1447 lines
970 KiB
Plaintext
1447 lines
970 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "63f43af5",
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import seaborn as sns\n",
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"import matplotlib.pyplot as plt\n",
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"import numpy as np\n",
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"import os"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "97da3d1c",
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"metadata": {},
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"outputs": [],
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"source": [
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"base_dir = os.path.dirname(os.path.abspath('.'))"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "b0ee2af1",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Smoothed columns created:\n",
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"['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"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/tmp/ipykernel_59747/3076306744.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",
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" df = df.apply(pd.to_numeric, errors='ignore')\n"
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]
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}
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],
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"source": [
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"df = pd.read_csv(f'{base_dir}/data/Pnoe_20250729_1550-Moran_Keirstyn.csv', delimiter=';')\n",
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"# Convert all columns to numeric where possible, coercing errors to NaN\n",
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"df = df.apply(pd.to_numeric, errors='ignore')\n",
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"df['VO2 Pulse'] = df['VO2(ml/min)'] / df['HR(bpm)'] # VO2 Pulse in mL/beat\n",
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"df['VO2 Breath'] = df['VO2(ml/min)'] / df['BF(bpm)'] # VO2 per Breath in mL/breath\n",
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"df['CHO'] = df['EE(kcal/min)'] * df['CARBS(%)']/100\n",
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"df['FAT'] = df['EE(kcal/min)'] * df['FAT(%)']/100\n",
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"# Smooth key columns using rolling window\n",
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"window_size = 10\n",
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"\n",
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"# List of columns to smooth\n",
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"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",
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"\n",
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"# Apply smoothing to each column\n",
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"for col in columns_to_smooth:\n",
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" if col in df.columns:\n",
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" df[f'{col}_smoothed'] = df[col].rolling(window=window_size, min_periods=1).mean()\n",
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"\n",
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"print(\"Smoothed columns created:\")\n",
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"print([col for col in df.columns if '_smoothed' in col])"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "99116a35",
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"metadata": {},
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"outputs": [],
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"source": [
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"df_2 = pd.read_excel(f'{base_dir}/data/SECA body comp for all patients.xlsx')\n",
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"spirometry_data = pd.read_csv(f'{base_dir}/data/spirometry_data.csv')\n",
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"oxygenation = pd.read_csv(f'{base_dir}/data/Keirstyn Train Red NIRS Muscle Oxygen.csv')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "fbd292c3",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"22.369999999999997\n"
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]
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}
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],
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"source": [
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"print(df['VO2 Pulse'].max())"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "4c439b2c",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
|
"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(f'{base_dir}/graphs/body_composition_chart.png', bbox_inches='tight', dpi=600)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"id": "a565f1b3",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA9wAAAC2CAYAAAAr14W8AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAIFBJREFUeJzt3XlU1XXi//EXGLivM2hOouQCIqJoKaalGYkKFkXj6MyQpuY2apllOX1Hf5WmVNboccaj5Z6Ok9pii5mlpqdcJjW0XEohFc0QNZNF1vv+/eHh5hWQRd6Xqz0f53iCz+dzL+/76u3H++KzXC9jjBEAAAAAAKhQ3pU9AAAAAAAAbkQUbgAAAAAALKBwAwAAAABgAYUbAAAAAAALKNwAAAAAAFhA4QYAAAAAwAIKNwAAAAAAFlC4AQAAAACw4KbKHgAAAL81ycnJSk1NLfPjGjZsqCZNmlgYEQAAsMHLGGMqexAAAPxWZGdnq1mzZkpJSSnzY2+++WYdPXpUVatWtTAyAABQ0TilHAAAN/L19VXTpk3l7V22f4K9vb3l7+8vX19fSyMDAAAVjcINAIAbeXl5aerUqXI4HGV6nMPh0NSpU+Xl5WVpZAAAoKJxSjkAAG5mjFF4eLj27Nmj/Pz8ErevUqWKOnbsqJ07d1K4AQC4jnCEGwAANys4yl2asi1J+fn5HN0GAOA6xBFuAAAqQWmPcnN0GwCA6xdHuAEAqASlPcrN0W0AAK5fHOEGAKCSlHSUm6PbAABc3zjCDQBAJSnpKDdHtwEAuL5xhBsAgEpU3FFujm4DAHD94wg3AACVqLij3BzdBgDg+scRbgAAKtmVR7k5ug0AwI2BI9wAAFSyK49yc3QbAIAbA4XbA+3evVvZ2dmVPYwbSnZ2NrlaQK52kKsdnp5rZGSkOnXqJEnq1KmTIiMjK3lEpePpuV6vyNUOcrWDXO0gVzvcnSeF20OV9LmsKJvLjxqh4pCrHeRqh6fn6uXlpenTpys4OFjTp0+/bo5ue3qu1ytytYNc7SBXO8jVDnfneZNbfxoAACjWvffeqwMHDlT2MAAAQAXhCDcAAAAAABZQuAEAAAAAsICPBfNA9/furfysLHl78/uQiuJwOJSTkyNfX19yrUDkaofD4dCx06cUcGszeV8n1/FeDxzG6Mixo/Jv1lTe3uRaURwOo5ycbPn6ViXXCkSudjgcRqeOnVBAs6bsXyuQwxgd/T5JzW5pwvuBCsT7LDscDoc+2rLFbT+Pa7g90MULF/Th+PGVPQwAlajLtP+nD1fEV/Ywbjht7v6LZq6cUtnDAFCJHuk+kv2rBR06/Unv/O1vlT0MwOPwqxIAAAAAACygcAMAAAAAYAGFGwAAAAAACyjcAAAAAABYQOEGAAAAAMACCjcAAAAAABZQuAEAAAAAsIDCDQAAAACABRRuAAAAAAAsoHADAAAAAGABhRsAAAAAAAso3AAAAAAAWEDhBgAAAADAAgo3AAAAAAAWULgBAAAAALCAwg0AAAAAgAUUbgAAAAAALKBwAwAAAABgAYUbAAAAAAALKNwAAAAAAFhA4QYAAAAAwAIKNwAAAAAAFlC4AQAAAACwgMINAAAAAIAFFG4AAAAAACygcAMAAAAAYAGFGwAAAAAACyjcAAAAAABYQOEGAAAAAMACCjcAAAAAABZQuAEAAAAAsIDCDQAAAACABRRuAAAAAAAsoHADAAAAAGABhRsAAAAAAAtuKsvG+/bt03vvvaedO3fq5MmTqlevntq3b6/x48fr1ltvddk2MTFR06dP1549e+Tj46MePXro73//uxo0aFDizzl8+LDmzJmj/fv368yZM6pWrZpatmypYcOG6Z577im0/fLly7VixQolJyerfv36ioqK0uOPP64aNWqU5eUBAAAAAFBhylS4FyxYoD179qhPnz4KCgpSamqqVqxYodjYWL311lsKDAyUJP3000/661//qtq1a+uJJ55QZmamFi1apO+//16rV6+Wr6/vVX/Ojz/+qIyMDD344INq2LChLl68qA0bNmj06NF64YUXNGDAAOe2r7zyihYsWKDevXtr0KBBSkxM1PLly3XkyBEtXLiwHJEAAAAAAHDtylS4H3nkEc2cOdOlMEdFRem+++7T66+/rpkzZ0qS5s2bp4sXL+qdd97RH/7wB0lSu3btNGTIEL377rsuhbkoPXr0UI8ePVyWxcXFKTY2VosXL3Y+/vTp01qyZIliYmL08ssvO7cNCAjQ1KlTtWnTpiKPiAMAAAAAYFuZruHu2LFjoaPTAQEBatWqlZKSkpzLNmzYoLvvvttZtiWpa9euCggI0Mcff1yugVapUkWNGzdWWlqac1lCQoLy8vIUHR3tsm1UVJQk6aOPPirXzwIAAAAA4Fpd803TjDE6c+aM6tevL0lKSUnR2bNn1bZt20LbtmvXTgcPHiz1c2dmZurcuXM6fvy4lixZoq1bt6pLly7O9Tk5OZKkqlWrujyuevXqkqT9+/eX+fUAAAAAAFARynRKeVHef/99paSk6LHHHpN06TRvSfLz8yu0rZ+fn86fP6+cnJwSr+OWpPj4eL311luSJG9vb/Xq1UtTpkxxri+4UduePXtciviuXbskXSr/AAAAAABUhmsq3ImJiXrhhRfUoUMHPfjgg5Kk7OxsSSqyUBccic7KyipV4R48eLD69Omj06dP6+OPP5bD4VBubq5zfUhIiNq3b6833nhDjRo1Unh4uBITE/X888/Lx8fHORYAAAAAANyt3IU7NTVVI0eOVO3atTV79mxVqVJF0q+luuB078sVFOBq1aopPz9f586dc1lft25dlyLeokULtWjRQpL0wAMPaOjQoRo1apRWr14tLy8vSdKcOXM0fvx4Pfvss5IuXev9yCOP6KuvvtIPP/xQ3pcHAAAAAMA1KVfhTktL0/Dhw5WWlqYVK1aoUaNGznUNGzaUdKmQXyk1NVX16tWTr6+vTpw4oYiICJf1y5YtU3h4eLE/t3fv3poyZYp++OEHNW/eXJLUqFEjrVy5UkePHtWZM2fUrFkz+fn56c4771RAQEB5Xh4AAAAAANeszIU7Oztbo0aN0tGjR7V48WK1bNnSZX2jRo3UoEEDffvtt4Ueu2/fPrVu3VrSpeu5Fy9e7LK+YF1xsrKyJEnp6emF1gUEBDgL9pEjR5SamqrY2NhSvy4AAAAAACpSmQp3fn6+xo8fr4SEBM2dO1cdOnQocrvIyEi99957OnXqlBo3bixJ2r59u44ePapHHnlE0qVTz7t27Vrk48+ePavf/e53Lstyc3O1du1aVatWzXmaeVEcDodeeeUVVa9eXQMHDizLywMAAAAAoMKUqXDHx8dr06ZN6tmzp86fP6+1a9e6rI+JiZEkjRo1SuvXr9egQYM0aNAgZWZmauHChQoMDNRDDz1U4s+ZMmWK0tPT1alTJzVq1Eipqan64IMPlJSUpEmTJqlmzZrObadNm6acnBy1bt1aeXl5+vDDD7Vv3z7Fx8e7fA44AAAAAADuVKbCfejQIUnS5s2btXnz5kLrCwp348aNtXz5csXHx+vVV1+Vj4+PevTooUmTJpXq7uRRUVFas2aNVq5cqfPnz6tmzZoKCQnRU089Vei67zZt2mjp0qX64IMP5OXlpXbt2mnJkiUuHxMGAAAAAIC7lalwv/nmm6XetlWrVlq4cGGZByRJ0dHRio6OLtW2sbGxXKsNAAAAAPA43pU9AAAAAAAAbkQUbgAAAAAALKBwAwAAAABgAYUbAAAAAAALKNwAAAAAAFhA4QYAAAAAwAKPLtxvvPGG+vTpI4fDUerHzJw5U/3797c4KgAAAAAASlamz+F2p/T0dC1YsEBPP/20vL0v/V4gKCioyG1///vf68svv5QkDR48WEuXLtXGjRsVERHhtvECAAAAAHA5jy3ca9asUV5envr16+eyvFu3boqJiXFZVq1aNefXfn5+ioiI0KJFiyjcAAAAAIBK47GF+5133tE999yjqlWruiwPCAgoVLiv1LdvXz3++ONKTk6Wv7+/zWECAAAAAFAkj7yGOzk5Wd999526du1arscXPG7jxo0VOSwAAAAAAErNIwv3119/LUlq06ZNoXXZ2dk6d+6cy5+cnByXbWrXrq2mTZtqz549bhkvAAAAAABX8shTypOSkiRJTZo0KbRuzZo1WrNmjcuyGTNmKDY21mWZv7+/jhw5Ym+QAAAAAABchUcW7vPnz+umm25SzZo1C62LiIhQXFycy7KWLVsW2q5OnTo6cOCAtTECAAAAAHA1Hlm4r+bmm28u1bXdxhh5eXm5YUQAAAAAABTmkddw16tXT3l5eUpPTy/3c1y4cEH169evwFEBAAAAAFB6Hlm4mzdvLkk6ceJEuZ/jxIkTatGiRUUNCQAAAACAMvHIwt2hQwdJ0rfffluux6elpen48ePO5wEAAAAAwN08snD7+/srMDBQ27dvL9fjt23bJmOMIiIiKnhkAAAAAACUjkcWbkl66KGHtGnTJmVlZZX5sevXr9dtt92mpk2bWhgZAAAAAAAl8+jC7evrqw8++MC57LvvvtOUKVOu+rjU1FRt3LhRQ4cOtT1EAAAAAACK5bGFu3bt2ho2bJgWLlwoh8NR6sctXbpUgYGBuvfeey2ODgAAAACAq/Poz+EeMWKERowYUabHPPXUU5ZGAwAAAABA6XnsEW4AAAAAAK5nFG4AAAAAACygcAMAAAAAYAGFGwAAAAAACyjcAAAAAABYQOEGAAAAAMACCjcAAAAAABZQuAEAAAAAsIDCDQAAAACABRRuAAAAAAAsoHADAAAAAGABhRsAAAAAAAso3AAAAAAAWEDhBgAAAADAAgo3AAAAAAAWULgBAAAAALCAwg0AAAAAgAUUbgAAAAAALKBwAwAAAABgAYUbAAAAAAALKNwAAAAAAFhA4QYAAAAAwAIKNwAAAAAAFlC4AQAAAACwgMINAAAAAIAFFG4AAAAAACygcAMAAAAAYAGFGwAAAAAACyjcAAAAAABYQOEGAAAAAMACCjcAAAAAABZQuAEAAAAAsIDCDQAAAACABRRuAAAAAAAsoHADAAAAAGABhRsAAAAAAAu8jDGmsgcBV/f37q38rCx5e/P7kIricDiUk5MjX19fcq1A5GqHw+HQsdOnFHBrM3l7eVX2cG4YDmN05NhR+TdrKm9vcq0oDodRTk62fH2rkmsFIlc7HA6jU8dOKKBZU/avFchhjI5+n6RmtzTh/UAF4n2WHQ6HQx9t2eK2n0fh9kC7d+9WcHCwatSoUdlDuWFkZmbq4MGD5FrByNUOcrWDXO0gVzvI1Q5ytYNc7SBXOzIzM92aJ78qAQAAAADAAgo3AAAAAAAWULgBAAAAALCAa7g9zHfffae0tDT5+vrKi5t5VBhjjPOmE+RaccjVDnK1g1ztIFc7yNUOcrWDXO0gVzuMMapataqCgoLc8vM4wu1BjDFKSEjQ2bNn+UtVwU6dOkWuFpCrHeRqB7naQa52kKsd5GoHudpBrnacOnVKCQkJctdxZ45we5CMjAzVqlVLkpSenq6aNWtW8ohuDORqB7naQa52kKsd5GoHudpBrnaQqx3kakdl5MoRbgAAAAAALKBwAwAAAABgAYUbAAAAAAALKNwAAAAAAFhwU2UPAL+qUaOGunXr5vwaFYNc7SBXO8jVDnK1g1ztIFc7yNUOcrWDXO2ojFy5S7mHKfjfwe3/Kxa52kGudpCrHeRqB7naQa52kKsd5GoHudrh7lwp3AAAAAAAWMA13AAAAAAAWEDhBgAAAADAAgo3AAAAAAAWULgBAAAAALCAwu1GiYmJGjJkiMLCwtStWze9/PLLysnJcdlm9erV6tGjh7p166Z58+YVeo5//etfGj16tLuG7PHeeecdBQUFFfozc+ZM5zZkWrJjx45pypQpiomJUZs2bdSvX78it1u9erV69+6t0NBQ3X///dq8ebPL+oyMDD355JO67bbbFBMTo3379rmsz83NVZ8+ffTpp59aey2epDS5Pvzww0XO4cTEROc25Pqrjz/+WKNHj1b37t0VFhammJgYrVmzRlfe/5O5WjalyZW5WnZbtmxRXFycunTporZt2yoiIkIzZsxQWlqay3abNm3S/fffr9DQUPXu3Vtvv/22y/q8vDxNnTpVnTt3VmRkpLZs2VLoZw0aNEhLliyx+XI8RmlynTRpUpHzdevWrc5tyPXqMjIy1L17dwUFBembb75xWcc+tvyKy5V9bNmVpgdIlT9f+RxuN/nll180ePBgBQQEaM6cOUpJSVF8fLyysrI0ZcoUSZcK+dSpUzV58mRJ0nPPPad27dqpa9eukqQff/xRy5YtK/QPMaQFCxaodu3azu8bNWokiUxL6/Dhw9qyZYvat28vh8NRqLxI0kcffaTJkydr1KhR6tKli9atW6exY8dqxYoVCgsLkyTNnz9fR44c0axZs/Tuu+9q/Pjx+uSTT+Tj4yNJWrp0qRo3bqxevXq58+VVmtLkKkkdO3bUM88847KsSZMmzq/J9VdLlizRLbfcokmTJql+/fratm2bJk+erJ9++kljx46VxFwtj9LkKjFXy+r8+fNq166dHn74YdWrV0+HDx/WnDlzdPjwYS1atEiStGvXLo0dO1Z//OMf9eyzz2rHjh36v//7P9WsWVN9+vSRJL399tvatGmTXnrpJW3btk0TJkzQxo0bVa9ePUmXfmFy5swZxcXFVdZLdavS5CpJ/v7+hd54t2jRwvk1uV7d3LlzlZ+fX2g5+9hrU1yuEvvY8iquB0geMl8N3GLevHkmLCzM/Pzzz85l//3vf01wcLD56aefjDHGLF++3AwfPty5ftiwYeall15yfj9u3Djz2muvuW3M14O3337bBAYGmrNnzxa5nkxLJz8/3/n1M888Y6KjowttExkZaSZMmOCybMCAAebRRx91fh8bG2vWrVtnjDEmNTXVBAYGmsOHDxtjjDl9+rTp3Lmz8/vfgtLkGhcXZ0aMGHHV5yHXXxX1d/0f//iH6dixozNv5mrZlSZX5mrFeOutt0xgYKDz3/6hQ4eaAQMGuGwzYcIE07dvX+f348aNM2+88YYxxpjc3FwTFhZmPv/8c2OMMRcvXjR33323+eKLL9z0CjzTlbkWt8+9HLkW78iRIyYsLMysXLnSBAYGmn379jnXsY8tv6vlyj627ErqAcZ4xnzllHI32bp1q+644w7nb00lqW/fvnI4HPryyy8lSTk5OapWrZpzffXq1Z2nnO/YsUN79+7VyJEj3Tru6x2Zlo6399V3BcnJyTp69Kj69u3rsjwqKkrbt293Znp53gX/LVg3c+ZMxcTEqGXLlhU9fI9VUq6lRa6/atCgQaFlwcHBSk9PV2ZmJnO1nErKtbTItWQF7wNyc3OVk5OjnTt3Oo9kF4iKilJiYqJOnDghyTXXm266Sb6+vs5cX3/9dbVp00bdunVz34vwQJfnWlrkWrxp06Zp4MCBuvXWW12Ws4+9NsXlWlrkWjaeMl8p3G6SlJSk5s2buyyrU6eO/Pz8lJSUJEkKDQ3Vtm3bdOjQIR06dEjbtm1TaGio8vPz9eKLL2rixImqUaNGZQzf4/Xr10/BwcGKiIjQ/PnznafqkGnFKJijV/4D0aJFC+Xm5io5OVnSpbxXrVqln3/+WcuWLVPt2rUVEBCghIQEffHFFxo3bpzbx349+N///qewsDCFhoYqLi5OX331lct6cr263bt3q1GjRqpVqxZztQJdnmsB5mr55OfnKzs7W/v379e///1v3XPPPWrSpImOHz+u3NzcQu8PCk57vvz9wdq1a3XmzBm99957SktLU3BwsE6ePKnly5dr0qRJbn9NnqC4XAscO3ZMt912m9q2bavY2Fh99tlnLo8n16KtX79e33//vcaMGVNoHfvY8rtargXYx5ZPcT3AU+Yr13C7yYULF1SnTp1Cy+vWratffvlFknT77bcrKipKMTExkqSIiAj169dP//nPf1SnTp1ib2T1W+bn56dx48apffv28vLy0qZNmzRr1iylpKRoypQpZFpBCubolXO44PuC9WPGjNHQoUPVpUsX+fj4aPr06apevbqmTZum8ePHu1xfg0s6deqkmJgYBQQE6PTp01q4cKGGDBmiN998Ux06dJBErleza9curVu3znnNG3O1YlyZq8RcvRY9e/ZUSkqKJOmuu+7Sq6++Kqn083XQoEHasmWLunXrJi8vLz355JNq0qSJxo0bp7/85S/y9/d310vxKMXlKl06QyM0NFQtW7ZUWlqaVq5cqTFjxmj27NnOMwrItbCLFy8qPj5eTzzxhMsv2wqwjy2fknKV2MeWR0k9wGPma7lPRkeZtGnTxsyfP7/Q8ujoaPOPf/zDZdnp06fNjz/+aIy5dF1deHi4OXDggElLSzMTJ040nTt3NlFRUWbr1q1uGfv1Jj4+3gQHB5uUlBTnMjItvaKue1u7dq0JDAw0p0+fdlm+b98+ExgYaHbv3u1clpeXZ3744QeTlpZmjDFm1apVJjY21jgcDpOQkGAefPBB06lTJzNq1KirXnNzoynN9YTGGJORkWF69uzpcm2RMeRalFOnTpk777zTDB482HmdMXP12hWVa1GYq6V38OBBs2fPHrNq1SrTs2dP8/DDD5u8vDyza9cuExgYaL7++muX7c+ePWsCAwPN+++/71zmcDjM8ePHnfeC2bZtm+nRo4fJzMw0SUlJJi4uztx+++0mLi7OHDt2zI2vrvIUl2tR8vPzTf/+/V2ujTeGXK/06quvOv++GmPMjh07XK41Zh9bPiXlWhT2seVzeQ/wlPnKKeVuUqdOnUIfAyJd+s1K3bp1XZb5+fmpcePGkqRZs2apd+/eCg4O1ty5c3Xs2DFt2LBBf/vb3/T444/r3Llzbhn/9aRv377Kz8/XwYMHncvI9NoUzNEr5/CFCxdc1ktSlSpVFBAQoFq1aiktLU2zZs3S5MmTlZubq3HjxikqKkqff/65vLy8NG3aNPe9iOtEjRo11KNHD+3fv99lObm6unDhgoYPH6569eppzpw5zuvlmavXprhci8JcLb3WrVurQ4cO6t+/v+bOnaudO3fq008/LdN89fLykr+/v+rVq6e8vDy9+OKLevrpp1W9enVNnDjR+ZFXrVq10sSJE9334ipRcbkWxdvbW5GRkUpMTFRWVpZzObn+6uTJk1q0aJEee+wxpaWl6cKFC857OGRmZiojI4N9bDmUJteisI8tn8t7gKfMVwq3mzRv3tx5HUGBtLQ0paamFrp2q8CBAwe0YcMGjR8/XpK0fft23Xfffapbt66io6Pl4+OjvXv32h76DYVMy6dgjl45h5OSkuTj41PsaXdz5szRnXfeqbCwMCUlJSklJUV//vOfVaNGDfXv3995w0CUzW8916ysLI0cOVJpaWmFPgqEuVp+V8u1vMi1sKCgIPn4+Oj48eNq2rSpfHx8ipyvkop9f7BixQrVr19fUVFRSk9P1zfffKM//elPql69ugYOHKiEhIRi38TfqC7Ptbx+67meOHFCubm5GjFihDp16qROnTpp1KhRki6dfj9kyBD2seVQmlzL67eca2l4ynzlGm436d69u+bNm+dyLff69evl7e1d7B0wp06dqnHjxql+/frOZRcvXpR06UYhOTk5xX6u72/ZunXrVKVKFbVp06bQOjItH39/fwUEBGj9+vW69957ncvXrVunO+64Q76+voUek5iYqLVr1+rDDz90WZ6VlaWaNWs6c4erzMxMff755woNDS1y/W8917y8PI0fP15JSUlasWKFy2dtSszV8iop16IwV8tn7969ys3NVZMmTeTr66vw8HB98sknGjx4sHObdevWqUWLFi43ACtw7tw5zZ07V0uXLnVZXnDUtiDX39q/ZZfnWhSHw6H169erVatWLp9eUoBcL133vmzZMpdlBw8e1IwZM/T8888rNDSUfWw5lCbXorCPLZ/Le4Cfn59HzFcKt5sMHDhQb775psaMGaORI0cqJSVFL7/8sgYOHFjkG5v3339fGRkZGjhwoHNZly5dtHLlSrVs2VI7duyQJLVv395tr8ETDRs2TOHh4QoKCpIkbdy4UatWrdKgQYPk5+fnsi2ZFu/ixYvasmWLpEunPqWnp2v9+vWSpM6dO6tBgwYaN26cnnrqKTVt2lTh4eFat26d9u3bp+XLlxf5nC+++KKGDx/u/P/QvHlzNWzYUDNmzNADDzyg+fPnq0uXLu55gZWkpFyTkpK0YMEC9erVS7fccotOnz6txYsXKzU1VbNnzy7yOX/ruT7//PPavHmzJk2apPT0dCUkJDjXtWnTRr6+vszVcigp13379jFXy2Hs2LFq27atgoKCVK1aNR06dEgLFy5UUFCQ883f6NGjNWjQID333HPq27evdu7cqQ8//FD//Oc/i3zO1157TVFRUWrdurUkqVatWgoJCdHs2bM1dOhQLViwQKGhocXemOlGUFKuJ0+e1KRJkxQdHa1mzZrpl19+0cqVK/Xtt99qzpw5RT4nuV66/DE8PLzIdSEhIQoJCZEk9rFlVJpcd+3axT62HErTAzxivl7bZekoiyNHjpjBgwebdu3amTvuuMPEx8eb7OzsQttlZGSYu+66y+zcudNleVpampkwYYLp2LGj6dWrl9m4caO7hu6xpk6daiIjI027du1M27ZtTb9+/czSpUudN6UoQKZXl5ycbAIDA4v8s2PHDud2q1atMr169TIhISGmX79+ZtOmTUU+34YNG0xkZKTJyclxWb57925z//33m7CwMPPoo4+63NjuRlRSrkePHjVDhw413bp1MyEhIeb22283w4cPN3v37i3y+cjVmJ49exabaXJysnM75mrZlJQrc7V85s+fb2JiYkyHDh1MWFiYiY6ONrNmzXLelKfAZ599Zvr162dCQkJMr169zOrVq4t8vm+++cZ06dLFeYOvAkeOHDEDBw40YWFhZsCAASYxMdHWS/IIJeX6888/m1GjRpnu3bubkJAQExYWZuLi4oq9MSq5Fq+4m3uxj702V+bKPrZ8StsDKnu+ehlzA58bAwAAAABAJeGmaQAAAAAAWEDhBgAAAADAAgo3AAAAAAAWULgBAAAAALCAwg0AAAAAgAUUbgAAAAAALKBwAwAAAABgAYUbAAAAAAALKNwAAAAAAFhA4QYAAAAAwAIKNwAAAAAAFlC4AQAAAACw4P8Dl+lKLC3P1dgAAAAASUVORK5CYII=",
|
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"text/plain": [
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"<Figure size 1000x200 with 1 Axes>"
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|
]
|
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},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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}
|
|
],
|
|
"source": [
|
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"import matplotlib.pyplot as plt\n",
|
|
"import seaborn as sns\n",
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"\n",
|
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"# Set a common style\n",
|
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"sns.set_theme(style=\"whitegrid\")\n",
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"\n",
|
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"# Define the segments with muted colors\n",
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"segments = [\n",
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" ('#F8A8A8', 0, 15), # Muted Red/Salmon: 0% to 15%\n",
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" ('#FFEECC', 15, 5), # Pale Yellow/Cream: 15% to 20%\n",
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" ('#D0F0C0', 20, 15), # Pale Green/Mint: 20% to 35%\n",
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" ('#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(f'{base_dir}/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": 9,
|
|
"id": "470e871e",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Displaying Metabolism Chart...\n",
|
|
"Estimated RMR from data: 1385 kcal/day\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x250 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"Displaying Fuel Source Chart...\n",
|
|
"Resting phase fuel mix: Fats 32.9%, Carbs 67.1%\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
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"<Figure size 1000x250 with 1 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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}
|
|
],
|
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"source": [
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import matplotlib.patches as patches\n",
|
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"\n",
|
|
"def plot_metabolism_chart():\n",
|
|
" \"\"\"\n",
|
|
" Generates and displays the 'Slow vs Fast Metabolism' chart.\n",
|
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" \"\"\"\n",
|
|
" fig, ax = plt.subplots(figsize=(10, 2.5))\n",
|
|
"\n",
|
|
" # --- Chart data and positions ---\n",
|
|
" categories = ['Very Slow', 'Slow', 'Average', 'Fast', 'Very Fast']\n",
|
|
" positions = [1500, 3000, 4500, 6000, 7500]\n",
|
|
" # Step 1: Filter resting phase (usually lowest VO2 or MET values)\n",
|
|
" rest_phase = df[df['MET'] <= 1.1] # assuming <1.1 MET means rest\n",
|
|
"\n",
|
|
" # Step 2: Compute resting metabolic rate\n",
|
|
" rmr = rest_phase['EE(kcal/day)'].mean()\n",
|
|
"\n",
|
|
" print(f\"Estimated RMR from data: {rmr:.0f} kcal/day\")\n",
|
|
" kcal_value = rmr\n",
|
|
" # Position the indicator and highlight based on the kcal value\n",
|
|
" # For this example, we'll place it in the 'Very Slow' section.\n",
|
|
" indicator_pos = kcal_value\n",
|
|
" highlight_end = kcal_value\n",
|
|
"\n",
|
|
" # --- Main Bar (Background) ---\n",
|
|
" # Create a rounded rectangle for the main bar\n",
|
|
" main_bar = patches.FancyBboxPatch(\n",
|
|
" (0, 0.4), 9000, 0.2,\n",
|
|
" boxstyle=\"round,pad=0,rounding_size=0.1\",\n",
|
|
" ec=\"none\", fc=\"#E0E0E0\",\n",
|
|
" )\n",
|
|
" ax.add_patch(main_bar)\n",
|
|
"\n",
|
|
" # --- Highlighted Bar ---\n",
|
|
" # Create a rounded rectangle for the highlighted section\n",
|
|
" highlight_bar = patches.FancyBboxPatch(\n",
|
|
" (0, 0.4), highlight_end, 0.2,\n",
|
|
" boxstyle=\"round,pad=0,rounding_size=0.1\",\n",
