SoucVagsHeqJe/TqkwZnjA0lB+HQRrdLERERiVxblsOutWoMF9coaEiDsywfJvtbt8sQERERNYaLiyxjtKuLNBxjbCjYgzmwyO1SRKQ6vljwx4IvLviv5YsGfGVr71vOv754rIQOzm7Dhw4487yNDbYNJUVQdAgKD0FhXtm/ZZdAidvfoYgcadgkOPFsTaOSJqegIQ3KGBuzdzoE8twuRSTCWBCVBNEpEBWPVSFI4I93PraisY7YyMt5Cyh/GzCHn8v5JNbR3iJ8vuoPWgKlzqZhhXlQcBAO7oPsdMje61wOZWrXYpGm5o+GSx6G+CSFDWlSChrSYMp3ADc5q9wuRcTbfHFOoIhOwYpOhphUiErCKjuAMBVWmbHcPqgIlDoHNj7f4euHMuHArsMBJCcdsvZASaG7tYp4Wa+RMOFqt6uQCKOgIQ3CWc62BLPnCzCaOiHSYKJTIDoVq+xfYlKwfDHA4dEI18NEXdhlU7H8Uc51Y5zQsXs9pG+CvRudKVsi0kAsuOgPkNoWfH63i5EIoaAhDcIY4zSA5212uxSR8OaPh9g2WHGtIa4Nli+mwvQmq8rUJ88JlB4OH/kHYc962FsWPA7s1LQrkfro0BfO+39uVyERREFD6s0YG0rzMenTOTzHW0RqxIqC2FZlwaItVlSz8B6paGh2wGlOt3xQWuyMduxY4zSp56S7XZ1I+DnnFidwaFRDmoCChjQIe/8CKNzrdhki4SEmrWzUog3ENHeWhDa2gkVNlPefWD44uB+2rnBCx96N2gFZpCbS2jtTqPT3RpqAgobUizE2FO3H7J/ndikioS06FSuhCyR2LpsOZRMRU6Eamx1wzswW5cPmZWUblK1T6BA5llN/Dr1HaVRDGp2ChtSLMQaTPgNKD7pdikjo8cdDQieshK5Y0UkatWhs5aGjuAC2rICN38Cu9WhKp8gRElJgysMQFe12JeJxChpSZ8bYkL8Nk7Xc7VJEQoflh/gOzuhFbKvDN2vkommVh47cTPh+DvywEApy3a5KJHQM+RGcfK6mUEmjUtCQOnM25/sfBPLdLkXEfbGtnHCR0BHL8mv0IlQYU7ZSlYGt38LauRrlEAGIioVLH4HYRGfBBZFGoKAhdWKMDXlbMdkr3C5FxD1WNDTrgdWsO5Y/XuEi1GmUQ6SyARNh1M8UNKTRKGhInTijGV9AoMDtUkSani8OK6kXJHYHy69pUeGmfITDlI1yrJrpLJsrEmn80XDpoxDXTGFDGoWChtSaM5qxxdmgTySSRDXDatYbErsAaPTCC8pHOfb8AEs/cf4ViST9J8DoyQoa0igUNKTWjLExez4Hu9DtUkSaRnQqVlIfiO+ANtLzqPLAsXcTLPsEdq11uyKRpuGPgksehfgkhQ1pcAoaUivG2HBoMybnO7dLEWl8sa2wkvpgxbVR/0WkKA8c+7bCsqnOLuQiXtd/PIyeoqAhDU5BQ2rFmABmzxcazRBvi2uDlXwCVkxzBYxIVR449m93Rji2rXS7IpHG44+CSx6B+GSFDWlQChpSY85oxkZMziq3SxFpHFHNsFIGY8W3VcAQh22DzwcHdsHCd2D3ercrEmkcJ4yDMZcoaEiDUtCQGnNGMz4Hu8jtUkQalhWFldwPmvV0ripgyJHKRzg2L4Ov34O8LLcrEmlYvii45GFISNYmftJgFDSkRpzRjA2YnNVulyLSsBK6YKUMBF+MlqmV47MDYGxY/hmsnA6BUrcrEmk4/U6FUy7VqIY0GAUNqRFnNOMzsIvdLkWkYcSkYaWehBWThjFGIUNqx9iQlw0L3oZtWhxDPMLnd/bVUK+GNBAFDTku7ZshnuKLw0rpj5XYVX0YUj/l/Rs7v3cCR0662xWJ1N+gM2DETzV9ShqEgoYclzEGkz4dSg+5XYpIPVjQrJfTi2H5FDCk4dgB599VM2DZNChVH5uEseg4uPwvEB3rdiXiAQoackzG2FCwB3NgkduliNRdVBJW8xEQnawpUtJ4bBvys+Grl2DvBrerEam7ET+Fgac7U6lE6kGn9OSYLMuHOfSD22WI1F1id6w2EyE6SSFDGpfPBwmp8KPbYeTPwB/tdkUidbPqK7crEI9Q0JCjMsbGFB2A4gNulyJSe75YrBZj8KWdBGiqlDQRn89poh14Glx0H7Tq6nZFIrWXnw0bFx+eFihSR3rnlaOyLB8mV5tTSRiKa4vV5gyIaw2gkQxpepYPklrApLvhpHO0go+En++ma+qU1JuChlTLGIMpzYPC3W6XIlJzlh8r9UR8LceU7YuhP3HiIp/fGeEYOgl+dAckprldkUjNZe2GHWs0qiH1ondhOSqTq94MCSPRKVitJ0Jid0CjGBJCLAtad4Of3Q/dh7hdjUjNffuFRjWkXhQ0pHqmBPK3uV2FSM00643V+jSISlTAkNDk8zvLhZ5+PYy6WHsUSHjY8wPs3+GsqCZSB/pLJ1UYY+DQRjAaLpUQZ0VjtRyDlTIAS3tjSKgrf30OOA3OvRViE9ytR6QmVn7pTAEUqQO9cqQaBnNos9tFiBxbVDNnFCO2tUYxJLxYFrTrBT/9PaS1c7sakWPbsgyK8t2uQsKUgoZU4mzQtwts7WwrISy2ddlUqQSNYkh48vkhMRV+ci90HuR2NSJHFyiFtfPUFC51ondoqcTZoE+jGRLCEntgtTwFrCiFDAlvPr+zqd9ZN8GJ57hdjcjRrZ2rviKpE71qJMhZ0vYQFO93uxSRaljO0rVpJ2JZlqZLiTdYlnMZfgFMvE67iUtoyt0PO7/XqIbUmoKGVGIObXK7BJGqLD9Wi1HBpWtFPKnbyXDB3dpvQ0LTmtla6lZqTUFDKjCQv93tIkQq88VitRrn7PatUQzxMp8P0trDBfdAcmu3qxGpbMcqyMsGY9yuRMKIgoYAZU3g+TvBLna7FJHDyleWik5RyJDI4PNDfBJMussJHSKhwhhnVENBQ2pBQUOAsibwPDWBSwiJTnVChj9OTd8SWXx+Z4+NH98JLTu7XY3IYevnAwoaUnN69xanCbwkF4oz3S5FxBGdgtXqVKc3QyFDIpHPD9Fx8KM7oE0Pt6sRcRTkwpYVagqXGtM7uABoNENCR1SyQoYIOD0b/mg47/9B+75uVyPiWDtPTeFSY3oXF8BA3ja3ixCBqCSs1uO0R4ZIOZ/POag759fa2E9Cw+71TlO4SA3onTzCOU3gO8CUuF2KRLqoJGd1KYUMkcrKw8aZN0L3IW5XIxHPwPoFmj4lNaJ38whnWT5MvkYzxGVRzZzpUr5ohQyR6liWszPzxF8obIj7fvha06ekRvSOHuFMoBCKMtwuQyKZP9EZyfDFKGSIHItlARacdi207+N2NRLJDmbA3k1g225XIiFO7+oRzJk2pQ36xEX+RKcnQyFDpGbKw8ZZN0OLTm5XI5Hsh4Vlr0eRo9M7ewRzpk3tcLsMiVT+hLKRjFiFDJHa8PnAHwXn/QaSWrhdjUSqzcvBaERDjk3v7hHKGIMpPQQl2W6XIpHIF+P0ZPgVMkTqxOeHmHhn6du4Zm5XI5GoOB+2fqemcDkmvcNHLIPJ07QpcYOF1WIk+OMVMkTqw+eHZs3h3FsgKtbtaiQSbVikpnA5Jr3LRyjL8kGBpk1J07NSB0NMS4UMkYbg80PzTs7Stzrgk6a2Yw0UF7hdhYQwvdNHIGMMpjgbSg+5XYpEmsRuWM16YKmBUKTh+HzQoS+MuxLQ75Y0IbsUNi/T9Ck5KgWNCKW9M6TJxbbESj0RY4zblYh4j+WDXiNg6I/crkQizZblGk2To1LQiFT5O92uQCKJPxGrxSgAjWaINKaTz4Mug92uQiLJrnVQUuh2FRKiFDQijDE2FO0HW38UpIlYUVgtRzv/qi9DpHEZ42zol9LG7UokUtgB2Pqtpk9JtfSuH3EsjDbpkyZkNR8OUc0UMkSagmU5e2ycdTNEayUqaSKbNX1Kqqd3/khUuMftCiRCWMn9Ia6tQoZIU/L5IbkljL/a7UokUuz8HkqL3a5CQpDe/SOIMQaKs8AucrsUiQTxHbGS+6onQ8QNPj90Own6T3C7EokEgRLYtlLTp6QKBY2IYjCFu90uQiKBPwErbYhWmBJx26ifQasublchkUCrT0k1FDQiiLNJn4KGND6r+TCwfBrNEAkFZ9wIMfFuVyFet301BErdrkJCjIJGBDGl+VCa63YZ4nXNekFMC/VliIQCnx8SUmD8VW5XIl5XWgQ7Vmv6lFSiI4EIYYwNBbvcLkO8LioJK2WARjJEQonPD11PhF4j3a5EvG7rt87mkSJl9GqIEJblw2i1KWlUlrOUrYiEHmNgzBSIT3a7EvGyHWucJZZFyihoRAhjlzob9Yk0Eiu5L0SnaMqUSCiyLIiKgbGXu12JeFnBQcjc6QRbERQ0IoIxdtneGfrFl0YSnQZJ/TRlSiSU+fzQdTB0H+p2JeJl21eBsd2uQkKEgkYEsCwfpkDTpqSx+MqmTCnIioQ8Y8PYSyGumduViFftWK1lbiVIQSMCGGOgcK/bZYhHWSkDICpRU6ZEwoHlg+g4GD3F7UrEq9I3Q4k2BhaHjgw8ztkNPBNMiduliBfFtsJK6qUpUyLhxOeHnsOgy2C3KxEvMrbTFK5lbgUFjQhgMIXpbhchnuTT7t8i4crYcOrPISbB7UrEi3as1jK3AihoeJ5l+aAow+0yxIua9QB/gkYzRMKR5YPYBBh9sduViBft1DK34lDQ8DhjAlB8wO0yxGt8MVjJWmVKJKz5/NB7FLTu5nYl4jV52ZClRWhEQcPTjDFQlIlWA5KGZiX3A0urioiEPTsAozSqIY1g+yr1aYiChrcZTNE+t4sQr4lKgsQeWmVKxAt8fmjTHbqe6HYl4jV7ftAyt6Kg4WVOf4aChjQsK2UQGiUT8RDbhpEXqXlXGtbejdohXBQ0vMzYpVCc7XYZ4iWxrbHi22o0Q8RLfD5IagknnOp2JeIlxQWQtdvtKsRlOlrwKKc/Yz868ywNyUodjDG222WISGMY+mNnMz+RhrJrHQRK3a5CXKSg4WHqz5AGldgVKzpZoxkiXmRZEB0PJ57tdiXiJXs3gD/K7SrERTpi8CjLsrR/hjQcKworeYA25xPxMp8PBp0BiWluVyJesWej2xWIyxQ0PMrYJVCS7XYZ4hFWUh9n7wztmyHibZYFwy9wuwrxisJcyNHsikimoOFBxtgazZCGY0VDUi+FDJFI4PNDr5GQ1s7tSsQrdqtPI5IpaHiU0W7g0lCadUd/KkQiiB2AQWe6XYV4xR71aUQyHT14kGX5oDjL7TLEE3xYzXq5XYSINCWfH3qNgIRUtysRL9izwe0KxEUKGl6loCENIaETlj9W06ZEItGA09yuQLwgLwsKDrpdhbhEQcODTGkemBK3yxAPsJL6aKUpkUjk80P/8dpXQxpG+hZnB3qJOAoaHuM0gme6XYZ4QVxbrOgkjWaIRKqoaOh7ittViBdkbEUbCEcmBQ3PsTAlmjYl9Wcl9dYu4CIRzYLBZ4I26ZT62r/NGSWTiKO/Hh5jWRZoxSmpr+hUrNhW2gVcJJJZFiSkQI9hblci4S5ju9sViEt0FOExxhgoyXG7DAlzGs0QEcCZV3/i2W5XIeGuMBfyst2uQlygoOE1pQfBBNyuQsKZPwHiO2o0Q0TA54Pm7aFDP7crkXC3b7MawiOQjiQ8xGkE17QpqR+rWU/UtCciQXYABk50uwoJdxnb0HtL5FHQ8BQLU6KgIfXhg8RuGs0QkcN8fujUH+KT3a5EwlmGGsIjkY4mPMRpBNeKU1IP8e2wfFFuVyEiocYAvUe6XYWEs/3b3K5AXKCg4SHG2FCi3Tel7qyEzmoCF5GqLAv6jnW7CglnRflwSCdDI42ChpeU5qH5j1JnVrSzSZ+mTYnIkSwLUlpDm+5uVyLh7MBOMDpOiSQ6ovAIZzRDy9pKPcR3ALQLuIgchR2A3qPdrkLCWdZu53UkEUNBw0OMgobUg5XQGY2IichR+fzQY6gaeqXusvbq9RNhFDQ8wrJ86s+QuvPFQWxLTZsSkWOLiXdWoBKpi6zdzjQ8iRg6qvAKO4CVdhJWq3GQcqIzDcaKdrsqCRcJHd2uQETCgR2AniPcrkLCVfZetyuQJqZ1LL1k71ZIa48vqQfQA2MM2KVgSsEuwBTnQPEBKNwLdqHb1UoIcaZNiYgch88PXU+E6FgoKXK7Ggk3JYWQnwMJKW5XIk1EQcMrcvdjTXvS+Tg6DtLaYaW2g7R2mLR20LwDvsSu0KwbACZQCpRCoBBTctAJIEXpUHrItW9BXBLVDCsmze0qRCRc+KOg8yDYtMTtSiQcHdjtbP6oKVQRQUHDC2wbDuw6fL2kEPZtcS5UWEfIHw2pbSG1LVZa+2AAsZI6YiU6Z7SNXQomAHYRpiS3LIDsg5LsJv2WpAnFd8QYW/0ZIlIzdsDp01DQkLrI2gXtejmBVTxP/8teYGzITj/+/QIlkLnDuVAhgPj8kNy6bBSkrTMK0rwjVkobrIQOZV8iUDYNqxhTesjZgbwoA4r3N873JE3GSuyClrUVkRrz+aHzQJy/G1qpTmopa49WnoogChpe4I+qX4OVHYDsPc6ljAXOsGZSS0hth5XWDlLbYlp0xEptixXfDgBj204PiClxAkhJNhRmOCEE7TAd8qKaYUU1c7sKEQk3cc2gZSfYv93tSiTcZO3RtKkIoqDhFTn7Gv45jYGDGc5l+0qgwnnvxLTgFCzS2mKad8BKa4+V1AaS+jiN6IESnD6QvLJG9P1QkO7cJqEhthXGGCz90ReR2iifPqWgIbV1sBGOVyRkKWh4RW4TT2HKy3Iuu9YCFQJIXFKFKVjtMc3bl62E1QroWXklrEC+04hetN/pA9FKWE3Oim2FM/VBQUNEasHyOQ3hKz53uxIJNwW5EChVj0aE0P+yFwRKnV/cUFCYC3tyYc8PQIXD15j4ylOwmndwAkizbpVXwipfird8JazCdAjkufO9RILYNmoCF5Hasyxo3RViEqA43+1qJNzkZUFyK7erkCagoOEFedmEfENecQHs2+xcqBBAomIgpQ2ktcdKa4tJa++shNWsU1mTcsWVsArLVsLKcgJIaY4734tXRCVh+WPcrkJEwpXlgw59YctytyuRcJOT4fSAatqu5ylohDtjIDfD7SrqrrT4KCthRUFK6wpL8baF5h2xkttiJXQEBjorYZlSsIsxpblQnO1MwSrOdOmbCTOxrdWfISJ1FwhA5wEKGlJ7uRlg99b0qQig/+FwZwfgoAeXmLVLIWu3c9my/HAAsXzOWZAjl+JNbYMV3x44wVkJyy4FylbCKs52VsHSSliVqD9DROrF73f6NERqKzdToxkRQkEj3FmW8wsbKYztrFhxcB9s+w4oP0y2IDG1bArW4T4QK609VnIboA/G2BUa0fMwxdllK2HtIyJXwoprrf4MEamf+CRo3qHyprEix3MoU3tpRAgFjXDn8zu/sBHPHF4Ja+caoMJ5+vjkykvxpnWA5uUrYfWqZiWsHCjKhKJ0sIvc+oYaV3QKli/a7SpEJNwZA626KmhI7UTSCdIIp6DhBfqFPbaCg87lyJWwYhOclbDKl+JNawfNO+Br1h2adQfABErKGtHLV8LKdPYCscN8lRXtnyEiDcEOQKsusH6B25VIONFxS8RQ0PACjWjUTVE+pG9yLlRcCSsWUttCWlus1HaHV8JKKlsJK618Kd6ylbBKc8uW4t0XNithWbGtUX+GiNSbPwradHe7Cgk3BQe1l0aE0P9wuLMDkB8eB7dho7QI9m9zLlQ4FPdHQXLrw0vxpraHFh2wktuVrYRFNSthZZWthHXAne+lWhbEtlJ/hog0jLT2zkqBdgT2uknd5Wc7i7uIpylohLvCQ84cWWl8gQorYUHllbCSW1XuA2neESulfCWs/odXwjLFmMChsgCy37k09UpYUUlYPv3qi0gD8fmdhvCykzMiNZKXo6ARAXS0Ee5CZUfwSGZsyEl3LkeuhNWseXAKlrMUbwestHZYyW2dh1ZZCSvLaUQvbMSVsKJTGud5RSQyGeP0aShoSG3kZzvvnxpd9zQFjXCnaVMhzDj9M4cyYUc1K2GVTcEi1QkgpJWthJXEESth5TmN6EX7y1bCKq5XVVZ0CsbYmjolIg3D2E7QWOt2IRJWCnLBtsGv9yIvU9AIZ3bAaaiS8FO+EtbudUDFlbASj1iKt/0xVsLKLwsgZSMgNV0JKzoFNYGLSIPx+aG1GsKllgo1IyMSKGiEM2M0dcprivKqXwkrumwlrNR2WBWW4rWadcFK7AqUr4RVCnYRpvRg2UpY6VB6xGskJlXL2opIw0ptC/5oCJS4XYmEi4JcbdoXARQ0wpll6YxApCgpgoxtzoWKK2FFQ0qbCkvxtoPmHbGS22MldALKVsIqb0QvzcXyx7nzPYiId/l80KIj7NvidiUSLgpyneMY8TQFjXDm82tEI9IFSuDATudCNSthVewDadERK6W1+jNEpOEZ46w8paAhNaXjl4igoBHu9Isq1am4EtZW5yYLoM8YOPXnLhYmIp5kB6BZC7erkHCiHtOIoNOa4U5Tp6Q2Uto4BwQiIg3JsiBJQUNqQccvEUFBI9xpRENqI7WNM5daRKQh+fzOdE2Rmioq0ImvCKAjjnBXeMjtCiScpLXT5kgi0ji0y7PUioHiQreLkEamI45wZmword/mbRJJLM2hFpHGE58EPrV+Si2UFLhdgTQyBY1wVqr1yqUWYhPAr4MAEWkklgXN0tyuQsKJRjQ8T0EjnGk0Q2ojPtntCkTE69QQLrVRlO92BdLIFDTCWUmR2xVIOIlv5nYFIuJlxmh6ptROcb7zuhHPUtAIZyUacpRaiEtyuwIR8TI7oIZwqZ2SQqffVDxLQSOcKWhIbcQn6w+6iDQe7aUhtVVSpBENj1PQCGfFWq1BaiG+GdgKGiLSSHx+Z+UpkZpSr6nnKWiEK9tWj4bUjqZOiUhji1MvmNSCjmM8T0EjbBlNnZLaiU/SruAi0rhi4t2uQMJJabEz5U48S0cd4coYnQmQ2klI1a7gItK4FDSkNhQ0PE9HHeEsUOp2BRJOtI+GiDS26Di3K5BwYpcCChpepqARzrSCkNRGXILbFYiI1/mjNHIqNWeMRjQ8Tn8NwpmWhJPa0Ju/iDSFqBi3K5BwoROmnqcjj3CmX1CpFZ01EpEmEBXtdgUSLnTC1PMUNMKZfkGlNjQ8LSJNwa8RDakhHcd4noJGONOIhtSGgoaINAWNaEhN6TjG8xQ0wpVlAToTILWgoCEiTcGvoCE1pBENz1PQCGe2zgRIbShoiEgTsANuVyDhQiManqegEdZ0JkBqQSMaItIUtMeT1JRGNDxPQSOc6RdUakNBQ0SaQqDE7QokXGhEw/MUNMKZgobUhvbREJGmYGtEQ2pIxzGepyOPcKYDRxERCTWaOiU15fO7XYE0Mh2phitjwB/ldhUSTrR4gIg0BU2dkprSUsiep6ARzrSEoNRGSaHbFYhIJAho1SmpIZ9OmHqdgkY404iG1EZxvtsViIjX2QG0IqLUmD9aDeEep6ARzjSiIbVRpKAhIo1Me2hIbfij1BDucQoaYcvSiIbUTkGu2xWIiNepEVxqQ8cxnqegEa4s1EQltVOUp7ONItK4SovdrkDCiT9aIxoep6ARtiw1UUntFOXrD7qINK68bLcrkHCiEQ3PU9AIV5alEQ2pHfVoiEhjsm04lOl2FRJOFDQ8T0EjXFmWmsGldorynNeNiEhjMDbk57hdhYQTzczwPAWNcBYV63YFEk6K8rULq4g0HsvS1CmpnagYnQDzOAWNcBab4HYFEk6K8tyuQES8zOdX0JDaiU0AS4eiXqb/3XCmoCG1kZ/tdgUi4nV5WW5XIOEkrplGNDxOQSOcxcS7XYGEk4P73a5ARLxOPRpSG3GJblcgjUxBI5xFxWjOvdRcUR6UFLldhYh4maZOSW3EKGh4nYJGuNP0KamNXC09KSKNpKQISnUyQ2pBMzM8T0Ej3MUoaEgtHNznLEEpItLQNG1KasPn135gEUBBI9zFathRaiFnn7OplohIQzI25KS7XYWEE83IiAgKGuFOv6hSG9l71dcjIg3PtiFzh9tVSDjRjIyIoKAR7jSiIbWRvVdLCYpIw/NHQeZOt6uQcKLjl4igoBHOjK0RDamd7L1uVyAiXqWgIbWh45eIoKARzmzb2exGpKaK8rRDuIg0vECJs9iESE3FJ7ldgTQBBY1wl5jqdgUSbg7sBmPcrkJEvCRrj/6uSO0kpoIdcLsKaWQKGuHM54fENLerkHCzb7P+uItIwwmUQsY2t6uQcJOQqnAaARQ0wpllQbPmblch4SZ9s9O4KSLSEHw+OKD+DKmlxFStghgBFDTCnaZOSW2lb3a7AhHxEsunRnCpvWYttApiBFDQCHcx8eDXzppSCwUH4dABt6sQES9R0JDa0onSiKCg4QUJKW5XIOFmz0b1aYhIwziUBSWFblch4cTyQZz20YgEChpeoIZwqa19mzRkLSL1Zwdgz3q3q5Bwk5DshA3xPP0ve4GGH6W20jfrj7yI1J/lg90/uF2FhJuEVLcrkCaiI41wZwcUNKT2MndCaYnbVYhIuLMs2KOgIbWk45aIoaAR7ozRL6zUnrEhY6vWMBeR+sk/CAcz3K5Cwk1imvM+JJ6noBHufD5Iaul2FRKO9m7UH3oRqTs7ALvWuV2FhKPkVmDr/ScSKGiEO8sHKW3crkLC0e712ixJROrO8sGutW5XIeEopbXefyKEgoYXaERD6mLPBigpcrsKEQlXlgU7v3e7CglHqe208mGEUNDwgqhoiE92uwoJN3Yp7Fit/TREpG6y90J+tttVSLixfNBMy/JHCgUNr0hu5XYFEo62fqvhaxGpPTsA21e5XYWEo2bN9b4TQRQ0vEJ9GlIXO1arIU9Eas/nhx1r3K5CwlFKa7crkCakoOEFgVL94krdFOVD+iatPiUitVNSBHs3uF2FhKOU1nrPiSAKGl5g+SC1rdtVSLjausLtCkQknNgB2LLcOcklUlvJrTWSHkEUNLzA54Pm7d2uQsLV1u+csCoiUhM+P2xa4nYVEq5S26hHI4Lo6MIrmrXQUnFSN7n7ITvd7SpEJFwU5cNO7Z8hdZTaVscrEURBwyv8UU7YEKmLLcu1zK2IHJ8dcEYzNMde6sIXBYla2jaSKGh4SYuOblcg4UrL3IpITWjalNRHWju910QYBQ2vsAMKGlJ3GVudzbd0llJEjiX/IOzd6HYVEq6ad3C7AmliChqeYUGLTm4XIeHs+7luVyAiocwOwMbFYIzblUi4atFJq5VFGAUNr/D5oGUXt6uQcLZhkQ4gROToNG1K6qtlJ02dijAKGl7SLA2i49yuQsJVUR5sWaGmcBGpXm6mM81SpK5adNKKUxFGQcNrNP9R6mPdPJ1tEpGqbBt++NrtKiScJaRAbILbVUgTU9DwEmOrT0PqZ9d6OJSlKVQicgQD389xuwgJZ1qwJiIpaHiJbfSLLPVkYO1cBQ0ROcwOwKalUHDQ7UoknDXvqKm5EUhBw0v8fmjZ2e0qJNz9sBA0hVZEyvn8sHqm21VIuNOJ0IikoOE1zdur0UrqJy8bdqzRmScRcf4O7NsCGdvcrkTCXcsu6gGMQAoaXuOPhtR2blch4W7tXL0hiIjzd2DlDLerkHAXHQcprd2uQlygoOE1xkCb7m5XIeFu2yrI2aedwkUimTGQnwNblrtdiYS71l012yJCKWh4jbEVNKQBGPj2c7D0J0IkchlY/ZVOOEj9te6u6bgRSkcRXuPzQ9teblchXrBhMeQf1ApUIpHKtmHtPLerEC9o21MjGhFKQcOLUlprUxypP7sUVn4JKGiIRBw7AD8sgqI8tyuRsGc5My00Qh6R9L/uVa01fUoawNq5UFLkdhUi0tQsC1ZOd7sK8YKU1hAT73YV4hIFDS+yA+rTkIZRUgjfTdccbZFIYgfgh68hJ93tSsQL2vTQFNwIpqDhRZbPmQ8p0hBWfwUlxW5XISJNaeknblcgXtGmmxrBI5iChhdZFrTupsYraRglhU6vhq1RDRHPswOwZjbkZbldiXhF217gj3K7CnGJgoZXRcVAWge3qxCvWD0TAhrVEPE8OwArPne7CvGK6DhIbet2FeIiBQ2vMgba9nC7CvGK4gJY8YXm2Yp4mbGdnqzCXLcrEa9o012zKyKcgoZXGRva93G7CvGSVV860yk0hUrEe4yB4rJpkiINpX0f9WdEOAUNr/L5oeMJgM4kSAMJlMLCd8GnPxsinrTic6cnS6ShdDxB+2dEOP3ve1lMPLTo6HYV4iVbV8Du9TpDJeIlxkBBLqyZ5XYl4iXRcc4xiKZORTQFDS+zbejYz+0qxGsWvK03DhGvWTYVAiVuVyFe0q63RjNEQcPTLKDDCW5XIV6TtRu+n6tRDREvsANwYCesm+92JeI1HdSfIQoa3mb5oF1P8Gn9amlgS6dCabFWoRIJd5YP5r6u32VpeJ0GOP2iEtEUNLzOH+0sLyfSkIryYMnHblchIvVh27B2LmRsdbsS8ZqEFO2fIYCChvfZAeigPg1pBN/PgZx0LXcrEo6M7eyPs/gjtysRL9Jxh5RR0PA6y1e2zK1IAzM2zH9Ly92KhCPLBwvfgeJ8tysRL+rYT/0ZAihoeJ9lQavOzlK3Ig1t9zpnZEOjGiLhww7AjjWw8Ru3KxFPsqBjf/VnCKCgERksn4YxpfEs+qBsx3CdvRIJecY4v6vzXne7EvGqVp0hPsntKiREKGhEAjsAXQe7XYV4VWkRfPVvrZcuEg4sC775AA4dcLsS8arOg3TiSYJ0ZBAJfH7oMlgHgtJ40jfBd9Odvg0RCU12ANI3w5o5blciXtbtZB1vSJBeCZEiJh7a9nC7CvGypVMhO11nskRCkbEhUOqMPqI9M6SRNGsOzds7I2ciKGhEDjvgjGqINBa7/CBGREKO5YM5r0LufrcrES/rPEibP0olChqRwud3hjNFGlPmDlj2id5oREKJbTurw21e5nYl4nVdT9Tff6lEQSOSJLXQTp3S+L79H+zfpilUIqHADkD2Xvj6PbcrEa+LjoP2vbW3klSiV0MksW1Nn5LGZ2xnClWgVGe2RNxkjPN3/8vnIVDidjXidR1P0N4ZUoWCRiSxLOh6kttVSCTI2Qdf/UsNgSJusixnv4ycdLcrkUjQZbBGsqUKBY1IYlnQuivEaSMdaQLbVsJS9WuIuMK24YdFsGGR25VIJLB8zn5dGtGQIyhoRKKuJ7pdgUSK5dOcwKGzXCJNxw44q0vNf9PtSiRStO/jLKMvcgQFjUhjDPQa4XYVEjEMzHoJDu5X2BBpChX7MkqL3K5GIkXPYfobL9VS0Ig0Ph+07QkJqW5XIpGipBD+97TTjKqdw0UamYEZL8KBXW4XIpHCFwXdh2jalFRLQSMiGeePgkhTydkHM/4JqDlcpFEtfAe2r3S7Cokknfo7S9uKVENBIyJZmj4lTW/HaljysdtViHiTMbBqBqyZ7XYlEml6aNqUHJ2CRiSyLGjVBZJaul2JRJpvP4fNy5055CLSMGwbtn0Hi953uxKJNFExzgIzmjYlR6GgEals22neEmlqs16CfVt0BkykIdgByNwBM/+lpaSl6XUZDFHRblchIUxBI1JZFvQa6XYVEokCJfDF007fhsKGSN3ZAcjPgS/+oZ2/xR09h+vvuByTgkaksixIbQtp7d2uRCJRcT5MexLyD+pNSqQubBtKi+Gzv0NBrtvVSCSKSXAawTVtSo5BQSOS2QHnbISIG/JzYNoTUFyosCFSG8YGDPzvWcje63Y1Eqm6nejsCC5yDHqFRDKfH3qPckY3RNyQsw8+fcI5M6uwIXJ8xnZGM754Bvb84HY1Esn6jFFfkByXgkakS0yF9n3drkIi2YGdMO1vECjValQix2KXhYz/PQM717hdjUSylNbO5r8+HUbKsekVEunsAPQ9xe0qJNJlbHXmmtsBhQ2R6ti2M5rxxdOw83u3q5FI12eMRqGlRhQ0Ip3PD91OgthEtyuRSJe+yTmIKp8aIiIO2wYTcFaX2rXW7Wok0lk+5wSlmsClBhQ0xOnR6K2lbiUE7F5X1rNRpLNlInA4ZHz+D9i1zu1qRKDzQIhr5nYVEiYUNASwoN84t4sQcaRvgo//AkV5ChsS2Wzb+R347CnYvd7takQc/cbqb7PUmIKGlO2p0QZad3e7EhFH1m746E9wKEtvaBKZykPG53/X6lISOhJStXeG1IqChjjUFC6hJjcTPv4TZO1R2JDIYgec6YPTnoQ9G9yuRuSw3qNAK9pKLShoiMPndzbvi45zuxKRwwpyYepjkL65bJMyEY+zA85mlh8+6kwjFAkZljNtSntvSS0oaMhh/ijoMdTtKkQqKymEz/4G21ZqcyjxNtuGzJ3w4SOQk+52NSKVtesFSS0UNKRWFDTkMGOg/3i3qxCpKlAKX74A6xe4XYlI4zAGtq9yRvAKct2uRqSqARM0jVVqTUFDDvP5oEUnaNPD7UpEqjI2zH0Nvn7v8A7JIuGufJTuu//Bl89BoMTdekSq06w5dD1RTeBSawoaUpkdgIET3a5C5OhWzXCaZIsLdHZNwlv5bt+zXoLFH2pqoISu/uP1+pQ6UdCQysp3Cm/W3O1KRI5uzw/wwf9B5g41iUt4sgNQnA9T/wobvnG7GpGji4px9trSaIbUgYKGVKVeDQkHednw8WOwdp5zXWfbJFwYAxnb4IOHYN9mt6sRObZeIyE61u0qJEwpaEhVPj/0O9U5iyESyuxSmP8mzH7FOUOsqVQSymzbCRnLpzlN33lZblckcnwDT3e7AgljChpSveg45yyGSDj44WtnJ/H8gwobEprsABTmwqdPwLJPNOVPwkOHfpDaRkvaSp0paMjRDToD0B8XCROZO+CDP8Kutc51TaWSULJ9Nbz3oNNfJBIuBp2ukzdSLwoaUj3LgpTW0LGf25WI1FxRHnz+D5jzKpQW6w1S3GUHnD1g5r8F0591Xp8i4SKlNXQaoCZwqRcFDTk6O6C5mRKe1i+Ed++H3WVnjzW6IU3NtuHgfmeX7+9nu12NSO31P00na6TeFDTk6Hx+6NQf0tq7XYlI7eVlwWd/gzn/0eiGNJ3y19m6ec5UvgO73K1HpC7ikqDfKRrNkHpT0JBjswNw4tluVyFSd+sXOKMbezY41zW6IY3FGMhJh4//4qyGpl2+JVwNnAiWQobUn2WM3nXlOGwb3vk95Ga6XYlI/fQdC6Mvds7S6UydNBQ74PydXPoxrJqpFaUkvMXEw2V/1t4Z0iA0oiE1YGDQmW4XIVJ/6+aV9W6sd67bOiCUeih//WxfDe/8AVZ+qZAh4a//eIiKdrsK8QiNaEjNBErhzd9CwUG3KxFpGF0Gwegp0Ky51oiX2jO2s2/L/Ddh23duVyPSMKJinNGM2AS3KxGPUNCQmrEDzpSAbz5wuxKRhuOLcuYiDzlf06mkZuwAYMGqL2HZNCgtcrsikYYzcCKM/JlOvkiDUdCQmisthjfu0Vrw4j3xyTBsEvQZ7TT0KnDIkeyA87rYthIWfwhZu92uSKRh+aLg0kchPklBQxqMgobUnG3Dd1/Ako/drkSkcaS1hxEXQucBhw8sJbKVvw52rYXFH0HGVrcrEmkcfcfC2MsUMqRBKWhI7ZQUOaMaxfluVyLSeNr1hlE/g5adFTgiVfn/+95NsOTDw8sji3iR5YMpD6lnTRqcgobUjrFh+TRY9qnblYg0vk794aRzoW1PBY5IYdvg88H+7c4UqZ3fu12RSOPrNRImXO12FeJBChpSeyVFzgpU6tWQSNG6u7NxZdfBChxeVR4wsvY4AUMrSUmk8Pmd0YzEVGdkQ6QBKWhI7dk2rJqhFagk8qS2g8FnQq8RznUFjvBXHhzTNzv7YGxZAehtUSLICeNhzBRNmZJGoaAhdRMohbd/B3nZblci0vQS02DQ6dDvVGelFsvSm3S4sW3AwKalsHomZGxzuyKRphcV46w0FZuov2HSKBQ0pG7sAKz/Gua95nYlIu6JTYQTxkG/sU4TpaZVhbby/5+CXFg7F76fA/k5blcl4p4Tz3aW9taUKWkkChpSd7YN7z0AOeluVyLiMgva9XL24eg+FPxRZftx6M07JJQHjN3rYc0s2Pqds7CFSCSLSXBGM2Li3K5EPExBQ+rODsDWb2HGi25XIhI6omOh+xDocwq07aFRDreU/9wPHYCNi2H9AsjZ53ZVIqFj2AUw+CydEJFGpaAh9ffBQ5C5w+0qREJPcmvoMwr6jIGEFIWOxlb+883LcsLFpmWwX70XIlXEJ8Olj4A/2u1KxOMUNKR+7IAzHeGzv7tdiUjosixo3xe6DHaWyG3W3Jl6aKG50fUVDBfZTrjYvEy7d4scz5hLnN4ynfiQRqagIQ3jk8dhzw9uVyESHlLbQueBTvBo0915s9doR83YASecWZYTLjYthc1LYd9WtCytSA0ktYTJ/6e/N9IkFDSk/uwAHNgF/30EvdGL1FJ0HHQ8oSx4DIK4ZmVLr6K501A5WBTkwq61zijq7vVwMMPt6kTCzxk3OCc5FDSkCShoSMOZ/Qr88LXbVYiEMQtadYH2fZyRjra9IC7R+VSg1FnNyuvsQNm+JD4ozKscLLTCnUj9tOsNP7rd7SokgkTAu5Y0CWPDyIucXXVLCt2uRiRMGae/oGKPQXIraNMDWndzLs07HF4+t3y6VThutFW+YV75WdVAKWTvhf3bnQbu3esha4+rJYp4imU5vRm2rdFSaTIa0ZCGY9uwcjos/tDtSkS8y/JBWjto2QVadoKU1pDSxtmtvOKIR6DUObBwc3pEeRiqWIexITcT9u9wplwe2AVZu5xpUHo7Emk8/cbC2MvdrkIijIKGNCw7AO/er7nTIk3OgsQUZwQkqRUkt3SaPlPaOLeVT8GqjrGdg/zjvh1YzkpZUDaKYlUdTTEGivKdJWZzM51/87Kd/SyydjujFoGSun+bIlJ7MfFwycPOJn3hOAIqYUtBQxqWHYDtq2H6s25XIiIV+fxO43lMfNml7OPoI67HxDujJnagZpeiPKdJu/CQ829RnnbdFgk1I38GA07TlClpcurRkIbl8zv7BHTo5zRxikhoKA8FRXluVyIiTSmlDQyYoJAhrtCrThqebcOYKdqITERExG2jJ7tdgUQwHQlKw/P5nDMoJ4xzuxIREZHI1WkAdOqvPTPENQoa0niGTYK4JLerEBERiTz+KGd2ga