1126 lines
1.5 MiB
Executable file
1126 lines
1.5 MiB
Executable file
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Session 1 - DataFrames - Lesson 12: Data Visualization with Pandas\n",
|
|
"\n",
|
|
"## Learning Objectives\n",
|
|
"- Learn to create plots directly from pandas DataFrames\n",
|
|
"- Master different types of visualizations (line, bar, scatter, histogram, etc.)\n",
|
|
"- Understand customization options for pandas plots\n",
|
|
"- Practice with real-world visualization scenarios\n",
|
|
"- Learn when to use pandas vs matplotlib/seaborn\n",
|
|
"\n",
|
|
"## Prerequisites\n",
|
|
"- Completed previous lessons on DataFrames\n",
|
|
"- Basic understanding of data analysis concepts\n",
|
|
"- matplotlib will be used as the backend"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 52,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Libraries loaded successfully!\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Import required libraries\n",
|
|
"import pandas as pd\n",
|
|
"import numpy as np\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"from datetime import datetime, timedelta\n",
|
|
"import warnings\n",
|
|
"warnings.filterwarnings('ignore')\n",
|
|
"\n",
|
|
"# Set matplotlib style and pandas plotting backend\n",
|
|
"plt.style.use('seaborn-v0_8')\n",
|
|
"pd.plotting.register_matplotlib_converters()\n",
|
|
"\n",
|
|
"# Display settings\n",
|
|
"%matplotlib inline\n",
|
|
"plt.rcParams['figure.figsize'] = (10, 6)\n",
|
|
"plt.rcParams['font.size'] = 12\n",
|
|
"\n",
|
|
"print(\"Libraries loaded successfully!\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Creating Sample Datasets\n",
|
|
"\n",
|
|
"Let's create multiple datasets for different visualization examples."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 53,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Sample datasets created:\n",
|
|
"Sales data: (100, 5)\n",
|
|
"Stock data: (90, 4)\n",
|
|
"\n",
|
|
"Sales data preview:\n",
|
|
" Date Product Sales Region Salesperson\n",
|
|
"0 2024-01-01 Tablet 1147 South Charlie\n",
|
|
"1 2024-01-02 Monitor 1034 West Diana\n",
|
|
"2 2024-01-03 Laptop 976 North Charlie\n",
|
|
"3 2024-01-04 Tablet 939 West Alice\n",
|
|
"4 2024-01-05 Tablet 704 West Alice\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Sales dataset\n",
|
|
"np.random.seed(42)\n",
|
|
"dates = pd.date_range('2024-01-01', periods=100, freq='D')\n",
|
|
"sales_data = {\n",
|
|
" 'Date': dates,\n",
|
|
" 'Product': np.random.choice(['Laptop', 'Phone', 'Tablet', 'Monitor'], 100),\n",
|
|
" 'Sales': np.random.normal(1000, 200, 100).astype(int),\n",
|
|
" 'Region': np.random.choice(['North', 'South', 'East', 'West'], 100),\n",
|
|
" 'Salesperson': np.random.choice(['Alice', 'Bob', 'Charlie', 'Diana', 'Eve'], 100)\n",
|
|
"}\n",
|
|
"df_sales = pd.DataFrame(sales_data)\n",
|
|
"df_sales['Sales'] = np.abs(df_sales['Sales']) # Ensure positive values\n",
|
|
"\n",
|
|
"# Stock prices dataset\n",
|
|
"stock_dates = pd.date_range('2024-01-01', periods=90, freq='D')\n",
|
|
"stock_data = {\n",
|
|
" 'Date': stock_dates,\n",
|
|
" 'AAPL': 150 + np.cumsum(np.random.normal(0, 2, 90)),\n",
|
|
" 'GOOGL': 120 + np.cumsum(np.random.normal(0, 1.5, 90)),\n",
|
|
" 'MSFT': 300 + np.cumsum(np.random.normal(0, 3, 90)),\n",
|
|
" 'TSLA': 200 + np.cumsum(np.random.normal(0, 5, 90))\n",
|
|
"}\n",
|
|
"df_stocks = pd.DataFrame(stock_data)\n",
|
|
"df_stocks.set_index('Date', inplace=True)\n",
|
|
"\n",
|
|
"print(\"Sample datasets created:\")\n",
|
|
"print(f\"Sales data: {df_sales.shape}\")\n",
|
|
"print(f\"Stock data: {df_stocks.shape}\")\n",
|
|
"print(\"\\nSales data preview:\")\n",
|
|
"print(df_sales.head())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## 1. Basic Line Plots\n",
|
|
"\n",
|
|
"Line plots are perfect for time series data and showing trends."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 54,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Basic line plot of stock prices:\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"Single stock line plot:\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Simple line plot\n",
|
|
"print(\"Basic line plot of stock prices:\")\n",
|
|
"df_stocks.plot()\n",
|
|
"plt.title('Stock Prices Over Time')\n",
|
|
"plt.xlabel('Date')\n",
|
|
"plt.ylabel('Price ($)')\n",
|
|
"plt.legend(title='Stock')\n",
|
|
"plt.grid(True, alpha=0.3)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# Single column line plot\n",
|
|
"print(\"\\nSingle stock line plot:\")\n",
|
|
"df_stocks['AAPL'].plot(color='blue', linewidth=2)\n",
|
|
"plt.title('Apple Stock Price')\n",
|
|
"plt.ylabel('Price ($)')\n",
|
|
"plt.grid(True, alpha=0.3)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 55,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"Daily sales with 7-day rolling average:\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Daily sales trend\n",
|
|
"daily_sales = df_sales.groupby('Date')['Sales'].sum()\n",
|
|
"\n",
|
|
"daily_sales.plot(kind='line', marker='o', markersize=4)\n",
|
|
"plt.title('Daily Sales Trend')\n",
|
|
"plt.xlabel('Date')\n",
|
|
"plt.ylabel('Total Sales ($)')\n",
|
|
"plt.grid(True, alpha=0.3)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# Rolling average\n",
|
|
"print(\"\\nDaily sales with 7-day rolling average:\")\n",
|
|
"daily_sales.plot(label='Daily Sales', alpha=0.7)\n",
|
|
"daily_sales.rolling(window=7).mean().plot(label='7-day Average', linewidth=3)\n",
|
|
"plt.title('Daily Sales with Moving Average')\n",
|
|
"plt.xlabel('Date')\n",
|
|
"plt.ylabel('Sales ($)')\n",
|
|
"plt.legend()\n",
|
|
"plt.grid(True, alpha=0.3)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## 2. Bar Charts\n",
|
|
"\n",
|
|
"Bar charts are excellent for comparing categories."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 56,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"Horizontal bar chart:\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Product sales comparison\n",
|
|
"product_sales = df_sales.groupby('Product')['Sales'].sum()\n",
|
|
"\n",
|
|
"product_sales.plot(kind='bar', color=['skyblue', 'lightcoral', 'lightgreen', 'gold'])\n",
|
|
"plt.title('Total Sales by Product')\n",
|
|
"plt.xlabel('Product')\n",
|
|
"plt.ylabel('Total Sales ($)')\n",
|
|
"plt.grid(True, alpha=0.3, axis='y')\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# Horizontal bar chart\n",
|
|
"print(\"\\nHorizontal bar chart:\")\n",
|
|
"product_sales.plot(kind='barh', color='lightblue')\n",
|
|
"plt.title('Total Sales by Product (Horizontal)')\n",
|
|
"plt.xlabel('Total Sales ($)')\n",
|
|
"plt.grid(True, alpha=0.3, axis='x')\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 57,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"Stacked bar chart:\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Grouped bar chart\n",
|
|
"region_product = df_sales.groupby(['Region', 'Product'])['Sales'].sum().unstack()\n",
|
|
"\n",
|
|
"region_product.plot(kind='bar', figsize=(12, 6))\n",
|
|
"plt.title('Sales by Region and Product')\n",
|
|
"plt.xlabel('Region')\n",
|
|
"plt.ylabel('Total Sales ($)')\n",
|
|
"plt.legend(title='Product', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
|
|
"plt.grid(True, alpha=0.3, axis='y')\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# Stacked bar chart\n",
|
|
"print(\"\\nStacked bar chart:\")\n",
|
|
"region_product.plot(kind='bar', stacked=True, figsize=(10, 6))\n",
|
|
"plt.title('Stacked Sales by Region and Product')\n",
|
|
"plt.xlabel('Region')\n",
|
|
"plt.ylabel('Total Sales ($)')\n",
|
|
"plt.legend(title='Product')\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## 3. Histograms and Distribution Plots\n",
|
|
"\n",
|
|
"Understand the distribution of your numerical data."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 58,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"Histograms by product:\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 4 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Basic histogram\n",
|
|
"df_sales['Sales'].plot(kind='hist', bins=20, alpha=0.7, color='skyblue', edgecolor='black')\n",
|
|
"plt.title('Distribution of Sales Values')\n",
|
|
"plt.xlabel('Sales ($)')\n",
|
|
"plt.ylabel('Frequency')\n",
|
|
"plt.grid(True, alpha=0.3, axis='y')\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# Multiple histograms\n",
|
|
"print(\"\\nHistograms by product:\")\n",
|
|
"fig, axes = plt.subplots(2, 2, figsize=(12, 8))\n",
|
|
"products = df_sales['Product'].unique()\n",
|
|
"\n",
|
|
"for i, product in enumerate(products):\n",
|
|
" ax = axes[i//2, i%2]\n",
|
|
" product_data = df_sales[df_sales['Product'] == product]['Sales']\n",
|
|
" product_data.plot(kind='hist', bins=15, alpha=0.7, ax=ax, title=f'{product} Sales Distribution')\n",
|
|
" ax.set_xlabel('Sales ($)')\n",
|
|
" ax.set_ylabel('Frequency')\n",
|
|
" ax.grid(True, alpha=0.3)\n",
|
|
"\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 59,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"Combined histogram and density plot:\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Density plot (KDE)\n",
|
|
"df_sales['Sales'].plot(kind='density', alpha=0.7, color='red')\n",
|
|
"plt.title('Sales Distribution (Kernel Density Estimate)')\n",
|
|
"plt.xlabel('Sales ($)')\n",
|
|
"plt.ylabel('Density')\n",
|
|
"plt.grid(True, alpha=0.3)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# Combined histogram and density\n",
|
|
"print(\"\\nCombined histogram and density plot:\")\n",
|
|
"ax = df_sales['Sales'].plot(kind='hist', bins=20, alpha=0.5, color='skyblue', \n",
|
|
" density=True, label='Histogram')\n",
|
|
"df_sales['Sales'].plot(kind='density', ax=ax, color='red', linewidth=2, label='Density')\n",
|
|
"plt.title('Sales Distribution: Histogram + Density')\n",
|
|
"plt.xlabel('Sales ($)')\n",
|
|
"plt.ylabel('Density')\n",
|
|
"plt.legend()\n",
|
|
"plt.grid(True, alpha=0.3)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## 4. Box Plots\n",
|
|
"\n",
|
|
"Box plots show distribution quartiles and outliers."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 60,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"Box plots by region:\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Basic box plot\n",
|
|
"df_sales.boxplot(column='Sales', by='Product', figsize=(10, 6))\n",
|
|
"plt.title('Sales Distribution by Product')\n",
|
|
"plt.suptitle('') # Remove default title\n",
|
|
"plt.xlabel('Product')\n",
|
|
"plt.ylabel('Sales ($)')\n",
|
|
"plt.xticks(rotation=45)\n",
|
|
"plt.grid(True, alpha=0.3)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# Multiple box plots\n",
|
|
"print(\"\\nBox plots by region:\")\n",
|
|
"df_sales.boxplot(column='Sales', by='Region', figsize=(10, 6))\n",
|
|
"plt.title('Sales Distribution by Region')\n",
|
|
"plt.suptitle('')\n",
|
|
"plt.xlabel('Region')\n",
|
|
"plt.ylabel('Sales ($)')\n",
|
|
"plt.grid(True, alpha=0.3)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 61,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA9gAAAJICAYAAACaO0yGAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQAAT8VJREFUeJzt3QmYVXX9P/APDCKggoKIGgqKImqKuJuauWRumVtupZaWZC6Vpb/cNbdyq9RKLHLJ3XJJMy3LLDU0d8kNUBQXlEVFUARm+D+fY3f+MyPI4hnuLK/X89znzj3nzrnn3nO/M+d9vluH2bNnzw4AAADgE+n4yX4dAAAASAI2AAAAlEDABgAAgBII2AAAAFACARsAAABKIGADAABACQRsAAAAKIGADQAAACUQsAFok2bPnl3tXWgR+wAtmTICtDUCNkAr9/zzz8f3vve92HzzzePTn/50bLHFFvHd7343nn322QXe1g9/+MPYZpttmmU/m77OGmusUX8bNGhQrLfeevHFL34xLr744pg+fXqj5x9wwAHFbX498sgjceihh87zeRdddFHx+gv7OnMzY8aMOOuss+K2225b5J9tQy+++GKceuqpsd1228W6664bn/vc5+Loo49eqO9GS3XTTTcVx/CVV16p9q7Egw8+WOxL3pctvzsNy0ze1llnnfj85z8f559/fnzwwQfRXJqWk7L88pe/jOHDh5e+XYBq6lTVVwfgExk1alTss88+RTg98cQTo1evXjF+/Pi46qqrYu+9944rr7yyWNcS9e7duwjTqa6uLt599914+OGHY9iwYXHffffFFVdcEYsvvnix/pRTTlmgbd94440xZsyYeT7vy1/+cmy55ZZRtjfffLPY/7PPPrt+2be//e048MADY1H5y1/+Escee2ysvvrqcdhhh0Xfvn2L70buV343fvWrXxUXZVq7vGhw/fXXx3LLLRdt3VZbbVV8jyoyVGeYz6D66quvxgUXXBCtyc9//vM44ogjqr0bAKUSsAFascsuuyyWWWaZ+PWvfx2dOv3/P+lZY7nDDjsUJ96XXnpptESdO3f+SPjPADF48OA4/PDD47e//W0RDNNqq63WLPuw/PLLF7dFYeWVV45F5eWXX47/+7//Ky4e/OxnP4uampr6ddtvv33st99+xfq///3vxXFozXr27Fnc2oN8n03LzCabbFJcOMma/Gwl0R4uNAC0ZJqIA7RiEydOLPowZg1wQ926dYvjjz8+dtxxx/pltbW1RdjeZZddiubCeaK+7777xogRI+ZZG7zzzjsXzc+ztjCbi+a2KiZPnhzf//73i9rQbLL6pS99KW655ZaFfk95cSD37brrrptr0+3777+/qIUdMmRIbLTRRkUQr9RYZ8i4+eabixq9bNaawSObD+fPeUEiLzxkiP/DH/4w16avv/jFL+Izn/lMsf2sMRw3btzHNvWubL/yWttuu22x/Ljjjqt/btPfy8/w6quvLprFV5pvn3feeY2a+ubvfO1rXyv29Qtf+EJxDPLz/ec///mxn+Hvfve7opl6tmpoGK5T165di3C95557xjvvvFO//I477og99tijeM95LE8++eRG6/Ozys/ur3/9a/Edqhzrxx57LB5//PGiNUC+j1z373//u9Hv5fu+55576j/7PHZNm1Fns/Wszdx0001j7bXXLi4OnHHGGY26C+RnnK0ecj/ztfLnpk3E5+f7OHbs2DjqqKOK5+R3Lb9b2a2g6fH885//XDwvP5ONN964+Dzfe++9mJfRo0fH/vvvX9+EO49HRW7vs5/97EfK7AknnFAc44WR34v8O/D6668Xj/Pzzi4KBx10UPE55bYrLSvyO5kXsnL5XnvtFX/7298abSu/f9nyIj+bfN/5/KbNz+fUlWJOzeNfeOGF4pjmZ5fldOjQofXltFLu8hg2R/NzgGoRsAFasQxlr732WhGUM6zlyWtl0KAMM7vvvnv9czO8ZY12Nin/zW9+E6effnq8/fbb8Z3vfCfef//9OW4/m2ufdNJJsdlmm8Ull1wSX/nKV4ra8lxWccwxxxSve9pppxXr1lprrSLAzSu4f5w8uc9auQzJTWXYzdCboSKbOZ955plFX+Psc52hJddlgMgm6Nl0OD+jhmHvm9/8ZpxzzjlzbR6dQetPf/pTETAz4GXwy6bdU6dOna99zxrEStP3DP6Vn5vK7WeQyQsK+T7ys82m/bn/DQd+GjlyZNFPNYNZBv8MzEceeWSj8NvUv/71r+I49OnTZ47r83hmv/38jFJ+L7JvdobNCy+8sGhBcNdddxUhqmHAzWPy4x//OL71rW8VzXunTJlS7Ff+bgbs3L/c99x2w9/L0JvfiQyd+XtdunSJQw45JJ555pn64JfvP7+Huf38HuVFnQym2c2hofwe5kWJ3M85BdJ5fR8z/GZAzxCdgTnLRYcOHYow+tBDDzXaVnZN+NSnPlV8Prm/v//974tjNS95XPOzzOdWLhRk0/yUofaNN95oFETzs7rzzjsbldcFkd//tNJKK9Uvy78HGfBz3/M182Jc3mc3jDw+WRbyveWx/uMf/9jo87vhhhuKMJytH/J7dvnlly/wPuV7zL81eTEjxwE499xzi33Izzn/7mTZrHwelZ8B2gJNxAFasQwsEyZMKALYj370o2JZNhnPgc4yFGYtVUWGmDyxbljzlH2cM6w999xzH2l6mn2iK4E8g0jK7S699NLF469//etF/94MJXmSnkExZW1VPueTND1edtlli/s8Ic8Q0NCTTz5ZBJIMAJUAmc28syYuaxezKXY2pW3YBL1S65g1+llz+3EywGbz9ErT8VVXXTV22223ohb0q1/96jz3PV93zTXXLH7OfcmA11SGvAxrWdNaGYwtA3+G8+w3nTXUeZGgchyylrbSxDxbJ+R+ZGCcW41nBuHKPsxLBqgMglmrnKG/YuDAgUXozdrzvE8ZgDN0Zg1s5X3kAFt5kSODUuWzztCdoa+yD/l7GbLyc0xZS53fl2xR8dOf/rQYqC+fm+F7ySWXLJ6TLQiypUIG0YYD1m244YbFd6/iqaeeavR+5vV9zAse+XMG98pr5UWYrHnPCy95XCryGGQ4r1yUyP35xz/+URy3j5OfZR7HSpnJsJkXq7Ls5eP8buX3KbeZslVAfm6Vz2du8uLFrFmz6h9PmjSp+K5ka4+ddtqpUVP5FVdcMX7wgx/UP86Amxc68sJJpUzl+8sWEvm+8/3nhYlcn8cquxGkvECQFzTyWC+IDOXZiiJbjVQu5ORghrndJ554ov77nZ9FSx0nAmBhqMEGaOWyBjprLDPoZMjJ0JCjV1cGOavI9Vl7lCfZWYuVwalSc5Unwk1l098MstncNE/qK7dKM+cMG5U+oFkblqEqm5NnKM5Qsv766y/0e6rU4GbNYlPZxDgvDOR7zWCX7z1P3PPiQSUwzc38hM7c74b9svN3smbwP//5T5SlUlOatbQN5eMM+A1rNzM0Ney/Xdm3ubU6SLmNhs34P042787jnwGroQyyGcSa1uo2PK6VCyF5TCoyzKas3a7I8QEabj9rsDOkVz7TDJ1Ze5/HNYNcXizJ0J/f1abfzXkdw3l9H/P9bL311o2+K7l/+dlna4Fp06bVL28a/PKzn58m4hl2G8pm4hmGs8l0x44di5rqHISucgyzS0NeUJjXeAAZyrP5fOWWn2GG4eyS0HQgwKafU77vbPLd9ILVrrvuWlyky33LvwupYVeG3N+FabqeLUHy86uE65TvL7sKVMI1QFukBhugDejRo0cRYCoh5umnny6aematVdY+Za121vRls9m8z364OXBY1nLNbS7abMaZ5jbdVdaIp6yBzGa72V81a7/yhDzDQtaoNz2Zn19Z45fm1MQ5R8POMJa1n1nbmBcRunfvXtTm5/RkcwrlFVn7Oy+V0NhQjs7eMDB+UpXm3Q3DRyXo5bHKWuuKPFYNVd5f0z68DeVxza4DczNz5sxiH/K9VvZlTu87lzXclzSnixhN93FO22k4CF/lM618x/K95AjY2aw5A+wKK6xQtL6ojCK/IMdwXt/Hyvue0z5mOWjYFaDp+8ptzc+8zU23n+81VT7rbEWR+5ghO2vzs896NlWfl7wwkLXzle9B7l++p7xgMa/PKV+7YRPypvua3+/K/uV3sKGm39P5kcc2yypAe6MGG6CVyhCaNX9ZS9dUNkvOGt2s/cs+yxkavvGNbxQn3dm/+NFHHy3C6cc1l87QmvLEP5/b9FZpar7UUksVYT5HpM5Qk/1xc/sZ5hfWAw88EP369ZtrH+LKAFdZ05tNUbN5dQaW7Mf6Sc2pb3PW8FWa32awaVo7PD+1mk0viFS22zT4vvXWWx8JOAsqvxd5kaXp9ivuvffe4jPLpsmVfcma3qby9z/pvqRKkG4oX68SPPNiSR7H7HqQtajZDDv7WC/M6ODz+j7m+53be01lvN+m36HK61XebwbdbLqe+5ff2bxoUWnS/nGydUD2q85bjkEwYMCAOYbrOcn3PafvQ8P3XXnvTT+fOR2/eZWBPA7ZAqGpvJjQcNBAgLZGwAZopSq1gtdcc81HRvlN2eQzawAzqObPeZKc/bKz5jpr4lJlNOo51YZms9/FFlusCPKVk/q85WtmbWMOEpWDkGVzz0qwzf7KOYhY1hh+XA3qx8lwlbXslT6gTWUQy5q8vHiQfWmzH2sO2JYqr1l5fwsjm7Y2rLXN/qL5PrOmMS2xxBJFCG74mTccgTo1Hbm7qQxXKS92NJSPM7hssMEG8Ulkn+k8dtmEfk5BKMNrhqlsYpzHOT/H22+/vdHzMujm5/lJmvpXZFeDbMrf8HF+9yp9kPPzy+9lXvDJYJbye5d9sz+upr6p+fk+5mjW2Uy5YU11fkb52ef3u4xpy/I73FBuO2vlsyxWZBeHvJCUn3s2KZ9TbX2Z8n1nt4+mAwdmN5Gsoc59q3zHm16oys+robwgkP38G2paBrKLQZadhiE7m8nnhb68wPNJyylAS6WJOEArlSEu+19mk9EMJhmqskYr+3Vm/+hsbpv9s7PmapVVVilOirOWNwNy3rL5bGVApzn1580AlifDOfBUhpHs25qhJx9nLW72e84wlP0qc5TkfE72Fc5+rHkCnYOQfZwMyNn/N2Wz22yimqEum3zna81tQLEMAVmrnu87n5OfQw7ylMEog3el9j1r4XI/5newr4oMdNksPkfKziCdfddzwK/sq5ryNXJ065z6KENShsAcyKlhqK6ExKyty2PSsI9yyjCZ/XAz6OZnn+EnR9TOWvl87zmw1CeRTXPzu5H7mN+LHGU+A17Oj537mjWIOTBehrq85fvNEcAzlOf7y4sneZwr+1mGnO4pm/BnLW6+dgb9yjzn2SKhMmd79tt96aWXikHB8jvycX3Nm8rm0vP6Pua0URnu82JTvu98z9nlID+THF2/DPn9yAsx2ZIkw3VeXMiBxBp2X8h+zXlhKAftazgqf3PJgeEyTOegZvkZZG149unOwfJySq8Muxmyc1DDbGaf4y1k2bn11luLQRAbyu9IthDI0dKzv3aW26ZToeXr5LL8G5KffX7O2a8+j092W6mU02xdkH3xM5B/XPcOgNZCwAZoxXL045xSJwNLhuesLcqgmSf2eZK8/fbb1we+DDB5kp+hO0/+8+Q5g0XW8OUJctO5nVMGoqzdylryDB8Z1rPWMZvdVkJkhsKs0c5AloE0g1yewM+t73bDpql5Ml+RzdfzQkAOTpXNz/OEfE4y2Od7zUCY+5G1j9lcNkf+zhrLlNMwZajKEJ7bazro1MfJprrZhzmbGWfIyDCRQbVSw5hNq3PQrAxReZEiB5vKzyBDbEVezMhAk9MP5X5UBoRrKGuXM9DkYHM5nVSOIJ6hL6fpKqNmL4Nxbj+nh8rplrL2MI9l1kjnIGAZ/CtyJPlsEZHfh9znDF85zVse//nptz4/MvBnkMvvaO7DtddeW1+jmwEsvzt5cSWPa36Hcv7qDFwZtPPiS6XLwrzM6/uYI9/n9zmfk6E/XyMDfr52hrwyZMDP8pKfezYHz9dqOqBdfp/yYlG2Lmk42n9zyWOfn3leMMr9y+4IWZby70Jl3vaUg6VVvgvZ1D0v9uTFpnwvFXlBLy/W5OBseXErLxDlxaKGrU7yc8/POceByPnc8+9SXjzKv0uVbgm53Xz9/BuU87BXxoQAaM06zJ6f0ToAABZChvkMvU1rQdu7bCafzdnzgkqO7g9A26AGGwBgEck+0Fnzm/2vs/Z8XvOyA9C6CNgAAItINv+v9NHO5tLzmrsdgNZFE3EAAAAogfkRAAAAoAQCNgAAAJRAwAYAAIASCNgAAABQAqOIf4wJE96t9i7wCXTs2CF69lwiJk+eFnV1xvKDalAOobqUQag+5bBt6N17qfl6nhps2vQfs5xjNO+B6lAOobqUQag+5bB9EbABAACgBAI2AAAAlEDABgAAgBII2AAAAFACARsAAABKIGADAABACQRsAAAAKIGADQAAACUQsAEAAKAEAjYAAACUQMAGAACAEgjYAAAAUAIBGwAAAEogYAMAAEAJBGwAAAAogYANAAAAJRCwAQAAoAQCNgAAAJRAwAYAAIASCNgAAABQgk5lbAQAAKA1Gjv2xZgy5Z1m235NTceorZ0eNTVdora2LppT9+49on//VZr1Nfh4AjYAANAuTZo0KTbddEjU1TVv8F1UampqYuTI0dGrV69q70q7JWADAADtUgbRESMea9Ya7DFjRsXQoYfEsGHDY8CA1aO5a7CF6+oSsAEAgHaruZtUZxPxNHDgGrH22us262tRfQY5AwAAgBII2AAAAFACARsAAABKIGADAABACQRsAAAAKIGADQAAACUQsAEAAKAEAjYAAACUQMAGAACAEgjYAAAAUAIBGwAAAEogYAMAAEAJBGwAAAAogYANAAAAJRCwAQAAoAQCNgAAAJSgUxkbgZamtrY2Roy4L6ZOfTuWXHLp2GijzaKmpqbauwUAALRhAjZtzu23/zFOPfWEePnll+qXrbxyvzj11DNjl112req+AQAAbZcm4rS5cH3IIQfEmmuuFXfd9fd49913i/t8nMtzPQAAQHMQsGlTzcKz5nr77XeIK664NjbaaONYcskli/t8nMtPPfXE4nkAAABlE7BpM0aMeKBoFv6d73w/OnZs/NXOx0cddXS8/PLY4nkAAABlE7BpM954Y3xxP2jQWnNcn83EGz4PAACgTAI2bUafPssX988++/Qc1z/zzNONngcAAFAmAZs2Y9NNP1OMFv7zn58fdXV1jdbl4wsvvCBWXrl/8TwAAICyCdi0GTnPdU7F9Ze/3BkHHbRfPPTQg8Uo4nmfj3P5qaeeYT5sAACgWZgHmzYl57kePvx3xWjiO+ywbf3yrLnO5ebBBgAAmouATZuTIXrHHXeO//zn3zF16tux5JJLx0YbbabmGgAAaFYCNm1ShukttvhsLLPMEvHWW9Ni1qzGfbIBAADKpg82AAAAlEDABgAAgBII2AAAAFACARsAAABKIGADAABAWwrYM2bMiF122SUefPDBj6x79913Y8stt4ybbrqp0fLbb789tttuuxg8eHAcfvjhMXny5Pp1s2fPjvPOOy823XTT2HjjjeOcc86JujojSQMAANCGA/YHH3wQRx99dIwaNWqO688999x48803Gy178skn44QTTogjjjgirr/++pgyZUocd9xx9esvu+yyIoBffPHFceGFF8Ztt91WLAMAAIA2GbBHjx4de++9d7z88stzXP/www/HiBEjonfv3o2WX3XVVbHjjjvGbrvtFoMGDSpqqO+9994YN25csf7KK6+Mo446KjbccMOiFvsHP/hBXH311YvkPQEAAND+VD1gP/TQQ7HJJpsUtdBzajZ+0kknxcknnxydO3dutO6JJ54ownPFCiusECuuuGKx/I033ojXX389Ntpoo/r1G2ywQbz66qsfqQkHAACAMnSKKtt///3nuu6SSy6JtdZaK7bYYouPrMugvNxyyzVa1qtXrxg/fnxMmDCheNxw/bLLLlvc5/qmv/dxOnSY76fSgjmOUH3KIVSXMgjVpxy2fVUP2B/XdPy6666LP/7xj3NcP3369I/UaufjrPXOdZXHDdelXD+/OneuWci9pyWoqfmwgcZii9VEx47+mkE1KIdQXcogVF+nTh3r77Ms0ra1yICdI4CfeOKJRR/qSs1zU4svvvhHwnI+7tq1a6Mwnc+r/Jxy/fyaMaPWVaZWrK5udnE/c2Zt1NYaQR6qQTmE6lIGofpmzaqrv8+ySNvWIgP2a6+9Fo899lg899xz8ZOf/KRY9v7778cpp5wSd9xxR/zmN7+JPn36xMSJExv9Xj7OwdByXcqm4n379q3/OTUdLG1eZn/4f4lWznGE6lMOobqUQag+5bDta5EBOwPyX/7yl0bLDjjggOK26667Fo9z7utHHnkk9thjj+JxDmqWt1yev58DnuX6SsDOn3PZgvS/BgAAgFYdsDt16hT9+vX7yLIcxKxSO73ffvsVgXu99daLddZZJ84888z43Oc+FyuttFL9+vPOOy+WX3754vH5558fBx98cBXeDQAAAO1BiwzY82PIkCHxox/9KC688MJ45513YvPNN4/TTz+9fv0hhxwSkyZNiiOOOCJqampir732iq997WtV3WcAAADarg6zc0Qx5