|
|
" ec=\"none\", fc=\"#B2FFC8\",\n",
|
|
" )\n",
|
|
" ax.add_patch(highlight_bar)\n",
|
|
"\n",
|
|
" # --- Text and Labels ---\n",
|
|
" # Add the kcal text inside the highlighted bar\n",
|
|
" ax.text(highlight_end / 2, 0.5, f'{kcal_value}kCals', \n",
|
|
" ha='center', va='center', color='#006400', fontsize=14, weight='bold')\n",
|
|
"\n",
|
|
" # --- Indicator Triangle ---\n",
|
|
" ax.plot(indicator_pos, 0.65, 'v', markersize=15, color='#606060', clip_on=False)\n",
|
|
"\n",
|
|
" # --- Ticks and Labels ---\n",
|
|
" # Add category labels and tick marks below the bar\n",
|
|
" for pos, label in zip(positions, categories):\n",
|
|
" ax.text(pos, 0.15, label, ha='center', va='center', fontsize=12, color='#333333')\n",
|
|
" ax.plot([pos, pos], [0.35, 0.39], color='grey', lw=5)\n",
|
|
"\n",
|
|
"\n",
|
|
" # --- Chart Styling ---\n",
|
|
" ax.set_title('Slow vs Fast Metabolism', fontsize=18, weight='bold', loc='left')\n",
|
|
" ax.set_xlim(0, 9000) # Add padding before and after\n",
|
|
" ax.set_ylim(0, 1)\n",
|
|
" \n",
|
|
" # Hide axes and spines for a cleaner look\n",
|
|
" ax.axis('off')\n",
|
|
" \n",
|
|
" plt.tight_layout()\n",
|
|
" plt.savefig(f'{base_dir}/graphs/metabolism_chart.png', bbox_inches='tight', dpi=300)\n",
|
|
" plt.show()\n",
|
|
"\n",
|
|
"\n",
|
|
"def plot_fuel_source_chart():\n",
|
|
" \"\"\"\n",
|
|
" Generates and displays the 'Fuel Source' chart.\n",
|
|
" \"\"\"\n",
|
|
" fig, ax = plt.subplots(figsize=(10, 2.5))\n",
|
|
"\n",
|
|
" # --- Chart data and positions ---\n",
|
|
" rest_phase = df[df['RER'] == 0.9] # filter rest data\n",
|
|
" fat_rest = rest_phase['FAT(%)'].mean()\n",
|
|
" carb_rest = rest_phase['CARBS(%)'].mean()\n",
|
|
"\n",
|
|
" print(f\"Resting phase fuel mix: Fats {fat_rest:.1f}%, Carbs {carb_rest:.1f}%\")\n",
|
|
"\n",
|
|
" fat_percentage = fat_rest\n",
|
|
" carb_percentage = 100 - fat_percentage\n",
|
|
" optimal_point = 75\n",
|
|
"\n",
|
|
" # --- Main Bars (Fats and Carbs) ---\n",
|
|
" # Fats bar (yellow)\n",
|
|
" fats_bar = patches.FancyBboxPatch(\n",
|
|
" (0, 0.4), fat_percentage, 0.2,\n",
|
|
" boxstyle=\"round,pad=0,rounding_size=0.1\",\n",
|
|
" ec=\"none\", fc=\"#FEEAAB\",\n",
|
|
" )\n",
|
|
" ax.add_patch(fats_bar)\n",
|
|
"\n",
|
|
" # Carbs bar (blue) - starts where the fats bar ends\n",
|
|
" carbs_bar = patches.FancyBboxPatch(\n",
|
|
" (fat_percentage, 0.4), carb_percentage, 0.2,\n",
|
|
" boxstyle=\"round,pad=0,rounding_size=0.1\",\n",
|
|
" ec=\"none\", fc=\"#A7F5FF\",\n",
|
|
" )\n",
|
|
" ax.add_patch(carbs_bar)\n",
|
|
"\n",
|
|
" # --- Text and Labels ---\n",
|
|
" # Add percentage labels inside the bars\n",
|
|
" ax.text(fat_percentage / 2, 0.5, f'Fats\\n{fat_percentage}%', \n",
|
|
" ha='center', va='center', color='#333333', fontsize=12, weight='bold')\n",
|
|
" ax.text(fat_percentage + carb_percentage / 2, 0.5, f'Carbs\\n{100-fat_percentage}%', \n",
|
|
" ha='center', va='center', color='#333333', fontsize=12, weight='bold')\n",
|
|
" \n",
|
|
" # Add 'Optimal' label\n",
|
|
" ax.text(optimal_point, 0.75, 'Optimal', ha='center', va='center', fontsize=12)\n",
|
|
"\n",
|
|
" # --- Indicator Triangle ---\n",
|
|
" ax.plot(fat_percentage, 0.65, 'v', markersize=15, color='#606060', clip_on=False)\n",
|
|
" \n",
|
|
" # --- Ticks and Labels ---\n",
|
|
" positions = [0, 25, 50, 75, 100]\n",
|
|
" for pos in positions:\n",
|
|
" ax.text(pos, 0.15, str(pos), ha='center', va='center', fontsize=12, color='#333333')\n",
|
|
" ax.plot([pos, pos], [0.35, 0.39], color='grey', lw=5)\n",
|
|
" \n",
|
|
" # Add a special tick for the 'Optimal' point\n",
|
|
" ax.plot([optimal_point, optimal_point], [0.6, 0.7], color='black', lw=2)\n",
|
|
"\n",
|
|
" # --- Chart Styling ---\n",
|
|
" ax.set_title('Fuel Source', fontsize=18, weight='bold', loc='left')\n",
|
|
" # ax.set_xlim(-5, 105) # Add padding\n",
|
|
" ax.set_ylim(0, 1)\n",
|
|
"\n",
|
|
" # Hide axes and spines\n",
|
|
" ax.axis('off')\n",
|
|
"\n",
|
|
" plt.tight_layout()\n",
|
|
" plt.savefig(f'{base_dir}/graphs/fuel_source_chart.png', bbox_inches='tight', dpi=300)\n",
|
|
" plt.show()\n",
|
|
"\n",
|
|
"\n",
|
|
"if __name__ == '__main__':\n",
|
|
" # Call the functions to display each plot\n",
|
|
" print(\"Displaying Metabolism Chart...\")\n",
|
|
" plot_metabolism_chart()\n",
|
|
" \n",
|
|
" print(\"\\nDisplaying Fuel Source Chart...\")\n",
|
|
" plot_fuel_source_chart()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "0ab6f0b0",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
|
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"<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",
|
|
"import matplotlib.transforms as mtransforms\n",
|
|
"from matplotlib.patches import FancyBboxPatch\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, -4, '#f4a7a7'), # red-ish\n",
|
|
" (-4, -3, '#f7c49a'), # orange-ish\n",
|
|
" (-3, -1.7, '#f6e3a3'), # yellow-ish\n",
|
|
" (-1.7, 3, '#c9f0cc'), # green-ish\n",
|
|
"]\n",
|
|
"\n",
|
|
"ticks = np.arange(x_min, x_max + 1, 1)\n",
|
|
"labels = [str(i) for i in ticks]\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) at top of each panel\n",
|
|
" if pd.notna(rec['z']):\n",
|
|
" trans = mtransforms.blended_transform_factory(ax.transData, ax.transAxes)\n",
|
|
" ax.plot(float(rec['z']), 1.2, marker='v', markersize=12, color='dimgray',\n",
|
|
" transform=trans, clip_on=False)\n",
|
|
"\n",
|
|
" # Labels, ticks, 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_xticks(ticks)\n",
|
|
" ax.set_xticklabels(labels, fontsize=8)\n",
|
|
" ax.set_xlabel('')\n",
|
|
"\n",
|
|
"# Add x-axis label to the bottom axis\n",
|
|
"# axes[-1].set_xlabel('Z-score', fontsize=10)\n",
|
|
"\n",
|
|
"# Top annotations\n",
|
|
"axes[0].text(-1.7, 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",
|
|
"\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 = [0.82, 0.48, 0.15]\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(f'{base_dir}/graphs/spirometry_chart.png', dpi=300, bbox_inches='tight')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"id": "ef8bc7ac",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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|
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"text/plain": [
|
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"<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='VT(l)_smoothed', label='VT (L)')\n",
|
|
"ax1.set_xlabel('Time (sec)')\n",
|
|
"ax1.set_ylabel('VT (L)')\n",
|
|
"ax1.grid(True, alpha=0.1)\n",
|
|
"ax1.set_ylim(0, min(8, df['VT(l)_smoothed'].max()))\n",
|
|
"\n",
|
|
"# Set x-axis limits to remove padding\n",
|
|
"ax1.set_xlim(0, df['T(sec)'].max())\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))\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(f'{base_dir}/graphs/respiratory.png', dpi=300, bbox_inches='tight')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "06244aa2",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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6dE6ghi7slMxms5KTk5Wammq3XVxcnPz9/WUymdS1a1cdP37c7utefNBuMpmsjy/sFMvLy2u03IV2ti75ad26tQ4fPqzi4mK7r+Hi4mL3NeGYgIAAmUwm6wFVRESEgoKCbA61cezYMW3evFmzZs3S3LlzVVxcrFmzZllvTvtz9nJz4XFtc5OSklLlV/gLxZSfj+NeXW5cXFzITR0qKSnRnj171L1792rbXSig+/r6avDgwdW2rYvsXPzvbGuMx6ioKJ0/f95avLD3GmSnbp0+fVq5ubnWS1ijoqLk7+9v8x4LF87yuyArK0u+vr52i1/sc5xXbXKTkpKili1bWseU7tatm9LS0mSxWGy+Nvsb59e6dWtNmDBB9957r2688Ubl5uYqNDTUbvtjx46prKxMbdu2rfZ1yc6VIyAgQLm5udbtahhGlaulLvDw8LAWL/39/dW5c2cdO3bM7mvzPQs/5+7urs6dO2vnzp1225Ab57dhwwalpKTozjvvvOwbE1/AsTKcAUV01ImSkhLrWKGStGvXLrs3GO3UqZNOnjxp/UC8MO5sQ7BYLEpLS6tyo6Y+ffooISFB8+fPV0FBQYP0BRVnIbRu3VqHDh2SJOvYnrbuxD1x4kRNmzZN06ZN06RJk+Th4aFp06ZVe6lzXdq/f3+Vg7ukpCT169dP7733XpUvmGgYu3btUlhYWLV3by8vL9fHH38sT09PjRgxosHHSdy3b1+VM9/btm2rkSNH6oMPPqizm+Ti0vz9/ZWXl6dz585JqriJXkZGhs38tGvXTqdOnVJ6erokacuWLXbPyKoP7HOajtrkJigoSGlpaSopKZFU8e8YEhLSYDe8Yn/T9OTm5lr//uabb9S6detqx7Hevn27unXrVqOh6+oS2Wm6fHx8FBERoR9//FFSReHI39/fZo5yc3NlGIakivs3HDhwoNqhg+oS37Oar4yMDOuPvRaLRXv37rV5JUt9IDdNz8aNG7Vr1y6NHTvW5hUFTQXHymgMDOeCOpGfn68PP/zQ+gteUFCQbrrpJuvzn376qTp06KAOHTooICBA1113nd555x3r5TsX3xyiPh05ckStWrWy+WU2OTlZbm5umj9/vu66664G6Q+k4cOH69NPP9VXX30lk8mk4cOHW29GdXFuGlN6ero8PT1tFuwTExPl6uqqf//737rjjjsaoXdXtu3bt+uqq66qMn/t2rXy8/NTz549tWvXLqWkpCgsLEz/+Mc/JEkxMTEaNmxYvfevuLhY58+frzTG4wWxsbH61a9+pQ8//LDS/hL1x9fXV8OHD9fixYtlMplkGIaGDh1qPZvv4tx4eHho5MiRWrhwocrLy9WyZUuNHj26QfrJPqdpqU1uOnbsqBMnTuitt96Sq6ur3NzcdPPNNzdIP9nfNE1r165VamqqysvLFRMTo5EjR1Z67kJ2pIrxglNSUvTAAw80aB/JTtPw2Wef6cCBA8rLy9O///1vubu7a+rUqZIqjpc/+eQTrVu3Th4eHpXGrr/4eDklJUVbt261nlmZmJiobt26NUj/+Z7VOKrLTXXPXZybI0eO6LvvvrPmpnXr1lWGUakv5KZx2MtGTk6OVq1apaCgIL333nuSKs7ivvvuuyVV/dx68803VVBQoOLiYr366qtq3bp1g3xWcKyMxmIyLvxUDVwBPv/8c7Vp08Y6bhtQE+vXr5eLi4t+8YtfNHZX0Mzs2rVLqampGjp0aGN3Bc0I+xw4gv0NHEV2UBf4ngVHkBs4gmNlNBaK6AAAAAAAAAAA2MGY6AAAAAAAAAAA2EERHQAAAAAAAAAAOyiiAwAAAAAAAABgB0V0AAAAAAAAAADsoIgOAAAAAAAAAIAdFNEBAAAAAAAAALCDIjoAAAAAAAAAAHZQRAcAAAAAAAAAwA6K6AAAAAAAAAAA2PH/km6zpEWf8d0AAAAASUVORK5CYII=",
|
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"text/plain": [
|
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"<Figure size 1500x800 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
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}
|
|
],
|
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"source": [
|
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"\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",
|
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"\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(f'{base_dir}/graphs/fuel_utilization_chart.png', dpi=300)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"id": "8a1878a0",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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"text/plain": [
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"<Figure size 1800x500 with 3 Axes>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"source": [
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"first_unique_phase = df.drop_duplicates(subset='PHASE')\n",
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"phase_times = first_unique_phase['T(sec)'].tolist()\n",
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"\n",
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"plt.figure(figsize=(18, 5))\n",
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"ax1 = plt.subplot()\n",
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"\n",
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"# Plot VO2 Pulse\n",
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"#\n",
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"line1 = sns.lineplot(data=df, x='T(sec)', y='VO2 Pulse_smoothed', label='VO2 Pulse (mL/beat)', color='blue')\n",
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"ax1.set_xlabel('Time (sec)')\n",
|
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"ax1.set_ylabel('VO2 Pulse (mL/beat)')\n",
|
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"# ax1.set_title('VO2 Pulse, Heart Rate, and Speed Over Time')\n",
|
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"ax1.set_ylim(0, df['VO2 Pulse_smoothed'].max())\n",
|
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"ax1.grid(True, alpha=0.1)\n",
|
|
"# Set x-axis limits to remove padding\n",
|
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"ax1.set_xlim(0, df['T(sec)'].max())\n",
|
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"# Create second y-axis for heart rate\n",
|
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"#\n",
|
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"ax2 = ax1.twinx()\n",
|
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"line2 = sns.lineplot(data=df, x='T(sec)', y='HR(bpm)_smoothed', color='red', ax=ax2, \n",
|
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" linewidth=2, label='Heart Rate (bpm)')\n",
|
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"ax2.set_ylabel('Heart Rate (bpm)', color='red')\n",
|
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"ax2.tick_params(axis='y', labelcolor='red')\n",
|
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"ax2.set_ylim(60, df['HR(bpm)_smoothed'].max() + 1)\n",
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"\n",
|
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"# Create third y-axis for speed\n",
|
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"ax3 = ax1.twinx()\n",
|
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"ax3.spines['right'].set_position(('outward', 60))\n",
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"\n",
|
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"line3 = sns.lineplot(data=df, x='T(sec)', y='Speed', color='green', ax=ax3, \n",
|
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" drawstyle='steps-post', linewidth=2, label='Speed')\n",
|
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"ax3.set_ylabel('Speed', color='green')\n",
|
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"ax3.tick_params(axis='y', labelcolor='green')\n",
|
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"ax3.set_ylim(0, df['Speed'].max() + 1)\n",
|
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"\n",
|
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"ax1.set_xticks(np.arange(0, df['T(sec)'].max(), 200))\n",
|
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"\n",
|
|
"# Remove default legends first\n",
|
|
"if ax1.get_legend():\n",
|
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" ax1.get_legend().remove()\n",
|
|
"if ax2.get_legend():\n",
|
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" ax2.get_legend().remove()\n",
|
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"if ax3.get_legend():\n",
|
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" ax3.get_legend().remove()\n",
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"\n",
|
|
"# Combine legends from all axes in the top left\n",
|
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"lines1, labels1 = ax1.get_legend_handles_labels()\n",
|
|
"lines2, labels2 = ax2.get_legend_handles_labels()\n",
|
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"lines3, labels3 = ax3.get_legend_handles_labels()\n",
|
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"ax1.legend(lines1 + lines2 + lines3, labels1 + labels2 + labels3, loc='upper left')\n",
|
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"\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(f'{base_dir}/graphs/vo2_pulse_chart.png', bbox_inches='tight', dpi=300)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"id": "7361fb05",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
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"text/plain": [
|
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"<Figure size 1800x500 with 2 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
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}
|
|
],
|
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"source": [
|
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"first_unique_phase = df.drop_duplicates(subset='PHASE')\n",
|
|
"phase_times = first_unique_phase['T(sec)'].tolist()\n",
|
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"\n",
|
|
"plt.figure(figsize=(18, 5))\n",
|
|
"ax1 = plt.subplot()\n",
|
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"\n",
|
|
"# Plot VT with step-like appearance\n",
|
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"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",
|
|
"# Set x-axis limits to remove padding\n",
|
|
"ax1.set_xlim(0, df['T(sec)'].max())\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))\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(f'{base_dir}/graphs/vo2_breath_chart.png', bbox_inches='tight', dpi=300)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"id": "c89478ff",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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bSxPyGzduJCkpiaSkJADmzZtHUlISjzzyiCvD6vHi4+JZt2YdJ04+kXsfuJdjxh3DrNNnsWLlCl57+bVO7y8oKIjVf6zmxMkncvOtNzNkxBAuvvRi4uPjWbNqTbP+76254rIr+Prbr9tcfvxxxzP/+/k89sRjvPGW/Yfjgfse4PZbbueJp55g1JhRXHLZJRQXFwMwZ9Ycbr35Vm6/83bGHTeOdevXcf+997e5/1WrV+Ht5U3S6KROn3tXyM3LZe36tVw691KXHF8IIYQQQgghhBCiO1TVWUgtMLa5vKbewvasGsCekD9puD0hvya5kuT8trcT4nDNnDmTp556irPOOqvNdXJzc7nlllv44osvWrSmdgVFbZot4iiVk5NDdHQ0W/elERPTvL94g6mektxs+sfG4u7u7pL4bFYVc00DOp0GRdM7eyTV1dUxImkEn3/yORPGT+j2499x1x1YLJbDuhhxJFTsE+E+8PADlJeX89brb7W5br2pnqzsLHwtvh2e1LXeVE8BBfQb0Q93D9eMT9H9VFXFbDL36gl8RM8j40o4g4wr4SwytoQzyLgSziDjSjhDTx1XKQVGvltbxJLtZZjMNv57QTzTRrRsb7x8RxkPfbOf2BB3vrltOKqqctlbe9iXZ8RNp3D7zGjOHhfSo86tPdW1Vtas1hDrH4S3h+sTuUdCVVVstno0Gvce/f3Pysrh7LOj2b17N/369XM8/+95Q1ujKAo//fQTZ555puM5m83GtGnTOOOMM7jtttuIjY3l9ttv5/bbb3fSGRxaj+0hL3oPDw8PPnj3A0pKS1xy/GFDh3Hd1de55Nhgb9vz2MOPuez4QgghhBBCCCGEEM6wNrmSG97fyyWv7+bnTSWYzDYA3vsjD6uteY2vzabyycp8AE4c4g/YE6SvXjaQSYP8aLCoPL8wi1V7KrrzFEQvNXToUPz8/BxfzzzzzGHt57nnnkOn03Hrrbd2cYSHr2OlukIcwomTT3TZsa++8mqXHRvgjlvvcOnxhRBCCCGEEEIIIbrantxa5n2Wgk0FrQamDA3g9DHBPPztfjKK6/ljVzmnHFQlv2x7GSkFdXgZtFw8KdzxvL+XnhcuSeCZ+Zn8vKmEZTvKOLGxt7wQbWmtQr6zNm3axCuvvMLmzZt71F0BUiEvhBBCCCGEEEIIIYRoZtn2MmwqjI334ac7R/L0hQOYMNCPC48LA+DDFXnYGqvkGyw23v4tF4BLJ4fj59m8BlhRFOaMCQZgfUoVFqutG89E9EY+Pj74+vo6vg4nIb969WqKioqIiYlBp9Oh0+nIzMzkzjvvJDY2tuuD7iBJyAshhBBCCCGEEEIIIRxUVWXFrnIAzh0fSpifm2PZ+RNC8TJo2V9Uz597KqhvsPLa0hzyKxoI9tFz4cTQVvc5NMoLf08d1fVWtmfVHnZsFbVmftxQzB2fpvDe77mHvR9x9Js7dy7bt29n69atjq/IyEjuvvtuli5d6rK4pGWNEEIIIYQQQgghhBDCYW+ekfyKBtz1GiYO9G22zMdDxwUTQ/nwz3xe/TWbFxeplFSbAbju5Ejc3bSt7lOrUTgu0Y9ftpby174Kjonz6VRMFqvKMz9n8OvWUpoK7P9OrmRCoh8jor07f5LiqFBTU0NqaqrjcXp6Olu3biUwMJCYmBiCgoKara/X6wkPD2fQoEHdHaqDVMgLIYQQQgghhBBCCCEcmqrjj0v0azXBfuFxYXi6acivaKCk2kyEvxuPnRvnaEvTlkmD/QBYs6+y0zGtT61k0WZ7Mn5QpCcjY7wAeGe5VMn3ZRs3biQpKYmkpCQA5s2bR1JSEo888oiLI2ubVMgLIYQQQgghhBBCCCEAe7uaPxoT8lOHtT75qp+njjtOi+bbdUWcPiaYM48NwU136Lrf8Qm+aDUKGcX1ZJfWEx3k3uG4mmI6Z3wI98zpT165ifNe3sk/+6vZuL+KsfG+h9iDOBpNmTIFVVU7vH5GRobzgukgScgLIYQQQgghhBBCCCEASCusI7vUhJtO4fhBfm2ud/rYEE4fG9KpfXu76xjd35tN6dU8+PV+vN211DVYMTbYqG+wMXVYALefFt1iO4vVxqo9FQBMGx4IQGSAgTPHBvP9+mLeXp7Le9f6oChKp+IRwhWkZY0QQgghhBBCCCGEEO3oTAVub9fUrmZ8gi9ehtb7wR+JKUP9AdiXb2RTejW7c41kFNdTUNnAV38Xkl9uarHNxv3VVNVZCfDSMar/gX7xV0yJwKDXsCO7ljXJ9jY41XUWjCZrl8ctRFeRhLzokNLSUqJio8jIzABg5aqVGLwNVFRUOO2YiUMTefWNV12+3z179hCfGE9t7eHPAC6EEEIIIYQQQojeR1VV3vs9l2n/3co/aVWuDqdbrNhdAcDUoa23qzlSZ48L4dFzYnngzP48eX48L16SwJtXJjIyxp5oX7KttMU2f+w80EJHqzlQBR/s48Z54+1V+u/8lss3awuZ+ew2Ln1zN7WSlBc9lCTke6Grr7sag7ehxVdq2oEZhZ9/4Xk8fD148eUXHc8lDk1sdbumr6uvu7rNYz77f88yZ/YcYvvHOvPUOiRxWCK/r/j9sLdfs3INV1/R9rn+25AhQxh37Dheee2Vwz6mEEIIIYQQQgghuo/FauPHDUV8s7aQxZtL+GtfBWaLrVP7UFWVN5fn8v6KfGrqrXz1d6GTou05skrqSSusQ6tROGGIv1OOodNqOC0pmDPGhnDqyEAmDfZnTLwvZ461Twj7y9bSZnckWKwqfza2qzmplZ72l06OwNOgITm/jpcWZ2O2qmSXmnhbJnsVPZQk5HupU085lcy0zGZfcbFxjuUff/Yxd95xJ598+onjuTUr1zjW/eaLbwDYsWWH47kXn3+xxXEAjEYjH3/6MZdferlTz6kjduzcQUVFBZMnTT7sfYSEhODp6dmpbS6deynvvv8uFovlsI8rhBBCCCGEEEKI7vHN2iKeW5DFS4uzeeLHDO78LJUbP0ymoYNJeVVVeXNZLp+uKnA8ty6liopas7NC7hGW7ygD4NgBPvh6dO/Uk1OGBeCu15BVYmJXzoEuBVsyqqk0WvD31JEU69NiOz9PHRcfHw6Am07h3MaK+e/WF7Ejq6bVY5VWm6WCXriMJOQPoqoqtQ213f9lru10LzKDwUB4WHizL63W3tdr1epV1NfV8+hDj1JdXc3adWsBeyK6ad2AAPsVxdCQUMdzfn6tT9SxZOkSDG4Gxo8b32Y8RqOROWfNYcq0KY42Njm5Ocy9fC7h0eEEhAYw8YSJbPhnAwBp+9M454JziI6LJjAskOMmH9ehqveFixZy6rRT0ev1fPr5p4T2C2Xxr4sZnjQc/xB/Lrz4QoxGI5998RmJQxMJiwrjjrvuwGo98Ev23y1rDN4GPvz4Q8678Dz8Q/wZOmooCxcvbHbcaSdNo6y8jFWrVx0yRiGEEEIIIYQQQnQvVVUduRWbTeXHDcUAJMV6Mz7BF0+Dhu1ZNbywMOuQORhVVXljWS6frrYn4++aHcOgSE+sNpXfG1unHK2aEvKnjAjs9mN7GbSO/vK/bD3QtuaPxp72Jw71R6dtfdLWy0+M4OGzY/nspqHcPac/s5KCUFX47/yMFndGZJXUc+7LOzjzhe0k5xudczJCtKN7L3X1cEazEf/nfF1y7NJbSvHWeh96xQ74+NOPOf+889Hr9Zx/3vl8/OnHTJww8bD399fff5GUlNTm8oqKCs4890y8vLz4ZcEveHp6UlNTw7QZ0+gX0Y8fvvmBsLAwtm7dis1m/yVYW1vLjFNn8MQjT+BmcOOLL7/g7PPOZseWHcREx7R5rEW/LOK2m29zPDYajbzx1ht8/vHnVFdXc8FFF3Def87D38+fn3/4mf0Z+7nw4gs5bsJxnHfueW3u97/P/Jenn3yaZ/77DG++/SaXX3U5KbtTCAy0/wFyc3Nj1MhRrPl7DSdNPamz30IhhBBCCCGEEEJ0kX/SqtieVUNhRQP5FQ0UVjZQUNmAv6eOd68ZRFaJiZwyE14GLf+7dCAeblrWJlcy77MUft5UwsAIT86bENrqvlVV5fWlOXz+l709zV2zYzhvQigNFhv78ows3V7GOeNb37a3SyusI72oHr1W4UQntas5lNOSgliyrYzl28u4fWY0Wo3imGS2tXY1TXRahdnHBDse3zYzmr+TK0kvqueTVQVcfVIkYH99/29hFkaTPT91y0fJvHXVIOLDPJx4VkI0Jwn5XuqXX38hMOzA1crpp0znq8+/oqqqih/n/8iqP+yV3BddeBEnnXoSLz7/It7eh5fwz8rOIjIistVlBYUFXHLZJSQMSODTjz7Fzc0NgK+//ZqSkhL+Xvm3I6mdMCDBsd3IESMZOWKk4/FjjzzGzwt/ZtHiRdx4/Y2tHis3L5cdO3cw/dTpjufMZjOvvfwaA+IHAHDWmWfx5ddfkr0/G29vb4YMGcKJk0/kz1V/tpuQn3vxXC44/wIAnnzsSd546w3+2fQP0085cKyI8AiysrPa/V4JIYQQQgghhBDCeXJK67n5o+RWlxVWNvDod+n4edrTXaclBeHhZu8mMDHRjxtPjeL1pTn875cs3PUaZowKRK870DxCVVVeW5rDF43J+LvnxHBuY/L9lJGBvLY0h22ZNeSXm4gIMHTJ+VisNj5ZVUBqQR35FSaKq8xMG+bHbafFoCitV4M7y/Lt9ur4iYl++HRzu5omY+N9CfHRU1xt5u/kSnw9dJTXWvD10DI2vmW7mrb4eeq4c3YMD32zn49W5nPS8ADiQz34Y1c5G9KqcNMpxAS7k1pQx40f7uOxc+OYMLD1zhFCdDVJyB/EU+9Jxb3dO2O2zapirm3AU9e5nuYnTj6R115+zfHYy8sLgG+++4b4uHhHsnvUyFHERMfw3Q/fccVlVxxWjHV1dRgMrf+hmXX6LMaOGcsXn37haJkDsG37NkaPHO1Ixv9bTU0NTz79JL8u+ZWCwgIsFgt1dXVk52S3GceixYs4buJx+Pv7O57z9PR0JOMBwkLD6B/Tv9nFh7DQMIqLi9s9xxHDRzj+38vLC19f3xbbeHh4YDTKrUxCCCGEEEIIIYSr7M61fy4P93Njzphgwv3dCPd3Q6dRuOPTFLZmHugZftaxIc22vWRSGKkFRpZsK+OpnzJ4Y1kOZ4wNZtJgf7akV/PHrnL2NO7/njkxzSrhQ33dOCbWh03p1SzbXsZlJ0Z0yfks3FzKu7/nNXvu63UlBPsZmHtC1xyjI1RVZflOe0J+2vC2K9GdTatRmDE6iM9WF/Du73n4uNtzTZOH+KPTdq7z9rThASzZ6sdf+yp5+qcMzhkfyhvLcgCYe0I4F0wM46YP95FSUMdtn6Rw+phg7pwdg7teOnwL55KE/EEURcHLzatbj2mzqpgb9J2+6unl5dWs4rzJx59+zO49u/H0O5Dgt9lsfPLZJ4edkA8OCnb0hf+3GdNnMP/n+ezZs4fhw4c7nvfwaP9Wn3sfuJffV/zOc/99jgHxA3D3cOc/l/yHhoaGNrdZ9MsiZp82u9lzer2+2WNFUVp9zqa2P2mLTt/8R0FRFEd7nSZl5WXEx8W3ux8hhBBCCCGEEEI4T2qBPWE+MdHP0YakyT2n9+ex79MBGBnjzYB/tSFRFIUHz4olJtidnzYUU1xt5uOVBXy88sDErVqNwl2zozl7XMu2NNNHBXZ5Qn7BRnsx4KykIKYMDSClwMi7v+fx+tJcIvwNTOumXu5784zklJow6DWcMNi/W47ZltOSgvj8rwLSCuscz7XXrqYtiqJwz5z+bE7fyY7sWnZk28dGvwADl06OwF2v4b1rB/PW8ly+XVfEgk0lBPvouW5avy47FyFaIwn5o8jOnTvZtHkTy39dTmDAgV/YZeVlnDLzFPbu28vgQYM7vd9Ro0bx1ddftbrsv0/8F29vb2bMnsHyX5czZMgQwF5x/tEnH1FWVtZqlfzadWu59OJLOeP0MwB7xXxmVmabMdTU1LBy1cpmdwV0t927d3P2mWe77PhCCCGEEEIIIURf15Sk/XeyHWDm6CA2p1ezYFMJl5wQ1ur2bjoNV02N5LLJ4azeW8mPG4rYkV3LiGhvpg4L4MSh/gR561vdduqwAP5vYRaphXWkFhhJCO9ct4N/S843sjvXiE6rcMuMKAK89Jww2I/y6ga+21DC4z+kExVkYHCk84tHm/q0Txrkh6dBe4i1nSs+1IO3rhrEtowaMkrqCfDSHXY7mTB/N+47oz9v/5ZLuJ8bcWEeXHRcmKMK3sNNy7xZMQwM9+SpnzJYuLmEq0+KRKvp3nZBom+RhPxR5KNPP+LYscdywqQTWiwbO2YsH3/6Mc/+99lO7/fUk0/l4Ucfpry8nICAllckn3v6OaxWK9NnTWfZr8sYPGgwF5x3Ac+98BznXXgeTz7+JOHh4Wzbto2IiAgmjJ9AwoAE5i+Yz6zTZqEoCo89+ViLivSDLVu+jIEJA4ntH9vp+LtCRmYGuXm5MqGrEEIIIYQQQgjhQqkF9oR8Qnjrd+Y/cGZ/rp/WjyCf1pPqTXRaDVOHBTC1E5XXvh46jkv0Y+WeCpZuLzvihPyCTSUAnDjEnwCvA/HeNC2CvEoza/ZVcu8XaXxy4xD8vdo/nyO1PtXewnnSIH+nHqejkmJ9SIrteM/49kwfFcT0UUGHWCeQV5dkU1xlZkNqFRMTpZ+8cB5pinSUaGho4Kuvv+LMM85sdfmZZ5zJF19+gdls7vS+hw8fTtLoJL7/8fs213nhuRc45+xzmDFrBskpybi5ubH458WEhIRwxjlnMGb8GP7vpf9z9Jl//tnnCfAP4MSTT+Ts887mlJNPIWlUUpv7X7h4YYt2Nd3p2+++ZdrJ0+gf099lMQghhBBCCCGEEH1ZTb2Fgkp7q9vWKuTB3qbkUMn4IzF9lL0LwLJtZVht6mHvp95sY8nWUgBOHxPcbJlWo/D4uXFEBxkoqGzgvq/S+GtvBYWVbbf5bfUYDVZu+GAf1723F4u17SLI8loz+/LtrYDGJXRNEry3cdNpmDHanrRvulAihLMoqqoe/m+PXiAnJ4fo6Gi27ksjJia62bIGUz0ludn0j43F3d3dJfHZrCrmmgZ0Og1KD74d5pclv3D/g/ez5Z8taDTdex3HYrEQHR/Ngh8XcOzYY7v12GC/2DFs1DA++fATjpt4nON5FRWFjr1m9aZ6srKz8LX4ouvgjSn1pnoKKKDfiH64e7hmfIrup6oqZpMZvaHzc0sI0RYZV8IZZFwJZ5GxJZxBxpVwBhlX3W9rRjXXvb+PMD83Ftw90iUx1JttzHx2K0aTjZhgA5dPjmD6qMBOTzj6y5ZSHv8hnQh/N36cNwJNY07o4HGVXlTPle/soa7hQDJ92ogA5s2KabOtzsGe+tHeggXgjSsTGRvv2+p6y7aX8fC3+0kI9+CLm4d16jyOJsn5Rua+sRudVmHxPSPx99JTXWtlzWoNsf5BeHs49y4FZ1NVFZutHo3GvUf/zsrKyuHss6PJzs4mKirK1eE4hVTIiw45bcZpXHXlVeTm5Xb7scvKyrj1plsZO2Zstx8bICs7i3vuuqdZMl4IIYQQQgghhBDdq73+8d3FXa/h/jNi8fXQklVi4okfMzjv5Z38tqOsw/uoa7Dy7u/2/MrpY4Idyfh/iw/z4LXLEzl1ZCADwjzQKPDbjnIufGUn364t5JOV+dzyUTKzn9/Gkz+mk9xY5Q7wy5YSRzIeYM2+yjbjWZ9qXzY+ofWEfV+RGOHJ4EhPLFaVJds6/noK0VnSQ1502K033eqS44aGhnL/vfe75NgACQMSSBiQ4LLjCyGEEEIIIYQQAvbm2RPObfWP7y6njgzk+EF+/LihiC/+KiSvvIGHvt2Pt7u2Q5OPfrAin/yKBsL83LjwuNYnn20yIsabETHeAOzNq+XpnzLZl2/kxcXZzdZbtLmURZtLGRPnw6kjA/nfL/blo/p7sy2zhtV7K7htZnSL/auq6ugf39cT8gBzxgSzNy+LhZtKuGBiqKvDEUcpqZAXQgghhBBCCCGEED1aVkk9vzb2XO+qyT6PhJdBy9wTIph/5whmJQWhqvDwt/vJLzcB0GCxkVFch9FkbbZdaoGRL9cUAnDX7Bg8DdoOH3NwpBcfXj+Em6dHkRDmwYlD/Jk3K5qX5iYwbXgAWg1sSq/mmZ8zqTfbGBvvw4uXJKDTKmSXmsgsrm+xz/TieoqrzBh0CqP6u/776mqnjgzETaeQWljnuAAkRFeTCnkhhBBCCCGEEEII0WOpqsqzP2ditqpMHOjLxIE9p5Lb3U3LfWf0Z39RHXtyjTzwdRpXnxTJsz9nUlRlBiDAS8fIGG/uP7M/zy3IxGpTOXGIP5OH+Hf6eDqtwtwTwpl7Qniz548f5E9hRQPfry9i/sZivAxanjgvHh8PHcfE+rAhrYrV+yroH9J8u7XJ9nY1o2N9cNdL3a6vh46pQwNYur2Mr/8u5K7T+rs6JHEU6uMJ+QMTZgjhVKqMMyGEEEIIIYToDJtNbbO3tuhbftlSyqb0agx6DffM6d/jJqR002l4+sIBXPbmbnbnGpn3WSoAeq2C2apSXmth5Z4KkvON5Fc04Omm4c5ZMV0eR5i/GzdNj+K6af1QVRW9zp5gP2GwHxvSqlizt4JLJoVTWm3mu3VF/J1cyb7GvvPSruaA/xwfxtLtZSzfUcZFE8MB17ZIEkefPn3pS6fToQJ1RrkFRThXnakOVND07R85IYQQQgghhOiQlXvKOeXprby4OAurTYqb+rKKWjOvLMkB4OqpEUQGGlwcUesiAww8cV48TdcKzhkfwvIHR/Pbg6N55bKB6LUK+RUNAFx7ciRh/m5Oi0WnVRzJeIBJg/wB2JZVQ0l1Azd+uI+PVuazL9+IosDo/t7MGB3ktHh6myH9vJiY6IvVBl+tLXR1OOIo1Kcr5DVaLZ4+vhQXFwPg4enZ7VdZbVYVS4MZq03TVLAvjiaqPRlfXFKMm81NEvJCCCGEEEIIcQg19Rae/TmTmnor364toqTKzOPnxeGmk89TfYHZYkOnVRz5mVeX5FBptJAQ5sFFx7c/AaqrTUz0491rBqPTKAyN8nI8P2GgH7fMiOKlxdkMivTkvAndex6RgQbiQ93ZX1TPHZ+mkFFcT6C3jlumRzNhoC+B3vpujac3uGpKJGuTq1i+o4zBx0S6OhxxlOnTCXkA/2D7jMlFxcUuyYerNhWLyYpWo6DIrXi9xsHtZ9q7iKOqKqjgZnPDG+/uCE0IIYQQQggherV3fs+jrMZCiI+eCqOFP3aVU1Vn4fmLE/DqxASYovdYl1LJqr0V7MiqIbWgjlBfNy44LpR+gQYWbylFUeC+M/qj0/b8izIjY1r/7H/+hFASIzyJD/VAp+3+/M+kwf7sLyogOb8OgPtO78+JQwO6PY7eYkSMN2Pjfdi4v5o1uQWMDo9wdUjiKNLnE/KKohAQEoZfYDAWiwXo3lvhTEYzBZtyCfT3xM1Drkj2FqqqYrFZ0Gl0h7yrQtP4nxBCCCGEEEKI9iXnG/l+XREAD58Ti1ZRuPuLVDbur+aGD/bx8qUDpZr3KLNsexkPf7u/2XMFlQ288muO4/HZx4Ywoo1Ed2+hKApJsT4uO/4Jg/35dFUBANOGB0gyvgOumBLBxv3VbC4ooaLehLfk7UQX6fMJ+SYarRY3bfdfabeZNWDRoFV16OTl6DXUxv906FCk15AQQgghhBBCHLGS6gYe+DoNm2pPGI5P8APgzasGccenKezLM3LNe3t57bLEHttHXHROQYWJ5xZkAnDy8ABOHh7A4EgvNu6v4ss1hWQU1xPio+eGU/q5ONLeb1iUFwlhHtSarNw5u+snlD0ajYnzYViUF7tyalmRmc3cgCGuDkkcJSQDLIQQQgghhBBCCJcqrTZz04fJZJeaCPdz445Z0Y5lQ/p58e41g7n142RySk1c895e/nfpQBIjPF0YsThSVpvK49+nU1NvZViUF0+cF+9o5dIvMIQ5xwSzK6eWMH83fDwkfXWktBqFz24aisWmynwMHaQoCrNH28fhxoIi5iIJedE15CdQCCGEEEIIIYQ4DKqqUlVnIbO4ni3p1WzPqsFm6942qEeDshozN320j4ziesL83HjzqkEE+7g1Wycm2J33rh1MQpgHJdVmrn53L0u2lrooYtEVvvirgM0ZNXi4aXj8vLgWfdU1GoURMd6E+rq1sQfRWRqNIsn4TpqQ4ItGgZzqGvJral0djjhKyCVGIYQQQgghhBCig9alVPLu73kUVTVQXmvBYm2egJ8y1J/Hz4vHXS9Jr46oqDVz80fJpBfVE+Kr540rE+nXRjuaEF833r56EA9/u5+1KVU8+n06+/KN3Doj6pBze4meZcWuct7+LQ+AebNiiA5yd3FEQrTOx0NHrJ8P+yuqWZ9bwJmDBrg6JHEUkHcIQgghhBBCCCFEB+SWmbj/6zR25dRSXGV2JOO93bVEBxnQaxX+3F3BLR/to9JocXG0PV+l0cLNHyWTVlhHsI+eN68cdMjErI+HjhfnDuTKKREAfLmmkJcWZ6OqzS+MrNxdzguLsuR16GbJ+Ube/T2XPbmtVxJbbSoLNhbzwNdpWG0qM0YFMueYoG6OUojOGRLkD8CG3ALXBiKOGlIhL4QQQgghhBBCHILFqvLod/sxmmyMjPFm3qxoAr30+HvpMDRWw29Jr+buL1LZnlXLcwsyefpCqaRsS1WdhVs+SialoI5Abx1vXJlITHDHqqS1GoXrpvUjIsDA0/Mz+HZdEQDzZkVjbLDx0uIsFm22t7NRQCaw7CYWq8r9X6WRU2bigxX5JIR54O2upabeSnW9lZp6K7Umq2P908cEc98Z/eXuBtHjDQ70Z3FaNvtKKyivqyfAQ+7oEEdGEvJCCCGEEEIIIcQhfLwynx3ZtXgZtDx+XhyRAS3bqiTF+fDK5QO58u29/Lm7gtIaM0HeehdE6zyqqrItswaDXsOQfl6HtY/qOgu3fpzMvnwjAV463rhyELEhHp3ez+ljggH470/2pHx1vZUdWTXklJkc6yzcXMK1J0fKpKDd4PedZeSUmXDXa7DaVFIL61pdT6tRmHtCGNdP6yfJeNEr+BrcGODvR1pFJRvyCpk+oL+rQxK9nPxFEkIIIYQQQoguUlpjZkNqFdOGB6CXifOOGtuzavhghb3f9b2nx7SajG8yLMqb4dFe7Myu5Zctpcw9Iby7wnQqVVVZk1zJhyvy2ZVTi1aj8PlNQ4kP61wi3WiyctsnKezJNeLvaU/Gx4d2Phnf5PQxwaCq/Hd+Jr82TvIa5ufGY+fG8eLiLFIL6pi/scTxOpRWm1mXUsn0UYHotPIz2lVsNpWPVuYDcNnkcM4eF8L61Cp0WgVvdy0+7jr7vx5avA1a+f0oep0x4aGkVVSyNidfEvLiiMlvQCGEEEIIIYToAlabyt2fp/LY9+k89VNGi57WondqsNh46scMbCrMGBXI9FGH7nfdVLm9YFPxUTEOquos3PDBPu78LJVdOfbe4Fabyv9+adm73WpT+XZtIQ9+k0ZeuanZMptN5fEf0tmVU4uvh5bXr0xkQCcT+q05fWwID54Vi6ebhukjA/n85qEcE+fDf44LA+DbtYVYrDYqjRaufX8vT/yYwffri4/4uOKAVXsrSC+qx8ug5bwJofh76Zk+KoiThwcyPsGPoVFexAS7E+Cll2S86JXGRdov6u0sKqXY2PrdH0J0lEt/C65atYo5c+YQGRmJoijMnz/fscxsNnPvvfcyYsQIvLy8iIyM5NJLLyUvL891AQshhBBCCCFEG+b/U+xIVi7ZVsaXawpdHJHoCp+tLiCzpJ5Abx13dbAX+bQRgXi4acgqMbEts8bJETpX08SrWzJq8HDTMPeEcN6/bjB6rcKGtCpW7610rJtdWs8NH+zjxcXZ/LajnOvf30dWSb1j+bt/5PHn7gr0WoWX5g5kYLhnl8V5+phgfn8oiSfOj8e3sT3NqSMDCfTWUVRlZsm2Mu75IpWcUvtFgmXby7rs2H2dqqp89Ke9Ov68CSHSHkgclUI8PRgeEoQKrMzIcXU4opdzaUK+traWUaNG8cYbb7RYZjQa2bx5Mw8//DCbN2/mxx9/ZN++fZx++ukuiFQIIYQQQggh2lZabebN5bkAHBvvA8DrS3NYl1LZ3maih8sqqefjxjYct8+M7nCi0cugZdrwQAAWbCpxWnzOZk/G72Nfnr3X+wfXDeHm6VGMiPbmouPt1eev/JqNyWzju3VFXPL6brZl1uDppqFfgIHCygaue38vaYV1LN1W6kjaPnBmf0bEeHd5vBpN837kbjoN540PBeDp+RlszazB06BBo8CunNoWFfzi8KxLqWJvnhF3vYYLG+9KEOJoNDU2CoAVGTlHxd1PwnVcetly5syZzJw5s9Vlfn5+LF++vNlzr7/+OuPGjSMrK4uYGJklXQghhBBCCNEzvPxrNjX1Vob08+SVyxN59udMFmwq4aFv9vPyZQMZHt31yUfhXKqq8n8LM2mwqIwb4MupIwM7tf0ZY4NZuLmE5TvKuPqkSCIDDJgtNvbmGRka5YVW0/Mms8wprWfZdvvEnNmlJjKK66iqsxLgpePNKwc16xd/2YkRLN5SSk6ZifNf3klBZQMAY+J8eOjsWNz1Gm79OJmUgjquf38vJrMNgEsmhXFaUnC3ndPZ40L4eGU+JouKVgPP/mcAn6wsYFN6NX/sKueSSUdHj39XabDYeH2ZvVr4rGNDCPA6uiYxFuJgE6LCeW/LTgpqjewpKWdoSOf+LgjRpFfdR1RZWYmiKPj7+7e5jslkwmQ6cJW7uroasL+Z6olXr1RVRUXtsfGJ1jW9Xs58zWRs9E3dMbZE3yPjSjiDjCvhLL1xbK1PrWLZ9jI0Ctw7JwaNAnfNjia9uI4dWbVc+95erp4ayaWTw3tkErYvOJxxtWRbKRvSqnHTKdw9J9qxn44aFuXJmDgfNqVX8/qSHB4/L47bP01h4/5qHj0nlpmjD92Lvrs99O1+9uQamz0X4qvn1csGEhfq3uz8Pd003HhKP574MYOCygbc9RpuOrUf54wLcVSqv35FInd8msLuxn0en+jHDaf069afbz9PHeeOD+Wrvwu5e04M4wb4klNqYlN6Nb/tKOPi4w+/ors3/r7qam8tzyW1oA5/Tx2XnBDWp78XXUXGVc+iqio0vh4GrY7joiL4IyOHPzKyGRIc4OrwOqW3jK2eHl9X6DUJ+fr6eu69917+85//4Ovr2+Z6zzzzDI8//niL5y0NJhpMPe92NHODGRtWLKoFjc3V0YiOUlUVi80CgKI450OVxWbBhg1LgwWzxuyUY4ieR1VVzA3219tZY0v0PTKuhDPIuBLO0tvGlqqqvLG0sTp0bBADgt0wm8wowHPnx/LCLzn8sbuSd37PY11yJQ+dEU24v5trg+6DOjuuiqvMvLgoG4BLjw8l3FuL2dT59+Q3Twvnqver+X1XOVVGMxvT7f3k9+TUMG1I259rXSG/ooE9uUY0Clw5OYyoQANRgW7Ehrhj0GlaPf+Th/iwJSmQSqOFG06OICrQgNVswdq43FMLL10Ux/OLczA22Hj4jChsZgvd/dH32imhXDwxGB93++s4KcGbFxTYk2sks6CGyADDYe23t/2+6mob91c75sq4b3YUvnoO6+dENNfXx1VPY2mwoqBBVU3YbFamxITyR0YOf2fnc8XIeNx1vSa1iqqCzWYCFHry0FLVnpe/7Wq9YtSYzWbOP/98VFXlrbfeanfd+++/n3nz5jke5+bmMnToUHRuBtwMh/dH1plsZgUNWnSKDr1Gbu3qLZqu1uk1eqf9gbRqrGjQoHPToTfI2OgrHGPL4LyxJfoeGVfCGWRcCWfpbWNr4/4qkgvqMOgVrjk5Cr3hwEesQIOe/144gCXbyvi/RVlsy67l2o9S+ea2YY5JJ0X36My4UlWV53/JoLreyuBITy6f2g+d9vDG4pAYPWeMDeanf0r4J/3A5K7F1ZYe9x5/7f5yAEb19+bqaVEd3u7Bs+PaXe5v0PP0fxKOKLauYHA/8P+hBj1j4n34J62a3/dUc+XUw2sp1R2/rxosNt75LY/oYAOzk4IPeyx2tUqjhacXNrWqCWbKiJ53x0dv1dv+Dh7tdBYNKhoUxYBGo2dISBjh3p4U1BjZkFfBlNiO/750NfvYUtFoDD16bClKz8vfdrUe/y6wKRmfmZnJH3/80W51PIDBYMBwUOK9qqoKsF9V7ImDTVEUFJQeG59oW9Nr5qzXTcZG3+XssSX6JhlXwhlkXAln6U1j64u/7NWhs48JJsC7ZYJVURROSwpmVH8frnt/L8VVZnZk1TJpsH83Ryo6Oq5+2FDMutQqDDqFx86NQ6/THNFxr5vWj+U7yqmpt3JMrDebM2oorGzoceN71Z4KAE4c4t/jYnOGGaOC+Cetmg9X5jOqvzdjBxzeHQvO/n21ZFsZXzRWoX+3rpg7Tovm2MOMtSvsya3lu3VF/J1cSXmthf7B7tw+M7pPjJnu1Jv+Dh7tFEWBg14PRVGYGhvFVzuTWZGZw9S4aFeH2Cm9YWz15Ni6So9OyDcl41NSUlixYgVBQXLFVQghhBBCCNEzpBXWsTalCkWBi45rvw91v0ADY+J8WLKtjJQCoyTke6isknpeXWKv+r3x1CjiQj0OscWhBXjpef2KRLJK6ukf4s5lb+5xTIDaU1QaLWzNtM+/NnlI7+qJfLhOGx3E38mV/L6znLu/TOWdqweTGOHp6rBa2Jxe7fj/tMI6bv4omRMG+3PrjChigt3b2bJjSqobSM6vo8pooarOQlWdlco6C1VGCwnhHlwyKdyRHCuvNXP9+/uob5ygN9Bbx5Pnx+Pupj3iOIToTab0j+LrncnsKi6joMZIuHfP+90hejaXJuRrampITU11PE5PT2fr1q0EBgYSERHBueeey+bNm1m0aBFWq5WCggIAAgMDcXOTvotCCCGEEEII1/niL/vnkylDA4gKOnRiLCHcE7aVkVJQ5+zQuo3RZOWvfZVMHuKPu/7IKsl7gld+zcZktnFsvA/nTwjtsv0O6efFkH5eVBrt81CV1VgwmW0Yesj3bM2+Sqw2SAjzoF/g0d8qAECjUXj0nDjKay1sTq/m9k9SeP+6wYfdT94ZVFVlU2NC/ukL49maUcMPG4pYvbeCtSmVXDAxlCunRODt3n5qR1XVFhWnNpvKd+uLeGNZLiZzG139t8GQSC/H3QM/bSim3mwjPtSdO2fHMLq/NzptzxjDQnSnYE8PRoYFs62whD8zc7hwWKKrQ+rTVq1axf/93/+xadMm8vPz+emnnzjzzDMBe7H3Qw89xC+//ML+/fvx8/Nj2rRpPPvss0RGRrosZpf+5ty4cSNJSUkkJSUBMG/ePJKSknjkkUfIzc1lwYIF5OTkMHr0aCIiIhxff//9tyvDFkIIIYQQQvRx9WYbv+0oA+Di49uvjm8yMNxebZ1SYHRaXN3t878KePjb/TwzP8PVoRyxnNJ61iRXAnDP6f3RaLr+lnlfD63jwkVRVc+pkl+5x94/fvIQf9cG0s0Meg3/d/EAEsI8KK0xc9snyY6LJj1BbpmJ4iozeq3C8Yl+3Dk7hi9uHsbEgb5YrCpf/FXI+S/v4rcdZY6+4//23boijn90M9e/v5efNxZTU28hv9zEzR8l89Ji+wWomGADx8b7cPLwAM46NoTLTwxn4kB7Ev6DP/MBMFts/LChGIDLJkcwNt5XkvGiT5va2Dv+z4wcbG38/InuUVtby6hRo3jjjTdaLDMajWzevJmHH36YzZs38+OPP7Jv3z5OP/10F0R6gEsr5KdMmdLmHw2g3WVCCCGEEEII4Spb0qsxWVRCffUMj/bq0DYDw+23tGeXmqhvsLbb5qGuwcqm9GoCvfT0CzTg66HtkT1Vt2faJypdsq2MC48LY0i/jn0veqLv1xejqjAx0bdLWoG0RlEUwv3dyCiup7CigegO3FnhbPVmG+tT7XOv9bWEPIC3u47/XTaQa97ZS1aJiY9X5nPbzJ7RE7qpXc3QKC/H74u4UA9eviyRv5MreWlxFtmlJh78Zj+LNvty7+n9iTiown/l7nJeXJyFqsKWjBq2ZNTw4qIstBoFY4MNd72GW2ZEcc64kBa/XworGjj7fzvYnF7N1oxqCisbKKk2E+yj5+ThfaOtkRDtGdcvHE+djmJjHbuKSxkRGuzqkPqsmTNnMnPmzFaX+fn5sXz58mbPvf7664wbN46srCxiYmK6I8QW5HKmEEIIIYQQQnTS3yn2SuqJiX4dTpQH+egJ8NKhqpBW1H7bmmd/zuTOz1K54u09nPr0VmY+u42d2TVHHHdXUlWVffkHqv1fXZLTa4uqjCYrCzeXAHD+hI7d8XC4wvzs7Vd7Sh/5jWlV1DXYCPXVMziyb/ZBDvV1457T7UmZ+Y1V5K6wNrmSS9/YzbrG3y+bM+w/88fE+bRY97hEP764eRjXnBSJXquwNqWKK97ew57cWsA++eoj36WjqnD6mGBuOrUfcaHumCwqxgYbI2O8+OymoZw7PrTV32Fh/m7MTrLP4/fBiny+/ts+sezZ40KOeKJjIY4GBq2W42PsLU9WZOS4OBrRGZWVlSiKgr+/v8tikN+iQgghhBBCCNFJTQmziQP9OrVdU5V8Sn7bCfmsknqWbbe3wwn20QNQXmthybaywwn1iLy2JJvTnt3GzR/u481lOZRWmx3L8isaqKqzotMquOkUNqdXs2ZfZbfH2BWWbCulpt5KdJCBCQm+Tj1WeFNCvqJnJORX7akA4MShAT3yLozuMnGgH3Gh7hhNNn7eWNLtx7dYbfzfwiz25Ru558s0tmVWOyrkj4ltmZAHe8udq0+K5IubhzEowpPyWgs3frCPxZtLuOvzVOrNNiYOtFfOXzo5gq9uGcYnNw7huYsG8PbVgw95J8hlkyPQamBDWhW7c4246RTOOjaky89diN7qpMa2NWtz8qlu6Bm/048m1dXVVFVVOb5MJtMR77O+vp57772X//znP/j6OvfvfXskIS+EEEIIIYQQnZBbZiKrxIRWo3DsgNYTZW0ZGHHoPvIfr8zHpsKkQX4svncUT10QD8D2rO6tkN+RVcPnfxVSWmPmn/3VfLKqgMvf2s2+PHvsTf8OCPPggon2qvLXluZgsfa+KvkfG3tjnzs+1Cm94w8W5m9PyBf2gAp5q01l1d4KACYP9ndpLK6m0ShcdJx9HH+ztgiLtY2JTp3kly2l5Jbbk00ms43bP0mhsLIBnVZhREz7raD6h7jz5lWDODbeB2ODjSd+zKCk2kxCmAdPXTAAndY+phVFYXCkF1OGBqDtwDiPDDQwc3SQ4/GpIwMJ9NYfwVkKcXQZGOhPrJ8vDVYbv+/PdnU4R52hQ4fi5+fn+HrmmWeOaH9ms5nzzz8fVVV56623uijKwyMJeSGEEEIIIYTohLWN1fEjY7zwdu/ctFyOCvmC1ivk88pNLNlWCsAVUyIaj+MNQGqBEaPJelgxd5bNpvLi4iwApg0P4IEz+xMb4k5RlZlr39vLyt3ljoT8oAhPLpscjp+njoziep5fmNltcXYFq01lf2MLoalDnd8buydVyG/NqKa81oK3u5Zj4rxdHY7LTR8VRKC3jsLKBm75OIVr39vLxa/v4o9d5U49rtli48PGyVOvOzmSkTHeGBvsFwSG9vPEo535Jpp4u2t56dKBTGvs7x7krefFuQl4ux962/ZcfmIETbn7pgtvQgg7RVGYlRgLwC+pGVhs3Xsh72i3e/duKisrHV/333//Ye+rKRmfmZnJ8uXLXVodD5KQF0IIIYQQQohOOdx2NQADw+0V8qkFda32W/9sdQFWG4wb4MvwaHuCNMzPjXA/N6w22N3YH9rZFm0pZU+uES+DlnmzYzhjbAjvXzuYcQN8qTfbuPerNOZvtFeVD4r0xMdDx82n9gPg540lXPTaLtanNm9fY7GqPbLHfEWtBasNFMXe59/ZXF0hX1VnYcGmEm75KJmbP0oG4PhEP3RaSQ8Y9BouaJxDYHN6Ndsya0gtqOOrNYVOO2ZpjZlPVhWQX9FAkLeei44P48W5CSSE2X9XjBvQ8aSRm07Dk+fH88IlCXx0wxDC/Q2H3ugQooPc+b9LEnj6wngSI/rmHANCtGdSdCR+BjdK6+pZn1vg6nCOKj4+Pvj6+jq+DIbD+53WlIxPSUnht99+Iygo6NAbOVnnyjmEEEIIIYQQog9rsNjYuN/e13liYucT8v2D3dFpFWpNVvLLG4gMPPDhsqiqgYWb7L2rr2ysjm8yIsabgh1l7MiqYWy8c6u6auotvLnMPkHd1SdFENTYosLHQ8f/Lh3IS79k8cP6Yspr7RNfDmqcCPT0sSGE+rnxzPxM8isauPXjFI5L9KPBYiOv3ERhZQN+njoumBDG2eND8PXoGR9Hi6vtifFAL72jtYczhR80qauqqt3St91qU/l9ZznLtpexNqWyWVuhof08uezEiHa27lsunhSGp0GDoijYVJWXFmeTWmDEZlO7pJ2Rqqqs2VfJws0l7M6ppajqwLwMl04Ox91Nizvw5lWDWLWngpOHd+6uDY1G4YQubj80aVDX7k+Io4mbVsv0Af35dncKi5LTOT460tUh9Tk1NTWkpqY6Hqenp7N161YCAwOJiIjg3HPPZfPmzSxatAir1UpBgf3CSWBgIG5ubi6JuWe8AxJCCCGEEEKIXmBbZg11DTaCvPWOavfO0Os0xIW4k1JQx1u/5TJlqD8jYrwJ9XXji78KMFtVRvf3JimueW/6kTFeLN9RxrZu6CP/wYp8ymst9A9257zxoc2W6bQK98zpT1yIBy8tzsLDTcvAsAPfhwkD/fjy1mG8tTyX79cX8Xdy8yr5shoLb/2Wyyer8rnm5EguOj7c6edzKCWNE9UG+3ZPb+zQxoS8yWyj0mjB38v5x31uQWaziUoTwjw4ZUQg00YEEBXU/sSefY1ep+H8xtYsFqvKG0tzMDbYyC03EX0E3ytVVflrXyXv/5HH3rwDc0goiv1C3QmD/Tln3IEJU/08dcwZE3z4JyKE6DbTB/Tnx71pJJdVkFxaTmKQ89ufiQM2btzI1KlTHY/nzZsHwGWXXcZjjz3GggULABg9enSz7VasWMGUKVO6K8xmJCEvhBBCCCGEEB3U1D9+wkDfw65sHtXfm5SCOpZtL2PZ9jLA3pamvNaeGL5yastq5RGNfeR3ZtV2WaVuazKK6/hmbREAd5wWjV7XehuT8yaEckycD4oC7v/qb+1l0HLX7BhmjApk0/5qQnz1RAYYiPA3sCWjms9WF5BaWMcrv+YwZWgAkQFH3lbjSJQ0VigHd0O7GrC3FQny1lNaY6agsgE3nYbv1hVx/CA/EsK7viXIyt3l/LyxBEWBS08IZ8aoIOLDOn8xqS/SaRUGhHmwO9dIcr6xQwn5fXlGcstNlNeYKasxU15robTGTGZJPelF9QB4uGk4e1wIJwzyJzHSEy/DkfV5F0K4lr+7gRNiIlmRkcOilHTmSUK+W02ZMqXdlng9sV2eJOSFEEIIIYQQ4hBq6i0s3lLKL1vsE64eTruaJrfMiGZEtDfbs2vYmVVLSoHR0U98WJRXqz2jB4Z74K7XUF1vJaOknvjQrk+oWm0q//0pE6tN5YTBfoc8xwGHSOoOj/Z29MFvMmN0ENNHBXLl23vYnWtkW2aN6xPy1d2bkAcI93ejtMZMbpmJd37L4+/kSn76p5ivbx3W4gLHkSitNvP0/EwALpkUzo2nRnXZvvuKgRGejoT8ycMD21136bZSHvkuvc3lHm4azpsQysXHh3XLnRFCiO4ze2AcKzJyWJtTQImxjmBPufAp2iYJeSGEEEIIIUSf9uvWUvoHuzM0yqvFspQCI9+vK2LJtjLqzTYA+gUYmDjw8Pu4u+s1zBgdxIzR9knFjCYru3NrSS+q54TBfq1W3uu0GoZGebE5vZodWTVOSch/8VcB27Nq8DRomDcrpsv330RRFEbH+rA718j2rBpmjnbt5GpNCfmQbkzIh/m5sSunlld+zXFcjMmvaODDP/MPmTRfl1KJp0HLyBjvdtczmW08/O1+KowWEiM8uPZk6Wt8OJomMk3Or2t3vZp6Ky//mg1AQrgHUYEGArz0BHrrHP+OifORRLwQR6lYf1+GhwSxs7iUX1MzmDtyiKtDEj2YJOSFEEIIIYQQfdbGtCoe+z4dP08dC+4eibteg8Wq8seucr5fX8S2zAM92+NC3Tl3fCgzRwd1aYsJT4OWsfG+h5ysdWSMPSG/LbOGM8aGtLtuZyXnG3nn9zwA7pwV4/Sq9ZEx3ny5ppDtmc7viX8oJY2Tugb5dN/EbuH+9mMVVjagKHDWsSH8uKGYL9YUMnN0EHGtXHCx2VTeXJ7LZ6sL0GrgxUsGtnkXg9li476v0tiUXo2Hm4bHz43HrY32Q6J9TQn5lHxju+t9sCKPshoL0UEGPrp+iHy/heiDZifGsbO4lOX7szhv6EDcdZJ2Fa2TvxBCCCGEEEKIPmvZDnsP90qjhT92lgPw9PwMHv52P9sya9Bq4OThAbx5ZSJf3TKMc8eHuqzf85g4e8J+9d4KGiy2LtuvyWzjse/TsVhVpgz1Z1aS8yvWR/a3V3enFdVRXWdx+vHaU9zYQz6kmyZ1BXuFfJObp0dxz5wYJg3yw2JVeX5hVot+t2aLjcd/SOez1QUAWG3wwDdppBW2rNq2WG089O1+/k6uxKDX8NLcgdIz/ggMCPNAUaC42t4TvjXpRc3nXpBkvBB905iIUMK9PKk1W/gzM9fV4YgeTP5KCCGEEEIIIfoki1Xlz90Vjsc/bihid04ti7eUoihw5ZQIfr5rJE9fOIAx8Yc/iWtXGRPvQ4iPnqo6K2v2VXbZft/+LZe0wjoCvXXcd0b/bjnPIG89UYEGVBV2Ztc6/XjtKXVBD/kJA30J9NZxyaQwLj4+DEVRuHN2DAa9hs3p1Tz+QwZfring951lbM+qYd5nKSzZVoZWo/DAmf05JtYbo8nGvE9TKK02YzLbKK81k1dm4rHvM/hzdwV6rcLzFw3gmDifbjuvo5GXQUtUoP2OkZQCI1szqvnpn2KsNvtFE1VV+d8v2Y65F44f5O/CaIUQrqRRFGYNjAVgcUo6th44majoGeTeCSGEEEIIIUSftCm9ikqjBV8PLbUmGzuya3n8B/uEjDNGBXHdtH4ujrA5rUZhxuggPltdwC9bS5k6LOCI9/nX3gq++rsQgAfPjCWgG/tbj4zxJqfMxLasmiOaJPdIWG0qpTXdn5CPDfHgl3tHNbv4ERlg4MopEby1PJdft5by69bm23i4aXj2PwOYMNCPKUMDuOqdPWSXmjjtuW0t9q/VKI51xZFLjPAku9TED+uLWZNcicWqsiOrhgfO7M8HKwvZkFaNm07h9pnRrg5VCOFiU2Oj+WpnMnnVtWwpKGZMRKirQxI9kFTICyGEEEIIIfqk3xtb1Jw0LICpQ/0ByCiuR69VuK6HToB5WuMEqGv2VVJe23r7jI7akV3DA9/sR1XhnHEhTBrs3wURdtyIxklJXdlHvrzWjE0FjUK3XowAWr0T4bLJ4Tx1QTxzTwjnlBGBjIzxItRXT0K4B29dNciRYPfz1PG/SwcS+q82Owa9hsgAN565ML7bX8+jWVMf+ZV7KrBY7RWvi7eUcsEru/jkL3urmuum9SMqyN1lMQohegYPvY5p8faLc4tT0l0cjeippEJeCCGEEEII0ecc3K7m5OGBaDXwW2OC/rwJoUQ4eVLTwxUf5sHgSE/25hlZvr2M8yeGHdZ+MovrufOzVExmGxMTfZk3q/sre0c19pHflVOLxWpDp+2+erH0ojr+SatyTJ4a4KVHp3VtSyKwJ+lPGRHIKSMCD7ludJA7P905gtIaC14GDR5uWrQa15/D0agpIQ8wpJ8n544P5b8/ZZBTZkKrgXtP79/lEy0LIXqvmQmxLEpOZ1thCVmV1cT4Sesw0Zwk5IUQQgghhBB9TlO7Gn9PHcfE+aDVwLgBvhRUmrj8xAhXh9euWUlB7M0zsnhL6WEl5EuqG7jtk2QqjRaG9vPkmQsHdGsyvElciDs+7lqq663szK5ldKzzExaqqvLTPyW8/EsWJouKvjEJH9yNE7p2JZ1W02yCWOEcw6K88DJo8XbX8n8XJxDi64anQcv8f4q5eEIw4wYdefsoIcTRI9TLk/FR4azNKWBxSjo3jB3p6pBEDyMJeSGEEEIIIUSfszm9GoDjB/k5KqNfuyLRlSF12CkjA3n51xz25hnZX1hHfJhHu+unFBjZkl5NdpmJnFITe/NqKauxEBVk4KVLB+Lhpu2myJvTaBTGD/Tltx3lPPljBh9cNxh/J7aNUVWV/87PZNHmUsA+WWetyQpASDf2jxe9j5+njh/mDcdNp8HLYP95aWp1ZTYdWesoIcTRafbAONbmFLAyM5eLRgzCz9Az77wTriE95IUQQgghhBB9TkZxPQADD2pF0VsEeOk5fpC9l/g7v+dSVWdpsU5NvYUfNxRx+Vu7ueT13by4OJtv1xbxd3IlZTUWgn30vHpZYrf3Tf+3O2fFEOHvRk6ZiXu+TKPBYnPasRZsLmPR5lK0GoVbZkTx632juHpqBL4eWiYP8XfaccXRIcBL70jGCyHEoQwKCmBAgB9mm43l+7NcHY7oYaRCXgghhBBCCNHnNCXk40J65ySM544PYdWeCv7cXcHm9B1cNTWSc8aFsCO7lgWbSvhjVzkmsz25rdMqjBvgS3yoO1FB7kQHGhjS2ILD1QK99bx06UCueXcv2zJr+O9PGTx2blyrE54eiYziel5bngfALdP78Z/jwwG45uR+XH1SZJcfTwghRN+mKApzEuN4ef1WlqRmcsagAeg1Uhct7CQhL4QQQgghhOhTLFYb2aUmAGJ7aUJ+fIIfr1w2kFd+zWZ/UT3/+yWbt5bnUm8+UGEeF+rO6WOCmTk6yOWV8O2JD/XgmQsHcPunKSzZVkZ0kDtXnxTZZfs3W2w88t1+TBaVcQN8uOBfffclGS+EEMIZJkRFELBtD+X1JnYXlzIqTCZ/FnaSkBdCCCGEEEL0KTllJqw2FQ83DaG+vXdCzAkD/Rgb78vCzSW881su5bUWPN00nDIikDljgxke5dVrks3jEny5Z04Mz/ycyXt/5BEVaGDG6KAu2fc7v+eRnF+Hn4eWh8+ORaPpHd8TIYQQvZteoyE+wI9N+UUU1ta5OhzRg0hCXgghhBBCCNGnNLWriQl27/XJWZ1W4axjQzh1ZCCpBUYGhnvi2QNa0RyOM48NIbu0ns//KuSpnzII93djdKzPEe1zY1oVn/9VAMA9s6MI6cUXYIQQQvQ+IZ72iddLjJKQFwdI8yIhhBBCCCFEn5JR1Lv7x7fGy6BlVH+fXpuMb3LTqVFMGeqP2apyz5dp5JTWH/a+Ko0WHvshHVWFM8cGM7lxIlwhhBCiuwR52t9rlEpCXhxEEvJCCCGEEMJlXl+aw1kvbmdndo2rQxF9SEaJPcnbW/vHH800GoXHz41jSD9PKo0W5n2WSlWd5bD29c3aQoqrzMQEG7htZlQXRyqEEEIcWlOFfLEk5MVBJCEvhBBCCCFcorzWzFd/F5JX3sCtH6dIUl50m4xi+4fi2BAPF0ciWuPupuWFSxII83Mjs6Se+75Mw2yxNVunwWJj0/6qFs83UVWVpdvLALhqSiQebr37zgEhhBC9U5BHU8uaw7/jSxx9JCEvhBBCCCFcYsnWUixWFYBak5X7vkqjpt7q4qjE0U5VVTKLpUK+pwv2cePFuQl4GjRsSq/muQVZqKr990VumYlr3t3LjR8m8/T8zFa335NrJKfUhLtew+Qh/t0YuRBCCHFAcFPLmrp6bI1/x4SQhLwQQgghhOh2qqqyYFMJALfMiCIq0EBxlZm3f8t1cWTiaFdUZcbYYEOrgahAg6vDEe0YGO7Jfy8YgEaBhZtL+HRVASt2lXPpm7vZm2cE4NdtpaQVtmwDsHR7KQAnDPbv9X31hRBC9F6BHu5oAIvNRqXJ5OpwRA8hCXkhhBBCCNHtdufWsr+oHoNO4Ywxwdx7en8Avl9fxA5pXSOcqKldTVSgO3qdfBzq6Y5L9GPerBgA3lye67iTZkS0FxMG+qKq8M6/LuRZbSq/7SgHYPqowG6PWQghhGii02jw92ia2FXa1gg7eQcqhBBCCCG63cJN9urVqcMC8PHQMS7Bl1lJQagqPDM/s82+0EIcqQxpV9PrnDchlAsmhjoeXzIpjLevHsTtM6PRKLByTwW7c2ody7ekV1NSbcbXQ8uEBF9XhCyEEEI4hDS2rZGJXUUTScgLIYQQQohuVW+2saxxssU5Y4Idz986Iwp/Tx1phXV8trrAVeGJo5wk5Hun22ZGc98Z/XnzykRumRGNTqshLtSDGaOCAJq1u2qazPWkYQFyF4QQQgiXC/ZsmthVEvLCTufqAIQQQgghRO+nqiol1WaySurJKjXZ/y2pJ6fMxNB+XjxyTiyKogCwIbWKWpOVMD83jon1cezD30vP7adF89j36by/Ip+JiX4M6eflqlMSRylJyPdOWo3CWceGtHj+6pMiWbq9jPWpVXy2Op+x8b6s2NXUriaou8MUQgghWgjyaErIS8saYScJeSGEEEIIcUTMFhtXvrOH5PzWq34yius5d0IIw6K8Afhztz1ZNmWoPxqN0mzdGaMC+XN3OX/uruCR7/bz6Y1D8XCTCRl7o7oGKwrg3kWvn9li45etpfy4oZjjEv24blq/w9pPUw/52BCPLolLuFa/QANnjA3mxw3FvL40F7BXyof46hnd39u1wQkhhBAcaFkjFfKiiSTkhRBCCCHEEdmZU0tyfh2KYk+OxQS5ExNs/3fV3grWpVTxy5ZShkV5Y7HaWL23AoCpQwNa7EtRFB44M5ZdObvIKjHxv8XZPHBWbPeekDhiRVUNXPnWHnRahS9vGYan4fCT8qqqsnhLKe//kUd+RQMAe/OMDI3y4oTB/p3aV1WdhbIaCwD9pUL+qHHbzGiCffRsSa9md66RWpOVc8eFtrjgJ4QQQrhCkLSsEf8iCXkhhBBCCHFEtqRXA/YE+zP/GdBsWb9AA+tSqli2vYzbZkazNaOGqjorAV46RrZRvernqePxc+O48cNkft5UwrXTIgn2cXP6eYiuYbWpPP59OsXVZgB+2FDM3BPCD3t/S7aV8eSPGQAEeetJCPdgfWoVT8/P4KtbhuHvpe/wvpra1YT66vE6gosEomdx12u4amokTAWbTaXcaCHQSz7qCiGE6BlCmhLyddKyRtjJDDdCCCGEEOKIbMmoAeCYOJ8Wy44d4Euwj56qOitr9lU62tVMHuKPtp3q1THxvgyO9ARgQ2q1E6IWzvL56gI27j/wmn3xVwF1DdbD2ldVnYVXfs0G4IKJofx45wj+7+IE4kLdKaux8PzCLFRV7fD+0oukXc3RTqNRCPLWO+asEEIIIVytaVLXinoTZuvhvScSRxdJyAshhBBCiMNmsarsyLYn5JNiW1a8azUKM0YFArB4Swl/7q4A4KRhLdvV/Nu4BF8ANqRVdVG0wtk2p1fzzu95ANx3Rn/6BRgor7Xww4biw9rf28tzKa+1EBvizi3To3DXazDoNTx6ThxajcLvO8tZtr2sQ/tSVZUFm0oAGNLP87DiEUIIIYToLB83PW4aewq2VKrkBZKQF0IIIYQQR2BvXi11DTZ8PbTEh7ZedTwrKRiA1XsrKa0x4+2uZUwr1fT/Nn6APSH/T1pVp6qgu1JOaT3/pFXRYLG55Pi9SXpRHfd8kYrVpnLqyEDOHBvM5VMiAHvVfGer5Hfn1PLjP/ZE/j1zYtDrDnx0GdLPiysb9/3CoiyKqhoOub+/kyvZmV2LQa/hgolhnYpFCCGEEOJwKYriqJIvMUpCXrg4Ib9q1SrmzJlDZGQkiqIwf/78ZstVVeWRRx4hIiICDw8Ppk2bRkpKimuCFUIIIYQQLWxOt1fHj471aXMCxfgwD0f7GYBJg/yaJVfbMrK/Nwa9hpJqM/uLuv/Di6qqXP/BPm7+KJkZz2zjse/T2ZYp7XNaU1jRwB2fplBdb2VEtBcPnhWLoiicNjqQcD83ymstbEjt+J0OVpva2I4GZo4OYky8b4t1Lj8xnMGRnlTVWbnlo2QKK9pOyquqyruNlfvnjg8hyKfjfeeFEEIIIY5UsEzsKg7i0oR8bW0to0aN4o033mh1+fPPP8+rr77K22+/zfr16/Hy8mL69OnU18vVJCGEEEKInmBrY4L6mFba1RzstKQgx/9P7UC7GgA3ncbRBmdDauVhRnj4iqvNFFfZJyatNVn5dWsp17+/jz25tY51SmvMrN5bgc3mmgr+rrI7p5a0ws5/QLTaVL5bV8SFr+0kv6KBqCADL1ySgLve/jFDp9UwJt5+N0RyvrHD+129r4q9eUZ83LXcMiOq1XV0Wg1Pnh9PqK+ejOJ6rnlvLxnFrZ/Dqj0V7M0z4uGmOaIJZoUQQgghDkewpzsAJXWSkBcuTsjPnDmTp556irPOOqvFMlVVefnll3nooYc444wzGDlyJJ9++il5eXktKumFEEIIIUT3s9pUtmU29o8/RAuaU0cG4mXQEuClY0JCy2rntoxrbFuzvhN95Pfm1fLZ6gJM5iNrM5NdYi8C6Rdg4N1rBjFugA82FV5anI2qqmQW13PZG7u56/NU3v0j74iO5Uql1Waue38v1763F6Op421lkvONXP3OHl5YlIXRZGNYlBevXpaIv1fz6vOBEfa7I1IKOv4BdPE2e1/4s8eFEOTddjV7TLA77107mP7B7hRWNnDte/vYlVPTbJ2aeisvHzQxbICXVMcLIYQQontJyxpxsB7bQz49PZ2CggKmTZvmeM7Pz4/x48ezdu1aF0YmhBBCCCEAUgvrqDXZ8HbXMjC8/UkyA7z0fHbTUD6+YQjubtoOH6NpYtct6TUd6uNusdq478s0Xl+aw1vLczt8nNZkl5oAiAk2MKq/Dw+fE4e7XsP2rBre/yOP6z/YS3G1vYL+01UFnaoA70k2Z1TTYFGpqbfyd3LH7kTYllnN5W/tYXeuES+DlrvnxPDetYPpF2hose7AcPsH0JSCjn1/iqoa2JBmv/NizpjgQ64f7m+/YDK0nyeVRgs3fZjMupQD5/HS4izyyhuI8HeT6nghhBBCuERQU4W8tKwRgM7VAbSloKAAgLCw5hMuhYWFOZa1xmQyYTKZHI+rq+1v5lVVddlkYO1RVRUVtcfGJ1rX9Ho58zWTsdE3dcfYEn2PjCvhDKqqsqWxOn5UjDcahUOOscgAN8e2HTUg1J1Abx1lNRa2Z9UccjLYZdvLyG/sJf712kJOHOLH6NhDTyDbmqxSewVTVJABVVUJ8dFz2eRw3vk9j/dX5AOQEOZBqJ+ev5OreOqnDD64djA6beu99HuqLekH+uL/tqOMk4e331LIalN5YWEWVpvKhARfHjo7luDGnuytvbYJYfaEfF55AzV1Frzc278g88uWUmwqjO7vTVSgoUPjxc9Tx+tXJHLfV2lsSKvmzs9TefTsWDQahcVbStEo8Og5sXgZtPK7sI+Sv4XCGWRcCWeQcdWzqKoKXfCaBHscSMi76rXtLWOrp8fXFXpsQv5wPfPMMzz++OMtnrc0mGg4KFHfU5gbzNiwYlEtaI7srmrRjVRVxWKzAPbZsp3BYrNgw4alwYJZY3bKMUTPo6oq5gb76+2ssSX6HhlXwhlUVWVLhj0hPyLKA7PJeX+rxsR6s3xnBev2VTAiwkBeeQObMmrYm1+Hzaai1SicONiPsfHefLLSnigP8tZRWmPhqR8z+PCaRDzcOn9jaFZjP/JIP73j/M4bG8iCjcXkV5pJDPfgpYvisNhU5mbVsi/PyGcr87j4uBCq661UGC1oFAWdRkGnVdBqFHQa0GoV3PUaND3k53Fz+oF2QH8nV1JZXY9nO3cxLNxSSnJBHd4GDQ/MicLPjXZff08thProKao2sze7mpExXm2uq6oqCzeVADBzhH+nxpUeePb8/jz1czZ/7K7kke/SHb3sLzkulGER7k4dp6Jnk7+FwhlkXAlnkHHVs1garChoUFUTNlvHW/v9W5C7/T1JsbEOq7XOJa+tqoLNZgIUevLQUtWel7/taj02IR8ebr+dtLCwkIiICMfzhYWFjB49us3t7r//fubNm+d4nJuby9ChQ9G5GXAztLyF1tVsZgUNWnSKDr1G+ln2Fk1X6/QavdN+iVo1VjRo0Lnp0BtkbPQVjrFlcN7YEn2PjCvhDFarjR059oT12AR/p/6tmpDoz/KdFSzaWsbynRUUVDa0WGfBljJOGOxHRokJL4OGD64bwrXv7SWnvIH3VxUxb1Z0p4+bW24/TmyYp+P89AZ4+bJEVu+r4Iwxwfh42N9O335aNE/+mMH7Kwv4+K9CTOb2K3uiAg18cuMQvAwdb9/jDBW1FtKL7R96gn30lFSb2ZBh5JQRgaiqfY6AJdvKGNXfm+kjA6lrsPHen4UAXHVSJKGBHh06zsAIT4qqK0kva2DMQP8219uaUU1ueQMebhqmjQpCb+jcxxU98NQFA3jpl2y+X19MndnG0H6eXHtKVK+7c0F0LflbKJxBxpVwBhlXPYvOokFFg6IY0BxB3i6kcQ6beouVeqsOL7fuz/PYx5aKRmPo0WNLUXpe/rar9diEfFxcHOHh4fz++++OBHxVVRXr16/nhhtuaHM7g8GA4aDEe1WVveJHUZQeOdgURUFB6bHxibY1vWbOet1kbPRdzh5bom+ScSW62prkKqrrrXi7axnSz9OpY2t8Yx/58lr73Wk6rcLwKC+SYn3wcNOQWVLP4i2lrN5r7xt+zvhQIgIMPHhWLLd9ksK364o4LtGPiYl+HT6mzaaSW2ZPVEcHuTc7v9hQD2JDmyeiZyUF8ceuctbsq8Rqs3+QbmqPYrGpWKwqtoNy9DllJrZm1jBpkH+nvx9daXuW/S6HuFB3Jg/255NVBSzbXo6qwpdrCtmbZ+/7Pn9jCT9uKKZfoIHyWgsxwQbOGx/a4dd9YIQHa5IrSSlovyJs4eZSAE4a6oeXu+6wxpVWq3DX7BiiAg2sTaninjkx6HU9duos0Y3kb6FwBhlXwhlkXPUciqJAF7we7nodPm56qhvMlNbX421w68IoO643jK2eHFtXcWlCvqamhtTUVMfj9PR0tm7dSmBgIDExMdx+++089dRTDBw4kLi4OB5++GEiIyM588wzXRe0EEIIIYTgs7/sc/qcfWwIOq1zk50hvm48ek4sGcX1HBPnw6j+3nj8q6XKuAG+PD0/A4New4XH2ecgmjDQj7PHhfDjhmIe+nY/H10/hJhg9w4ds6iqAZPF3g4nwv/QVTqKovDMhQNILjAS6KUn2EePQd/8+2KzqVhtKk/Pz+SXraVs7wEJ+aa2Q0mxPpw8PJBPVhWwem8Fq/dWAOCmUzh+kD/rUirZkV3LjuxaAG6bEd2pJHdihH3S31V7KrhqagNhfi0/hNaarPy+sxyAWaMCj+S0UBSF/xwfzn+Ol0lchRBCCNEzBHt6UN1gpsRYR38/X1eHI1zIpQn5jRs3MnXqVMfjplYzl112GR9//DH33HMPtbW1XHvttVRUVDBp0iSWLFmCu3vHPkgJIYQQQoiutzWjmh1ZtbhpFS6YGNotxzwtKbjd5TNGBzFhoC8Wm0qQ94FbgO84LZrUAiPbs2q56/NUPrx+MN7uh34LnFNqr46PDHDrcKsTg17DiGjvNpdrNAoajcLoWG9+2VrKjsbqdFfakmGf0HV0f28SIzyID3Vnf1E9Qd56zh0fwlnjQgjw0lNU1cBrS3JYtr2MyUP8OX5Qx+82ADg+0Y8BYR6kFdZxzxepvHP1INz/dVFl8eYS6s02+gcbGB7l2WXnKIQQQgjREwR7epBeUUWxsd7VoQgXc2lCfsqUKe3OnKsoCk888QRPPPFEN0YlhBBCCCHa8+lqe3X8jJEBBPn0nHlO/L1axuKm0/DsfxK4/K3dZJbU8+zPWTx1Qfwh95VVeqBdTVcbGWNP2u/KNWKx2px+h0FbauqtJOfbW9KMjvVBURT+d+lA9hfVMzbeB7eDKuBDfd148vx4bpsZhb9n53vaurtpeeHiBK54ew9784w88WMGT50fj0Zj34/FauOLv+y96S+YGNYnblUWQgghRN8S7Gl/X1lqrHNxJMLVpJmiEEIIIYTosLTCOtbsq0RR4MKJIa4Op0OCfPQ8e9EANAos31HGyj3lh9wmu9ReuRQd1PWTSvUPdsfXQ4vJbCOlwHUfyHZk1WBToV+AwdFCJtzfwHGJfs2S8QcL9un4HQP/Fhlo4NmLBqDTKvy+s5wPVuQ5li3fUU5BZQMBXjpOSwo6rP0LIYQQQvRkwR72OYhKJCHfpVatWsWcOXOIjIxEURTmz5/fbLmqqjzyyCNERETg4eHBtGnTSElJcU2wjSQhL4QQQgghOuyzxur4k4YGEB3Y9clqZxkW5c0lk+z9xJ/7OYuqOku762c7sUJeo1EY3tjaZrsL29Y42tXEtt1mp6slxfpw7+n9AXh/RT6/7ShDVVXHuLrwuDDc9fIRRQghhBBHn2DPpoS8tKzpSrW1tYwaNYo33nij1eXPP/88r776Km+//Tbr16/Hy8uL6dOnU1/vutdB3u0KIYQQQogOyS83sWx7KQBzTwhzcTSdd9VJkfQPdqe0xszLv2S3u64zK+QBRsZ4Aa5OyB+Y0LU7nT4mmIuOt4+fJ37M4MM/80krrMPToOGccb3jrgshhBBCiM5qalkjFfJda+bMmTz11FOcddZZLZapqsrLL7/MQw89xBlnnMHIkSP59NNPycvLa1FJ350kIS+EEEIIITrkizWFWG1wbLwPg/t5uTqcTnPXa3jo7FgUBRZvKeXjP/OpbqVS3mpTyS2zV8jHOKFCHmBEYx/57ZmuScjXm23szq0FIKkbK+Sb3Dw9iuMS/TCZbbz7u711zVnHhuDj4dIproQQQgghnKapQr60rh5rO3NqCrvq6mqqqqocXyaTqdP7SE9Pp6CggGnTpjme8/PzY/z48axdu7Yrw+0UeccrhBBCCCEOaem2Ur5bVwTApZMjXBzN4RsZ482FE8P46u9C3votl49X5RMf6oFGAUVR0ChgU8FsVdFrFcL83ZwSx9B+Xmg1UFRlprCiwWnHacuu7BosVpUQHz39XNB6SKtRePL8eK5+dw/pRfXotQr/Oa733XUhhBBCCNFRAR7ueOp0GC0WMiuqiA/wc3VIPdrQoUObPX700Ud57LHHOrWPggJ7W8SwsObvM8PCwhzLXEES8kIIIYToNqqq8sWaQnzctZwxVlpT9BYb06p44scMAC6YGMq4BF/UXlzVc8uMKGJD3PlmbSH7i+rZlVPb6nqJEZ5oNYc3gemheBq0JIR7si/PyPbsGk7xD3TKcdrS1K5mdKwPiuKcczwUb3ctL14ykMe+38/kIf6E+HbvRQkhhBBCiO6kVRSGhASyKb+IncWlkpA/hN27d9OvXz/HY4Oh98xfdSiSkBdCCCFEt9mQVsVrS3IAODbel8heNCloX5Wcb+TuL1OxWFWmDQ/g9pnRrg7piGk1CmceG8IZY4PZlVNLea0Fm03FpoJNtf+rqnBMnHNbuYyK8bYn5LNqOGVEIPnlJmpMVgaGezr1uHBgQldXtKs5WL9AA+9dO8SlMQghhBBCdJdhjQn5XUWlnJ4Y7+pwejQfHx98fX2PaB/h4eEAFBYWEhFx4C7fwsJCRo8efUT7PhKSkBdCCCFEt/l45YHbAn/eVMwNp0S5MBpxKPnlJu74NAWjycYxsd48ck4cGidVjLuCoigMj3ZdQnpEjDffritiQ2oVT/yQzpJtpVhtcPP0flwyKdxpletmi40d2U3947t3QlchhBBCiL5sWEgQALtLyrCqKloX3anYV8TFxREeHs7vv//uSMBXVVWxfv16brjhBpfFJZO6CiGEEKJbbM+qYXN6tePxos2lWKy9t+1JX/DcwkxKqs3Eh7rz/MUJGPTy1rErjYyxT4ybUVzP4i32ZDzA60tz+b+FWU77+dibZ8RktuHnqSM2xDmT1gohhBBCiJbi/H3tfeTN9j7y4sjV1NSwdetWtm7dCtgnct26dStZWVkoisLtt9/OU089xYIFC9ixYweXXnopkZGRnHnmmS6LWT5VCSGEEKJbfLIyH4DTRgcR4KWjpNrMmuQK1wbVR1isKrUma6e22ZpRzdrkKrQaeO6iBHw85MbKrhbm50ZihAcAExN9+eC6wdx+WjSKAj9sKObeL1MxmW1dftymdjWj+3sfVXc8CCGEEEL0dFqNhiEh9rmDdhaXujiao8PGjRtJSkoiKSkJgHnz5pGUlMQjjzwCwD333MMtt9zCtddey7HHHktNTQ1LlizB3d11hSnyyUoIIYQQTpecb+SvfZVoFLhiSgSB3jo+/6uQ+f+UcOKQAFeHd9S7/ZNktmfVcN20flx4XNghJypVVZW3f8sFYPYxwcQESxW1MyiKwutXDKKm3kq/xvkUhkd7E+7nxqPf7eevfZXc+1Uqz1+UgJuu6+po/thVDsDYeGlXI4QQQgjR3aSPfNeaMmUKqtr2naWKovDEE0/wxBNPdGNU7ZMKeSGEEEI43Ser7NXxJw8PJCbYnTPGhgCwLqWSwooGV4Z21Kupt7IxvRqTReXVJTnc8ME+aurbr5Zfn1rFlowa3HQKV02J7KZI+yY/T50jGd9k6rAAXr4sEYNew9rkKh74Og2zpWsq5ZPzjezJNaLTKpwyMrBL9imEEEIIITru333kRd8jCXkhhBBCOFVWST2/77RX5F52on2W+5hgd46J88GmwsLNJU49/pb0ai54ZSefrS7AZut7b3j35taiquDtrsXTTcO2zBoWbCpuc/2Dq+PPHhdCmL9bd4UqDnJMnA8vXpKAQaewem8lD3+X3iU95Rdusv+8TR7sT4CX/oj3J4QQQgghOifO3xcP6SPfp0lCXgghhBBO9dnqAlQVJg3yY2C4p+P5M8cGA7BgUwnWNhLlG1Kr+GBFHhbr4VcHL99RRkZxPa8vzeGmj5L7XEX+rpxaACYk+HLhcWEAZJWY2lx/5Z4K9uQa8XDTcNnkiG6JUbTu2AG+PHdRAnqtwopd5Tz7c+YR7a/ebOPXrfZepWc0/vwJIYQQQojupdVoGBJsb9spfeT7JknICyGEEKJDtmRUszO7plPbFFY08EtjAvDyKc2Tu1OGBuDroaWwsoF1KZUttt2ZXcOdn6fw7u95LNp8+G9UCyoPJOA3p1dz8eu7WLa9rMV61XUWskrqD/s4PdXuXHtCfmiUF5EB9tYoeeWtJ+StNpV3GqvjL5wYRqC3VFC72sREP579zwAAFm0poajq8C8ordxdTnW9lXA/N44d4NtVIQohhBBCiE4aFmpvW7OrSBLyfZEk5IUQQghxSGmFddz4wT6uemcvj3y7n9Iac4e2+2hlPharypg4H0ZEezdbZtBrOC3J/kb083+1kympbuC+L9NosNif++rvwnYn6mlPU0X8XbNjGBblRXW9lYe/3c+j3+2npt5Ccr6Rp+dnMPv57Zz38k5HBXFPl1du4tHv9jP7+W38tqPlBYYmu7IPJOQjAtwc27bmvT/y2F9Uj4+7losnhXV90OKwTBrsz6j+3qgq7b7W7ak0Wvh0dQEAs48JOuTEvkIIIYQQwnmGN/aR3yN95PskScgLIYQQ4pB+3lhMU7586fYyLnh5J/P/KW63J/vunFrmb7T3Kr/mpNYnBj1vfCjueg2bM2r4Yo09WdhgsXHvl2kUV5uJDXHH06Aho7iedSmH11+xqUJ+bLwP714ziKumRqBRYMm2Mk7/vx3MfWM3P28sod5sb4vz/ILMHl8p/9nqAs5/eSdLtpVRXGXmwW/282Xj9+9gRVUNFFeb0WpgcKSno0K+oKKhxWv30Z95fPSnffLdm6dH4eOhc/6JiA6b3jgB69JtnU/IZxbXc+U7e0gtqMPbXcvpjZMqCyGEEEII12jqI18rfeT7JEnICyGEEKKFg3u6mw7qO33jKf0YFOFJdb2VZ37O5Lr397G/sK7V7Z9bkImqwszRQSTF+bR6nKggd+6cFQ3AW8vz2JVTw/MLstiZXYuPu5YXLkng9DH2Xtdf/V3YbNt1KZVsSa9u9zxq6i3U1FsBCPNzQ6fVcO3J/Xj3msH0CzBQa7Ki1SicPDyAN69M5JhYb4wNNh7+dj9my+H3rXemdSmVvL40B7NVZWy8j+P788qvOfzvl6xmr93uxv7x8aEeeLhpCfV1Q6sBs1Wl5KC7HD7/q4C3f8sD7Mn4M4+VhG1Pc9LwALQa2Jtn7PAFI1VVWbOvgqvf3UNOqYkIfzfeu2YwYX4yUa8QQgghhCsd3Ed+l/SR73MkIS+EEEL0cgs2lXDBKztJL2qZGO8sm03l01X5TH1yCw99s59ak5WVeyqoqrMS6qvnkhPC+fD6Idw+MwoPNw3bs2q45I3dvLksx1FhDvDTP8XszTPi7a7llhlR7R5zzphgpg0PwGpTueWjFBZuLkGjwFMXxBMd5M4FE8LQKLA+tYr9hXVU11l4+Nv93PZJCrd9kuxIuLemsNKedPb10OJp0DqeHxHjzWc3D+XJ8+P5+a4RPH3hAMbE+/LYefH4emjZm2fkrcZe6q5S12Blc3o1hZUNjnY9VXUWnvopA4Bzx4fw+hWJPHBmf8f3+Ou/i7jqnT3szbMn4g9uVwOg0yqOZGxemb1tzfIdZby2JAeA606OZO4J4d1zgqJTArz0jGvs+97aHAgHU1WVjWlVXP/+PuZ9lkpVnZXh0V58eP0Q4sM8uiNcIYQQQghxCE195LcWlLg4EtHd5F5kIYQQohez2lTe/S2X4mozn/9VwMNnxx32vspqzDz+Q7qjNczyHWWkFhpx19uv388ZE+zoO/2f48OZOiyAFxZls3pvBZ+sKmDZ9jLGDfAlOtidj1faW59cP60fQYeYGFRRFO47oz+7cmrJb+z3ftP0KCYM9AMgMtDA5CH+/Lm7gpcWZ5FVaqKwsQ2NyaKyM7vGse6/FVTYk87h/i0rgr0MWk5tbAPSJMzPjYfOiuWeL9P44q9CThoWwPB/9b7vLv/7JZufN9rfnAd46Rgc6YmxwUZxlZnoIAO3TI9CUeyvxyWTwgnzc+PZnzPZk2vkirf2cO6EUEeF/PDGhDxAhL+BvPIG8sobCPMz8ezPmQBcPCmMK6e23lpI9AynjgxibUoVy7aXcdXUCMfrfzCL1cbD36bzx65yANx0CmePC+GGU6IcP8tCCCGEEML1xkaE8sX2vWwtLGZbYQmjwoJdHZLoJvKuXAghhOjFNqdXU1xtrwL/Y2c59Q1tV4u3Z2NaFZe8vpt1KVUY9BquOSmSEB896UX17Mk1oigw+5jmbxDD/Q28cEkCz180gBBfPfkVDfy8qYTXl+ZQU29lUKQnZ4/rWOsTHw8dT14QT6ivnvMnhHLx8c0nFL2o8fE/++0V41GBBpJi7YnyLRltt61pStyH+Rk6/L04cWiAo1/3gk2uq1ZZm1wJgKJAea2FtSlVbMusQaPAI+fE4e6mbbb+KSMC+fa24Zw6MhCbCt+uLWLnvyrkAUcf+Zyyeh79Pp2aeisjor248ZT272QQrnfiUH8MOoXMknqS81veEWOzqTzxQwZ/7CpHp1U4b0IoP8wbwR2nxUgyXgghhBCih4ny9WFGQiwA723eSYP18D7Lid5HKuSFEEKIXqyptzuAscHGn7srmDE6qMPbm8w2PliRx6erC1BViAt15+kLBhAf5sFZx4Zw31dpbM+qYcJAX0ci999OHBrA2AG+rNlXSUZxHZnF9VQaLdwxK8ZRUd8RI6K9WXD3yFarfkfGeDMmzodN6dWcMTaY22dG89vOcrZk1LA1o6bNfRY0Vty3ViHfntPHBrN0exl/7CznrtkxuOm6N5lZUGGiqMo+Geuv940mu7SevXlGUvKNjI71YWRM61X7QT56njw/ntnHBPH8wixySk14GbTEhR5oUxIZYP9efP13EbUmK54GDY+fF49O2/HXSriGl0HLpMH+/L6znC/XFHDSsABqTTaMDVaMJiu7c42s2FWOVqPw3EUDmDTI39UhCyGEEEKIdlw4PJG1Ofnk19Qyf28a5w9LdHVI4iA2m42VK1eyevVqMjMzMRqNhISEkJSUxLRp04iOjj6s/UpCXgghhOil6husrNhtb0sxboAvG9KqWLyltMMJ+Y1pVTyzIJOcUntblzPGBDNvVrSj8jrIR8+bVyayel8lo/u337altfYvh6O1ZHzT8y/OTaC8xkJkoP3CQFNMu3JqMZltGFqpAD5QId+5hPwxsT6E+OoprjLzd3IlU4YGdGr7I7U9y17ZnhjhiZ+nDj9P7061zhmf4MeXNw/j543FRAe5N7sw0nRhpdZkr8C5e3Z/+gV2/A4C4Vqnjgzk953lLNlWxpJtLXvJKwo8ek6sJOOFEEIIIXoBL72eK0YP5aV1W/hhbxqTYvoR6eN16A2FU9XV1fHiiy/y1ltvUVZWxujRo4mMjMTDw4PU1FTmz5/PNddcw6mnnsojjzzChAkTOrV/ScgLIYQQvdSqvZUYTTYi/N249/QYzvnfTv7ZX0VhZcMhE9Cv/JrNl2sKAQjx0XPn7BimDmuZdNbrNJzUyvOu4OGmxSPwQJuW6CADQd56SmvM7M6pJSnOp8U2TRXyEZ2skNdoFKaPDOTzvwpZsq3MBQl5e9V/W5XwHWHQazh/YliL5yMPSr6fOjKQmaOP/EKK6D7HJ/oxZag/WSX1eBq0eLpp8TRoHP9OGuTPxMTW51QQQgghhBA9z3FREfwRlsPWwmLe27yTRyaPa7NQSXSPxMREJk6cyHvvvccpp5yCXt9yXrTMzEy+/PJLLrzwQh588EGuueaaDu9fEvJCCCFEL7Vkm71dzYzRQUQFuTO6vzdbM2v4+u9Cbp0R1eabuJW7y/lyTSGKAueOD+X6aZF4u/e+twSKojA61pvfd5azNbOapDgfCisaeOmXLAorGxjd34fMknoAwjqZkAeYPiqIz/8q5K+9FVTXWfDx6L7vUVck5NsSH+qBr4cWfy8d98yJkTf7vYxep+G5ixJcHYYQQgghhOgiiqJwzTHDuH3pKrYXlfBXdh4nxPRzdVh92rJlyxgyZEi76/Tv35/777+fu+66i6ysrE7tX2Z3EkIIIXqwT1bmM+WJzfzvlyxq6i2O58trzaxLsU/6OWOUvcK5aQLVL9cU8sz8TMwWW4v9VdVZeG6B/c3C3BPCuWt2TK9MxjdJirVXxW/JqGHNvgoueWMXf+6uYE+uka/+LqS81v49C+9kyxqAgeEeDAjzwGxV+WNXeZfG3R6jyUpqgRGAEU5IyHu7a5l/10g+u3Fot15kEEIIIYQQQrQu3NuLc4bYiy4+3rqH2gaziyPq2w6VjD+YXq9nwIABndq/fAoTQggheihVVflhQzF1DTa+/ruIpdvKGBzpiUGvoaLWgtUGQ/p5Ehtin7Dz1JGBlNaYeW1JDj9vKiGrtJ55s2IYEOru2Ocrv2ZTWmOmf7A7V0+NdNWpdZlRjX3kN+6vZn1qFWD/npw3PpTtWTVszaxhQJgHwT4tbzE8FEWxt615c3kuS7aVMXmIP/sL6xgR4+3USV5359RitdkvInS2931HeRm0h15JCCGEEEII0W3OHBTPqsxc8mpq+XLnPq45ZrirQxKNKioq2LBhA0VFRdhszQvfLr300k7vr1MJeWfNLCuEEEKIlrJKTBRWNqDXKkQGGMgsqWdtSlWzdWYlBTv+X1EULjo+nNgQDx76Zj9bMmqY+8ZufD20jIz2on+oB4s2l6Io8OBZ/VudBLW3GRDmgY+7lup6+wSl508M5ZbpUbjpNMw6JvgQWx/a9FH2hPzm9GpmPLMNgIuOD+O2mc57z7OtqV3NISbSFUIIIYQQQhw99Fot144ZzmMr17M0LZMpsVEMDPR3dVh93sKFC7n44oupqanB19e3WctPRVEOKyHfoU/idXV1PPXUU0RHR3Paaafx66+/UlFRgVarJTU1lUcffZS4uDhOO+001q1b1+kghBBCCNHShjR78n1Uf2++uHkoL1ySwMNnx3LPnBhumxnFvafHcNaxLZPOxyX68cF1g5k0yA9PNw1VdVb+Sq7ii7/sk7ieNyGUUf1bToDaG2k1CmeNCyHER88z/xnAnbNiurR6PdzfwLgBvs2eW7iphHpzy3ZAXWWHE/vHCyGEEEIIIXquEaHBTI7phwq8s2kHVpvzPneIjrnzzju58sorqampoaKigvLycsdXWVnZYe2zQxXyzp5ZVgghhBAtNSXkxw3wRa/TcMJg/w5vGxfqwYtzB2Kx2tiTa2RjagXbso0Y9BpumHZ0TRB006lR3HhKP6dNTvrk+XHszKllcKQnV729l4LKBlbuLmf6qKAObW+1qZitKu4duCOh1mRlW6Yk5IUQQgghhOirLhs1hE35haRXVPFrWiazB8a5OqQ+LTc3l1tvvRVPT88u22eHEvLOnllWCCGEEM1ZrCqb9lcDMC7B9xBrt02n1TA82otBoW5cbtA7LWntas48L38vPZMG+QMw+5gg3l+Rz8JNJR1KyP+TVsUTP6Rjsam8e81gooPc211/0eYSjA02YkPcGRju0RXhCyGEEEIIIXoRf3cDl4wYzDubd/LVzn1MjIogyKP9zxHCeaZPn87GjRuJj4/vsn12KCHv7JllhRBCCNHcnrxaak1WfD20JEZ03ZV4cWRmHRPM+yvy+Wd/NXnlJiIDDK2uZzLbePu3XL5cU+h47r6v0vjg2sG4u7U+oarVpvLt2iIALpgYikZzdF48EUIIIYQQQrRvWnwMKzJySC6r4KOtu7hr4hhXh9RnzZo1i7vvvpvdu3czYsSIFp1jTj/99E7vs1OTujbp6pllhRBCCNHchlR7u5qx8b5oJTHbY0QGGDg23od/9lezeHMJ15x8oP2Pqqrszq3ltx3l/L6znMLKBgDmHBPMX/sqSC2o47kFWTxyTmyrFf1r9lWSU2bC10PLzNEda4cjhBBCCCGEOPpoFIXrxozgruWrWZtTQHldPQFSJe8STW3Zn3jiiRbLFEXBarV2ep+dTsg7Y2ZZIYQQQjT3T2P/+GMHHH67GuEcc8YE88/+ahZtLuXKqZHsyzPy+84yft9ZTn5Fg2O9AC8dD54VywmD/dm0v4qbP0rml62ljOzvzVnHhrTY7zdr7dX0Z4wNwaONKnohhBBCCCFE3xDr70u0rw9ZVdWklFUwrl+4q0Pqk/5djN4VOp2Qb5pZ9umnn+7SZvZCCCGEsDOarOzIrgVg/BH0jxfOceLQAHzcsyiobGDO89sprTE7lnm4aZg0yJ9pIwKYMNDPMZHrmHhfbjy1H68vzeXFRVlMHOhLuP+BdjdZJfVs3F+NVgPnjm+ZrBdCCCGEEEL0PQmBfpKQPwp1OiHvjJllhRBCCHHAloxqLFaVyAA3+gW23qNcuI67XsP0UYF8v76Y0hoz7noNkwb7MW14IBMH+rbZI/6SSeH8va+SzRk1fPFXIXfOjnEs25Run8B3VIx3s0S9EEIIIYQQou8aGOjPHxk5pJVXujqUPuXVV1/l2muvxd3dnf9n777Do6q2Po5/ZybJpPeEhBCS0HvvKMWCCioiqAiooL42vBasqNeu2ACv5aKiIiooCigqYKf3XgwllCQkIaQX0idz3j8iUS4gJGQyCfw+z5NH55w9e6+T2ZmEdfas/dZbb/1j2/vuu6/K/Vc5Ie+InWVFRESkQmZ+GfPWpwPQQ+Vq6qw7L4nAz9OFpg086NvC75RJ+L8zmUyMG9CQzZ/sZcGmDG4dGE6AV8WGQNsSjgLQMdrHoXGLiIiIiEj90SzQH4B9WTnYDQPzSfaikpo3depURo8ejbu7O1OnTj1lO5PJVDsJeUfsLCsiInK+S80p4bMVqXy3KYNSmwHAxe0CnRyVnIqvhwt3/G1D1zPVvakPrSM82ZVcyJzVadx1aUUf2xIqVsh3ivKu0ThFRERERKT+auzng6vZTEGZjdSjBTT00b8XasPBgwdP+v81pcoJeUfsLCsiInK+SswoZubywyzemkW5vSIR3z7Si9sGNqSH6sefc0wmE7f0C+fxL/bz9bo0xlwYRmFpOSnZpZhN0C5Sf2CLiIiIiEgFF7OZJgG+7MnMIS4rRwn5c0SVE/KO2Fn2VMrLy3n22Wf5/PPPSU1NpWHDhowdO5annnoKkz6iISIi9ZhhGLz/awozlx/mzzw83Zv4MG5AOF1ifPR77hzWv7U/0SHuxKcXM399GuEBFTXjm4d74u1++tI3IiIiIiJy/mgW6M+ezBz2ZeXSP6qRs8M57xiGwdy5c1myZAlpaWkn5Mbnz59f5T6rnJCvTa+++irTpk1j5syZtG3blo0bNzJu3Dj8/PyqVZ9HRESkLjAMg2m/JDNzeSoAF7byY2z/cK2OPk+YzSZuvjCM5+fH88XqI1zQ0h+AjipXIyIiIiIi/6NZgD9QUUdeat8DDzzA+++/z8CBA2nQoEGNLJ47o4S8o3eWPZXVq1czdOhQhgwZAkB0dDRffPEF69evr7ExREREapOt3OD9X5P5dEVFMv7hKxtzXa9QJ0clte2yjoF88FsKqbml/LA5A1D9eBEREREROdGxjV0P5uRRZrfjajY7N6DzzGeffcb8+fMZPHhwjfV5Rgl5R+8seyp9+vThgw8+YO/evbRo0YJt27axcuVKpkyZUmNjiIiI1Ja41EJenB/P7pRCAB64opGS8ecpF4uZ0Rc0YPLCQ5Uli7RCXkRERERE/le4tyderi4UlNk4lJtPkwA/Z4d0XvHz86NJkyY12ucZJeQdvbPsqTz++OPk5eXRqlUrLBYL5eXlvPTSS4wePfqUzykpKaGkpKTycX5+PlBRHsAwDIfHXFWGYWBg1Nn45OSOvV6OfM00N85PtTG3pPaV2ex8sjyVT5YdptwOPu4WJgyJ5IpOQbXyWmte1U1XdQnm46WHyS6w0SjQSpC3a716jTSvxFE0t8QRNK/EETSvxBE0r+oWwzCgDrwmzQL92XYkg72Z2cT4+1arj/oyt+pafM8++yzPPfccH3/8MR4eHjXSZ52uIf/VV18xa9YsZs+eTdu2bdm6dSsPPPAADRs25JZbbjnpcyZNmsRzzz13wnFbaQmlf0vU1xVlpWXYKcdm2DDX3n65cpYMw8BmtwE4bONFm92GHTu2Uhtl5jKHjCF1j2EYlJVWvN7a1PPcUGqz8+iX8WyKPwpAv5a+PHh5BME+rpSV1M7PtuZV3WQBbugZzHu/p9KjiXetzYeaonkljqK5JY6geSWOoHkljqB5VbfYSssxYcYwSrDby50WR1N/L7YdySAuK4tLYxpUqw/DALu9BDBRl6eWYdSt/O3111/PF198QWhoKNHR0bi6uh53fvPmzVXus8oJeUfsLHsqjzzyCI8//jgjR44EoH379iQkJDBp0qRTJuQnTpzIhAkTKh8nJyfTpk0bXNysuFmtNRZbTbGXmTBjwcXkgqvZ9fRPkDrh2N06V7Orw35BlpvLMWPGxc0FV6vmxvmicm5ZHTe3pPbY7QavLjjIpvijeLqZeXJYNBe19a/111bzqu66ZUBD2kX50CbCC1erxdnhVInmlTiK5pY4guaVOILmlTiC5lXd4mIzY2DGZLJidmLernlQMJDAgex8zGb3avVRMbcMzGZrnZ5bJlPdyt/ecsstbNq0iTFjxtTupq5/54idZU+lsLAQ8/9sVGCxWE64CfB3VqsV698S73l5eUDFXcW6ONlMJhMmTHU2Pjm1Y6+Zo143zY3zl6PnltSed39J4ucd2VjMJl4Z1ZSezZxX60/zqm4ymUx0b1p/a0BqXomjaG6JI2heiSNoXokjaF7VHSaTCerA69H8z41dD+UdpdhWjodr9Yqe1Ie5VddiW7hwIT/99BMXXHBBjfVZ5VfPETvLnspVV13FSy+9ROPGjWnbti1btmxhypQp3HrrrQ4fW0RE5Gx8sfoIs1YeAeCpYdFOTcaLiIiIiIhI/RXg4U6QhzuZRcUcyMmlbUiQs0M6b0RGRuLrW726/adiPn2T4zliZ9lTefvttxkxYgT33HMPrVu35uGHH+bOO+/khRdeqJXxRUREqiq7oIz/LD7EfxYfAmD8oAgGd9YfSyIiIiIiIlJ9zf5cJR+XlePUOM43kydP5tFHHyU+Pr7G+qzyCnlH7Cx7Kj4+Prz55pu8+eabDh1HRETkVIrL7Ez5IZEWDT25tnsIZvPJPz6XV2Rj9sojfLnmCEWlFaXVru8dyk0XhtVmuCIiIiIiInIOah7oz7rkVLampnNFs2islvq1B1V9NWbMGAoLC2natCmenp4nbOqalZVV5T6rnJB3xM6yIiIiddXvO7NZsCkDNlX8/9PDownzP36TmRW7c3h+3kHyisoBaNXQkzsviaB3c986V/9ORERERERE6p92oRWfvN6Rlsn4RUsY0boZFzdpjKu5ygVQpAqmTp1a4/+ur3JC3hE7y4qIiNRVa+NyK/9/08F8Rr0dy0NDIhncOQi7AdN/S2HGssMANAl1565LIujX2l+/H0VERERERKTGNA/05/4enZi1cw8ZhUVM3/IH3+45wPVtmtM/KgLLeZqYLy8v59lnn+Xzzz8nNTWVhg0bMnbsWJ566qmz+nf577//Tv/+/Rk7dmzNBfunKifkHbGzrIiISF1UbjdYuy8PqNiY9btN6WxPLOD5+fEs351DYYmd9fsrzl/fO5T7LmuEq8v5+UeQiIiIiIiIOFa/qAh6Nwrj14OHmLtrH+mFRby7cTu/HTzEcwN64XIeJuVfffVVpk2bxsyZM2nbti0bN25k3Lhx+Pn5cd9991W739tvv52cnBwuv/xyhg4dyhVXXFFjm7tW+VVyxM6yIiIiddGelEJyC214WS1c0SmQ925vxd2XRuBiMbE0Nof1+/NwdzXz/HUxPDSksZLxIiIiIiIi4lCuFgtXNIvmv1cM5JYOrXG3WNidmc3ujGxnh+YUq1evZujQoQwZMoTo6GhGjBjBoEGDWL9+/Vn1e+DAAZYuXUqbNm2YPHkyDRo04NJLL+Xtt98mMTHxrPqucubAETvLioiI1EVr/ixX072pDy4WMxazibH9w5lxV2vaRHjSPMyDj+9qzWUdg5wcqYiIiIiIiJxPrC4Wrm7ZhF6NwgDYdDjNyRHVrPz8fPLy8iq/SkpKTtquT58+/Pbbb+zduxeAbdu2sXLlSq644oqzjqFDhw489dRTrF+/nv379zN8+HAWL15My5Yt6dSpE08//TQbN26scr9VTsiPGTOGJUuW0LRpU3x8fAgMDDzuS0REzk9JmcXc8J+dfLMh3dmh1Ji1cRXlaHo19zvueItwT2bc3YbP721L0wYezghNREREREREhC7hoQBsTj23EvJt2rTBz8+v8mvSpEknbff4448zcuRIWrVqhaurK507d+aBBx5g9OjRNRpPw4YNueuuu1i0aBEZGRk89dRTxMfHc/nll/Pyyy9Xqa8q15B3xM6yIiJS//26I5v49GKmLkykVzNfwgOszg7prOQV2dh56CgAvZqpVJuIiIiIiIjUPR0bhGA2mUjKO0paQSGhXp7ODqlGxMbGEhERUfnYaj15juGrr75i1qxZzJ49m7Zt27J161YeeOABGjZsyC233OKQ2Ly8vBgxYgQjRoygvLycrKysKj3/jBPyjtxZVkRE6r+4I4UAlNgM3vk5iZduaOrkiM7Ohv152A2IDnGv9zcXRERERERE5Nzk7eZKy6AAdmVksflwGpc3i3Z2SDXCx8fnjPYxfeSRRypXyQO0b9+ehIQEJk2aVO2E/FtvvXVG7UwmE//6178ICQmpUv9nnJB35M6yIiJS/+0/UlT5/7/uyOa6nvl0ivZxYkRn58dtFXe4+7TwO01LEREREREREefpGh7KrowsNp1DCfkzVVhYiNl8fFV2i8WC3W6vdp9Tp049o3bHEvJVdcYJ+QMHDrB9+3a+++47Jk+ezNixY7ngggu4+uqrGTp0KI0bN67y4CIicm4oKbOTmFEMQN+Wfqzak8vURYeYcVdrzOb6V+bsUGYxK3bnADC0W7BzgxERERERERH5B13CQ/h8x252pmVSYivH6mJxdki15qqrruKll16icePGtG3bli1btjBlyhRuvfXWavd58ODBGozwRFXa1NVRO8uKiEj9Fp9eTLkdfD0sPDksGk+rmd0phSzamuns0KrlqzVpGAb0buFLdIg2bRUREREREZG6q7GvD8Ee7pTa7exMr5//Dq+ut99+mxEjRnDPPffQunVrHn74Ye68805eeOEFZ4d2SlXe1PWYYzvL3nXXXRQUFLB48WK+++47Lr/8ciZMmMATTzxRk3GKiEgdtv/P+vHNwjwJ8nbl1gENeeenJGYuP8zgTkH1apV8fpGN7zdnAHBjnwZOjkZERERERETkn5lMJrqEh/LzgUQ2H06ja3ios0OqNT4+Prz55pu8+eabDhsjKSmJ7777jsTEREpLS487N2XKlCr3V+2E/N+d7c6yIiJSdxzKLOa3HdmM7NsAd9cz+yBVXGpF/fhmDSpWk1/bI4SPl6aQmFHCxgP59GhWf/Yc+XZjBkWldpo28KBH0/oTt4iIiIiIiJy//p6QNwwDk6n+LIyry3777TeuvvpqmjRpwu7du2nXrh3x8fEYhkGXLl2q1WeVE/Kn2mXWZDLh7u5O8+bNufDCC6sVjIiION/khYms2ZuHgcG4AQ3P6Dn7jiXkwyoS8l5WC0M6B/P12jTmrkurNwl5W7nB12vTABjZp4H+gBEREREREZF6oX1oEK5mM2mFRSTlHyXS18fZIZ0TJk6cyMMPP8xzzz2Hj48P8+bNIzQ0lNGjR3P55ZdXq88qJ+SnTp1Keno6hYWFBAQEAJCdnY2npyfe3t6kpaXRpEkTlixZQmRkZLWCEhER5yiz2dly8CgAv+7MPuOE/P4jFQn5pg3+qrd+bY8Qvl6bxordORzJKaWBv1vNB1zDftmRxZHcUgK8XLisQ6CzwxERERERERE5I+4uLrQNCWLrkXQ2H05TQr6G7Nq1iy+++AIAFxcXioqK8Pb25vnnn2fo0KHcfffdVe6zSpu6Arz88st0796duLg4MjMzyczMZO/evfTs2ZP//Oc/JCYmEhYWxoMPPljlYERExLn+SCqguMwOVKx6T0gvPu1zsgvKyDxahskETUL/Ssg3CfWga4wPdgO+2ZjusJhPZ1dyAct35WAYxj+2S80pYcrCRACu6xWK9QzL9YiIiIiIiIjUBV3DQwDYkHLEyZGcO7y8vCrrxoeHh7N///7KcxkZGdXqs8rZhqeeeoqpU6fStGnTymPNmjXjjTfeYOLEiTRq1IjXXnuNVatWVSsgERFxno0H8o97/NvO0+8Jsv/PcjURgVY8rZbjzg3vWfHHwIKN6ZTZ7DUU5ZnZEp/Pv2bsZey0XTwyax8/bz/1tdjK7Tw55wB5ReW0ifDk5gvDajFSERERERERkbPXIyIMs8nEroxs9mXlODucc0KvXr1YuXIlAIMHD+ahhx7ipZde4tZbb6VXr17V6rPKJWsOHz6MzWY74bjNZiM1NRWAhg0bkp+ff0IbERGp2zYdyAOgbSMv/kgq4MMlKSzelklUsDuRQe40DnancZCVtpHelRu+xh05fkPXv+vf2p8QH1fS88tYEpvDIAeXgTEMgw378/l4aQpb4o8ed+6D31K4uF0ALpYT70VP+yWZnYcK8Ha38NINTXF10ep4ERERERERqV+CPT3o17ghSxOSmbtrH4/37ebskOq9KVOmcPRoRX7hueee4+jRo8yZM4fmzZszZcqUavVZ5YT8wIEDufPOO/nwww/p3LkzAFu2bOHuu+/moosuAmDHjh3ExMRUKyAREXGO4jI7Ow4VAPDIVY15as4BkrJKSMyo+ILcyraNAq28d3tLQnzd2JdaCJw8Ie9iMXNN9xCm/57C3HVpDk3Il9sNHp21j5V7KuJ0tZi4qmsw1/UM5Z6P95CUVcL3mzMZ1j3kuOct+SObz1dWfJzvqWHRNAy0OixGEREREREREUca1qoZyxKS2ZByhMTcfBr7qZb82WjSpEnl/3t5efHee++ddZ9VTsh/9NFH3HTTTXTt2hVXV1egYnX8xRdfzEcffQSAt7c3kydPPuvgRESk9uxIPEpZuUGIryutGnry9QPtSM8vIzGjuOIrs5jEjBL+SCogKauEB2bG8d7tLSs3dG0W5nnSfod2C+bjpYfZlnCUl7+NJ8THFX8vV/w8XfD3dPnrv14ulavuq2PTgXxW7snF1WLi2h4hjL4gjAZ+FRvJju0fztRFh/h4SQqDOwVV1odfvTeXp746AMD1vUIZ2Dag2uOLiIiIiIiIOFsjX296NQpjTVIq83fv44GenZ0dUr22YcMG7HY7PXv2PO74unXrsFgsdOtW9U8hVDkhHxYWxi+//MKePXvYs2cPAC1btqRly5aVbQYOHFjlQERExLk2/lmuplsTX0wmEyYTNPBzo4GfG92b+la2S84q4f8+2M2+I0U89Pk+DqRVbPza9CQr5AFCfN0Y2NafX3dks2DjP2944ufpwis3NqVLTNXv4C/amgnA1d2CmTCk8XHnhnUPYdbKVNLyypi/IZ0b+zRg/b48Hpu9D1u5wcXtArj/isgqjykiIiIiIiJS11zbqhlrklJZlZjCDW1bEO7t5eyQ6q3x48fz6KOPnpCQT05O5tVXX2XdunVV7rPKCflj/jcJLyIi9duxDV27NfnnZHhEoJX/jG3OXR/uYVtCRR01d1czEf9Q6uXRq6LoFOVD5tEycgtt5BbayCn4879/ftnKDXILbcxamVrlhHxBSTlL/sgGYHCnoBPOW13N3DawIZMWJDBz2WEaB1mZ+OUBSm0G/Vr78/x1MbhYTFUaU0RERERERKQuahLgR5ewEDanpjNv1z7u7d7R2SHVW7GxsXTp0uWE4507dyY2NrZafZ5RQv6VV17h/vvvx8Pj5Ksf/27dunVkZGQwZMiQagUkIiK172hxObuSK+rHdz2DZHjzME/eGNOM+z/ZS4nNoEmoOxbzqRPafp4uXNcr9JTnDcMgLrWIm96NZU1cLplHywjyriiLtj3xKHPXpnHnJRGnTPov/SOb4jI7jYOttG108jv/V3YJ4rMVqSRllTDhs30A9Gnhx0s3NDnpRq8iIiIiIiIi9dWINs3ZnJrOkvgkujdsQI+GDZwdUr1ktVo5cuTIcbXkAQ4fPoyLS/XWup9RBiI2NpbGjRtzzz33sHjxYtLT0yvP2Ww2tm/fzn//+1/69OnDDTfcgI+PNgsQEalPtibkU26v2Kw1PODMNjXtHO3DyyObEujtwhUnWZVeFSaTiRbhnrRt5EW5HX7engXAtoR87vtkLz9tz+L9X5NP+fxj5WoGdwrCZDr5jQEXi5n/u6hh5eMeTX145camuLkoGS8iIiIiIiLnlpZBAVzdIgaAdzZs48jRQidHVD8NGjSIiRMnkpubW3ksJyeHJ554gksvvbRafZ5RFuLTTz/l119/paysjFGjRhEWFoabmxs+Pj5YrVY6d+7Mxx9/zM0338zu3bvp169ftYIREZHaZxgGv+6oKPfS9TTlav7XBa38WfRYR67vXTN32gd3rkjsL9qSwR9JR3ng0ziKSu0A/P5HNjkFZSc8JzWnhE0HK8rtXN7xn28MXNohkMs7BnJp+0BeH92scnNXERERERERkXPN6PataBnkT2GZjclrN1NaXl6l5+9Iy+DNdVtIPY+T+W+88QaHDh0iKiqKgQMHMnDgQGJiYkhNTWXy5MnV6vOM19V37NiR6dOn8/7777N9+3YSEhIoKioiODiYTp06ERwcXK0ARETEeWzlBq9/n8DiP1eYD2wTUOU+TrUivToubR/I1EWH2Hu4iHs/3kthqZ0uMT4cLbax93ARC7dkMvqCsOOe8+O2LAwDusT4nHZ1v8Vs4rnrmvxjGxEREREREZFzgYvZzIReXXj4lxUcyMnj0x37uKPLmdeTn/PHXnZlZLMiMYX3h1xEsOfpy5mfayIiIti+fTuzZs1i27ZteHh4MG7cOG688UZcXV2r1WeVC92YzWY6depEp06dqjWgiIjUDcVldv791QGW78rBZIJHrmxM7xZ+To3Jz9OFC1r6sTQ2h8JSOx0aezF5TDN+2p7FKwsS+HZjOqP6Nqi8CVBcWs7CLRnAyTdzFRERERERETmfBXt6cH/PTry4YgM/H0imbUgIFzSOOKPn7sv6q0zL5DWbmXRxX0eFWWfl5eXh6+vLHXfcccK5ffv20axZsyr3qc/qi4ich44Wl/OvGXtYvisHNxcTk0Y2ZXjPU2+6WpuG96iIo20jL6be3BxPq4VBHQLxdDOTmPFXeZrEjGJufX83iRkleFrNDGxb9dX9IiIiIiIiIue6zmGhDG/VFIBpm3aQkn/0tM8ps9spt9srH+/NyiGjsMhhMdZVQ4YMobi4+ITje/bsYcCAAdXqUwl5EZHz0KyVqWxPLMDH3cJbY1vUqWR2j2a+zH2wHR/8X0u83Ss+yOVltXDZn/Xhv9mQzm87s7hlWiz7jxQR6O3ClDHN8Xa3ODNsERERERERkTrr+jbNaRvsT7GtnNfXbKbkNPXkMwqLsANuFjMtAv0B2JKa7vhA6xhvb2+uvfZabDZb5bFdu3YxYMAAhg8fXq0+lZAXETnPlNsNfthcUebl0auj6BxdtY1ca0NkkDsuluN/RQ3rHgLA7zuzeeLLAxSW2Okc7c1n49vQOabuXYOIiIiIiIhIXWExm7mve1v8rW4k5uYzc1vsP7Y/8udGrg28POkSXvFJ9i2paQ6Ps66ZP38+ubm5jB49GsMw2LlzJwMGDODGG2/kP//5T7X6VEJeROQ8s25fHml5Zfh6WBjQxt/Z4Zyxlg09aRPhid2oeHzzhWG8M64lwT5uzg1MREREREREpB4I8LDyrx4Vm7r+fjCJojLbKdumFvyVkO8cVrFAbvuRTMr+VsbmfODh4cHChQvZs2cP119/PRdffDE333wzU6ZMqXaf1UrI5+TksHHjRjZu3EhOTk61BxcRkdr33aaK1fGXdwrCzaV+3Zd96MrG9G7uy+ujmzH+ska4WEzODklERERERESk3ugQGkxDby/K7HY2HT71ivdjK+TDvL1oEuCHr9WNIpuN9cmptRWq0+Tl5R33ZTabmTNnDuvWrWP48OH8+9//rjxXHVXKxMTHxzNkyBCCg4Pp2bMnPXv2JDg4mCuvvJL4+PhqBSAiIrUnu6CMFbtzALi6a7Bzg6mGdpHevHlLC/q19nd2KCIiIiIiIiL1jslkolejMADWJB0+ZbsjlSvkPTCbTPRpFA7AfzduJ7+01PGBOpG/vz8BAQHHfbVp04akpCTee+89AgICKttUh8uZNjx06BC9evXC1dWVF154gdatWwMQGxvLtGnT6N27Nxs2bKBRo0bVCkRERBxv8dZMbOUGrSM8aR7m6exwRERERERERKSW9W4Uzvzd+9mSmk6xzYa7y4kp4rRjCXnvitzBzR1bsy45leziEvZm5tD1z7ry56IlS5Y4tP8zTsg/++yztGzZkp9++gl3d/fK49dccw0PPvggl19+Oc8++ywffvihQwIVEZGzYxhGZbma+rg6XkRERERERETOXoy/L6GeHqQVFrElNZ3ef65+P8YwDFL/tqkrgNVioX1oMMsTkzmQnXtOJ+T79+/v0P7PuGTNjz/+yEsvvXRcMv4YDw8PXnjhBRYtWlSjwYmISM3ZmVTAwbRirK5mBnUIdHY4IiIiIiIiIuIEFWVrKpLwa5NOrAmfX1pGka1iw9dQr78+Xd80wA+A/dm5tRCl8yQmJlapfXJycpXan3FCPiMjg+jo6FOeb9KkCVlZWVUaXEREas/3f66Ov6htAN7uZ/wBKRERERERERE5x/T+s478xsNHKC0vP+7csfrxgR7uuFkslcdjAnwBOHiOJ+S7d+/OnXfeyYYNG07ZJjc3l+nTp9OuXTvmzZtXpf7POCMTHh5ObGzsKWvE79y5k7CwsCoNLiIitSPraBm/7Ki4aapyNSIiIiIiIiLnt2aB/gR5uJNZVMy2Ixl0b9ig8tyR/ylXc0wTfz9MQEZRMbklJfhZrbUZcq2JjY3lpZde4tJLL8Xd3Z2uXbvSsGFD3N3dyc7OJjY2lj/++IMuXbrw2muvMXjw4Cr1f8Yr5K+55hoefvhh0tPTTziXlpbGY489xjXXXFOlwUVExPEy88u45+M9FJbYiQl1p3O0t7NDEhEREREREREnMptM9IyoWFy9NunwcedSCwqAExPyHq4uhPt4AXDgHF4lHxQUxJQpUzh8+DDvvPMOzZs3JyMjg7i4OABGjx7Npk2bWLNmTZWT8VCFFfLPPPMMixYtomnTpowZM4ZWrVphGAa7du1i9uzZhIWF8fTTT1c5gNNJTk7mscceY/HixRQWFtKsWTNmzJhBt27danwsEZFzTXZBGXd9tJvEjBJCfV15bVQzTCaTs8MSERERERERESfr3SicRfvi2ZByhDK7HVdzxdrtYyvkw7w9T3hO0wA/UvIL2JOZQ+ewc3djV6jYN3XEiBGMGDGiRvs944R8QEAA69at44knnuDLL78kJycHAH9/f0aNGsXLL79MYGDNbhKYnZ1N3759GThwIIsXLyYkJIS4uDgCAgJqdBwRkXPVnNVpJGaUEObnxn9va0lE4Ln5cTIRERERERERqZqWwQH4W63klJTwy/4EOjQIIdDDWllD/n9XyAO0DApgRWIKc2PjKLHZGNmuJda/1ZmX06vSrn4BAQFMmzaN//73v5Wla0JCQhy22vLVV18lMjKSGTNmVB6LiYlxyFgiIueiZbuyAbj70ggl40VERERERESkksVkomejBvy0P5GPtsaecL7BSVbIXxITyf7sXJbEJ/Hd3oNsOpzGvd070iJIC6jP1BnXkP87k8lEaGgooaGhDi198N1339GtWzeuu+46QkND6dy5M9OnT3fYeCIi55KkzGIOpBVjMUOfln7ODkdERERERERE6pirWzSlS1gIET5eeLr+tXbb29WVSN8T96BztVi4t3tHJvbtRoC7leT8Ap78fTWf79hNWXl5bYZeb53xCvnOnTufUfJ98+bNZxXQ3x04cIBp06YxYcIEnnjiCTZs2MB9992Hm5sbt9xyy0mfU1JSQklJSeXj/Px8AAzDwDCMGoutphiGgYFRZ+OTkzv2ejnyNdPcOD/V5NxavjsHgM7RPvi4WzSPzmO18Z4l5x/NK3EUzS1xBM0rcQTNK3EEzau6xTAMOEdek1PNrQZeHjxxQffKxyW2crKKi/G1uuHh4nLK6+4aHsqUQRcyY2ssyxNT+Gb3fjamHOHe7h1pGlD9RYH1/ft8Js44IX/NNddU/r9hGEyaNIm77rqrxuvG/53dbqdbt268/PLLQMVNgZ07d/Lee++dMiE/adIknnvuuROO20pLKP1bor6uKCstw045NsOG2e7saORMGYaBzW4DcNinRGx2G3bs2EptlJnLHDKG1D2GYVBWWvF6n+3cWvZHRbmavs18KCvRHDqf1eS8EjlG80ocRXNLHEHzShxB80ocQfOqbrGVlmPCjGGUYLfX79XfhgF2ewlg4p+mlqsZGnhagPLTXrOXC9zbrRU9GgYxfctuDuUdZeLvqxnWMorhraJxMVe9OIth1I387a233sp//vMffHx8arzvM07IP/PMM8c9njx5Mvfffz9NmjSp8aCOCQ8Pp02bNscda926NfPmzTvlcyZOnMiECRMqHycnJ9OmTRtc3Ky4Wete/WR7mQkzFlxMLriaXZ0djpyhY3frXM2uDvsFWW4ux4wZFzcXXK2aG+eLyrllPXFulZTZsdkNvKyn3ywlt9DG9kMFAPRvF6g5dJ77p3klUl2aV+IomlviCJpX4giaV+IImld1i4vNjIEZk8mKuZ7n7SrmloHZbK3xudWrUSRtQhrw4ZY/WJ10mHm74zmYU3DcyvszZTLVjfztzJkzeeWVV5ybkHeGvn37smfPnuOO7d27l6ioqFM+x2q1Yv1b4j0vLw+ouKtYF9/ITCYTJkx1Nj45tWOvmaNeN82N89fJ5pbdbnDb+7vJLrDx2b1tCPL+5z8EVu/Nw25AszAPIgLdHR2y1AOOfs+S85PmlTiK5pY4guaVOILmlTiC5lXdYTKZ4Bx6PRw5t/zcrTzUuwu9Dx3mzXVb2JyaTnJ+AY1OUof+dDHWBY4snVOtTV1ry4MPPsjatWt5+eWX2bdvH7Nnz+aDDz5g/Pjxzg5NRKRW/ZFUwL4jRWQeLWPmssOnbX+sfny/Vv6ODUxERERERERE5E99IsPpFBYCwIrEZCdHc3by8/PJy8v7x6/qqNMJ+e7du/PNN9/wxRdf0K5dO1544QXefPNNRo8e7ezQRERq1bEEO8D89emk5py6plpJmZ21cbkA9Gvt7+DIRERERERERET+cmHjhgAsT0yu15u0tmjRgoCAgJN++fv7ExAQUK1+z7hkzVtvvXXcY5vNxieffEJwcPBxx++7775qBXIqV155JVdeeWWN9ikiUt8s35UDgLe7haPF5Xy85DBPDIs+oZ3dbvDV2jSKSu2E+LrSqqFn7QYqIiIiIiIiIue17g0b4G6xkFZQxJ7MbFoFBzo7pGqZO3cugYE1H/sZJ+SnTp163OOwsDA+++yz446ZTKYaT8iLiJzvEjOKiU8vxsVi4oXrm/Dgp3H8sCWDMReG0Tj4r/rw2xLymbroELuSCwG4olNQnam9JiIiIiIiIiLnB3cXF3o2CmNZQjIrElPqbUK+b9++hIaG1ni/Z5yQP3jwYI0PLiIip3esXE2XaB/6tPCjb0s/Vu3JZfrvKbxwfRNSc0p456dkftmRBYCX1cKtA8MZ2bvmf2mIiIiIiIiIiJzOhY0jWJaQzKpDKYzr1AbDMPjt4CHCvL0qa8zXd+Xl5Vgslio/74wT8iIi4hzHytUcqwd/1yURrNqTyy87svD1sPD95kxKyuyYTHB112DuuiSCQG9X5wUsIiIiIiIiIue1DqFB+FndyC0pZf6ufaw8lEJyfgFm4NG+3ejesEGNjZWcnMxjjz3G4sWLKSwspFmzZsyYMYNu3bpVu8+oqKhTJtv37t3Lhx9+yGeffcbhw4er3PcZb+r6+++/06ZNm5PuHpubm0vbtm1Zvnx5lQMQEZFTS8osZkfiUQAubOUHQItwTy5uF4BhwNx16ZSU2ekS7c2n97ThiWuilYwXEREREREREaeymM30jazY3HVObBzJ+QW4mM3YgSlrN7M3M7tGxsnOzqZv3764urqyePFiYmNjmTx5crU3XD3m4MGDBAUFVT4uLCxkxowZXHjhhbRp04bly5czYcKEavV9xivk33zzTf7v//4PX1/fE875+flx5513MnXqVPr161etQERE5Hj7jxRx/yd7sRvQobE3Yf7WynN3XRLBhv15eFkt3HdFJAPb+KtevIiIiIiIiIjUGQOiG7FoXzwAF0U3YkyHVryzfhubU9OZtHIjb18xAG+3s1tU+OqrrxIZGcmMGTMqj8XExJxVn3+3du1aPvzwQ77++msaN27Mrl27WLJkCRdeeGG1+zzjFfLbtm3j8ssvP+X5QYMGsWnTpmoHIiIif9mReJS7PtxNen4ZTRt48PLIJsedbxzszvePdmT+hPZc1DZAyXgRERERERERqVOaBvjxdL8eTLqoD+O7d8TPamVC7y6Ee3uRV1rK+pTUsx7ju+++o1u3blx33XWEhobSuXNnpk+fftb9Tp48mbZt2zJixAgCAgJYvnw5O3bswGQyHbdyvjrOOCF/5MgRXF1PfcfCxcWF9PT0swpGREQgOauEf30SR15ROe0jvZh2W0tCfN1OaOfuasZsViJeREREREREROqmjg1CaBH0V/kYDxcX+jWuKGWzPvnIKZ+Xn59PXl5e5VdJSclJ2x04cIBp06bRvHlzfvrpJ+6++27uu+8+Zs6ceVZxP/bYY1xzzTUkJCTw+uuv07Fjx7Pq7+/OOCEfERHBzp07T3l++/bthIeH10hQIiLnsy/WplNcZqdDYy/eHtcCP0/tvy0iIiIiIiIi54YeEWEAbDuSTomt/KRt2rRpg5+fX+XXpEmTTtrObrfTpUsXXn75ZTp37swdd9zB//3f//Hee++dVYwvvPACX3/9NTExMTz22GP/mBevqjNOyA8ePJh///vfFBcXn3CuqKiIZ555hiuvvLLGAhMROR9l5pexeFvFxib3DGqEh9vJd/QWEREREREREamPovx8CPXyoLTcztYjJ6+4EhsbS25ubuXXxIkTT9ouPDycNm3aHHesdevWJCYmnlWMEydOZO/evXz22WekpqbSs2dPOnbsiGEYZGef3Ya0Z5yQf+qpp8jKyqJFixa89tprLFiwgAULFvDqq6/SsmVLsrKyePLJJ88qGBGR891Xa9MoLTdoF+lFpyhvZ4cjIiIiIiIiIlKjTCYTPRpWrJJfn3zyOvI+Pj74+vpWflmt1pO269u3L3v27Dnu2N69e4mKiqqRWPv378/MmTM5fPgw99xzD127dqV///706dOHKVOmVKvPM07IN2jQgNWrV9OuXTsmTpzIsGHDGDZsGE888QTt2rVj5cqVNGjQoFpBiIgIFJSUM399xZ3hMRc00EatIiIiIiIiInJO6hFRkUfemJJGud1e7X4efPBB1q5dy8svv8y+ffuYPXs2H3zwAePHjz+r+A4cOIBhGJWPfX19ufPOO1m3bh1btmyhR48evPLKK9Xq+4wT8gBRUVEsWrSIjIwM1q1bx9q1a8nIyGDRokXExMRUKwAREamwYGM6+cXlRAa60a+Vv7PDERERERERERFxiFZBAfi6uXG0rIzYjKxq99O9e3e++eYbvvjiC9q1a8cLL7zAm2++yejRo88qvubNm5Oe/lc5nRtuuIEjRyo2oW3fvj1vvvkmycnJ1eq7WjsFBgQE0L1792oNKCIiJyqz2fliVcUb+429QzCbtTpeRERERERERM5NFrOZbg1D+T0+ifXJR2gfGlztvq688soa39v076vjARYtWnTCxrKurq7V6rtKK+RFRMQxft6eRVpeGUHeLlzWPsDZ4YiIiIiIiIiIOFSPiD/ryKccOSEBfi5TQl5ExMm2HMxn+u8pANzQuwFuLnprFhEREREREZFzW4cGwVgtFjIKi9ifnevscI5jMplO2Nuvpvb6q1bJGhEROXtJmcW8/VMSS2NzAAjxceXaHiFA9TczERERERERERGpD6wWC90bNmDloRSWJiTRLNDf2SFVMgyDsWPHYrVaASguLuauu+7Cy8vruHbz58+vct9KyIuIOMG2hHwe/HQfBSXlmE0wrHsIt1/UEG93C2UlSsiLiIiIiIiIyLlvQHQEKw+lsDIxhVs6tnF2OJVuueWW4x6PGTOmxvpWQl5EpJZtOpDHQ5/vo6jUTofGXkwcGk2TBh7AiZuGiIiIiIiIiIicqzqEBhPgbiW7uIQth9MIc3ZAf5oxY4bD+lahYhGRWrRuXy4PflaRjO/R1Je3x7aoTMaLiIiIiIiIiJxPLGYzFzaOAGBpQrKTo6kdSsiLiNSSVXtyePjzfZSU2enb0o83xjTD3c3i7LBERERERERERJxmQHRFQn5TyhGOlpU5ORrHU0JeRKQWLIvN5tHZ+ym1GQxo48+rNzbF6qq3YBERERERERE5v0X5+RLj74vNMNiSmurscBxO2SAREQf7dUcWE788gK3c4JL2Abx0QxNcXfT2KyIiIiIiIiIC0D+qYpX8usNKyIuISDUVlZbz2YrD/PurA5TbDa7oFMRzI5rgYtFbr4iIiIiIiIjIMRc2jsBsMpGQm+fsUBzOxdkBiIica3ILbXy9No2v1qaRW2gD4OquwTw+NAqL2eTk6ERERERERERE6hZ/dyudw0JYl5vu7FAcTgl5EZEa9MuOLF7+Jp7CUjsAjQKt3NwvjKu6BGNWMl5ERERERERE5KT6R0Wwbk+ss8NwOCXkRURqyKItmbww/yB2A5qFeXBLv3AuahuAi0WJeBERERERERGRf9K9YQM8XM/9dLUKGYuI1IAfNmfw/J/J+KHdgvnsnjYM6hCoZLyIiIiIiIiIyBlws1h4/sK+zg7D4c79Ww4iIg723cZ0Xl6QgGHAtT1CeOTKxipPIyIiIiIiIiJSRe6Wcz9dfe5foYiIA81fn86r3yUAcF2vUB4aEonJpGS8iIiIiIiIiIicSAl5EZFq+nxlKm//mATADb1DeXCwkvEiIiIiIiIiInJqSsiLiFSRYRi892synyxLBeCmC8MYPyhCyXgREREREREREflHSsiLiFSB3W7wxsJE5q1LB+CeSyO4pX+4k6MSEREREREREZH6QAl5EZEqmLr4EPPWpWMywaNXNebaHqHODklEREREREREROoJJeRFRM7QgbQi5q5NA+C5ETFc1jHIyRGJiIiIiIiIiEh9YnZ2ACIi9cX7vyZjN2BAG38l40VEREREREREpMq0Ql5EzljW0TI+XZ6Kt7uFyCArUSHuRAW74+FmcXZoDvdH0lGWxuZgNsGdl0Q4OxwREREREREREamHlJAXkTNSUmbnkVn72Hmo4Ljjbi4m7rk0gpF9GmAymZwUneNN+zkZgCs6BdEk1MPJ0YiIiIiIiIiISH2kkjUiclqGYfDqdwnsPFSAj7uFK7sE0aGxN/6eLpTaDN5cnMRTXx2gsKTc2aE6xIb9eWw4kI+LxcTtFzV0djgiIiIiIiIiIlJPaYW8iJzWl6uPsHBLJmYTvDSyCT2b+QEVifq569KZuugQv+7I5sCRIl4d1YzGwe5OjrjmGIbBtF8qVsdf2z2EhgFWJ0ckIiIiIiIiIiL1Vb1aIf/KK69gMpl44IEHnB2KyHljS3w+b/2YBMD9V0RWJuMBTCYT1/UKZdptLQj2ceVAWjHXvbmTa97YzoTP4nj3pyQWb81k7+FCSsrszrqEs/L7H9n8kVSAh5uZsQPCnR2OiIiIiIiIiIjUY/VmhfyGDRt4//336dChg7NDETlvGIbBf39Oxm5U1E6/oXfoSdt1jPJh5j2tefbrg2w4kM/hnFIO55Syak9uZRuzCSKD3Gkd4ck9gxrRwM+tti6j2g5lFjPp2wQARvZpQJC3q5MjEhERERERERGR+qxeJOSPHj3K6NGjmT59Oi+++KKzwxE5b2zYn8/2xKO4uZgYPyjiHzdtDfZx451bW5JbaONAWhEHjhSx/9h/jxSRV1ROQkYxCRnF7E4p5IP/a4WfZ919CyoqLefx2fvJLy6nfaQXt2l1vIiIiIiIiIiInKW6mw37m/HjxzNkyBAuueSS0ybkS0pKKCkpqXycn58PVKz0NQzDoXFWh2EYGBh1Nj45uWOvlyNfM2fPDcMwmP57Re30a7qFEOzjekZx+HpY6BTlTaco7+P6ysgvIy61iEkLEohPL+bRWfv4zy3NsbrWvcpZhmHw4vx49h0pItDbhZdHNsHFYqqV16E25pacfzSvxBE0r8RRNLfEETSvxBE0r8QRNK/qFsMw4Bx5TerL3Krr8dWEOp+Q//LLL9m8eTMbNmw4o/aTJk3iueeeO+G4rbSE0r8l6uuKstIy7JRjM2yY62eJ7fOSYRjY7DaAf1w1fjZsdht27NhKbZSZyxwyxj/ZeDCf7YkFuFlM3NgziLKSs4vB32qie5Qnr4+M5t6Z+9macJRnvj7As8MaYzE75ntYXV+uTefXndlYzPDCtVH4W01nff1nyjAMykorxnLU3JLzj+aVOILmlTiK5pY4guaVOILmlTiC5lXdYistx4QZwyjBbi93djhnxTDAbi8BTNTlqWUYdS9/W9PqdEL+0KFD3H///fzyyy+4u7uf0XMmTpzIhAkTKh8nJyfTpk0bXNysuFmtjgq12uxlJsxYcDG54GpWfer64tjdOlezq8N+QZabyzFjxsXNBVdr7c4NwzD4ZGU6AEO7BxMe7FljfbeKdOXV0c14YGYcS3fl8l+/Izw4uFGd+UNj04F83vv9MAAPXBFJ1+b+tTp+5dyyOm5uyflH80ocQfNKHEVzSxxB80ocQfNKHEHzqm5xsZkxMGMyWTHX87xdxdwyMJutdXpumUx1L39b0+p0Qn7Tpk2kpaXRpUuXymPl5eUsX76cd955h5KSEiwWy3HPsVqtWP+WeM/LywMq7irWxclmMpkwYaqz8cmpHXvNHPW6OXNu/Lw9i20JR3G1mLi5X3iNj9+tiS9PD4/h318d4Ku1afh4WLh1QENcLM79GUjNKeHJOQcot8PgTkFc1yvUKT+Xjp5bcn7SvBJH0LwSR9HcEkfQvBJH0LwSR9C8qjtMJhOcQ69HfZhbdTm2mlKnE/IXX3wxO3bsOO7YuHHjaNWqFY899tgJyXgROXtfr01j8sJEAK7rFUqor5tDxhnUIZCM/FL+sziJj5Yc5red2dx/RSR9Wvg5ZLzTKSmz8/gX+8kptNGyoSePDY06L34JiIiIiIiIiIhI7anTCXkfHx/atWt33DEvLy+CgoJOOC4iZ8duN5j2SzKfrkgF4JpuwYwf1MihY47qG4aHm4VpvyQTn17Mg5/G0au5L/ddHknTBh4OHft/vbn4ELuSC/HzdOHVG5viXgc3mxURERERERERkfqtTifkRaR2lNnsvPhNPD9uywLgzosbMm5AzZeqOZlh3UO4pF0AHy89zFdr01gbl8fauD+IDLLSqqEXrSM8adnQk5gQDwK9XRwS05I/spm/Ph2TCZ6/LobwgHO/XpmIiIiIiIiIiNS+epeQX7p0qbNDEDmnHC228djs/Ww8kI/FbOKJa6K4sktwrcbg4+HC/VdEMrxHCG//lMTS2BwOZZZwKLOEX3Zk/dXO3ULbSC/uvyKSJqE1s4I+NaeEl76JB+CmC8Lo1dw5JXNEREREREREROTcV+8S8iJSc9LySnnw0zj2pRbh6WZm0o1NnZqQbhTkzqujmpFTUMbulEJ2JxeyK6WAfUeKSMkqIb+4nLVxeWw+GMtdl0Qwsk8DLObqr5i3lRs88/VB8ovLadvIizsvaViDVyMiIiIiIiIiInI8JeRFzlMHjhRx/8y9pOWVEeTtypSbm9GqoZezwwLA38uVXs39jrs5UFJmJyGjmGm/JLN6by5v/ZjEit05/PvaGCICq1di5pNlh9macBRPq5nnr4vBxaK68SIiIiIiIiIi4jjKPomchwpLyvnXJxXJ+Khgdz68s1WdScafitXVTItwT6bc1IyJQ6PwdDOzJf4oo9/5g282pGMYRpX6W7Yrm4+WpADw2FVRNApyd0TYIiIiIiIiIiIilZSQFzkPfbH6CBn5ZUQEWJl+Rysa1qNNTE0mE9d0D2HWvW3pHO1NUamdVxYk8OBncexJKSQlu4TsgjKKS8ux20+epP9tZxYTvziA3YCrugRzeaegWr4KERERERERERE5H6lkjch5JqegjM9XpgJw16UR+HnWz7eBhoFW/ntrS75cc4RpvySzZm8ea/bGHtfG6mrmhl6h3DYwHHc3CwA/bcvkuXkHKbfDZR0CeXxolDPCFxERERERERGRGvTKK68wceJE7r//ft58801nh3NK9TMTJyLV9smyVApL7LQM9+SSdgHODuesmM0mRvUNo1dzP974PpF9R4ooLi2nxFaxMr6kzM6nK1L5ZUcWj14dRU5BGS/Mj8duwJDOQTw5LPqsNoUVERERERERERHn27BhA++//z4dOnRwdiinpYS8yHkkNaeEuevSALhnUATmcyQZ3STUg//e1rLysd1uUFxmZ8OBPCb/cIjDOaU8+Glc5fmh3YJ5/Oqoc+b6RURERERERETOV0ePHmX06NFMnz6dF1980dnhnJZqyIucBwzDYHdKAa9+l0hZuUHXGB96NvN1dlgOYzab8LRa6N86gC/va8uovg2w/PluN6JniJLxIiIiIiIiIiJ1WH5+Pnl5eZVfJSUlp2w7fvx4hgwZwiWXXFKLEVafVsiLnMOSMouZteoIK3bnkJ5XVnn8nkERmEznR0La02rh/isiuaprMMlZJVzQ0u+8uXYRERERERERkfqoTZs2xz1+5plnePbZZ09o9+WXX7J582Y2bNhQS5GdPSXk5ZxRYCsgszSTxp6NnR1KnZCZX8ZdH+2pTMS7u5rp2cyXa7qH0C7S28nR1b4moR40CfVwdhgiIiIiIiIiInIasbGxREREVD62Wq0ntDl06BD3338/v/zyC+7u7rUZ3llRQl7OCSlFKQxdNZTDxYeZ3HEyN0Te4OyQnKrMZufxL/aTnldGVLA7DwyOpGuMD1ZXVakSEREREREREZG6zcfHB1/ffy63vGnTJtLS0ujSpUvlsfLycpYvX84777xDSUkJFovF0aFWmRLyUu/llOYwZv0YUopTAHho20O4mFwY3mh4ZZu8sjym7Z/GdynfUWwvptwop9wox27YKTfKsRk2fF18uSD4Ai5pcAmDwwbjYq6/Px5TFh1ie+JRvKwW3hjTjMbB9ecuoYiIiIiIiIiIyOlcfPHF7Nix47hj48aNo1WrVjz22GN1MhkPSshLPVdUXsStG29lT/4ewqxh9A3uy7zkeTyw9QHMJjNXhF3BzISZvB33Ntll2afta17yPOYlz+OikIt4v+v7eLp41tKV1JxvNqQzf306JhM8f32MkvEiIiIiIiIiInLO8fHxoV27dscd8/LyIigo6ITjdYkS8lJvlRvl/GvLv1iXtQ5fF18+7/k5LX1a4m5xZ1biLO7bch+h7qGkFqcC0My7GRNaTKCJVxPMJjMWLLiYXTBjxmKykFSUxJK0JcyIn8Hv6b8zct1IZnafSYBbgJOv9MztSi7gjR8SAbjr4gguaOnv3IBERERERERERESkkhLyUm+9vud1Fqcuxs3sxsfdP6a1b2sAXmn/CjbDxpxDc0gtTiXMPYyHWzzMdY2u+8cyNFFeUfQN7svl4Zdzy/pb2JS9iWtXX8t7Xd+jpU/L2rqsszJzeSq2coMBbfy5pX+Ys8MRERERERERERGpNUuXLnV2CKelhLzUS3vz9zJt/zQApnacSu+g3pXnzCYzr3d4nRbeLXA1uzKq8Sg8LB5n3He3gG7M7zOfUWtHsffoXi5edjHDIoYxocUEYrxiavxaakp2QRkrducAcPtFDTGZTM4NSERERERERERERI5jdnYAIlVlGAZP7HwCm2FjUINBXBNxzQltLCYLdzW9i9tibqtSMv6Ylj4t+e6C7xgcNhgDg/nJ8+m/tD93b76bjdkbMQyjBq6kZi3emomt3KB1hCfNw+pf7XsREREREREREZFznRLyUu98k/wNazLX4G525/m2zztsnAiPCKZ3m86PF/7IxaEXU26U813KdwxdNZQrV13JgYIDDhu7qgzD4LtNGQBc3TXYydGIiIiIiIiIiIjIySghL/VKXlkez++qSMLf1/w+Ij0jHT5me7/2fNrjU3668CdGRo7EarayLXcbD257kHKj3OHjn4mdSQUcTCvG6mpmUIdAZ4cjIiIiIiIiIiIiJ6Ea8lJv5JTmcO+We0kvSaeJVxPuanJXrY7fzq8dkztOZkKLCVyy7BK2527n04RPuTXm1lqNI7ugjPi0YuIziolPLyIhvZjdKYUAXNQ2AG93/ViLiIiIiIiIiIjURcrcSb2wM3cnd2y6g4TCBKxmK691eA2rxeqUWCI8Ini81eM8sfMJXt3zKoPDBxPmHuaw8famFvHDtlQOphWTkFFMbqHtpO1cLCau7xXqsDhERERERERERETk7CghL3XenENzeGLHExTbi4n0iGR6t+m092vv1JhGNx7NnENz2Ja7jWf/eJb3ur7nkHEMw+ClBUnEZ5RUHjOZIMzPjehQd6KDPYgOcScqxJ2mDTzw9dCPtIiIiIiIiIiISF2l7J3UWcXlxTz9x9PMSpwFwEWhF/FWp7cIcAtwcmRgMVl4ud3LXLXqKr4//D0j00YyIHRAjY9zMLec+IwSrC4mnhwWTUyoB42DrLi7WWp8LBEREREREREREXEsbeoqdVJSYRLXrr6WWYmzMGHi4RYPM7P7zDqRjD+mjW8bxkWPA2Dy3skYhlHjY6xMKgXgwtb+XNYxiBbhnkrGizjQ2sS1XD3zajYmbXR2KCIiIiIiIiJyDlJCXuqcpWlLuWzFZWzL3Ya/qz+f9/icB1s8iNlU96br+KbjsZqtbM7ZzLqsdTXat81usPrPhPwVnYJqtG8ROVFecR53f3s365PW8/76950djoiIiIiIiIicg+pehlPOW3bDztS9Uxmzfgw5ZTl08OvAjxf+6JBSMDUl1D2UEY1GAPDu/ndP2z4uP46jtqNn1PfG9KPklRoEeFno1cz3rOIUkdN7/rfnOZx/GIDVCasd8qkXERERERERETm/KSEvTmUYBhuzN/LsH8/S87eevLH3DQwMRjcezTd9viHSM9LZIZ7W3U3vxoyZ39N+Z1ferpO2KbAV8NC2hxiwbAD9l/ZnQ9aG0/b786FcAC5u44+LRT+qIo60/OByPt/6OQCuZlcyCzPZk7HHyVGJiIiIiIiIyLlGWT5xmjJ7GfdsuYehq4Yy/eB0UopT8HbxZkrHKbzW4TXcLe7ODvGMxHjFMDh8MABjN4zl6Z1P88uRXyiwFQCwLWcbl624jC8PfQlAanEqw9cM57/7/ovdsJ+0z+XJOaw4nA/AoPb+jr8IkfPYkfwjPLTwIQDGdR1Hr8a9AFgVv8qZYYmIiIiIiIjIOcjF2QHI+anMXsb4LeNZeHghriZXrmp4FUPCh9A/pD8eFg9nh1dlDzZ/kJUZK0kqSuKj+I/4KP4jXE2udPDvwLacbdgMG+Hu4bzS/hW+Tf6Wb1K+4aXdL/F7+u883fppOvh3qOxreXIOT645SLkBfSPcaBFWP25M1GUlthK+3vE1cZlx9I3qy4XRF+LhWv/mmdSMfZn7WLxnMVtTtrL18FaS85IBaOTXiCcHPsmHGz5kRfwKVieu5rbutzk5WhERERERERE5lyghL7WuzF7GPZvvYVHqItzMbkzvOp1LGlzi7LDOSivfVqwauIpVmatYnr6c5RnLSSxMZFP2JgCGhA/h1favEuAWwMWhF9MzqCfP/PEMazLXcMXKKxjWcBiPtnqUg9m+PPVnMv6iCF/GdTZjMplOO75hGBgYdXLjW2cqsZUwe+ts3l79Nin5KQC8v+59PFw9GBAzgEEtBtGncR8a+zc+o++z1H97M/Zy2UeXUWQrqjxmwkTr0Na8MfgNvK3e9I3uC8tgTcIa7IZdP1ciIiIiIiIiUmOUkJdadS4m44/xd/NnSPgQhoQPASC+IJ7VmasJcw+joUtPpu/IZGlSEiGerlwRdRkLevflg/ipzE+ezzcp3/BdyveY7EGY3XxpYA0mxxrOd8lNuLv93SeMZbPb+OPIH6w/tJ51h9ax/tB6im3FPNb/MW7tdut5m1zOLMxkV9oudqXtIjYtlqUHllZu0hnmHUb/Jv1ZcXAFKfkpLN67mMV7FwPg5+5Huwbt6NywM3f2vJMQrxBnXoY4iM1u4/7v76fIVkT7Bu25pu01dGrYiQ5hHfCx+lS26xTeCQ9XD7KKstiTvofWoa2dGLWIiIiIiIiInEuUkJda9Vzsc+dkMv5/2ewGxaWhWEou4fO92ezO3lt5LqfURlxOMhYTBFjvoI3pYpL4kDy2gPkIcIRDZXEcOgwchpVHVzL5yskczj/M2sS1rE9az8akjRSWFZ4w7pM/P8m6Q+uYMmQK3lbv2rtgJ8kqzGJF/AqWH1zOsoPLSMpNOqFNuE84/+rzL0Z1GoW7izuGYbDzyE5+jvuZX/f9yh9H/iC3OJdVCatYlbCKn/b+xLwx8wj1DnXCFYkj/XfNf9mSsgVfqy+fXv8p4b7hJ23nanGlZ2RPlh5YyqqEVUrIi4iIiIiIiEiNUUJeas38pPnMiJ8BwLQu0865ZPz2jKOsPpzHjswCdmUVUlz+14atLiYTAxr5MSQ6iKSjJSxOyCI2q5CMYhsQRQAv4GNKo2tYGVc3dSWnLIv4/Hg+SvyItUlr6fte3xPG87X60r1Rd3pG9qRn455sTdnKC7+/wHe7viMhJ4HZI2cT5BlUi98Bx0jKTWLb4W34ufsR6BFIVlFWZQJ+++HtGBjHtY8OiKZ1SGtah7amXYN2XNzsYqwu1srzJpOJ9mHtaR/WnocufIjS8lL2pu9le+p23lj+BnGZcYyYNYJ5Y+Zppfw5ZFfaLl5f/joALw568ZTJ+GP6RvWtSMjHr+L27rfXRogiIiIiIiIich5QQl5qxa68XTyy/REA7m9+P5eHXe7kiGrWmsO5PLzywHGpYR9XC22DPOkW6sMV0YEEWF0B6AkMbxbC4YJS8stsGAYYgLulNVE+1spyM8UlxfQN78uk/ZPYfmQ7DX0a0rNxz4oEfGRPWoa0PK62dc/InnSJ6MItX9/CtsPbGPbZML4a9RVhPmG1942oQeX2cj7c8CGTlk6i2FZ8ynatQlrRP6Y//Zv0p0ejHlX+ZICbxY12Ye1oF9aO3o17c+3n17I3Yy/XzbqOuaPnEuwVfLaXIk5WVl7G/d/fT5m9jMuaX8Z17a877XP6RlXcBFuTqDryIiIiIiIiIlJzlJAXh8sry+P2jbdTbC+mf0h/HmrxkLNDqnGf7U7DALqGenNpZADtg72I8nHH/A+13MO93AjH7R/7bezVmAWjFlBqLsXP3e+0cXRv1J1vb/qWG2bfwN6MvVz96dV8PeprbHYbqxJWsSZxDT5WHx6+8OE6XZLlYNZBHvjhAdYdWgdA8+DmQEWJGlezK32j+9I/pj/9YvrV6A2HmMAY5o2Zx7DPhrE7fTfXz76er0d/fU580uBcte7QOv675r8U2YroH9Ofi5tdTIhXCAezDnIg6wAHsw6yKWUT21O3E+ARwOuDXz+jPRbah7XHy82LnOIcYo/E0i6sXS1cjdQEwzD4Je4XMMGg5oOcHY6IiIiIiIjIcZSQF4eyG3Ye2PoA8YXxRHhE8E7nd7CYLM4Oq0btzi5ka8ZRLCZ4ukcUIR7/nGSvKpPJdEbJ+GNaBLdgwc0LuH729cRnx9NnWh/KjfLj2vyw6wdeueIVrm59dY3GWhN+3vszd35zJ0W2IrzcvHjukucY3Wl0rW1U2ySwCfPGzOPaz64lNi2WG2bfwNejvybAI6BWxpczszl5M68tf42lB5ZWHlt+cDkv/P7CKZ/z8mUvn/GNqGN15H/f/zsrE1YqIV9PpBek8+iiRys3bL6hww1MunwSnq6eTo5MREREREREpII+gy8ONW3/NH468lPlJq6BboHODqnGfbk3DYBLIgNqPBlfXY39G7PgpgW0DGlJuVGOm8WN3o17M+GCCbRv0J6soizumH8Hd35zJ0fyjzg73EoFpQU8svgRimxFXBB9AUvvWMqYzmNqLRl/TLOgZswdM5cQrxB2HtnJ9bOuJ7sou1ZjkJNLzU/l5q9uZvAng1l6YCkuZhdu7nwzLw56kYuaXoS7izsADX0a0jeqLzd1vomnL36ahWMXMqztsCqN1T+mPwCL9yyu8euQmrdw90L6f9CfxXsX42p2xWwyM2f7HK6YcQV7M/aevgMRERERERGRWqAV8uIwWaVZTNk7BYAX275IR/+OTo6o5qUVlvLboYpE7cgWdasETAOfBiwau4jd6btpE9oGD1cPAB644AGmrpjKW6vfYkHsAn7b9xsPXfgQt3e/HVeLq1NjfnfNuxw5eoQo/yhm3TDruM1Ya1uL4BbMHT2Xaz+/lh1HdnD1zKv5fOTnRPlHOS2m851hGNz3/X0sP7gcs8nMde2vY8IFE4gKqHhNbu9+OyW2EuyGvXK+n42rWl/Fs78+y7pD60jOSybCN+Ks+xTHeGP5G7yx4g0A2oS24e2r3yanOIe7v7mbPel7uGH2Dawbvw43S924aSriKPHZ8RwtOUq4bziBHoG1fkNbREREREROTyvkxWHmHJpDsb2Y9n7tGdV4lLPDqXGGYfDezsOUG9AlxJuWAXWvJIKXmxddI7oel5x0s7jx2IDHWDh2IZ0bduZo6VGe++05LvrwIpYfXO60WA/nHWba2mkAPHXRU05Nxh/TMqQl88bMo6FPQ+Iy4xjyyRA2J292dljnraUHlrL84HLcLG78etuv/Oeq/1Qm44+xulhrJBkP0NC3YiNlgAWxC07ZrrS8lG9jv+XOb+7k9eWvU1BaUCPjy5kpKC3g3bXvAjC+93gWj1tM2wZt6RvVl99u/w1PV08O5x8mITvByZGKOEZhWSFzts/h6plX0+u/vbjko0toO7Ut3d/tTnpBurPDExERERGR/1GnE/KTJk2ie/fu+Pj4EBoayjXXXMOePXucHZacgXKjnE8TPgVgbNTYc3KF1tz9WfyUmI3FBLe3DXd2OFXWqWEnFo5dyNQrpxLkGURcRhzXz76e2+fdTlJuUq3H88qyVyiyFdGjUQ+ubHVlrY9/Kq1CWrFw7ELaNWhHRkEGwz8fzqLdi5wd1nmn3F5eWR/+1m630qZBm1oZd1ibijI33/7x7Qnn9mfu5/nfnqfzW52565u7WBC7gMkrJtN3Wl/m75yPYRi1EuP57qe9P1FUVkR0QDRPDTz+Zl6IdwhNA5sCcDD7oLNC/EcFpQW8u+ZdkvOSnR2K1DOxR2KZ+ONEOv2nE/d/fz/rk9ZjMVkI9goGICk3iY83fuzkKEVERERE5H/V6YT8smXLGD9+PGvXruWXX36hrKyMQYMGUVCg1Yd13dK0pSQWJuLv6s/QiKHODqfGbTySz7QdqQDc2yGCTiHeTo6oeswmMzd2vJHVd6/m9u63YzFZ+GH3D1z43oVMXTmVEltJrcSxI3UHX23/CoBnL3m2zt3ACfcN59ubvuXiphdTZCvitnm3aaW8A9nsNqavn87iPYux2W0AzN05l9i0WPzc/bi/7/21FsuVra/EYrKwPXU7+zP3cyj3EO+ueZdBHw2i73t9+e/a/5JZmEmYdxh39ryTKP8oUo+mcs+Cexj66VCtyq4F8/+YD8CwtsNO+t4RHRgNwMGsupmQf/6353nh9xeY8MMEZ4cidVhecR63zr2Vrm93pfs73en6dlcu+vAiZmyaQV5JHpF+kTze/3E2/WsTOx/YyYfDPwRg5qaZFJYVOjl6ERERERH5uzpdQ/7HH3887vEnn3xCaGgomzZtol+/fk6KSk6nuLyYGfEzALg+8no8LDVTPqKuiM8r5t/r4rEbcEVUANc3D3F2SGfNz92PFwe9yOhOo3nipydYk7iGV5e9yor4FXx+w+d4ujquHI9hGDz767MYGAxrO4wuEV0cNtbZ8LZ6M/P6mdwx/w4W7VnEe+ve44NrP3B2WOekWVtm8e9f/g1AmHcYN3a6kTnb5gBwX5/7CPAIqLVYgjyD6BfTjyUHljD88+GkHk2tPGcxWRjQZAA3db6JS5pfgovZhYkDJvL+uvd5c9WbrE9az9i5Y1k8bnHlZrNydvKK80jMSaRtg7aYTCYyCzNZemApANe2vfakz4kJiAHq5gr5hOwEZm2dBcCyg8uIy4ijeXBzJ0cldY1hGDy48EEW7Tn+01kuZhcub3E5YzqPoV9MP8ymv9bZXNHiChr7NyYxJ5G5O+Zyc5ebaztsERERERE5hTqdkP9fubm5AAQGBp6yTUlJCSUlf63qzc/PByr+MVMXywcYhoGBUWfj+yf7ju5jafpSkoqSSC5KJqUoheSiZDJKMyrbjGk8pt5d16mU2e3M3pPOJ7tSKbUbtApw5+HOjQAcco3OmButQloxb/Q8vo39lkcXP8rqhNXcNOcmPr3+U4cl5X+O+5lVCauwWqxMHDCxTs8Xi8nChAsmsGjPIhbuXkhybjINfRvW6BjHXu+6/H1wtB92/wBUJJtSj6YydeVUACJ8I7i12621/r0Z1nYYSw4sIfVoKiZM9G7cm6FthjKk1RCCPIMq2xmGgdVi5b4+9zGs7TCumHEFu9J28fKSl3nukudqNeb/dS7Mqx2pOxj79VhS8lPoENaBe3vfS3pBOja7jfZh7WkW1Oyk13csIX8g68Bpr//ZX59l/h/z+e7m74gOiK5WnGXlZXwT+w3T10/Hw9WDL2/88pTvn2+seKPyUyAAn2z6hBcHvVitcZ3hXJhX9cGHGz5k4e6FuJpdeW/Ye4T7hGM37ET5R1WWp4Hj/xYxm8zc3u12nv71ad5f9z6jO40+LmFf12luiSNoXokjaF6JI2he1S2GYcA58prUl7lV1+OrCfUmIW+323nggQfo27cv7dq1O2W7SZMm8dxzJyY+bKUllJbUTvmNqigrLcNOOTbDhtnu7GjO3O9pv3PPlnsosZ/8e+ph8WBko5FEekRSZi87aRvDMJi7P4slSblM6NSQZv7OX0H6w8EsPtuTwc2tQhgS/dcq3H05xby0MYmDeRXX2z3Ui4c7N8BsKqfM7pgXzma3YceOrdRGmfnk30NHubLZlYQPD2fM3DGsSljFTXNu4qE+D2ExWTCbzLi7uOPh6oGnqycGBgk5CcRnx3Mw5yBFZUVE+kUS6RdJY7/GRPpFnpCMMgyD+Jx4lsUv44ONFavMb+1yK2HuYZSV1O61VlUL/xb0atSLtUlrmbFhBo9e8GiN9m8YBmWlFd+Dula6pzZkF2WzOmE1AD/d/BO70ncxa/ssNh/ezLMDnsVSbqGsvPZ/HhL7JuLl5sWQFkMI8w6rPHeq+RrmHsbrg17n1m9v5YP1H9Avsh/9ok/8ZNdvB37j213fMrjFYC5teikuZsf8Wq7v8+qnuJ+4b9F9FNmKANieup07vrkDExXXMrTl0FO+Fo28K26cHsw6+I/vL9/v+Z73178PwIKdC7inxz1VirGwrJAvdnzB9I3TSclPqTz+7Y5vua7tdSe035u5l7k75gLw2AWP8erKV5mzfQ4P9X4Ib7f6UQatvs+r+mDL4S08/9vzADzV/ykujb70uPP/NKdHtB7BGyveYH/Wfn7e/TMXN7nYobHWJM0tcQTNK3EEzStxBM2rusVWWo4JM4ZRgt1e7uxwzophgN1eApioy1PLMOpe/ram1ZuE/Pjx49m5cycrV678x3YTJ05kwoS/6rAmJyfTpk0bXNysuFmt//BM57CXmTBjwcXkgqvZ1dnhnJHvU77nX1v/hc2w0dW/K90CuxHhHkGEx19f/q7+//iLw24YvLMjhTlx6QC8simZjy5uiYvZee8Iqw/nMmXLYezA65tTOFpqMKZVA349lM3LGxMpKTfwd7NwX6cILm3kj82w4Wp2ddgvyHJzOWbMuLi54Gqt/bnRK6YXs0fOZtScUaxOXM3qxNXV7ivYM5jG/o2J8o/C3dWdlfErOZR7qPJ8A+8GPHDhA065zuq4vcftrE1ay6zts5jQbwIerjVXlunYnWBXq+PmVl322+7fKDfKaRvaljYN29CmYRuGdxzu1JhcceWh/g9V+XlXtLmCWxJvYebmmTz808P8dvtvBHr+9Qmv7anbufv7uym2FbNg9wIifCMY23UsozqOOq5dTagv8yq/JJ9HFj1CWkFa5bFyezkbkjZgYNAvph+TLpvEvJ3zmLFpBtlF2ZhNZoa1H3bK948WDVoAkJyXjOFi4GZxO6FNcl4yT/z6ROXjjYc3nvH7UVZhFjM2zeCjjR+RXZQNQIhXCK1DWrM8fjlf7vySUV1GnfC8qWumYmAwuOVg7r/wfubGzmV/1n4W7F3A2K5jz2hsZ6sv86q+KS0vxdXsSk5xDvf8cA9l9jKubHUl/9fr/6r0fQ6wBjCm8xj+u/a/fLj5Qy5vfbkDo65ZmlviCJpX4giaV+IImld1i4vNjIEZk8mKuZ7k7U6lYm4ZmM3WOj23TKa6l7+tafUiIX/vvffyww8/sHz5cho1avSPba1WK9a/Jd7z8vKAiruKdXGymUwmTJicFp/NbrAyJZdwLzdaBpy+JMmXiV/yyPZHsGNnWMNhTO00tco3Emx2g5c2JPJTYkXiwt1iZl9uMV/vS2dUywbVuo6ztS+niGfWJWAHmvi6cyCvmGk7D7P2SD5b0o8C0LOBD8/0jMbf6oJhGJjsjn3dnD03AHo27smXN37Js78+S1ZhFnbDjs1uo9hWTFFZEUVlFatVG/o2pGlQU2ICYvBw9eBQ7iESsxNJzE0ktziXjMIMMgoz2Jzy10aormZXekT2YECTAYxoNwI/Dz+nXGN1XN7yciJ8I0jOS2bBrgXc2PHGGu3/2GteF9+zHO1YjeQhrYacE9f/zCXPsDphNXGZcTy86GH+ffG/CfMJo7ismNvm3UaxrZh2DdqRkp9Ccl4yLy15ickrJjOs7TBu7347bRu0rbFY6sO8Wrx3MQt2LTjpubFdx/LioBdxMbvwaP9HGd97PAtiFxDqHUqEX8Qp+wz1DsXT1ZPCskIO5R6iWVCz487bDTv3f38/ucW5NPRpSEp+SuUNgH8q8bE3Yy+fb/mcz7Z8VvleGB0QzT297uH6DteTW5RLl7e7sCFpA3sz9tIypGXlc7embGXhnoWYMPFo/0cxm82M6zaOp35+ipmbZzKu27iqfNucqj7Mq/piS8oWHlv8GNtTt2M2mXExu1BaXkp0QDRThkzBbK56yZnbut/G++veZ1XCKu7+9m7+ffG/ifA99c9LXaK5JY6geSWOoHkljqB5VXeYTCY4h16P+jC36nJsNaVOJ+QNw+Bf//oX33zzDUuXLiUmJsbZIZ1TVh/O5d3tKRzMKwagd5gv49qEEeLhSmxWIbFZBSTml9ApxJsh0YEsPjKPh7ZXrBK9JvxG2rjczzvbjnBxpD/tg7zO6Acmv9TGs+sSWJOah8UET3SPwmY3mLQxkQ//SGVgowDCvU5cvego2SVlfLb7CPP3ZVBqN+gS4s3Ufk35Ki6dd7enVCbjR7cM5a72DbGcB28K/6t7o+4sHLvwpOcMw6DcKP/HMhu5xbkk5iSSmJNIQk4CuUW5dGvUjT5RffBy83JU2A7lYnZhXLdxvPj7i3y04SNGdhh5XvzCcLT8knyWH1wOwOBWg50cTc3wdPXk3aHvMuSTISzeu5jFexcDYLVYKSkvITogmnlj5mF1sbIgdgEfbfiI7anb+WLbF3y942sW3LyArhFdnXwVtScuIw6AS5pdwnXt/yrzEuEbQbdG3Y5r6+XmxahOJ648/18mk4mYgBj+SPuDg1kHT0jIT1s7jVUJq/B09eTLUV9y+ceXk1ucy570PbQObQ1UvNcdzD5IUm4SsWmxzN85n+2p2yv7aN+gPff2uZcrW12JxWwBwN3HnUubX8qPe39k9tbZPHfpX+X0Xl32KgDD2w+nVUgrAK5rfx3P/vosu9N3E58dX+0a9lL/FJQW8Nqy15i+YTp2o6IMnt2wU1peiqerJ9OvnY6vu2+1+o7wjeDR/o/yytJX+Db2W36K+4lH+j3CPb2qVpJJRERERERqTp1OyI8fP57Zs2ezYMECfHx8SE1NBcDPzw8Pj5orEXG+sdkNpm5N4pv9FZuvertaKLKVsyY1jzWpeSe0X5GSy7Qd+0hyfxaAZq7Xs/nAKLZQ8fyv96XT2NvK4JhArogKIsTjxBXz5YbBwoOZvLfzMDklNqwWEy/2jqFvuB92w2BRfCbbMgqYuuUQr/Zt4vDk5tGycr7Yk8acuDQKbRX/+O0S4s3LfWJwNZsZ3bIBAVYXvopLZ1TLUAY1rtnyEecKk8mEi+mf30b83P1oH9ae9mHtaymq2jG602gmL5/MziM7WXdoHb0a93J2SPXer/t+pbS8lGZBzWgZ3PL0T6gnOoR34K2r32LKyikk5yZTWFZISXkJXm5efDz8Y/zcKz4dckOHG7i+/fVsTN7Ic78+x8bkjczdMfe8Ssjvy9wHwMAmAxnaZmiN9RsTWJGQf33563yx7Qvshh27YafcXl55E+iFS1+gRXALujXqxvKDy1mbuLYyIf/Y4sf4dMunx/XpYnZhYJOB3Nb9NvrH9D/p763RnUbz494f+XrH1zwx8AmsLlbWJK5hyYEluJhdeOTCRyrb+rn70TOyJ6sSVvFL3C/8X4//q7Hrl7rt9nm3s+TAEgCGtxvOxAETcTW7UlhWiJ+731mXsLq/7/1c1PQinvr5KdYdWsfzvz1Pr8hedInoUhPhi4iIiIhIFdXphPy0adMAGDBgwHHHZ8yYwdixY2s/oHNAQVk5T6+NZ01qHibghhYhjG0dRl5pOTN3pfJjQhYATfw8aBvoSZiXG78mZrOpYC4lRh4u9ghK80ZjxkSvMF8CrC4sScoh8WgJ7+04zAc7DtMzzJch0YH0DPPFy9XC9oyjTN2SxJ6cio/0R/lYebJ7FO2CKlZHm00mHu0ayS0/72Hl4TyeWHOQUS1CaR9c85vaFdvszN2Xzme7j5BfVrEZR6sAD+5o15CeDXyOS6gMjg5icHRQjccg54YAjwBGtB/BZ1s+48MNHyohf5ZKbCX8Z9V/ALiy1ZXn3CcOhrUdxrC2wzAMg/ySfFLyUwj0CCTUO/S4diaTie6NujO+93jGzR3HivgVTorYOY4l5JsHN6/Rfts1aMcPu39ge+r241a2HzO45eDK1fY9I3uy/OBy1h1ax7hu48gqzOLL7V9WxBXUnEj/SC5qehHXtLmGYK/gfxz3oqYXVZbBWbxnMRF+ETz+4+MAjOo0iqiAqOPaX9r80oqE/D4l5M8XxbZilh5YCsDM62ZyWYvLHDJO+7D2fHvTt4z6chRLDixhQ9IGJeRFRERERJykTifkj21kITUjrbCUR1YeIC63CKvFxLM9o+kf4Q+Ar5sLT3aP4oFOjbCYTLi7/FWn9Nqm3vT4bQHYoKXrTQxv0pCrY4II96qo1f9g50YsScph4Z+r3P++0t7PzUJuaUXi28vFzG1twxnRLOSEzVtjfD24s304725PYVlyLsuSc2kb6MmNLULpF+F/1pu9pheVsjA+i3n70skstgEQ7ePOHe3C6R/hd84l/6R23NrtVj7b8hkLdy/k29hvuabNNc4Oqd6asmIKu9N3E+QZxO3db3d2OA5jMpnwdfc9bfmJvlF9MZvM7MvcR3Jecr2p+Xw2ysrLiM+OBzihrMzZ+r8e/0e4bzhFZUWYTebKL5PJhLuLO5e1uKzy90DPyJ4ArDu0DsMwmLdzHqXlpbRr0I5fb/+1SuNazBZGdhzJlJVTeHjRwxwtrSiD5u/uz4N9Hzyh/aDmg3j212dZk7CG/JJ8fKw+Z3nlUtcdzDqIgYGfux+Dmg9y6Fgmk4mekT1ZcmAJ2w5vc+hYIiIiIiJyanU6IS81Z29OIQ+vOEBGcRkBVhdev6AJbQJPrN/t5Wo54djniZ+Ta8sm2jOaRQPuPqFeuJerhStjgrgyJohD+cUsjM/ip8QsjhSWkVtajgm4MiaIO9uFE+h+6g1gR7dsQK8wX76KS+fHhCz+yCrkqbXxhHm6cX3zEK6KCTppfKdisxusSc3juwMZrDmch/3P4w293LitTRiDogLPy5rwUnNah7bmtm638dHGj/jXgn8R6BFIv5h+zg6r3tmSsoW317wNwGtXvHbaVcfnA193Xzo37Mym5E0sO7DsjGql13fx2fHY7DY8XT0J9wmv0b693Ly4ocMNZ9S2S0QXXMwuHM4/zKHcQ8zeNhug2ps339jpRqaunMrR0qO4mF0Y2WEkD1zwAOG+J15jk8AmNA1syv6s/Sw9sJSrWl9VrTGl/jj2qZBmQc1qZXFAx/COAGw9vNXhY4mIiIiIyMkpIX8eWH04l6fXxlNosxPj684bFzSpXN1+OkXlRUzbX1E66L7m9/3j5p0AkT7u3NW+IXe1b8jRsnJSCkrwdrXQ8AzHa+rnwcRujbmzXTjz92cwf18GqYWlvLUtmQ//OMzVTYIY3jSEYA9XXMymkybUS8vtfH8wk892HyGtqKzyeMdgL65uEswlkf64ms0nPE+kOp6/9HnSCtL4ftf3jJs7jnmj59GpYSdnh1VvFNuKue/7+7Abdq5tey1DWg1xdkh1Rr+YfmxK3sTyg8vPi4T8/sz9QO0lJk/F09WTDmEd2JyymQ/Wf8CutF1YLVaGtxterf4i/SJ5ffDrxGXEcWu3W08oU/O/Lm1+KfvX7efnuJ+VkD8PHEvINw1qWivjHUvIH8g6QG5xbuUeFiIiIiIiUnuUkD+HlNntHMgtJi6niMT8Yg4dLSExv4SEvGLsQLdQb17qHYOP25m/7J8lfEZGaQaNPRtzbcS1VYrH29VCC3/PKl5FhUB3V25vG85NrRrwY0IWX+5NIyG/hC/3pvPl3vTKdm5mE60CPOkQ7EWHYG/Sikr5dNdfiXh/qwtDogO5MiaIKB/3asUi8k8sZgvvXP0OOUU5rIhfweg5o/n+lu9pEtjE2aHVC68te424jDhCvUJ5cdCLzg6nTukf05+pK6eyPH45dsOO2XRu30iMy4wDar5cTXX0bNyTzSmb+XjjxwAMbjUYfw//avc3pvOYM257afNLeW/de/y2/zfK7eVYzGf+yTCpf47diGoeVLP7JpxKoGcgUf5RJOQksP3wdi6MubBWxhURERERkb8oIV9PGYbBruxCdmYWsDeniLjsIg7mFWM7Rd39q2KCeLhLoyqtDP/76vh/NfsXruZTl5txFKvFzNAmwVwVE8S61Dy+2JvGxrSjledL7QbbMwvYnlkAe9Iqjwe7u3JL6wZcGROE1XJuJ7HE+awuVmaMmMG1n1/L9tTt3DD7Bka0H4HdbqfcKMfbzZtr2l5DdEC0s0OtUzYkbWDa2or3mNcHv06gZ6CTI6pbukZ0xcvNi6zCLP448gftw9o7OySH+nvpDmfr2agn05iG3agodjaqY+19QqFHox74ufuRVZjF5pTNdG/UvdbGltp37EZU08DaWSEPFavkE3IS2Hp4qxLyIiIiIiJOoIR8PWOzG/x2KJsv96axJ6fohPM+rhaa+3vQxM+dSG93In2sRPu6E+bpVqVxyo1y/r3z36SVpNHIoxEjGo2oqUuoFrPJRO9wP3qH+1FSbqfMbmCzG+SW2tiZWcD2jAK2ZxzFbsCIZiFc3USJeKld3lZvZo2cxdUzr+Zg9kGmrpx63PlXlr1C/5j+3NzlZgY1H4SrpfZvcNUlhWWF3P/9/RgYXNf+Oi5rcZmzQ6pzXC2u9G7cm1/3/cryg8vPn4R8sPMT8j0ie1T+f2P/xvSN7ltrY7taXBnYZCDfxn7LL3G/KCF/DjMM469STbU47zs17MR3u75ja8rWWhtTRERERET+ooR8PVFQVs78/RnM3ZdO+p/lWKwWE91DfWgR4Elzfw9a+HsS5ul61rV3S8pLuHfLvSxKXYQZM0+3eRo3c9US+o5ktZix/vkJfn+rC1E+7gyJDnJuUCJAiFcI88bM4+ONH1du4GgxWdibsZelB5ay7OAylh1cRqhXKKM6jWJ059FE+kU6O2yneGXpKxzIOkCYd5hK1fyD/jH9KxPy43uPJ7Mwk1JbKS4WF1zMLni4euDuUv/LcRmGUZmQr63SHf8k0DOQFsEt2Juxl5EdRtZ6uaBBzQfxbey3/Bz3M08MfKLG+zcMg2d+fYadR3ZiNpkrv0yYMJvMWF2s3NT5JgY2HVjjY8tfjhw9wtHSo1hMllr9BJU2dhURERGRc8mkSZOYP38+u3fvxsPDgz59+vDqq6/SsmVLZ4d2SkrIO9netHymx6VzWZmdi2ICT5pMLy23c9+yfezKLgQgyN2F4c1CuKZJMP7Wmn0Jj9qOctvG21iZsRI3sxvvdH6HIeHaZFHkTDX0bchTFz11wvGEnARmbZnF7G2zSStI481Vb/KfVf+hW6NuNAlsQnRANAObDKxMlJzL1iSuYfr66QBMHjJZmwr+g34x/QBYd2gdN391Mz/H/XzcebPJTKfwTvSL6ccF0RfQKbwT3lZvZ4R6VjIKMsgtzsWEiZjAGGeHA8CzlzzLD7t+4Pbut9f62AObDsRisrA7fTeJOYk09m9co/3HZcbxwfoP/rHNT3t/4p2h7zCs7bAaHVv+cuwmVGP/xrhZam/hQ8ewjpgwkZyXTHpBOiFeIbU2toiIiIhITVu2bBnjx4+ne/fu2Gw2nnjiCQYNGkRsbCxeXl7ODu+klJB3orS8YibM20FmQSkrMwv49lAWI1uE0jHYG2/XvzZxm7YjhV3Zhfi6WbivYwSXRAbg5oByLNml2YxZN4atuVvxsnjxcfePuSD4ghofR+R8FOUfxRMDn+Dhfg/z494f+WzzZ6yIX8GGpA1sSNoAwOvLX+frUV/TPezcLVFRUFrAA98/gIHBqI6juLjZxc4OqU5rEdyCMO8wUo+mVibjLSYL5UY5AHbDzuaUzWxO2cybq97EhIlmwc0Y1XEUt3a7FauL1Znhn7FjdbQb+zeuMyv+L2p6ERc1vcgpYwd4BNA9sjtrE9fyS9wv3Nb9thrtPyk3Caj4fj8x4AnsRsV+F3bDjt2ws+zAMr6N/ZZ7vr2HorIiRnWqvRr65xNn7ZvgbfWmWXAz4jLi2JqylUubX1qr44uIiIiI1KQff/zxuMeffPIJoaGhbNq0iX79+jkpqn+mhLyTFJeV8+CXW8ksKCXIzUKezc6mtKNsSjuKCWjm70GnYG+C3F2YE5cOwFPdo7igoWNWkmaVZjFy7Uj+yPuDQLdAPu/xOR39z/2VuiK1zc3ixtWtr+bq1lcTnx3PlpQtxGfHs+zgMtYmrmX8gvH8eNOPNLA2cHaoDvHi7y+SkJNAhG8Ez136nLPDqfNMJhNjOo9hysopDGs7jAcveJBmQc0wDAOb3caRo0dYGb+SFfErWJu4luS8ZOIy4njut+f4ZNMnPHnRk1zV6ipnX8Zp1aUNXeuKS5tdytrEtfy679caT8in5KUAFTd8rml7zQnnb+hwA77uvny6+VMmLJxAia2Ecd3G1WgMQmX9+KZBtbeh6zGdwjsRlxHH5uTNSsiLiIiISJ2Un59PXl5e5WOr1YrVevpFZ7m5uQAEBgY6LLazpV0vncAwDF74LpbYlDz8PFx4rk0Yn/ZvzrAmwUR6WzGAuJwivt6Xzns7DwNwXbMQhybjb1h7A3/k/UGINYR5vecpGS9SC6IDoiuTrLNumEWzoGakHk1lwk8TMAzD2eHVuJXxK5mxaQYAU6+cio/Vx8kR1Q8PXfgQyROTeXfou5UJa5PJhKvFlUZ+jRjZcSTvDn2XTf/axI77d/DG4Ddo4N2AhJwE7ph/B5d9fBm/xP1Sp+dU5caWSshXGtR8EACrElZxtORojfadnJcMVJTYOhmzycyrl7/KHT3uAGDiTxOZuWlmjcYgOHXfhF6RvYCK+SUiIiIiUhe1adMGPz+/yq9Jkyad9jl2u50HHniAvn370q5du1qIsnqUkK9lhSU2Xvg+lkU7DmMxmXjpqraEursS5unGI10jmXNFG767sh0v9IpmeNNgmvt5cEG4L+M7nPwfzWerwFbADWtvIDYvlhBrCF/3+poWPi0cMpaInJqXmxcfDPsAq8XK7wd+5/317zs7pBp1tOQoD/zwAAA3d7m5sja6nJ7JZDrjzbpDvEMY03kMq+9ezUMXPoSHqwfbU7dz89c3c9Wsq/h13691MjF/rGSNEvJ/aRbUjOiAaErLS3n6l6drNCl/bIV8hG/EKduYTCaeu+Q57u19LwCP//g4C3cvrLEY5K+EvDNWyF8QXVGScEvKFgpKC2p9fBERERGR04mNjSU3N7fya+LEiad9zvjx49m5cydffvllLURYfUrI16JN8VlcP20N32yuWJn22OBWdG0ccEK7YA9XLo4M4KEukcwc1IrXLmjqkJrxAO/uf/e4ZHxzn9pfpSUiFdo0aMNzl1SUcXl5yctsSdni5IhqzuSVk0nKTSLSL5KnL3ra2eGc87zcvHik3yOsH7+ee3rdU5GYP7Kdm766iWGfD6OwrNDZIR6nsmRNsBLyx5hMJu7scScAs7fNpv8H/flt329V7icxJ5G9GXspt5dXHju2Qv6fEvLHYnhy4JPc1PkmDAzu+fYe1iSuqXIMcqKisqLKWv7OuBHV2L8xEb4RlNnLKvcxERERERGpS3x8fPD19a38Ol25mnvvvZcffviBJUuW0KhRo1qKsnqUkP8bR6waNAyD9QcyeWjOVv7vk40k5xQR7ufO9Fu6cV33yBofryqSi5J5f3/FKtxJ7SYpGS9SB9zc5WauaH4FZfYy7ph/B9lF2c4O6awVlBYwa8ssAF667CW8rd5Ojuj8EeIVwtMXP836e9ZzZ7c78XD1YG3iWj7a8JGzQ6tUVFbEoZxDgFbI/69x3cYx58Y5RPpFkpyXzOg5oxm/YDyHcg+d0d8sG5M2csF7F9Dv/X40e6MZN825iaKyosoV8qcqWfN3JpOJSZdP4vIWl1NSXsItX93CrrRdZ31t57uDWQcxMPB39yfIM6jWxzeZTPSN7guobI2IiIiI1G+GYXDvvffyzTff8PvvvxMTE+PskE5LCfk/fbU+kUGTl7NwW8pZ9WMYBplHS9gYn8XnaxIY/u5q7vx0E7/vSsMAhnaO4Ku7+9AtxvkbC7y6+1WK7cX0DOzJ5WGXOzscEaEiSfLaoNeI8o/iUO4h7l1wL3bD7uywzso3f3xDXkke0QHRXNLsEmeHc14K9grmyf5P8srlrwDw7pp3ySvOO82zasffE5PBnsHODqfO6d+kP0vvWMqdPe7EhIl5O+fR/Z3utJ3alhu/uJFpa6cRlxF3wvMyCzO5Y/4dlJaXYjaZKSor4pd9v/DD7h/OqGTN37mYXZh2zTR6NOpBXkkeN35xIweyDtTodZ5v9mX9Va7mTEtS1bS+UX8m5OOVkBcRERGR+mv8+PF8/vnnzJ49Gx8fH1JTU0lNTaWoqMjZoZ2SEvJAbEoer/+4h4yjJTz97U5++SMVwzDYdySfuRsPsWR3Gml5xcc9p6zczsH0ApbsSuPjFQd55tud3PzhOvq/uoRL3ljG/32ykck/7eFgRgEerhZGdGvE13f35tmhbfF2d3HSlf5lY/ZG5iXPA+CZNs847R+DInIiP3c/Phz+Ie4u7vy2/zfeXPmms0OqNsMw+GTTJwDc0uUWzCb92nGm4W2H0zy4OTnFOby37j1nh4NhGLy3viKOFsEt9LvoFLzcvHju0udYOHYh3SK6YTFZyCrKYsmBJTz323P0e78fn2/5vLK93bBz74J7SclPoWlgU3ZN2FVZC376+ukU2yr+pgnzCTvjGDxcPZh5/UxaBLcg9WgqQz8dqpXyZ2Ffxp9lmpz4qZBjCflth7fV+MbBIiIiIiK1Zdq0aeTm5jJgwADCw8Mrv+bMmePs0E7J+ZlhJ8svLuOp+Tuw2Q0CPF3JLizjiXk7eG1xRYL+70J9rMSEeHEkt5ik7CJs9pN/XNwERAR4EBXkRd/mwVzZMRwfd9dauJozE5cfx7gN4wAYHjGcjv4dnRyRiPyvdg3aMenySTz4w4O8vvx1ukR0YUCTAc4Oq8o2Jm9k55GduLu4M7LjSGeHc96zmC081v8xbp93O++vf59bu91KsJfzVqVPWjqJr7Z/hcVk4YELHnBaHPVFl4gu/DD2B4ptxexJ38O6Q+v4ae9PrEpYxcQfJ9I6tDVdI7ry1qq3WHJgCR4uHnw4/EP83P0Y3Wk076x5h+2p24GKckZWl3+uwfi/AjwCmDd6HiO/GMkfaX9w7efX8um1n9I9ursjLtepSstL2Z+5n8b+jfFy86rx/vdn7Qecm5Bv5NeIKP8oEnISWHtorT7BJOe1vOI8vK3eWjggIiJSDzmiBLmjndd/cZSUlTPhy60czCgg2NvK3Hv6MKhtGDa7QcbREtxdzPSICaR5qDdmE6Tll7DuQBbxmYXY7AYerhZah/tyRfsw7h7YlNeu68BXd/dm9ZMX8/39F/LOmC7c2LNxnUrGJxYmMnLtSLJKs+jg14EX273o7JBE5BRu7HgjYzqNwcDg4UUPH7cpY31xbHX8NW2uIcDjxE2spfYNaTmEDmEdKCgt4J017zgtjg83fMhbq98C4PXBr3NR04ucFkt94+7iTsfwjtzR4w7mjp7LkJZDKLOXcfu82/k29lteW/4aAJMun0Tr0NYAxATG0C2iW2UfZ1I//mRCvEOYN2YeXSO6klOcw41f38jqhNVnf1E1oLS8lPELxjN+wfjTlvrKLc7lvXXv8eu+XykoLSCjIIOf9v7Ei7+/yDWfXkOLN1owcPpAbp17q0NiPVZmyNn7JlSWrflbHfnZW2dz1zd3kV6Q7qywRGrVb/t+o+Xklry75l1nhyIiIiLnifN2hXy53eDJ+TvYGJ+Nl5uFt0d3JtDbyovXtqNfi2BCfKx0jPTH6moBoLDExu7UfBIyCwj38yAm2ItQX2u9+nj94aLD3LD2BlJLUmnp05JZPWfh6+rr7LBE5B+8MOgFftj9A0m5SSw7uKxeJS3TC9L5ftf3QMXmlFI3mEwmHuv/GKPnjOaTTZ8wvvd4QrxCajWGb2O/5d8//xuAx/s/zqhOo2p1/HOJyWTizaveZG/GXuIy47jrm7uAiht6//uplOHthrMxeSMAjXwbVXtMfw9/vhr1Fbd8dQsrE1Yybu441o9fj7+Hf7X7PBNxGXEcOXqErhFd8XD1OO6cYRg88eMTzNtZUY7vjh530DH85J8AtNlt3Dr31soktIvZBZvddtK2G5I2YBhGjf699/bqtys/qXDshomz9I3uy+xtsyvryJfby3nut+fILc4lLiOOuWPm6maqnPNmbp6JgcGyg8v4V59/OTscEREROQ+ctyvkX1+8m992peFqMTFlZCdahVckpl0tZoZ0bEiPJkGVyXgAT6sLXaICGNalEb2aBtHAz71eJeOzSrO4cd2NJBYmEu0ZzRc9vyDQzfkby4rIP/Nw9WBE+xEAzNoyy8nRVM0XW7+gtLyUzg07nzIxJs5xUdOL6BDWgWJbMd/Ffldr464/tJ5RX47irm/uwsBgXNdx3N/3/lob/1zlY/Xh4xEfV5ZWaR3ampcue+mEdkPbDMXVXPGpvequkD/Gy82Lz274jJbBLckryeOD9R+cVX+nU1hWyJUzr2TErBG0ntKaG7+4kffXvU/skViScpP4YP0HfL71rzr6S/YvOWVfLy15iVUJq/B09aSRX6PKZHzLkJaM6TSGN698kyX/t6Ry3KyirBq5BsMweHnJy7y0pOK1mXDBBKIDomuk7+o6tkJ+R+oOcopyiE2LJbc4F4A/0v7gxi9uJL8k35khijhUfkk+Sw8sBeBQziHnBiMiIiLnjfNyhXxKdhFzNhzCBLx0bXt6NAlydkgOlVeWx6h1o4g7GkeYexhf9vqSBu4NnB2WiJyh0Z1G8+GGD/kp7ifSjqYR4hXCt7Hf8vbqt/Fw9eDattdyTdtrCPKsO+9l5fZyZm6eCcDYrmOdG4ycwGQyMaL9CLanbmdB7AJu636bw8YyjIpVh2+uepO1iWsBMJvM3NT5Jl4c9GK9urldlzUPbs5n13/GnO1zmHDhBDxdPU9oE+gZyKDmg1i4ZyHNg5uf9ZjuLu480PsB7v7+bj7c8CF39rwTP3e/s+73ZHak7qhMFBfbillyYAlLDpyYdO8U3omth7ey9MDSyn0JknKTWJu4lguiL2DdoXVMWzsNgLeufoshLYeQlJeEj5vPCSv8w7zDSD2ayqGcQ2f9/mo37Dz505PM2DQDgKcueqpyo11nCvMJo1lQM/Zl7mNt4lric+KBin1MUvJS2Hp4K2PmjGH2yNkOqaUv4gizt87mlaWvnHAzyeCv+rLNg5ozd8xcftv3G6XlpQAk5yVTbi/HYrYgIiIi4kjnZUI+Lq3ij7MWYT5c2jbMydE4VlF5EbdsuIUduTsIcgtiTq85RHpGOjssEamCYxs1bkrexOvLX2df5j7WJK6pPL8peRPP/PoMFzW9iBHtRzCo+SDcXdydGHFFPdbkvGQCPAIY2maoU2ORk7u69dU888szrE9aT1JuEo38ql/C5FTshp1HFj3CrK0Vn+5wNbtyQ4cbuLfPvU5fGXwu6hPVhz5Rff6xzeuDX+fiZhdXfvLmbF3R/ApaBrdkT8YePtzwIQ9d+FCN9Pu/tqRsAeDyFpfz+IDHWXpgKUv2L2Fj8kZs5TbMZjM3d76ZW7vfSs93e7IhaQN5xXm4WFy4btZ1HMw+iAkTLuaKP33v7X0vV7a6EoBIv5P/XRTpH1mRkM89RKeGnaodu81u48EfHuTrHV9jwsQrl7/CLV1vqXZ/Na1PVB/2Ze5jVcIqEnISALi23bVcEHUBI2aNYN2hdYz9eiyf3fCZ03+3iPyTsvIynv31WT7a+NFp2+44soPXlr1Gan5q5TGb3UZKfsop3xNEREREasp5mZA/mF4AQHTwub3SxzAMHtn2COuz1uPr4svsnrNp5u3czcNEpHpGdxrNpuRNfLblMwA8XDy4t8+9+Fh9mLtjLttTt/Nz3M/8HPczvlZfrmp9FRMunECEb4RT4j2WgL2hww1K4NRRYT5h9I7qzeqE1SyIXcD43uNrtH+7YeexxY8xa+sszCYzt3W7jbt73X3WpVLk7AR6BtZozX6zycyDFzzIXd/exQfrP+COHnfgY/Wpsf6POZaQ79KwC61CWtEqpBV39bzrpG2PrfheEb+CjckbOZh9EA8XD4psRZTZy7gw+kIeH/D4aceM9ItkQ9IGDuVWv4xFia2Ee769h4V7FmIxWXjr6rcY3m54tftzhL5Rffl086csj1/O4bzDAPRp3Oay+aoAAEjFSURBVIcO4R344sYvuH729ayIX8FDCx/i3aHa9FLqpvySfMbNHcfK+JUAPNLvEa7vcP1xbQzDwFZqIzYzltvn386MTTMqb9K5u7hTbCsmMSdRCXkREalVdsNOuXHy/YxqmmEY2O2lmDFjMplw/f/27jwsqrJ94Ph3hmUA2QUBUQFzwQ333cTczVwy9yW1tPKnvallauZSvWVlauVGq0vumppp7iLue6i4oLiAoqjs+zrn9wcvUwgqIjPDcn+ui0s555nz3AduZs7c85znUZsbpF+RV5ksyN+KzC7Ie5Xygvy62+vYfHczJioTljZdSl27usYOSQhRSL1q9+Jz/8+JSo6ie83uzOo0S/eG8a1mbxH8MJiNQRvZFLSJ8PhwVgWu4njYcbaP2K73hRYf9SDxAXtD9gLIYp3FXO/avTkaepQtF7cUaUFeURQ+2vURv/39G2qVmoU9F9Knbp8iO74oXl7xfoXqTtW5FnmNX079opsqpiidDT8LQMOKDZ/atl3VdoREheB3wo8z4WcA+LHPj9R1qcuZu2d4qepLuiLck+Q8xxZ2Xumk9CRG/T4K/xv+mJuY8+OrP9K1ZtdCHUufcu6qCH4YDGSvSVDXNfuasbF7Y1b0X0G/Vf34Peh3BvoM5EWvF40WqxCPM+/wPA7fOoyVmRULey7kZe+X87RRFIWMtAy8nL3oXbs3Wy5tIT0rnSr2VfB08OTgzYPZf+8eRjgBIYQQZVJY4jXeONqK2PRIo/Rfw7YBr78wiY5u/Qt0fSyKTplc1PVGGSjIBycEMy1oGgCTak6iRfkWRo5ICPE8ypmX46+Rf7H3zb380veXPKO3ajrXZNpL0zg17hQbh2zE3dad69HXeWfLO7oFC/XhVswt+q7qy9bL/ywMuv7CerKULJq4N6GGUw299S2e3yver2CqNuXC/QuERIU817EysjLYF7KPj3d/TGu/1iw7swwVKr595VspxpdyJmoTJrSeAMD3R79nz7U9RXr8h0kPuR13GxWqAi0Q/VLVlwA4decUWkVLnzp96FS9E262brzi/UqB50KvbJ/9PBsWG/ZM8YZEhTBz70yaLmyK/w1/LM0sWTlgZbEsxgM4l3OmpnNN3fctKrfI9YastUdrRjYeCcDUXVNJy0wzeIxCPElSepJu4fvFvRbnW4x/1KyOs7A2twagu3d3qthVAZ79710IIYR4Hiuuf220YjzA1fhAPv57CH38q7P25vcce7Ar19fd5FtGi620K3MffyiK8s8IeefSWZBPyUphzNkxpGpTaevUlrEvFO00BEII4/Cwf/qQLbVKTRvPNizvt5weK3pw4MYBZu2dxX87/7fI41EUhck7JnP41mHOhJ/Bx9UHD3sP1p5bC8Cg+oOKvE9RtBytHPH18mXf9X1subiFD9p+kKfNkdAjvPvHu4xuNpoxLcbke5yjoUeZumuqboQtgMZEw1fdvsozZYAonXrV7sW68+sIuBnA6+tfZ2bHmbzd7O1ci/amZaYxZecU1Co1MzvMxNbCtkDHDrwbCEA1p2oFekxLj5ZoTDSkZaXhaOXIZ50/K9Q56UbIP8OUNX4n/Ji1d5bue3dbd/xe9aNppaaFisFQWnu01v395rcOwWTfyWy9vJWQqBB+OPED41qNY03gGhYdX0Tv2r350PdDQ4cshM7GCxuJT4vHy8GLzjU6F+gxrjaufNfjO5afXc6opqP4/cLvAITFSUFeCCGEYUSnPeCv8OwpaRc130Mde/1fL2ZPWZOKWm1BmjaFP27/ytqb33E35RbfXHwvT3sLEyt2dAzHxsxe77GVNWVuhHxUYjoJqZmoVVDF0crY4RQ5RVGYETSD4IRgKmgq8H3D71GrytyvWYgyr65rXRb2XAjAz6d+5rezvxV5H7uv7SbgZgAAKRkpjN82nhO3TxASFYKlmaUs5lpC9K7TG4Atl7bkuZviVswtRv0+irsJd/kq4Ktci99B9vRE4/4YR5+VfQh+GIyjpSOvN3ydpX2XEjQhiIH1BxrqNISRmahNWDlgJUMbDEVBYdbeWUzcPpH0rHQg+/rkg78+YM25NawKXMXLy17mWuS1Ah07Z/74gkxXA2BlZkWn6p0AmN1lNuWtyhfijP4ZIX877jaKojy1fXxqPHMOzgGg/QvtWdF/BSfHniz2xXjILsjn9/8ctha2zOwwE4D5h+fzyrJXeP+v97kRfYN5h+ex5dIWQ4UqRC6KovDz6Z8BeLPpm8/0vqe7d3fWD16Pu607VeyzR8jfib2jlziFEEKIR/0e6ke6No069s1o5tQBazM7g345WbjxZvVp/NkhlMl1F+Hj0Ioatg10X6YqM1KzkglPvmnsH1WpVOYqtTmj493tLdGYmRg5mqJ1Jf4KA08MZPXt1ahQ8X3D73HWOBs7LCGEkXT37s5k38lA9jQDR0KPFNmx0zLTdKNA+9bti5WZFcfDjjNmS/YI6p61emKtsS6y/oT+dKvRDQtTC0KiQmi1pBW/nPqFpPQkEtISGLZ+GDEpMQCkZqYy//B8ADK1mfx86mda+7VmY9BGVKh4vdHrHBlzhK9f/ppuNbvpZWFPUbyZmZgx5+U5fNbpM9QqNWvOZS8IGpUcxcJjC9lwYQMmKhNcrF0IiQqh29JuBZreRleQdytYQR7gux7fcXTM0ef6YNDd1h0VKlIyUohKjnpq+1WBq0hKT6KGUw1WDVhF5+qdMVGXjGvN1h6tcbR0xNPBkzoudfJt81rd12hZpSUpmSmcvXuWcubldNMDfbD9A65HXTdkyEIAcPDmQa5FXqOceTkG+Awo9HEKO0WVEEIIURhpWalsuLUIgMFeE3LdVWpoFiaW9PP8P35tfYTVbf/WfXlaewMQm/7QaLGVZmWuIH+jFE5XE50ezUcXPqLTwU4cjjyMRq3hszqf8aKTLLolRFk3vvV4etfuTaY2k1G/jyI0JrRIjvvzqZ+5GXOTCuUq8GXXL5nefjoA9xLuAbKYa0lirbHmm5e/wdHSkbDYMKbtnkbjBY3pvaI31yKv4Wbjht+rfkB2wXHzxc10/bUrH+/+mIS0BBq4NWDHyB183e1rHCwdjHw2wthUKhWjm41m5YCV2GhsOB52nA4/deAL/y8A+KzzZ+x9cy8tKrcgMT2Rtza9RVxq3GOPpygKgfcCgYKPkIfsdTeqOlZ9rnPRmGpwtXEFnj5tTc6HVADvNH/HqG+qCsPe0p4Dbx3grxF/PfZDBJVKxZyX51CrQi361u3LkXeO8NuA32hRJft3OXrTaFIyUgwcuSjrcv7uBvoMfK4PgnPmkL+XcE/WSRBCCKF3O8NXE53+ABeLynRwe83Y4eTLwTx7gG9MmhTk9aHMzSGfM0LesxQs6JqhzWBF6ArmXZ1HbEYsAC+7vsz02tOpYlXFuMEJIYoFlUrF/FfmczPmJufunWPo+qFsH769wHM35+dh4kPdSOlp7adhrbFmeOPhbLuyjSOhR3jB8QWaVWpWVKcgDKBvvb687P0y68+vx++EH7dibhGbGouFqQVL+y6lQcUGrDu3Dv8b/rq7IOwt7Jn20jQGNxhcYkYBC8Np/0J7tg3fxuvrXyc0NvuDwBGNR/BGkzcA2DBkAy/99BIhUSHsDdnLa3XzfyNyK+YWMSkxaEw01HapbbD4c1S2q8y9hHvcjrv9xA8Etl3ZRnh8OE7lnErsIsYVrCs8tU218tXwH+2fa5tfbz86/NyBSw8uMX33dL7p/o2+QhRlTPDDYLZc3EKWkpXv/gxtBntD9gLZ09U8D6dyTliaWZKSkcLtuNtUK1/tuY4nhBBCPI6iKKy6OQ+AgV7/wVRtZuSI8mf/vxk3YmSEvF6UuYL8zYf/GyHvVHKnUshSsvjz7p/MvzafkMQQAGrZ1OLTOp/SyinvQlxCiLLN0syS5f2W0/XXrlyLvMboTdmjV81MCvfCP/vAbBLTE2ng1oB+9foB2YvJLui5gP/u/y8D6w8scaNDRfa82yMaj2BYw2HsurqLLZe2MLD+QBpUbADA1HZTCbgZgFbRMrj+YKa1n1boublF2VDTuSZ/jfyL6bunU868HJ91+mdxVTMTM3p492D+kflsv7L9sQX5nOlq6rrWxdzE3CBx/1tl+8qcvHOS27GPHyGvKAp+x7PvIhnZeCQWphaGCq9YcLVxZUnvJQxYPYCVgSt56YWX6O7d3dhhiRIuIyuDkRtHciP6xlPbdnihw3PfEaNSqfB29ubvu38TdD9ICvIiX6funMq1gD1kvwZkZWahMdfQqXonnMo5GSk6IURJcSJyDzcSLmJlYk3vKqOMHc5j6UbIS0FeL8peQT4yESiZI+QztBlsCt/EgpAF3EzKXlTB0dyRD2t+yOAqgzFRyQhFIUT+XG1cWdF/Bb1+60XAzQCm7Z7GV12/eubC+bYr21hzbg0A/+3831yLp1W0rcji3ouLNG5heCZqE172fpmXvV/Otd3HzYe/RvyFxlRDrQq1jBSdKGnKW5V/7PNCd+/uzD8yH//r/iSlJ1HOPO+12bMu6FrUKtv9s7BrfhLSEjh48yCB9wLRmGgY3mi4IcMrNtp6tWVMizEsPr6YZWeWSUFePLf159dzI/oGjlaO9K3b97HtzE3MGd64aP7u6rnW4++7f3Mh4gK9a/cukmOK0uNB4gN6r+j92Ds2AF6u+TK/9v3VgFEJIUqiVTeyR8f3qvImNmb2xg3mCXIK8jKHvH6UqYJ8Ulom9+Oz5wT0KmEF+WNRx5gQOIHbKdlvCO3N7BnlNYo3vN7AzszOyNEJIUoCHzcflvRawsiNI1lxdgXVylfjrWZv8TDpIVceXCEhLYGuNbvmKrL/25HQI/zflv9DQeGNJm/QpFITA5+BMLac0fJCFIU6LnWoYl+FsNgw/G/484r3K3naFJeC/KMLPf586mfmHZpHdEq0blu/ev3K9MjI4Y2Hs/j4Yo6EHuFB4oMCTYEjRH5SM1OZe2guABNaT2B0s9EG6dfH1QeACxEXDNKfKFlCokLIUrKw0djQ2qO1bruCQlp6GgduHcD/hj9pmWloTDVGjFQIUZwlZsRx7OEuAAZ4/sfI0TyZzCGvX2WqIJ8zf7xjOXPsrIrnHE35URSFD859wO2U2ziZO/F21bd53fN1rE1L7rQ7Qgjj6FqzKzM6zOCTfZ8wc89Mvj/6PZFJkbr9szrO4p3m7+R5XFBEECM2jCA9K53uNbvnmnpCCCEKQ6VS0d27O0uOL2H7le15CvJXI6/qCmNGK8jb5x0hv/78ej7e/bHuewdLB6qXr857bd4zeHzFiYe9B43dG3Mm/AxbL29lVNPiewu2KN6Wn1nO3YS7uNu6M6zRMIP1m1OQP3/vPIqiyPR7Ipfw+HAAGrg1YFm/ZbrtiqKQnppOkx+a8DDpIafunKKNZxsjRSmEKO5uJ2VPO11e40Klcs833Zq+2cuUNXqV/zDIUiqnIF/SRsdfT7rOreRbmKvNOfjSQf6v2v9JMV4IUWjvNH+HYQ2HoaAQmRSJChWu1q4ALDy2kOSM5FztQ2NDGbx2MAlpCbSo0oJFvRfJIp5CiCLRvWb21CZ7ru0hLTNNtz00JpT+q/qTlpVG00pN8XLwMkp8OSPk78TeYffV3fx29jfe3/4+AGNajCHkgxAuT7zM1uFbdW3LslfrvArApqBNT22bnpXOidsnmH94PsPXD2fzxc36Dk+UAIlpiXx39DsA3n/xfYOuyVDTuSZmajNiU2MfO02VKLvuxN0BwN3WPc8+lUqFr5cvAAE3AwwalxCiZLmTfB0Ad6sXjBzJ0znIoq56VaYK8jf/V5AvafPH772/F4BW5VvJ9DRCiOemUqn4suuXrBqwih0jdxAyKYRT405R2a4ykUmRrPx7pa7tw6SHDFw9kAdJD6hVoRbL+y0vcwsWCiH0p5F7I9xs3EhMT+SX07+Qpc1i25VtvLbqNSISI/B29mZ5v+VGG6la0bYiapWalMwUXt/wOpN2TCJDm0Gv2r2Y3n461hoZIPFvPWv1RK1Sc/buWUJjQvPsD4oI4tvD39J/dX9qflOTXit68VXAV+y6toupO6eSnpWu9xgjEiKYd2geIVEheu9LPLsfT/5IdHI0VR2r0t+nv0H71phq8Hb2BmTaGpFXeFz2CHl3u7wFeYB2VdsBEHBDCvJCiMfLKchXKgkFeZlDXq/K1JQ1OQX5qs4lsyDfsUJHI0cihCgtTNQmdKjWIde291q/xwd/fcDCowsZ1nAYWdoshq4bys2Ym1Syq8SagWuws5APBYUQRUetUjOxzUQm7ZjEF/5fsOLsCm7F3ALAy8GL9YPX42jlaLT4NKYaPmz7ITuv7kStUqNSqfBx9WFmx5mPXW+jLKtgXYHWHq05dOsQIzeOJDkjGQ97D77s+iXn7p3jnS25p0Qrb1WeVh6tOBp6lKjkKPaH7Kdrza56iy8kKoQBqwcQHh/Ojyd/ZM2gNUabDknkFZ0czZITSwD40PdDTNWGf6vq4+bDhfsXuBBxocQsThx4N5DT4adzbbMys6JHrR7YaGyMFFXpkzNlTSW7Svnub+vZFoDzEeeJTIos02uKCCEe707S/wry5UpOQT4+I4ZMbQam6pIz9XdJULYK8g9L3gj52PRYTsacBKCDS4entBZCiMLr79Of+YfnEx4fzq+nf+XgzYOcu3cORytH1g1ah6uNq7FDFEKUQkMbDuXQrUNsvbyVWzG3sLewZ2TjkYxuNtqoxfgc49uMZ3yb8cYOo8R4tc6rHLp1iEsPLgFwK+YWnX7phFbRAuDr5UuXGl1o5dGKmk41UalUzNo7C78TfmwM2lhkBfl78ff4bP9nBNwMoKJNRbwcvTgcepjo5GjUKjWxqbH0W9WP3wb8RssqLYukT/F8Fh5bSEJaAnUq1KFnrZ5GiaGeaz0Azt07Z5T+n9WBGwcYtGYQCkqefd8e+Ra/3n40cm9khMhKn5wpayrZ5l+Qd7Z2pq5LXYLuB3Ho1iHdFF5CCPFvJWmEvK25IypUKCjEpkfhZCH1gKJUZgryWVlabkdnz4tckuaQD3gYQJaSRQ3rGlSxqmLscIQQpZi5iTnvtnqXKTun8Nn+7EVbLc0sWdl/JS+UL/4XDEKIkkmlUjG3+1zcbNyobF+ZQfUHUc685Fyridz6+/QnKjkKU7Up1Z2qs+DoAk7cPgFAa4/WrB64Os86JH3r9sXvhB97ru0hLjUOW41tofvPyMrgp1M/MffQXJLSswfjRCVHceF+9hQkPq4+/NTnJyZun8iR0CMMXjOYVQNX0cqjVaH7FM8vIiGCX0//CsCUdlOMdgeKbmHXCP0v7BqREMGYLWOISo4qUHtXG1cm+06msXtjIHvE9v9t+T8UFJq4N8k1lcrpO6cJiw2j54qeTPadzNiWY+WunuegKAp34v83h/xjpqwB8K3qS9D9IA7cOCAFeSFEvkrSCHkTlQl25uWJTY8kNv2hFOSLWJkpyN+NSyFTq2BhpsbFtuTMf7z3wf+mq3GR6WqEEPo3qP4gvjvyHfcS7mFtbs2K/itkZJUQQu9sNDZ80ukTY4chioCp2pR3W72r+75d1XYsPLqQC/cvMLvL7HwXBa/jUgdvZ2+uPLzCtsvbGNxgcKH6PhJ6hKk7p3I18ioATdybMNl3MikZKVyPvo6J2oTB9QdjrbFm5YCVjN40mr0he/ngrw8IeCsAMxO5FdtY5h+eT2pmKk0rNaVjNeO976lVoRYmKhOikqOISIjAzdZNb31tvbyVY2HHCtz+auRVDt08xOuNXmdS20m8veltolOi8XH1YePQjbnW+IlLjWPSX5PYenkrn/t/zp+X/8x3MdIclmaWfOj7IZ4Ons9zSqVWTEoMKRkpQPbaIo/Tzqsdi44tIuBGgN4/0BFClDzpWWk8SP3f3TYlYIQ8ZE9bE5seKQu76kGJKMgvWrSIOXPmEBERQf369VmwYAHNmjV7pmPcic5+AfVyKodaXTJeGO+l3GPfg32AzB8vhDAMjamGBT0XsPTMUsa3Hq+7dVsIIYQoDFO16VOn/FGpVLxW9zU+9/+cjUEbn7kgfz/hPp/s+4RNFzcB4GjlyPT20xngM+Cxo4ItzSzx6+1H88XNuRF9g1WBqxjReAQ3om9wP/E+TdyblMgCfWhsKMnpyQVq6+ngiaWZpZ4jerrQmFBWBa4CYGq7qUYtYlqaWVLDuQaXH1zG90dfTE1yv112tHTk886f41vV97n7Cn4YDMBAn4H08+n3xLaKorD+wnrWn1/P8rPLWXtuLWlZadhqbPmpz0+5ivEAdhZ2/PDqD7Sr2o5pu6ZxPuI85yPOP7EPcxNzvu3x7XOdU2mVM3+8cznnPD/rf2tauSmWppZEJEYQHBmsWyT4STK1mey9tpdVgat0d2b8m7XGmoU9F8oAGSFKgbspN1FQsDKx1s3PXtw5mDtzk8tSkNeDYl+QX7duHRMnTsTPz4/mzZvz7bff0qVLF4KDg6lQoUKBj3M7Jqcgb62vUItUZFokA08MJC4jjhfKvUBjh8bGDkkIUUa08WxDG882xg5DCCFEGdKnbh8+9/+cY2HHuBN3BxcLl6c+RlEU1p1fx8e7PyYxPREVKoY3Hs4U3ynYW9o/9fHWGmsmtpnItN3TmHtoLlpFyyd7PyEtKw0bjQ0tq7QsUMG6rktdxrQYY5RFSHMoisLUXVNZdmZZgR9T3qo8S/supVnlZxvoVNS+O/IdmdpM2lVtVyymDupYrSOXH1wmPi0+z77o5GiGrR/Gz6/9TOfqnZ+rnysPrwDQ7oV2tPZo/dT2bTzb0L9efybvmMz16OwpDxb0XICHg0e+7VUqFYMbDKa1Z2sO3zysW8fhUWFxYSw4ugD/G/4yqvsxcuaPf9JdBgAWpha0qNIC/xv+LDi6gKaVmj6xfXh8OBvObyAiMeKxbR4kPWDLpS1SkBeiFPj3dDUl5bnW/n8fHMSkSUG+qBX7gvy8efMYPXo0I0eOBMDPz4/t27fz66+/MmXKlAIf587/5o8vCQu6xqTHMOjEIEISQ3CzcGNV81VGvcAXQgghhBBCn9xt3Wnl0YqjoUd578/3UKMmJDqElMzsQTUqVLT1asuMDjOoZFeJxLREpuycwsagjQA0qtiI2V1nU9+t/jP1O6zRMH469RO3Ym7x0a6PALAysyIhLYHd13YX6Bh/XPqDqOQoZnWc9Ux9F6VfT//KsjPLUKGifLnyT22fmpFKVHIUfVf1ZV73efSt19cAUebv4K2DALzT/B2jxfBvH7X7iEH1B5GelZ5ru6IozDk4h7+C/+KNjW+wpPcSetTqUag+FEXRjZAvyCjqHG0827B/9H5WBa6ivFV5utTo8tTHeNh74NEw/6I9QGpmKj+f+pn7ife5/OAytV1qFziesiJnhPyT5o/P0a5qO/xv+PN70O/8HvR7gY5f3qo8A3wG0N27e64R+H9c+oPvj36v618IUbLlLOjqXkKmqwFw0GQX5GNlhHyRK9ZV3vT0dM6cOcPUqVN129RqNR07duTYsfzn20tLSyMtLU33fUJCAgC3Y5IBC7ycrPLcBmZMiqKgoGT/qygkZCQw5MQQLsVfwlnjzLrm66hkWalYxSzQ/b70+Xt5NDdE2WCI3BJlj+SV0AfJK1HUXqvzGkdDj3I07Gi++7de3sqekD281fQt/rzyJzeib2CiMmFS20m82+pd1Cr1M+ejmdqMj9p9xFub30KFig99P2Rcy3Gcu3eO8/fOP3ZUcY4HSQ/4/uj3+J3wo3aF2vSr9+SpR/ThaOhRZuyZAcD09tMZ02LMUx+TnJ7MuK3j2HF1B+O2juNa5DU+9P3Q4At/RidH60YfN3RrqP9r6wI+Z3k5eOW73a+3H+/9+R6bL23m7c1vo0JFd+/uzxzLnbg7JKYnYqo2xcvB65nO29zEnJGNswerFcXPS2OiobVHa/aG7GXf9X3UqlDruY9Z2uTkaCXbvO/LH82rQfUHERIVQnRy9FOPqzHV0LVGV7rU6IK5iXme/WGxYbr+5bW2bJFrrOJFURQogt/J7aQQACpZVTXa7/ZZc8vezAmA6LQHBo25LOR+sS7IR0ZGkpWVhYtL7ltWXVxcuHLlSr6PmT17Np98kndRsLDoZLCwwN3WjPR/FeyNLSM9Ay1ZZCqZpKYnM+L0CM7FncPBzIHfmv5GZavKZGgzjB2meISiKGRqMwH0dqtRpjYTLVoy0zPJUEsOlBWKopCRnv37Lim3sYniT/JK6IPklShqvWr04uqDq2RqM6lmX41aLrWwt7AHIColiq8OfcXJ8JN8d/Q7ANys3VjQfQHNKjUjKz2LLLIK1W8Xry780PMHXK1ds4vCGQo+Tj74OPkU6PFKlsKCEwuY9NckqtpVxcelYI8rCrfjbjPq91FkKVm8WutV3mzwJhlpT79uNMOMJa8sYc7hOSw6uYjvjn7H1YdXmdt1LtbmhpviM/BOIACe9p5YqiwLFHthFdVz1rwu8zBVmbLh4gbG/jEWOzM7mldq/tj2e67v0S007OngSfca3bl07xIAVR2qospUkZFp3Gt93yq+7A3Zy/6Q/bzd6G2jxlIc3Y65DYBrOdc8OfpoXllgweftP3+2DjLJNwdypu4KjwvX69+GKH7kGqt4yUzPQoUaRUlDqy3ctQbAnaRrAFS0rIJWm1pU4T0TRQGtNg1QUZDUsjdzACAm/b5BY1aU4lO31ZdiXZAvjKlTpzJx4kTd9+Hh4dSuXZu5/eqTqnHgBTd7zEwMO/LjSbQZKtSYoFW0vPP3O5yKOYWtqS2rm6+mrl1dY4cnHiPn0zoztZneXiCz1FmoUWNqboqZpuQtKiYKR5dbGv3llih7JK+EPkheiaJmhhmzOs/KLkSkZeTJrS1eW9gYtJG5h+bi4+rDl12/xNHKsUj67lm3Z6EfO6X9FK5EXWFPyB7GbR/H7jd2Y6OxKZK4HpWSkcIPJ38gLjUOgH0h+4hJjcHH1Ye5r8zF3CzvKNsn+bjjx9SoUINJOyax49oOrsdcZ2nfpVR1rKqP8PO4FJVdmPZx89H79W5RPWeZYcb8HvNJyEhg59WdvLnlTbYM25LvyPJz987x5pY3c2378/U/CYnNHiXpXcG7WFznd6zZken7p3Mq/BSppOotf0uqu4l3AajiWCXP70ufr4Wezp4ARCZHkqnOLBaLMAvDkGus4sU0U42CGpVKg1pd+Ofs8ORbAFS29katfvwC0fqUnVsKarWmQLnlaOEGQGx6tEFjVqk0BuvLWIp1Qd7JyQkTExPu37+fa/v9+/dxdXXN9zEajQaN5p9fXHx89mI8ns7WVKmS/2OMSaVSoULF4tBFHIo8hJWJFb81/w0fe8ONrBGFo1KpdF96Oz767UMUT/rOLVE2SV4JfZC8EvqSX26pVCr6+/Snv09/I0aWl4nKhAU9F9Dh5w7cirnF5J2TWdxr8RP/LvZc24PfCT8q21WmpnNNvJ298Xb2xtXG9YmPm3d4HguPLcy1zbmcM8v6LcPK3KpQ8Q+oP4BqTtV4Y+MbXI28Srel3VjcezEdq3Us1PGexYWICwDUc61nkOeRonrOMjUxZUnvJQxYPYCTd04yZN0Qto3YlmfRz59P/QxAnQp1yFKyuPLwCn9e+ZPY1Fgge/744vD86eXoRVXHqtyIvsGR0CN0q9nN2CEVK+Fx2XO4V7KrlO/vS1+vhQ6WDliZWZGckcy9hHu8UL7kzDstnp9cYxUfKpUKnvP3oVW03E25CUDlctWM+nt9ltxy0FQAsueQN2TMZSHvi89Q8XyYm5vTuHFj9u3bp9um1WrZt28fLVu2NGJkRSsk5SpLQhcDMLf+XJo4NDFyREIIIYQQQoiCsre0x+9VP0xUJmy+uJk159Y8tu31qOu8s+UdjoQeYe35tXyy7xMGrR1EwwUN8Z7nzcy9M0lMS8zzuNCYUH48+SMAQxoMYWzLsUxoPYGtr2+lom3F54q/sXtjdr+xm6aVmhKfFs+wdcP48K8PeZD44LmO+zQ5BXkf15I3GMnSzJLl/ZdT3ak69xLuMXDNQGJSYnT7IxIi+OPSHwDM7T6XKb5TANh+ZTtXHmRPv1rTuabhA3+Ml6q+BMD+6/uNHEnxkpaZxoOk7L+DSnaVDNq3SqXSLSQrC7sKUbI9SA0nXZuGicoUF4vKxg6nwBzMsxd1jZFFXYtcsS7IA0ycOJGffvqJ5cuXc/nyZcaMGUNSUhIjR440dmhFIkubxRd3ZpKpZNLFpQs93HoYOyQhhBBCCCHEM2paqSlT2mUXXafunErHnzvS8eeOdF/WnU/2fULAjQBiU2J5a9NbJKUn0axSMz548QNe8X6F6uWrY6IyIS41jh9O/EAbvzb8cemPXIuafbr/U9Kz0vH18uWbl79hevvpTG43GS/H/BcgfVYuNi78PvR3Xm/0OgoKK/5eQYvFLfjm4DckpScVSR//Fp8az82Y7NGC9VzrFfnxDcHB0oE1A9fgZuPGtchrDF8/nJSMFACWn1lOhjaD5pWb06BiA3yr+mJlZkV4fDjnI84Dxasg3/6F9kB2Qb4sLKZXUPcS7gFgaWqJo2XRTJH1LCrZZn8IkLOwrBCiZLqTdB2AipaemKqL9WQlueQU5OPSo5660L14NsU+CwYMGMDDhw+ZMWMGERERNGjQgJ07d+ZZ6LWk+vb0V1xMvoC1iQ2f1/28TNyWIYQQQgghRGk0tuVYjoYexf+GP0H3g3Tbz4SfYcnxJahQoaDgVM6Jn/r8hIvNP+9p0jLTCLgZwIw9M7gVc4u3N7/NsjPLqFa+GqmZqWy/sh21Ss2sjrP09p7B3MScr7t9Te/avfl036cE3gvkm0PfsCpwFRuGbKBa+WpF1lfOz6eSXaUiWwvAGCrZVWL1wNX0WtGLk3dO8vbmtxnoM5Dlfy8HYHSz0UD2iPpO1TvpRs1rTDR4OngaK+w8Wnq0RGOiITw+nGtR16jhVMPYIRWp5IxkjoUeI1Ob+UyPC34YDIC7nbtR3qvnjMqXEfJClGx3krML8pXKlaypp+zNnQDQoiU+I1r3vXh+xb4gDzBu3DjGjRtn7DCK3M9nlzD31BcAfFx9Om6WbkaOSAghhBBCCFFYapWaX/v+yuk7p3WFv6jkKA7dOkTAjQAiEiNQq9Qs6rkoVzEeQGOqoXP1zrT1asvCowtZcHQBx8KOcSzsmK7N0IZD8108tKi18mjFjpE7+OPyH3y+/3Nux91mxIYR/DXiL2wtbIukj5I8Xc2jalWoxbJ+yxi0ZhC7r+1m97XdQHYxtWuNrrp23b276wry1cpXK1ajJK3MrGjp0ZIDNw6w//r+UleQn757OqsCVxX68YaeriZHzroEMkJeiJItPKcgb1WyCvKmajNszOxJyIglJu2hFOSLUPG5Aihj1l9cxYd73gPgTZd36F+xeC1OJYQQQgghhHh2lmaWvOj1Yq5tfev1RVEUrkZeBZ48VYmFqQUftP2AvvX6su3KNjKyMoDsgunQhkP1F/gjVCoVvWv3pnWV1nT5tQshUSGM2TKGGR1m6NooKITHZY+ozvkAwsbchj51+2CjsXni8XOmbSmp09U8qpVHK5b1W8bi44tJzUzFRG3CuJbjchXdO7zQAUtTS1IyU/Cu4G3EaPPX/oX2HLhxAP/r/rzT/J1c+7K0WZwOP61b4BSyP1TwcSv+H6hoFS07ru4AshfY1Zhqnunx5ibmjGk+Rh+hPZXMIS9E6ZAzZY17CRshD9nT1iRkxBKT/hAv9D8ooKyQgryBKYrCb+eX8v6usQC8Ue8dRqvGGjkqIYQQQgghhD6pVKpnmjPc08GTcS2Nf5ews7UzS/stpdeKXuy7vo991/c99TG/B/3OxqEbMTcxz7V919VdHL99HIBDNw8BpacgD/DSCy/x0gsvPXZ/OfNydKjWgW1XthXL885Z2PVY2DGWn1mOSqVCURTO3TvHrmu7iEqOyvOYnrV6Mr3DdCrbFd9FCoMigohOjqaceTl2vrETMxMzY4dUYLopa+KkIC9ESXanhI6QB7A3dyYs6Zos7FrEpCBvQBGJ9xi/cwy7r/8FwIA6Q/j0xa8JPxJm5MiEEEIIIYQQIn/13eqzpPcSZu2dRUJ6Qq595S3LU6tCLSzNLAHYEbyDk3dO8tHOj5jz8hzdvNsLji7gc//Pcz1WrVJT37W+YU6imJjddTYtqrQw6N0OBVWtfDUq21XmdtxtJu+cnGe/vYU9dVzqoFapydBmcCLsBFsvb2X3td282+pd3mv9XrGahidHwM0AANp4tClRxXj4Z8qau/F30Spa1Cq1wWNQFIUh64boPkQzlH71+jHvlXkG7VMIfSnJBXknTfb02hEpUrssSsXv1bIUuh59jQ2X1vDTmcXEpEZjbmLORy/OYmzTCWQkZxk7PCGEEEIIIYR4om41u9GtZrentutZqydD1w1lZeBK6rrWZUTjEXx7+Fu+DPgSgD51+ujmz29UsRHO1s56jbu4cS7nzKimo4wdRr5UKhVfd/ualYErURRFt93Nxo2uNbrSokqLXAXtoIggpu+ZzrGwY8w5OIeDNw+ypPcSKtpWNEb4j3XgxgEAfKv6GjeQQnCzcUOFirSsNCKTIqlgXcHgMRwJPcL+6/sN3u/qc6sZ12ocVR2rGrxvIYpSXHo0CRmxAFQqV/Ly+QWbuuyP+J2QhAvGDqVUkYJ8EUvPSud2XCi3Ym8SHHWZLVc2cvruCd3++i4NWdT9F2o71wUgAynICyGEEEIIIUqHDtU6MK39NP67/798vPtjzoSfYcOFDQBM9p3MhDYTjByheJKnTbvzb3Vd67Jp6CY2X9zMhzs+5MTtE3T8uSMLei6gQ7UOeo60YJLSkzh5+yQA7aq2M24whWBmYoarjSv3Eu5xJ+6OUQryqwNXAzDAZwCTffPeOaEPE7dP5MCNA6wOXM3H7T82SJ9C6EvO6HgnjRsWJlZGjubZVbPNnmLterwU5IuSFOSfIj4tjoysDKzMymFhagHA/aQIQmNvERp3g9DYW9yKvUlo3E1CY29xN+EOCkquY6hVal7y7ET/OoPo7d2vxN0mJ4QQQgghhBAFNbbFWC7ev8jmi5t1xfhpL03j3VbvGjkyUdRUKhV96vahYcWGvL35bc5HnGfIuiGMazmOyb6Tjf7e92joUTK0GVS2q4yXg5dRYymsSnaVuJdwj/D4cBq5NzJo3zEpMWy/sh2AkY1HGuzuh9cbvs6BGwdYd35dscgjIZ5HzoKulUrggq4A1W2yF+++nhBElpKFicrEyBGVDlKQz4dW0bLvxi5++fsH9lzfoSuwq1VqTFQmZGgznvh4KzMrPOy88LD3pE2VdrxWawAu1q6GCF0IIYQQQgghjEqlUjG3+1xuRt8k8F4g09tPZ2zLscYOS+iRl6MXfw7/k0/2fcKvp39l4bGF7L++H08HT12bauWrMa7lOGwtbA0WV8788e2qttOtZ1DSuNu6c4pThMcbfmHX34N+Jy0rjboudanvZrj1HjpV74RzOWceJj1kz7U9vOz9sm7fH5f+YM25NWRkPbkuow+2Glvef/F96rrWNXjfouQqyfPHA7iXq4qFiRWpWcncTgrB07rgC9Qb0qJFi5gzZw4RERHUr1+fBQsW0KxZM2OH9VhSkCd7kRIFhZiUaFZdWM7Sv38kNO5mnnZaRatbSMXdpjIe9p542Hnhae/1v/9XxdPeCycr5xL7Yi+EEEIIIYQQz8vKzIo/h/9JRGIEle0qGzscYQAaUw1fdPmCllVaMnH7RC49uMSlB5dytdlwYQNfdv2SLjW6GCSmgBvZBfmSOH98Dne77IVd78TdMWi/iqKw8u+VAAxuMNigNQ4zEzMG+Axg4bGFrAxcycveL5OamcqMPTNYcXaFweLIz6Fbh1jWbxltPNsYNQ5RvCVlJpD5v8G8txIvAyW3IG+iMqGqdR0uxZ0iJP5CsSzIr1u3jokTJ+Ln50fz5s359ttv6dKlC8HBwVSoYPipvgqiTBfk07PS+e3cr8w79hX3k+6hQkWWkj2nu53GniE+IxjZYDQe9l4kZySTnJFEpjaDCuVcMTcxN3L0QgghhBBCCFF8mZmYSTG+DOpRqweN3Ruz//p+srTZ768ztBn8fOpnbsXcYviG4fSs1ZPBDQajVqkL1YeJ2oQGbg0oZ17usW3uxN3hWtQ11Co1bTxKbvHU3Ta7IL/hwgaOhx3XSx/O5ZxpUaUFrTxaUd+tPuYm5vx992+uPLyChakFr9V9TS/9PsngBoNZeGwh/tf9ORJ6hFl7ZnHh/gVUqBjTYgw+rj4Gj2n52eUcCzvG4LWDWdRrET1q9SjwY9My07gbf7dAbRVFITM9E1Nz0wJ/EKJWq3G3dcdU/fgyX3RyNOvOr+N61PUCHfN5mJqY0qt2L1pWaan3voqL5MxE9t7bwB9hv3Au5kie/SV1yhqA6rY+2QX5hPN0pK+xw8lj3rx5jB49mpEjRwLg5+fH9u3b+fXXX5kyZYqRo8tfmSnIH70TwNlkC9IyU0nLSicuNZalgT9yK/ZGrnb1XRryZqMx9KnVHyuzfxZbsNXYYqsx3K11QgghhBBCCCFESVTRtiJDGw7NtW1IgyHMPTSXJceXsPXyVrZe3vpcfdhqbBlUfxBNKzdFRd6iZc5iro0qNsLe0v65+jKmBm4NAIhLjSMuNU5v/fjf8AfA0tSSJpWakJyRDMArtV7BzsJOb/0+TlXHqrTyaMXR0KO8tjL7AwFHK0cW91pstAV6u9bsytgtY9kevJ23Nr3FZN/JVHeq/sTH3Im7Q8DNAI6FHSMlI0Wv8WlMNNR0rkntCrWp7VKbirYVUaFCq2jZf30/my9uJjUzVa8x/NuyM8voXrM7vev0LvSHb8VBSpqWKzEqwtJtsDDPW0bVKlkcf7ib3XfXkpyVmO8xnDRuNC7fTs+R6k81m+yFXU9G7qOGbQO99xcZHVXgtunp6Zw5c4apU6fqtqnVajp27MixY8f0EV6RUCmKojy9WckVFhaGh4cHjlPLE63k/YU6Wpbnrfrv0sGjM1lKFq7lKhr0Vqz05HTunQrHvpw55hayUElJoSgKmUompqqCf2L9rNIy0og2j6aCdwXMLeSOjLJCURQy0jIw05jJ1FeiyEheCX2QvBL6Irkl9EHyqvi4EnmFxacW8zDxYaGPEZcWx8Okgj1+VONRvN3k7UL39SSGyquQqBAikyP1cmxFUbgdf5sz985w9u5ZYlNjc+3/seePNHRrqJe+n2bntZ1M3z8dgPqu9fm8w+e4WLsYJZYcWdosvjr8FZsvb37mx1qYWmCiLuCCmArk8znTY6VnpRdoXv0aTjXw9fDVe4H8bsJdtl3dRikvOebhauFJR+eB+JZ/DQczp3/tUReLDyUURUFR0lCpNM/0nHUh/igzrwzQY2SPSAPmQ1BQEJUr/3OnnUajQaPR5Gp69+5d3N3dOXr0KC1b/nNHxocffkhAQAAnTpwwVNTPpNQX5I8cOUKbNiX39jQhhBBCCCGEEEIIIYQoy2bOnMmsWbNybSupBflSP2VNrVq1gOxPVezsDH+blSidEhISqF27NpcuXcLGxsbY4YhSRHJL6IPkldAHySuhL5JbQh8kr4Q+SF4JfZC8EvpSUnJLq9USFhZG7dq1MTX9p3T96Oh4ACcnJ0xMTLh//36u7ffv38fV1VXvsRZWqS/I5/ziKleujK2tzAEvikZ8fDwA7u7ukleiSEluCX2QvBL6IHkl9EVyS+iD5JXQB8kroQ+SV0JfSlJuValSpUDtzM3Nady4Mfv27aN3795AdkF/3759jBs3To8RPp9SX5AXQgghhBBCCCGEEEIIUfpMnDiR4cOH06RJE5o1a8a3335LUlISI0eONHZojyUFeSGEEEIIIYQQQgghhBAlzoABA3j48CEzZswgIiKCBg0asHPnTlxcjLsI9JOU+oK8RqNh5syZ+c4zJERhSV4JfZHcEvogeSX0QfJK6IvkltAHySuhD5JXQh8kr4S+lObcGjduXLGeouZRKkVRFGMHIYQQQgghhBBCCCGEEEKUdmpjByCEEEIIIYQQQgghhBBClAVSkBdCCCGEEEIIIYQQQgghDEAK8kIIIYQQQgghhBBCCCGEAUhBXgghhBBCCCGEEEIIIYQwgFJdkF+0aBGenp5YWFjQvHlzTp48aeyQRDE2e/ZsmjZtio2NDRUqVKB3794EBwfnapOamsrYsWMpX7481tbWvPbaa9y/fz9Xm7CwMLp3746VlRUVKlRg0qRJZGZmGvJURDH25ZdfolKpGD9+vG6b5JUorPDwcIYOHUr58uWxtLSkXr16nD59WrdfURRmzJiBm5sblpaWdOzYkWvXruU6RnR0NEOGDMHW1hZ7e3vefPNNEhMTDX0qopjIyspi+vTpeHl5YWlpyQsvvMBnn32Goii6NpJXoiAOHjxIjx49qFixIiqVii1btuTaX1R5dP78eV588UUsLCyoXLkyX3/9tb5PTRjRk/IqIyODyZMnU69ePcqVK0fFihV5/fXXuXv3bq5jSF6JRz3t+erf3nnnHVQqFd9++22u7ZJX4lEFyavLly/Ts2dP7OzsKFeuHE2bNiUsLEy3X94nivw8LbcSExMZN24clSpVwtLSktq1a+Pn55erjeSW8ZXagvy6deuYOHEiM2fO5OzZs9SvX58uXbrw4MEDY4cmiqmAgADGjh3L8ePH2bNnDxkZGXTu3JmkpCRdmwkTJvDnn3+yYcMGAgICuHv3Ln369NHtz8rKonv37qSnp3P06FGWL1/OsmXLmDFjhjFOSRQzp06d4ocffsDHxyfXdskrURgxMTG0bt0aMzMzduzYwaVLl5g7dy4ODg66Nl9//TXff/89fn5+nDhxgnLlytGlSxdSU1N1bYYMGcLFixfZs2cP27Zt4+DBg7z11lvGOCVRDHz11VcsWbKEhQsXcvnyZb766iu+/vprFixYoGsjeSUKIikpifr167No0aJ89xdFHsXHx9O5c2c8PDw4c+YMc+bMYdasWfz44496Pz9hHE/Kq+TkZM6ePcv06dM5e/YsmzZtIjg4mJ49e+ZqJ3klHvW056scmzdv5vjx41SsWDHPPskr8ain5dX169dp06YN3t7eHDhwgPPnzzN9+nQsLCx0beR9osjP03Jr4sSJ7Ny5k5UrV3L58mXGjx/PuHHj2Lp1q66N5FYxoJRSzZo1U8aOHav7PisrS6lYsaIye/ZsI0YlSpIHDx4ogBIQEKAoiqLExsYqZmZmyoYNG3RtLl++rADKsWPHFEVRlL/++ktRq9VKRESErs2SJUsUW1tbJS0tzbAnIIqVhIQEpXr16sqePXsUX19f5b333lMURfJKFN7kyZOVNm3aPHa/VqtVXF1dlTlz5ui2xcbGKhqNRlmzZo2iKIpy6dIlBVBOnTqla7Njxw5FpVIp4eHh+gteFFvdu3dX3njjjVzb+vTpowwZMkRRFMkrUTiAsnnzZt33RZVHixcvVhwcHHK9Fk6ePFmpWbOmns9IFAeP5lV+Tp48qQBKaGiooiiSV+LpHpdXd+7cUdzd3ZWgoCDFw8NDmT9/vm6f5JV4mvzyasCAAcrQoUMf+xh5nygKIr/cqlOnjvLpp5/m2taoUSNl2rRpiqJIbhUXpXKEfHp6OmfOnKFjx466bWq1mo4dO3Ls2DEjRiZKkri4OAAcHR0BOHPmDBkZGbnyytvbmypVqujy6tixY9SrVw8XFxddmy5duhAfH8/FixcNGL0obsaOHUv37t1z5Q9IXonC27p1K02aNKFfv35UqFCBhg0b8tNPP+n237x5k4iIiFy5ZWdnR/PmzXPllr29PU2aNNG16dixI2q1mhMnThjuZESx0apVK/bt28fVq1cBOHfuHIcPH6Zbt26A5JUoGkWVR8eOHaNt27aYm5vr2nTp0oXg4GBiYmIMdDaiOIuLi0OlUmFvbw9IXonC0Wq1DBs2jEmTJlGnTp08+yWvxLPSarVs376dGjVq0KVLFypUqEDz5s1zTT0i7xNFYbVq1YqtW7cSHh6Ooij4+/tz9epVOnfuDEhuFRelsiAfGRlJVlZWrsQBcHFxISIiwkhRiZJEq9Uyfvx4WrduTd26dQGIiIjA3Nxcd0Gf4995FRERkW/e5ewTZdPatWs5e/Yss2fPzrNP8koU1o0bN1iyZAnVq1dn165djBkzhv/85z8sX74c+Cc3nvRaGBERQYUKFXLtNzU1xdHRUXKrjJoyZQoDBw7E29sbMzMzGjZsyPjx4xkyZAggeSWKRlHlkbw+iidJTU1l8uTJDBo0CFtbW0DyShTOV199hampKf/5z3/y3S95JZ7VgwcPSExM5Msvv6Rr167s3r2bV199lT59+hAQEADI+0RReAsWLKB27dpUqlQJc3NzunbtyqJFi2jbti0guVVcmBo7ACGKo7FjxxIUFMThw4eNHYoo4W7fvs17773Hnj17cs0HKMTz0mq1NGnShC+++AKAhg0bEhQUhJ+fH8OHDzdydKKkWr9+PatWrWL16tXUqVOHwMBAxo8fT8WKFSWvhBAlRkZGBv3790dRFJYsWWLscEQJdubMGb777jvOnj2LSqUydjiilNBqtQD06tWLCRMmANCgQQOOHj2Kn58fvr6+xgxPlHALFizg+PHjbN26FQ8PDw4ePMjYsWOpWLFinjv2hfGUyhHyTk5OmJiY5Fkh+P79+7i6uhopKlFSjBs3jm3btuHv70+lSpV0211dXUlPTyc2NjZX+3/nlaura755l7NPlD1nzpzhwYMHNGrUCFNTU0xNTQkICOD777/H1NQUFxcXyStRKG5ubtSuXTvXtlq1ahEWFgb8kxtPei10dXXNs9h5ZmYm0dHRkltl1KRJk3Sj5OvVq8ewYcOYMGGC7g4fyStRFIoqj+T1UeQnpxgfGhrKnj17dKPjQfJKPLtDhw7x4MEDqlSporuWDw0N5f3338fT0xOQvBLPzsnJCVNT06dey8v7RPGsUlJS+Oijj5g3bx49evTAx8eHcePGMWDAAL755htAcqu4KJUFeXNzcxo3bsy+fft027RaLfv27aNly5ZGjEwUZ4qiMG7cODZv3sz+/fvx8vLKtb9x48aYmZnlyqvg4GDCwsJ0edWyZUsuXLiQ64Is543Aoy+2omzo0KEDFy5cIDAwUPfVpEkThgwZovu/5JUojNatWxMcHJxr29WrV/Hw8ADAy8sLV1fXXLkVHx/PiRMncuVWbGwsZ86c0bXZv38/Wq2W5s2bG+AsRHGTnJyMWp378tDExEQ3kkvyShSFosqjli1bcvDgQTIyMnRt9uzZQ82aNXFwcDDQ2YjiJKcYf+3aNfbu3Uv58uVz7Ze8Es9q2LBhnD9/Pte1fMWKFZk0aRK7du0CJK/EszM3N6dp06ZPvJaX+oMojIyMDDIyMp54PS+5VUwYeVFZvVm7dq2i0WiUZcuWKZcuXVLeeustxd7ePtcKwUL825gxYxQ7OzvlwIEDyr1793RfycnJujbvvPOOUqVKFWX//v3K6dOnlZYtWyotW7bU7c/MzFTq1q2rdO7cWQkMDFR27typODs7K1OnTjXGKYliytfXV3nvvfd030teicI4efKkYmpqqnz++efKtWvXlFWrVilWVlbKypUrdW2+/PJLxd7eXvnjjz+U8+fPK7169VK8vLyUlJQUXZuuXbsqDRs2VE6cOKEcPnxYqV69ujJo0CBjnJIoBoYPH664u7sr27ZtU27evKls2rRJcXJyUj788ENdG8krURAJCQnK33//rfz9998KoMybN0/5+++/ldDQUEVRiiaPYmNjFRcXF2XYsGFKUFCQsnbtWsXKykr54YcfDH6+wjCelFfp6elKz549lUqVKimBgYG5rufT0tJ0x5C8Eo962vPVozw8PJT58+fn2iZ5JR71tLzatGmTYmZmpvz444/KtWvXlAULFigmJibKoUOHdMeQ94kiP0/LLV9fX6VOnTqKv7+/cuPGDWXp0qWKhYWFsnjxYt0xJLeMr9QW5BVFURYsWKBUqVJFMTc3V5o1a6YcP37c2CGJYgzI92vp0qW6NikpKcr//d//KQ4ODoqVlZXy6quvKvfu3ct1nFu3bindunVTLC0tFScnJ+X9999XMjIyDHw2ojh7tCAveSUK688//1Tq1q2raDQaxdvbW/nxxx9z7ddqtcr06dMVFxcXRaPRKB06dFCCg4NztYmKilIGDRqkWFtbK7a2tsrIkSOVhIQEQ56GKEbi4+OV9957T6lSpYpiYWGhVK1aVZk2bVquYpbklSgIf3//fK+rhg8frihK0eXRuXPnlDZt2igajUZxd3dXvvzyS0OdojCCJ+XVzZs3H3s97+/vrzuG5JV41NOerx6VX0Fe8ko8qiB59csvvyjVqlVTLCwslPr16ytbtmzJdQx5nyjy87TcunfvnjJixAilYsWKioWFhVKzZk1l7ty5ilar1R1Dcsv4VIqiKPoafS+EEEIIIYQQQgghhBBCiGylcg55IYQQQgghhBBCCCGEEKK4kYK8EEIIIYQQQgghhBBCCGEAUpAXQgghhBBCCCGEEEIIIQxACvJCCCGEEEIIIYQQQgghhAFIQV4IIYQQQgghhBBCCCGEMAApyAshhBBCCCGEEEIIIYQQBiAFeSGEEEIIIYQQQgghhBDCAKQgL4QQQgghhBBCCCGEEEIYgBTkhRBCCCGEKCIjRoygd+/eRut/2LBhfPHFFwbpa8qUKbz77rsG6UsIIYQQQojSQqUoimLsIIQQQgghhCjuVCrVE/fPnDmTCRMmoCgK9vb2hgnqX86dO0f79u0JDQ3F2tpa7/1FRkZStWpVAgMDqVq1qt77E0IIIYQQojSQgrwQQgghhBAFEBERofv/unXrmDFjBsHBwbpt1tbWBimEP86oUaMwNTXFz8/PYH3269cPT09P5syZY7A+hRBCCCGEKMlkyhohhBBCCCEKwNXVVfdlZ2eHSqXKtc3a2jrPlDXt2rXj3XffZfz48Tg4OODi4sJPP/1EUlISI0eOxMbGhmrVqrFjx45cfQUFBdGtWzesra1xcXFh2LBhREZGPja2rKwsNm7cSI8ePXJtX7x4MdWrV8fCwgIXFxf69u2r26fVapk9ezZeXl5YWlpSv359Nm7cmOvxFy9e5JVXXsHW1hYbGxtefPFFrl+/rtvfo0cP1q5dW5gfpxBCCCGEEGWSFOSFEEIIIYTQo+XLl+Pk5MTJkyd59913GTNmDP369aNVq1acPXuWzp07M2zYMJKTkwGIjY2lffv2NGzYkNOnT7Nz507u379P//79H9vH+fPniYuLo0mTJrptp0+f5j//+Q+ffvopwcHB7Ny5k7Zt2+r2z549mxUrVuDn58fFixeZMGECQ4cOJSAgAIDw8HDatm2LRqNh//79nDlzhjfeeIPMzEzdMZo1a8adO3e4detWEf/UhBBCCCGEKJ1kyhohhBBCCCGe0bJlyxg/fjyxsbG5to8YMYLY2Fi2bNkCZI+Qz8rK4tChQ0D2SHY7Ozv69OnDihUrgOypcNzc3Dh27BgtWrTgv//9L4cOHWLXrl264965c4fKlSsTHBxMjRo18sSzZcsW+vbtS0ZGhm6u+02bNjFy5Eju3LmDjY1NrvZpaWk4Ojqyd+9eWrZsqds+atQokpOTWb16NR999BFr164lODgYMzOzfH8O8fHx2NnZceDAAXx9fZ/thyiEEEIIIUQZZGrsAIQQQgghhCjNfHx8dP83MTGhfPny1KtXT7fNxcUFgAcPHgDZi7P6+/vnOx/99evX8y3Ip6SkoNFoci0826lTJzw8PKhatSpdu3ala9euvPrqq1hZWRESEkJycjKdOnXKdZz09HQaNmwIQGBgIC+++OJji/EAlpaWALrR/UIIIYQQQognk4K8EEIIIYQQevRoQVulUuXallNE12q1ACQmJtKjRw+++uqrPMdyc3PLtw8nJyeSk5NJT0/H3NwcABsbG86ePcuBAwfYvXs3M2bMYNasWZw6dYrExEQAtm/fjru7e65jaTQa4J9i+5NER0cD4Ozs/NS2QgghhBBCCCnICyGEEEIIUaw0atSI33//HU9PT0xNC3a53qBBAwAuXbqk+z+AqakpHTt2pGPHjsycORN7e3v2799Pp06d0Gg0hIWFPXaqGR8fH5YvX05GRsZjR8kHBQVhZmZGnTp1nukchRBCCCGEKKtkUVchhBBCCCGKkbFjxxIdHc2gQYM4deoU169fZ9euXYwcOZKsrKx8H+Ps7EyjRo04fPiwbtu2bdv4/vvvCQwMJDQ0lBUrVqDVaqlZsyY2NjZ88MEHTJgwgeXLl3P9+nXOnj3LggULWL58OQDjxo0jPj6egQMHcvr0aa5du8Zvv/1GcHCwro9Dhw7x4osvFmg0vRBCCCGEEEIK8kIIIYQQQhQrFStW5MiRI2RlZdG5c2fq1avH+PHjsbe3R61+/OX7qFGjWLVqle57e3t7Nm3aRPv27alVqxZ+fn6sWbNGN5r9s88+Y/r06cyePZtatWrRtWtXtm/fjpeXFwDly5dn//79JCYm4uvrS+PGjfnpp59yjZZfu3Yto0eP1tNPQgghhBBCiNJHpSiKYuwghBBCCCGEEM8nJSWFmjVrsm7dOlq2bKn3/nbs2MH777/P+fPnCzy1jhBCCCGEEGWdjJAXQgghhBCiFLC0tGTFihVERkYapL+kpCSWLl0qxXghhBBCCCGegYyQF0IIIYQQQgghhBBCCCEMQEbICyGEEEIIIYQQQgghhBAGIAV5IYQQQgghhBBCCCGEEMIApCAvhBBCCCGEEEIIIYQQQhiAFOSFEEIIIYQQQgghhBBCCAOQgrwQQgghhBBCCCGEEEIIYQBSkBdCCCGEEEIIIYQQQgghDEAK8kIIIYQQQgghhBBCCCGEAUhBXgghhBBCCCGEEEIIIYQwACnICyGEEEIIIYQQQgghhBAG8P8o4ROXiSW2uQAAAABJRU5ErkJggg==",