2eKXGPgoY0DsuCqBgY9TO3KxEREYk8J54NSS3UmyGu0qtPGo/PD71GOI3hIiIi0jRS2sBJ56pXUlynV6A0LtuGcVeAP9rtSkRERCLD2MvcrkAEUNCQxubzQWIqDDnf7UpERES8r+cIaN9HDeASEhQ0pPFZPhh0JjTv6HYlIiIi3hWbCGMma9NMCRkKGtJEjDOFyrLcLkRERMSbRl8M0XHqzZCQoVeiNA2fH1p10d4aIiIijaFDP+g1UlOmJKQoaEjTMQZGXOj0bIiIiEjDiIpxZg1ozwwJMQoa0nQsyznTcopWwxAREWkwwy6AhFTtmSEhR69IaVo+P3QZBL1HuV2JiIhI+GvXGwZOVMiQkKRXpTQ9Y2DMJZCY5nYlIiIi4Ss6DiZcoylTErIUNKTpWRb4o2DC1YBWoRIREamT0RdDQopGMyRk6ZUp7vD5nQ2F+o93uxIREZHw03kQ9BmjkCEhTa9OcY8xMPIiSGnjdiUiIiLhIzYRxl+pjfkk5CloiHssy7mcdq02FxIREampUy6FmHi9d0rI0ytU3OXzQ8vOcOLZblciIiIS+noMdS7amE/CgIKGuM+yYMj50KKT25WIiIiEroQUGHu5pkxJ2FDQkNAx8TrwR7tdhYiISOgpn2ocFaMpUxI29EqV0ODzQ3IrGDPF7UpERERCz4lnO5vzacqUhBEFDQkdPh/0PQV6Dne7EhERkdDRticM/bEzqiESRhQ0JLQYA6f+HFJau12JiIiI+2IT4fTrwbhdiEjtKWhIaLEsZ1j4jBud3cNFREQi2YSrIa6ZNuaTsKRXrYQenx/S2sHIn7ldiYiIiHsGToTOA9WXIWFLQUNCk+WD/uOh20luVyIiItL0WnWBERe6XYVIvShoSOgyBsZfBUkt3K5ERESk6UTHOVOIRcKcgoaELsty9tU4/QYNG4uISOQYd4WzOZ/e+yTMKWhIaPP5oWUnGDXZ7UpEREQa3+AzofsQhQzxBAUNCX2WD/qPc/bYEBER8aoO/WD4T9yuQqTBKGhIeDAGTrkUWnd3uxIREZGGl9QSzrhB+2WIpyhoSHiwLMCCs37pzFsVERHxiqgYOPtm51/tlyEeolezhA+fz9kh9cybwKfN/ERExCPGXwUpbdWXIZ6joCHhxeeHVp1hzCVuVyIiIlJ/g88qa/7WIZl4j17VEn4sH/Q7Bfqd6nYlIiIiddfxBDV/i6cpaEh4MgbGTIE2PdyuREREpPaSWsLp16Pub/EyBQ0JT8Hm8Ju0c7iIiISXmAQ491an+dvSoZh4l17dEr58PoiJh3Nudf5oi4iIhDpf1OGTZGr+Fo9T0JDw5vNDckvnj7b+YIuISKgbdwW07aH3LIkIChoS/nx+54/2uCvcrkREROTohvwIeo3QdCmJGHqlizdYPug1Eoac73YlIiIiVek9SiKQgoZ4y5AfQe9RblchIiJyWPu+zqi70QpTElkUNMRbjIFTf+78URcREXFbWjs465eAVbZiokjkUNAQbwkue/tLSGvvdjUiIhLJ4pOdZWz90dr5WyKSXvXiPT6f80f93FshMc3takREJBLFxMN5v3HChlaYkgiloCHe5PNDfBKc//8gNtHtakREJJL4o+HsX0NqW4UMiWgKGuJdPj8ktXTOKEXHul2NiIhEAp8fzvwltO6mkCERT0FDvM3nh+Yd4Kybnd1YRUREGotlwWnXQsd+6skQQUFDIoHPD217wenXaZMkERFpPGMvh24n671GpIx+EyQy+HzQZTCMvwrQ8oIiItLARvwU+p6iJWxFKlDQkMhhWdBzOJxyiduViIiIl5x4Ngw+y+0qREKOgoZEFsuCE8bBiAvdrkRERLyg36kw/CduVyESkhQ0JDINPhOGTnK7ChERCWd9x8LYy9yuQiRkKWhI5Dr5XBh2gdtViIhIOOp3Kpx6udtViIQ0yxhj3C5CxFXf/Q+++a/bVYiISLg4Ybz6/URqQEFDBGDll7DofberEBGRUNd/AoyZ4nYVImFBQUOk3KqZ8PW7blchIiKhasBpMHqy21WIhA31aIiUGzhRbyAiIlI9vUeI1JpGNESOtGY2LHgb0K+GiIgAA0+HUT9zuwqRsKOgIXIkY2DtPJj/JgobIiIR7sSztU+GSB0paIhUxxjYvAxmvQR2wO1qRESkyVkw8kIYdIbbhYiELQUNkaMxNuxaD9Ofg9Iit6sREZGmYvlg3BXQe5TblYiENQUNkWOxbcjcAZ/9HYry3K5GREQamz8aTr8eOg8Ey3K7GpGwpqAhcjx2AHL3w6dPQl6W29WIiEhjiYmHs38FrbuDTwtzitSXgoZITdgBKMiFT5+AnHS3qxERkYYWnwzn/QZS24LP73Y1Ip6goCFSU3YASoqcaVQZW92uRkREGkpSSzj/NkhMVcgQaUAKGiK1YQecy/+ehV1r3a5GRETqq3lHZyQjNkEhQ6SBKWiI1Jaxne015r0O6xe4XY2IiNRVp/5wxo1OwFDIEGlwChoidWGMsxrJd/+Dbz5EG/uJiISZfqfCmEvAwlnOVkQanIKGSH0YA9u+g6/+DaXFblcjIiLHZcGIn8LgM90uRMTzFDRE6su2IWsXfP405Ge7XY2IiBxNVCycdg10Gaw9MkSagIKGSEOwA1CYB58/5WzwJyIioSUxzdkjI6299sgQaSIKGiINxQ44oxszX4RtK92uRkREyrXq6oQMrSwl0qQUNEQaUvmv0zcfwMov3a1FRESgx1AYf7XT8K2RDJEmpaAh0lg2Loa5r6lJXETEDZYPRlwIg04/vFKgiDQpBQ2RxmLbkLPX2dzvYIbb1YiIRI74JDj9BmjbQ0vXirhIQUOkMdkBCJTAzH/DdvVtiIg0utbd4MxfQlwz9WOIuExBQ6SxGds5o7Z8Giz75HAfh4iINKx+p8KYKc7HChkirlPQEGkqxsDO7+Grf0FRvtvViIh4hz8aTrkE+oxRP4ZICFHQEGlKdgDyc5y+De23ISJSf81awFm/hLQOWlVKJMQoaIg0NTvgnHGb/yasX+B2NSIi4avzIJhwNUTHaqqUSAhS0BBxQ/nQ/qalMO91KC5wuyIRkfDhj3KWrh1w2uE+OBEJOQoaIm6yA5B/0NlNPH2z29WIiIS+1LbO0rVpbRUwREKcgoaI2+wAYDkrUn37uValEhE5mj5jYMwlTi+GpkqJhDwFDZFQYQzs3eisSpWX7XY1IiKhIyYexl4OPYZqVSmRMKKgIRJK7ACUFMHsV2Dbd25XIyLivtbd4fTrICFFoxgiYUZBQyTUlDc2rpkD37wPpcVuVyQi0vQsH5x4Ngz5EWAUMkTCkIKGSKgyNuQegFkvQfomt6sREWk6ae1gwjXQopOmSYmEMQUNkVBmB5yzeqtnwuKPIFDidkUiIo3H8sGgM2DYJOe6RjFEwpqChkg4sG04lAmzXtbohoh4U2pbZxSjZWeNYoh4hIKGSLiwbefNd9UMWPKxRjdExBssCwaWjWJYlkYxRDxEQUMk3BgbcjPhq5dgnzb5E5EwltLGGcVo1UWjGCIepKAhEo7sgPOmvHKGs9GfVqYSkXBi+WDQ6TBUoxgiXqagIRLObBvyc2D+m7B9pdvViIgcX5secOrPnZ4MjWKIeJqChki4s23w+WDrt7DgbcjLcrsiEZGqYhNh+E+h3ynOqKxGMUQ8T0FDxCvsgBM6lk51GsaN7XZFIiKO3qNg1M8gOk4BQySCKGiIeI0xkL0X5r6mpXBFxF2p7eDUy6FtT+dvk6ZKiUQUBQ0RLyqflrBuPnzzXyjKc7siEYkk/mg4+TwYfKZzXaMYIhFJQUPEy+wAlBTB4g+d0KHpVCLS2HoMhZEXQUKKs7qUiEQsBQ0RryufrpC1x2kW373O7YpExItad4PRU6B1V+ekhkKGSMRT0BCJFOXTqbathK/fg4P73K5IRLwgMQ1GXAg9h2k1KRGpREFDJNLYAeffNbNh+TT1b4hI3UTHwolnw6AztemeiFRLQUMkUtm2s6P48k9h9SywS92uSETCgWVB79Ew/CfO3hg+TZESkeopaIhEsvJf/7wsp2F805LDt4mIHKnTABjxU2jeQcvVishxKWiIyOHGzey9sOQj2PItoD8NIlKmfR9nBKN1N2c0VKMYIlIDChoiclj5AcSBXc4Ix/ZVblckIm5q090JGO16q9FbRGpNQUNEqioPHBlbYfFHsGut2xWJSFNq0ckJGJ36K2CISJ0paIjI0ZUfYOzd6Ixw7N3odkUi0pjS2sPQH0O3kxQwRKTeFDRE5PjKDzh2rXWWxN2zwe2KRKQhtejkLFXbfYjTs6WAISINQEFDRGquPHDs2worPnM2/1PTuEj4atcbTjoHOp6gEQwRaXAKGiJSe+U9HDn7nMCxcfHhjQBFJMRZ0GUQnHwutOoa9gHDtm127dpFbm4uOqQRaRpRUVGkpqbSunVrrGMsc62gISJ1V74sbn4OfPc/WDsfSovcrkpEquPzQ8/hcNK5kNI67Jep3bhxI++99x6zZs3iwIEDbpcjEpE6d+7MGWecweTJk2nevHmVzytoiEj9lf8ZKSmEVTNhzSwoPORuTSLiiI6FPqfAiWdBQsrhEwRhbNWqVdx8880kJSVx5plnMmrUKFJSUvCFcXASCSclJSVkZGQwZ84cZs6cSatWrXjhhRdo0aJFpfspaIhIw7Jt50Bm42IncOzf7nZFIpEpqSUMmAB9x0JUjHObB3byzszM5Cc/+Qm9e/fmqaeeIiEhwe2SRCLa9u3bueGGG0hLS+ONN96oNJVKQUNEGkfFxvHVM2HzcrBL3a5KxPs69IOBE6HTAE+uIPXuu+/y+OOP87///Y/U1FS3yxERYOHChdxyyy288cYb9OnTJ3h7lIs1iYiXlR/ctOwMp10LoyfD93Ng7VzIy3a1NBHPiYmH3qOg/4Sy/ouAM3pheStkAMyYMYMRI0YoZIiEkOHDh5OcnMzMmTMVNESkCZXPmY5rBiee41y2rnCmVWk/DpH6ad4R+o+HXiPBH0VwuWmPjWJUtG3bNi666CK3yxCRCqKiojjhhBPYunVrpdvVNSUiTcfncy5dT4Qf3QEX/x8MPhPik92uTCR8xCTACePgp7+Di/4AfUZDVHTZCIb339bz8/NJTEx0uwwJERkZGSQnJ2NZFgMHDvTUEsdXXXUVlmVhWRbjx4+v9Lny2y3L4pVXXmmUr//YY48Fv8bzzz9/3PsnJCSQl5dX6Tbv/0USkdBTfrY1pTUM/wlc9mc4+1fQ7WTwaaBVpArLcjbVm3gd/PwxGHMJtOjofM7DoxdHc6x1+2fPnt0kB2GhYvz48ZW+X8uyWL58ebX3HTVqVJX7HnkGOtw89NBD5ObmAnDHHXdUeW3s37+f3/72twwcOJDExEQSEhI44YQTuOeee8jMzKz2Oav7mR55ef311+tV9y233FLp+bp27Vqv52sMN9xwA8nJzonA//u//yM/P/+Y969u1TcFDRFxT/kZWJ/POYg64wa44jGnn6NFJ7erE3FfcmsYNskJ4+feCt1OcqZIRcjohdTNU089VeW2JUuWsGjRIheqaTx79uwJnmlv2bIll156aaXPr1mzhgEDBvCnP/2J1atXk5+fT0FBAWvXruXPf/4zgwcPZv369U1e95w5c3j66aeb/OvWVnJyMldddRVQ+WddGzp1KCKhofysbPm0kAGnwYHdsG6+s1RuYa679Yk0leg46H6ys/dF2x6Vd+6OwNELqb23336bxx57jFatWgVv+/vf/+