mjChHervQt8AjlS4zLLLBFvvTWtfnAJYNFSDqG6lEGovv/+98nYeust4p577ou111632rvDQurde6n5et6HY8YDAAAAn4iADQAAACUQsAEAAKA9D3IGwCczduyLMWXKO836GjU1HaO2dnrU1HSJ2trm6//ZvXuP6N9/lWbbPgDA/BCwAdqhnGVh002HRF1d2xj0KGeLGDlydDGdIwBAtQjYAO1QBtERIx5r9hrsMWNGxdChh8SwYcNjwIDVm7UGW7gGAKpNwAZopxZFk+psIp4GDlzD1CQAQJtnkDMAAAAogYANAAAAJRCwAQAAoAQCNgAAAJRAwAYAAIASCNgAAABQAgEbAAAASiBgAwAAQAkEbAAAACiBgA0AAAAlELABAACgBAI2AAAAlEDABgAAgBII2AAAAFACARsAAABKIGADAABACQRsAAAAKIGADQAAACUQsAEAAKAEAjYAAACUQMAGAACAEgjYAAAAUAIBGwAAAEogYAMAAEAJBGwAAAAogYANAAAAJRCwAQAAoASdytgIAAALbuzYF2PKlHeabfs1NR2jtnZ61NR0idraumhO3bv3iP79V2nW1wBo6QRsAIAqmDRpUmy66ZCoq2ve4Luo1NTUxMiRo6NXr17V3hWAqhGwAQCqIIPoiBGPNWsN9pgxo2Lo0ENi2LDhMWDA6tHcNdjCNdDeCdgAAFXS3E2qs4l4GjhwjVh77XWb9bUAMMgZAAAAlELABgAAgBII2AAAAFACARsAAABKIGADAABACQRsAAAAKIGADQAAACUQsAEAAKAEAjYAAACUQMAGAACAEgjYAAAAUAIBGwAAAEogYAMAAEAJBGwAAAAogYANAAAAJRCwAQAAoAQCNgAAAJRAwAYAAIASCNgAAABQAgEbAAAASiBgAwAAQAkEbAAAACiBgA0AAAAlELABAACgBAI2AAAAlEDABgAAgBII2AAAAFACARsAAABKIGADAABACQRsAAAAKIGADQAAACXoVMZGYGGMHftiTJnyTrNtv6amY9TWTo+ami5RW1sXzal79x7Rv/8qzfoaAABAyyZgUxWTJk2KTTcdEnV1zRt8F5WampoYOXJ09OrVq9q7AgAAVImATVVkEB0x4rFmrcEeM2ZUDB16SAwbNjwGDFg9mrsGW7gGAID2TcCmapq7SXU2EU8DB64Ra6+9brO+FgAAgEHOAAAAoAQCNgAAAJRAwAYAAIASCNgAAADQlgL2jBkzYpdddokHH3ywftnjjz8e++67bwwZMiS+8IUvxI033tjodx544IHidwYPHhwHHnhgjBs3rtH6yy+/PLbccsvi948//vh4//33F9n7AQAAoH1pEQH7gw8+iKOPPjpGjRpVv2zChAnxzW9+MzbeeOO4+eab46ijjorTTz89/vGPfxTrX3vttTj88MNjjz32iN///vfRs2fP+Pa3vx2zZ88u1t91111x8cUXx49+9KO44oor4oknnohzzz23au8RAACAtq3qAXv06NGx9957x8svv9xo+d133x3LLrtsEbz79+8fO++8c+y2225x2223FeuzNvvTn/50HHzwwbH66qvH2WefHa+++mo89NBDxforr7wyDjrooNh6661j3XXXjdNOOy3+8Ic/qMUGAACgbQbsDMSbbLJJXH/99Y2WZ9PuDM1NTZ06tbjPGukNN9ywfnnXrl1j7bXXLpqV19bWxlNPPdVo/XrrrRczZ86MZ599tlnfDwAAAO1Tp2rvwP777z/H5X379i1uFZMmTYo//elPceSRR9Y3IV9uueUa/U6vXr1i/PjxMWXKlKLZecP1nTp1iqWXXrpYDwAAAG0uYM+P6dOnF8E6m4zvs88+xbJs6t25c+dGz8vHOVhaPr/yeE7rF0SHDp9492kBHEeoPuUQqksZhOpTDtu+Fh+wp02bVgxeNnbs2LjmmmuKpuBp8cUX/0hYzsfdu3cv1lUeN11f+f350blzTSnvgero1Klj/f1iizmWUA3KIVSXMgjVpxy2Ly06YGd/62984xvFAGg5EngOdlbRp0+fmDhxYqPn5+M111yzaAqeITsfDxgwoFg3a9asePvtt6N3797z/fozZtS6ytSKzZpVV38/c2ZttXcH2iXlEKpLGYTqUw7blxYbsOvq6uKII46IV155JX73u9/VB+WKnPv6kUceqX+cTcaffvrp4nc6duwY66yzTrE+B1BLOfhZ9sMeNGjQAu3H/2b9opVzHKH6lEOoLmUQqk85bPuqPor43OTc1g8++GCcccYZRbPvHNQsb1kLnfbcc8949NFH49JLLy3mzz7uuOOKQdEqgToHTxs+fHgx3deTTz4Zp556ajEd2II0EQcAAIBWX4N91113FbXYQ4cObbR84403Lmq0M0xfdNFFcdZZZ8UvfvGLGDJkSHHf4X9tunPe7JwX++STTy76Xm+//fZxzDHHVOndAAAA0Na1qID93HPP1f+ctc/zstVWWxW3uTn00EOLGwAA0Lq88sq4mDx5UrR2Y8aMKu6ff/65qK39sD92a9azZ6/o23elau9Gi9WiAjYAAECG6y02Xz/ee/+DaCuGDj0k2oJuXReP++5/VMieCwEbAABoUbLmOsP1VedErLlqtHpvTYlYpnu0es+8EPHVYz8ojo+APWcCNgAA0CJluF5/7WrvBbSBUcQBAACgNRGwAQAAoAQCNgAAAJRAwAYAAIASCNgAAABQAgEbAAAASiBgAwAAQAkEbAAAACiBgA0AAAAlELABAACgBAI2AAAAlEDABgAAgBII2AAAAFACARsAAABKIGADAABACQRsAAAAKIGADQAAACUQsAEAAKAEAjYAAACUQMAGAACAEgjYAAAAUAIBGwAAAEogYAMAAEAJBGwAAAAogYANAAAAJRCwAQAAoASdytgIbcsrr4yLyZMnRWs3Zsyo4v7555+L2tq6aO169uwVffuuVO3dAAAA5kLA5iPhevPNN4r3338v2oqhQw+JtqBr125x//3/EbIBAKCFErBpJGuuM1x/59yLo++qq0VrN23KO7FE9x7R2r3ywuj4+TFHFMdHwAYAgJZJwGaOMlyvuva61d4NAACAVsMgZwAAAFACARsAAABKIGADAABACQRsAAAAKIGADQAAACUQsAEAAKAEAjYAAACUwDzYAABz8Mor42Ly5EnRmo0ZM6q4f/7556K2ti5au549e0XfvitVezcA5krABgCYQ7jefIsN4/333o+2YOjQQ6It6Nqta9x/38NCNtBiCdgAAE1kzXWG668O+2r0GdgnWrP33nkvuvXoFq3dG8+/EVcNvao4NgI20FIJ2AAAc5HheqXBwhwA88cgZwAAAFACARsAAABKIGADAABACQRsAAAAKIGADQAAACUQsAEAAKAEAjYAAACUQMAGAACAEgjYAAAAUAIBGwAAAEogYAMAAEAJBGwAAAAogYANAAAAJehUxkYAKNcrr4yLyZMnRWs3Zsyo4v7555+L2tq6aO169uwVffuuVO3dAABaKAEboAWG6y0+s2G8N/39aCuGDj0k2oJuXbrGfQ88LGQDAHMkYAO0MFlzneH60j32iIHLLhut3dvTp8fSXbpEa/f8xIlx6E03FcdHwAYA5kTABmihMlyvt+KK1d4NAACaM2DPmDEjHnnkkXj88cdj4sSJ0aFDh1huueVi8ODBsdFGG0XHjsZOAwAAoH1ZoIA9ZcqUuOKKK+Lqq68ufu7bt2/07NkzamtrY9KkSfHTn/40unfvHl/5ylfia1/7WvEzAAAAtAfzHbDvvvvuOP3004ta6tNOOy222mqr6NKkT93bb78dDz74YNx8882x0047xSmnnBKf//znm2O/AQAAoHUG7FtvvTV+97vfxcorrzzX5yy99NLxhS98obiNGTMmzj//fAEbAACAdmG+A/ZFF120QBseMGBA/PKXv1yYfQIAAIC2P8hZXV1do0HMsu91DnaWtdfrrbde1NTUlL2PAAAA0OLN93DfTzzxRNGvOvtXV/z5z38umoAffvjhxcBme+65Z7zxxhvNta8AAADQugP2e++9F9/61reiX79+RS11ZdlJJ51UhO6HH3447rjjjmLQs7POOqu59xkAAABaZ8D+29/+VjT9Pv7446Nr167x2muvxZ133hkffPBBHHDAAcWUXRmuDz300BgxYkS8/vrrMXXq1ObfewAAAGhNfbB///vfF3NdNxy0LGutV1hhhbj88svrl02bNi3eeeeduPDCC2O77baLbbfdtnn2GgAAAFpjwD7xxBOL/tUHH3xwrL766jFhwoTYdddd47vf/W7ss88+jUYaf+655+Lss89uzn0GAACA1hmwM1RnbfRee+0VgwYNihdeeCF69+4du+++e7H+sccei3POOacYTfzUU09t7n0GAACA1jtN109/+tO45ZZbYuTIkbH11lvHvvvuG507dy7WdejQIbp161Y0Dc9RxQEAAKC9WaB5sHfbbbfi1lSOLD58+PAy9wsAAADa5jzY2Tw8BzabXw888EDRbxsAAADag/muwT7llFOKabpyOq4dd9wxttpqq1h11VWL5uEVzz77bDFN1x/+8IeYOXNm/OQnP2mu/QYAAIDWGbDXWWeduPnmm+PWW2+Nyy67rBjULPtg9+jRI+rq6orpuXIqr9VWWy0OPPDAYgC0Tp0WqAU6AAAAtFoLlIAzMGez77y99NJLxajhEydOjI4dOxajig8ePDhWWmmlhdqRGTNmxB577BEnnXRSbLLJJsWycePGFY/zdVZcccWiBn2LLbZo1Az9rLPOKp6Xr33mmWc2ev2cozv7hk+dOrWodc9tde3adaH2rz3psnS3mDb77Zj83uvV3hX+J49HHhcAAKDlWugq5n79+hW3MnzwwQfx/e9/P0aNGlW/bPbs2XH44YfHwIEDiybnd999dxxxxBFxxx13FGH7tddeK9YfeeSRseWWW8YvfvGL+Pa3vx1//OMfi2brd911V1x88cVx7rnnRq9eveK4444rfj755JNL2ee2bNXt1or/zvpH/Pf5f1R7V2hyXAAAgJar6m24R48eXYTrDNQNZV/urJm+7rrriinABgwYEP/+97+LsJ2h+sYbb4xPf/rTcfDBBxfPP/vss2PzzTePhx56qKgBv/LKK+Oggw4qphRLp512WhxyyCFxzDHHqMWehxfufjr23vcH8alVV6/2rvA/r74wKm67+8qIb1V7TwAAgBYbsCuB+Hvf+14x3VfFE088EWuttVYRris22GCDorl4Zf2GG25Yvy5D89prr12sz+VPPfVUUeNdkdvOgddyILYhQ4YssvfXGk1/+71YosPS0bPbCtXeFf7n7Q4TiuMCAAC0XFUP2Pvvv/8cl0+YMCGWW265Rsuyqff48ePnuX7KlClFs/OG67P/+NJLL13/+/OrwSDp0CL4TkL1KYdQXcogVJ9y2EID9ty8//77xSjlDeXjHAxtXuunT59e/3huvz8/OneuifamU6f5nhqdKh2fxRZrf9/L9kY5bNmUw/ZBOWy5lMH2QRls2ZTDZgjYjz76aPTv3z969uwZt9xyS/z5z3+O9ddfPw499NBGc2MvrMUXXzzefvvtRssyHOc83JX1TcNyPu7evXuxrvK46foF6X89Y0Ztu7syM2tWXbV3gXkcn5kza6u9GzQz5bBlUw7bB+Ww5VIG2wdlsGVTDksO2DnwWA4a9tvf/jaWWWaZYoTuzTbbrJgWK/s5N+z7vLD69OlTDIDWUE4JVmn2nevzcdP1a665ZtEUPEN2Ps7B0dKsWbOKwJ7TiS2IJmOvQdX5TkL1KYftQ06POGNmbUyd8mHLOKorj0VlykplEKpPOSwxYF9xxRVx4oknFqH6ggsuiNVXX70I2//617/ilFNOKSVg57zWl156adHcu1Jr/cgjjxQDnVXW5+OKbDL+9NNPF6+d83Kvs846xfrKnNo5+Fn2wx40aNAn3jcAoH1Mjzh+8vQYP2JstXeF/zFlJdAmA/Yrr7wS22yzTfHz/fffH5/97GeLn7O2uGmt8sLaeOONY4UVVihqx3N+63vuuSeefPLJYjqutOeee8bw4cOLEJ5TceU82H379q0P1Dl4Ws55nfNoZ633qaeeGnvvvbcpugCA+Z62cttDt4g+A5ev9q4QEW88Pz5uu/tpU1a2I9liYfzsbvGCiVRajPGz87g4IKUH7Byt+8033yxqhJ955pn4wQ9+UCzPKbCWXXbZKENNTU388pe/jBNOOCH22GOP6NevXxGiV1xxxWJ9humLLroozjrrrGJ5Tr2V95X+3zvvvHO8+uqrRcjOvtfbb799MQc2AMD8yOkROy9WE0t2/7AlHdX11mI1pqxshy0WLq/dMGJUtfeEhlbd7uFq70LbC9gZXjNUZ23w8ssvX9Q233HHHXH66afHXnvttdA789xzzzV6nKH6qquumuvzt9pqq+I2NzngWt4AAIDW14rk3H3GxqBVq70nVDz7QsSed7+nJUnZAfv73/9+EazHjRsXX/nKV4ra5kmTJsW+++4bRx555MJsEgAAoF62WFi+w3ux6odj29ECvN0hj0u196INBuwcROyAAw5otKzpYwAAAGhPFnoG93vvvTcOPPDA2GKLLYq+ztkf+tZbby137wAAAKAtB+wcOTynw8oBx6ZMmRJ1dXXFPNM54vctt9xS/l4CAABAWwzYWVud/bB//OMfF/2v0/e+973illNnAQAAQHvTcWFH+67Mg93QDjvsEC+//HIZ+wUAAABtP2AvtdRSxTzYTY0ePTp69OhRxn4BAABA2w/YX/ziF+Oss86KZ599Njp06BDTpk2Lf/7zn8U82DvttFP5ewkAAABtcZqu7373uzF+/PjYbbfdise77757zJ49Oz73uc8V/bAB+GS6LN0tJiwZ8dLiM6u9K/xPHo88LgAApQbsxRZbLM4///w46qij4plnnilGER84cGCsttpqC7M5AJpYdbu14oaNs5HRpGrvChWrdIxVX16r2nsBALS1gF3Rr1+/4gZAuV64++k4beX1Y2Dv3tXeFf7n+QkT4oC7n474VrX3BABo9QF70KBBRX/r+ZG12gAsvOlvvxe9p0b0675YtXeF/3lr6ofHBQDgEwfsHNRsfgM2AAAAtDfzHbD32GOP5t0TAAAAaI99sP/2t7/F888/H7W1tfXLZsyYEU899VRcdtllZe0fAAAAtN2Afd5558VvfvObWHbZZWPSpEnRp0+fmDhxYhG2d9555/L3EgAAAFq4nANmgd12221x/PHHx3333RfLLbdcXHPNNcXP66+/fqy00krl7yUAAAC0xYCdtdbbbLNN8fMaa6wRTz75ZCy99NLxve99L+64446y9xEAAADaZsDu3r17vPfeh1OVrLzyyjF69Oji5xVXXDHeeOONcvcQAAAA2mrA3mSTTYp+2BmmBw8eHHfeeWdMnjw57rrrrujZs2f5ewkAAABtcZCzY489Ng477LD485//HPvvv38xavjmm29erPvhD39Y9j4CAFTFG8+3/pZ5773zXnTr0S1au7ZwLIC2b6EC9gorrBC33HJLfPDBB9G5c+e4+uqri0HOcjTxddddt/y9BABYhHr27BVdu3WNq4ZeVe1doYE8JnlsANrcPNhp8cUXL5qGP/zww9GrVy/hGgBoE/r2XSnuv+/hmDx5UrRmY8aMiqFDD4lhw4bHgAGrR2uX4TqPDUCbCNi/+MUv4sorr4wbbrgh+vXrF48++mgceuihMXXq1GL9ZpttFr/61a+iS5cuzbW/AACLRAa51h7mamo+HG5n4MA1Yu21VYQAtJhBzq6//vq45JJLYu+99y5qq1POhZ1h+vbbb4977703pk2bFpdeemlz7i8AAAC07oB94403FgOYff/7348ll1wynnrqqRg7dmwccMABsdpqqxX9r3Pgsz/96U/Nu8cAAADQmgP2mDFj6kcKTyNGjIgOHTrEVlttVb8sg/Zrr71W/l4CAABAW5oHOwN1RQ5s1qNHjxg0aFD9smwi3rVr13L3EAAAANrSIGcDBw4sBjXLwc2mTJkSDz74YGy77baNnpPzYufzaP1eeWF0tAXTprwTS3TvEa1dWzkeAADQls13wP7KV74Sp5xySjzzzDPx2GOPxYwZM+Kggw4q1r3xxhtx2223xfDhw+PMM89szv1lUcz72bVb/PyYI6q9KzSRx8XcnwAA0AYC9q677lqE6muvvTY6duwYP/3pT+vnvR42bFgxddc3v/nN+NKXvtSc+8uimPfz/v+0+nk/k7k/AQCAFjsP9l577VXcmho6dGgceeSRscwyy5S5b1RJW5j3M5n7EwAAaLEBe25yii4AAABozxZoFHEAAABgzgRsAAAAKIGADQAAACUQsAEAAKAEAjYAAACUQMAGAACAEgjYAAAAUAIBGwAAAEogYAMAAEAJBGwAAAAogYANAAAAJRCwAQAAoAQCNgAAAJRAwAYAAIASCNgAAABQAgEbAAAASiBgAwAAQAkEbAAAACiBgA0AAAAlELABAACgBAI2AAAAlEDABgAAgBII2AAAAFACARsAAABKIGADAABACQRsAAAAKIGADQAAACUQsAEAAKAEAjYAAACUQMAGAACAEnQqYyMAlO/5iROjLXh7+vRYukuXaO3ayvEAAJqPgA3QwvTs2Su6dekah950U7V3hSbyuOTxAQCYEwEboIXp23eluO+Bh2Py5EnR2o0ZMyqGDj0khg0bHgMGrB6tXYbrPD4AAHMiYAO0QBni2kKQq6n5cKiPgQPXiLXXXrfauwMA0KwMcgYAAAAlELABAACgBAI2AAAAlEDABgAAgBII2AAAAFACo4gDAAAt0jMvRJvw1pSIZbpHq9dWjkdzErABAIAWpWfPXtGt6+Lx1WM/qPau0EQelzw+zJmADQAAtCh9+64U993/aEyePClauzFjRsXQoYfEsGHDY8CA1aO1y3Cdx4c5E7ABAIAWJ0NcWwhyNTUfDns1cOAasfba61Z7d2hmBjkDAACA9hCwX3/99Rg6dGisv/76sc0228Tll19ev+7pp5+OL3/5yzF48ODYc889Y+TIkY1+9/bbb4/tttuuWH/44YfH5MmTq/AOAAAAaA9afMD+7ne/G926dYubbropjj/++PjZz34Wf/3rX+O9996LQw89NDbccMNi3ZAhQ4ognsvTk08+GSeccEIcccQRcf3118eUKVPiuOOOq/bbAQAAoI1q0QH7nXfeiccffzwOO+yw6N+/f1EbveWWW8a///3vuOOOO2LxxRePY489NgYMGFCE6SWWWCLuvPPO4nevuuqq2HHHHWO33XaLQYMGxTnnnBP33ntvjBs3rtpvCwAAgDaoRQfsLl26RNeuXYsa6pkzZ8YLL7wQjz76aKy55prxxBNPxAYbbBAdOnQonpv32Yw8A3nK9Vm7XbHCCivEiiuuWCwHAACAdhWws4b65JNPLpp4Zz/qrJH+7Gc/W/S7njBhQiy33HKNnt+rV68YP3588fObb775sesBAACgXU3TNWbMmNh6663j61//eowaNSpOP/302GyzzeL999+Pzp07N3puPp4xY0bx8/Tp0z92/fz6XwU5rZzjCNWnHEJ1KYNQfcph29eiA3b2tf79739f9J3O5uLrrLNOvPHGG/GrX/0qVlpppY+E5Xycz6vUfs9pfTY5n1+dO9eU9E6ohk6dOtbfL7aYYwnVoBxCdSmDUH3KYfvSogN2TrvVr1+/+tCc1lprrbjkkkuK/tUTJ05s9Px8XGkW3qdPnzmu792793y//owZta4ytWKzZtXV38+cWVvt3YF2STmE6lIGofqUw/alRQfsDMsvvfRSUfNcae6dA5317du36JP961//OmbPnl0McJb3OQDat771reJ5uf6RRx6JPfbYo34+7bzl8gUxe3YzvDEWOccRqk85hOpSBqH6lMO2r0UPcrbNNtvEYostFieeeGK8+OKL8fe//72ovT7ggANihx12KOa2PvPMM2P06NHFffbLzoHQ0n777Re33npr3HjjjfHss88W03l97nOfK5qWAwAAQLsK2EsttVRcfvnlxYjhe+21V5x99tnFnNj77LNPLLnkkjFs2LD6WuqcfuvSSy+Nbt26Fb87ZMiQ+NGPfhS/+MUvirDdo0eP4vcBAACg3TURT6uttlpcdtllc1y37rrrxs033zzX383gXWkiDgAAAO22BhsAAABaCwEbAAAASiBgAwAAQAkEbAAAACiBgA0AAAAlELABAACgBAI2AAAAlEDABgAAgBII2AAAAFACARsAAABKIGADAABACQRsAAAAKIGADQAAACUQsAEAAKAEncrYCAAAC27s2BdjypR3mm37Y8aMKu6ff/65qK2ti+bUvXuP6N9/lWZ9DYCWTsAGAKiCSZMmxaabDom6uuYNvmno0EOa/TVqampi5MjR0atXr2Z/LYCWSsAGAKiCDKIjRjzWrDXYNTUdo7Z2etTUdFkkNdjCNdDeCdgAAFXS3E2qO3XqGMsss0S89da0mDWr+WvKAdo7g5wBAABACQRsAAAAKIGADQAAACUQsAEAAKAEAjYAAACUQMAGAACAEgjYAAAAUAIBGwAAAEogYAMAAEAJBGwAAAAogYANAAAAJRCwAQAAoAQCNgAAAJRAwAYAAIASCNgAAABQAgEbAAAASiBgAwAAQAkEbAAAAChBpzI2Agtj7NgXY8qUd5pt+2PGjCrun3/+uaitrYvm1L17j+jff5VmfQ0AAKBlE7CpikmTJsWmmw6JurrmDb5p6NBDmv01ampqYuTI0dGrV69mfy0AAKBlErCpigyiI0Y81qw12DU1HaO2dnrU1HRZJDXYwjUAALRvAjZV09xNqjt16hjLLLNEvPXWtJg1q/lrygEAgPbNIGcAAABQAgEbAAAASiBgAwAAQAn0wQZop5p7qrxFOV2eqfIAgJZAwAZohxblVHmLYro8U+UBAC2BgA3QDi2KqfIW5XR5psoDAFoCARugnVoUTapNlwcAtCcGOQMAAIASCNgAAABQAgEbAAAASiBgAwAAQAkEbAAAACiBgA0AAAAlELABAACgBAI2AAAAlEDABgAAgBII2AAAAFACARsAAABKIGADAABACQRsAAAAKIGADQAAACUQsAEAAKAEAjYAAACUQMAGAACAEgjYAAAAUAIBGwAAAEogYAMAAEAJBGwAAAAogYANAAAAJRCwAQAAoAQCNgAAAJRAwAYAAIASCNgAAABQAgEbAAAASiBgAwAAQAkEbAAAACiBgA0AAAAlELABAACgPQTsGTNmxGmnnRYbbbRRfOYzn4kLLrggZs+eXax7+umn48tf/nIMHjw49txzzxg5cmSj37399ttju+22K9YffvjhMXny5Cq9Cxa12trauO++f8a1115b3OdjAACAdh2wzzjjjHjggQdi+PDhcf7558cNN9wQ119/fbz33ntx6KGHxoYbbhg33XRTDBkyJIYOHVosT08++WSccMIJccQRRxTPnzJlShx33HHVfjssArff/sfYZJP1Ytddd4r999+/uM/HuRwAAKBdBuy33347/vCHP8Tpp58e6667bmy22WZx8MEHxxNPPBF33HFHLL744nHsscfGgAEDijC9xBJLxJ133ln87lVXXRU77rhj7LbbbjFo0KA455xz4t57741x48ZV+23RjDJEH3LIAbHmmmvFXXf9Pd59993iPh/nciEbAABolwH7kUceiSWXXDI23njj+mVZa3322WcXIXuDDTaIDh06FMvzfv3114/HH3+8eJzrs3a7YoUVVogVV1yxWE7blM3ATz31hNh++x3iiiuujY022rj4/uR9Ps7lp556oubiAABAs+gULVjWNn/qU5+KW265JS655JKYOXNm7LHHHnHYYYfFhAkTYrXVVmv0/F69esWoUaOKn998881YbrnlPrJ+/PjxC7QP/8vvtAIPPvhAvPzySzFs2PCoqWl87Sgff+c7R8dOO32+eN7mm29Ztf2E9srfU6guZRCqTzls+1p0wM7+1C+99FJcd911Ra11huqTTz45unbtGu+//3507ty50fPzcQ6KlqZPn/6x6+dH5841Jb0TFoWJE98s7tdZZ51YbLGa+pCdP3fs2KFYXnleLgOaX9NyCCxayiBUX6dOHevvnYO2fS06YHfq1CmmTp1aDG6WNdnptddeK0aG7tev30fCcj7u0qVL8XP2z57T+gzn82vGjFpXmVqRZZf9sMXCU089FRtuuHHU1X042vzMmbVRW1tXLK88L5cBza9pOQQWLWUQqm/WrLr6e+egbV+LDti9e/cugnIlXKdVVlklXn/99aJf9sSJExs9Px9XmoX36dNnjutzmwvifzOC0QpssslnYuWV+8XPfnZ+0ee6YTPxPKn4+c8viJVX7l88z3GFRU+5g+pSBqH6lMO2r0UPcpbzV3/wwQfx4osv1i974YUXisCd6x577LH6ObHz/tFHHy2WV343B0mryFCet8p62p6ampo49dQz4y9/uTMOOmi/eOihB4tRxPM+H+fyU089o3geAABAuwrYq666anzuc58r5q9+9tln41//+ldceumlsd9++8UOO+xQzG195plnxujRo4v77JedU3OlfM6tt94aN954Y/G7OZ1XbmullVaq9tuiGe2yy64xfPjv4plnno4ddtg2unfvXtw/88wzxfJcDwAA0Bw6zK5UAbdQWQOZ82D/9a9/LfpP77///nH44YcX03I9+eSTccopp8SYMWNijTXWiNNOOy3WWmut+t+96aab4sILL4x33nknNt9882I7yyyzzHy/9oQJ7zbTu6K55VRc//nPv2Pq1LdjySWXjo022kzNNVRBDuiyzDJLxFtvTavvgwYsOsogVN9///tkbL31FnHPPffF2muvW+3dYSH17r1U2wjY1SRgt25OKqD6lEOoLmUQqk/Abl8Bu0U3EQcAAIDWQsAGAACAEgjYAAAAUAIBGwAAAEogYAMAAEAJBGwAAAAogYANAAAAJRCwAQAAoAQCNgAAAJRAwAYAAIASCNgAAABQAgEbAAAASiBgAwAAQAkEbAAAACiBgA0AAAAlELABAACgBAI2AAAAlEDABgAAgBII2AAAAFACARsAAABKIGADAABACQRsAAAAKIGADQAAACUQsAEAAKAEAjYAAACUQMAGAACAEgjYAAAAUAIBGwAAAEogYAMAAEAJBGwAAAAogYANAAAAJRCwAQAAoAQCNgAAAJRAwAYAAIASCNgAAABQAgEbAAAASiBgAwAAQAkEbAAAACiBgA0AAAAlELABAACgBAI2AAAAlEDABgAAgBII2AAAAFACARsAAABKIGADAABACQRsAAAAKIGADQAAACUQsAEAAKAEncrYCAAAQGs0duyLMWXKO822/TFjRhX3zz//XNTW1kVz6t69R/Tvv0qzvgYfT8AGAADapUmTJsWmmw6JurrmDb5p6NBDmv01ampqYuTI0dGrV69mfy3mTMAGAADapQyiI0Y81qw12DU1HaO2dnrU1HRZJDXYwnV1CdgAAEC71dxNqjt16hjLLLNEvPXWtJg1q/lryqkug5wBAABACQRsAAAAKIGADQAAACUQsAEAAKAEAjYAAACUQMAGAACAEgjYAAAAUAIBGwAAAEogYAMAAEAJBGwAAAAogYANAAAAJRCwAQAAoAQCNgAAAJRAwAYAAIASCNgAAABQAgEbAAAASiBgAwAAQAkEbAAAACiBgA0AAAAlELABAACgBB1mz549u4wNAQAAQHumBhsAAABKIGADAABACQRsAAAAKIGADQAAACUQsAEAAKAEAjYAAACUQMAGAACAEgjYAAAAUAIBmxbphz/8YayxxhpzvT344INz/L2bbropttlmm4/dbt7mx9SpU+OWW25Z6PcArU2lfL322msfWXfttdcW6y666KJP/DqvvPJKsa28T+PGjYt77733E28X2oqP+z/3ST3zzDPx6KOPNsu2oa3Jc8qG559rr7127LDDDnH55ZcX6w844IBS/i/StgjYtEgnnHBC3HfffcXt+OOPj+WXX77+cd6GDBnS7PuQfzz/8Ic/NPvrQEuy2GKLxd///vePLL/77rujQ4cOpbzGCiusUJTjvE9Zxp988slStg18vMMPPzzGjh1b7d2AViP/R1XOP/N/4dChQ+Occ85RCcNcdZr7KqiepZZaqrhVfq6pqYnevXsv0n2YPXv2In09aAk23HDDImB/9atfbdSa47HHHou11lqrlNeoRnkGgIWR56EN/2ftvvvucfvtt8df/vKXqu4XLZcabFqdRx55JPbbb78YPHhwrLfeevHNb34z3nzzzUbPueCCC2L99dePLbfcMn73u9/NdVt//etfY6eddiq2tddee8VDDz1U39T84osvLh5nkyBoL7bddtvie5+huuIf//hHEbyXWGKJRs/NcrLjjjvGuuuuG3vssUf85z//adSs7uqrr46999471llnnfjSl74UI0eO/EgT8eyyka+X5S2b2qXx48fHd77zndh4441jk002iTPOOCNmzJhR/5r77rtvUQu3wQYbxB//+MdF9MlAy5AXfy+55JKijH3605+OLbbYoig/FVmO8nHl/+T+++8fY8aMqV/36quvxnHHHVffXSrXHXLIIfX/M/N36+rqinXZ9PV73/te8fzc1he+8IX429/+VqV3Di1Hp06dihZf6Y033ohvfOMbxf+6LCMPPPBA/fPeeeedOOmkk+Izn/lM8T/rmGOOKZal7AaS5fiaa64pyl6e0+b6yv+7jztPpWUTsGlV3n333aJpzuabb15cPRw+fHi8/PLLcemll9Y/J08ennvuubj++uvj6KOPjp/85Cdz7Mv27LPPxv/93//FYYcdVpyk77rrrkVYf+mll4o/ZgcffHDRFD2bBEF7MXDgwOjTp0/885//bPQPfrvttmv0vAy6p59+elEes5lcnjwceuihxYlGRZ6c57IsX1kDkEF5Tt1Bspxlecvn54nFQQcdFO+//35xcexnP/tZEfCzOV5F1qavttpqccMNNxThAtqTLG9XXHFFnHnmmXHnnXcWF5uy7Pz3v/+tf86wYcOKE/0sp1mesxxm2crnZZerbPKaZW/y5MlFAF9uueXixhtvjFNOOSWuuuqquPLKKxuV/wz1ua0999wzjjrqqBg9enSV3j1U18yZM4ua6/vvv7+4IF0pk3ne+Kc//am46HXsscfWt4I84ogjinEP8qLYZZddVlzQajgWUFYQ3XXXXfGb3/ymKJ+57UrT8487T6VlE7BpVaZPnx7f/va3ixOKlVZaqbgauP3228eoUaPqn7P44ovHj3/841h99dWLZjxf/OIX47rrrvvItjKcZ+1aru/Xr18ceOCB8dnPfrYYzKlLly7RrVu34uqkpqy0N3nSUOmHnSflDU8kKjL8Zm3YbrvtFquuumr84Ac/KMJ5npxXZPnLYL7KKqvE17/+9foa7IYyeGc5y/K29NJLx7/+9a8ipJ977rlFLfdmm20WJ598clEup02bVvxO9gXPE44BAwZEz549m/3zgJYkxy44++yzi7LRt2/foqY6/081/D+Y/8u+9rWvFWUkL4RlkM5ynGUsu2hUumHlhequXbsWz8nnZnnN1iN5sl/Ro0eP+NGPflSsz6CeF8SMT0J7khee8nuft2yxlaE3LwRn4E15MStbca288spFAJ4wYUJMmjSpCMhZ45z/z/L38pY/5//XF154oT6wn3jiicX/u6zFzttTTz01z/NUWjZ9sGlV8iQiT+hzALK8IphX0bO2Opu2VWTwXmaZZeofZ7/RvDLfVF5F/POf/1zUdFfkHzo1YrR3GaazlmrWrFnx73//uwjOvXr1+kj5yQtdDWXztkpT1NS/f//6n5dccsmifM1L/n7+Xp7UV2T5zn3J1iop9yUvgkF7tOmmm8YTTzwR559/flFe8n9hntBXmnWnhv8Ts+zlRa587tZbb91oW7ksR0XO5q4VGSJye1OmTCkeZ41c586d69fn44blHNq6/H+YlTmVSpw8F80LVQ3POxuWt/TBBx8UIbp79+5F+avIC1X5/y3XVcYayvDc8Pfz/11yntp6Cdi0KlmzlU3U8oQgm6Tmlb1sPponGxUdOzZumJEnHZV+Mg3V1tYWVxozsDfkxJ32LluGVMY7yBFTP//5z3/kOXmSMacy1fAkf07lbl7mtt2G93N6DrQXecH4rLPOii9/+cvFSX/WpmXNVkMNA3Ol7DT93zi3slQpw5XyNr/bgrYqL+o2DMFNNQzbFdlEvOGFqaZlqFK+UtPnVZqXO09tvfyFpFXJvmB55S/7l2XznBx4KefQbTjidz7O/psVOf1PNmFtKq8o5iBL+UezcsurhJW+p2VNSQStTZ5Qb7XVVkUztnvuuecj/a8r5afhha2UjxteqV8Y+fs5hdDbb79dv+zxxx8v9imb30F7l81Ds/VI9qPOE+9ssZXNURv+H8ymqQ3HLsnWH3MasDPLW/bdbti6JMc4yK4X2Zw8ZSuxhhfOsquHwT9h3rJ8ZUuQSnPwlC0vcxDR+flfOa/zVFouAZtWJf/hv/baa0Wz1QzSObhZDgjRcMTFbJaTV/SzP1r2vc7BIzKMN5X90+64445iMJc8+chm53mrNGvNfmk5+ET+cYP22Ew8a8ryyn3D5m8Ny0/2t87BWF588cU477zzipP6HOV0QWX/6wzVGRJyAMN8vRwkJk/sR4wYUfQP3WWXXYqmdtBe5MXhPJFueMuLxxmo839glrsMuznKdwbkhv8Hb7vttqJsZhPTHMxsxRVXLEbkr5S3POHPi1jZtzN/L8c5yOdmi5UcaCn7dVcuMuf/2uw3mr/zq1/9qgjkC1POob3J5uDZZzrPSbM85y1/3mijjYquV/Myr/NUWi5NxGlVckqgnAoo+8PkP/+cEiH/WFVGH05rrrlmMWpqNh/PE5FsSpd9xprK/qI5MnH+bt5n7Vj2acs/fCmbxWZA33nnnYuavKZ9UKEtyz5e2Q9sTrXXKUdMnThxYlx44YVFf80sd7/97W+LE4oFlU1dszYupzm5+eab45e//GURqrMM59RgGQJyRgBoT/KiVVN5QTnLSt5y6rv8v5T/F/OCcPbFrqgM7pmDM2VLr1//+tf1Tb0zPOe286JWTsmVA5rliORZG54113lBOmcHqMjpgXKQtFyfJ/Z5YXtOF92Aj8qZbHIGjQzL2ZQ8L17ntHfzY17nqbRcHWY3bFMEAECrlaP75xzyRx555CfeVp7Y5yjIOWsAAPNHE3EAAAAogYANAAAAJdBEHAAAAEqgBhsAAABKIGADAABACQRsAAAAKIGADQAAACUQsAEAAKAEAjYAtGLbbLNNrLHGGvW3QYMGxfrrrx9f/epX4z//+U+pr/Xggw8Wr/HKK6+Usr2ZM2fG5ZdfXsq2AKAlELABoJU7+OCD47777itu//znP+O6666LJZdcMr7xjW/Ea6+9Fi3V7bffHmeffXa1dwMASiNgA0Ar161bt+jdu3dxW2655WLgwIFx2mmnxfTp0+Ovf/1rtFSzZ8+u9i4AQKkEbABogzp16lTcd+7cuWhG/pOf/CR22mmn2GSTTeKhhx6K2traonn2F77whVhnnXWK+2uvvbbRNh5++OH48pe/HOuuu27suuuu8eyzzzZaf8ABB8QPf/jDj1320ksvxWGHHRYbbLBB8dpHH310TJo0KW666aY47rjjiudks/Nsfg4Ard2H/30BgDbjjTfeiLPOOquo2d5qq63i17/+dVx11VUxbNiwWGqppYpA++Mf/zhuvfXWOOmkk4qAnU3LzzzzzPjggw/ia1/7WowbN65oer7bbrsVzx09enScfPLJC7QfU6ZMia985SvF611xxRXRsWPHYhvf/e53i3169913i/3Mpu09evRots8DABYVARsAWrkMzr/97W+Ln2fNmhUzZsyIAQMGxM9+9rNYccUVi+UZtD/zmc8UP0+dOrWorc6a5i9+8YvFsv79+xeDl1166aVx0EEHxQ033BDLLrtsnHLKKVFTU1Ns7/XXX1+gPtN33HFHTJs2LS644IL6AH3GGWfEn/70pyJsZ9hP2bQdANoCARsAWrl99923aJqdMrguvfTS9eG1ol+/fvU/v/DCC8UI3tlsu6GNN964qGnOJtzPP/98rLXWWkW4rsjRyRdEbiODe8Pa6RzlPG8A0BYJ2ADQymWAbRig56RLly7zHFysrq6uvv92hw4d6h837df9cbIGfUGeDwBtiUHOAKCdyebeiy22WDzyyCMfGdQsm2tnYM9a5pEjRxbNzSvycUO5jWxuXpGBPPtuV6y22moxduzYoq91xX//+9/YbLPNYvz48UWIB4C2RMAGgHYm58jeZ5994sILLyzmos6Rvq+++uq45pprioHNMvjut99+8f7778fxxx8fY8aMiXvuuScuuuiiRttZb7314v777y8GSMttnH766cXAZhXZvzvD+jHHHFOMQJ4BPft05zRiyy+/fDEIW8rlOaUYALR2AjYAtEM5RdaBBx4Y5513Xuy8887FoGc5wncG7NSnT5+iP3bWNO++++7FSOI53VZD+dxtt902vvOd78Tee+9dBObcVkXXrl1j+PDhRbPx7Cf+jW98o6jVzsHX0qabbhqDBw8u1mWAB4DWrsPsuXXEAgAAAOabGmwAAAAogYANAAAAJRCwAQAAoAQCNgAAAJRAwAYAAIASCNgAAABQAgEbAAAASiBgAwAAQAkEbAAAACiBgA0AAAAlELABAACgBAI2AAAAxCf3/wBqz9YKJFaDxQAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Side-by-side box plots\n",
|
|
"sales_by_product = [df_sales[df_sales['Product'] == product]['Sales'] for product in df_sales['Product'].unique()]\n",
|
|
"\n",
|
|
"plt.figure(figsize=(10, 6))\n",
|
|
"box_plot = plt.boxplot(sales_by_product, labels=df_sales['Product'].unique(), patch_artist=True)\n",
|
|
"\n",
|
|
"# Customize colors\n",
|
|
"colors = ['lightblue', 'lightcoral', 'lightgreen', 'gold']\n",
|
|
"for patch, color in zip(box_plot['boxes'], colors):\n",
|
|
" patch.set_facecolor(color)\n",
|
|
"\n",
|
|
"plt.title('Sales Distribution Comparison by Product')\n",
|
|
"plt.xlabel('Product')\n",
|
|
"plt.ylabel('Sales ($)')\n",
|
|
"plt.grid(True, alpha=0.3, axis='y')\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## 5. Scatter Plots\n",
|
|
"\n",
|
|