|
|
"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",
|
|
"# Set x-axis limits to remove padding\n",
|
|
"ax1.set_xlim(0, df['T(sec)'].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))\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(f'{base_dir}/graphs/fat_metabolism_chart.png', bbox_inches='tight', dpi=300)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"id": "1db16040",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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"text/plain": [
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"<Figure size 1800x500 with 3 Axes>"
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]
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},
|
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"metadata": {},
|
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"output_type": "display_data"
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}
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],
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"source": [
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"first_unique_phase = df.drop_duplicates(subset='PHASE')\n",
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"phase_times = first_unique_phase['T(sec)'].tolist()\n",
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"\n",
|
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"plt.figure(figsize=(18, 5))\n",
|
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"ax1 = plt.subplot()\n",
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"\n",
|
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"# Plot VO2 Pulse\n",
|
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"line1 = sns.lineplot(data=df, x='T(sec)', y='VCO2(ml/min)_smoothed', label='VCO2 (ml/min)', color='blue')\n",
|
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"ax1.set_xlabel('Time (sec)')\n",
|
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"ax1.set_ylabel('VO2 Pulse (mL/beat)')\n",
|
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"# ax1.set_title('VO2 Pulse, Heart Rate, and Speed Over Time')\n",
|
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"ax1.set_ylim(0, df['VCO2(ml/min)'].max())\n",
|
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"ax1.grid(True, alpha=0.1)\n",
|
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"# Set x-axis limits to remove padding\n",
|
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"ax1.set_xlim(0, df['T(sec)'].max())\n",
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"\n",
|
|
"# Create second y-axis for heart rate\n",
|
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"ax2 = ax1.twinx()\n",
|
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"line2 = sns.lineplot(data=df, x='T(sec)', y='HR(bpm)_smoothed', color='red', ax=ax2, \n",
|
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" linewidth=2, label='Heart Rate (bpm)')\n",
|
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"ax2.set_ylabel('Heart Rate (bpm)', color='red')\n",
|
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"ax2.set_ylim(df['HR(bpm)_smoothed'].min() - 1, df['HR(bpm)_smoothed'].max() + 1)\n",
|
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"ax2.tick_params(axis='y', labelcolor='red')\n",
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"\n",
|
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"# Create third y-axis for speed\n",
|
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"ax3 = ax1.twinx()\n",
|
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"ax3.spines['right'].set_position(('outward', 60))\n",
|
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"line3 = sns.lineplot(data=df, x='T(sec)', y='BF(bpm)_smoothed', color='green', ax=ax3, linewidth=2, label='BF (bpm)')\n",
|
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"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))\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(f'{base_dir}/graphs/recovery_chart.png', bbox_inches='tight', dpi=300)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"id": "c8ad6076",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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"<Figure size 1200x550 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Plot TSI (Left) and TSI2 (Right) with Black Slope (Trend) Lines per Stage\n",
|
|
"from numpy.polynomial.polynomial import Polynomial\n",
|
|
"\n",
|
|
"plt.figure(figsize=(12, 5.5))\n",
|
|
"\n",
|
|
"# Plot TSI (Left Leg)\n",
|
|
"plt.plot(\n",
|
|
" oxygenation['Time'], oxygenation['TSI'], \n",
|
|
" label='TSI (Left Leg)', color='steelblue', linewidth=2\n",
|
|
")\n",
|
|
"\n",
|
|
"# Plot TSI2 (Right Leg)\n",
|
|
"plt.plot(\n",
|
|
" oxygenation['Time'], oxygenation['TSI-second'],\n",
|
|
" label='TSI2 (Right Leg)', color='orange', linewidth=2\n",
|
|
")\n",
|
|
"\n",
|
|
"# Define time intervals for stages (adjust these based on your test protocol)\n",
|
|
"# Looking at the data range, we'll create intervals\n",
|
|
"max_time = oxygenation['Time'].max()\n",
|
|
"intervals = [\n",
|
|
" (0, 250),\n",
|
|
" (250, 500),\n",
|
|
" (500, 750),\n",
|
|
" (750, 1000),\n",
|
|
" (1000, 1250),\n",
|
|
" (1250, 1500),\n",
|
|
" (1500, max_time)\n",
|
|
"]\n",
|
|
"\n",
|
|
"# Calculate and plot trend lines for each interval\n",
|
|
"for start_time, end_time in intervals:\n",
|
|
" # Filter data for this interval\n",
|
|
" mask_interval = (oxygenation['Time'] >= start_time) & (oxygenation['Time'] <= end_time)\n",
|
|
" \n",
|
|
" # TSI (Left Leg) trend for this interval\n",
|
|
" mask_left = mask_interval & ~oxygenation['TSI'].isna()\n",
|
|
" if mask_left.sum() > 1: # Need at least 2 points for a line\n",
|
|
" x_left = oxygenation.loc[mask_left, 'Time']\n",
|
|
" y_left = oxygenation.loc[mask_left, 'TSI']\n",
|
|
" coefs_left = Polynomial.fit(x_left, y_left, 1).convert().coef\n",
|
|
" trend_left = coefs_left[0] + coefs_left[1] * x_left\n",
|
|
" plt.plot(x_left, trend_left, color='black', linestyle='--', linewidth=2, alpha=0.8)\n",
|
|
" \n",
|
|
" # TSI-second (Right Leg) trend for this interval\n",
|
|
" mask_right = mask_interval & ~oxygenation['TSI-second'].isna()\n",
|
|
" if mask_right.sum() > 1: # Need at least 2 points for a line\n",
|
|
" x_right = oxygenation.loc[mask_right, 'Time']\n",
|
|
" y_right = oxygenation.loc[mask_right, 'TSI-second']\n",
|
|
" coefs_right = Polynomial.fit(x_right, y_right, 1).convert().coef\n",
|
|
" trend_right = coefs_right[0] + coefs_right[1] * x_right\n",
|
|
" plt.plot(x_right, trend_right, color='black', linestyle='--', linewidth=2, alpha=0.8)\n",
|
|
"\n",
|
|
"plt.xlabel('Time (s)')\n",
|
|
"plt.ylabel('TSI (%)')\n",
|
|
"plt.title('TSI (Left) and TSI2 (Right) with Black Slope Lines per Stage')\n",
|
|
"plt.legend(fontsize=10, loc='upper right')\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.grid(alpha=0.25)\n",
|
|
"# plt.savefig('graphs/tsi_comparison_with_trends.png', bbox_inches='tight', dpi=160)\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 25,
|
|
"id": "25327cc1",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Age: 45, Gender: male, VO2 Max: 35.5\n",
|
|
"Age Range: 40-49, Category: Poor\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
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",
|
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"text/plain": [
|
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"<Figure size 1400x300 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import matplotlib.patches as patches\n",
|
|
"from matplotlib.table import Table\n",
|
|
"import numpy as np\n",
|
|
"\n",
|
|
"# VO2 Max Master Chart Data\n",
|
|
"VO2_MASTER_CHART = {\n",
|
|
" 'male': {\n",
|
|
" '20-29': {\n",
|
|
" 'Very Poor': (29.0, 38.1),\n",
|
|
" 'Poor': (38.1, 44.9),\n",
|
|
" 'Fair': (44.9, 50.2),\n",
|
|
" 'Good': (50.2, 61.8),\n",
|
|
" 'Excellent': (57.1, 66.3),\n",
|
|
" 'Superior': (66.3, None) # None means open-ended\n",
|
|
" },\n",
|
|
" '30-39': {\n",
|
|
" 'Very Poor': (27.2, 34.1),\n",
|
|
" 'Poor': (34.1, 39.6),\n",
|
|
" 'Fair': (39.6, 45.2),\n",
|
|
" 'Good': (45.2, 51.6),\n",
|
|
" 'Excellent': (51.6, 59.8),\n",
|
|
" 'Superior': (59.8, None)\n",
|
|
" },\n",
|
|
" '40-49': {\n",
|
|
" 'Very Poor': (24.2, 30.5),\n",
|
|
" 'Poor': (30.5, 35.7),\n",
|
|
" 'Fair': (35.7, 40.3),\n",
|
|
" 'Good': (40.3, 46.7),\n",
|
|
" 'Excellent': (46.7, 55.6),\n",
|
|
" 'Superior': (55.6, None)\n",
|
|
" },\n",
|
|
" '50-59': {\n",
|
|
" 'Very Poor': (20.9, 26.1),\n",
|
|
" 'Poor': (26.1, 30.7),\n",
|
|
" 'Fair': (30.7, 35.1),\n",
|
|
" 'Good': (35.1, 41.2),\n",
|
|
" 'Excellent': (41.2, 50.7),\n",
|
|
" 'Superior': (50.7, None)\n",
|
|
" },\n",
|
|
" '60-69': {\n",
|
|
" 'Very Poor': (17.4, 22.4),\n",
|
|
" 'Poor': (22.4, 26.6),\n",
|
|
" 'Fair': (26.6, 30.5),\n",
|
|
" 'Good': (30.5, 36.1),\n",
|
|
" 'Excellent': (36.1, 43.0),\n",
|
|
" 'Superior': (43.0, None)\n",
|
|
" }\n",
|
|
" },\n",
|
|
" 'female': {\n",
|
|
" '20-29': {\n",
|
|
" 'Very Poor': (21.7, 28.6),\n",
|
|
" 'Poor': (28.6, 34.6),\n",
|
|
" 'Fair': (34.6, 40.6),\n",
|
|
" 'Good': (40.6, 46.5),\n",
|
|
" 'Excellent': (46.5, 56.0),\n",
|
|
" 'Superior': (56.0, None)\n",
|
|
" },\n",
|
|
" '30-39': {\n",
|
|
" 'Very Poor': (19.0, 24.1),\n",
|
|
" 'Poor': (24.1, 28.2),\n",
|
|
" 'Fair': (28.2, 32.2),\n",
|
|
" 'Good': (32.2, 35.7),\n",
|
|
" 'Excellent': (35.7, 45.8),\n",
|
|
" 'Superior': (45.8, None)\n",
|
|
" },\n",
|
|
" '40-49': {\n",
|
|
" 'Very Poor': (17.0, 21.3),\n",
|
|
" 'Poor': (21.3, 24.9),\n",
|
|
" 'Fair': (24.9, 28.7),\n",
|
|
" 'Good': (28.7, 34.0),\n",
|
|
" 'Excellent': (34.0, 41.7),\n",
|
|
" 'Superior': (41.7, None)\n",
|
|
" },\n",
|
|
" '50-59': {\n",
|
|
" 'Very Poor': (16.0, 19.1),\n",
|
|
" 'Poor': (19.1, 24.4),\n",
|
|
" 'Fair': (21.8, 27.6),\n",
|
|
" 'Good': (25.2, 28.6),\n",
|
|
" 'Excellent': (28.6, 35.9),\n",
|
|
" 'Superior': (35.9, None)\n",
|
|
" },\n",
|
|
" '60-69': {\n",
|
|
" 'Very Poor': (13.4, 16.5),\n",
|
|
" 'Poor': (16.5, 18.9),\n",
|
|
" 'Fair': (18.9, 21.2),\n",
|
|
" 'Good': (21.2, 24.6),\n",
|
|
" 'Excellent': (24.6, 29.4),\n",
|
|
" 'Superior': (29.4, None)\n",
|
|
" }\n",
|
|
" }\n",
|
|
"}\n",
|
|
"\n",
|
|
"def get_age_range(age):\n",
|
|
" \"\"\"Determine age range from age in years.\"\"\"\n",
|
|
" if 20 <= age <= 29:\n",
|
|
" return '20-29'\n",
|
|
" elif 30 <= age <= 39:\n",
|
|
" return '30-39'\n",
|
|
" elif 40 <= age <= 49:\n",
|
|
" return '40-49'\n",
|
|
" elif 50 <= age <= 59:\n",
|
|
" return '50-59'\n",
|
|
" elif 60 <= age <= 69:\n",
|
|
" return '60-69'\n",
|
|
" else:\n",
|
|
" # Default to closest range\n",
|
|
" if age < 20:\n",
|
|
" return '20-29'\n",
|
|
" elif age >= 70:\n",
|
|
" return '60-69'\n",
|
|
" else:\n",
|
|
" return '30-39' # fallback\n",
|
|
"\n",
|
|
"def determine_category(vo2_max, age_range, gender):\n",
|
|
" \"\"\"Determine VO2 max category based on value, age, and gender.\"\"\"\n",
|
|
" gender_key = 'male' if gender.lower().startswith('m') else 'female'\n",
|
|
" ranges = VO2_MASTER_CHART[gender_key][age_range]\n",
|
|
" \n",
|
|
" categories = ['Very Poor', 'Poor', 'Fair', 'Good', 'Excellent', 'Superior']\n",
|
|
" \n",
|
|
" # Check Superior category first (open-ended)\n",
|
|
" min_val, max_val = ranges['Superior']\n",
|
|
" if max_val is None and vo2_max >= min_val:\n",
|
|
" print(f\"It is always superior\")\n",
|
|
" return 'Superior'\n",
|
|
" \n",
|
|
" # Check other categories from Excellent down to Very Poor\n",
|
|
" # Ranges are typically [min, max) - inclusive of min, exclusive of max\n",
|
|
" # But when value equals max, it belongs to the next category\n",
|
|
" for category in reversed(categories[:-1]): # Exclude Superior as we already checked it\n",
|
|
" min_val, max_val = ranges[category]\n",
|
|
" # Check if value falls in this range (inclusive of min, exclusive of max)\n",
|
|
" if min_val <= vo2_max < max_val:\n",
|
|
" return category\n",
|
|
" \n",
|
|
" # If value is below all ranges, return Very Poor\n",
|
|
" # This handles the case where vo2_max < min of Very Poor\n",
|
|
" return 'Very Poor'\n",
|
|
"\n",
|
|
"def format_range(min_val, max_val):\n",
|
|
" \"\"\"Format range as string.\"\"\"\n",
|
|
" if max_val is None:\n",
|
|
" return f\"{min_val}+\"\n",
|
|
" else:\n",
|
|
" return f\"{min_val}-{max_val}\"\n",
|
|
"\n",
|
|
"def generate_vo2_max_table(age, gender, vo2_max_value, save_path=None):\n",
|
|
" \"\"\"\n",
|
|
" Generate VO2 Max table with indicator arrow.\n",
|
|
" \n",
|
|
" Args:\n",
|
|
" age: Patient age in years\n",
|
|
" gender: 'male' or 'female' (or 'm'/'f')\n",
|
|
" vo2_max_value: Patient's VO2 max value\n",
|
|
" save_path: Optional path to save the figure\n",
|
|
" \n",
|
|
" Returns:\n",
|
|
" fig, ax: matplotlib figure and axes\n",
|
|
" \"\"\"\n",
|
|
" # Determine age range and category\n",
|
|
" age_range = get_age_range(age)\n",
|
|
" category = determine_category(vo2_max_value, age_range, gender)\n",
|
|
" \n",
|
|
" # Debug: print the determined category\n",
|
|
" print(f\"Age: {age}, Gender: {gender}, VO2 Max: {vo2_max_value}\")\n",
|
|
" print(f\"Age Range: {age_range}, Category: {category}\")\n",
|
|
" \n",
|
|
" # Get the appropriate data\n",
|
|
" gender_key = 'male' if gender.lower().startswith('m') else 'female'\n",
|
|
" ranges = VO2_MASTER_CHART[gender_key][age_range]\n",
|
|
" \n",
|
|
" # Prepare table data\n",
|
|
" headers = ['Age', 'Very Poor', 'Poor', 'Fair', 'Good', 'Excellent', 'Superior']\n",
|
|
" age_label = f\"{age_range} ({gender[0].upper()})\"\n",
|
|
" \n",
|
|
" row_data = [age_label]\n",
|
|
" for cat in ['Very Poor', 'Poor', 'Fair', 'Good', 'Excellent', 'Superior']:\n",
|
|
" min_val, max_val = ranges[cat]\n",
|
|
" row_data.append(format_range(min_val, max_val))\n",
|
|
" \n",
|
|
" # Create figure\n",
|
|
" fig, ax = plt.subplots(figsize=(14, 3))\n",
|
|
" ax.axis('off')\n",
|
|
" \n",
|
|
" # Create table\n",
|
|
" table_data = [headers, row_data]\n",
|
|
" table = ax.table(cellText=table_data,\n",
|
|
" cellLoc='center',\n",
|
|
" loc='center',\n",
|
|
" bbox=[0, 0, 1, 1])\n",
|
|
" \n",
|
|
" # Style the table\n",
|
|
" table.auto_set_font_size(False)\n",
|
|
" table.set_fontsize(11)\n",
|
|
" table.scale(1, 2.5)\n",
|
|
" \n",
|
|
" # Header row styling (cyan background)\n",
|
|
" for i in range(len(headers)):\n",
|
|
" cell = table[(0, i)]\n",
|
|
" cell.set_facecolor('#7dd3fc') # cyan-300 equivalent\n",
|
|
" cell.set_text_props(weight='bold', color='black')\n",
|
|
" cell.set_edgecolor('#9ca3af') # gray-400\n",
|
|
" cell.set_linewidth(1)\n",
|
|
" \n",
|
|
" # Find the column index for the category (before styling)\n",
|
|
" category_index = headers.index(category)\n",
|
|
" \n",
|
|
" # Data row styling\n",
|
|
" for i in range(len(row_data)):\n",
|
|
" cell = table[(1, i)]\n",
|
|
" if i == 0: # Age column\n",
|
|
" cell.set_facecolor('#a5f3fc') # cyan-200\n",
|
|
" cell.set_text_props(weight='semibold', color='black')\n",
|
|
" else:\n",
|
|
" cell.set_facecolor('#f3f4f6') # gray-100\n",
|
|
" cell.set_text_props(color='black')\n",
|
|
" # Bold the cell that corresponds to the patient's category\n",
|
|
" if i == category_index:\n",
|
|
" cell.set_text_props(weight='bold', color='black')\n",
|
|
" cell.set_edgecolor('#9ca3af') # gray-400\n",
|
|
" cell.set_linewidth(1)\n",
|
|
" \n",
|
|
" # Add arrow indicator below the category column\n",
|
|
" # Calculate position\n",
|
|
" cell_width = 1.0 / len(headers)\n",
|
|
" arrow_x = (category_index + 0.5) * cell_width\n",
|
|
" \n",
|
|
" # Draw arrow pointing up\n",
|
|
" arrow = patches.FancyArrowPatch(\n",
|
|
" (arrow_x, -0.15), (arrow_x, -0.05),\n",
|
|
" arrowstyle='->', mutation_scale=20, \n",
|
|
" linewidth=2, color='black',\n",
|
|
" transform=ax.transAxes\n",
|
|
" )\n",
|
|
" ax.add_patch(arrow)\n",
|
|
" \n",
|
|
" # Add triangle at the top\n",
|
|
" triangle = patches.RegularPolygon(\n",
|
|
" (arrow_x, -0.05), 3, radius=0.02,\n",
|
|
" orientation=np.pi/2, color='black',\n",
|
|
" transform=ax.transAxes\n",
|
|
" )\n",
|
|
" ax.add_patch(triangle)\n",
|
|
" \n",
|
|
" # Set title - calculate approximate percentile\n",
|
|
" # For Superior category, use 100th percentile as shown in template\n",
|
|
" if category == 'Superior':\n",
|
|
" percentile = '100th percentile'\n",
|
|
" else:\n",
|
|
" percentile_map = {\n",
|
|
" 'Very Poor': '1st-10th percentile',\n",
|
|
" 'Poor': '10th-20th percentile',\n",
|
|
" 'Fair': '20th-40th percentile',\n",
|
|
" 'Good': '40th-60th percentile',\n",
|
|
" 'Excellent': '60th-80th percentile'\n",
|
|
" }\n",
|
|
" percentile = percentile_map.get(category, 'N/A')\n",
|
|
" \n",
|
|
" title = f\"VO2 Max - {vo2_max_value:.1f} ({percentile})\"\n",
|
|
" ax.set_title(title, fontsize=14, fontweight='bold', pad=20)\n",
|
|
" \n",
|
|
" plt.tight_layout()\n",
|
|
" \n",
|
|
" if save_path:\n",
|
|
" plt.savefig(save_path, dpi=300, bbox_inches='tight')\n",
|
|
" \n",
|
|
" return fig, ax\n",
|
|
"\n",
|
|
"# Test the function\n",
|
|
"# Example: 30-year-old female with VO2 max of 49.5\n",
|
|
"fig, ax = generate_vo2_max_table(\n",
|
|
" age=45,\n",
|
|
" gender='male',\n",
|
|
" vo2_max_value=35.5,\n",
|
|
" save_path=f'{base_dir}/graphs/vo2_max_table.png'\n",
|
|
")\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "84addc63",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": ".venv",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.12.6"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|