5iRY3j5Zdfpri4GIALL7yQ6Ojo4Ods22by5Mmkp6cD0KxZM37xi1+QmJjIyy+/zO7du9m1axcXX3wxy5YtIyqq+kPie++9l7S0tCq3DxkypE415+Xlcc0114TNFK8pU6YEg+uLL77IbbfdVqvH63SIiISe8oOptHYw6iL4+V/g/Nug31inqVzEa6LjoOcIOOtmuPIJOPUKaN3N+ZzCRZNIT0/n3nvv5cQTTyQpKYm4uDh69uzJzTffzPbtVfcD+vbbb7npppsYMWIEHTp0ID4+nri4OLp06cLkyZOZP39+lcc88MADlabK5OTkcOedd9KlSxdiYmLo3r07jzzySJ0PQsunrhQVFfHCCy8Eb9+7dy/vvvsuAH7/0V9PW7Zs4Te/+Q1jx46lU6dOJCYmEhsbS4cOHfjRj37EJ598Uu3jXnnlFcaPH0/Lli2Jjo4mLS2NPn36MHnyZJ599tlK9922bRs33HADvXr1Cv7MOnTowJgxY7jttttYu3Ztjb/fl19+OfjxhRdeWOlzS5YsYc2aNcHrf/vb33jyySd56KGH+O9//xu8feXKlUf9vgCuu+467rjjjiqXfv361bjOiu6++242b95McnIyp512Wp2eozozZszg1FNPpVmzZqSlpXHRRRexcePGKvebN28eP/nJT+jQoQMxMTE0a9aMrl27cs455/DAAw+Qk5NT6f4jR46kQ4cOAKxfv54FCxbUqi6NaIhI6LIsoGy+bdte0K43jLkU9vwAm5Y6q1dpB3IJV9Gx0HkQ9BgGnfo7U6Iqjl54YHO9cPH111/z4x//mP3791e6fdOmTTz77LO88cYbfPLJJ4wdOzb4ufnz5/Pcc89Vea7t27ezfft23nvvPV566aXg1JMjHTp0iFGjRlU6sN6yZQu/+93vKCws5P/+7/9q/X0MGjSIrKwstm3bxvPPP88999xDVFQUzz33HCUlJQD8+Mc/5sMPP6z28WvWrKl25GP37t3s3r2bTz/9lAcffJD77rsv+LkHHniABx98sNL9s7Ozyc7O5ocffmDOnDncdNNNAOzbt49hw4aRkZFR7fMvXLiQ3r171+ggfsuWLcEDaZ/Px8iRIyt9fvPmzZWuDx48OPjxoEGDKn1u2rRp/OQnP6n260yYMIE9e/YQFRVFjx49OP/887ntttuq7IBdE7NmzQoGryeffJK5c+fW+jmq8+677/LFF19UCqgffPABs2fPDv5MAWbOnMlZZ51FIBAI3q+kpIS8vDy2bdvGF198wZQpU0hJSQl+3rIsRo4cyQcffADAl19+yZgxY2pcm4KGiISH8iYzy3ICR/s+cMqlsGc9bFwCW7+ForxjPoWI66JioctA6D4UOg+sGi40etHkDh48yAUXXBAMGeUjEvHx8bz//vusWbOGnJwcLrzwQjZs2BA8CIuNjWXkyJGceOKJtGjRgmbNmpGTk8PMmTNZsmQJxhhuv/324HMdKTMzk6ysLK644grat2/Pv/71r2ANf//73/n9739PTExMrb4Xv9/Pr371K+6880527drF+++/z09/+tPg6Eb37t05//zzjxo0oqKiOPHEExk6dCitWrUiOTmZvLw8FixYwKxZswD44x//yLXXXhs8y10xbJ1++umMHz+evLw8duzYwfz58ykoKAh+/oMPPgiGjLS0NK6++mpatGjB7t27WbduHfPmzavx91rxvr179yYpKanS5yseLAOsWrWKoUOHBj+uaPXq1Uf9OuXN8kVFRaxcuZKVK1fyyiuvMHv2bHr16lXjeg8dOhScMnXuuedyzTXXNFjQ+PzzzxkyZAjnnnsuq1evDv7/ZmZmcuONN/LVV18BztSn8pDRt29ffvaznxEVFcX27dv59ttvj7qIwLBhw4JBozb/R6CgISLhqFLo6APt+8LYy52Rjm0rYftKOJhx7OcQaSqJqU6o6DzIWfRA4SKkvPLKK+zbtw9wDn6XL19O8+bNAbjzzjvp1q0bGRkZZGRk8Oqrr3LLLbcAzpSa6667jpUrV7Jq1SoyMzOJiopi0qRJLFmyBIADBw6wdOnSSiMhFT3xxBPceuutgDNF5YILLgCc8LN+/XoGDhxY6+/nF7/4BQ888AB5eXk89dRTFBcXB/sUbr755mpXBip39tlnc/bZZ/PDDz+wYsUKMjIyiI6O5txzz+Wbb74hPz+f0tJSvvrqK37+858DUFhYGHz8a6+9Rtu2bSs9Z8WRhYr3vfjii3n88ccr3TcvL49Dh2o2Sr1p06bgx506VV08ZOzYsaSkpASnAt16662sWrWKhISEKiuRZWVlVXl8+/btmThxIt26dSM/P5+pU6fyww8/AM4IzGWXXcbixYtrVCs4r6WtW7eSmprKP//5zxo/rib69+/PwoULg8H0+uuvD36NWbNmsXHjRnr27Fnp53///fczZcqUSs+zd+/e4CpTFXXs2DH4ccWfe00oaIhIeKsy0tEbRl/sBI1t38H2Vc7GgHbg2M8j0lAsC1p1c0YuupwIzduDMWBshYsQVHHOeVZW1jGnxCxcuDAYNJYvX84VV1xRqQ+gOjt37qz2dr/fzw033BC8XnE35fJa6iI1NZUrrriC5557jq+//jrYX5KYmMi111571NEMcM7eX3bZZSxcuPCYX6Pi9zR27FimTZsGwIABAxgxYgS9evWif//+TJgwgZ49ewbvO2bMGCzLwhjDCy+8wJIlSzjhhBPo06cPQ4cOZcKECbRp06ZG32fF6VflwbCipKQknn/+eS6//HICgQC5ubk8+eST1T7XkSNHL774Ij179qwUyh555BHOOOMM5syZAzg9IKtXr2bAgAHHrXXmzJnBUaW///3vtG/f/vjfYC1Mnjy50vdw+eWXVwozy5Yto2fPnowdO5apU6cCzh4dL7zwAr1796ZPnz6MGTOG4cOHV7t0dMXfiSOnvR2PgoaIeEfFM3XJraD/BBh4OpQWw441TujYvgoKDrpXo3hTTDx07O+Ei84DITbRCbdWhSBsKVyEogMHDtT4vuUHWQUFBZx//vns2bPnuI8pKiqq9vY2bdoQFxcXvB4bG1vp87Zt17iuI/36178OTmnatWsXAFdeeWWV6URHuuCCC/juu++O+/wVv6fnnnuOiy++mEWLFpGZmclnn31W6b4XX3wxb731Fj6fj+HDh/PEE0/whz/8gUOHDrF8+fJK03VatmzJe++9V2VzurqaMmUK3bp1489//jPz5s0jNzeXLl26cO6557JixYpgaDjywL+8p6Gi6OhofvnLXwYfA7B27doaBY2bbroJYww//vGPueKKK+r5XVXVunXrStePDGvZ2dkA/OY3v2HlypW8+eabFBUVMXv2bGbPnh2834ABA5g+fTrt2rWr9Pj6rJCloCEi3lV+1jgqBroMcnYktyzI3Ak718DuH2DvBiip/kBA5Kj80dCmu9Mr1KEftOrqBF1NiQo7Fc+Gt2vX7pjLd5ZP0Zk7d26lkHH77bdzzz330LJlyxrvXF5xKVY49iaEtdWvXz/OPPNMpk+fHnzuX//618d8zPr16yuFjEsvvZS//OUvtG/fHsuyaN26dbVnszt16sTXX3/Nxo0bWbx4MRs2bGDVqlV8/PHHlJaW8u6773L22Wdz9dVXA87B7vXXX8+iRYtYs2YNGzZs4IsvvmDDhg3s37+fK6+8km3bth33e2zZsmXw42ON/owYMaLSKlPgTOGqON1q1KhRx/161anp/1n51LWpU6ce9THbtm3Dsiy6dOlS600Uy6f+Hfn1yqWmpgJOD85//vMfHn/8cRYuXMj69etZv349H374IVlZWaxevZp77rmHV199tdLjK4bxiksm14SChohEhooHfc07OEvnDj4LbBsyd8CutbB7PezdBKUKHnIEXxS06eYEi/Z9nZDh8x8etSg/eFC4CDujR48OLv2akZHBmWeeWWVVImMMM2fOpEePHgBVdpS+7LLLgge+5c/ltltvvTUYNM444wz69u17zPsf+T1ddNFFwYbv2bNnH3XKzHfffcfAgQPp2bNnpWlSkyZNCk7TWb58OVdffTW7d+/G7/fTpk0bTjvttODyritWrODkk08GnFW7MjMzj7uqU/fu3YMf79ixo9r7ZGVlkZKSUmkKlG3b3H777cHGe5/PV2mUYd68eaxcuZJrr7220ohTSUlJlVXGKvbQzJ49mwkTJgSvb9mypcl2+37nnXe45557guH1yF3Ly/f8WL9+PZ06daJVq1ZMmjQp+PkBAwYEA3Z1DeEVf74Vf+41oaAhIpGn4jQWnw9adoYWHeHEs50Dx/3by4LHD5C+WcEjEvmjnddF+z7QoS+06XG4iVvBIqw8+OCD1e7C3L59e6ZOncpVV13FQw89xP79+yktLWXMmDH87Gc/o2fPnhQVFbF+/Xpmz55Neno6s2bNolu3blX6KS6//HImT57M1q1bee2115rqWzumc845h48//hjbtmvUVF7ek1A+ZevWW2/l22+/JTMzs9J+FUeaPHkyOTk5TJgwgQ4dOtC8eXM2bdpUaQpV+Rn1uXPnctlll3HKKafQr18/2rdvTyAQqDTiEBMTQ0JCwnHrrbjE6vr168nLy6sykvTGG2/wpz/9ibPOOosuXbqQnZ3NjBkzKq06ddttt1U6eM7MzORXv/oVf/jDHzjnnHPo27cvubm5fPzxx8FmcIDTTjutyuvgaCZNmkReXtVVEZcuXRocvUlISOCcc86pMg2qJtasWcOoUaM477zzWL16daWf5/jx44MB8Mknn+S1114LNrm3adOGAwcO8J///Cd4//L/qyPrLHe0hQ2ORkFDRKRS8PA702BadoaTznUaeLP2OlOs9m1xgkfOPiA8dnWVmrAgtY2zQV6rrtC2pzPipRELT9i6dWu1U1HKz2inpKTw8ccfM2nSJPbv38+hQ4eOeWANzhnis88+my+++AKA77//nvvvvx9weiGOnHriBsuy+PGPf1zj+7du3Zrrr7+e559/HnDOYpfv5TFx4kTWrVsX7Pc40t69e3nrrbeq/Vzz5s35xS9+Ebxu2zZz58496tKuv/rVr6pdDvhIvXr1okuXLmzbtg3btlm8eHGlEYVyu3bt4qWXXqr2Oa6++moeffTRaj+XlZXFm2++We3n+vfvX2XU4FiO9nq46qqrgp9r1aoV77//fo2fs6Jx48YxZ84cli1bVun25s2bVxmFyc/PP+oGhT6fj9tvv73SbcYYFi1aFLx+xhln1Ko2BQ0RkSNVDB6Wz1k1KKU19DvV+VxJIWRsc4JHxjbI2AqHat5QKi6LT3ZCRcVLdFkjbqDUGbkop2AREUaPHs2aNWt4+umn+eyzz9iwYQN5eXkkJSXRo0cPRo0axaRJkzj11FODj/nggw/43e9+xzvvvENmZiadO3fmmmuu4a677gqJoFEX//jHP2jfvj3//ve/2b17N+3atWPy5Mk8+OCDR91E79FHH2X69OksWbKEXbt2kZmZSXR0NJ07d+a0004L7nwOcMopp/Dwww+zcOFC1q1bx759+ygoKCAtLY1Bgwbx85//nCuvvLLG9V5zzTXBgPf+++9XCRqnnHIKV1xxBd988w179+6loKCAVq1aMXr0aK6//npOP/30Ks955pln8sEHH/DJJ5+wdOlS0tPTycrKIikpiQEDBnDhhRdyww03VJpW5barrrqKu+66i0ceeYQVK1YQHR3NxIkTefTRRys1tl977bWkpqby9ddfs2XLFjIyMrBtmzZt2jBy5EhuueUWTjnllErPvWjRomDA7N27d5XPH49l6tNKLiISqYxxznaXH5QW5TtN5gd2woHdkLXL+bek8NjPI43HHw1p7Z2enObtnelxzTtCfNnGXkeOVkhYGDt2LDfddBOXXHKJ26WIy3bt2kW3bt0oKSmhTZs27Ny5k6gonUNvSLfeeitPPfUUAH/961+rjHhUdM8995Cbm8szzzwTvE3/GyIidWFZlc98xyZAu16Hm4TLD17zc2D/Djiw63D4yN4LgRJ36vYifxQktXLCRFpZoGjRCZo1d/4fykNhxf8X0GiFSJjr0KEDN9xwA08//TTp6em8/fbbXH755W6X5RkHDx4Mbm7Yrl07fvnLX9b6ORQ0REQaypHhAyAhBTolOw3FFT9XeAhyMuBgurO54MH9zr+5+yH/IOoBOUJsorM3SvDSElLaOB/HJx8OEIFSZ5Si4p4q1f2/iIgn/OEPf+DVV18lNzeXv/zlL1x22WUNulRwJHvhhRc4eNDZd+q+++6rUZP+kfSXV0SksVV3oBvXzLm06uycca/4+UCp0/ORkw55WU7wyM9xLgUHnesFOc79wp4FcYlOWEhIgcRU55JQ9m9yK0hqebiHAg7v8l7diIQChUhEad26dfBgWBrWnXfeyZ133lmv59BfZBERNx3tYDmltXOQXfGg+sizdMWFTvDIy3aCR3GBc1txgXMpKax8W0nZ7aUlzvPaAWdVrbqyfE5dPr9Tc3Scs0N2lcsRt8c2c0JEfBLEJFQefYCyukz13/PRfmYiIhJyFDRERELV8ab8xMQ5l5TWzsaDFUODz+cEgZooDxy2XfVjyzocJnw+ZzUun6/mB/vGdkJD+bojR05rqo6ChIiIJyhoiIh4gc8H1DBYVHmsH/BDYxzfWz7QdGkRkYhUx3clERERERGRo1PQEBEREYlQ48ePx7KsGl0AZs+eXeP7P/DAA7WuJycnh4ceeojhw4eTlpZGbGwsHTp0YPz48cGdyive97bbbqNnz54kJCTQr18//vjHP1JYWHX/ooULF+Lz+ejWrRt5eXl1+llJ7WnqlIiIiIg0uNouM7tkyRJ+9KMfkZ6eXun23bt3s3v3bubPn899990HgG3bnHHGGSxZsgS/30+7du1Yt24d9913HytXruS9994LPr6kpIQbbrgBYwzPPvssiYmJ9f/mpEYUNEREREQi1C9/+UvOP//8KreXlpbyhz/8gdJSZxntc845B4AePXrw2GOPVftc06dP58svvwxeL39MTezcuZNzzjmHzMxMwFm29ic/+QkdO3akoKCAHTt28O233wbvv2DBApYsWQLAxx9/zHnnncfTTz/Nr3/9a95//3127NhBp06dAHjsscdYvXo1kydPrlVNUn8KGiIiIiIRavLkydXe/uabbwZDBsBdd90FQKdOnbjjjjuq3N8Yw7/+9a/g9XHjxjF8+PAa1/H73/8+GDImTJjAZ599Rlxc3FHvv3379uDHEydOBOD0008P3lYeNDZu3Mgf//hHUlNT+fvf/17jeqRhqEdDRERERCr561//Gvx46NChjB8//pj3nzp1KuvXrw9er81Gb4WFhbz99tvB6yNHjuScc86hVatWJCYmMmTIEJ5++mls+/AS3p07dw5+PGPGjEr/AsHRjF/+8pcUFhbyl7/8hTZt2tS4JmkYGtEQERERkaAZM2awYsWK4PXy0YxjqTidqn///px77rk1/nrLli2jqKgoeP3RRx+t9Pnly5ezfPlyZs6cyQcffIDP52PMmDEMHz6cxYsXc8EFF9CuXTt27doFwEUXXUSnTp147bXXmDFjBmPHjuUXv/hFjeuRhqMRDREREREJqhgaunfvzk9/+tNj3n/RokUsWLAgeP2OO+6oVSP4nj17qtx2+umnc//991eafvXRRx/x73//GwCfz8f06dP5zW9+Q5cuXcjMzKR379783//9H6+99hoHDhzg9ttvJyYmhhdeeAHbtnn//ff5f//v/3HLLbfwyiuvVLs6lTQsjWiIiIiICAArV65k+vTpweu33XYbfv+xd/OsGEw6dOjApZdeWquvWVxcXOn6kCFDmD59OpZl8dvf/pZu3boFw8jrr7/OddddB0BKSgpPPvkkTz75ZJXnvOmmm8jIyOC+++6je/funHHGGcyaNavSfR5//HHmzp1LWlpareqVmtOIhoiIiIgAlXszWrZsyTXXXHPM+2/cuJGPPvooeP3WW28lJiamVl8zNTW10vVx48YFR0RiY2MZNWpU8HObNm067vPNnj2bl19+mT59+nDvvffy4osvMmvWLBITE1m2bBmbNm2iQ4cOrF69moceeqhWtUrtKGiIiIiICDt37qzUlH3zzTcTHx9/zMc8/vjjwSbt5ORkbrjhhlp/3QEDBhzz88aY4MfHWokKoKioiBtvvBHLsnjhhReIjY1l5syZgLM61cknn0z37t258MILAfjqq69qXa/UnIKGiIiIiPC3v/2NkpISAOLj4/nVr351zPtnZGTw6quvBq/fcMMNJCcnH/X+FXcNf+WVV4K3d+7cuVLYmDt3bvDj4uJivvnmm+D1oUOHHrOmRx55hPXr13PNNdcwbtw4AAoKCgAqjbSUf1z+OWkcChoiIiIiEe7gwYP885//DF6/+uqradmy5TEf88wzz1Q6iL/11lvr/PV/97vfBT9eunQpZ511Fg8++CCnnnoqu3fvBpygcqzws27dOv70pz/RunXrKqtgAcyZM4f9+/dTUFDA559/Xulz0jjUDC4iIiIS4V544QUOHjwIgN/v5/bbbz/m/QsKCnjmmWeC1y+99FI6dOhQ568/ZcoUFi1aFNxUb/r06ZWa0i3L4i9/+QunnHJKtY83xnD99ddTXFzM3/72t0oN3r/61a/417/+RUZGBl27diU6Oprs7GyioqJqtd+H1J5GNERERP5/e3fM0lYXx3H8p2aWoIKbQ96BWbwggoMS52zxJbgImXwZbk7i4uziJLiECC7iYnZ3kThkCJKQPkOfoaltofS2aejnM557Q/7j/XI4HPiHjUajqVuzm81marXaD39zcXGR19fXJJ8j4Fu3hf+s09PTXF9f5+DgIGtra6lUKllfX0+z2Uyn0/nhf5yfn6fb7abRaKTVak09q9Vq6XQ6aTQaST5fELi9vZ2bm5sURfHLc/N9C5++PGEDAPAX29nZydHR0YePSWC2Tk5OMhgMpna67GgAAAClExoAAEDphAYAAFA6oQEAzI3FxcWMx+NZjwF8ZTweZ2lpaWpNaAAAc2N5eTn9fn/WYwBf6ff7Hy5sFBoAwNzY3NzM3d3drMcAvvD29pZer5d6vT61LjQAgLmxv7+f5+fnPDw8zHoU4H9XV1dJkt3d3al1oQEAzI2iKFKv19Nut9PtdjOZTGY9Evyz3t/fc3l5mbOzsxweHmZlZWXquQv7AIC5MhwOc3x8nMfHx6yurmZrayvVavXDQVTg9xiNRnl5ecn9/X2Gw2FarVba7XYWFham3hMaAMDcmUwm6fV6ub29zdPTUwaDgd0N+EMqlUqq1WqKosje3l42Nja++Z7QAAAASueMBgAAUDqhAQAAlE5oAAAApRMaAABA6YQGAABQOqEBAACUTmgAAAClExoAAEDp/gMZv+y3ylts3QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "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",
    "colors = ['#fde3ac', '#ff9966'] # Light yellow/tan and orange from the image\n",
    "\n",
    "plt.figure(figsize=(8, 8))\n",
    "\n",
    "# Create the donut chart without labels first\n",
    "wedges, texts, autotexts = plt.pie(sizes,\n",
    "                                   autopct='',  # Remove auto percentages\n",
    "                                   startangle=90,\n",
    "                                   wedgeprops=dict(width=0.5, edgecolor='w'),\n",
    "                                   colors=colors,\n",
    "                                   labels=['', ''])  # Remove default labels\n",
    "\n",
    "# Add custom text annotations positioned manually\n",
    "plt.text(-1, 1, 'Fat Mass (27.6lbs)\\n22.4%', \n",
    "         fontsize=14, fontweight='bold', ha='center', va='center',\n",
    "         bbox=dict(boxstyle=\"round,pad=0.3\", facecolor='white', alpha=0.8))\n",
    "\n",
    "plt.text(1, -1, 'Lean Mass (95.4lbs)\\n77.6%', \n",
    "         fontsize=14, fontweight='bold', ha='center', va='center',\n",
    "         bbox=dict(boxstyle=\"round,pad=0.3\", facecolor='white', alpha=0.8))\n",
    "\n",
    "# Set the title\n",
    "plt.axis('equal') # Equal aspect ratio ensures that pie is drawn as a circle\n",
    "plt.savefig('graphs/body_composition_chart.png', bbox_inches='tight', dpi=600)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "21c1c0a5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# Set a common style\n",
    "sns.set_theme(style=\"whitegrid\")\n",
    "\n",
    "# Define the segments with muted colors\n",
    "segments = [\n",
    "    ('#F8A8A8', 0, 15),     # Muted Red/Salmon: 0% to 15%\n",
    "    ('#FFEECC', 15, 5),     # Pale Yellow/Cream: 15% to 20%\n",
    "    ('#D0F0C0', 20, 15),    # Pale Green/Mint: 20% to 35%\n",
    "    ('#FFEECC', 35, 5),     # Pale Yellow/Cream: 35% to 40%\n",
    "    ('#F8A8A8', 40, 10)     # Muted Red/Salmon: 40% to 50%\n",
    "]\n",
    "\n",
    "target_value = 22.4\n",