"Explore relationships between numerical variables."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 62,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"Scatter plot colored by category:\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Create additional numerical column for scatter plot\n",
|
|
"df_sales['Days_Since_Start'] = (df_sales['Date'] - df_sales['Date'].min()).dt.days\n",
|
|
"df_sales['Commission'] = df_sales['Sales'] * 0.1 # Assume 10% commission\n",
|
|
"\n",
|
|
"# Basic scatter plot\n",
|
|
"df_sales.plot(kind='scatter', x='Sales', y='Commission', alpha=0.6, figsize=(10, 6))\n",
|
|
"plt.title('Sales vs Commission')\n",
|
|
"plt.xlabel('Sales ($)')\n",
|
|
"plt.ylabel('Commission ($)')\n",
|
|
"plt.grid(True, alpha=0.3)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# Colored scatter plot\n",
|
|
"print(\"\\nScatter plot colored by category:\")\n",
|
|
"products = df_sales['Product'].unique()\n",
|
|
"colors = ['red', 'blue', 'green', 'orange']\n",
|
|
"\n",
|
|
"plt.figure(figsize=(10, 6))\n",
|
|
"for product, color in zip(products, colors):\n",
|
|
" product_data = df_sales[df_sales['Product'] == product]\n",
|
|
" plt.scatter(product_data['Days_Since_Start'], product_data['Sales'], \n",
|
|
" c=color, label=product, alpha=0.6)\n",
|
|
"\n",
|
|
"plt.title('Sales Over Time by Product')\n",
|
|
"plt.xlabel('Days Since Start')\n",
|
|
"plt.ylabel('Sales ($)')\n",
|
|
"plt.legend()\n",
|
|
"plt.grid(True, alpha=0.3)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 63,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAABJ8AAAL6CAYAAACYZPeiAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3QeYW+WV8PEzM5KmaHpvHpdxt7GNbVwwxRhYmukkGwghWbLJfrvpm2wCaSxJKJuQkLK7JNmEhGTZJATSSIAEMNWAjXHv3dN71xS1+Z7zjiXPjMd4ijRq/9/zCOveEdIr6Uq699xzzhvX39/fLwAAAAAAAEAQxAfjTgEAAAAAAABF8AkAAAAAAABBQ/AJAAAAAAAAQUPwCQAAAAAAAEFD8AkAAAAAAABBQ/AJAAAAAAAAQUPwCQAAAAAAAEFD8AkAAAAAAABBQ/AJAAAAAAAAQUPwCQAQcV588UX5p3/6J1m9erUsXLhQLrjgAvnnf/5ns36ydHZ2yv/+7/+etv7111+XnTt3Tto41q1bJ3PmzDGX2traM97O7XbLypUrze0+8IEPBPx5j6Sqqso83r/8y79IKHR3d8vdd99tnveiRYvMNnMm+proWL///e+f8TYvvPCCuc0PfvADiXS63Sxfvjyoj/G73/3OvF4///nPz3ibP//5z+Y2H/vYx856fw8++KC5rd5vINx1113m/vbt2zfm/3es27be9vrrrx/HKAEAiA6WUA8AAICx+PrXv26CHyUlJXLppZdKVlaW1NfXyyuvvCIbNmyQ9773veY2wXbFFVdIXl6e3H777f51//d//yf33nuv/Nd//ZeEwvPPPy933HHHiH976623pK2tLSjP+0zS09Pl4x//uMyYMUNC4ZFHHjGBCg1Qnn/++TJ9+vSz/j8//vGP5ZprrpHy8nKJZrqdOJ3OUA9DLrvsMklNTZVXX31Vurq6zPWReL1e+ctf/iIpKSlmGwzUY+v3SG5ubkDuDwAAnBnBJwBAxNi0aZMJPOnB53e+8x2xWCxDMnL0gPqJJ56Qiy++2BxYBlNzc7MJwgxfFwrJyckSHx//rsGnv/71r+bAXbOBAv283y349IlPfEJCZe/eveZf3VamTp06qv/H5XLJl7/8ZRNIjIuLk2j1oQ99SMJBUlKSXHXVVfLb3/7WZJbdcMMNZ/zsNzQ0yI033ih2uz0gj63fEcH+ngAAAAMouwMARIyXX37Z/Pv+979/SOBJpaWlyWc/+1lzXYMwsURfi7Vr18o777wjLS0tp/3d4/GYA3sttYolvswezY4brfnz58vWrVvlV7/6VRBHhsF8AadnnnnmjLf505/+ZP7V4BMAAIg8BJ8AABFDs1LUwYMHR/y79rD57ne/e1pWhwZffvazn8l1110nS5YsMZlR//Zv/yaVlZVDbqeBm//4j/8wmRiLFy82Fy3B+uEPf2h6JvkyMLR/i9q/f7+/B5D2DPrP//xPs1771/hu4/Pss8/K+973Pjn33HNl6dKl8sEPftCUwg3mu2/NuvnXf/1X06dI+1lpUOls/u7v/s48z5H6Xm3evNk8tzOVK03keSsNaunzf+qpp0x5mz5H7c8zvC/Oli1bZO7cuSZQ5nA4hgSJrr32Wpk3b565zdlokEJfS30v9bH0upZkDX8d9Xmr8847zyzreM7m3//938Vms8m3v/1tU845kb5Bw/v8+Hog6bi0vE9fN32PNfjy2muvmds8+eST/vdBX5PnnnvutPvV8rSHHnrIZO1oSeGFF14o99xzz2mZd76xaQ+yq6++Ws455xzzWvX394/Y8ymQn5OxWLZsmUyZMkXeeOONEUtDdfvQgLKWyK1YsWJMY/C95vr5+/CHP2xeg0suucQ8p5HeO/2Oeeyxx0z5ro5LX1+9/Ve/+tURA7vqb3/7m3mv9L71M/ajH/3I/131bvR90CCnBtR0O9Dt9P/9v//nz9gb3ktOvzO0z53eVh9PHyccSicBABgNgk8AgIixZs0a868edGpfp23btpkD5uElPBrEGNwrRhtNazBEb3vLLbeYg24NYNx2223+AIOW7ekB5y9+8QuZOXOmKV9bv369NDY2ysMPP2yCEUoPgLWPkdJeMXpdD4j1ANJ3YKwH+r7bqO9973vy6U9/2l82pJfDhw/LP/zDP8gf//jH056n9ozatWuX6aukmTgLFiw462tz0UUXmec/UtaXltxlZ2ebg9vhJvq8fQ4dOiRf+9rXTEDkyiuvNMGL4fR11+ekjdEHN+3W6xpQvPPOO8/aBFvf+8985jMmkKTj1ICDXtdg3be+9a0hY9V/1Uc+8hGzrGWAZ6N9obR5vQZ49PkEw/333y+PPvqoCWro+PW562N+4xvfkPvuu88EJ2+66SbzvPS5Dg5G6Pt16623yv/8z/9IaWmpeb80AKflpu95z3vMNjac3ndZWZkJPGnz9ZHKCQP9ORkLHY8G4DRgM9L2+9JLL5nH1dvobcczBn1tNXikQVINEmmwaySaPanvj2YT6mP8/d//vQlG/uY3vzHb0XDbt2+XT33qU+b+9H3R8WmZ5+c///mzPu8vfOELJtipz1vfG/3caPBVr7/55pv+2+k6DUodPXrUfLfoZyghIcE8jv7/AABEhH4AACLIPffc0z979mz/ZenSpf0f+chH+n/2s5/119bWnnb73/72t+Z2n/zkJ/v7+vr8659++mmz/utf/7pZ/tGPfmSWn3jiiSH/f01NTf/ChQv716xZM2S93va6664bsu773/++Wf/888/71+3YsaN/zpw5/bfffnt/d3e3f31LS0v/5Zdf3r948eL+5uZms+6tt94y/7+ua2hoGNXrcckll/QvW7bMXP/Yxz5mxtrZ2en/u8fjMWP/yle+0t/e3m7uX8fiE4jnrWPQ9b/4xS+GrK+srDTr//mf/9m/zuFw9F966aX98+fP79+3b595febNm9d/7bXXDnl/RvL222+b+7vhhhv8r5nS6+vXrzd/27x5s3+9Pk9dp8/7bAbf1ul0+u/vr3/9q/82+r7qOn2ffb7whS+YdXv37j3tPoe/Vk899ZR/m62urvav//a3v23W6+ugr4nP7373O7P+m9/8pn/dv//7v5t1//u//zvksV544QX/dj58bB//+MffdbsJ1ufE93z1s3k2FRUV5nPyoQ996LS/6Xatf9PbjHcMF1100ZDP30jv3bZt28zyZz/72SG3c7lc/u3h6NGjQ7ZtvTz22GP+2/b09PTfcccdZv3rr79+xm3hmWeeMev+9V//1dz/4NdhxYoV/RdeeKH/ffjEJz5hbut7/kq30euvv95sM4M/7wAAhCsynwAAEUXP9Gu5iZYaWa1Wk6GiM9098MADZvY7zXrQLA4fXznWF7/4RZPB4KMZJ5pNoFkmSsvbdKa64Q2Pi4qKTFbDmUpuzkbLqLS8RjMhtDG4j/Yh0kyKnp4eUxI0mI5ptE29h5feaRmOvh4+WrKnGSGaETaSQD5vffyz0abnmt2j2TWavabvizZL/+Y3vznk/RmJllApfS01k8tHr/v6fWnp30TpdqVj03Hpv5ppE0j6OhUXF/uXfdugllRpWaKPllep6upq86+Wk/3hD3+QWbNmmb5ng+m2r/ejmUP6mRj+eGcT6s+J/r9a5qYlk4PLBzs6Osz2rFlYvmyl8YxBMwMHf/5GUlhYaDK/NJNpMM2C0rGp4aWNmlE2+L3Q7EPNVlNPP/30u34vqC996UtD+tfp+DXzSTPNtAxR+b7PNBty8Daq2W/6ep1phkAAAMIJs90BACKO9gzy9Q3SkhQtUdmwYYOcOHHC9NLRgzXtVePrT6QH+gUFBUPuQ8tjfAeJSsvb9KL3uWPHDnNfx48fNwd8en1wed9Y7Nmzx98Xxtcw3aeurs78O7xfkJZTjYeWcelBqT6WBg0Gl9xpidzgPkuBft76uMNf4zPR0i8tUdLeVupzn/vckKDLmeh7qQEhXyBgMN86vU0gaNmglpvp7IpazhfIEjwNWAzmC4oMf98TExPNv76+PseOHTOzFep7Mrhs0aevr8/87cCBA0Neo9FsT6H+nCgNJunnWftc+QI6uv3q8x8caBrPGEbzGmjwSUtiNcinn1t9vSsqKsznc3ggyEd7TWkJ3GBaJqvb6btti3r/+v4+/vjjp/1NH1fp4+r3nJZT6oQB+j5oCa8G3jWYtmrVqrMGbAEACBcEnwAAEUunXNemyHrR/imaTfCVr3zFBAy0x48e1GvmhPYoOhs9cNceKtrbRbORlB6Ia58kzVLS7KHx8GXNaFDsTNrb20cMOoyVzvinDb9fffVVc8DuC0RpH6bhB8iBft6a8TEWmo3jCz5pz6LR0IwefW1GOuDW567vt+85BIIe7OtBv/ZT0ibcgXKmDJyzBRJ0W1ba+8fX3H4029No3ptQf06UZudpbybtM+ULPmn2kL5e2g9pImMY7Wfq17/+tem55uudpX3CNMBUXl5uAl2axTjYSK+Zfu708TRQ+G7fCxrkGs37qN9v2t/qpz/9qQmC/fKXvzSXzMxM8z2nfawAAAh3BJ8AABFBAw/ahFkbQmvZ3XCaoaEZApo1oTNDaVaR3lbLvEbK+FF6cKh/V1puo8EQna1KD3x1Fiw9uPMdFI/3oFrvXwM/euCqB6XBpkEdLVPS10APxLV8Z/CB+3DBet7vRoMHmknkC4p8+ctfNo3XzxYg0GCjBhs0UDK8ebjeZ29vr3nOgaLlTDqLnDbs1qDmJz7xidNu42vePTwjJpBBsMHPX+kMelqmGEih/pz4Xm8NlGoJoK/B+dtvv21mdhtcWhasMWj5q77fen/6r2YwaSmf0mX9DJ8pIDg8sKTvf0ZGxhkfS19PfT+HZ0OeiWYu6kXfC80O0//v97//vQnWaSadBqgAAAhn9HwCAEQEPfjUgzo989/U1PSut9WSF1/PpNmzZ0tNTc2IB6RayqMHsOrPf/6z5OTkmLIWLQvzHcxqQEP/fzU862G4kWYR0wNZLQMaXlrnmynroYceMgeTgaK9f7SHjPb+0awnfR76fM4kEM97rPSxNHvnYx/7mJlhTcuMdN3Z+ErztI/VcLpOx6mznwXSunXrTPBOx6s9dobzBRSHB5u0XCvQNJiq2VFasjXSe/Lzn/9c/vu//1taW1vHfN+T+Tl5N/pY+v9rxpluvxrU01K4wYI1Br1fpX3jNAjmCzwpff9Hut/BfZh8dBZO9W6zVOr3ggbIR3q9NbCks/b5yvYee+wx+e53v+sPWmnJ3Ve/+lUTEDvT5wEAgHBD8AkAEDE0y0HLyT75yU+OOKX8iy++aIJTl19+uT9TQsul9IBRgzyDe8FoloP2h9Emz0qzbjR7ZnAmg95em2PrQa3SKdEHBx0GLytf42Bfjx7lO3DW6dsHN4LW69o8XQMaE+mTM5xm/mj5kR7AagBKX4vBDY2HC8TzHgvNHtEgiQY7/uEf/kH+8R//0ZQ06bqdO3e+6/+rmW9KS64GN5XW675MIM0KCjTNzNJMq7179572txkzZph/X3rpJf86DZj88Ic/DPg49L26+uqr5fDhw/Kzn/1syN+08bS+Btpw/d0ybs4kWJ+TsdKyUQ0caw833X61D5X2NhosWGPwZd4ND25rk/fNmzeb61oqN9jBgweHTBign2sNFGkg2re9jkS/F/T11ob2g78v9HtNg0papuvLdNMsRt2eNFg9mK8R/eDm9QAAhCvK7gAAEUNn3dKDPW1CrOVlOuvVtGnTzAGhBjW2bt1qggEa1PG55ZZbTAaFHkBqI2bNlNCSHl2nTYh9zZS1tOfRRx+Vm2++2WQ96H3qQZ9m5WjDbg1wtLW1SX5+vrm9/qvZEHqgqCUvmiHja9b8yCOPmEwn7ceiB87ak0V7tGgTcL2tZq9oZkdtba2Z2erdMpPGQ18bbcKuYx78WowkEM97tPQg++677zbBGS2782UN6cxl+hrp37SU6Ey9jzSopgErDbxosEQbrPsCP5pBorMH6m0CTYMhOsOeBqGGW79+vcnA0X48lZWVZpvauHGjydILRlBAe5tpZs1//Md/mGCrzojn2541yKhBTs38G6tgfU7GSktU9b3VHke6nXz0ox89LaMwWGPQx9WSP/3c6mdVA9ia2aSBJ8200pnu9H4H05I3bZivn2cN/Oq2WFVVZcbtm61wJBqY0gCbfpfp661NxPV5aCBLH0Nnb/TN7qflnhpcvOOOO0wWnn7PaABSH0sDt4HsRwYAQLCQ+QQAiBh6cP3973/fNOnVgzU9MNSD1N/+9rcmE0IP2DR4oQeggw9mNRj06U9/2mRF6OxSb731ljmA1b4xviwRPbjWgzw9cNf1ejBZUlJiggoa9FLaS8lHy170oFwzTTQIoDQrRXvOaBBC78OXmaBBC81K0TKeP/3pT2aM2qhYAwW+0plA0mwnfR5ajjQ8a2S4QDzv0dIZ2o4cOSLvfe97hzQZ14CRBhL0gHqkWdwGu+uuu8zsczpGbUatB+tajqb/nwYBgkWDM9pzZzh9H3Ub1MwgbfSu26IGBPS1HN6XKhB029YG6HfeeacJDmlQU8s2NQio68cbyAzW52Q8NCtIM5c0m2l4yV0wx6Azy2m5mwaUdNvSz6l+r+g2/5Of/GTE+9X/R/su7d692zQr1+bouqzfRe9GA2r6XfalL33J/D+63ei2rGWj2vBcg1c+GsTSSRTWrFlj3hMNvmrASoNR+j75+nEBABDO4voD3cghwjQ2DsxCBAAID3l5aQG5H77fASC88P0OALH73U7mEwAAAAAAAIKGnk8AAAAAxkWLKKoaHeL2eKU41y6J1oRQDwlADGhs65GObqfkZiRLhn3kXpEILwSfAAAAAIwr8PTStmqpbBiYyTM12SpXr5oqyYkcYgAInn3HW2Tz/oFZjxPi4+TSZaVSlDMwQyjCF2V3AAAAAMassb3XH3hSXT0uOVQ1dEZAAAi0rYea/Nc93n7Zcbg5pOPB6BB8AgAAADBmI81b5I3pqYwATMb3zvDvnhifQy1iEHwCAAAAMGZ5mclSkJXiX062WWRmSUZIxwQgusXFxcnCGTlDlhdMzw7pmDA6FGQDAAAAGLP4uDi5/LxSOVbbKW63V8oKUiUlyRrqYQGIcktm5kpeRpJ0OJySl5Vsmo4j/BF8AgAAADAuCfHxZDsBmHQlealSkhfqUWAsKLsDAAAAAABA0JD5BESJOx/cIOHg0bvWhXoIAAAAAIAwQuYTAAAAAAAAgobgEwAAAAAAAIKGsjsAAAAgxrR19cmeYy3m+rypWZKdnhTqIQFAVDlW2yGVDV1iT7LIovIcsVoSJJYRfAIAAABiiKPXJc++VSFOt8csn6jrlPVrpkl6ii3UQwOAqHCkul1e31XrX25s65UrV5ZJLKPsDgAAAIghdc3d/sCTcnm8UtvkCOmYACCanKjvHLJc39otPX1uiWUEnwAAAIAYkmQ7vfQjyUZBBAAESvKw79SE+DixWmI7/BLbzx4AAACIMSV5qTJnSqZ/ubw4Q8oKUkM6JgCIJktm5UpWaqI/8LTmnCKxJMR2+IVTHAAAAECMWbWg0DTA7RcRe5I11MMBgKiSnGgxvfQcPS5JtCaIzRrbzcZVyENvXV1dcu2110pVVdWQ9Y8//rh84AMf8C/X19eb5auuukruuOMOaW5uNutdLpd88YtflKuvvlquueYa2bFjx6Q/BwAAACDSpCRZCTwBQJDEx8VJWoqNwFM4BJ+2bdsmt956qxw7dmzI+sOHD8uPfvSjIevuvfdeuemmm+TZZ5+V6667Tu677z5/kKq/v1+eeeYZ+d73vief//znxe2O7UZeAAAAAAAA4SKkwacnnnhC7rnnHsnPz/evczqd8tWvflU+9alP+ddpdtOmTZtk/fr1ZvmGG26Ql19+2ax/6aWX5MYbbzTrZ86cKQUFBSaoBQAAAAAAgBjv+fTAAw+ctu7b3/623HzzzVJaWupf19bWJna7XazWgbRgi8Uiqamp0tLSYsrxNODko4Gsurq6UY8hPj7OXAAEhiXGZ3EAAAAAAIRxw/GNGzdKbW2t3H333SbTycfr9Y54+/j4eFNyN9L60crOtktcHMEnIFCysuyhHgIAAAAAIIyEVfDpz3/+sxw6dEiuv/566e7ulqamJvnkJz9psqG0Mbn2ctKsJ/3X4XBIZmamyXpqbGyUqVOnmvvQ64Mzoc6mpcVB5hMQQK2tjlAPARGOACYAAAAQXcIq+DS4DE8zn/7zP/9Tvv/975vlFStWyNNPP236O+m/uqxleGvXrpWnnnpKli9fLkeOHJGKigpZtGjRqB/T6+03FwCB4XaPnKkIAADG70RdpzS09UiG3SazSjPI3AcQtjxerxyoaJPuXreU5NmlKIcTiwiz4NO70cbkWo73k5/8RDIyMuShhx4y62+//XYzE94111xjfoTvv/9+sdlsoR4uAAAAEBD7jrfI5v0N/uW2rj5ZMW/0mf4AMJle3V4jFQ1d5vre4y2y9twSKStIC/WwEGJx/SM1TYohjY2doR4CEBB3PrhBwsGjd60L9RAQ4fLyArNzwvc7gGjxp43HpLWzz79sTYiX2y6fLZGG73cg+vU5PfLrDYeGrJuSnyrrlp6aUAzRZbTf7UxLBQAAAIQx67CZZIcvA0C4SEiIO60sWAPmAFsBAAAAEMaWz8kXmyXBXE+Ij5OV8ym5AxCeLAnxsmJuvvjCTylJFlkyKzfEo0I4iJieTwAAAEAsystMlhsvmi7tDqekJVslJcka6iEBwBnNnZplGo1397klOy1RrCeD54htBJ8AAACAMJdks5gLAESCtBSbuQA+lN0BAAAAAAAgaAg+AQAAAAAAIGgIPgEAAAAAACBoCD4BAAAAAAAgaAg+AQAAAAAAIGgIPgEAAAAAACBomK8VAAAACJDDVe1S1dgpyYlWWVSeI8mJ7G4DY3GstkMq6vUzZJHF5bmSaEsI9ZCAiOfxesXrFbFaQpd/xK8hAAAAMEEtHb3y2HP7paK+SxKtCVKab5f61m5Zv3qaxMfHhXp4QFipbnLI4ao2cyC8qDxXUpOtZv3xug55dUeN/3YNrT1y9eqpEh/HZwgYr73HW2TLgUbp7++XGcXpcsE5RRIXgs8UZXcAAADABPQ63fL48weloqFLXG6vdPW6pLrRIU3tPdLZ7Qz18ICwokHZF9+pkuN1nXKoql2e21QhLrfH/E2Dt4M1d/RKd687RCMFIl9bV59s2d9gAk/qaE2HHK5uD8lYyHwCJujOBzeEeggAAGCS6Y58fWuPeL394nR7zQGy/6xuv5h1WuJgs1IyBAxW1dDlPxBWjl6XtHT0SUF2ymllqpo1aJvEMiENJDe190pKokWy05Mm7XGBYHH0uPQnadi60AR0CT4BAAAAY6AHzi9tq5bKhoEsDT1gTk5MkESbRdxel3g8/ZJojZcLFxXR8wkYZvhnQot/kk6u0z5pDa3dJgCkgafzFxROWgC3w+E0WVg9zoED83Nn5ZnxAJEsJyNJkmwJ0uv0+D9vRbkpIRkLv4YAAADAGNQ0d/sDT6qnzy0zijNMDw09gNWMib9fVy7Z6ckhHScQjuaUZUpNk8P0fdID4aVz8iTDbjN/035pV6+aKo5etwngWi2Tlzm440iTP/Ckth9qlLllmWQvIqIl2SxyxYoy2X64yZwYmT0lUwqyCD4BAAAAYcfb3y+1zd0m46koJ0U8Hu9pt5lenC6XL58iHm+/pCSxiw2cSUJ8vFy2fIp097okISHeBJwG0yCurwH5ZNLP7mD9I6wDfBNMdHa7JDczSexJk7+tjlVmaqKsXVIiocYvIwAAAPAugacXtlRJbbPDLOdmJMmlS0tNpka7Y6CZuJY0TCtMY0p4YAxSwuygfc6UTKms7zKfeTW1MI2yWZxm34lWeXtfvQlOWhPi5fLzpkheJlmuo8GnCQAAABhGG4gfrGqTxtYeqazvFMvJpsfai6aysUuuWjVVDle1m8wInbo6Es5+A+Ph9njlQEWb9Lk8MrUgzfSQiUZFOXa5amWZVDU5TMPxmaUZoR4Swoxmv75zoMHfwNvl8ZpyNs16xdkRfAIAAACGzXj1l7eOmwBUZ7dTGlp7ZWpBqj8ApTPcaanQgunZoR4qMCmZf/Wt3WZ5z/EWuXJFWdRmeuRmJpsLMBINOg2vxNQ+ShidyZu3EgAAAIgA2ghZA09KM5oS4nU6+IFl7edUVpAW4hECk6O9y+kPPPkCr0dq2kM6JiBU4uPiTBN6H22YP29qVkjHFEnIfAIAAAAG0T4ePjrd+5SCVJlakC6FOSkyoyidPjCIGZaEuNPXxZO/gNi1Yl6B5GclS4fDJYXZyZIfopnjIhG/nAAAAMAgpfmpUpqXKlWNXQPLeWlyybklJhAFxJK0FJssnJ4ju481m+X0FBvlpoh50wrTQz2EiETwCQAAABhWWrFuaYk0tvdqh1nTA0bXAbFo2Zw8mV6UJk63V3LSk8R6svcZAIwFwScAAABgmLi4OMmn8TBgZKdH5wx3ACYPYWsAAAAAAAAEDcEnAAAARLX+fqbCBgCcjt+HyUPZHQAAAKJST59bXtleIw2t3ZKaYpO1S4opHwIADPt9sMraJSX8PgQZmU8AAACISm/vb5D61m7R89qd3U5zoAEAwJYhvw8ueZnfh6Aj+AQAAICo1OFwDlnu7HFRYgEAkI7uob8PXd1Ofh+CjLI7AAAARLyGth45VNkmCQlxsnB6jqQmW6UwO0WaO3r9tynISjaz2AHj0efyyO6jzdLT55GyglQpK0gL9ZAAjFNBVoo0tZ/6fcjPSuH3IdqDT11dXXLrrbfKI488IqWlpfL000/Lj3/8Y/O3srIyuf/++yUjI0Pq6+vlc5/7nDQ1NUleXp48/PDDkpOTIy6XS+655x7Zvn272Vj09osXLw710wIAAMAk6HN65I3dtfL2gQaxJ1lN0KmyoUuuWzNdls7OM7fR0or0FJucNy8/1MNFhPL298sLWyr9B6tHatpNj5iphYELQLk9Xtl1pFm6elxSnGuX8pKMgN03gKH090FjTXUt/D7ERPBp27Zt8tWvflWOHTtmljXA9K1vfUv+8Ic/SHZ2tgkw/eAHP5Avf/nLcu+998pNN90kN954ozz55JNy3333yXe+8x15/PHHTXrcM888I4cPH5aPfexj8pe//EUslpDH1QAAABDEYMCRqnZ5ZUeNtHT0SrvDKe1dTinJtZu/N7b1SGleqiyfywEFJs7R4xqSJaFO1HcGNPj08rZqqW5ymOtHaztMMGpOWZaEM5fbK0dr2sXr7ZephemSksQxGCJDfHycLJvD70PM9Hx64oknTNZSfv7Am66ZS1/72tdM4EnNmzdPamtrTXbTpk2bZP369Wb9DTfcIC+//LJZ/9JLL5mAlJo5c6YUFBSYoBYAAACiU0V9h/zvXw/IM2+dkGO1HSYo4PF4/X2dVJItIcSjRDSxWRMkflhJTiC3MQ00+QJPPifqOsd1X/Ut3aY8sKqhS4JJx/y3tyvkrb31snl/g/z5zePS3Tvw+cP4OF0eE1gHolFIQ9MPPPDAkGUNQvkCUT09Pab87gMf+IC0tbWJ3W4Xq9Vq/qZZTampqdLS0mKypTTgNPg+6urqxhTx1AuAwLBYmMcAABAcelD21MtH5J2DjdLV7ZJEW7w5eWmzJPgbxVriB3o+5WYkh3q4iCKJ1gRZOb/ABFp0W8tOS5TF5bkBu/+E+DixJsSL62QQVSUljv1Q7XB1u7yxq9bM4KXOnZUriwI4zuFBrsHZYDp1vWZs6ecPY+8ntuGdKtO7Tr/PLlpS7M/iBKJFWOZFtra2mvK5+fPnm6wmDTCNJD4+fsSO9Lp+tLKz7TQWAwIoK4sfSgBAYHm8Xtl2sEkOVbXJjsNNmi9v1vc5vZKcmGD6dmSlJUl5SbqsW1oimalJoR4yotDsKZmm0XifyytpydaAnsDW45ELFhXJaztqxe31mh40eZnJ8vL2ahP40kDXaEra9h5v8QeeBpZbgxZ8Gun5D88OixV6TNrr9JhsuPEcW2472GgCT8rp9sgr26vlfZfOitnXE9Ep7IJP1dXV8uEPf1guvfRS02BcaRmeNiZ3u90m60n/dTgckpmZabKeGhsbZerUqea2en1wJtTZtLQ4yHwCAqi1dWjKODBWBDABDNbW1Se//OsB0xTW6fZKb59brJZ4sVnjxenyitWSIOdMz5GLzy2WguwUDtYQVEk2iyTZgnPfOnveey5JMUGM1q5eeXlbzZAso/XnTxNLwrufZB++/Qfz86CfN83O8ZULZthtMdkkXXvOvbi1Srp73WbCg8uWlUpGauKY7sPR6z6tl5bL5ZVEyocRRcIq+NTX12cCT+973/vkQx/6kH+9ltutWLHCzISnmVD6ry7r+rVr18pTTz0ly5cvlyNHjkhFRYUsWrRo1I+pzfH0AiAw3O5T6eIAAEzUm7vrpPlkaY+eL+w/+VuTZreZIMAVK6aYcigNCgDR0FtKL3uOtQxZrw31OxxOyU5/96w+LbN7aVu1eLz9JgNn6ZyBGR+DQQNb65aVSk2TQzyefjNDnwaGY83G3XUm8KR0psI399TLlSvLxnQf+tpVNZ7q0ZWTnkTgCVEnrH6l//jHP5rg0e9//3tzUVp6p72htDH53XffLT/5yU8kIyNDHnroIfP322+/3cyEd80115gv2Pvvv19stiCdjgAAAMCk6up1ScLJXjia9ZGaZDH9nGYUp5uZigI52xgQLpKH9XvS45zRBFhL8lLlujXTpbWzT9LtNslKG1sGzngCUDqrZCwb3mTdMY6m6/OmZmntnlQ1Okx55dLZwQsaAqES1z9S06QY0tg4vlkkAJ87H9wQ6iGElUfvWhfqISDC5eUF5kCS73cgsuguaX1rjyk3KcxONuV06s09dbLrSLMp7dHZtXIzkuSOK+ZKTgZ9nSIN3++jp5+DF9+pkvrWbhPg0ew+7TkV6zSwo5mQaSnBD6yN1us7a+VITbt/eU5ZpqyaXxjSMQHh+N0eVplPAAAAiD01TV3yyB/2SLujz2R3aOnQTReVm7KTFfPyJcmaINPae0w/leVz88RmYRcW0U3L17SkVGeQ0+u+YOxkzSr59r4GOVHXaT6DqxcUSH5WioSaNuR+4e1KkwWpnaxWzCuQuZoxFGKrFxaYbCXt/aRZmYvKme0vWia66OnzmEktEsYwoVkk6+pxmWCq/hbrhAdrzikyEx4ECr/cAAAACJmdR5rl58/uk65ul8TFx4nH65Lth5tkwfRsM0uX7vSfSwkKYpCW2qUkWSf9cfedaJX9Fa3meo/TLRu2VsvNF5eHvJ/TjkNNJvCktHRny4EGk2UU6pnL9TuKMrnootl1mnmo27+WwGoT+bP1W4sGr+2o8c+6WNnQJZv21stFi4sDdv8EnwAAADDpjlS3S3Vjl+w62iJOl8es69eJYOJE+pwe08AYwOTTDJ7B+lweU+6WOcYZ3AJNm6gPpou6hvktEQiaZXigss2UgB+t6TCBJ996Lf++ZvU0iXYtHX3v+l0wUQSfAAAAMGk6u53yqxcPSWV9l2glg8vdbxqJuzz9JvikB5Oa7RGLU7ZjYnS2MD1Tr/2SdPtZPicv5FkxkSg3PckcfPsk2RLEHoIMrJGacje0dpvvCDW3LNP0wwImSgOsz7x1wpSdKS05Lcm1i+Vktp+W38WCnIwk02du8HIgEXwCAADApHl1R40JPGlfGY+7X/pcXklPsYnN6pHuPrcUZqfIh6+eZ2bqAkZLsxNe2VYjbu9AWdbe4y2SmWqTWaU06R4r7aOkn8XjdZ0m8KTNzkNdcqd0ZssrV5ZJXUuPpKVYZXpReqiHhChR19ztDzyppMQE6exx+ZvalxXExoyOFy0uljd2a88np+n5tGp+QUDvn+ATAAAAJk1bp1Pi4+PE6+k3WSn2JIsU5dhNj6dZpRnmOjCejDpf4MmntXNoCQlGRz+Xy+bkm0u40cbn4dD8HNElIWFoBl1+ZrIUZdtNw33N/tHfp1iQkmSRy5ZPCdr9E3wCAADApMnLTJK2rmSpbXFIf79Iht0mN188gwNKTEiGPVFslgRxuk+Vx+iZewA4Gy2xm1qQJifqO81yYbZdLjuvNGZmuZssBJ8AAAAwaS5cXGxKeHIzkyQt2SoXLCqmxA4TphkKly4vlS37G0wD+5mlGZRlARh1tt/FS4rNLHdaEp6bmUw/sSAg+AQAAICA2X+iRbYeapJ+r8iCGdmyZGbukL/rtNWXLC0N2fgQvbRU5upVUyWSvHOgQfadaDUZFufNzTdBMwChCUBp0CkQdMY8Jjs4HcEnAAAATJhOyfzspgrZd7zFBJiKclJkx+EmM3NWaX5sNGsFxuJ4XYfsPtZirnu8HnljT53JCMxMHWhyDCCy1DY75PWdtdLj9Jgm5RcuKqJ0bxBeCQAAAEzYS9uqpbWz10yDrjNlNbb3mvXt3c5QDw0IS+1dztOyJTq7T824BSByuNxeeWlrtfn908/yibpO2XVkILiMAQSfAAAAMC5eb7//X52mOtFqEV+lgfbd0as0fQZGlp+VbD4jPpaEeMlOJ+sp2mlPIUSfHqdbXJ6hM252cPJlCMruAAAAMCYNbT3yyvZq6el1m1nqLllaYoJMjW09UpKbKs0dvebA+qIlxaYPD4DTFeXYZc2iItl/sufTubNzxZ5kDfWwECQapH99V60cr+0QiyVe1iwskqmFaaEeFgLEnmSR1GSrORHjU5DF799gBJ8AAAAwKq2dfVLX7JCNu+vMjHWqvrVbth5olEvOLZHN++pN2ZA2Tl46O0/i42m4Cryb8uIMc0H023uiRY7VdvhLtF7dWSO3ZJWbHnmIfBpAvnz5FHl7f4P09LlNYHFOWdakPX5/f78cr+uUXqdHSvLskp4SfrPIsqUDAABgVI1UX3inStxurzmAykpL9JfUdXY7zQHUxUtKQj1MAAhLw/t5aSZUd6+b4FMUSbfb5NJloZnN9dUdNSb4pKwH4+XKlWWSnZ4k4YSeTwAAADirvcdbzcGSZjMlWhNMFpSvd0lhTkqohwcAYa0we+j3ZEqixQQrgInSE0C+wJPS3lMHKtok3BBmBQAAwGma23tl34lW00B8wfRsfyNxpSn9TW29kp+RLCX5qXLOjJxQDhUAwt70onQzEcPR2g6xWRJk+Zw8f/lytGTHHq5qN/2s9DdB+x9hcsQN/oH2r5OwQ/AJAAAAfm6vVxpauuWlbTXiPjlzT2VDl6xeWCi1zd1mnc7KdcXKMlkyMzfUwwUQRrTvjNPtFZsl/rQDYt/fNHMyVmkPoMnsAzSZk1A8v6XKvMeqpskh154/TWwx/F5PptRkq8wuzZSDVQPZTkm2BJk/LVvCDcEnAAAAmJK6X284KG/tqRe3p98cNCycnm3OzPe5PCbodN2aaeYgQ3d0C7IotUNs63N6zMyOKUkWyUxNlFjX4XCavnBaAqSvyWXLppjecKqprUc2bK0209Hra3XZ8tKwmNlPy4ff2lMn3X1uKStIk2Vz8iQ+HFNGwlxVQ5c/8KR0xjf9bOiMjpgcqxcWmibn+nutJZ7h2Ess/EYEAACASbVxd608ueGQtHe7RQ+7EhLiTGPxozUdMqcs09wm2WaRtBSbuQCxTgMtz22uMLNa6Wdm6Zw8WTj9VPlpXUu3NLR2S4Y90RwQBlN1k0Pe2d9gshY1q2ZBiDIe3txTZwJPShtpv76r1mS/KJ3ZTQNPqq2rTzbvrZdLloamMbOPx+uVF7ZUmsCT2nu8RZITNeg+sTLi+pZu2V/RavrjLZqRIxkxEJhMtp2e4ZRkI9Qw2YpzwzvYxxYBAAAQo5o7euRXzx+SHUeaxeMdOGut/9XMJ0tCnDmDquaWZYX9Ti0wmXYcbjKBJ99nZuuBRpkzJctkCh6paZeNO2vNeqX9b5bOzgvKODTD5KWtVf7P75b9DZKWbDVZPJPN0Tt0NjdHz6llR+/Aa+XTNWw5FHr6PP7Ak09Te++E7rOlo1f+tqXSZJL6ys+uWzN90rJQdHvQ2UgT4uNkVmmGWC2TU/Y2uyxTqpoc5vlqMHbJrDx/1lsoMhK3HW6Unl63TMlPk5mlGSEZB0437k/B1q1bZdq0aZKdnS1/+MMf5Nlnn5WlS5fKRz/60REbXgEAACA86Cx1jW098pM/75XqRof/wNVH9+S0r9P5Cwvk6lXTwjJ9Hwgl97DPjC75Ag77T7T6A09KG/cHK/jU3tV32udXJwsIRfBJA9SDZ9gqGRSwLs6xS1Vj14h/CxXti6OXXudAkF1lTzBgUtXo8G8HSu9bv2sn4/3QwNOf3zjuP2lwpLpdLj9vini9YjK6gnmMnhAfL5ctKzVBRj1xEaqsJy39e35LpSn5UxUNXeYHbWYJAahwMK6t4te//rXce++98uijj0pWVpbcfffdsnr1avn5z38uLpdLPv7xjwd+pAAAAJiw43Ud8psXD0tTe485WNHjEb0MatchVmucrFlYKDdfPDOUQwXC1uzSDNOI39fnZmpBmiSeLD3ScqvBgtlDSEu69PEGBzyy05MkFFbMLZBES4I0dfRKVmqiLJl1akKCixYXy7ZDjdLucEpBVrIsDIMZMjXAfunSUnljd50pCSzLT5twyZ32ujpt3SQF77VM2hd4Urp9/vKvB0z/Ps1Cunz5lKCeSNDg1mhmuNOyxLf21puZ/2YUZ8jS2bkBC4xpJpsv8DS4HxXBp/Awrq3vscceky9/+csm4PSd73xHZs2aZQJRr732mtxzzz0EnwAAAMKQy+2VJzYclo5up8l+8nj6TX8nPQjThuJaqqHTgX/6PYvJdgLeRUleqly5Yorpt6TBhVlTBnqjqXNn5cmL71SZz5QeVJ83Nz9o49CD/bVLSuTt/Q3i8WjPp8yg95g6Ew2CnXuGDC8tR1wxr0DCTW5mslx3wfSA3V95cbopPdPSNw2nLCrPNY8xGfS73EeDojo7aUme3d9YfevBRllzTpGEkpbE6WfDdXIm1d3HmiUtxSqzB31+JkJnUtTfscHZgCMFBBEa43onqqqqZN26deb6xo0b5aKLLjLXy8vLpampKbAjBAAAQMDOCvtKTBKtFum1esxOupaapNttcvvls2VKCMp1gEiUn5ViLsPpTFPXXzDd9P/Rz1WwZ8Kbkp9qLgg9DTZqlpcGHDUYp8GQyTKrJEOOVLVLa1efyWS1J1nMRBE+2gQ+1Dp7nP7Ak8/wTKWJ0BMpFy4qltd21pjfttyMJFk881QGHiIw+JSTkyMNDQ1isVhk37598rnPfc6s379/v+Tm8uYCAACEA51CvKK+Uwpz7OaASA9GtPxCZ+LSKgczE1dBqlyxskzK8lMlPj4+1EMGAqa6scts6xoA0rKbyexLqxlJoylBQnQKReaoltddvXqqKWtLSIiXbQcbpaGtx//30hAGKLXvlZYB6k+MNSF+SAAqJ8Blopr5V5I3y2T6ak8v+lGHj3F9Kq655hoTcEpOTpbCwkJZsWKFPPPMM/L1r39dbrnllsCPEgAAAGPy7FsnzFTnSmez02nfb1k7U9536Sz508Zj0tbllNK8VLnpoumTNiMSMFkOV7fLxpPbv28Ws9ULCkM6JiDYNPNHS0LVpctKZfvhJjProDaDn1OWFZIxaQD4b29X+vuj6WyMqRarCQ7NKEoPWMnd8NdBL4iC4NNnP/tZE3SqrKyU97///ZKQkCDNzc3yvve9Tz7xiU8EfpQAAAAYkx1HhrZC2HOsRW5ZK5KXmSwfvmZ+yMYFTIZDladmXVOHq9pl1fwCsiAQMzQTKhz6bB2qavMHnlRnj0tuumiGpKXYQjouREjwSVOyP/CBDwxZN3wZAAAAk8Pr9cqTLx+RxrZe03D4suVTTIPfwSzDloFoNjzrQZsxE3iKPo5el5npT0scB7+/mlVT3dQlcRInpfl2SQjDkmJtSL//RKv0OD1SVpAqBSP0D4sGw3+L9F0iK+n07fhAhQbpRGZPyYjawNy4i1FfeeUV+elPfypHjx6V3/zmN/K73/1OysrK5Prrrw/sCAEAAHBGJ+o65PtP7jRTmOuU7nuOt0hje69cuaJMnnjpiDnA0fU6zTYQK5bOzpPmLb1m6nkNSqycH/oMEATWpr31sr+i1VwvK0iTi5cUm+86l9sjz7xVIW1dfeZvGtT5u/OmmAbg4UIzgV7YUiX1rd1med+JVrl8eakU5QzMThdNzpmRI9WNDunqcZnlJbNyx90Tq0N/5+LjoqqfWk+fW55584SZEEQdrm6T9edPE3vSyM9Re3rpa5mXlSzpERakGte7rjPcffzjHze9n7Zv327Otrndbrn77rvNB+mGG24I/EgBAAAwxN/erpDnNulBlvPkmn5xu72m0eytl86ST2bbzdn/guyUqD2rDowkJyPJzDinAQg9UI3WTIJYpQfgvsCT0okVjtV0SHlJhhyt6fAHnsxtW7uluskRVjMCavDAF3hSegx9pLojKoNPGkS5bs00ae7oM7P/6aQXY+Xt75dXt9fIifpOszy7NFNWL4yOHm41zQ5/4EnpjLRVDV0j9ujacbjJ9PGSk9ljGrAcacbNcDWufLcf/OAHpu/Tgw8+aPo9qc985jPmotlQY9HV1SXXXnutVFVVmeXNmzeb7KkrrrhC7rnnHhPUUvX19aa076qrrpI77rjD9JhSLpdLvvjFL8rVV19tgmE7duwYz1MCAACIGHqgoplOb+yuE++pVhr+674T/HoAvqg8l8ATYpJmV+jBPIGn6KMH6GdaN6i9kN/gnkPhQAMHcWcpTwuGUL0OOqlFYXbKuAJP6nhtpz/wpA5WtUlNk0OigW2ECT9GmgTE4/WayUN8NKt519EWiSTj2sIPHDgg69atO239lVdeKRUVFaO+n23btsmtt94qx44dM8tOp1O+8IUvyHe/+1157rnnpLe3V5588knzt3vvvVduuukmefbZZ+W6666T++67z6x//PHHzYdIZ9v73ve+J5///Of9ASsAAIBo0tntlKc3HpNf/u2gPLfphOl1kmiNF8ugchItSVi/elpIxwkAwZSflSzJNsuQYE5p3kDW0LSitCFlWdnpSWa2t3ALjJ47O88fgNIAqZanBYv+Vry2o0b+9/mD8sSGw1LV2CWRpM95+vG9ltRGg9I8uykb9SnJtZtteETDgoeaERb1ZXdpaWnS0NBgejwNdvjwYcnIyBj1/TzxxBMmu0kDRmrnzp1SWloq06dPN8u33HKLybK6+eabZdOmTSa4pLSs7/777zdZTy+99JJ87GMfM+tnzpwpBQUFJqh13nnnjeepAQAAhJ3qxi55fWetVDZ0moOq5CSrdPe6zZlyj7dfMtMTzXJxToq855KZMqs08FNXA0CwdPe6TOlRZmriqJpRa/DmqlVlpsddv1ebNGdKRupAVk2SzSLXrJ4qJ+o6TTB+WmF6WDa41mDT1II06XV5JCs1MaiZT3uPt8jR2g5zvcfplle218gta8tNGVw4O1jZJs3tvWLTkywJ8SbbRyXZBjKpRnvSpra522wz4VR66aM96dYuKZaWjj7pl37JSU8acXIEbZo/f1q22eaVbtsLp2dL1AeftExOgz960RfG4XDIq6++Kl//+tdN+dtoPfDAA0OWtbROg0c++fn5Zl1bW5vY7XaxWgci2BaLRVJTU6WlpWXE/6eurm7UY9A3LZyazwGRjtmUACDwBw0//tMecXv6xen2mB1o3QHVnW894NIdVe1vMm9qtiyIsB1RANAAw1t76001S1qKVa5YUXbGZsuDabbQqvkj9/3RANRIPXPCTbrdJumT8Dhapj2YBnH0hEU4B5+0d+HOo6fKzDRQl2hLEI3L6G/gaJqWa+Dqr5srxHUyaKW/masXhF+vqLi4OFMmfzbL5+aboJv2DCuYQBljRAWfPv3pT5sAj6+x+I033mi+LNauXWv6Po2XNi4f6Y0Yab2Kj48fsW5V149WdradaVeBAMrKCq+0ZgCIVPuOt8hf366Qw1Xt4vL0i1V7hMTFmb4mrZ29ppeNlpJcuKg41EMFECO0zGfrgUbTJDkt2WpmEUwZRaDoTFxur5m1zndM19ntku2HmmTNOUUBHDW079/h6nb/ckqSxQT6Qk3LAd852Ci1uj2l2GTlvHz/9uTL1PJpaO2R966bOeaTN77Aky/QuWTm+GfbCwelYZi9NVrjetU1A+nb3/62fPKTn5R9+/aZ4NDs2bNN2dtEFBYWSmNjo39Zr+u67Oxs05hcezlp1pP+q9lWmZmZJutJbzd16lT//zM4E+psWlocZD4BAdTaGh3N/xA6BDAR6/QgrLGtR3694bA5O607zm53vznbq2UHurOeYbeZ2X70LCiA0fH1R4nnxPO47TjU5C/7ae3sMxkY164ZaJkyHvodN7xvjdM9cuIBxm9maYbpkXSstsNkD503Nz8sShG3HWoyASLf9uToccn68wd6FmpWlm5fPlp6h8g2oZCfBnx8QZ9AWLx4sRw/flyOHDki5eXl8tRTT5lsKg12rVixQp5++mmTZaX/6rKu17/r7ZYvX27+P214vmjRolE/pu7A6QVAYOgU3wCA8dl/olXePtAgDS3dpk+FNtTVS5fHZfZXtLK5LD9VPnLtgrA4cAAixZ5jLbL1UKPp1zt/ahaB23Gqb+0ZstzS2WcCSOP9PtIMFM3g9M1cpmHBGUWTUYgWe7QsO9xKsxvauocsN3f0mlndtL/RivkFsuGdKhM0035Y4ymX0+db2dDlz36aU5YZ0VlPkW7Ur/zcuXNHXZ6m2VDjYbPZ5Fvf+pZ89rOfNTPdaRDptttuM3/TxuR33323/OQnPzFNzR966CGz/vbbbzcz4V1zzTVmfNqHSu8HAAAgUjS190hbp1M27a3TngNm59jp0h1wrylBiE+IMzPiLJyeI5cuKzU75gBGp6mtR7YcaPAva+aOzpY2eIYpjE5Gqk3qW7uHlG9NNBB+ybklsvd4q3T3uaQ0L9VcEBkcvS5TKqnZuOMJ6uj/p+V0Pjqhhu/3LT8zWW66aIbJfrInW8fVn0pnOrzugummrE/Hx7YVWnH9IzVNGsHvfve7UQefNDspUjQ2doZ6CIhwdz64IdRDCCuP3rUu1ENAhMvLC8zBAN/viATaKPyV7dWmKWqP6eXUJyV5dlMWpDvL+nebxSILpmXJ3186K9TDBSLy+11LjV7dUTNknWY+LZgWXlkgkxUs6HA4zaxy4wkWuNweeXVHren5lJpklYsWF4+qUTKij84m+OrOGpOVa7MkyOXLSyU3M3lM96FZTa/tqJHalm7TQ0y3Jw0YjYdm4JnJxCirDdvv9lF/49x0000TGQ8AAABO0nN/z22qMNNd61ldnbluRnG69Dk9/gPD4hy7/MPV80yjWADjl5eZPGSadj2hXpA1toPkaAsWaBnTZctKJX+M3y9WS4LJvox0GkTTDBt6/46fNor3ta/RmVi3HGiUK1eWjek+NJvpsuVTJjQO7RmmAazjdZ3m/Vw1v0BmlWZO6D4RHOMueHzxxRfl4MGD4vF4/OucTqfs2rVLfvaznwVqfAAAAFFFp4/esK1KjlZ3mINgDUTpDHZ1zd1Smm+XlESLCTjpNOEEnoCJ01IezcrYcaRZ+r39Zpr23IzYCz5t3ncqWKCzzL1zoFGuWhW4/r2RQJ//KztqpKI+tgMV+jocqWk3mUdT8lIlIzVxzPcxeBY5s+w+FReYTAdOtJrAk+95vbmn3swGq597REHwSfstae+l3NxcaW5uNrPLNTU1mUCU9l4CAADA6bbsb5Cn3zguPb1us+OecPKse0JcnLi8/ZKekijrz59qppwGEDia4XP58tgO5p4WLBi2HAv2VbSawFMsByr0hMdL26qlqrHLLO843CxXrSwbc7nbrNIM2XeiddByaIJ4Xb3u056flpfG0nsaKcbVHU5nm/viF78or7/+uuTn58v//d//metLly6VKVMmljYHAAAQjbQ0YO+JFlP6k5AQZ866axKClr9o2d25s3LkmtUEngAEx+xhwYFYzPhx9LhOC1R09w0NXkS7jm6XP/Ck9DfpQGXbmO/nvLn5cv7CQtM7TZvGz52aJaFQnJNiZkn00ezhrHFkciFMM58022nduoGmwnPmzJGdO3fKlVdeKZ/5zGfkS1/6knzqU58K9DgBAAAiih7UPPnyEdl7vEXsSVa5alWZaYSqO8Z6sJORYhOn22sajK87t0SWzmHqd2Ay6FTuu460SEtnr8n2WDQjJ+J6/zS09Uhtk8N8t5SXpI9qYihtsp6VlmgmMtA+WNE021+v0y0bd9VJS8fAe6pBkZEaqhfn2odk6+hsfVmpsRXwH2lT92XhjoVuc+EQwCzJS5ULFxfL4ep2sSbEy7mz88Q2jpnxEKbBp/T0dOnuHphis6ysTA4fPmyuFxcXS319fWBHCAAAEGEOVrTKT/6yzxwI6U69Njv+9YbDcvXKMtNrpbG9R7wekTXnFMoFi4pGPaMwgInbvLdBDlYNZHpUNnSZwMWq+YUSKTRrZcPWahPgVvWt3bLmnKJR/b/lJRkSjTTw5Mvm6W7skjd2143YGL00L9XMqHakut0EKJbMzDVN1MM9a3b30RZpbOuRDLtNlszKNb8p46XZtXPLsmR/xUAQTk+IaB+0d3v83j63JNksYRuknV6Ubi4Yu8NV7bLjSJO5vnhmrswM4nfEuIJPK1euNH2fvv71r8vixYvlRz/6kdx2223y17/+VbKzY2/KUgAAAJ9XtlfLU68cEUevW/TYsN/TL3Fx/dLpcEpqsk2uv2C6dHa7zPTk9KQAJl/loJIjs9zQJavmS8Q4UNHmDzwpzfhYMa/AlPDGKg30D9bcPnQ5kgMV2w42ye5jzeZ6VaP2OHLJ2iUlE7rPlfMLZFpRmplhVSe2SLSNHIBr7+qTF96pMrOyJtsssm5pieRmxl6z/mjV2NYjb+yuFd+3yRu7aiXTbgvaezyub6jPf/7z0tDQIM8++6xcccUVYrPZZM2aNfLNb35TPvjBDwZ+lAAAAGHM5fHIwcpWM5vU1oONon18B58f9ng1ABVnSl20JGRqYRqBJyBENNNjMC1dCyZtbF3d2GUyc7Tkb6KGl0jpd0t87MadjOHNsrPTo6fnj247Q5YbHNLT5zaXidCgk5ZeninwpN7aW28CT6rH6ZbXd9VO6DERXlo7+/yBJ6XXWzr7wivzqaioSP7whz9IX1+fdHV1yR133CHV1dVy0UUXyTnnnBP4UQIAAISpDkef/OhPe00fFS2p0wNDPTa0WOLF5Ro40NQG41eumCKFObE92xYQDrQf0IvvVJnea9rzZ/WCwqAGnv72dqUpjVO5GUlyxYqyCZVNaWlMXUu39Lk8Jsi9bE6eJMR49EnfUy21a9aeT2mJoy5DjATJSRZp7ToVENBeZU+8dNjfRH71wuBtv93DZpLr6fME7bEw+fSzot8hvgBUXJADt2MKPv3Xf/2X/OIXv5AnnnhCpk6dKnv27JGPfvSj4nA4TOrnli1b5JFHHpGkpLFN0wgAABBpNNC0cVetvLajRprae80BggaetCQiJz1RWrucpvlpeXG6/MPVcyUjlf0jIFyyZG5eWy69fR5JSkwwEwEEi5b0+QJPSr8rjtd1TqivijYN1/JdDbRoFtfwrJ9YpM3FR+rxFA1WzS+Q57dUSWe3U9xu75DySu1dVpqfKlPyUwP2eCfqOuXt/Q0mS294ULM03x6wx0HoaXmdBmp3HBko61xcniO5GcmhDz795je/kR/+8IfyoQ99SHJycsy6L37xiybQ9Otf/1rS0tLkE5/4hPz4xz+WT37yk0EbMAAAQCjptNTVjQ7Tg6OxrVf63B5TVtfd6zKNXPVgcMF03YFLknlTs6Qwh511INyYmSeTzn4opM3Ia5u7TXPqktyxf5a1WfNp67ynrxtPsEWbZyP66e/KjRdOl16nxwQz39xTN+TvEy2/G6zD4ZRXd9T4t9v+frdMyUszZZ2ZqYmyaOZAHADRo7wkY9ImIhh18Om3v/2t3HXXXfL+97/fLO/atUuOHz8un/nMZ2TmzJlm3T//8z/Lgw8+SPAJk+LOBzeEeggI4/fl0bvWhXoIAKLQ8doO+d1rR83MP32ugTPQ2WlJ0tHlFG3lopng2tdJsxKY6hmIbI5elzzz1gl/6dGM4nS5cFHxmO6jNM8u6Sk26eh2mmXt9VZWMHlBIy3P23V0IKvhnBk5UphN6W8k0r5eGnAszrWbjFqXNhbUg/mE+ICWc2vwaXDAVB83JzPJzAoITFrw6ciRI6apuM9bb71lNsaLL77Yv06DUDU1NRMeFAAAQDipqO+Qp145asoRdL88NcVqZgnS4FNWaqJML043B6gLp2fLpcunEHgCosD+E61Det4cremQhdNzTNnbaFktCXL16qlytLrd9FXRWdZ0yvrJoH3oXthSaTIzVX1Lt1x7/jTJSI2eZtzBphmtLk+/pKdYzbGvj5ZS7jzcbN7TBdOypGSSstA0eHnlyjLZc7zFLM+fmm2Cm4GSmZZoysd924zSLF5Mbkn/OwcbTDPwvIxkOXd2btT0dBvTN9/gD5z2d8rIyJC5c+f612nvp+Rkpl4EAADRQctj/vzGMXl2U4XZGR+Y3jxOdJdIS3aSbAnm39l5A01fmcEOiB4jVccNfAeMTaI1QeZNy5bJ1tDaMySIoNfrW3sIPo3SziNNsv1Qkwkw6cxwly0vNZlGmsX2wttV4j45c6EG9a5ZPXXE3ltaErflQIN0dbukKMduytYm2mNMH2esGXijpb9h65aWyjsHtOdTv8wty6K8c5Jt3F1rTnT5PsOa5RbMSRHCMvg0e/Zs2bp1q2k03tHRIZs2bZJLL710yG2effZZczsAAIBIpgeY7Q6nbDvYKBt314nH028OQAZiT/3mzKSelJs1JVNuuXjmkAawAKLD7CmZcriqXZzugRm+tORpLFlPoTZSMDwthQD5aLR39cm2Q01DMp00E27hjBxpbOvxB56UlqlpAGqk4NNL26rN7VWD/hsnYV/Cptt5ce70UA8j6rncXtNE3p5klUTbqWzpuuZTExQo7TkXLUYdfNJeT/fcc4/s27dPtm3bJk6nUz74wQ+av9XX18vTTz8tP/3pT+W+++4L5ngBAACCSmf42bC1WmqaHHKspsOU1+kBQ1z/wHTECXHxpuzuwkVFZnYlAk9AdMqw22T9+VOlqqHLlNJqydzgSpBwp0GExeW5svNkz6dFM3JM9g3OrtflOX2d/hZoAG+EoF7qCKVvOjmFL/A0JLAw0C4ZMay1s0+e31JpMuM0m27tkmJ/6aYGjfsGbX8jbW9RH3y67rrrTMDpV7/6lcTHx8vDDz8sixYtMn/70Y9+JE888YR85CMfkeuvvz6Y4wUAAAgqzXTQwJPSs5EacEpJTJDuPo8plygvSZd/ufEcSuyAGJlpLBQlc4GyZFauLCofmKEsPj5yAmehphNJDG4Ur0HHssI0cz0/K0WWzc4zmVG+nk9T8k8vTdOggs5+2j1oNjoyz6De3t/gn6VQg5Rv7K6T91wyEJW8YFGROQGmWVGaaakl/dEirn88hcvDaOaTzWaTrKwsiTSNjQP1lIg84TKrGsITs91Frry8gZ27ieL7HWOhZRO+Phw7jzTLtkON/p3C6kaHacCqwaaLlhTLubPyQjxaIDLx/R57fIeakZQx5qPBgd3HWsTl9kh5cYYUDJsp0Dcr3Lv1cNLMp5e3V5vG9do36pJzS4aUWCE2Pf3GcWnp6PUv6z7G7X83Z8htdP9DA5jR9N0ekKkWCgoKAnE3AAAAkz6V+svbqqW5vVfS7TZzYKDToO860mx6euiO3/xp2XL16jJJSeSMNQCMljbr3nWsWauWTQaWzhQYSZITLXLe3Pwz/n00jcPzMpPlPWtnmnLuaJmxDBM3vShtSPBJS3qHi5TA01hMzjyfAAAAYdbo8+399bJpb730ubySn5VsGoy/trNW1p8/zUxlfaiqTRJM8CmLwBOAgNBeLpv31pueLzkZSbJiXkFU9o2rbuySHUdONex+50CjKVfLz4zNmdEJPGEwDcQm2SzS0NotGfZEmTct8irIxoPgEwAAiBl69nnzvgZ5c3edyXrSZuJaOOH19ktJnt3f30MPCnMyoqfPAoDR6+pxme+HzNRESbQGtkTq9Z21UtXYZa63dvWZ0q0LFxVLtOnodp22rtPhjNng01hpUEIDdlp6pbMuzimLjeBELJlZkmEusYTgEwAAiAnat+M3Gw7LvhOtppGnprRrHxKbNd7f+LNwWE8PALHlaE2HbNxVa4JCyTaLXH7eFNP0N1AaWnvedTlaFGQlm7I0X18k7WmTS+BpVLQ/1AtbqsTl8Zrlt/bWiz3JKqUjNDUHIgn5fwAAICbsO9EmdS3d5np8XLw4XdrTKc7s1GenJcqs0gy54JyiUA8TQAibY7+1p84fMOlxumXrwYHJBwIlM9U2bDlwga1wkp2eZHroaZNtDepfuqxUMuxDnztG1tbV5w88+TS0RWeQErGFzCcAABCV9ABy77EWae7oNWV0TpdHbCdLaJKTEqS7d2CGu/lTs0x2g06pDiB2achJy5yG94cLJJ1G/ZXtNabkLjcjSVYviN7yXs3UIVtn7NJSrEOyxlTGsKAlMJEgu2aA60yMGvw+Z0aOxMdPzmyUBJ8AAEDU2XGoSf648Zh0drukIDvZzDg0JT9VslJtJgjV3uU002a/b91MmVEcWz0XAIxMD/j1++BITbt/XaB7smiQWyc1QOQdsB+oaJM6bRCdYpNzynOCNhuZbiMXLi6SzXsb/D2fysPkd0rLUncdbTbXl8zMlamFaaEeEsYxC+XOk++hSKfpcbdmkrK+CT4BAICooTPWbd5XJ8+/XWX6OOmJ44r6TtM0uKWjT65ZPc3sPFss8TJvalbAmwkDiGznn1NoMpI6e1ymXEyD1uFAs2COVLebSRI0myhay/XC1a6jLbLtUOOQ35q155YE7fGmFaabSzhpauuR13fWmAxB9cqOGlmfMtWUWCJynKjvHLpc10nwCQAAYCxaOnrl2U0Vcqy2wzRs1ZntdHprr3dg9qrkxASzk8yOMoB3y36aOzUr7LJuXt5WLZUNA7PkbT/cJFeuLJPcDBp4TxY9iTGYvhf6vuikFbFCS9j7h22XelKH39TIkpxoMcFTn6TEyQsJ0XAcAABEhUNV7aZEIdE6sHujBwW+HeV0uy2qe6sAiF5aPuwLPCmPt18OVraFdEyxeMA+WJItIaYCTypz2KyPcSM00Ef4Wzm/QFKSBrZnzf5ec87k7RuR+QQAACJSVWOXvLO/QRJtFjlnRraZyltpNoAerGlD3/RkqyyZlSc3XjQjaP05ACCYRmoGPFkNgjHgvHn50u7oM78tNkuCaRwfa3TmwpXzCky/IN36lszKldzM2Mi+05ly959oNZ87bdCdNSwQF456+tzS1N4r9iTLkOw0Ldm96aIZJkNcg6qTuW9E8AkAAESc/Sda5FcvHjaZTlomc7yuQ65eNVWO11nF0euSGcUD/TJWLyykrxOAiJaabJX507Jl7/EWs5ySaJGF03NCPayYkp5ikxsumCHdfW6T9RSrJzO0JDXcylIno6T/+S2V4vUO5FLXNDnkujXT/dlD4ai1s0/+urlC+lweEyhcNidfFkzP9v9dWxKEYobfsHzF/vjHP8qPf/xjc/2iiy6SL3zhC3Lw4EH58pe/LB0dHTJ79mx58MEHJSUlRbq6uuTf/u3f5MSJE5KcnCzf/va3Zdo0ZpAAACCabdxd558SXRvx6pTBLZ19cu2aaVLf0m0CTjqbHQBEg/Pm5svUglTpdXpMBkqijaD6ZNOsFw0EIrbUNDv8gSelAR3d5wjnmf52HG4y41Q68ncONsrcqZkm6BRKYRey7enpkfvuu09+8YtfmCDUli1b5I033jABps997nPy3HPPSXl5uTzyyCPm9t/73vdkwYIF8swzz5i/33XXXaF+CgAAIAhnHnVGls7ugSaZmu00mM5qp9kAGnQqK0gj8AQg6uRnpZjvNwJPwORJSTw94DierKf+/n6TNaXN613ugcBQsGhfuOGPrZOvhFrYBZ88Ho94vV7p7e011/VisViks7NTVqxYYW7znve8xwSb1EsvvSQ33nijub569WppbGyUmpqakD4HAAAQONpY989vHJeXt1fLn14/bnovmF4TGad6GMybmikzSzNCOk4AABBdphelycySgf0LPe21eGau5I2j19VrO2tN+d5L26rl6TdOSK/TLcEypyxzSEN8Hb/VEvrQT9iV3aWmpsqnPvUpueqqq0wZ3XnnnSdWq1UKCgr8t8nPz5f6+npzXf8d/re6ujopLi4edfokDfuA6GMJgy9YAIGxZX+Df9Y6t9cr2w8NTDOenZYkze29kp2eKNOK0kM8SgAAEG00iLPmnCJZPjdfNGxgtYw987CprUeO1Xb4lzWLW0+sLSrPlWAozUs1+0l1zQ6xJ1lNH8xwEHbBp/3798tTTz1lMprS0tJMKd3GjRtPu50vkqcpZMPFj6GWMTvbHnPTZE7UtZ/9Y6iHAJxVVpY91EMAME6a2VTV0CXJSRaZW5ZpejoN5lvWfgvh3HMBAABEh4lMXjJ8P2ak0rjx0KDW8bpOU4o7tyxrSHZTfmayuYSTsAs+vf7666Z8LidnYAaHm266SX7605+acjofvV5YWGiua9aTLhcVFZ32t9FoaXGQ+QREodZWR6iHgHEicBjbqhq7ZMM7Vf5Mp7rmbjPL066jzWZZf7HnxdhMOwAAIHLlZiRLflayNLT2+ANZ5SdL+carobVb/rq50h/Y0pN2V6wsO60nZjgJu+DT3Llz5T/+4z/k4x//uJnNbsOGDbJ8+XJ54YUXZPPmzabvk2ZGXXzxxeb2a9euNct6+02bNpn/ZyzBJ+1cP7h7PYDo4HaHQVc9AKOiWcx7jrVIZWOX2XnSHSdf6awGo85fWGj6O3U4nGbnTZvuAgAmRsuADlS0iSUhTpbOzpPs9FN99AAEjia7XL58ihyt6RCXxytTC9ImPHPikZqOIRlVDW090t7llKy0RAlXYRd8uuCCC2Tv3r0m48lms8nChQvlox/9qOkB9ZWvfMU0Hi8tLZVvf/vb5vbaH+pLX/qSrF+/3tz+m9/8ZqifAgAAGIO9J1rNNMCqpbNP+pwes2OmaU5aGq8HRjrDEwAgMGqbHfLajhp/lmlTe69cf8F0SU4Mu8NDICpYEuJl9pTMgN2fNeH0VkPh0FT83YTlt4sGm/Qy2OzZs+U3v/nNabdNT0+XH/zgB5M4OgAAMFGaxaTp5/Zkiymt88lJT5LKhi7TWFx3rJbPyRtXc08AwJnp9+7g2o8+l8cE/0sIPiHKM60r6rtM9lFJrj2ig60Lpmeb7PB2h9MsLy7PnXA2VbBF7qsNAAAijsvtleO1HfLGnjr/uiRbwpCzdrNKM+XSZSVmhpZ0uy1EIwWA6JWWMvS7VbvEJMTHSUtHr/ne1SwNINoCTy9vr5GK+k6zrIGnq1dNDfuAzZno+NefP818Zm3WBMlMDd9yOx+CTwAAYFJ0dDvl+bcr5UBlm3T3uqQwO8UcAPX0uaUw226aZ+qMLRctLpaiHBrPA0CwlJekS2NbjxyqbjfTx5fkpZrvZ+0howfjV6woi9iDcmAkrZ19/sCT0n2Pg5Vtpt9ZpLIkxEdUH0yCTwAAIKi6elyyeV+9aSrudHuk39sv2iOzrqVbUpNtpsH4ZctLRSdoSYjnbDsABJv201u9sFBWzi8Qb79XfvXiYX/zYv3O3nawUS5cXBzqYQIBM6g397uuwymHq9rlQGWr2TdbOidP8jOTZSIIPgGISnc+uEHCwaN3rQv1EICQp7m/sKXS9CTQPk/dfW5JS7GaQJPu9Onf50/PocQDAEI0C5fbNTADuAzrAQVEk+z0RCnNSzV9knwl/3PKAtcAPNpUN3bJxt21/mXdl7vxwhkT6pNF8AkAAARNr9Pjb4aZZreZ4JPXK2Y2Ow1CXbio2JR7AABCQ/vFDD4oVzOKM0I6JiAY2X6XLC2RE3Wdpv9kaZ5dUpIoLT0TnRRmMH3NJjopAcEnAAAQNNrDSc8uahAqwz5QYpeVliiLynNk/rQsyuwAIAxcvKRY9h5vFUevy8wCVlaQFuohAQGn+yDTi9JDPYyIkJ46bFKCuDhJm2AfOIJPAAAgqDt6lywtldd21Eh3r9sEnDTbSWe1AwCEBy191pMCAKDKizOkpaNPDlS0mu+H8+blT3gGYoJPAAAgqLRB5c0Xl4d6GAAAABil8+bmm0ugcNoRAACMi9b/e7SBEwAAQIxyuT2nNe3H6ch8AgAAY9LV45Rn3qqQ2iaHZKQmmrNiC6Znh3pYAABgHJraeqSupVvsyVaZVphm+vvg7PQE3Kvba6SiocvMHLl6QaHMLKFZ/5kQfAIAAKOmzWgff/6gVNQPzIo0MJNdvxTlpEh2elKohwcAAMZAZzncsLVa+vsHMnfqWjJNEAVnt+9Eqwk8Kc18emN3nRTnpDCL3hkQfAIAAGd1vLZDjtR0SGNbj7R3ufzr+1we6e7ziKPXLdlMIAMgQul3mU6QwGQIiLTMm52Hm6Wtq0/yMpNl/vRssx2Pxf4Trf7AkzpU2WYymrXJNN6do8c9ZFlfx+4+N8GnMyD4BAAAzsjb3y/PvHlc3txTb5aTbAnS4/RospP49m8TrfGSm0HWE4DIoweLmq1wuLpd9Ctt0cxcWTIzN9TDAkZFt92jNR3mumbgaBB12ZyxNYjWcrEh4uL8v+94d8W5dtlf0epftidZJcOeGNIxhTPCmQAA4Iz0DOiBynb/ck+fWyzxcZKTkWR2sqbkp8oNF0yX5ETOZwGIPMfrOk3gSWnux47DTSbDE4gElSdLvs60PBqLy3PFZknwLy+dnSsJ8YQJRkP3gS5aXCwluXaZXpQuf7diCtmT74I9RQAAMER3r1ssCXFisyb4r/toE9L8rBS55NwSyUpLNL2eaEwKIJL72A2n33tAJEhJtEi72zlkeaz0ZNL1F0yTxrZesSdbJDcjOcCjjG4adNJLMPX0uU2GWqL1VJAwEhF8AgAA/t4RL22tluomhyk/WTY3X0ry7JKZmmgOxrp6XKYHxJqFhcxuByAqFOfYZVt8k3+adD24y8ukjBiR4YJziuTFrVXS6/RIarJVVo6zUbj2KJpaSJ+icGx98OqOGjlR1xkVZcEEnwAAgLG/os0EnpQehr2zv0FuuHCGXLqs1JTfaW+Uc2bmSh5nRQFECZ2l87Jlpeb7LyE+Ts6ZkUOzYESM3MxkuWVtufQ5PZKUaBlzs3GEtyPV7SbwNLgsuDTPHrHZaQSfAACA0TOs1ER3dHqcbinNSzUXAIhGRTl2cwEikfZnSkmiz1A06uk7vQS4t88jkYqtFAAA+BtnDj5nqin82WnM2gIAADDZSnJTh2SzJdsskhvBZcFkPgEAAKMgO8WU2OnMTzpby6LyXLEOmgEHAAAAkyMnI0kuP2+KHKw8VRacZIvcEE7kjhwAAARcSV6quQAAACC0CrNTzCUaUHYHAAAAAACAoCH4BAAAAAAAgKCh7A4AgCi053iLmZ430Zog583Nl3S7LdRDAoCo1dzeK1sPNorb45VZpZkyszQj1EMCgLBC8AkAgChzqKpNtuxv8C+3dfXJ9RdMF0sCCc8AEGi9Trc8v6VS+lwDU6A3tPVIUmKClNI/DwD82AsFACDK1LV0D1nu6nGJo8cVsvEAQDRr7ezzB5586od9DwNArCPzCQCC6M4HN0g4ePSudaEeAiZResrQEjvNeEpO5CcfAIIhNdkqcXFx0t/f71+XNux7GABiHZlPAABEmYUzsmVqYZo5GEqyJcjFS4rFZk0I9bAAICppoGnNOYViTYiX+Lg4mT0lU2bR8wkAhuA0KAAAUSYhPl7WLikxZ+E1AAUACK7y4gxz4XsXAEZG8AkAgAihsyjtPtoind1OKcqxn3U2JQ6AAGBy8b0LjJ/u3+w+1iJeb7/MmZIpuZnJoR4SAojgEwAAEeLVHTVS2dBlrh+t7RCXxyvzpmaFelgAAAATnjXy2U0V0tPnNsvHajvkmtXTJCstMdRDQzT3fNqwYYPcdNNNcuWVV8o3vvENs27z5s1y/fXXyxVXXCH33HOPuN0DG2V9fb184AMfkKuuukruuOMOaW5uDvHoAQAIPI/XK1UnA08+J+o6QzYeAACAQGlo7fEHnpTH2y/VjUP3exDZwi74VFlZaYJL//3f/y1PP/207N27V1544QX5whe+IN/97nflueeek97eXnnyySfN7e+9914TqHr22Wfluuuuk/vuuy/UTwEAgAnTlPO39tbJ7149In/dXCGOHrdYLUObhmszcQAAcGaOXpc8v6VSnnrliGzcVWtK2BF+RtqnSbJRqBVNwi749Pzzz8vVV18thYWFYrVa5eGHH5b09HQpLS2V6dOnmzrqW265RZ555hlxuVyyadMmWb9+vfl/b7jhBnn55ZfNegAAItmOw01yoKJNOrtdUtfSLS+8UyUXLCoSS8LAT3dailWWzckL9TABAAhrL22tlpomh3T1uORwdbu8c6Ax1EPCCPKzUmTBtGz/cllBmswoSQ/pmBBYYRdKPHHihNhsNvnwhz8sDQ0Nsm7dOpk1a5YUFBT4b5Ofn2/K7dra2sRut5sglbJYLJKamiotLS1Dbv9u4uPjzAUAopnFEnbnGnAWTe29pzXhzM9KlvesLZcep0dSky1mVjsAADAyb3+/tHQM/T1tau8J2Xjw7pbPzZf507JMyV1qspUG/lEm7IJPHo9HXnvtNXn88cdNYOlf/uVfJDn59C73uiF6vSOnTMaPYWc8O9vORg0g6mVl2UM9BIyRNtisaXb4l1OSLGKzxJvfLJuVcjsAAM4mPi5OMlITpa2rz7+OBtbhLSVpILEE0Sfsgk+5ubmyevVqycnJMcuXXnqp/PWvfx0SIGpsbDRlednZ2dLV1WWaj2vWk/7rcDgkMzNz1I/X0uIg8wlA1GttPRXECHcEygYsmZVrGm9WNznEnmSRNecUcbIEAIAxWntuiby+s8aUsRdkp8h5c/NDPSQgJoVd8OmSSy6Rz3/+89Le3m5K6F5//XXTA+qRRx6RI0eOSHl5uTz11FOydu1aU263YsUK05j8xhtvNP/qsq8Mb7QNXfUCANHM7aa5ZqTR3k4XLi4O9TAAAIhoGXabXLN6WqiHAcS8sAs+LV68WD7ykY/I+9//ftM4XLOg3vOe98iMGTPks5/9rJnpbtGiRXLbbbeZ2+vMeHfffbf85Cc/kYyMDHnooYdC/RQAAAAAAABwUlx/f39Mp/00NnaGeggR584HN4R6CADG6NG71kmkyMtLC8j98P0OAOGF73cAiN3vdqbJAQAAAAAAQOyU3eHMyDgCAAAAAACRhswnAAAAAAAABA3BJwAAAAAAAAQNwScAAAAAAAAEDcEnAAAAAAAABA3BJwAAAAAAAAQNwScAAAAAAAAEDcEnAAAAAAAABI0leHcNAAgXdz64QcLBo3etC/UQAAAAAEwyMp8AAAAAAAAQNASfAAAAAAAAEDQEnwAAAAAAABA0BJ8AAAAAAAAQNASfAAAAAAAAEDQEnwAAAAAAABA0BJ8AAAAAAAAQNJbg3XX0uPPBDaEeAgAgQBy9Lnljd510OJySn5ksqxYUitXCuRgAAMJNQ2u3bNrXIC63R2YUZ8iSmbmhHhKAcSL4BACIKa9sr5HGth5zvavHJfHxcbLmnKJQDwsAAAzS5/TIi+9Ui9PtMcs7DjdJarJVZpZkhHpoAMaBU70AgJjS3N47dLlj6DIAAAi9jm6nP/B0pt9wAJGD4BMAIKZkpSW+6zIAAAg9zXKyJgw9XOU3G4hcBJ8AADFl7bklUpCVIkm2BCkrSJOV8wpCPSQAADBMcqJFLllaIhl2myTbLLJwerbMKqXkDohU9HwCAMTcmdQrV5aFehgAAOAsinLscsOFM0I9DAABQOYTAAAAAAAAgobgEwAAAAAAAIImrr+/vz94dw8AAAAAAIBYRuYTAAAAAAAAgobgEwAAAAAAAIKG4BMAAAAAAACChuATAAAAAAAAgobgEwAAAAAAAIKG4BMAAAAAAACChuATAAAAAAAAgobgEwAAAAAAAIKG4BMAAAAAAACChuATAAAAAAAAgobgEwAAAAAAAIKG4BMAAAAAAACChuATAAAAAAAAgobgEwAAAAAAAIKG4BMAAAAAAACChuATAAAAAAAAgobgEwAAAAAAAIKG4BMAAAAAAACCxiIxrrGxM9RDAAAMkpeXFpD74fsdAMIL3+8AELvf7WQ+AQAAAAAAIGhiPvMJABB8LrdHth5sko5upxTlpMiCadkSFxcX6mEBAAAgwrjcXtl2qFHaHU4pzE6RhdPZr4wEBJ8AAEH38vYaqWlymOv6r9fbL4vKc0M9LAAAAESYV3fUSFVjl3+/0uPplyWz2K8Md5TdAQCCytvfL7UnA08+VY1DlwEAAICz6e/vl+rT9isHAlEIbwSfAABBFR8XJ8mJQxNt7Ukk3gIAAGBstLwuZfh+ZbI1ZOPB6BF8AgAE3UVLiiXRmmCuZ6Ulynlz80M9JAAAAETofmWSbWC/MjM1UVbMY78yEsT1a95aDGOqVgCYvPI7l8sriSd3Fs6EqbgBIDrx/Q5gsvcrET7f7WQ+AQAmrfyOHQQAAABMFPuVkYfgEwAAAAAAAIKGjq8AAABh7M4HN0g4ePSudaEeAgAAiFBkPgEAAAAAACBoCD4BAM4qxuemAAAAAMaMfehTKLsDAJxRbbNDXttRK70uj5Tm2eWixcViSeC8BQAAAHAmLrdXXt1RI9WNXZKcaDH70AXZKaEeVkhxBAEAGJHb45WXtlVLj9NtztpUNnTJziPNoR4WAAAAENa2H26SqsYu0byn7j632af2emM7C4rgEwBgRL1OjzlrM1iHwxmy8QAAAACRYPg+c5/LYy6xjOATAGBEKUkWSUuxDVlXGOPpwgAAAMDZFOYM3WfOsNskyZYgsYyeTwCAEcXHxcnfnTdF3t7fID19binLT5W5U7NCPSwAAAAgrM2fmiUej1eqGh2SkmiR8+blS1xcnMQygk8AgDNKTbbKJeeWhHoYAAAAQMTQQNOi8lxzQZiX3XV1dcm1114rVVVVQ9Y//vjj8oEPfMC/XF9fb5avuuoqueOOO6S5mWa4AAAAAAAA4SIsg0/btm2TW2+9VY4dOzZk/eHDh+VHP/rRkHX33nuv3HTTTfLss8/KddddJ/fdd98kjxYAAAAAAAARFXx64okn5J577pH8/Hz/OqfTKV/96lflU5/6lH+dy+WSTZs2yfr1683yDTfcIC+//LJZDwAAAAAAgNALy55PDzzwwGnrvv3tb8vNN98spaWl/nVtbW1it9vFarWaZYvFIqmpqdLS0iIFBQWjeqz4+DhzAQAAAAAAQIwEn4bbuHGj1NbWyt13320ynXy8Xu+It4+PH31CV3a2Pea7zgMAAAAAAMR08OnPf/6zHDp0SK6//nrp7u6WpqYm+eQnP2myobQxudvtNllP+q/D4ZDMzMxR33dLi4PMJwAII1lZ9lAPAQAAAECsBZ8Gl+Fp5tN//ud/yve//32zvGLFCnn66aflxhtvNP/qsq8MbzS83n5zAYBI19/fL1sPNsnRmnaxWuJl5fwCKcohkAMAAIDJ09rZJxt31Up3r1tK8uyyakGBJIyhOgnRKeK3AG1M/sc//lGuueYa+e1vfytf+cpXQj0kAAiJQ1XtsvtYs3T3uaXd4ZSXtlZLr9Md6mEBAAAgRnj7++WFdyqluaNXepxuOVzdLjsPN4d6WAgDYZ35tGHDhtPWrVy50lx8ioqK5Oc///kkjwwAwk9LZ++QZZfHK53dLkmyhfVXPQAAAKJEn9NjMp4G00AUEPGZTwCAAbnpyUOWtfQuPcUWsvEAAAAgtiTZEiQ1eWgbnNyMofuoiE2cDgeAKDGzNEO6elxypKZdbJZ4WTG/QBJtCaEeFgAAAGKEziR/6bJSeXN3nTh63VKaZ5dF5TmhHhbCAMEnAIgiS2blmgsAAAAQCpmpiXLVqqmhHgbCDGV3AAAAAAAACBqCTwAAAAAAAAgagk8AAAAAAAAIGoJPAAAAAAAACBqCTwAAAAAAAAgagk8AAAAAAAAIGoJPABAi/f394u3vD/UwAAAAworXy/4REG0soR4AAMQal9sjL2yplMM1HZKWbJMlM3NlyazcUA8LAABgUgNMcXEicfqfk9wer7y6o0aqGrrEZk2QCxcVSUleakjHCUQ6j9crx2s7zeerrCBNkhNDEwYi+AQAk6imqUt+/PReaWrrlYSEOMlMTTTZT3lZyVKSaw/18AAAAIKe+f3G7jo5Ut0uCfHxsnJBgcwsyTB/23WkWSobusz1PpdHXtleI++5ZKZYLRTsAOMN8j7/dpXUt3ab5Z1HmuWa1VMlJckqk41PMQBM4s7W028cF0eP2yx7PP3S2e2Urh6XdDqcoR4eAABA0B2sbJPD1e2ihXVur9cEonR/SHWc/NfH5fFKr3NgvwnA2DW09fgDT6q7z20+f6FA5hMABJHL7TVnGBy9LinMThan22synkQzzPsHzkbEx4nkZyWHeqgAhrnzwQ2hHgIARJ3ObtdpJ+ccvW5JS7FJUY5djtd1+v+m6+yTmKFxrLbDZF6lJFpk8cwcsVoSJu2xgWCIG8PaYCP4BABB9NLWKqlt6fbv0KQlW8WeZDE7Wn1Oj2SlJ8m150+T7PSkUA8VAAAg6IpyUmTP8Rb/cpItQbJSE8312VMyTbZTRV2n6UuzfG6+xOtZukmg+2nab8qnsa1HrlxZNqQnFRBp8k+29qhucpjl1GSrzCodKHOdbASfACBItFeBL/DkU5CVItML06W62SF5GUmy9twSzqoBAICYoQ3EL1hUJIcq200vp6Wz8yTRdmpfaMG0bHOZbIMzrnzlSj197pD0xgECRYOn65aVmib+Hm+/FOfaJdEammMPgk8AEMBg047DTdLd65Yp+akyvShdLPHxpp+BT7rdJmvOKQrpOAEAAEKpvDjDXMKJZmANphlXnCDEyC01mkz5qGbxzSnLknAXHxdnZrkLNYJPABAAWkb3wpZKaWrvNcsn6gfOnumZvdd21pgzDRl2m5w7KzfEIwUAAMBwS2bmmlK71s4+E3has7CIWfZwGi3NrGrs8u/va5nowuk5oR5WRCD4BAAT0NLRK2/uqZMOh8v8EOVlJouvNUBFQ5dccm6JFOXMlF6XR1KTrJPWtwAAACAQtPxs0546M2mKZnXribRo7IOkPabWnz/NzEKsZUmhKk1C+NKJgqpPBp58tEE9wafRIfgEAOPk8XrlhXeqTD8A/TFqd/SJJSHO3zw8OXFgp8VmTTAXAACASGsp8OKWKnG6PWZ519FmM3FKJJQajbc8KT3FFuphIEzpSWTdp9fPxeCgJUaHPEIAGKeePo8JPPl+jAqzU8TpGujvlJOeJOfOzAvxCAEAAMbP0ePyB558Wjr6QjYeINQuWlws1oSBMIoGKpfPyQ/1kCIGYToAGCfNbEq2WaTHORCASkuxyfkLi2ROWaakJFqiMiUdAADEDnuyVWyWhCEBqOz0xJCOCQglnS3uvetmSq/TIylJFpMth9Eh8wkAxikhPl4uXVZqyuw02DRnSqYsmZUr9iQrgScAABDxtO/RumUlkpWaaPZ1FkzLltlTMkM9LCCkLAnxkppsJfA0RmQ+AcAE5GQkybXnTwv1MAAAAIKiICtFrrtgeqiHASDCkfkEAAAAAACAoCH4BAAAAAAAgKCh7A4AdCphp0dqmh1m9oqSPDs9mwAAAIAo1uFwSmN7j5m1Li8zOdTDiXoEnwDEvO5etzzz1glx9LrMcllBmqxdUkwACgAAAIhCtc0OefGdKvF4+83y8rn5pqE+goeyOwAx72Blmz/