    "demographic = \"20-39\\n(F)\"\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 2))\n",
    "\n",
    "# Create the Segmented Bar\n",
    "for color, start, length in segments:\n",
    "    ax.barh(y=0, width=length, left=start, height=1, color=color, edgecolor='black', linewidth=0.5)\n",
    "\n",
    "# Add the Indicator (Triangle)\n",
    "ax.plot(target_value, 1.05, marker='v', color='black', markersize=10, clip_on=False, transform=ax.get_xaxis_transform())\n",
    "\n",
    "# Set Axis Properties and Labels\n",
    "ax.set_xlim(0, 50)\n",
    "ax.set_xticks(range(0, 51, 5))\n",
    "ax.set_yticks([])\n",
    "ax.text(-0.05, 0, demographic, transform=ax.get_yaxis_transform(), va='center', ha='right', fontsize=12)\n",
    "\n",
    "ax.set_xlim(0, 50)\n",
    "ticks = range(0, 51, 5)\n",
    "ax.set_xticks(ticks)\n",
    "labels = [f\"{t}%\" for t in ticks]\n",
    "ax.set_xticklabels(labels)\n",
    "# Clean up spines and add small ticks\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['left'].set_visible(False)\n",
    "ax.spines['bottom'].set_visible(True)\n",
    "\n",
    "for x in range(0, 51, 5):\n",
    "    ax.plot([x, x], [-0.05, -0.01], color='black', transform=ax.get_xaxis_transform(), clip_on=False)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('graphs/body_fat_percent_chart.png', bbox_inches='tight', dpi=300)\n",
    "plt.show() # This is where the file is saved and displayed above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "10687f82",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Parameters</th>\n",
       "      <th>Best</th>\n",
       "      <th>LLN</th>\n",
       "      <th>Pred.</th>\n",
       "      <th>%Pred.</th>\n",
       "      <th>ZScore</th>\n",
       "      <th>PRE#1</th>\n",
       "      <th>PRE#2</th>\n",
       "      <th>PRE#3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>FVC</td>\n",
       "      <td>4.24</td>\n",
       "      <td>3.03</td>\n",
       "      <td>3.79</td>\n",
       "      <td>112.0</td>\n",
       "      <td>0.95</td>\n",
       "      <td>4.24</td>\n",
       "      <td>4.17</td>\n",
       "      <td>4.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>FEV1</td>\n",
       "      <td>3.26</td>\n",
       "      <td>2.53</td>\n",
       "      <td>3.16</td>\n",
       "      <td>103.3</td>\n",
       "      <td>0.28</td>\n",
       "      <td>3.26</td>\n",
       "      <td>3.21</td>\n",
       "      <td>3.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>FEV1/FVC%</td>\n",
       "      <td>76.89</td>\n",
       "      <td>72.47</td>\n",
       "      <td>83.78</td>\n",
       "      <td>91.8</td>\n",
       "      <td>-1.05</td>\n",
       "      <td>76.90</td>\n",
       "      <td>77.00</td>\n",
       "      <td>75.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>PEF</td>\n",
       "      <td>684.00</td>\n",
       "      <td>222.00</td>\n",
       "      <td>384.00</td>\n",
       "      <td>178.7</td>\n",
       "      <td>-</td>\n",
       "      <td>444.00</td>\n",
       "      <td>438.00</td>\n",
       "      <td>684.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>FEF2575</td>\n",
       "      <td>2.74</td>\n",
       "      <td>2.15</td>\n",
       "      <td>3.42</td>\n",
       "      <td>80.2</td>\n",
       "      <td>-0.84</td>\n",
       "      <td>2.74</td>\n",
       "      <td>2.68</td>\n",
       "      <td>2.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>FEF25</td>\n",
       "      <td>6.08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-</td>\n",
       "      <td>6.08</td>\n",
       "      <td>6.00</td>\n",
       "      <td>5.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>FEF50</td>\n",
       "      <td>3.06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-</td>\n",
       "      <td>3.06</td>\n",
       "      <td>3.10</td>\n",
       "      <td>2.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>FEF75</td>\n",
       "      <td>1.06</td>\n",
       "      <td>0.71</td>\n",
       "      <td>1.41</td>\n",
       "      <td>75.1</td>\n",
       "      <td>-0.72</td>\n",
       "      <td>1.06</td>\n",
       "      <td>1.12</td>\n",
       "      <td>0.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>PEFTime</td>\n",
       "      <td>79.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49.0</td>\n",
       "      <td>-</td>\n",
       "      <td>79.00</td>\n",
       "      <td>40.00</td>\n",
       "      <td>39.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>EVol</td>\n",
       "      <td>78.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>77.0</td>\n",
       "      <td>-</td>\n",
       "      <td>78.00</td>\n",
       "      <td>77.00</td>\n",
       "      <td>197.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>FEV6</td>\n",
       "      <td>4.22</td>\n",
       "      <td>3.03</td>\n",
       "      <td>3.79</td>\n",
       "      <td>111.4</td>\n",
       "      <td>-</td>\n",
       "      <td>4.22</td>\n",
       "      <td>4.17</td>\n",
       "      <td>4.13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Parameters    Best     LLN   Pred.  %Pred. ZScore   PRE#1   PRE#2   PRE#3\n",
       "0         FVC    4.24    3.03    3.79   112.0   0.95    4.24    4.17    4.15\n",
       "1        FEV1    3.26    2.53    3.16   103.3   0.28    3.26    3.21    3.14\n",
       "2   FEV1/FVC%   76.89   72.47   83.78    91.8  -1.05   76.90   77.00   75.70\n",
       "3         PEF  684.00  222.00  384.00   178.7      -  444.00  438.00  684.00\n",
       "4     FEF2575    2.74    2.15    3.42    80.2  -0.84    2.74    2.68    2.48\n",
       "5       FEF25    6.08     NaN     NaN     0.0      -    6.08    6.00    5.53\n",
       "6       FEF50    3.06     NaN     NaN     0.0      -    3.06    3.10    2.77\n",
       "7       FEF75    1.06    0.71    1.41    75.1  -0.72    1.06    1.12    0.94\n",
       "8     PEFTime   79.00     NaN     NaN    49.0      -   79.00   40.00   39.00\n",
       "9        EVol   78.00     NaN     NaN    77.0      -   78.00   77.00  197.00\n",
       "10       FEV6    4.22    3.03    3.79   111.4      -    4.22    4.17    4.13"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spirometry_data = pd.read_csv('data/spirometry_data.csv')\n",
    "spirometry_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "5d7588d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1150x360 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Ensure data is loaded\n",
    "try:\n",
    "    spirometry_df = spirometry_data.copy()\n",
    "except NameError:\n",
    "    spirometry_df = pd.read_csv('data/spirometry_data.csv')\n",
    "\n",
    "# Coerce numeric columns\n",
    "for col in ['Best', 'LLN', 'Pred.', '%Pred.', 'ZScore']:\n",
    "    if col in spirometry_df.columns:\n",
    "        spirometry_df[col] = pd.to_numeric(spirometry_df[col], errors='coerce')\n",
    "\n",
    "# Select rows of interest and prepare display values\n",
    "rows_map = {\n",
    "    'Lung Volume': 'FVC',\n",
    "    'Lung Power': 'FEV1',\n",
    "    'Power/Volume': 'FEV1/FVC%'\n",
    "}\n",
    "\n",
    "records = []\n",
    "for label, param in rows_map.items():\n",
    "    row = spirometry_df.loc[spirometry_df['Parameters'].str.strip() == param]\n",
    "    if row.empty:\n",
    "        continue\n",
    "    row = row.iloc[0]\n",
    "    records.append({\n",
    "        'label': label,\n",
    "        'param': param,\n",
    "        'best': row['Best'],\n",
    "        'pct': row['%Pred.'],\n",
    "        'z': row['ZScore']\n",
    "    })\n",
    "\n",
    "# Figure setup\n",
    "os.makedirs('graphs', exist_ok=True)\n",
    "fig, axes = plt.subplots(nrows=3, ncols=1, figsize=(11.5, 3.6), sharex=True,\n",
    "                        gridspec_kw={'hspace': 0.65})\n",
    "\n",
    "x_min, x_max = -5, 3\n",
    "# Segment colors: red -> orange -> yellow -> green\n",
    "segments = [\n",
    "    (-5, -3, '#f4a7a7'),   # red-ish\n",
    "    (-3, -2, '#f7c49a'),   # orange-ish\n",
    "    (-2, -1, '#f6e3a3'),   # yellow-ish\n",
    "    (-1,  3, '#c9f0cc'),   # green-ish\n",
    "]\n",
    "\n",
    "# Plot each row\n",
    "for ax, rec in zip(axes, records):\n",
    "    # Background segments\n",
    "    for a, b, color in segments:\n",
    "        ax.barh(0, width=b-a, left=a, height=0.6, color=color, edgecolor='none')\n",
    "\n",
    "    # LLN (-1) and Predicted (0) markers\n",
    "    ax.axvline(-1, color='black', lw=1)\n",
    "    ax.axvline(0, color='black', lw=1)\n",
    "\n",
    "    # Z-score pointer (downward triangle)\n",
    "    if pd.notna(rec['z']):\n",
    "        ax.plot(float(rec['z']), 0, marker=(3, 0, 180), markersize=12, color='dimgray')\n",
    "\n",
    "    # Labels and styling\n",
    "    ax.set_title(rec['label'], loc='left', fontsize=11, fontweight='bold', pad=2)\n",
    "    ax.set_xlim(x_min, x_max)\n",
    "    ax.set_yticks([])\n",
    "    ax.set_xlabel('')\n",
    "\n",
    "# Axis ticks only on bottom\n",
    "axes[-1].set_xticks(np.arange(x_min, x_max + 1, 1))\n",
    "axes[-1].set_xticklabels([str(i) for i in range(x_min, x_max + 1)])\n",
    "for ax in axes[:-1]:\n",
    "    ax.set_xticks([])\n",
    "\n",
    "# Top annotations\n",
    "axes[0].text(-1, 0.45, 'LLN', ha='center', va='bottom', fontsize=9)\n",
    "axes[0].text(0, 0.45, 'Predicted', ha='center', va='bottom', fontsize=9)\n",
    "\n",
    "# Right-side summary boxes\n",
    "fig.subplots_adjust(right=0.78)\n",
    "box_ax = fig.add_axes([0.805, 0.06, 0.18, 0.90])  # [left, bottom, width, height]\n",
    "box_ax.axis('off')\n",
    "\n",
    "# Helper to draw a pill-shaped text box\n",
    "from matplotlib.patches import FancyBboxPatch\n",
    "\n",
    "def pill(ax, xy, text):\n",
    "    x, y = xy\n",
    "    # Draw rounded rectangle background\n",
    "    bbox = FancyBboxPatch((x-0.48, y-0.09), 0.96, 0.18,\n",
    "                          boxstyle='round,pad=0.02,rounding_size=0.08',\n",
    "                          ec='#dddddd', fc='#f3f3f3', linewidth=1.0)\n",
    "    ax.add_patch(bbox)\n",
    "    ax.text(x, y+0.025, text, ha='center', va='center', fontsize=11, fontweight='bold')\n",
    "    ax.text(x, y-0.055, 'of predicted', ha='center', va='center', fontsize=9, color='#555555')\n",
    "\n",
    "box_ax.set_xlim(0, 1)\n",
    "box_ax.set_ylim(0, 1)\n",
    "\n",
    "# Prepare display strings and positions (top to bottom)\n",
    "right_items = []\n",
    "for rec in records:\n",
    "    name = 'FVC' if rec['param'] == 'FVC' else ('FEV1' if rec['param'] == 'FEV1' else 'FEV1/FVC')\n",
    "    unit = 'L' if rec['param'] in ('FVC', 'FEV1') else '%'\n",
    "    value_fmt = f\"{rec['best']:.2f}{unit}\"\n",
    "    pct_fmt = f\"{rec['pct']:.1f}%\"\n",
    "    right_items.append((name, value_fmt, pct_fmt))\n",
    "\n",
    "# Sort to match image order on the right (FVC, FEV1, FEV1/FVC)\n",
    "order = ['FVC', 'FEV1', 'FEV1/FVC']\n",
    "right_items_sorted = [next(item for item in right_items if item[0] == k) for k in order]\n",
    "\n",
    "ys = [0.78, 0.48, 0.18]\n",
    "for (name, value_fmt, pct_fmt), y in zip(right_items_sorted, ys):\n",
    "    main_line = f\"{name}\\n{value_fmt} → {pct_fmt}\"\n",
    "    pill(box_ax, (0.5, y), main_line)\n",
    "\n",
    "plt.savefig('graphs/spirometry_chart.png', dpi=300)\n",
    "plt.show()"
   ]
  }
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