wpCrqO6W5vTekYwIAAAAQHDsON/sDT2r7waaQjicWEHwCEJP6+/tHvO7jneTxAACAyDDSfgOAyOaVfj7bQUbZHYCYcrSmXTbvaxCXxyuzSjJk5fwCmTUlUw5WtUmv02NuU5Rjl9yMpFAPFQAAhFmZzus7a83+QllBqlywqEgS4gN/Ll8PgCn9B4Jr/rQsaWjr8Qeczpmew+cuVoNPXV1dcuutt8ojjzwipaWl8vTTT8uPf/xj87eysjK5//77JSMjQ+rr6+Vzn/ucNDU1SV5enjz88MOSk5MT6uEDCMOGgn97u1K2H26URGuCCTAdqGyT7PQkmT0lU9afP00q67vEaomX6UXpEs+PDwAAOMnl9spL26rNv+p4Xadk2BNlyazcgD1GU1uPvLKjRhy9binKTpGLlxSLzZoQsPsHcIr2eL16VZk0tvVKWopVSvNSQz2kqBeWZXfbtm0zgadjx46ZZQ0wfetb35LHHnvMBKFmzpwpP/jBD8zf7r33Xrnpppvk2Wefleuuu07uu+++EI8eQDjpc3nktZ018j9P75X9J1rF6+03ZyzrW7v9QSllT7LK3KlZUl6SIfHxBJ4AAMApPU63P/Dk09E9sA8RKBrc6upxmUwMnYH3nYONEu7qW7rluU0V8pc3j8uRmvZQDwcYk9yMZJk3NYvAUywHn5544gm55557JD8/3yxr+tvXvvY1yc4e6D4/b948qa2tFZfLJZs2bZL169eb9TfccIO8/PLLZj2A2ObxeuVvb1fIQ7/aJi9vrZbmjl7p7nOZYJTy7UDmZzGtKgAAeHf2JIukJluHrCsI4D6E7pd097mHrPOdIBsLt8crb+6pkz9tPCav7qiRvpMtBYJBJ2t54Z0qc0Kvqb1XNu6slbqWgZN7GLu2rj5zorSyoSvUQwFip+zugQceGLKsQShfIKqnp8eU333gAx+QtrY2sdvtYrUO/BBYLBZJTU2VlpYWKSgoGNVjaYYDWQ5AdHF5PPKbDYdl77EWaXc4RT/hCZZ4SbFZJCXRKsmJCZKVlmh6NcwoyQj1cAEAQJjT3k6XL58ib+9vkJ4+tynZmVOWFbD717J/bQXQ0nFqtt2C7BRzMk1bAYy2F83mffVyqGogA6m1s8+cdNNxB4PODKzBLh/tnNPQ2i2F2SlBebxopgG859+u9M++Nrcsy/QlBaJJWAafzqS1tVU+9rGPyfz58+XGG2805XgjiR9D47/sbDuNxYAo0dTeI7/bcFgqGzqlsq5TLJZ4SUiIF4/HK5b4eMlIS5R0u00uPLdU1iwqNjt6AAAAo6H7EJcuKw3a/V+6tFTe3l9vSu8Ks1KktbNXHv/bQbEkxMuac4pkamHaWe+jobXnXZcD/XrocdTgGcK0D1asNqPXYF9OepIJGo7V3uOt/sCT2l/RKktn54rVQs8vRI+ICT5VV1fLhz/8Ybn00ktNg3GlZXjamNztdpusJ/3X4XBIZmbmqO+3pcVB5hMQBfTs22PP7ZeGlm5zFq7X6ZZ+p0hqklV6zE5RvyyYliWXnTfF9Hfq6gzezhgmJivLHuohAAAw6VKSLHLxkhJzfdfRZqk4PlB+pTP0av/K/KxySU5898O3jNREk/XtX7bbgjbezNREOX9BockG056ac6dmjipAFm32nWg1GWdKjypXLyyUWaWjPx71/X+jXQtEqogIPvX19ZnA0/ve9z750Ic+5F+v5XYrVqwwTcg1E0r/1WVfGd5o6BelXgBEtj3HmqW7121Svn3ltPqTHRcvkp+ZLLdeOstfYuce1jAUAAAgnHQOa2auWTFa7ne24NOq+QWmz1Nje49k2m1y0eLioI5zZmmGucSy3cea/dd1P3T30ZYxB58WTs+WmiaHCTQOLOeQoY+oE9Dg09GjR01j8K1bt47Y9Hvfvn3jut8//vGPUlFRIb///e/NRWnpnfaG0sbkd999t/zkJz+RjIwMeeihhyb8PABEHk371magurPmuz6tKE0uObfU9GVIZKpiAAAQIYpy7P7eTUqztrXM7Ww0OHXlyrIgjw6DaU+uwcbT0SU3M1muXTPNlElqBpy+/0C0iesfXKQ7QdoEvLm52WQopaWdnnKp2UnhprGxM9RDADAG2v9gw9Zqc2ppwfRsmTt1oNmnppg/+9YJM+VvZ49LinPs8p5LyiUtJXjp5giOvLzApOzz/Y6JuvPBDaEeQlh59K51oR4CIhzf72NzsLJNjtZ0SKItQZbNzhtV8ClQXG6PmcFOT95pI/RwcaCiVWqbu83+3eKZOaYfVqgdqWmXjbvqTO8rPQF68eLimCw/RHTo7HZKZ7dLMlNtkpJkDeh3e0Azn3bs2CG/+tWvZMGCBYG8WwAwtAnn//7toJmOWM8y7TneLDddVC4LZ+SYngbXrZluZgtJsiVwxggAAES02VMyzWWyOXpd8tymCtP4XC0qz5FzZ+VJOJS3vXOg0b/c1tUX1Abwo1VenCFZqYnS2tUn2WlJZkZlRL6qxi5p6dAm8olSkpcqseBEXae8urPGtCWyJsTLpctLpSArcLNXBjRUnJWVNaZ+SwAwWtrI8fevHpOeXrfp2eTt75eG1l45XNXmv42mKU8vSifwBAAAME7as8gXeFI7j2hfzdNbqky2yvqBBuw+1Y1dZn8wHGh2mAlCEXiKCnuOt8iL71TJtkON8sI7VaapfCzYtK/e3w9b+48NDvYGQkAzn26//Xb5zne+Y/oupabGRnQQQPA4elzy8vZqM5NdRUOXmcXOdBHvH2i8GZ8QxxS0AADAr6G122RI52cls48wTmZ/67R1oQ/yDG+2ruWIw/stARPJ+tl6sNEENJvaeyTJdmp723u8ReadbPURS5999wjfBWETfHrjjTdky5YtZsa5nJwcsdmG1iW/+OKLgXw4AFFMU6l/8dwBU0anNfTOk6V2Wtvv+yLMTLPJxecOTEkMAABi25u76+TgyYxo7Ql01cqys84Oh9PNKs2Qo7Ud/gwIzShPSwl9dcvyufnS2tknHd1OUxJ04aLgzuSH2KHb1Ss7aswxh9K+YlpuplUVKiE+NoKcc6Zkyu5jLUOWAymg38bLli0zFwCYKE3x9qV8a/NGpYGnmSUZpgnenLJMuemiGWJjFjsAAGKeHjz6Ak++prn7K1rDoldRpMnPSjGBu8qGLpP9MXtKhn9fLJRSk61y/YXTpbvXbfp7hkOzcUTPSe/B87DlZiSbE9/a7Sg+Pk6WzcmXWLBsTr5kpSVJe1ef5GUmS2l+avgGnz7+8Y8H8u4AxDCPx2vSqbXppdLZVvRM3LqlpZKTkWSmHAYAAFAe7+nlIZ4wKBWLVHrwrZdwo1nwGoQCAikzNdEEWH0BKM30O39hoTn+0L9N5kyToTajOD1o9x3wPNTdu3fLT3/6Uzl48KBYLBaZOXOmfPCDH5RFixYF+qEARDGd3eVEQ5cJQjl63ZKfmSzXXzCDRo4AAGDEhs/a56mhtccsa1nWzNKMUA8LQATQ44sLFxXJtkNNJgC1YFq2zCqd/Jkmo11Ag0+bN2+WO++8U2bPni1r1qwRr9crW7duldtuu00ee+wxSvIAnNYUVANLBVnJkjIsk0mnNL1m1VSpbnJIapJVykvSwyLlGwAASFhmxFy+fIocqmoXl9sjUwvTJSMCshV0rDVN3ZKQECfFuXYaaAMhojNm6wUREnx6+OGH5eabb5Z77713yHpd/u53vyu//OUvA/lwACKU9mF4Y1edHK/rkKREi9gsCXLFiinmrOVgWmusFwAAgLPRHkCRNCNVn8sjz751QtodTrNcmpcq65aWcLINiGB1Ld3S0+ce0rAcAwLapW3v3r1yxx13nLb+9ttvN+V4AKCz1/3htWPy6s4aqWjokpbOXnG6PbLraHOohwYAADBpDle3+wNPqqqxyxy4AohMm/fVy183V8irO2rkTxuPDfl8I8DBp6ysLGltbT1tfUtLi9hs4Z/2CiD4dhxuFpfnVFPQ5vZeU1s9aIIJAACAqNfvPX3nxzvCOgDhT7Od9p1oHZLZuJuT68ELPl1yySXy9a9/XY4cOeJfd/jwYfnGN74h69atC+RDAYigqUv1zJ72d1IaaEqIj/PPGqFBJ53CdG4EpckDAAAEYlap5MRTZTm5GUlSkK2TuyOaAxRHatqlsqHLP7MaooN3hPeTt3iogBYhfvrTn5Z/+Id/kPXr10taWppZ19nZKXPnzpXPf/7zgXwoABFAm4Vv2FrlP4u3fG6+zJ+WLfWtPVKYlSL2JIvpb3DR4uLT+j0BAABEM51sZf3qqXKirlMSEuJNMEr7ViF6e54++1aF9DjdZlmbW+s+MKKDPclq3tNjtR1m2RIfL3OnMmNe0IJPGRkZ8uSTT8prr70mhw4dMtHcOXPmyAUXXCDx8XyRArFCv3T3V7TKwcp2SbTG+8/qbT/UJO+/fLZcvarMBKDSkq1SVjAQqAYAAIjFANS8admhHgYmwf6KNn/gybe/vKg8RzJTE0M6LgTOhYuKZEp+qslwK8m1S8YkvrftDqds2d9gyv2mFaaZE/7hJuDt1zXIdPHFF5sLgNhT39Itr+2oEc116nQ4pcml0x2nidUS708vzs1INhcAAAAgFoxUZkdZVnTRmSo1+2myuT1eef7tSnH0usxyY1uPmU18ZmmGRFXwad68efL6669LTk6OKa97t6lB9+3bN9GHAxDGdc7xcXFmNjvf72hWWqLUNDtMBF6DT3p2BwAAAIg1c8qy5GhNh9kvVpr9n5lqi8rjAUyurh6XP/DkozNnRl3w6f777/f3d9Lr7xZ8AhB9tGHixl214nR7ZWpBqpTm2f1/S02xylRLmpw7K09K8uxSnHvqbwAAAECsyLDbZP3506S6sUts1gRTGRAtx86a1fXW3no5VNUulvg4WTm/QMpLwivwEc2SEy2mX5xmQPmk260SbiYcfLrxxhv912+66aaJ3h2ACLHlQIMcqW6XuuZuyUwbqGc+XtdpGocvmJYt+ypazZmP1ecWyuwpNNsDAACIdg1tPdLc3muy3wuHzdxX0+QwfWnyMpPCqv2CNgLvcXokKzXRZOoHU2qy1WRARRud2fpgZZu57vL0y8bddZKXlSzpKdGV2RWuEq0JcvGSYpMQ0OcaSAhYMD3Kez45nU559NFH5aqrrpKpU6fKl770JXnmmWdk6dKl8tBDD0lWVvR90IBY09LRIz/84x45Ud8l8XEiGmCfkm/3Nw7vcDhlzTlFsmxOXtSczQEAABhOZ6nTDHCdvXfhjJygBy7eTWtnn8l6yElPknjdQQsBPSmpB7++9gsr5xXI3KkDx387jzTLtkON5rruH168uNhk/oTa3uMtpkmzjjktxSpXrigzTeAnyuP1mucZKyVoHQ7XaZlQjh4XwadJVJqXKn+/bpZ57cP1GCyg35AaYPrZz34mXV1d8uqrr8rvf/97+ad/+idxOBzyzW9+M5APBSAEnnz5sHzxx5vkcHWHuNxecbq85guutrnbf5vCnIGzXOH6pQcAADBR2rvn5e3VcqSmXXYebZYX36ny/02DQG/urpM/vHZUXtpWbWa+CqY399TJnzYek2feOiHPba4w+2ihsOtosz/w5Fse6bruO+453iKhpr2XfIEn1dntkh1HTo1zvDbtrZfH/3ZQHn/+oAluxYLC7OTTMnFCOYufbmODS9BiSVwYH4MFNPPpueeek+985zuyYMECueeee2TFihXy//7f/5MLLrhAPvKRjwTyoQBMouO1HfLz5/ZLVUOXeAftVehVPblmSYiT/MxkmVaULuXF1HcDAIDodryuY8iyTriiQSbtvfL2/gY5WDVQgqRlZn1Oj1y5siwo42hq6/GXO/lmudLH1hYIIT/oHbQ4/HA4HA6PNTgxfLK5iQbujtV2yP6KVnO939tvgltafqhtKSbDgYpW2V/RJgnxcaYKoShncvqtluSlygXnFJltT3sPLZ2VZz4LoaA9tV7dof1oPeb5X3JusVgtCSEZC4YK6BbR1tYm5eXl5vrGjRvl7//+7831zMxM6e3tDeRDAZgEuiO152iLbNhWJV3drtN+oJWmdl+2rFSuWjU1BCMEAACYfEm2hNP2h3xldxoAGmz4ciDphC/DhSrzacnMXHllR81A2Y+InDszz/+3c2fnyeZ99f7XKhxmQE5JtJjgRG2zwyzrmGcUp0/oPjV7arD+kzORTUbwSYMu2vTbZ8PWalk6O1c83n4pyrZLTkZwx6ANxkfbZLylo9dsu1omGshyVQ0ovrK9Rlwns570vd1xuFmWz80P2GMgTIJPZWVlsmvXLmlubpaqqiq58MILzfoXXnhBSktLA/lQAIJMz9r86oVD0ut0mz4CehZDT2j1n4xA6XWdteM9a8tl9cKiUA8XAABg0iyZmScNrT0ms0mDKecvLDT7SkrLjXTfySczNXh9b/Iyk83+mI5D6RimhaiXkvZwutY+zQQW9DUYHOyYNzVLcjOSTG9Q/TcjhCVZgzO11i0tkf0nWqW7zy1T8lMnnCmk7SfiDseZAJzSwIo+38nQ2DY02aOmqUvau/rEnmyV+LgmWbesVErCYOZpzQbzlV3qtnvFirKAZUlpKaUv8OTT2TM0IIgoCT794z/+o/zrv/6rxMfHy6pVq2Tu3LnyX//1X+Zy//33B/KhAATZhneqzNkD3aHSi9vTL/ZEq5kNJNEaL6sXFsr7Lp0VM40UAQAAfFKSLHLtmmnS1eOWJGuCJA7KhNJG23oQrMEpPbi+aHFx0MahwY2rVk6VfSdazX6bZp6EsteOznKnlzMFyvQSTjRYp83iA0XbUKxdUmxK37Q1hWaDBaKB+WgMft29/f3S3uWUzLQk/7IG2UIdfNLg4+B+Xxo03Xu81ZQIBoIGsXT7b+s6FfwtPtmPFlEWfLrhhhtMwEmzni666CKz7pxzzpGf/vSnsnr16kA+FIAg8/V20uBSWrJVunvdkpuZZHZqNNuJ2mkAABDLEuLjTXBpOA1EXb58yqSNQx9vyazcSXs8vDudAdo3C/RkZ54tLs811Qt6brgo1y62QSVtIZoEcYiRmoAHsjG4HrdcvrxU3jnQaHqwleanypyygRkXEXoB7wKmwSe9KJfLJVlZWTJjxoxAPwyAAPF6vfK7V4/Kgco28wO1fs10mVeWZc7a/eXN4yZ11WZNkKWz8+TWy2aHergAAABnpX2P3tpTJ3Wt3Wa69zXnFElq8uRkoAChokFIXyBSZxjcerDRnyF3Toj6bGkJ4pYDjXKirtNUT9iTLOLoHZgBUhujl5dMrM/WcJppdmEQsw0RJsGn2tpa+dKXviSf/vSnZfbs2XLLLbfI4cOHJSMjQ37+85/LvHnzAvlwAAJAmxFuO9RkrneLyG9eOCSffd8SOW9evmSk2uRoTbvkZiTTqA8AAESMdw40yNHagRnpNHv7pa1Vcu2a6aEeFjBpzpmRI0XZKSbQo9UL9kkq/xtu74lW2Xuy1M7RK+Zkt5YjaiN07U82WTMBIsqCTw888IB0dnZKdna2PPvss1JTUyP/93//J7/73e/kW9/6ljz66KOBfDgAAVDTNDDDh49mOjW29khaik1mT8k0FwAAgEjS3DG0+bI2ADezsNGrEjEkNzNZQl2Q2dw+9LOos9xNK0ofsWQV0S2gwae33npLHnvsMTOz3UMPPWRmu1u6dKkpvbvpppsC+VAAxqHN0Sff/+1OaWrvlbQUq9z+d7OlKCfFlNz5WBPiJS8rvJpBAgAAjIVmU+j+jk9mWiKBpyjT5/TIwao28Xr7TU/SwWWVtc0O04RdewAtKs8Jy+yaxrYeeXN3nfQ6PaZfk1YdRONEPtnpiXKs9tRyki3BlN7hlCPV7bL9cJNpDL9oRk7U9qkK6LuuPZ60xE7PKrz55ptm5jtfTxmLhQ0MCBX9TG7YWiW/e+WI9Lq8oq0He51uefQv++SeD50nLR195sdbezutP3+ayXoCAACIVMvn5Ju+T3Utvp5PhaEeEgLI5fbIM2+dkI5up1nWJtu6D6ulZS0dvfLCO1UmKKVqmh1y/QXTQ1Z2NhLdNl98p8rMiugbvz3ZIgunh6YvUzDNn5Ytjh63VNR3msDT6gWFZpbBserqccnh6nbTOH1WaaaZ2S4aNLf3ysZdtXJyrid5a2+9mbGvIDtlxIDr1kON5rUozrHL/GlZERVUD+g7Nn/+fHnyySclLy9POjo65OKLLxan0yn/8z//429CPlpdXV1y6623yiOPPGIyqTZv3iz33Xef9Pb2yqpVq+QrX/mKCWjV19fL5z73OWlqajKP+/DDD0tOTvR9aIGJ+MubJ+TVHTXS6/SaLzb9mUvw9psa8JbOPvn7S2eFeogAAAABow2WL6LpcNSqbe72B56UZg9pQ2sNdNS2dPsDT75AT0Nrj0wvCp/gU3ef2x948mnt6JNopNlcK+cXmMt4dfe65Jk3T0iPc6BR+aGqdhNsTLRG/uzbrV19/sCTf11n34jBpw3bqsy27Gud0i/9ERWwHHvI8V184QtfkF//+tfyta99TT7ykY9IYWGh3H///fLiiy+aANFobdu2zQSejh07ZpY1gKX3/d3vfleee+45E4DSIJe69957TUmf9pi67rrrTIAKwMCX9LHaDqlv6TZN/jQoPjwwrjtm2kwcAAAAiBQJI2TO+LJpRirpsofZTIc6xmTb0HHmZAS3NLCnz22ODbQkMdJU1Hf5A09KM3+G962NVNnDSoL1WvYI24IviDpYTWNkvQYBDT4tWrRIXn/9ddm0aZO/5O6DH/ygPP/887J48eJR388TTzwh99xzj+TnD8yutXPnTpP9NH36dPPG6Cx6zzzzjCnz08dav369ud0NN9wgL7/8slkPxLK2rj7508bjJtvpuc0V5myQJT5eUpIs/gCUnin44BVzzDoAAAAgUhTnpEhZQZp/OS8zWWYUp5vrUwvS/BPm6G7v4pm5kp8ZXidbNVB26bJSyc1IMr2qFkzLlnlTg9fnp7PbKU+fPDb429uV8uaeOokkI5XpaZ/aaJCdniQXLioyDdi1RPj8c4pG3F4tCXGnZXqFW1D1bCZ81Kkz2hUVFZmgkF4fXDanEhMTpbu721yKi4tHPWveYFpaV1BwKk1Pg1K6rq2tTex2u1itAy+6luGlpqZKS0vLkNu/m/j4OHMBooE2LXzmzeMmDTk12SbTi9IlIT5OslITzToNPGk/p0uWFstly6eIJSHyU1UBAAAQuTxer+w/0WZK0Urz7FKUYz/r/6PHnmuXFJum3Vphl5eZJAnx8f6/aV+h5XPyzPXx9BeaDJrpdM3qaZPyWHuPtw7JHDpY2SYLp2eHdZ/X7l63CZbpzJWZdptkpSWacjQ1JT9VSvLOvp0orQDRzKnkxARZPjc/rHp/+egxm17ejW7LFy8plle215iSzZz0JFk6O09iKvh06aWXmmwn7bO0bt26ERte+aY13bdv37geQxuWD6f3N9J6FX/yi2c0srPtEdWkCxhJW2evvLW7Th5//qB4PF5xebymsZ9mNU0rzpD8RIv88yVLTCme1g+nhvEPDQAAAMKX2+OVzm6XpCRaJNE28ROZL2+rkarGgcSFfcdbZO25JUOyms5Ej+Hys07vi+NjtXCS1UdnURtuhFVhtT29sbtW6lu7zfWmjl4pyEqWK1eUSVx8nORlJI3qGP5ARau8vb/Bv6zBq+sumB6xswoW5djlvetmmhK8SOx3NeHg02OPPWZmuFO/+MUvJBi0d1RjY6N/Wa/ruuzsbJNh5Xa7TdaT/utwOCQzcyDNcjRaWhxkPiGivbm71qTRtnb0So/TY2as0y9Ut9crbZ194uxzy4ySdElKEEmyW8XV55LWPkpTEb6yskZ3JgsAAEwuLd/Ssi3tuaPZ9RcuKpaphWcPFL1bHyJf4ElpPORITceogk8YvTlTMuVoTYcJ9Ch9fdNSQp8BpJUZzw/annSSAN9739Z1qqG8anc4R2zCfbbG9MPvQzOqtNQxUulxXiQGngISfFqxYsWI1wNJ+0UdP35cjhw5IuXl5fLUU0/J2rVrTbmdPubTTz8tN954o/lXl31leKOhMyEMng0BiBTaLLDD0Sd/fP2YOXMRb1KKPf5IuKYYzyrNkAsWFcm0wjRxu0fOFAQAAIiF0i4tvdEMkLL8VLJixmnrwYFp3pXH22+miC8rSB13JYnur+r/q5UyPjZLeJbJRXpfoWvPn2YCfZpdpCVe4VD9886BodvT67tq5db8ge1JSykdda4hfb3GaniQSftEJQUgWw/jE9BOw9pr6X/+53/k0KFDZoa64cabGWWz2eRb3/qWfPaznzUz3Wlj89tuu838TRuT33333fKTn/zEZGA99NBDE34eQLjbdqhRdh5pNqWnelZAZ8zQVFWny2O+uLXydN6ULPngVXP99e8AAACxGnj66+ZK0x9IaWPfq1ZNjdjsgVDqc3qGLGurB9331GbI46EzL6+Ymy+b99WbrCcNFmiDcAReut0m8+3ZEs7bk54s1wBxQlycnL+w0FQoNbf3muDZyvmj6+k8mG5LrV19ZmY8/bxrY+9w7QEWCwIafPr85z8vu3btkvPPP1+SkiY+VeSGDRv81zWj6Q9/+MNpt9Fm5z//+c8n/FhAuNM0WW2Yp+nO2w81S2qK1fQ308BTn9Mr9mSLZKUlyfI5uXLpsimSkZoY6iEDAACEXHWjwx948pXeHK/tkDllwZtdLFpNK0qX2pZTpUza+HmiB/Nzp2aZ5tFagqdNpclKiwwaJNp3olU6upySn5Us5SUDrXjGYnpRmr+vk5pSkOY/ca7bgZZ1ToQGNy9fPsUcRxF0irLg0zvvvCM/+tGPglZ+B8Sqt/bWycadtebMkqag1jQ7pLA/xZzBmFuWKa1dTslOSzRf+hP9kgYAAED0Bgu0J6gGC2aVjr5Prs/sKZnmgF4zSTRLacH0wGTS6Kxr4TzzGk731p46OVTVbq4frGozs+ktnJ4zpvvQALDFEi91zd2mB9V4tyedVKmq0WG2Te1BNryhOIGnKAw+FRQUiN1Oo1ggUFo6euX3rx2VAyenn1X6xa5nhTQDSoNPelbgtstmS+EYG/ABAADEguJcu+RmJElTe69Z1iCHZvDEmk176k2QQB2ubpeePo8sKh9bsGC008KHM4cGKhq6zD70tKLTAxUYnWM1ncOWO8YcfFLlxRnmMl7aM+ovbx6X3pMlfCXVdrl0WWlY9LRCEINP//Zv/yb33nuvfOYzn5EpU6aYkqDBiovJyABG25vg+S1VJuOpoWUgTVwbMWoaqk4RWpafJjkZSWbmCp31IZMSOwAAgBFp1sMVK8rkRF2nmaRlSkFqTPZ7OlbbcdryeIJPkUxnV3vmzRPS5xoIVByrTZV1S0tiLlChxxNv76uXXpfHBBLPmTH27cBmixd376kJjXTG7VA4WNnmDzyp6iaH6ROVO44G5Yig4JMeHOuMdHfeeedp6/UDvW/fvkA+HBC1th9qknf2N4jTOdBAXDsw+mK5cRJnMp7WLS2N6GlCAQAAJjMANZ6eNNFEZzlz9ZwKFsRiAO5QZZs/8KR09reWjj5zUjdW6MzYz2+pND22VGtno5kBbqxlmOcvKJSXt9eYfkrJNoucNzdfwkZsxRJjM/h0//33y6pVq+S9732vJCcTaQTGorWzV3r7PJKbmSQNrT3mS1ODtjqLnaYHayZhRqpNrlxZJqsXFFK7DAAAMMGDcO0REyt0//HlbdVmhjoNFqyYF0bBggDo7nWbzKb0FJukJFlGHZWIsaQnU6bmCzz56LHHWINPJXmpcsvF5eY4Rfs1hapR/JyyTDlS3e5vUVKWnyo56bETTIzZ4FNLS4vcddddpuQOwOh0dPfJf/9ut1Q3dUlCQoLMLEmXBdNzJCctSXr6usyPZ3Jigiyfky8XLCqS/Cx6OwEAAIxXe1efvLi1eqB/ZorN9IfRrPJI4fX2y5YDDWYWP3uyVVYtKDDPYzS9r25eWy6OHg0W2KIq8Fbb7JANW6v9s5pdcm6Jeb7DzZ2aKUdrTgUqtDm19lKNBC63xzy3iZYI6rGFNSHeBCF99AT3eLPp9BJK9iSrrD9/mmmCr9u0zsAYa2WUE6FVao0n++HlZSQF9bULaPBp5cqVsm3bNoJPwChnHPnb5kr58xvHTMNH/ZxbE/rNrBEzitNl1pRMUzut69ecUyizpzAdMAAAwERt3F1nAk9KM2Xe2F1nMssjxc4jzWbWOt/4X9xSJTdeNGNU/6+W2kVjud3mfQ0m8KT038376uWGC2ecOVDR7BCbJUFK8+xhH6jQTKUX36mStq4+UxGhrTcmUiao7//ac0vMdq8liNMK02T+tDPPMlfX0i1NbT2SmZYopXmpEo6SEy0xX1Y73uNR3bY0cKdKcu2ybllp0JrwBzT4tHz5crnnnnvk5ZdflrKyMrFYht79xz/+8UA+HBDRXtpaJc9trpA+l1dbOpm+TnoGIsETb8rvrl41LdRDBAAAiDp6MD9YZ89AICpSNLYNTEbjowGoPqcn5BkooeQLPPkMzuoZMVAxgdnVJtumvfUm8KQ0Y+u1nTUjBtbGQrPCbllbftbbHapqkzd31w0cq4jIstl5snAczckRnnQSBl/gydesvbK+y2QEhn3w6Ve/+pVkZWXJ9u3bzWUwjSgTfEKsa2rvkZe3VptMp8aOHpPmGB8fZ5qK65e6xpi1sfiimXypAwAABENRToocrTk181txzunlWYHU0tEre461mH29+VOzJjwLl2agaObO4DIqmzV6SujGY1Zphmw71DRoeWz9i8KZlkkOLxvdc7zFXJ9RlG6CacGy93irP/Ck9HEJPkVv0NbXCy9YArqlbtiwIZB3B0TVB1t3cv7vhYPmA621+tqcT9N93Qn9JgilaY+pyTa5/fJZMrMken4wAQAAwq3xdpLNYoJC2ph4yazcoGZZaaa774CusqHLlH1lTKDH1Lmzck3DaNPzKclieoKGe+lYsC0qzzV9rJrbeyU7Pcm0sIgWmqXUejLzyeP1SlunU7bsbzDL+0+0yvrV0wKa9abHJQ1tPeLxaNhpcOhJglaOhdDQMkot5fT1QNPrJXnBC8YHJUza1NQkTufp6avFxcXBeDggrDldHrPToT8OTW29phGenqHShoGpyVbzQ+nyeMyO0NWrpsb8zgMAAEAw6T7YZE0LX9/SPSSTQE9I1jY5JhR80vFftJjjquGmF6WbS7RZOifPvOcNrd3S6/RI3KAZ+zS4WdHQGbBMLw08vbqjRo7XdZplS/ypx9JjFB0LokdyokWuXj1VDlW2m+XZUzKCmkkX0Ht+5ZVX5O6775bW1oEGeIM3Yt1Y9+3bF8iHA8Ka1mZvO9hoZrFr63KaHw2lOyC646Ef7CUzc+Xc2XmSn5Uc1A86AESSOx8kkzochcv78uhd60I9BMRYT5QjNe3m5OG5s/LMicOxGGn/brL3+bQflIrlnlCRTLONfNl5x2o7THBoyN8HBYgmqqG1xx94Um5vv8yfliX5mSlmRshImRkQo6dN+IOZ/TlYQL/57rvvPlm0aJHcdtttkpQ0/g78QCRzu72yeX+d/HVTpfnC1uCrdnPS/gL6pa1NIZUuX726TGxWgk4AAADhpqqxS17ZXu0vPNID8+vWTDeBqLGUTM2bmuWfnW52aWbQmvmeqVn1/oqBx55bliUr5xdM2mNHu16nW3Q3fzKDiWUFqVKQlSL1rd1mOT8z2cxWFyh67DJcotUyqdssxJRXao9gLYMLZHAx1AL6SWloaJAf/vCHMmPGxLrvA5HIpKlur5Zn3qowASbt65Rmt5mMJ4/HY2rztRliQnycrF5YKOXF6RKv3cUBAAAQdrSn0uBDcS1xanf0SW7G2BqGr5hXIIvLc01/z8kMVGjwzBd4Unpd+7lonxecnVYrHKhsFbe7X6YVpUlm6qmsH+255Gv6PbMkQ85fWHjG1hl6P30uj2m7MdGeSQnx8fJ3502R2pZuPfiQwpwUsy5QCrKSTXZTa+dAj6lEa4JMLyLwNJma2nrkxa1VpsRSt5nLl08Zsu1FsoB++61atUr27NlD8AkxGZ1+/PmD8sbuOtOcz2Q7xYl0dbskJyNJ0u2JMntKpsyakimzSzPEaiHtGQAAIJxpM+/BNLgw3uBRKEreunsHmggPpidDMbp9+7+9XSFN7b1mWQNN2ptVAzO1zQ5/4Ekdrm43Ab2RsoOqTfZcjbg8XtPn6/Lzppgyp4nQTJiS3OA0hdaT5letLJODle3mNdAeWtqfFpNn4+46E3jyfYbf2lMvV64sk2gQ0ODTv//7v8stt9wir732mkyZMuW06O/HP/7xQD4cEHIut0f2V7TJkep2OVjZdrLEbmBeCN36vSfPl+nsdTqzia/vEwAAAMLbvGlZUtfSLdVNDpOxoiVrEw0cTCbNitF9T9906taEeCnMTgn1sCJCc0efP/B0aubqdlk2J98/M9hgI60baN5dawJPqt0xMEvdxUtKJJzpSfIF07NDPYyoV9nQZSYk0Kym8pJ0f+xkeIB4pG0rUgU0+PTf//3fZqY7DT4lJw9NR9UXk+AToomeDfjr5kpp7uiVxrYe6ex2iSU+Xlxer9lB0fI6PQNyy9rygM1AAQAAgMmh5UyXLZ9iGnYnJMRF3EnE9BSbXLFiiuw9PlB6p42jyWIZncGzvPnXnXz/NYBnsySI0z2QnaL7/MU5pwf1PN5+/218tI8PcKCiVd7aW+9fbunsNeW5akp+qsmm8ynLj54y2YAGn/785z/LAw88IDfeeGMg7xYISy0dfSbwpFKTrJJkSxBXnEhCQrzp97Rsdq584Iq5YhlDU0oAAACEl0ieJU77U120eGw9qiCSnZ4kc6ZkyoHKNrOs2Slzp2aZ65r9pmVQu481m4bj2lA+Y4SePBqs0obzNU2OIQ3DgUNV7UOXK9v9wadVCwrEnmyVtk7tL5ck86MoCy2gwSfNdlq6dGkg7xIIG5oCWdvcLYnWgR+SwWe/kpMsMrUgzTSF06lIl8/Nk/ws0poBAAAQm7TRdnVTl8RJnJTm2wPaGHsyrFpQKDNLM8Tt6TdBgMH7/tr76cJFxWe9j7VLSmTnkSbp7HFJcY7d9IAFLMOyKC2WU5l2+jlZMjNXolFAg0+33Xab/OAHP5Cvf/3rp5XdAZFKs5hqmh1mql398VEzitPND87gqXO10eAVK8vMrBAAAADASJwujzh63ZKabInaSWg08PTsphP+WdPyMpNNCWCkBaDGOrPhcFZLvOkTBQy2fE6ePL+lypRlagN57ScXCwIafNqyZYu8/fbb8txzz0lOTo5YLEPv/sUXXwzkwwFB19zeKxu2Vsmx2g7TJFB/OPVMx9GaDllUnmvSI3V6Vf2B1VntIq0XAAAAACaPNhjWadR131FbNly2bIrZh4w2x+s6/IEnpf1RqxocI84Ih5F19bhMo/N0u830k0X0yM1MlhsunG6OL1OTreYSCwIafFq2bJm5ANFQYvenjcdkz7EWcbq8Zuo67TuoP5xpyVbTx8k3s53WhAMAACA6Mt41q72j22nKpAIdLHljd50JPCmdTn3Tvnq5etVUiTYnd5OH8I60EiN650CD7D7WYq4XZKXIZctLOckdZZITLeYSSwL6bJnNDtHA5fbIk68ckf0nWk0Qyun2SkqiRXQ3wWqJMzNXzChIkww7s4UAAABEk9d31ZqMd3Wwsk1WLygMaJ+ePtfQ2c40ABWNNGinwZPObqdZ1soBbVGBs2vp6PUHnlR9a7fZFudPi57G04hNAQ+17d69W37605/KwYMHTdndzJkz5YMf/KAsWrQo0A8FBJSejdGU1obWHul0DPxQaoaTZj5pwKkgK9k0G7x4SYlML06XONJfAQAAoirr6fjJwJOPtloIZPBpWlGaHKgYmEFNTS+KzjI07YF6zeqpcqKuU3SXeVphuul/hLEHKM26KA1SIvTHvhEbfNq8ebPceeedMnv2bFmzZo14vV7ZunWraUT+2GOPUZKHsNTh6JOXt9eY/k46W92CadmSlGjx/0CmJFvEnmg1jeB01gsaigMAAEQfbfyrJx59ZXHKZg1swET7haan2Ew/JD2pGc2zn+k+c7Q9Pw1Q6nYSTLpdpKXY/Flj+njh0itL2474ennReiQydfe65KVt1dLU3mu+iy5ZWiKZqYmRF3x6+OGH5eabb5Z77713yHpd/u53vyu//OUvA/lwwIS9vK1a/vzGcZPynJSYILNLM2XnkWaZOyVT+r390trVZz6U118wXQqyU0I9XAAAAATRmoVF8urOGhNk0LYLy2bnBfT+NdOA8qnIo6049IBd+79qc+hLzi0JWvBFZ0C8amWZ6T3r8njN5EbhEOjRTBk9dqps6DLLGhC7eHEx1SAR5s099SbwpLS33Ws7auTaNdMjL/i0d+9e+cY3vnHa+ttvv11uueWWQD4UMCHVjV2m4ePG3bXi8Qw0P+zt80hVo0PKS9JlYXmOLJiRIx6PVzLTEplhAgAAIAboAfUtWeXi6HVJhj0xbErFNNvk7X315oSplu7prMuYPJv31ZvAk28Wule218iNF80I2uNpI+rlc/MlnGgJpS/w5F8u6pKygvDIysLo+DLqfDq6XTJZAhp8ysrKktbW1tPWt7S0iM1Gc2aEhw6HUzZsq5a2zl5xu/tNPyeNLWmAye3xSFqKVexJFkmID4+dDQAAAMTuLFRuj1de2FIp3X3u/9/efcDJWdeJH//u7sxs772mbDrppBJCQui9CMiBjVPU8+wocCp6Fg48z15Q7tRTz/ufCIpKUyAQ6SEhIb237b232ZnZ/+v728xsTdgys/PMzOf9eu0rO5PNzpMnm988z/f3LeZx0+EeiXPYwq6kzcqG36C3dfWaErRIyvoZXI56tudgbXkZCdJyur+x9/FU8evd9YUXXihf//rX5ejRo77njhw5YrKhNm3a5M+XAsZF3xx0ip1qaO02qdTxsXaJtUdLTHSU2dWKiYkyaa2XrCgm8AQAAABL0Ewbb+DJSwfkYOrkD7tBz0uPj6jAkyrKThzS+zbeYZOCrESJFBoE1nvIULdiXo7Mn5Yu2Wnx5t53/eL8KXttv4b0P/3pT8sdd9whV199tSQn96fftba2yvz58+Xuu+/250sBY/bmgRr5+85K0aViTnGqrJibK/pWoQGnWUWpUlHfIdmp8b6G4gAAAIBVaEa+PSba9P/xSkuiqmQqLZ+TbYJNtU2dkpLokBVzrVUSNxUS4uxmgqFOa9S429ySdEtlCAbS6/uq5ZBOqYyKkuVzsmThjEyxuiMVLVJZ32HWDy3T9ZYQ22KizeCDYPDbT0tXV5ekpKTIo48+Ki+99JIcPnxYuru7ZdGiRbJ+/XqJJpMEQXCkvEX+8spJcXv636x3HW2UjOR4WbswT7YfrBOHLUbWLSqQxaXWX0AAAAAQebQBtU6k0n6lpudTXrIsmEHT8qmkE+fOnevf5vOhSKfwWa0XVaAdr2o1ATejr8/cQ2qpWlZqvFjVobJmeW1vte+xNhi/bFWJBJtfIkJPPPGEKavbu3evCTJt2LBBPvShD8mOHTtMxtPzzz/vj5eRP/3pT3LVVVeZj29+85vmuUOHDsktt9wil19+uXzyk5+Uzs5Ov7wWwmex8AaevJMqtGHj7KI0ufWi2fIPF88m8AQAAABLy89MlHdtKJXbL5kj6xblMwwHmCI6fGDEc11Dy2Ct5mRN25DH1Y2d0tPb34ImpINPb7zxhgkwab+n3Nyh6Vtf+MIXTFBKy/HeeuutSWdW3X///fLrX//aBKG2bdsmr776qnz+85+Xz33uc/LMM89IaWmpPPTQQ5P8GyGUHTzVZMagvnmg1vR4Sogb2jBS36eLc5KCeowAAAAAAOvTLKfB/b20fC0rLW5CU+Ze2V0lL+6sMJPXA0n7cQ2mpXZWmNw56SN4+OGH5T3veY/827/9m2RnD01F1GDQAw88INdee+2kg0Jut1s8Ho8p5dPP9cNms0lbW5usWrXKfM3NN98sTz311KReB6Fr/8kmeX1fjZyqaZN9Jxpl81sVpj5bG6qlJjokKc4uG5cVypJZZDoBAAAAAM5Oy+suWl4ohVmJJonh0pXFkhhnH9f3cPa65Zmtp0wfppPVbfL8WxVS0xS4ii3tS6X3v8oWHS3nWyRbctI9n/bt2yf33HPPWb/mtttuk49+9KOTep2kpCT51Kc+JVdccYXEx8fLypUrxW63D8m2ysnJkZqamnHX7+oHQl9FffuQ/1Q6BSQu1iY3b5olHV29EuuIMT2eAACj+8cHNwf7EAAAACylMDvJfExUY1uPdHa7hkxiL6/tkNz0oVMU/dkc/trzZ5h74DhHjOkbZwWTDj719PRIXNzZ087S0tJM2dxkHDhwQB577DF54YUXzCQ9LbV75ZVXRnzdeEdeZmQkRtyYzHCx52i9vHWw1ny+ZmG+ZGckSkOb0/f7Ogo0OyvJ/PuS6wQAAAAAmGraBiZKg06DntP2MJPRd7r5ufY4dthjZO05uZIzKJilSRnaIN5KJh18mjFjhmksXlJy5u7p2u+psLBwUq/z8ssvy9q1ayUzsz+McOONN8rPf/5zqaur832Nfp6Xlzeu79vY2EHmU4jRpuE65nTz9grfc0++dFQuWVksZVUxpqG41rSuWZwvzc00oAdCTXp6YrAPAQCAiNDZ3Ssx0dGmQgBAYGgJ3LnzcmT7gVoTgCrKTpK5xWmT+p46gW/viUbzeWePS57fXiE3bphpEjCsatLBJ+3n9P3vf1/WrFkzouG40jI4/f13vetdk3qdefPmmQl3H//4xyUhIUE2b94sK1askOeee062bt1q+j5pZpRO2hsPj6fPfMD6NLr78q4qOVbVagJMLrdHstNOj7jsE2nv6pWr1k4zwSmN/mpjNZdrYNIdAAAAgP57IG18XFbbbjIyls7OZgI0EEDnTM+QOUWp4nL3DRmINVGNbd1DHjtd7v5WM+EcfNJm43/961/l6quvNgGmZcuWSUpKijQ3N5uMpz/+8Y8yffp0+eAHPzip1zn//PNNfynNeHI4HLJw4UL58Ic/bHpA3XfffabxeFFRkXz729+e7F8JFnWius0EnpTuztTVdklSvL0/jTEqSjKS48yvWuMKAAAAYHSHy5tN4EnpNvyOw3WmmXJ6cmywDw0IW3ab9l/yz/fKTImTw9Lie6xBJ703trKoPk0nmSSn0ynf+973TOZRS8vACcjKyjIBqX/6p396x75QwVJX1xbsQ8BZlNe2y/5TTRITHWWCTIfKmn2/19LeY+pY05JiZensLJmRnxLUYwXgH9nZyX75Pqzv40fDcYSCX9y7KdiHgAlifbcODTbtOtow5LlLVhRLQRal7whfLR1O2XGoTpwuj8wqTJWZBaF7/9jX1ydvHaqXE9X9PZ9WL8iVHG9VkEXXdr/E3TQT6e6775bPfvazUlZWZgJQGRkZUlxcTDNvTIgGlvQ/087DdZKa5JCYmGjzH0xDpd4eXdpQ7dp1MybdrA0AAACIJNpzZvexRnN9reK1qqClSyrrO0wAiiAUwo2z1y1/23rK9EdSVQ0d4rBHm/8LoSgqKkrOnZttPkKFX+/abTabaUAOTJT2capq6JQXd1RIfUuX1Ld2S0unU6blJpugk2Y4tXY4Tff+hTMzCDwBAAAA46R9Uy9ZUSSHy1tMhUFbp1N2Hq43v7fvRKNsWFoo0/L8k6kGWEFzh9MXePLSYGuoBp+mggan2zp7xRbjn9Y23LnDMrSJ+HPbyqS8rl0aW3skJan/B7zX5TFNxLWGtSQnSTJSrFnCCQAAIqc8lPI/hLr8zETz0etyy/8+d9j3vOZCHaloIfiEsJJwuk/w4K5DVu+RFExuj8dMl69s6DCPF8/MlGVzJpdlFe2nYwMm7Y19NSYarVlNnr4+ae/sNSV3KiYmyoynJPAEAAAA+I9WF+j192B2G7eJCC8aaDrvnDyT6aem5yXLvGnpwT4syzpU1uILPKldxxqksXXohL3xIvMJltHT6za/piQ6THqfPs5NT5C1C/Jk3aJ8X68nAAAAAP4REx0tq+bnyBv7a01WiGaILJ2VFezDAvxuVlGqzCxMEY+nT2wxBFjPptvpGuW5/vv1iSL4BMvQ6PPOIz0myFSUkyS5GQmyej7ZTgAAAEAgzS1JN03GtQohPSnWTM8CwpFm+UXHkNTwTkpykmXP8UYTqPNmjmWnTe6+nOATLGPJrCyJ00kbzd2SluSQBTMyRqQAAwAAAPC/5ASH+QCAzNQ4uWxlsRlKoGW4C2dkiN02uaA0wSdYbtdlbkmwjwIAAAAAgMiVk55gPvyF4BMCShuHn6hqM1M0inOS/DKiEQAAAACAYOvo7pXy2nZTqqoTIqncOTOCTwiY2qZO+b/NR6S5rcc0Ec/PTJAr10wjnRcAAAAALJIs8NbBOqms75DEeLusXpBr+vvgnbV2OOWp10/6BmcVVyXJhcsKJYoA1Kho8Y6ALGAdXU554tWTUtPYaf4z1jV3mV5OWjMKAAAAAPAPl9sz4T+760iD7D3RKE3tPVJe1y7Pby/367GFs0Nlzb7AkyqrbZemtp6gHpOVkfkEvy56f3+7UvYebxQN9ja3OUW0OX7UwLhGYsAAAACwkq4el5ysbjMTl2fkp5jmukAo0EDH5rfKpb2r10wp3HRu0bizlrRaZbDm9h7TMmWyzaUjFVlPZ8bKCr/QEYxPvHrCRMqrGzuluqHT1L/GDBpjmZLgkLklaUE9TgAAAGBw4OmJ107IG/tr5LW91fLMGycnlUUCTKWXd1WawJPSzCX9GR6v1KTYIY8TYm0EnsZo3rR0iXcM5PNo8Do9eej5xAAyn+AXWlZX1dDhe6wJTxp1T06wm+ZrhdmJctHyIhqOAwAAwDKOV7VKZ7fL97ixrUeqGjrNoBzA6tpOB5682juHPh6L5XOyTdKA9nzS+7f1iwv8eIThTc/XNeumS2VDh8Ta+u95cWYEnzAhvS6PHK1oEbenT6bnJ0tUdJTE2mMkJjrKPKcS4mxy08ZZUpDFf0IAAABYz2iTqaiaQagoyEyUkzVtA48ncN+lZaablhf5+cgiR3ysTUoLUgP2/Tu6e830eL3PLi1MDemyYIJPGDdNRf7r1lPS0NptHu853iBXrZ0mMwpSxeXpk/qWbnHYouWK1dMIPAEAAMCySgtT5GBZs+lzo/IzE7l+RchYtyhf4mJjTK/d7LQ4WTo7K9iHBD8Hnp549YR0O/ubmh+uaJErVpeILSY0A1AEnzBuNU1dvsCT0v8Mx6vaZOPSApldlCpud5/kZSaYTCgAAADAqrS3zZVrppmSI204rmUzo2VDAVakWTBrFuQF+zAQIMcrW32BJ9XY2m2myRdmh2ZZMMEnjJum/A2nb9ba2b8oRP8jAAAAIHJv4KflJQf7MABgCG1tM9p9d6gKzXwtBFVueryUDGrCmJYUK7MLA1fnCgAAAABAJJldmGrutb10EEJeRoKEKjKfMG6a4bRxWaGZBKLNxfU/QCg3PgMAAAAAwEoc9v6y4OrGTlN9lJ+ZYO7FQxXBJ0yI/tDTjBEAAAAAgMCw26JNxlM4IF0FAAAAAAAAAUPwCdLZ3WvGOAIAAACYmK4el7R39UpfX1+wDwUALIeyuwj32t5qOVTWbD6fVZgq5y3MC+k6UgAAAGCq7TraIDsP14mGnbQ1xablhRITzT4/AHixIkaw8rp2X+BJHalokbLa9qAeEwAAABBKmtt7ZMfpwJOqrO+QA6cGrrEBAGQ+RbRup3vUdGEAAACc3T8+uFms4Bf3bgr2IUS80a6pu7mmBoAhyHyKYDqq0WGL8T22x0QzwQ4AAAAYh8yUWEmKt/seawuL4tzkoB4TAFgNmU8RLDHOLpevLpF9JxrN4/nT0iU5wRHswwIAAABCht0WY66pdx9tkF63x/RRzUmLD/ZhAYClEHwKYzpp452ah6cnx8q6RflTdkwAAABAOG7qrjknL9iHAUTMfSxCD8GnMNTjdMuWnRVS3dRlUoA3Li2QjJS4YB8WAAAAAACj0mFY2w7UiqevT+ZPy5Bz52YH+5DgR/R8CkNvHqiVqsZOEzFu63TKCzsqgn1IAAAAAACMqrG1W17fW21KV92ePtlzvEFOVrcF+7AQqcGnzZs3y4033iiXX365fOMb3zDPbd26Va677jq57LLL5Ctf+Yq4XJE3WUIjww0t3dLU1mMet3Y6h/x+e1ev+RoAAAAAiDSd3b1S29wlzt6RkwlhDW2dvTL8jnX4fS1CW8iU3ZWVlZng0u9//3vJzMyU97///fLcc8/J/fffL7/4xS9k+vTpcu+998qjjz4qt956q0QKt8cjz28rN5lOShsc5qbHS11zl+9rtOFhNDWzAAAAACLMiepWeWlXlXg8fRLvsMklK4tN31tYS2ZqnNhiosXl9pjHeveak07j/nASMplPzz77rFx55ZWSl5cndrtdvvvd70pKSooUFRXJjBkzTEOym266SZ566imJJEcrWn2BJ3WkokUKMhPlnOkZkpkSJzPyU2TjssKgHiMAAAAABMNre2pM4El1OV2y/WBtsA8Jo9BexRefWyS56QmSnRYv65cUmM8RPkIm8+nkyZPicDjkgx/8oNTW1sqmTZtk9uzZkpub6/uanJwcqampGdf3jY6OMh+hSuthh2c19UWJrFnItA0AAAAAkUtbj2gPocF6XUMfwzpyMxLk8tUlwT4MRHrwye12y0svvSS//e1vJTExUT72sY9JfPzINLzxjmTMyEgM6TGOi+fa5EB5i69+OSXRIXNnZkmcI2T+aQEAAADA73STfmZ+ihytbPE9V1qYGtRjAiJVyEQosrKyZO3atabfk7rooovkr3/965DAUV1dnSnLG4/Gxo6QznxSlywvNGMpY2KizEjKro4e8wEAoSg9PTHYhwAAAMLEeYvyTD+h1g6n5GUkyLS85GAfEhCRQib4dOGFF8rdd98tLS0tkpSUJC+//LLpAfXQQw/J0aNHpbS0VB577DHZuHHjuL6v1v96a4BDuT52+Zxs32MXqaQAAAAAYLKf5k9LD/ZhABEvZIJPS5YskTvvvFNuv/126e3tNVlQN998s8ycOVPuuusu6e7ulsWLF8ttt90W7EMFAAAAAADAaVF9fX2hnfYzSXV1bcE+BADAINnZ/kmHZ30fv398cHOwDwHAOP3i3k0SKljfASD8jHVtjw74kQAAAAAAACBihUzZHQAA4YhsIwAAAIQ7Mp8AAAAAAAAQMASfAAAAAAAAEDAEnwAAAAAAABAwBJ8AAAAAAAAQMASfAAAAAAAAEDAEnwAAAAAAABAwBJ8AAAAAAAAQMLbAfWsAAAAAgfSPD24WK/jFvZuCfQgAAAsj8wkAAAAAAAABQ/AJAAAAAAAAAUPwCQAAAAAAAAFD8AkAAAAAAAABQ/AJAAAAAAAAAUPwCQAAAAAAAAFjC9y3Dn29Lrc0tfVIQpxdkuLtwT4cAEAYjicHAABn1tLeI06XR9KTY8UWQ+4EEKoIPp1Ba4dT/rr1lHT2uCQqKkrWnpMrs4vSgn1YAAAAABARth+skz3HG8znGny6bFWJxNpjgn1YACaA0PEZ7DhcZwJPqq+vT17fVyMeT1+wDwsAAAAAIiIZwBt4UlqRsv9EU1CPCcDEEXw6g16XZ8hjDTy5PUOfAwAAAAD4n9PlHtNzAEIDwaczKC1MlahBj6flJovdRoonAAAAAASaltllpsT5HkdHR8nM/JSgHhOAiaPn0xnMyE8Rhy1aKhs6JTHOJvNK0oN9SAAAAAAQEWKio+WyVcWy/2STOHs9Mj0/WbJS44N9WAAmiODTWRRmJ5kPAAAAAMDU0sqTxaVZwT4MAH5A2R0AAAAAAAACJqpPR7kBAAAAAAAAAUDmEwAAAAAAAAKG4BMAAAAAAAAChuATAAAAAAAAAobgEwAAAAAAAAKG4BMAAAAAAAAChuATAAAAAAAAAobgEwAAAAAAAAKG4BMAAAAAAAAChuATAAAAAAAAAobgEwAAAAAAAAKG4BMAAAAAAAAChuATAAAAAAAAAobgEwAAAAAAAAKG4BMAAAAAAAAChuATAAAAAAAAAobgEwAAAAAAAAKG4BMAAAAAAAAiL/jU3t4u11xzjZSXl5vHW7duleuuu04uu+wy+cpXviIul8s8X1NTI+9973vliiuukPe9733S0NAQ5CMHAAAAAACAV1RfX1+fWMyOHTvky1/+shw/flyeeeYZycnJMUGnX/ziFzJ9+nS59957ZdmyZXLrrbfKxz72MbnkkkvkhhtukEcffVReffVV+c53vjPm16qra5NQFx0dJRkZidLY2CEej+X+OacU52IA52IA5yK0zkd2drJfvg/re3jhXAzgXAzgXITWuZiK9T0UzsNU45yMxDkZiXMyFOdj7OdkrGu7JTOfHnnkEZPdpEEntWvXLikqKpIZM2ZIVFSU3HTTTfLUU09Jb2+vvPHGG3L11Vebr7v++uvlxRdfNM9H2g+Bnhf9NdJxLgZwLgZwLobifIQO/q0GcC4GcC4GcC4GcC76cR5G4pyMxDkZiXMyFOfD/+fEJhb0wAMPDHmspXW5ubm+xxqU0ueam5slMTFR7Ha7ed5ms0lSUpI0NjYO+fqz0RMX6j9QMTHRQ34NdT1Otzjs0eYHO9LPxWRwLgZwLobifCAYPH190uvySKw9JtiHAgAAgClmyeDTcB6PZ8RzGpgY7XkVHT32GypNG5tIkMOKUlLiJZS1tPfIEy8fl6a2bkmKt8uV62ZITnpCRJ4Lf+JcDOBcDMX5wFSpqGuXLW9XmuBTdlq8XHRuEUEoAACACBISwae8vDypq6vzPdbP9bmMjAzTmFybj2vWk/7a0dEhaWlpY/7eWq8YDplPehPZ2tolbvfoAblQ8Letp6SmvsN83tjjkr9sOSI3biiNyHPhD+F8Llxuj8ScTvuM9HMxEVY/H+npicE+BPiR9gTYsrNSek//rNU1d8mOw3WyZkFesA8NFl3fbWRlAgAQdkIi+LRkyRI5ceKEHD16VEpLS+Wxxx6TjRs3mnK7VatWyV/+8hfTcFx/1cfeMryxXhSHSwMxvYl0uax3IzlWbZ29pixj8OOJ/n1C/Vz4UzidC82aeHFnhVTWd5isifVLCqQwKzEiz4U/cD4wFXp63b7Ak1dHV//EWsCrub1HNr9VIW2dTklLijXZcZoFDQAAwkNIbC05HA751re+JXfddZdcfvnl4na75bbbbjO/p43J//SnP8lVV10lv//97+W+++4L9uFigoYHEcYTVAh1Fhw6aUlvH6k3gSfvDe2WHRVmlxyAdcXH2iQzJW7Ic6zvGO7lXVUm8OQNRL26pzrYhwQAACIl82nz5s2+zzWj6fHHHx/xNfn5+fLf//3fU3xkCITlc7PFZos2JRm667l0VpaEu64elylHqW3qlOQEh2xcVijpybHBPizLau8aOslSsyk0CEWJBmBtF68okrcO1UlHt0uKspNk3rR0CXf1zV2mz1VHV6/kZybKhqUF4qDP1ZjX9/au/kAUAAAID5YOPiGyREdFRUTAabA3D9RKTVOn+by10ykv7qiQGy6YGezDsqz8zAQ5WdPme5ya6DBZFQCsLc5hk/MW5kskZTtt3lFhNhhUZUOHbD9UJ2vPoc/V2db3E9UD67sG7AAAQPjgrg0Rz+3xmPT+U9XtEhcbI+cvypfcjIlN2Ruvlo6hO7ttXb3mpiVcJjD629ySdHF5+qSspl0S4myyYm62CVoCwGg6untNdmlja7cp/dPso4S4wPcR0nJgb+DJq23Yeo+hNDipQcqmth7JSo2TZXMiazMKAIBwR/AJEW/PsUY5VtlqPm/v8piGpzdtLBW7LfClXHkZCeamyCs3PZ7A0zs4Z3qG+QCAsfQR0lJuVdvcJa/srpZLVhYH/HXtthjJSI6VxrYe33NTtakRqvQ9d/WC3GAfBsLENXf9KdiHAABh4xf3bvLL9yH4hIg3PPvI6XJLl9Mldpsj4K+9/PTOrvZ8SklwyMr5OQF/TQTf4fJm2Xm4XrQN8ZLSTJPRBcD/WtqHru/NHQPBoEDTaW1bD9Sank8FmYmyqDRzyl4bwaETe7fuqzHlg3GOGDlvYZ7kpBN0BABAEXxCxMtOi5fjVf2ZTyoxzi6JcVPzXyMmOlpWziPgFEm0CfFre6pN4Em9vq9G0pJjJZcbFMDvstPj5dSgPnE5afFT9tpa3rdxaeGUvR6Cb9+JRjlY1mw+12EYz2+fukxqAACsjuATwr6f09Z9tVJe1y6J8XbT7HX4NLl5JWnS43SbG5S4WJusnp9jgkJAIDS3O32BJ99zbT0En4Bx6uzulZd3V0tLe4/ZRNAsk+HT5PQ5W3SUKX/LSImVNZR1IYC0X9XwTGr9OU1NYootAAAEnxDWdh1pkEPl/buQnT0ueX57ubxrw8whfZX086Wzs8wHEGh6A6w/c9pYXulPojZCBjA+W96ulNqm/n5OOgUzJjpK1i8pGPI1sfaYEc8BgZKVGu/rIaniHTaz8QUAAAg+Icw1DGrm7Z181O10S3wsP/qBdPBUk+w/2WRuBpfPyZbC7KRgH5JlZKTEyQVL8uXtIw0mALW4NEuyprAUCAgXjS09Z13vEZhs4jcP1EplfackxdlkzcI8068QA5nUOuVQez7FO2JMA3VbDJnUAAAo7sAR1jSjpKK+Y0g/J20CisCprO8wfYy8XthRIdedP0OSuUHxmZ6XYj4ATC6LUCfYeZFBGHgaND94qj+buK3TKc9vK5cbLpgZ7MOyDM1q1Q0X/QAAAEMRfELIOlHdKnuONYpW0C2ZlSVFo2TXLJ6VaTKdtOdTQpxNzluYP6TkDv5X3zJwM6jcnj7TB4PgE4Cx0IxAnQZZVtsu8XHahy9XUhJHrh8XLC2QVwb1fFpFP6eAq28Zml3W2ukUZ697RK8tAACA4Qg+ISTVNXfJ33dW+ho3a3bNtedNl8xh5UvaOHztwrygHGOkShvWWFWDfTRbBTBWe080yq5jDebzpvYeeW57mVy/fmR2jWayXrqyOAhHGLl0YEdVw9BsYgJPAABgLAg+IWSDT4Mnhnk8fVLf2j0i+IQBe443yMnqNolz2GTlvJxRMwn8oSQ3WZbNzpb9JxslOjpKVszNkdQAvRaA8FN3uom4V1tnr+mjQ5BjdL0uj2w7WCuNrd2mp5yuuXZbYPoMLZudZf4tKuo6JCneJucvppk7AAAYG4JPCEnDM2m0kI4Ax5kdKmuW7QfrfI+b23vk+vUzTGZYICwuzTQfADCh9b22fcjEOnr1ndlre6vleFWrryxOg1EXBGjCnzbPDtT3BgAA4Y3gEyZEd1h3HK43/XzmFqfJtLzkKX39wqxE09Bz97EGiY6KMruxOuIYo6tu7BzyuL2rVzq6XAHLfgIQunRU/JHyZrHZos06O7yUNtA0cK3NrLXnk/bqO39RfsAC5eGgZtj6PvwxAACAFRB8wrhpyv1ft5aJ0+U2j6sbOuSy1SWSm54wpcexaGam+cA7Gz4K2x4TLfGxZBIAGKqirl1e2lXpe1zf3C3XrZ9hso+mimbXbFhaOGWvF+p0mENnj2vIYwAAAKthKxHj1tDS7Qs8Ke29VNXATqu399SOQ3Xy7LYy2X6wVlxuj1jBotIMmZabbJp/a/nKhqUFYrcRfAIw1PC1vMvpkua2nqAdj9U2Xl7ZXSXPbSszpcxWsW5RnmQkx5ryc/1VHwMAAFgNmU8Yt8R4u7nIHdzwOzneHsQjso6t+2vk4Ombksr6Dunqccv5i/ODfVimZGXjskIzwlwDUAAwmqRha7muF1r6Fuk8fX3y7JtlZvqeqqjvMCXfs4pSg31oJtPpmnUzWN8BAIClkfmECY1aXjU/10wy08vcOcVpMrMgJdiHZQl6QzL08UDTXCvQGxNtTPvCjgrTpFZ38gHAa05JmszMTzFre0x0lJx3Th5lXCLS2e3yBZ6sur7rhtCuo/XywlvlsvNIvcnEBQAAsAq2MzEh86alm5sU3WmlEeyAxDi7aeY9+LGVnKxuk7+/PdDPpbapS645b7oJJAKAZvOsX1Ig5y3KM5+TSdNPe17ZoqPF5fFYdn1/c3+tHDjVZD4/VdsuXd0uWbuQEjwAAGANRA0wYXpjEumBp87uXnl9X7Vp0Ktldnqh7y1b0VKVdYuCX3I32KnatiGPm9t7pG1QsAwAlK7tkR54qm3ukpd3Vclre6ql2+mS9UvyTTN0pQM2lsyy1sALnQ54tscAAADBROYTMEG9Lo88s7XMjARXx6va5LKVxXLjBTPF2esRh916N28JsfYRAcS4KZxiBQChoLG1W/669ZSvdK2srl2uWzdD/uHi2Wbtn8rpf2OlGx4d3QObCfH06gIAABYS2WkrCDvHKltl87ZTsvNwfcAnzWn/D2/gSWkJopY6aMAp1hFjucCTWlyaITnp8eZzLbU7b2GeOVYAsDINAu062mDW9yPlLQF/vfK6jiE9k7Q/nmZCacDeioEntfacPF9z+IRYm6yj5A4AAFgI22IIG3pDok20HbE2cfa4pKaxUy46tyhgr6cZQ8On/sVbPJBjt8XI5atKzBQ+uy3afACA1b2yp0pOVLX51veO7mw5Z3pGwF4vbpS13Orruw4DedcFpdLldEm8w0YvPwAAYCnceSJsHKtqHfK4vK7dlEcESkqiQ5bPyTYBKJWXkWAasVudd3Q6gSeMhWYQasbJG/tqTF8zYKppVumJ6qH96k4MW+/9bVZRqhTnJPkeL5yRKVlp/VmjVqYBJ22ETuAJY6EDUrYdqDUfrR0DmdwAAAQCmU8IG8N3qnUyUUxMYC/AF87MlNLCVHODro3GrVhqB0zmpn/z9nKpauw0jw+eapILlxcNuSkHAs2UMttipKfX7XvOEeDSNy2vu3BZoXR0uyQmOkriY7lcQnjRUtKnXj9pflVHKlrkmnXTLTfFEQAQPkh9QNjQLKSkBPtAP6PTo8IDTW9KkhMcBJ7GQbPSdKdVgxka4IA16U2JN/Ck9F/qWGXg++0Aw+l6bjudramZmyvn5QT8NXVN100FAk9jp+u5ruu6vus6D+uqbOjwBZ6UBnfLmZAIAAggrqgQNvQm4YYLZkq03SY9XU6xnx6JDWs5WtEiL++u8j2ub+mWdYvyg3pMGJ2Oldcb8MEBwkBnnACjKcpOklsunCX2OLu4nS5fuTOs5dU91SaDRu090SjnL8o32cGwHodt5FrO+g4ACCTuzhFQ2nNp34lG2XmkXlrae6bkZjkzNZ6dags7PGxS1dHKVvGQ/WRJeiOiGSbeG33N8FtSmhnko4JV6LTPXUfrZc/xhiElcYGikzl1fadfnTXpOq7r+dnWe1hHUXaiTM9LHvQ4SaYNegwAgL9xh46A0THVz24rk7rmLvN47/FGuXLNNDORB5Fr+I2j9lMhi8G65k9LNz2euntckpYcawK8gDYqfvK1k76g09GKVrO+ExiKXFGn13OXe2AzwRbgvouYOM1q3bC0UBa39ZjsVr02o30AACCQuEpEwDS0dvsCT0qbctMvBstmZ/maw+uF7poFuWFzwasX8FpWuPtYgzS2dks4lbTqpC8CT/A6XtU6JNupub1HapsG+oMh8gxfz3Wd116M4UJ/3vefaDTlhIN7JYU6DTplpMSFzfswAMC6yHxCwOgO6IjnuHmNeHqRe/35M6WpvUcS4/qbtYeLl3dVybHTI+C11PSSFcWSl5EQ7MMC/I71HaPR/k65GQkmMy49KdaUSoaDXpdbnn79pLR0OM1jbSdw9drplPgDADAOXCkioEGGOUVpvsepiQ6ZX5IelGM5VdNmLhbDKRsllOkNiQZlwinwpDvh3sCTt+xUpz4B4Wh2UZpZ4720d0xuevyUH4dm1B4ub5YDJ5ukszt8slFCPVNS1/dwCTypivoOX+BJ6c+aXlcAAICxC6ktmz/96U/y8MMPm88vuOACueeee+TQoUPypS99SVpbW2XOnDny4IMPSkICmQZWsXZhnswqSjWNx7PTgtMoVkc+a5q8io6Kkk3LC6UwO2nKjwPhLfp076rBrdP15w0IR7qWX7G6xJRWaxaUru9TXbbj9njk2TfLpPZ0efeuYw1y9dppkhBnn9LjQPgbbS3XNR8AAIRh5lNXV5fcf//98utf/9oEobZt2yavvvqqfP7zn5fPfe5z8swzz0hpaak89NBDwT5UDKM3JQVZiUEJPGn2yb6TTUOm8ew7QTZKqKpq6DDZRE1tgZ+cOF6x9hhZXJo15PEiJsMhjGkPsPzMRMlJTwhKv5japi5f4MmbfXikYui0NYQGfa/WPmKaxWbFfko6CS5/UAl1VmqczMhPCeoxAQAQakIm88ntdovH45Hu7m5JSkoyj202m7S1tcmqVavM19x8883y3ve+V+66665gHy6sIkpGZKOQjBKa3j5Sb/ooeXecL1peZIKaVrJ0dpYZX93Z4zJBV/qBAIEzWsCLZJTQo5tCz20vN5sLKiHOJletsVYGm77nXLyyWKrqO8z1hJYVMoABAIDxCZk7Iw04fepTn5IrrrhC4uPjZeXKlWK32yU3N9f3NTk5OVJTUzPuC4pQT532Nnml2evo5+Lcedmy/UCd+dxmi5Zlc7LNr+EuXH4u2jqdUt3QKVv310ic4/SS1Sey72SjlOQlW+5c5FksIBbOPxuIbNpjqjAr0fTjUdpDTntRIXTUt3TJ8cpWOVHV6usRpf2UDpe3yJJZA5mkVim9o2QfAIAICD4dOHBAHnvsMXnhhRckOTnZlNq98sorI75uvKn/GRmJYTNeNiVl6pu9hsK52LAiUebOyJLWDqeZwpOaFCuRJJR/LnR0+zNvlkuP0yXl9R2SmRpv/g1VfHyspKcnRsy5CATOB0KZvndvOrdIKuo6TP+ngsxEcdjDp8l1uDtU1iyv7602maLlte2Sn5VompWrMLksAwAAoRh8evnll2Xt2rWSmdnfQ+XGG2+Un//851JX15/RovTzvLy8cX3fxsaOsMh80pvI1tYucbs9EsnOdC5io0Wykx3i6XVJU5P1+kkEQjj8XLz8VoW0t/f3d0pPjJXahg5JSbCLPSZaZhUkS1NTf8aDP86Fs9ctlQ0dYrfFSEFmcHrYTBWr/2yMN6iIyKXZKMU5ZKOEoh2H60wJW5wjRuLjbNLQ0m2CT1p2N6swze8ZtA2t3ZKS4BgypREAAEydkAk+zZs3T775zW/Kxz/+cTPNbvPmzbJixQp57rnnZOvWrabvk2ZGbdiwYdxNLvUjHOhNpMtlvRvJYOBchMe50GPXfiAqPSXWlGWsmpdjej2lJcWO++91pnOhDW6fev2ktHf1msfaSPaCJQUS7kL5ZwNAaDu9tJtAv5ZP6tTEtQvzTd88X4m1H9Q0dspz28rF5fGYHpCrF+TK3JJ0v31/AAAQZsGn888/X/bt22cynhwOhyxcuFA+/OEPmx5Q9913n2k8XlRUJN/+9reDfajwI5fbIzVN/aO8tb9HOGejYKQF09OlvK5d3KcDxMvmZMmC6Rl+f52DZc2+wJPSqUv62lmplKUBgaJBX8120UwXslEij04D3Xag1pfBdv7igoBMkNtxuN4EnpS+k2w/WEfwCQCAUA8+ve9975Mf/ehHkpIy9OKhoaFBPvjBD8rjjz8+qe+vwSb9GGzOnDnyu9/9blLfF9bU6/LIX7eeMqnyqiQ3WTYuLSAAFUF0hPvV5003Dcf1BlV/BgKhb5TsxzBJiAQsqamtx6zvPb1uk41y7rwcOScAgWVYl/57ZyTHSnO7U7JT4yQrLTDB/j5vitVpmk2rz3EtAQBAiAWftmzZIrt37zafv/nmm/LTn/7UlMUNdvLkSamoqJjsSyHCHKlo8QWe1KmaNqlu7JT8TPrBnIleUNe1dJtftXlrONDyOv0IpNLCVJP9pDfCKjc9QbJSycQAAuXtI/W+/2/ebJR5JWkSE80ExrNtyOh7osMWLTmnBy+EOn0/D/R7+vzp6VK3s8v8nCnNniXwBABACAafCgsL5Wtf+5q52dWPp556SqIHXTzqG7wGo+6+++7JvhQijE4vGvGcm3SUM9H/fy/urDRBOqV9kd596bxgH1ZISEl0mAyrkzVtppl5aWGKKQMBEBjeUtrB65cu+THEns5Yovj0G6dM42y1ZFaWXLJ2RrAPKyRMz0uRhDV2Mz1VG44HKoMWAAAEOPg0a9Ysef75583nF154ofzhD3+Q9HRq6TF52vth7/FG6Xb2745r9ktumOz2BkJFfYcv8KS0VO3QqWbJS4v1282P3vgkJzgkPjZk2sWNmU5ZouwHmBpzi9PMmuUtiZpVmCp2G5GnM9H3Qm/gSe0+2iCrFvlvKIJ+7y6nW9KTYsPy3yEnLd58AACA4PHrHWRGRobU1NQQfIJfJMbZ5aq10+VYZavExETJbG5O3rEkY8Rz7v7AnT+mBT2/vVx63R6xxUTLpuWFlD8CmLCinCS5fHWJVNV3SGK8XUoL/N9oOtyGb4z2nD/eEfeeaJTtB2pNWZpuLly+qlgS4ux++M4AAAAD/HonX15ePqLfEzDZbJTFpZkmI8Vhj5FIpVlHja3do96AeGmZnZ4vr7jYGJlZkOqX139jf40JPCk9hjf21fjl+wKIXJqJouVjmvUUyT14Wjuc0tzeM6Ix9vC+dNHRA+dIs4DTkyffl67H6fYFnrwZULuONkz6+wIAAAQ08+lDH/qQfPGLXzST7UpKSiQubuiFUUGB/1LEgUhqvP7anmozoSc5wS6XrSoxWWHDxdpj5Mo10+RQWbPoPczcaWmSlOCQpp5ev2dVjZZlBQAYH13bD5U3m8+LspPkwuWFo/aby06LlytXTzN96WIdMXLOjIwhwaiJ0k2F4SEv1ncAAGD54NP3vvc9cbvdZurd4F1M70jb/fv3+/PlgIhouv7a3v7Ak2rr7JUdh+rl/MX5o3699mLSTAJl82OJou6663SqwY+B8XL2uk1fmcQ4mynfBCKZTm/1Bp5UeV27HKtolVlFo6+vmalx5kP56/+P/l/Mz0iQqsZO81iv3GZSAokJ6Ox2icvjkeR4e0RnMgIApij49Mtf/tKf3w6IeC6XToAaui/tHU8+lZbOyjIXlDrmOyM57ow3R8CZ6I31lp2VpmxTy0MvWVlsJk8BkUpL3kY855ra9V2DBJvOLZIDJ5uks8dlJsHlMdgD47TzSL1vg0r7QV50bqHEDJp8DQCA34NPq1at4qwCfqTlFdrLqbK+w/fcRHel9aZfJwcmxNomVK6h2U5kPGGiXt5V5etZ1t7Va/rMXLi8KNiHBQSNBnl0Pdagj7LHREtxdtKEvpduSrjdHpP9Ot6sE82iWjgzc0KvCzS19QzJjK5q6JCDp5plAdNjAQCBDD719PTI7373Ozl06JApv/NyOp2yZ88e+etf/+rPlwMiwoXLCmXfiUbp6HJJYXai2ZmeyLS6zW9ViNPl7s86WVEsKYlknWBqaNmoltwNpoFQINI3F65YM032n2wyGa5zitMmtC7r+8O2003DCzITTd8oyloxVbqd/cHTd8rqAwDAr8Gnb3zjG/L444/LggULZPfu3bJs2TI5efKkNDQ0yAc+8AF/vhQQMfQmYnFpfx+nsd7o64VfUsxAU/KXd1eZwJM362Tr/hq5eEVxQI4XGE4bKGvQVJsle5XkjT+ICoQb3QxYOS9nzF+v2YNuT5+vp59Op/MGnlRlQ4ccONUkC2eQyYSpkZUaZ36O9drCu94X50wsgw8AEN78Gnx6/vnn5YEHHpCrr75aLrnkEvn6178uxcXF8pnPfEZ6eyc/cQvAO2c4vbCjwpRgZKTEyS2XzjPPe8s6vLqGPQYCbf2SfEk7FmtulvMzEukbBkwkw+lgnRniMrMgVa6/cLZZy4dPq+vqIesEU8dui5ErVpfI7mONJjg6qzBVstLig31YAAAL8mtedmtrqyxfvtx8PmvWLNm3b5/Y7Xb5yEc+Ii+88II/XwpjoOOS9SIVkWPL25W+huTNbT3yytsV5vOSYbuQxRMo3QMmQ5vPauP69YsLCDxNkq7rur4jcrS09/RnOJ1+Tz9R1Sr7jjdIenJ/1omXdnsqyk4M4pEiEiXE2WX1glxZtyhfcmlYDwCYisynjIwMU2JXUFAg06dPN72fVHp6utTXDzQjRGDpTujz28vNZLJ4h002Li+UHHahwp72DOkeltHU1tmfcagXhDpZrKXDKTnp8TJ/WnqQjhLAZNQ2dcqLOyqly+ky5S6blheZJtMIb5q9OnwrSdf3wox4uXx1iew60mBKq3UohE4bAwAACOvMpwsuuEC++tWvyuHDh+Xcc8+VJ554wvR++u1vfyt5eXn+fCmcxZsHak3gSekNypad/dkvCHNR/SOOB5uen+LrG7VsTrZsXFZoJtCMdxoSAGt4cWd/4EnVt3TLtoO1wT4kBJhmO6UlxZrNJJ8okWmn+6Ylxtll7cI82bC0UIomOC0PAAAg0Py6XXr33XfLvffeK1u3bpXbbrvNTL67+eabxWazyTe/+U1/vhTOwtv00aur22WaUGsTSISf+uYuc0Pa2d0rmSlxMrswVbqcbjMZ79x5OdLc3BnsQwTgB26PZ0S/Np2CifB1qKzZbChpk3Etp7NFR4nL0yfzpqVLQXaSNDV1BPsQAQAApj74lJKSIj/5yU98jx9++GHZv3+/ZGVlkWkxhXTUcl1zl+9xXkYCgacwpg3GvQ3F61u7JS05Vi46t8hMQ+L/HRBefbNy0xOkpmkgoJyfSX+VcKVl0q/vrfaV25XVtsv5i/JNaZ132h0AAEBEBp/mz58vr7zyiun9pPTGd8GCBVJeXi7XXHON7Nixw58vhzNYPCtToqNFqhs6JTnBIcvnZgf7kBAgOlmm8wx9nvyRQaclm42tPZKREmtK9rS8A0DwXLisULYfqpX2zl7Jy0yURTP7328RfnQy5Gh9nvyhqqFDXt5dJd1Ot0zPTZbzFuWZ4CYAAIBlg0+PPvqo/PnPf/b1Jfjnf/5nM+FusNraWpMVhamhWU6LS7NkcWmwjwSBpr2cstPiR2S6+cMru6tMTxmlv76yu1ouXVnsl+8NYGJiHTFy3sL8YB8GpoCWUTtsMaaRuNI81tyMyQ8P6XW55YW3KqTX3T8x8VhVq6QmOcx1AwAAgGWDTxdffLFs377d91gbi8fFxQ35mjlz5sj1118/2ZcCcIZMCB3B3dbVa0pwNPNtPDRo/Mb+Gjle2SYOe7SctzDPNC7Xko/BWjp6/HzkAIAz0SmGl6wskh2H68Xt7pO5JWnjnmSnPcJe2lVlegOmJ8fK+iUFpn+UN/Dk1dI+dL0HAACwXPApLS1NHnjgAd/jL37xi5KUxLQVYCpvUPSGYqIOnGySg6eazefO0zvi79pQKjnp8XKyus33ddprBgAwdbJS4+WSFRPPOH19X40psVO1zV3y0q5K8/0S4mzS2T1Qsq3rPQAAQMj0fBochGpsbJRt27aZZuPLly/358sA8KPmYTveuiPe0d0r6xbmiT0mWhpau035x6r5OUE7Row9i+2tQ/VyrLJF7LZoWb0gd9yZEgDCR1Nbz4jHWq596Ypi2Xqg1vR8mpabLHNL0oN2jBibnl63vLqnWuqauiQl0SHrl+TThxEAEHnBpx//+Mfy61//Wh555BGZNm2avPXWW/LhD39Y2tvbze+vXbtWHnrooRHleACCLystTg6VDzyOc8RIcoJd7LYYWbeI3jKh5HB5i+w53tD/oEdMFtuNG2ZKnMOv+wwAQkR2WpxpXD7wuD/DKTUpdlIZVZh6W/fVyKma/mzkLqdLtuyslCvXTAv2YQEAMGaTHm3yu9/9Tn7605/KLbfcIpmZ/b1mvvCFL5hA0xNPPCFbtmyRjo4Oefjhhyf7UgACYHZRmiybnSWpiQ7JSYuXi88tNoGnsdJeIk++dkIe23JU3jpUZ7JvEByNbf0N4gdnsflrOhaA0LNmQa7MLEiRlASHyXBav3h8GwpHylvkj38/Jo+/dGxIGTamXuOwLLbG1qHrPQAAVjfp7fDf//73cu+998rtt99uHu/evVtOnDghn/nMZ2TWrFnmuX/6p3+SBx98UD75yU9O/ogB+F3/dMSsCU1Nem57uSkHULuPNUhinI0SjiDJSomXg9Lfv0tp6Z3edAKITLqRsH7xxHoC1jZ1yqt7qsS7nbDl7Uq5JnG6aVyOqZeREivN7QMBqMxUqgkAABEWfDp69KisW7fO9/j111+XqKgo2bBhg+85DUJVVlZO9qWAiKalE9o8tqOrVwqzk+TcudkSHaXDt4OnvcvlCzx51bd0y9ygHVFkm1WUKu1dvXK0skUctmhZtSBXYh1jz2IDEByV9R2y43CdmUS3YFqG+b8cbA2tPb7Ak9KsVs22IfgUvCw2TSyubeqS1CSH6csIAEAo8UsjEA02eWmT8dTUVJk3b57vOS27i49nkgowGc9tK5fW0707WjoaTVbL0lnjz1byJ81ycthizJQ8rwxuTIJq6ews8wEgdDYWNr9VbgJPSrONkhLskpcR3Amjw4NMeqVH4Cm4WWwXTGKyLQAAId/zac6cOabBuGptbZU33nhjSCaUevrpp83XAVbT1eOSv79dKX959YRs3V8jbo9HrKjH6fYFnrzqmrsk2Bz2GNm0vND0i4p32GT+tHSZN42SOwDBV9/SJX/besr0pDtUNlCOajWNrT2+wJPqs8j6rsGv1fNzJSHOJknxdjOAIiOFUi8AABCkzCft9fSVr3xF9u/fLzt27BCn0ynvf//7ze/V1NTIX/7yF/n5z38u999//2RfCvA7nRZT09RpPtdyAs3iWzkvR6zGYY+WhFibdPa4fM+lJVljBzo3I0GuXz8z2IcBAD7dTpfJFvWWBde3VJtJniW5yWI1WkKl7z2DhzVYZX3XzQQ2FAAAgCWCT9dee60JOP2///f/JDo6Wr773e/K4sWLze/97Gc/k0ceeUTuvPNOue666/xxvIDf6IW+NlQdrKZx6ONA0t482w7USrfTLSW5SbJgesYZv1ZvTDYtL5KXdlVKZ7dLCrITzYQ6AMBIze3OEf3otFfOVAWfqho6ZPfRBvP5wpmZUpCVeMav1UCT9u/ZfrBOPH19smB6uhTnJE3JcQIAAIRUz6ebbrrJfAz3kY98RD7xiU9IevrQXbOTJ09KUVGRxMTQCBfBowGd5ATHkHI2LR+bClre97c3y0yvD6XZV9rDaXZR2hn/jE62IcMIAN6ZlolFR0eJZ1A5W8oUre86kUyngHpfu6a5S645b/pZs5lKC1PNBwAAQLiadM+ns8nNzR0ReFI33HAD0+9gCRuX9fcr0kCU9rdYOT8wJXenatrkuW1l8sKOCmlq65GOLpcv8ORV1TB1WVcAEO7Bp/MX5UusPUZioqNkbkmazA7ABDnNoN19rMFsJry2p9pkW2mG1eCgl36uzwEAAEQyv2Q+jdfgvgbjsXnzZvnRj34knZ2dcv7558uXvvQl2bp1q+kn1d3dLWvWrJH77rtPbLag/LUQgnRyj2YT6c/k4KmN/qSlfC/uqPCNrNbHV66ZJraYaHG5BxqcJyfYA/L6ABCJZuSnmI9A2n2sUXYcrjOfV5lJpE5ZMitzxNexvgMAgEgX0MwnfyorKzONzX/yk5+YJub79u2T5557Tu655x753ve+J88884wJQD366KPBPlScppk92qNIs30088fKAhV48mY0DQ636s64npsNSwvMrry+svb3WDRz5A0LAFhRZX2HWdt1WqiWmUXyeRhMS6hz0uNl6awsiY6KMh9LZmVJfuaZez4BAABEgpBJEXr22WflyiuvlLy8PPNYG5t7e0fNmDHDPKd9p374wx/KrbfeGuSjRa/LLc9sPWWaY6uymja5ZGVxRF6AJ8YP/W+mwabEeLvp/3HrRbNNSYb2JgGAUFDf3GV6GnmzmLW59rXrZkh8bMhcUvh3fW8aeBzvsElMdLQJOC0q7d9Q0AAUAABApAuZK0UNNDkcDvngBz8otbW1smnTJpk9e7bpK+WVk5MjNTU14/q+etMf6jf+MTHRQ361gvrWbunucQ+56K5u7JTiAE8asuK50DHV9S3dcqS8RaKio2TV/BzJSot/xz934GSTyZrSco2ls7NMmV6on4tg4VwMxfnAZFTUdwwpn9eJnQ2t3VKUHXkT2lbMzZHWDqdZ4+McMSaj1etMQSctt951tMFkwGqvwbklI3tjAgAAhJuQCT653W556aWX5Le//a0kJibKxz72MYmPj590+VRGRmJAS66mUkrKOwc0pkqUzSaxcfYhNyi5WcmSnp4YcedCXbtxtvS6PCbQqc1v38nOQ7Wy/XB9/4NGkR53n1x9/sywOBfBxLkYivOBiUiMG9m/KCECs56UZntdtXa6yfbVDYKxXE9oqWJZbbv5/ER1m7jcfXLOjIwpOFoAAIDgCZmrxaysLFm7dq1kZvansV900UXy17/+dciFXl1dna8sb6waGzvCIvNJbyJbW7vEPaiBdbAtLc2QrftqRONPxblJUpQZL01NQ/tjRMq5GK+9R+rF2dNfsqgOnWyU+vnZppxjrMrq2qWupUdHLcnCmRnisMVIpAqXn4tIOR9TFaTGxMwsTJHKhg45XtVqyoiXzcmWjJQ4iWT2Ma6vnr4+KT8dePLSnojjCT7p99hzrEF63A0Sb4+S2YWpYbOJBgAAwlfIBJ8uvPBCufvuu6WlpUWSkpLk5ZdfNj2gHnroITl69KiUlpbKY489Jhs3bhzX99V+O4NHIocyvYl0uaxzIzmnKE1m5qeI290nsY6YKT3XVjsX4+WwR5sbDK9YW4z0eURcnrH9nU5Wt5nddUeszQSxKmrb5fLVJRF/gxLqPxf+xvnARGg52QVLCmT1/FyzeWO3Ub45nnOn74daqugVN86ssTf318qhsmbf+t7e2SvL52QH4GgBAABCPPi0evVqiYsb3y7pkiVL5M4775Tbb79dent7TRbUzTffLDNnzpS77rrLTLpbvHix3HbbbQE7boyfliFEcMLNpPqINLX2SGunU+wx0bJ+cf64/vyJ6tYhj2ubu6SzxzVquczZ6J87VtlisqbOmZ5hbpoAQLEeTMz5iwtky44K6XV7JCXBISvn5UxqfdfHEwk+Ha1skdqmLklNdJjehDRGBwAAIRV8OnDggPzqV7+S48ePy/e//3157rnnZNasWSbg5PXTn/50Qt9bp9npx2CrVq2Sxx9/fNLHDVhJUrxdrls/w0wLjLXHjDuzYPhNod5UOMb5Peqau+Svb5zyZWBpqciVa6eNu/E5AGBAYVai3LJplsl+0l5Z4y391/cEZ69nyOPx2nuiUbYdqPU9bml3ytqF42tbAAAAMB5+vYvcs2eP3HLLLVJeXm4+dzqdsn//fjOhbsuWLf58KSDsacBIg1ATKWlZUpol6cmx5nOdsLfmnNwx9yTx0ka43sCTlkseqWyRv++slPqWrnEfDwBggAbxdX2fSM/J8xbmieP0BkNcbIysXjAw9XesjlW0+D7XQNbr+6plx+E66RrUaxAAAMCymU//8R//IXfccYd85jOfkWXLlpnnvvGNb5jpdD/84Q9lw4YN/nw5AGeZwHTt+TMk2m6T7q4esY2jUbmXN1NKJxbqZKaeXrcp06ho6JArVpVIVhqT0gBgquWkJ8jNF5aKPdYhrp5e0/R9vLzZUjqFVRueR0WL7DraIMcqW+Wa86aLYwLZVAAAAFOa+XT99dePeF77NGlTcIQ/HTetU3h2Hq6XlvaeYB9ORNMd9fSUOIlzTCzGvGB6umSlxpmgk37oNCu9IdEsqOPVbX4/XgDW1tLhNGu7rvHO3oGG2Zh62odP1+SJNntfMS9H4h02aet0iua35qUnmOfbu3qlurHTz0cLAADg58wnu90u7e1DRwirqqoqiY8nSyLcudweeeaNU9LY1h902nei0fQISkvqL/9CaNEyvStWT5OyunZ59s1TQ8r2tAk6gMjR2uGUJ187YTJl1LGqVrlyDT3gQpUGrm64YIbsPNIgu4/WS8ygf0emFwIAgEDw6xXGxRdfLN/73vektXVgEotmPN1///2yceNGf74ULKihpdsXeFI6yed45dCpPJFOd5U1a0ADc5olFgrZU9Nyk2XZ7IFJStpLav709KAeF4CppcEmb+BJNbX1mKEEGFDb1Cm7jtab8mQtV7Y63VBYPidLCrKSfM/NLEiR/MzEoB4XAAAIT37NfLrnnnvkQx/6kKxZs0Y8Ho/ceOON0tbWJvPnz5e7777bny8FC4qJGdl5wsYO6pDA0xOvnjAlbOpoRYtcESKZA+fOzZHSwlRxujySkRwbEscMwH9so6zvg7NlIp32TXpxZ6Uv6FTb1CVrz7H+9LiY6Gi5dFWxNLZ0m80GzYgCAACwfPApKSlJ/u///k9ee+012bdvnwlAzZkzR9avXy/RE2h4jNCSlRovs4tS5XB5iy9DZm5xWrAPyzK0kas38KQ0S6ymsVO6e91m5LaO37ZyiaKVjw1AYOlarpms3uzW0oJUyWHogM/BU81Dsp0OlzXLkllZcup0f7wZ+SkSe3pCnRUnqzJAAgAAhFTwST3++OMSGxsrH/zgB83jT33qU6YM75prrvH3S8GCzluYL3OK0sTl6TPNqsmQOXtm2I7D9dLQ2m0+3xkdLZetKuYmAIA1e8CtmSb1Ld1iiyZYMZxmDQ3m6RN55vWT0tbVax7vO9kkV62d5psyBwAAEGn8Ghn49a9/LV/+8peHNB3Py8uT++67Tx555BF/vhQsTG9K8jISQj7w5PZ4TO+OQ2XN0tXjmvT3m12YKumDsof0HNW3DPRMcXk8sv9U06RfBwACQdd0XbfCIfDU2e0ya7tmpOoEz8laOivLTKBTGoYqzkn0BZ6UTpUrqxk5kAUAACBS+DXz6Te/+Y08+OCDcuWVV/qe+5d/+RdZuHCh/PjHP5ZbbrnFny8HBIzejDz7ZrnUNPWPnH77qE2uWjNdEuIm/l/GYY8x0/+01E57paQk2OX3Lx4dUf4AAAhs/72nXjspXc7+TYWjFYly0YqiSa2/malxct35M0wma1K8XZrbe6S8rmPI10SF9n4MAADApPj1Uqi2ttYEmoZbunSpVFZW+vOlgIDSoJM38OTdJT9S0d/LarKZA4XZSSZ7ICHOLgumZ/h+L84RIwtnZk76NdDP09cnJ6vbTPZaj9P6kwUBTI3D5c2+wJOqbOgw5YSTpZsTxTlJpt9hSW6SZA/KENMydJ0cCv/odrrM0A5d43WtBwAAEZb5NH36dNm8ebN84AMfGPL8li1bpKioyJ8vBQRU1Cg74MNaevjFynk5UpKTZG6EctMTJD7W723YIpLejDy/rdzcVKpdRxrkPVctCPZhAbCAKFMYN/w5/0+R0x5+lfWdphF5YXaieQ6Tp5tBT75+wvyqjle3yk0Xzw32YQEAgHfg1ztdbTJ+7733yt69e2XJkiXmud27d8uTTz4pX//61/35UkBA5aTHS0Fmoi94oWUUpYWpAXmt3IwEmUrav6q6sdNkWuVnJko40jHn3n87b5nNvuONUpqXFNTjAhB8c4pT5XBFsy94odlKmpnkbxps0u89lbTcr6mtx0wn1QyscHSofODfTmkvLS1njyW2BwBA5ASfrr32WrHZbKbx+HPPPSd2u11KS0vlhz/8oVx44YX+fCkgoLT3h/YA0Ytat6d/1zocphS1djjl6TdOSvfpMrS5JWmyZkFesA8LAKaMljxfc950qajvEHtMtBTlJI2a7RpqtARty9uVJtNK/z7rF+fLjPwUCTujVNlReQcAgPX5vcZHm40PbjgOhHIAalpeePXo2Hui0Rd4UgdPNcvCGZkmsytQOrp7paGlW5ITHFO2E6+Za1rG6O3blRBvk/nTM8TZ7ZyS1wdgbXEOm5QWBCabNVh2HK4zgSelv751qC7gwafG1m6TWZqVGj+pgRzjMbs41WQ/eafQFmQnmgzilpaBPo0AAMB6/H6lUFFRIW+//bY4nSNv8q6//np/vxyAcfDemLzTc/6iwZ/ntpWLy+0xPVXWLsyT2UVpMhWBw0tWFsnJ6nbz2jMKUiQx3k7wCUDY8gxbygPdiHvfiUbZdqDWJCI5bDFy6cpiM/Uv0BJPZ66V1baL3RZtSuKjA9GUEQAAWDf49Mgjj8hXv/pVcbtHTpbSFHCCTwhnGuSoa+4yZRxZg6YcWcm8knQ5XtVmjlXp9CXNSAqUHYfqfa+lNyhv7q+dkuCTt9/KzIL+XX+bjWYgACZOs2wa23okOcEuKQFcMydj4YwMeW1v9aDHgZue6vH0ybaDdb4KOKfLLW8frZdNy6dmuIwO55hT3P9eQuAJAIAIDD799Kc/lVtvvVU+85nPSFISjX0ROXqcbtNLqaWjP7NGL4rXnmO9XkoZKXFytfY6qWs3ZSfT8wNbVjh8510fe/uRAEAo0E2FZ7eVSa/LY9audYvyLFmyp+87KYkOaWjtlozk2IAOlDBr+7D1XfsjAgAAnIlf0wHq6urkjjvuIPCEiLP/VJMv8KQOlTWbXhhWlJrokAXTM0xWkJanTWSaUm1Tpy+j6WzmT0sfMsLcPCbwBCCEaO8kDTwpDZ5v3VcrVpWXkSDnTM+YUOBJA0r1zV1jeu+yxUTL7NOZR0rXdc2sBQAAmJLMp/nz58uRI0ekqGhq0q4Bq3CPEohxheEusN6E7T7WYD7XUd6XryqRWMeZpwBqs9uEWJvUNHWZoFe4NXAHEP6GB9rdnncOvIca/Ts9+2a5b0iDrt06Le9smwVrFuSaYFdbZ6/kZSZIjkXLzQEAQBgGnz70oQ/J1772NSkrK5OZM2eKwzG0L8LKlSv9+XKAZcwsSJUDp5p9NylZqXGSmTI1k92mSmuH0xd48mZAacPZZXOyz/rndAqRfkwFPf8t7U4TEAvkBD8AkWNucbrUt1T5Hnt7DYWToxWtvsCTOl7VKrMKU6Ug68wZVBqYCvQ0veHl7W1dTkmOd5x10wMAAERA8OmTn/yk+fX+++8f9SJl//79/nw5wDLSk2PlqrXT5ER1m5m+M6cozTS8Diejldn1jqH0biobAv/tzTITFNO9+nPn5ZjyEwCYjFlFqRIfGyO1TV2SkuSwZL+nyRptLfeWGlqBlno/v73CNDbXoR6bzi0yWVcAACBCg0/PP/+8P78dEFK0DG3prFhzwd7e1StJ8Tax22LC6u+nGV31Ld2+CUMzp3DX+51oVpYGnpQWPG4/UGuOT6ciAcBkFGYnmQ8Ncus6o1PvwmmDQSef7jrSYII7SjNHtZTOKt7YV+M7Ng2U6ePrzp8R7MMCAADj4Ne7ssLCQn9+OyDk1Ld0yfPby6Xb6RaHLUYuOrdQctKtcwE/GRpsunRliew/2STOXreZlJeVap0eH8N36ftOPxcfXtWPAILkcHmzvLa3xjQd12D8pSuLwya4rcEmzd49UtFiBlHMLUmTWLt1Nk+cw9Z3fQ8CAAChZdJXTRdddJE8+uijkp6eLps2bTprc0oyo2BFupOtNxMJcZPvEaS7sRp4UrpLqzcq4bQ7qyWFi0szxYq098jRihYTdFLa/DYpgb5PQKTSdb2j22XKtCbbI0iDHa+fDjwpzX56+2i9rFmQJ+EiJdEhy9+hh1+waBbrrkE9B3VaKwAAiLDg0w033CBxcXG+zxmjjlCy7UCt7D3RaD6fnpcsFywpmNTPsDfwNLhBKqaGNsa9ZGWxnKppNzea2u9Jd/ABRB7tUffctv7pbbqmr5ybLfMn0QNOM288pwNPXqzvU0cHW+hmQkNLt2SkxMnsovDruwUAQLibdPDp4x//uO/zT3ziE5P9dsCUNjD1Bp6UNgsvymmdVDNZDWDtPFwvMTHRonEPLU3D1MnPTDQfACKbTuL0Tm/TbKU3D9RKcW7yhKdgJsbZJDMlznxPm/Z60vU9j+ybqTS7KE1mFwX7KAAAwET5pVumy+WSF154Qbq6unzP/d///Z989KMflS996Uty9OhRf7wM4FddPe5RS/AmqqmtR45Wtphm401t3TKvJE1WzsuZ5FECACa7vmvOUrdz4uu7bk40tHZLc1uPdPa4ZP3ifJmWx+YCAADAlAWfGhoa5Nprr5WPfexjUllZaZ77yU9+Il/96lelsbHRPHfLLbfI4cOHJ/tSgF/lpMdL3KA+IDHRUVKYlTTh7/f63mpzw5OWHGvKAmqbuylDhS/zgga5wNQpyU3S5CSflASHaRI+Eb0ut7yyu8p8npUWLwlxNmls7Z+sCbg9HlPmCQAAAlx29+Mf/1hsNps8+eSTMnPmTOno6JCHH35YVqxYIb/5zW/M1zz44IPywx/+UH7wgx9M9uUAv9EpRZevniZ7jjWYXh7zStIlPXnio9F0N3ywru6J77IjfFTWd8iWnZWmAX12WrxctLxo0s2PAZydlt9uOrdIjle2it0eLYtnZoktZmL7bT29HnF7+s663iMy7T7WIDsO15sNhjnFabJmQS6bTgAABCrz6cUXX5R77rnHBJ7Ua6+9Jt3d3Sbbyevyyy+XN998c7IvBfhdaqJD1i3Kl/WLC0xgYDKKsodmTRXlhHfvIb3Y1h1fnJkGNb2BJ1XX3CVvHa4L9mEBEUHX5PVLCsxEOs1Wmij9s8M3JgqzE8N+7RreYB1D1et6fqjONwHxUFmzKc8EAAABynyqra2VGTMGRslv377d7PqsXbvW91xOTo60t7eLv3zzm9+UpqYmk1F16NAh01eqtbVV5syZY55LSEjw22sBY7Vyfo4p49O+IBnJcbKodOKTlazuZHWbKUPRUgPte3L+4nyJ0Sa8GKK31+MLPHl1dPUG7XgAjJ9OzbxkRbHsPFIv3T0uKclNntRgilCYArvvZJMZmrF8dracMyN838smo2OU7OaObtZ3AADOZNJ3iykpKdLS0uJ7/Prrr5ssqKysLN9zx48fl4wM/1y8aGbVH//4R9/jz3/+8/K5z31OnnnmGSktLZWHHnrIL68DTOQGZcmsLNm0vEiWzs7yWzDGu6tqFdqU/e+7KqXX7TFNfHWnd/+JpmAfliVpeV1WatyQ5wqzwjtjAgjXMu215+TJhcuLpLTQf4Enq63vp2razBRYPS6Pp0+2Haw1GT4YKTstThy2mCHXAHkZbH4CAHAmk747XrNmjfzP//yP+VxL6/bv3y+XXnqp7/c9Ho/853/+p+kBNVnNzc3y3e9+10zRU1VVVdLW1iarVq0yj2+++WZ56qmnJv06gBX09Lrlb2+WyW/+dkj+8Pdj0tDSLVYJPulNyWBtZPOc0UXnFsnsolQpyEo00w/nTyeLAIh0ja3d8se/HzPr+9+2npIepzUGEoy2lrO+jy4hzi6XrSo2mXBa4rlpeaFkpU6ufB8AgHA26bK7T3ziE3LbbbeZAJA2Gy8sLJQ77rjD/J4Ggn72s59JeXm5PPLII5M+2C9/+cvymc98xgSdVE1NjeTm5g4p79PnxiM6Osp8hLKY001Uvb9GsnA6F2/sq5Gaxk4zsUlLtba8XSm3bJoV9HORnhInSQl26ewaKDkoykkSm8265zyYPxdJNodcsLRQrCSc/p8AoejFnRXS1tkf1Klq7JStB2pM78Fgy02PN60TvBlZ2qR9ePYmBuhk2wuXWWt9BwAgbINP2u/piSeeMGVvesFy1VVXmVI8VVFRISUlJaZHk5bETcbvf/97yc/PN72k/vCHP/iyqoYb75SRjIzEkJ9MsnVftbx9+IhJ+V63pEDmTSOzIiUl9HcfnR4RR+zAf9FeT58kp8SPe2JTIM7FrZfOl9d2V0q30y1zStLlnJmZEgrC4efCnzgf1tbr8sjf366U+rYesUWJrFuYL5kEAkKeNvJuPx148vIGooJNM3c2LSuUfScaJSo6SpaUZkpygiPYhwUAAMLApINPKjMzU26//fYRz995552jfv2PfvQjee973yupqWPvm6BZVHV1dXLdddeZHlOdnZ0maKTPeenneXl54zr2xsaOkM580v4Mr+yoELsjRnqdbnn65WMSGyWSNmwyT6TQTA69oW5t7RK3O7QnsaXEx8iJQeO8s9LipK21yzLnYs38HN/nTU0dYmXh9HMRCecjPZ2+WEobXGtzfw1Cd/S4ZPNb5XLTxtKQ3zCJdLpRpNNVawf1UtKMI6vQTFb9AAAAsFzwabx+8YtfmCDSeIJPv/zlL32fa+bT1q1b5YEHHpBrrrnGfK5lf4899phs2LBhXMeivWuG968JJfXN3b70eNMgtK/P9AZKirdLJNMbapfLejfV47FoZqa4XH1S1dAhyQl2WTU/d0J/p8Hnor2rV17aVSkt7U7JSY+XdYvyJdY+0DA13IXDz4U/cT6srbmtZ8jjzh6XOF2eiPo/G642LiuUNw/USmuH0zSpXjY7e9Lfs7K+w5Rra8bczIIUOXduNoFKAAAQ2cEnf053+fa3vy333XefaTxeVFRkHkcSDSCYpkCnxURHSUZKZGY9hePuuN48iEz+psRry84KqT/duLystl227quR9UuC32cEwEjZ6fFS3djpe5ya6CDwFEbT8y7w49qrgyBe2FEhrtOZjDqxLiXRIXOK0/z2GgAAACEXfJqsG2+80XyoOXPmyO9+9zuJVLpjev7ifDle3S49PS76M4Tw5KPX9lZLV49bSnKTZMW8HBN88remYZkUwx8DsI7FpZlms6ahzSnRUX2yat7AgA2EjmOVraaEUi2emSmzisae9T1WOpHOG3jyYn0HAABWEpLBJww1uyhNVi0qNH13KKEJPW6PR57bXm52rtX+k01mV1zL7vxNmxXXNg30GaF5MWBdGoBeOT/X9MBifQ/djYWXd1f5Mr5f3VMlKUkOyUnzb4+n1ASHOGwx4nS5fc8xpQ4AAFgJc7aBINNsJ2/gyUv7dgXC3OI000dGe4MkxNpMHykAQGA0tvYMaTWgnzUGYH2PdcRIcW6i1DR2mo8Z+clSWuj/DCsAAICJIvgEBFl8bIzEO4YmIWak+H/HWpuNv7qn2kxCLMhKNM2LB09bAgD4V3py7OC2jObzQPRlPF7VKkcrWiU3I8F8lNd1jNjUAAAACCbK7oAgi4mOlovOLZJX91ZLd49LinOSZOHMDL+/jvb/cA+b7Fjf3CWFWaE11l5vqHSiU2tn/5Qobcqu5xAArEZLm3WqqLfnk5ZT56Qn+P11vIMkvHTinU7S0xLuUKIbIm8drJNet0fmFKXK3JL0YB8SAADwk9C6KgHC+AblmvOmB/Q1dFKW9pDxDCoB0V35UKMTnepOZ2xpQE1Hia+clxPswwKAUWn5W6BL4NKThq7lOvk2OcEuobax8Py2cl/fqtf3dUtCnN1syAAAgNAX0OBTb2+vHDhwQGbOnCmJiQPZFffff79kZWWJlWmPhrePNpjeOIlxNnNzqxdBQKjSsds6GXHbwVrxePpkXkm6lOQmSyjRwJlmaw1W2zQwih4Yix6nW948UCstHT2Sm54gy+ZkkT2HkKYT9Jrbe+RIRYvYbdGyen5uyF2z6PEPbpjuXd8JPgEAEB78GnyqqqqSL37xi/LpT39a5syZIzfddJMcOXJEUlNT5b//+79l/vz55uuuvPJKsbrdxxrl7dNp8nUi0tLhlGvXzQj2YQGTMiM/xXyEKs3cSk5wmJI7r9TE0MveQnD9/e1KqWzo8JUraVCT5vsIdSvm5ZiPUKVre3R0lNkc8WJ9BwAgfPh1q/eBBx6QtrY2ycjIkKeffloqKyvlf//3f+WSSy6Rb33rWxJKqhuHZlNoeU9P79AdOQBTb+OyQklLijU3KQWZibJyfmjebNU0dcpz28rk2W1lUnU6EIKpUT0sW274eg9g6iXF2+X8RfkS54gRW3S0zJ+WLqWFoblZcqisWf629ZRs2Vlhhn0AAAA/Zz69/vrr8qtf/UqKiorkP/7jP2T9+vWyfPlySU9PlxtvvFFCSUqiXaoaBh7rxZDDRlkGEGzap+q680M7C1EbAT/3Zrm4PB5f8OPqtdNDsgdXKEqOt5tsVq+UBEdQjwdAeGTnqmOVrfLa3mrf44bWbvOeRWkvACDSRfu7x5OW2Gm/pNdee03OO+8887zH4xGbLbR6my+fnW2yKnQsckKcTS5cVmgaGwNWdvBUk8mmeW1PNWO2LT7RyRt4UlpmUkP2zZTZsLTQlPjoip6dFi+rF1ByB2tzuT2y/WCtWd91ct7gwRGwluGZrG2dveYDAIBI59eI0IIFC+TRRx+V7OxsaW1tlQ0bNojT6ZT//M//lHnz5kkocdhj5JKVxeYCT/vMAKGQ5v/6vhrf46b2Hnnf1aG9gxzOmTfDJYXYZKpQphlmN14wk/UdIePVPdVyvKrVfF5R3yFuT59cvo5G3FaUOGx918mD8bGhtQELAEAg+PXd8J577pGPfvSj0tTUJHfeeafk5eXJv/7rv8rzzz8v//Vf/yWhiBsThAq9IRmsoaVbOrrJfrKaXpdbymrbJSYqygQIUxMdcs6MTCnK5kZyqrG+I1RU1A1d33UNgfVoOW9bh1O6nW6T0arr+7pF+RJrjwn2oQEAEF7Bp8WLF8vLL78s7e3tkpLSn3Hx/ve/30y/S0tL8+dLARgmYdjOqs0WbXqV9XYH7ZAwihfeqpCq0yV2yQl2OXdujpwzIyPYhwXAwhLjbOJsHxh6khRPJo3VaKn7X984JV1Ol3nvVZeuLJastPhgHxoAAOHX8+nmm2+WRx55RKIHNVWcMWMGgSdgCiydnSU5py9ybTHRsmFpgfk1ELSv2/4TjfLS25Wy51gD/UfGqNfl8QWelPaRG56xBgDDnb8437fBoEHr8xbmBzQ7U/tL6fp+srotYK8Tbupbuk3gabBKJpkCAODj162zNWvWyE9/+lN54IEH5KKLLjIT7tatW0ejbmAKaFr/FWumSY/TLXZbtDhO77wGwo7D9bL72OlxkFX9DVXXLswL2OuFC1tMlPm30SCUV3ws5RgAzi4jJU5u2lgqPb1us9bbA1TGpRsLz20rN0MR1LGqVrlgSUHIT6CbCqOt5fR6AgBggF/TIu666y554YUX5Cc/+YnExMTIJz7xCdm4caN897vflePHj/vzpYCgTLDR8clvHaozNwBWFeuIkejowAZ8TwzbDT9Zw+74WGggXm/kvBlpaUmxcu6cnGAfFhDxDpc3y6t7qmTfiUYTgLHq+hHnsAV0Q09Lx7yBJy+yn8YmKzVelszKMlM01fS8ZCktTA3yUQEAYB1+35LRiyLNdtKPrq4u+c1vfmOCUQ8//LAsX77c9IC69NJL/f2yQEBVN3bKs9vKfTclFXXtcuXaaRIzqMQ0ksQ7YqRtoHrM198C70wbi7970ywTwNRdcZpeA8H19pF62Xmk3ve4tdMpaxZEZian3da/eaHNsr1Y38du6awsmT8t3Zw/sp4AABgqIHfOtbW1Zrrdu9/9bvnOd74jCxYskK997WumLO9LX/qS3H///YF4WSBgTlS1DtkNb2zrkZZ2p0Sq1QtyTfCktqlLOrtdsvacyLxRmyjNfEqMsxN4AizgeFXr0MeVkZvpo2XBq+fnSnNbj1nfda3SbB6MnZZFEngCAGAkv747/ulPfzIfb7zxhmRkZMj1118vP/jBD2T69Om+r8nPzzfBpy9+8Yv+fGkgoIaPSY46Xd4WqcrrOsxNSlqSw9yc6Njv3IyEYB8WAEx6fY/ktd1bZpecaBe3u09cLrdppF2ckxTswwIAACHOr8EnDShdeOGF8uMf/1guuOCCIVPvvGbOnCnvec97/PmyQMCdMyPDTCVraO02gaflc7NN5kqkOlrRYrJ2HKdv2o5UtMiKeTmWPl5nWYvE26OkKIubKAADVs3Plee2l0m3DmuIiZa15+RKpNKeTzqhTUvKvcNSdf20avDJ5fbI/pNNYo9tlawku+mjBwAAItzQAN0AADbXSURBVCD49Pe//91kPJ2N9n3SDyCUaJDlyjXTpKXDKQ57f8lUJNNzcLbHVqIN4vcebxRHrE2cPS4TODxn+tnXKQCRIzM1Tm68YKaZ2pkYbx+RCRVpEzm1d+fgMnPNcrUiz+nJfHXNXWZ9d/W65ZKVxZKTFh/sQwMAAIEOPmng6cCBA3Lo0CHxePpHiesFjNPplN27d8s3vvENf74cMKW0CWt6svV2VfX/2LHKVmnr6pX8jIQpKX9bOT9Xnt9WLk6X25TdrbZwc95DZc1DHh8uayb4BGBEo+2MFOsFnXpdbjlU3iJut0dm5KdIcoIj4Odh1bwc2bq/RjT8lBRvl6WzrdnzSfsu1jR1+nrnaZPvYxUtBJ8AAIiE4NMvf/lL+eY3v2k+H7xzpp+vWLHCny8F4LTX99X4Aiy7RGTD0kKZlpcc0NfUi3vNFGjpdEpyvN3SzVV1177X1R8MVxosAwCr05KyZ944ZQZcqL3Hm+Sq86ZJSoADUPOmpUtRTpJ097gkNSnWsplPox0X6zsAANbl13fp3/72t3LnnXfK22+/Lenp6bJlyxbTgLy0tFQuuugif74UgNM7vZrJ46Xh3oOnmqbktbUprwahrBx48vZziYmJ8t2srPRzbyoNsmtPlD3HG6Tp9E0iAEyWTpvzBp6UZprq5NWpoBlPWWnxlg08eY9x8cxM3+OURIfpz+hPOtV1/4lG2XeiUbqdLr9+bwAAIo1f7xqrq6vl5ptvltjYWJk3b54ptbv44ovl3nvvlQcffFA+8IEP+PPlgIin1QZR0VHS5xnozxHDzu8Q2ij3XRtKdUtcoj0e01DYn17aVeUb1b7zcL1cqj1H0pn8B2Dy/ZdGK//GgGVzsmVWcZrExTvEJn1mIIi/OHvd8tRrJ6W102kea2Pzq9dOj/hpiAAATJRf78ISEhLE7Xabz0tKSuTIkSPmc818qqio8OdLAThd0qr9ObwX3A5bjCyzaH8Of2lp7zE3AToOfHBT3LPRJsJFOcl+z9Lq7O71BZ6U29MnB08N7TEFABORnRZv+jx5ac/BucVpEs6qGztNplFtU+eY/4yel4LsJL9naZXXdfgCT6q9q1dO1rT59TUAAIgkfr0T0yl2Dz/8sHz5y1+WBQsWyKOPPiof/vCHZfv27ZKYmOjPlwJw2tySdNNkXC+MM1PiLF8GNxk61ehvW8vEdXqgwazCVFm3KD9oxzNaFgKZCQD8tbmwfnG+zC1JE7e7T3LS48O6p5EGnbYeqDWf6yqqa3tpYWrQjidmlLV8tOcAAMDY+PUq5rOf/ay89NJLpvfTVVddJfX19bJq1Sq555575MYbb/TnSyHM9TjdcqSixWSVuE8HGnBmaUmxUpSdFNaBJ6UZT97Ak9Kfka6e4PXhiHPYZNGgniNxjhhZOOgxgJFaOpxmSEJlfUewDyUkAlC56QlSkJUY1oEntft4o+9zzWndfawhqMdTlJNozr1XVmpcwId5AAAQzvx6pzpnzhx55plnpK2tTaKjo+WRRx6RJ554QvLy8uTyyy/350shjGkw4anXT5pMHqUXf9pHh4wSjPYT4B2zHSzL52SbyVBd3S6TmRDuAUBgMmoaO+XZbWWmRFVpw2jt2wNEWWxtj4mONtcelQ0dJhqWn5VgngMAABPjl7uk9vZ2+fnPfy5PPvmklJWV+Z6fNm2aXHvttbJhwwZ/vAwixNHKFl/gSdU0dZo+ELrz2+vySEV9u0RJlNmV5EIwsmhWkfbh0KlP6pzpGZZo/qpT/wC8sz3HG32BJzmd3bJ4VqZZy3Xd1/U+Mc4ueRk07Y80GoR8dXeVyXrSwNOSWcHvX6ibXppVDAAALBB8ampqkve85z1SVVUll1xyibz73e+WlJQUk/20d+9e0wPq6aeflv/93/+V5GTSlTFxvS63PPX6KWlu7x89TUZU5NHGsteeP11qGrskPjZG8jPpJQeEg8bWbnnmjVPS6+4vq9VyVs0qROTQHn4ZybHS1N4jGclxZr0HAADhY9LBp+9///vi8XhM1lN+/sjGv9XV1XLnnXfKL37xC/nUpz412ZdDBCgtSDUTwwaX3eVlJsjhsmZf4EnpDnlFfYcU54T/rmRHd6/UN3dLUrxdMlPjJJJpVsTMAnuwDwPABCyckSFVDR2+7CfNZtSsp13HGnyBJ29G1KKZGWK3BT+zcSoCb22dvWZt1zU+kmWkxJkPAAAQfiYdfNqyZYuZbjda4ElpvycNOn3rW9+adPDpl7/8pTz22GPm80WLFslXv/pVOXHihHzpS1+S1tZW03PqwQcflIQE0vVDmfbMuXrtdCmrazeTZUpyk0wKft9ApYZP32hPhpl6nfD2ZpnvxmzF3Bw5Z0ZGsA8LAMZNJ3Nec950qWnqMoEWLac2Rl3fJewdPNUkb+yrMX99bSh+8blF5hwBAACEm0k3zNGJdhr0OZt58+ZJZWXlpF5n165d8oc//ME0Mf/LX/4iLpfLlPJ9/vOfl8997nOm0Xlpaak89NBDk3odWIP28dEU/Bn5Kb6+TtPzk4fsCuvuqO/GxaJBo4q6dlMuOBlvHx2aEbD9UJ14IuGuDEBYSk2KlTnFaUPW7/nT04eMsZ9bnCYOuzWznnQCq2ZvaS/CyW6AbDtY54u7udwe2Xmk3i/HCAAAEHaZT729vRIXd/YUaf19DRZNhvaRuu+++3xZTRrQOnjwoOkttWrVKvPczTffLO9973vlrrvumtRrwZp0rP1Va6fJyWqdphgl0/NSLDt6euv+Gtl/ssl8rgGzK9dMm/AUNM+g5rxGX1//DU+QJwEBgL9oefXV502XqoZOSYi1WXakvQaINBO1rrnLPNZm1JuWF0rUBNZjXceHbySMWO8BAADCRMjMBJ8+fbr5UA0NDfLb3/5Wbr31VlN255WTkyM1NTXj+r4axAj1htUxpwMw3l/DWZLNIefMzLT0uWjtcJqeVd4x0Z3dLjlwqklWzs+d0PdbWJpp+lt571E0QyDW8c7/da1wLoJNpyM2tHZLQpxN0tMTI/pcDMbPBqwoLSnWfFjZscpWX+BJlde1m96DE5mIpgGrBdMyZM/xhv7Hp9d3jE1Xj8v0gdQs6HROGwAAkRF80mbi8fFnHjXe2dkp/lJeXi4f+chHTJbTihUr5IUXXhjy++PdfczISJzQjqUVpaQw7t0K58ITHS2OYVlOcfEOE/yYCP1zudnJUlHbLsmJdpldPL6r7Ej9uejs7pUnXzjia1K/Yn63rFk4em+6SBWpPxvARLkHlUAPPDfxbKVz52ZLVmqctHU6JSc9XnLS6fc0FlryuHl7uSlJt9ui5doNsyQtPmT2UwEAiEiTfqcuKCiQp59++h2/7kwNycdj//798uEPf9h8aHmd9pGqq6vz/b5+rg3Ox6OxsSMsMp/0JrK1tWvUC+NIYolz0dcnGUkOqW7oD7rGxERJQXq8NDV1TPhbOqJEZuT2B6/G+n0CdS56nG5p6eiR5ATHhEsJp6r0sbah/1xpgHnb/hopzkowJT2RzhL/T85iooFaINC0HHD3sUbpcva3EkhJcEhB1uQCRlYqMdQps909LklLjrVsWbt680CtrxeiBv9e2lkh16ydFuzDAgAAZzHpu7DNmzfLVGhsbJQPfehD8pWvfEUuvfRSX+BLM662bt1q+j7pJLwNGzaM6/tqf4Vw6bGgN5Eul/VuJCPxXFy4rFAOl7eIs9ctJbnJkproCNrx+PNc1DZ1yvPbK8TpcpsbE/17WrXpuwbJvP1UvLdQTqdbHBa+oYq0/ydAqEmIs8tV502ToxWtorMwZhemid1mzcbo47X/RKMJ6uiqqZsLl68qNn9fKxq+bmmJNQAAsLaQSQH41a9+Je3t7fLjH//YfKiNGzfKt7/9bdOIXBuPFxUVmcdAsGlgZv60sZfH6YWzll0kxtnNpD+r2rq/1gSevI13dUT4DRfMFCsqLUyVIxUtvuByQVaSpCQ5xDOJEhkA0HV6cemZew+O1ptIP1ISHZbNJurpdcubgybv6fvR20caZO3C8WWTTxWdlrjtYK3v8dl6QQIAAGsImeDTZz7zGfMxmt/97ndTfjyAv2hPomffLJPOHpfYoqPlgqUFUpwz/ua1U8EZQrvNOWnxcsXqEjlV027KA89bViRtrV3i8d1eAUBgHa9qlZd3V5kguE4+vXRlsckqsmIWpJmiOoi3rM2KzpmRYc5nfUuXZKXFy4qF+ZMqbQcAAIFnzS04YIoaUmt/i2DbdqDWBJ6Uy+ORV/dUiVXNKkwZ8rh02GOryUqNl+VzsmVRaaZlMw4A+JeW27Z2Ok22UTBpMOfVPdW+7Et9v3nr0ECfSivRAH1+5kAJtXbCnJlv7fVde2WdOzfHZLkCAADrC5nMJ8Dfzaj3n2wyn0/PS5YLlhQEbeqhljsM5uzt34G24hTGxaVZpuSkvqVb0pNjZXYRF/0ArEOzMZ/bVia1zV0mgLJiXo4smJ4RlGNxe/pMefLwXnRWpO83m5YXmvdFDdpp9u3gYBQAAMBkEXxCRI5o9gae1InqNinOaZOZBcHZ5Z2Rn2KCOV4aDLNi4MlLd5mtvNOsgTu9edImwDqCG0Dk2Hu80QSeVN/pzFLNkNGg+VTTbMuSnCQ5Vdvue25GkN5nxnq8iyzeO0mzyHTSYJwjRmK04zsAAAgZBJ8QcbpPj8h+p+emiu7Ka5Px2sYuSU60B22XPhz0utzy3PZyqW3qkujoKFl7Tp7MsnCgDIB/DV/L+05nGwUj+KS0h9/e403S0dUreZkJZrMBE9PU1mOy2rRMPd5hk4vOLZLM1LhgHxYAABgjto0QcXLTE8yuqZc2+S7MDm6D79KCVDNVaOGMTIm2cNaT1e0+1mgCT94d8tf2VA+5GdWsKH08vLEugPCgWU6DV9DURIekJgWvwbdm5+hkPF3fCTxNzmt7q339ETX7aXh/RLfHY9myRgAAQOYTIpA2Vr1i9TRTnqGNaeeWpJkbFIS+zu6hWQ/676s3I0kJIvXNXfLoC0ekvbPXTEm6eEUx/+5AmNE+RZoRc6yqVWLtMaaMjPKs8DC8gXxXz0Cg6eDJRnnm1eOm55f+DGj/KoZMAABgLbwzIyKlJDrMTvS6RflmIhqCQzOQhjfknQxtkjtYWlKsb6z582+eks4ul2/qlGZFAQg/msm6fnGBrJqfazYbEBwa/NdspECt797HGpTavK1M3O7+jNaqhg7Zc6zRb68LAAD8g6syAEFRWd8hf3+70kz7y8tIkAuXFYrDPlAOOdGSG51ceLK6zfTRWjory/R+8gacBuvoHvoYAOAfe441yFuH63WHQeZNSzeBwMnSyYVxDps0tHZLRnKsrzl6t9NtJgsOxvoOAID1EHwCxriDSy8m/9F+TC/urDAlEt4JhDsO18vqBZO/QdG+KqP1VtHA1K7WgamCRUHu8wXAGljf/auuuUu2H6rzPdbpstprUdfgydB/I+2fNVxKol3SkmOldlBZHus7AADWQ/AJeIcgycu7q+REdZs4bNFy3sI8Kcmd3AU0xGQ7eQNPXsMzk/xt47nF4nF7pKG5y5RajnYTAyByaHbMC29VSGNrt6QmxcrGZYX0gfOD0dby9gBmImlPr+svKJXNW0+avn/T85MnHegCAAD+R/AJOIt9JxrleFWrL2CiZWI3b5xlSrowcTptMD051ozO9irISgzoa2rz2ZXzcsQ1LOgFIDK9uqfalHCp5vYeeXlXpVy1dnqwDyvkZafFiz0mWnpP9/PTjKW89ISAvmZSgkPWLylgfQcAwMIIPgFn0dLhHPJY+0robvlEg0/a5+iVPVVmApvuzK5bmO/rSRRJoqKi5JIVxbLtYK10dbukMCdJ5k9LD/ZhAYggrcPW97bOyWXn7DneILuONJj1bemsTJk/PUMikU4TvWRlsew62mBKGhdMS5fM1LhgHxYAAAgygk/AWeRlJsiRihbf44Q4m5mUNxG9Lre8uKPCtxt8rLJVUhNjI7b8S6dQ6UQqAAgGHXQweH3PzZh4do5OWNt+cKDP0dYDtZKZFi85afERm/100blFwT4MAABgIQSfgLMoLUgVZ6/HlN7F2mPMtB0t35qIjm6XL/Dk1dIxUHYWCvTm6nB5s9ht0WZ60fDR1wAQKnTAga7n9S1dpgxYy3L9lUVlnmt3hkzwydnrNv0NdfiD9r06f3EB/a8AAIBfEXwC3oGWg/mjJExLETRzShuieukEoFBxtKLFlJV4+19t2VkhN1wwUxLj7ME+NAAYNw08+WPCpjfTR8vt+vr6zGMtpw6lUrM3D9RKWW27+by+pdtk6V53/oxgHxYAAAgjBJ8inAYUdh6pN58vmpkpc4rTgn1IYX2jo32Otu6vlR6nS6blpYTU+R7cHNzb/0p7pBB8AqxHgyAaUDhZ3WZ61K09J88ESBAYGSlxsnFpgew+1h+gX1KaZbKpQnV9b2nvMT9DGlADAADwB4JPEUxLDV7ZXSX9+7Qir++tlrTk2JApEwhFaUmxcunKYglFw29cdZoRZRmANe072ST7TzaZzzt7XPL89nJ514ZSUzKLwCjJTTYfoSgrLc43+U9p1haBJwAA4E9chUaw5janL/Ck9POmQRefwGA6nU97XmnQSQOXmvl0sKw52IcFYBSNw9ZyLZXVSZ3AaFbMzZHZRanS6/JIQ0u3dPW45FRNW7APCwAAhBGCTxFMSwIG72vq5+kpodOjAlNvVmGq6WWSlRpvRmi/faTeNCAHYC2Zw9byOEcMJbI4a1n4zIJUcdiiTdaTDsjY8nalKb8DAADwB8ruIpheYOpEm/6eT32yeGYWJXc4q7ZOp8mgGEyb084OoYnatc1dsv1ArZk8OLswVeZPzwj2IQF+p0MSdLjBieo2E3hac04uJXc4K814GpwN7fH0SWNbj6QmhU7vqkNlzXLwVJPExETL8jnZkpcROkM9AAAIdwSfItzMghTzAYxFcrzDlN1p4MYrI4Sa6mopyfPbysXp6g+gbT1QKwlxdlNSCIQT7dejZbL6AYyF9nwc/jOkfQpDRUVdu7y2t9r3WPucXb9+Bhl/AABYBMEnIIDTg7YdrBVnr1tm5KfIgjDIsNGpWRcuL5TX99aYAI6WaYTSxL7m9h5f4MmrrrmL4BOAcdEpgvtONJoAzZJZmZKfmSihrjAr0QQr9x5vlOioKJM5FEoT+zSrdTCX2yNNrT0EnwAAsAiCT0AAaNPW57aVmSlT3tI0DdyUFqRKqNObrBsumCmhKCXBYXpWaTmJVyjt7AMIvvrmLtMPqa+vfx15fnuXXLtuhqSEwfTPc6ZnmI9QlD5sLdfAYHIY/JsAABAuaAABjEKnuWnw6G9bT5kd7on0RvIGnrxqG4fuymLqJcbbZcOSAkmItZnyQc1GKy2k7BSIJEcrW+SZN06ZsizNUB2vmuYuX+BJ6eTPBibFBt30/BRZPDPT9DaLd9hk/eJ8SSX4BACAZZD5BAyjTXqffXOgL1B1Y6dctqpEcsfRuDQhzia26GhxeQZ6I4XDrng4KMlNNh8AIk95Xbu8vKtqyEbD9efPNJmpYzU8oKGTYpMTKO2ygmVzss0HAACwHjKf4Nd+Oi/urDAZQ6dqxp8tZBWNrd1D+gLp/nZVY+e4vkecwyYXLC0wU6a0d4Y2dZ8/PT0ARwsAgadruq7tL+6oMGt9qKpuGLqWdzvd4/77FGUnyZLSLImJjhJbTLSsnJ8rWalMigUAADgbMp/gFz1Ot/xta5l0OftLzSrrO+TSVSUhOeY4KcFudrIHj5yeyK52cU6SvHvTbFOeob0nACAU1TR2mqCTd02saeocd7aQVQxfy3Vt1nLc8Vo6O8s0GmdtBwAAGBsyn+AXjW3dvsCT6jsdgApF2oB69YJcs6utNxZzi9NkZv7E+wKN5ebE3NztrJC/v105oR4kABAoupb3DcsWCtUeR7OL02RWYarZYNDS6HUL8yRpAsEnNdbA06GyZtn8Vrm8sa9GenqHTtsEAACIFGQ+wS8S4kZmCyXGhe6P19ySdJlTnCbaU1anowW6zO9v28p8E9j0Rk8nJ2nfKAAItuGZQVEhvL5rGfS6Rfmy5pxc83mgM5cOnmqS1/fV+B5r0O7KNdMC+poAAABWROYT/EIbsK6a338xrzRTSHeYQ5nelAQ68KQqGzp8gSelO+N1zWefjNfr8sj2g7UmU+pIeUvAjxFA5JpVlOrL/tR1UXscpQ4bax9qYqKjp6Rkrqy2fchjXdu1TP1sWjud8tqeanlpV6XUNo2v3yAAAIBVhebWJSxp3rR0mV2cKjrgTUcdY2wSYkeWfMS/Q1aB9l/RoJU6XtUqLrfHnH8A8DfdVFi/pEDWnJMn0dH9gRuMTWLc0PVdG5Sf7f1RA1PPvHFKunr6y9hPVLfJVWumSUZKXMCPFQAAIJC4goRf6U0JgafxmZGfbHqQKN2HX1yaKTlp8WfNevIGnrxODdtdHy8t9Xtld5VsO1D7jrvyACKTru0EnsbfmDzzdOBIA08XLCk4a0ZtbXOXL/CkNCu2vG7i67sOvNDSP13f955oFI/WkgMAAARB2GQ+Pf300/KjH/1Ient75dprr5WPf/zjwT4kYEyiTvcgWTE3R7QKxGE/+wQpW0yU2GOipdft8T0XP4mpU1UNHWaEuveWRANbV62dxk0mAExSfKzNrKddPW5x2KNNAOqsXz/KWq7fY6LePtIgbx+t9z1u63CaDDYAAICpFhZ3l3V1dfLv//7v8pvf/EaefPJJ2bZtm7z00kvBPixgXHRs+TsFnrzBqvMX55tJTd5+W8vnZk/4dbWsY/BeuE7ba2l3ihWU17bL6/uqZfexBnFrPScAhBhds3WAxDsFnlRWWrwsnpnpe1ySmyylpzNjJ0LLsoev91agGVkHTjbJ63ur5WglfQsBAIgEYZH59Morr8iaNWskIyPDPL7++uvlqaeekvXr1wf70ICA0BuSWzYlmJHn2lNkMo3R44YFvKJOB8KCTW+atKG6V01jp1y8ojioxwQAgbZsTrbp4aclcsN7Ro1XnCNGWgf1LI8dwwbHVHhjf40cPNVsPj9Y1mxKDRfOGAi6AQCA8BMWwafa2lrJycnxPdbPa2oGRhufjd60T8VEs0CKOb2b6v01kkXSubDZoiX+LDcmYz0XS2ZnSXVTp9Q3d5vI08p5OZaYZHWyps03PVFVNXSK29M3ocBYJP1cjAXnA7C2yZTaDbZ6Qa48t61cupwu07Nr7UJrlNwdq2gd8ZjgEwAA4S0sgk+eUcpxxjpCOSMjcUrGLU+FlJQzN6mONJyL8Z2L91x5jjS395hd8cT4ye20+0t6arzUaEDstJjoKMnKShpT6cqZ8HMxFOcDCG86Je+GC2ZKe1evJMbZxlTaPRXs9qF9C61yXAAAIHDCIviUl5cnW7duHZIJpc+NRWNjR1hkPulNZGtrl7gHXcxFIs7FxM+F/i9wut3i7LZGv6c5hSlyrLxZ2jt7TSP2lYvypa21a0Lfi5+L0Dof6emJwT4EIGxoxlN6cvCzWQdbe06ebNlZKS63x5QGasYtAAAIb2ERfFq7dq384Ac/kPr6eklNTZU///nP8g//8A9j+rM6xlg/woHeRLpc1ruRDAbOReifi3iHTa5eO11aOnokIdYmCXH2Sf89QvVcBArnA0AwFGUnyY0XzJSO7l5JSXCQ+QQAQAQIi+BTbm6ufP7zn5c77rhDnE6nbNq0SS655JJgHxYAP+zYZ6VSGgYA4djXyl+9rQAAgPWFzbv+FVdcYT4AAAAAAABgHVF9fX3hUXMGAAAAAAAAy2HONgAAAAAAAAKG4BMAAAAAAAAChuATAAAAAAAAAobgEwAAAAAAAAKG4BMAAAAAAAAChuATAAAAAAAAAobgEwAAAAAAAAKG4BMAAAAAAAAChuATAAAAAAAAAobgEwAAAAAAAALGFrhvjUBzu93S2Ngo0dHRkpaWJjExMRKpqqurzYeei9zcXPMBAACA8PfKK6/IU0895bsWzMvLkw0bNsjFF18c7EMDAJwW1dfX1+d9gNCgAaf7779fXnzxRUlOThb9J+zs7JRVq1bJfffdZ95wI8WpU6fk7rvvloaGBsnOzjbP1dXVSWJionzzm9+UuXPnSqTxeDzy1ltvSU1NjURFRZmfh0WLFondbpdIw7kYwLkIjX+jRx99VJ588knz7zT4Bur2228Xmy2y9ou6u7vlJz/5ibmhHH4+PvnJT0pSUpJEGjadBnAuBkT6ufjxj38s27Ztk+uuu863+VhbWyt//vOfZf78+fK5z31OIglr50ick5G45hiJn5PAv88QfApBH/jAB+Saa66R66+/3vcPrz8Q+ib72GOPyf/8z/9IpLj55pvlrrvukjVr1gx5/o033pB///d/N+cjkuzatUs+//nPS35+/pBgnAbpHnjgAVm9erVECs7FAM5FaPjqV78qXV1dctNNN0lOTo7vBuoPf/iDuUh88MEHJZJ86lOfktLSUrPOe8+H/tzqxfKePXvkpz/9qUQKNp0GcC4GcC76XXbZZeZmcfjNUG9vr7lefuaZZySSsHaOxDkZiWuOkfg5mYL3GQ0+IbRceeWVZ/y9q666qi+SnO1cXH311X2RRv/OR44cGfG8Phdp54NzMYBzERouu+yyM/7eFVdc0RdpzvZ3jrT3uve///19jz76aJ/L5fI9p5//4Q9/6Lv99tv7IgnnYgDnYmA9aGpqGvF8Q0NDRL7HsXaOxDkZiWuOkfg5Cfz7DA3HQ1BmZqb86U9/MtlOXhqhfvzxx31ZDZFi2rRpJt26qqrKnAP90DRJfW7GjBkSafTvrxH74fS5SEty5FwM4FyEhri4OJONNtzx48clNjZWIo3usGkpzXD6XKSlvuvO67ve9a4hmR36+Q033CDNzc0SSTgXAzgX/f75n/9ZbrzxRvnCF74g3//+983HF7/4RZO98PGPf1wiDWvnSJyTkbjmGImfk8C/z0ReMWcY+Na3viVf+9rX5Otf/7r5j6A3j+3t7Sb9TUtoIomW1v3gBz+Q973vfSbopDfZmv63ceNGkyIYaZYuXWouuHRBGNz3QFNo9fciCediAOciNOiNk5ZVFxcX+/6d9E3/xIkTZt2PNPoepz399P1t8PnQC+Zvf/vbEombTldffbXvAlDf77TcPtI2nTgXAzgX/a644gpZuXKlaTqu14J6XayPtYTGWzoT6WunvufHx8fLd77zHYlEvJ+MxDXHSPycBP59hp5PIczlcpmIo/4AZGRkRGRjOIz8mdCeX1qXOzwYp80DHQ6HRArOxQDOReh4/vnnJSUlxdwolJeXy6uvvipXXXWV2cHXRvGR5rXXXjPvbdoY/+WXX5atW7eam8oPf/jDEbUzq/9vddNJ+xkO33T6yle+EjG9fUY7F0rPhf5ccC5E2traIvLnAiPf8w8ePCgzZ86UFStWmJ8F7fv4ve99Tz796U9LpNJpiN7rIO3jE4kb1YNxzTES1x2Bvf4g+BSCvAvm8JGyeiN52223RVQQyjuV4Omnnx4xXjeSpxJoSaZOANQIdSROvhmMczGAc2FtehG8f/9++e53vyu//e1vZffu3XLRRReZix+9adDGjpGW2aqp7vpzW1hYaNZ3zd7bvHmzaST8b//2bxJp2HQawLkYwLnA8IwWXTd14rMGoW699VZz46x0Df3jH/8okeZf/uVfRjyn7yWbNm0yn0da5YjimmMkrjsC/z7Du1OIpgTqdAKtYx8+neBLX/pSRE0nuOeee0zfml//+tcjphLoaN1Im0rgnUiwZcsWX+Cto6Mj4ibfKM7FAM5FaNCSkb/85S8mKPjCCy/I73//e5OV9u53v9ukO0eal156yaR66wWfbijoY92JvOCCC8xI9UjCptMAzez54Q9/aHo9XnzxxUN+FvSmOxJvDvTfPysry3yupWba8wiRS4MI+l6i9P/H+9//fklMTDSZzpGac6Abbtob96Mf/ajJ9FGvv/66uQ6KVFxzjMR1R+CvPyLnaiXM0gGHj40tKSkxabVXXnmlRJLDhw+PuMjS/xAamIvEhfOzn/2sGSuskXtvVotG77UuV4NxugMWKTgXAzgXoUF7CmhmmgbStY5eA4R6IagjbSMpuOClN0ktLS0mw1U3XDTNOz093XzudDolkrDpJEMCTFpKpO/xP/vZz2T79u2mJEDpLn4kee973zuiNEbHgWsfTKUbc4hMPT09pkRI+7XoRqzeJGoPm0gtpdLNag0gaNmhXhOtXr1afvWrX5mslkjFNcdIXHcE/vojMn+ywmQ6gQacIn06gXcqgQbeBovUqQTeiQSDeScS/PznP5dIwrkYwLkIDfrGftNNN5l+C3pzrbvUa9euNbuT3pKJSHLnnXfK5Zdfbi4GP//5z8sHP/hBWbNmjSkJ0PMUSdh0GqDXP5r5pPRm8kMf+pBpoqw3lJGW1aH/Px5++GHTw0dLRPTvr9mskTjhDQN08p/27Pnyl79s1oiioiITqNU1VQMMkUrfT+fPn2/61GgPzMFTwyMR1xwjcd0R+OsPgk8hiOkEA5hKMBSTbwZwLgZwLkKD9p6YPXu2PPfcc3Ly5Ek599xzTXmAZqwtXrxYIo2muF922WXmBkFLRrThp14A6g72unXrJJKw6TRAbwq074SW0ej0rh/96Ecmq0PLziItq0NvFjWDQ2+mNdhw/fXXm/8rkVxKBJE77rjDvH+kpqb6ntOgi77na7ZPJNN1QysmtMRMG7JHMq45RuK6I/DXHzQcD1FMJxjAVIIBTEQawESkAUxEAkKbvq/de++9Qzad9P1fbxh002l49m840x4lurn01a9+1fTkUBUVFWaHWq+HtOws0mg5iGZ/VVZWytGjR+XJJ58M9iEBAMLAVj9ffxB8CkFMJxjAVILRMflmAOdiAOcCCO0Aw65du8xFn/4f1qCx7k5rj45IowF1fb8fnLmp50czPHUTLlJpuYwGniL12gcAYO3rD4JPIUjrK73TCTQ90DudQAMwWlbz9NNPS6TQJsqjTSXQH2s9N5piHEmYiDSAiUhnx0QkIHRoRsvZFBQUSKTgXAzgXAAAQul9JnLuRMMI0wkGMJVgKCYiDWAi0gAmIgGh7SMf+Yjp66jr+vA9Q/2/raX4kYJzcfZzoedAP4+0cwEAsP57LplPIUhLyv71X//V9HjSbCcttxs8nUCnXEQKzXrSDBb9Mf7kJz9pgizeqQTXXnutmYITSXRCw/CJBIMz5jQjKlJoppP+fCgNyOnPgjZT1IlI2pT18ccfl0ih5bmjTUT6xje+YX6f5rSAtenGyj/8wz+Y935dxyIZ52IA5wIAEErvM9F+OSpM+XQCvZnUCKRm9wyeThBJgSdvgGHLli3ywgsvyHve8x554IEHzGQvnUoQaYGnwRMJhovkiUjKOxHp2WefNVk+kTgR6ec//7kpydT0WZ2O5J2IROAJsD4dFKCZrY899phEOs7FAM4FACCU3mfIfALCCBORBjARaSQmIgEAAAAIBoJPQJhhItIAJiKNjolIAAAAAKYSwScgjDD5ZgDnYgDnAgAAAEAwEXwCwsg111zDFKDTOBdnPxdMRAIAAAAwVQg+AWGEyTcDOBcDOBcAAAAAgolpd0AYYfLNAM7FAM4F8M5cLpf86le/MlNjly1bJmvWrJF//Md/lNdff12s5I033pC5c+eawQmT9Yc//MF8LwCw0lRvXZe8HwsXLpSNGzfKV77yFWlsbBQrOXbsmHzmM5+RtWvXmuPUY9dBN/X19b6v+eEPf2iet5o///nPcsstt8jSpUvNe9673vUu+b//+78hX9PU1CS///3vJ/1ahw8flhdffHHS3wehj8wnAAAQ0Xp6euSOO+6Qqqoq+eQnP2kuxLu7u03A9n/+53/k3//93035qhXo0ISWlhbJyMiQmJiYSX0v/Tu2tbUNGcoAAMGkgZrLLrvMBP+969ShQ4fM1GYdIvO73/1OkpOTg32YJsB09dVXy4UXXijvec97JDU1VY4fP27eL3QzQ4fb6LCfjo4O8x6ja7ZVPProo3L//ffLF7/4RZMRr+EAHUbzzW9+Uz760Y/Kxz/+cfN1//Iv/2I2On7zm99M+t/0hhtukE984hN++hsgVNmCfQAAAADB9P3vf18OHjwoTzzxhOTn5/ue1wtzLVv9xje+YS6eExMTJdj0ZsZfwaK4uDjzAQBWkpCQMGSdKy4ulvnz58tVV10l//Vf/2WyjYLtmWeeMUEmnRys/TNVUVGRGeJy5ZVXyksvvSQXXXSRed+wwnvHYP/7v/9rMp1uuukm33MzZ840U6J//etf+4JP5KjA3yi7AwAAEau3t9dkOGm53eDAk9enP/1p+c///E8TpGlubjYlFRs2bJDFixfLrbfeasrgBpdXfOADH5Af/ehHct5555kMqi9/+csmo+ojH/mILFmyRC655JIh5Qca1Hr44Yflwx/+sPl9ffzcc8+ZD93915KID37wg9LQ0DBq2d2uXbvktttuM6+1cuVKs7M8eMLl448/bm7YFi1aJOvXrze73Zo9NVrZ3Vj/fnq8F1xwgfmeuuN/9OhRv/+7AMBgGtTR9fPJJ580jzUbStdVXfe05E0DPb/4xS/M72l5nj6n699g3/72t03QZSxr5zvRgJNmNb355ptDni8tLTXHqKXbw8vudN3WNfevf/2r3Hzzzb5SPc3mGl4Sd+2115p1WP9eWhLupdmq9913n/n+mrX0vve9T3bv3j2uc6kZZDt27DBZtIPp+5D3WO6991754x//KFu3bvW9T+jXf+lLXzLvJeecc44pN9THXV1d5vf1/WLBggXmPWL16tXmfVVLJisqKsz74nvf+95xHSfCD8EnAAAQscrKykzQZfny5aP+fm5urrkBUFoGsm3bNlP+oYGbOXPmmMCQ3sR46e9r6cVvf/tbc1GuF/K6u3zFFVeYP6M3JnpRP3hH+Sc/+YnZKf/LX/4i8+bNk7vvvlt++tOfmtfRX/XGQgNgw7ndbt/Nl96s/Pd//7e5efrCF75gfv/AgQPmGPSmSm92dIdeS0E0c2C07zXWv9/27dvNzYXunmtQTANWABBouibpmq0ZqbpepaWlmT5FmrV6+eWXm7Kx/fv3mxI3DXoMDj55PB6zTmpA5J3WzrHQoL5uWGhA5frrr5cHH3zQbBrosc2aNeus2U4PPPCAKW97+umnzXHqQBj9e6mnnnpK7rnnHrnuuuvMsX32s5+V//iP/zBrsr5v3HnnneZrf/azn8kjjzxiNih0qMy+ffvGfOwf+tCHzNfrJoIGnHQ913VeyxlnzJjhy/zV9y0Nzr388svmOX3v0j+ngSR9T9GyPD3Hg4Nnem63bNlintPNDj3uvLw88++lgThENsruAABAxPLu/Gq/jrPRi++9e/eaAJHeACkNumhg6Oc//7kp3fPe4Ojz2uhfL+I1kKM71HpzovQm4YUXXpC6ujrJyckxz+nNh/f3tQHs888/b8pKvEEvzaLShq3D6U2ONoTV71NYWGhKU773ve/5sqR0l1135/X3NGtAP/RY9dgm+vfTMhPtaeI9X5odpX9HAAi0lJQU37qtGT+33367L8ij/fo0sK4l1FqipxlOH/vYx0wpmW4ivPbaayYjSvs0vdPaORYa+NLAyi9/+Uv529/+Zn7VD82S1YDOP//zP5/xz2oGqWY0KV3rdbPi7bffNsehWU66GaGBfzV9+nSTYaXfVwdg7Ny50/yqr680OPXWW2+ZcjkNgI2FBuo0IKR/Rns9abDI+1q6SaEZVRqI0te02+2+Esh169aZgJ03E0rLDLUvomahDaaBJv1eXtqfUEspvceMyEXwCbAI3d3wLuB6s6C115qSqxf2Y6FvgLoDoW+6AICx8TaB1eyns9G1WS/GvYEZpWv1ihUrfLvCKjMzc0hwRy+4S0pKfI+9PZa8pW9q2rRpvs/j4+PNr8P/zGg3RRoA0h1snWb5gx/8wAS5tGROd6uVlkborrVmXulNgt446A2PlnpM9O+XlZU1JFCnf0ZLFwEg0LTkTGkQQ0vmNONJM3FOnTplMj29GwBKs3p0PdZsTw0GaQmZrn/e9etsa+dY6XFo8Eg/amtrTYBLp8Pp90xPTzfHOBrNgPXyNk/3rqO6FmtW1WC6KaE0uKbZT9rkfDB9P9Gm5uOhGVP6oedLz50GoPQ+RDOrnn32WXPuhtO/z+bNm825PHHihBw5csRscug9y2CDA0/AYJTdARaZOqEjZPXNRRd07T+iu+Da5FZTWwEAgaE7zRpQ0Z3j0Wg/I93FPdOFvd4I2GwDe3m6Szxaf42zGfznvbwNbN/J5z73OXMzoL2p9Fj0Zkp3/PVmJDY21uxs6/vKu9/9bnOzoKUeo5WWnKmx7PC/nzY8B4Bg0OxMDWx0dnaankga6NGsJg2K6Do3mGbb6LW0ZnPq12tJnE5cG8vaORZaqqYlcl6aRaWlcrrmataqN5toNKOto941eLT3Ay8NFOnmhpa6Df7Q49CA11hUV1ebrFb91fv+pH2a/umf/smUH47Wx8r72lqqqPcmeoyanaWlf6OVrOt7DzAagk+AxaZOaJmG7iBoDbmm5eqbGAAgMPTCW9dezR7VxuDD6U6zlp5ptpDuug8uL9CbBe1/pP09guHYsWNm40J3qLWcT28+9Hg1YObdydYNDL2x0J1/fT/R0pTBN0xeWkZhtb8fAHhpsERLkq+55hqT8aTZqv/v//0/U1qnjci9JdSDA+l6ba1r2m9+8xuTYXT++eePae0cC+2R9NBDD5lS5OHvKRogGi1zaCw0K2p4A3HtEaVrt2amasmgZklpxqz3Q3sC6rkZCw18adBOKy7OVNaoGzLDN0G0l9bf//53U4KtgTsN/mmGrmadMRUPY0XwCbCAsUyd0EaImtarkyV0woSmE2ufDW968XC6c6O/7y270KyqwaUT2hBQf1/TjPWmSuu/9U0cACKNZgPpbrrunususl5M642Ft5mq7ojrWqp9RO666y4z/UdvUr72ta+ZG5v3v//9QTluLevQqUo6UU+PRxud6+6/lpXoJoZmYf34xz82u9naoHbPnj1m0p6+JwynN2VW+/sBiEyaqaR98fRD1y7NWtIyOS0fvuOOO0y/Ip2w9swzz5jrY72+1d5HanDmkm7oamaODnXQrCTNhhrL2jkW2tNJS860N5O+vk5002t57bukfZn0OCdCr/11g0ADZvpepJlben2uU/G870N6P6B9n06ePGkCU95hFmMtNddzqUGk7373uyaopOdYexF+/OMfN1PqtNzaWzau5YT6+xqQ0ownbZKujzVApllj+m/0Ttli2pdLM2/r6+sndE4QPuj5BFiAvgnoG4kGlLyLvtaf6xhr7y6EpsNqwz9tZqiLuO5w6BuO3kRcfPHFI76n3jTpG6pOyNCUZH1T0Rss3QXX5raabaVv2vrG4/19nbYxe/Zs35sOAEQC7bOkvS50TLfuIOvNjPZZ0owhvQHwron6+zpNSS/Q9WJbA/ca2NG+GcGgN1B6vDo+XDcYdFNBj0XfJ3TnXRuV67QhPW5d6/XvpBsOOrFoOL0ps9rfD0Bk0rVIP5QG0XWqnJZ5aQm0XgPrhqmW4GmgRzOBtGm49knVa2MNimg2k5dOt9Oy6sEld++0do6FBoE0g0gDW3rNrQ3M9dhWrVplJvDp9fREaJBJA/96fLoe699Nv793KIWeF9081sCPBuA06KTX9ro5PVb6Z3XDRaflabPz7u5uM5BCe15paZ2Xvqb2f9Im7dpUXc+3TqzTP6P3JHo/oVUaWr54NlrNoX8XHZwxWsYVIkdUH3lygCXoLol36oS38a136oRmOmmwSN8U9A3YS5vH6k697r4MbjiuOyGXXnqp2bHXN0cvHd2qN1V6M6U3JLprolOMvBOXXn31VVN6MdFUYQAAAMAqNFii17dk9wPBR+YTYBHvNHXiPe95j8lU0lIQDS5pkEnTV0cru9PJH2r4lA2tEfdmUul4Wk1j1l1wDVBpIEunaxB4AgAAQCjTfnVaTqcbu5pJBCD4CD4BFmigqNMiNM1Va9i9Uyf0Q8vpNNVVG/xptpKmxWqqsaYO6yQNDSCNxpvQqGmxmgI82tQlzarSFFrt7aHZVtoHRFN8tZRvcGoyAAAAEEq0nYRu4mrTca0cGCvtt/TFL37xrF+j/Zy0AbjVaHuNN95446xfo5US2gsLCAaCT0CQeadOaDmdNhkczJulpE0MtbZdg0TeCRRamtfQ0DDqhAlvnbk2AdQglpf2/NDg06c+9SmzE6RZTprtpFlPd999t3kz1Tddgk8AAAAIVTqRTT/GSysCtG3F2Xivz63mq1/9qtmoPhvt7QQEC8EnIMgGT53o6OgwmU3a7PDIkSOmiaE2INdG5Fqzrk36LrvsMjMO/Dvf+Y4poxttwoQGny688EIzRlYneehjLdnTDCvNbFKNjY1mCpI2oJ03b54ZO6sTL973vvcF4SwAAAAAwaUVA8OrBkKFDhACrIyG44BF6C6LTp3QsdbDp07oqFOdOKQfGjTSNxed+qEjXrXv069+9ashDceVTsDQTCfNZGppaZGSkhIzJUTTj5XL5fL9vmZI6dQKnWqhU468o2gBAAAAAJgsgk8AAAAAAAAImP7OwwAAAAAAAEAAEHwCAAAAAABAwBB8AgAAAAAAQMAQfAIAAAAAAEDAEHwCAAAAAABAwBB8AgAAAAAAQMAQfAIAAAAAAEDAEHwCAAAAAABAwBB8AgAAAAAAQMAQfAIAAAAAAEDAEHwCAAAAAABAwBB8AgAAAAAAgATK/weC95hjwXyyugAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 9 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Scatter matrix (pairs plot)\n",
|
|
"numerical_cols = ['Sales', 'Commission', 'Days_Since_Start']\n",
|
|
"pd.plotting.scatter_matrix(df_sales[numerical_cols], figsize=(12, 8), alpha=0.6, diagonal='hist')\n",
|
|
"plt.suptitle('Scatter Matrix of Numerical Variables', y=0.95)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## 6. Area Plots\n",
|
|
"\n",
|
|
"Area plots show cumulative totals and proportions."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 64,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"Percentage area plot:\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1200x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Weekly sales by product (area plot)\n",
|
|
"df_sales['Week'] = df_sales['Date'].dt.isocalendar().week\n",
|
|
"weekly_product_sales = df_sales.groupby(['Week', 'Product'])['Sales'].sum().unstack(fill_value=0)\n",
|
|
"\n",
|
|
"weekly_product_sales.plot(kind='area', figsize=(12, 6), alpha=0.7)\n",
|
|
"plt.title('Weekly Sales by Product (Stacked Area)')\n",
|
|
"plt.xlabel('Week')\n",
|
|
"plt.ylabel('Sales ($)')\n",
|
|
"plt.legend(title='Product', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
|
|
"plt.grid(True, alpha=0.3)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# Percentage area plot\n",
|
|
"print(\"\\nPercentage area plot:\")\n",
|
|
"weekly_product_pct = weekly_product_sales.div(weekly_product_sales.sum(axis=1), axis=0)\n",
|
|
"weekly_product_pct.plot(kind='area', figsize=(12, 6), alpha=0.7)\n",
|
|
"plt.title('Weekly Sales Proportion by Product')\n",
|
|
"plt.xlabel('Week')\n",
|
|
"plt.ylabel('Proportion')\n",
|
|
"plt.legend(title='Product', bbox_to_anchor=(1.05, 1), loc='upper left')\n",
|
|
"plt.grid(True, alpha=0.3)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## 7. Pie Charts\n",
|
|
"\n",
|
|
"Show proportions of a whole."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 65,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 800x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n",
|
|
"Customized pie chart:\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 800x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Basic pie chart\n",
|
|
"product_sales = df_sales.groupby('Product')['Sales'].sum()\n",
|
|
"\n",
|
|
"product_sales.plot(kind='pie', figsize=(8, 8), autopct='%1.1f%%', startangle=90)\n",
|
|
"plt.title('Sales Distribution by Product')\n",
|
|
"plt.ylabel('') # Remove y-label\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# Customized pie chart\n",
|
|
"print(\"\\nCustomized pie chart:\")\n",
|
|
"colors = ['gold', 'lightcoral', 'lightskyblue', 'lightgreen']\n",
|
|
"explode = (0.05, 0.05, 0.05, 0.05) # Slightly separate all slices\n",
|
|
"\n",
|
|
"plt.figure(figsize=(8, 8))\n",
|
|
"plt.pie(product_sales.values, labels=product_sales.index, autopct='%1.1f%%', \n",
|
|
" startangle=90, colors=colors, explode=explode, shadow=True)\n",
|
|
"plt.title('Sales Distribution by Product (Customized)')\n",
|
|
"plt.axis('equal')\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## 8. Subplots and Multiple Visualizations\n",
|
|
"\n",
|
|
"Create dashboard-style layouts with multiple plots."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 66,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1500x1000 with 4 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Create a dashboard with multiple plots\n",
|
|
"fig, axes = plt.subplots(2, 2, figsize=(15, 10))\n",
|
|
"\n",
|
|
"# Plot 1: Daily sales trend\n",
|
|
"daily_sales = df_sales.groupby('Date')['Sales'].sum()\n",
|
|
"daily_sales.plot(ax=axes[0, 0], color='blue')\n",
|
|
"axes[0, 0].set_title('Daily Sales Trend')\n",
|
|
"axes[0, 0].set_xlabel('Date')\n",
|
|
"axes[0, 0].set_ylabel('Sales ($)')\n",
|
|
"axes[0, 0].grid(True, alpha=0.3)\n",
|
|
"\n",
|
|
"# Plot 2: Sales by product (bar chart)\n",
|
|
"product_sales = df_sales.groupby('Product')['Sales'].sum()\n",
|
|
"product_sales.plot(kind='bar', ax=axes[0, 1], color=['skyblue', 'lightcoral', 'lightgreen', 'gold'])\n",
|
|
"axes[0, 1].set_title('Total Sales by Product')\n",
|
|
"axes[0, 1].set_xlabel('Product')\n",
|
|
"axes[0, 1].set_ylabel('Sales ($)')\n",
|
|
"axes[0, 1].tick_params(axis='x', rotation=45)\n",
|
|
"axes[0, 1].grid(True, alpha=0.3, axis='y')\n",
|
|
"\n",
|
|
"# Plot 3: Sales distribution (histogram)\n",
|
|
"df_sales['Sales'].plot(kind='hist', bins=20, ax=axes[1, 0], alpha=0.7, color='green')\n",
|
|
"axes[1, 0].set_title('Sales Distribution')\n",
|
|
"axes[1, 0].set_xlabel('Sales ($)')\n",
|
|
"axes[1, 0].set_ylabel('Frequency')\n",
|
|
"axes[1, 0].grid(True, alpha=0.3, axis='y')\n",
|
|
"\n",
|
|
"# Plot 4: Sales by region (pie chart)\n",
|
|
"region_sales = df_sales.groupby('Region')['Sales'].sum()\n",
|
|
"axes[1, 1].pie(region_sales.values, labels=region_sales.index, autopct='%1.1f%%', startangle=90)\n",
|
|
"axes[1, 1].set_title('Sales by Region')\n",
|
|
"\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## 9. Advanced Plotting Techniques\n",
|
|
"\n",
|
|
"More sophisticated visualization techniques."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 67,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1000x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Hexbin plot for dense scatter data\n",
|
|
"# Create more data points for better hexbin visualization\n",
|
|
"large_df = pd.concat([df_sales] * 5, ignore_index=True)\n",
|
|
"large_df['Sales'] += np.random.normal(0, 50, len(large_df))\n",
|
|
"large_df['Commission'] = large_df['Sales'] * 0.1\n",
|
|
"\n",
|
|
"large_df.plot(kind='hexbin', x='Sales', y='Commission', gridsize=20, figsize=(10, 6), cmap='Blues')\n",
|
|
"plt.title('Sales vs Commission (Hexbin Plot)')\n",
|
|
"plt.xlabel('Sales ($)')\n",
|
|
"plt.ylabel('Commission ($)')\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## 10. Customization and Styling\n",
|
|
"\n",
|
|
"Make your plots look professional and publication-ready."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 68,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Highly customized plot\n",
|
|
"fig, ax = plt.subplots(figsize=(12, 8))\n",
|
|
"\n",
|
|
"# Create the plot\n",
|
|
"product_sales = df_sales.groupby('Product')['Sales'].sum()\n",
|
|
"bars = product_sales.plot(kind='bar', ax=ax, \n",
|
|
" color=['#FF6B6B', '#4ECDC4', '#45B7D1', '#96CEB4'],\n",
|
|
" edgecolor='black', linewidth=1.2)\n",
|
|
"\n",
|
|
"# Customize the plot\n",
|
|
"ax.set_title('Total Sales by Product', fontsize=18, fontweight='bold', pad=20)\n",
|
|
"ax.set_xlabel('Product', fontsize=14, fontweight='bold')\n",
|
|
"ax.set_ylabel('Total Sales ($)', fontsize=14, fontweight='bold')\n",
|
|
"\n",
|
|
"# Add value labels on bars\n",
|
|
"for i, bar in enumerate(ax.patches):\n",
|
|
" height = bar.get_height()\n",
|
|
" ax.text(bar.get_x() + bar.get_width()/2., height + 1000,\n",
|
|
" f'${height:,.0f}', ha='center', va='bottom', fontweight='bold')\n",
|
|
"\n",
|
|
"# Styling\n",
|
|
"ax.spines['top'].set_visible(False)\n",
|
|
"ax.spines['right'].set_visible(False)\n",
|
|
"ax.grid(True, alpha=0.3, axis='y')\n",
|
|
"ax.set_facecolor('#F8F9FA')\n",
|
|
"plt.xticks(rotation=0)\n",
|
|
"\n",
|
|
"# Format y-axis to show values in thousands\n",
|
|
"ax.yaxis.set_major_formatter(plt.FuncFormatter(lambda x, p: f'${x/1000:.0f}K'))\n",
|
|
"\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Practice Exercises\n",
|
|
"\n",
|
|
"Apply your visualization skills to real scenarios:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 69,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Exercise 1: Create a comprehensive sales dashboard\n",
|
|
"# Include: time series, comparison charts, distribution, and proportions\n",
|
|
"# Make it publication-ready with proper titles, labels, and styling\n",
|
|
"\n",
|
|
"# Your code here:\n",
|
|
"def create_sales_dashboard(df):\n",
|
|
" \"\"\"Create a comprehensive sales dashboard\"\"\"\n",
|
|
" # Your implementation here\n",
|
|
" pass\n",
|
|
"\n",
|
|
"# create_sales_dashboard(df_sales)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 70,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Exercise 2: Stock performance analysis\n",
|
|
"# Create visualizations to compare stock performance:\n",
|
|
"# - Price movements over time\n",
|
|
"# - Daily returns distribution\n",
|
|
"# - Correlation analysis\n",
|
|
"# - Risk vs return scatter plot\n",
|
|
"\n",
|
|
"# Your code here:\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 71,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# Exercise 3: Advanced time series visualization\n",
|
|
"# Create a plot that shows:\n",
|
|
"# - Original time series\n",
|
|
"# - Trend line\n",
|
|
"# - Seasonal decomposition\n",
|
|
"# - Confidence intervals\n",
|
|
"\n",
|
|
"# Your code here:\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Key Takeaways\n",
|
|
"\n",
|
|
"1. **Pandas Integration**: Direct plotting from DataFrames is convenient and powerful\n",
|
|
"2. **Plot Types**: Choose the right visualization for your data type and message\n",
|
|
"3. **Customization**: Always add titles, labels, and legends for clarity\n",
|
|
"4. **Color and Style**: Use consistent, accessible color schemes\n",
|
|
"5. **Subplots**: Combine multiple views for comprehensive analysis\n",
|
|
"6. **Data Preparation**: Clean and prepare data before visualizing\n",
|
|
"7. **Interactivity**: Consider interactive plots for exploration\n",
|
|
"\n",
|
|
"## Plot Type Quick Reference\n",
|
|
"\n",
|
|
"| Data Type | Best Plot Type | Pandas Method |\n",
|
|
"|-----------|---------------|---------------|\n",
|
|
"| Time Series | Line Plot | `.plot()` or `.plot(kind='line')` |\n",
|
|
"| Categories | Bar Chart | `.plot(kind='bar')` |\n",
|
|
"| Distribution | Histogram | `.plot(kind='hist')` |\n",
|
|
"| Relationships | Scatter Plot | `.plot(kind='scatter')` |\n",
|
|
"| Proportions | Pie Chart | `.plot(kind='pie')` |\n",
|
|
"| Comparisons | Box Plot | `.boxplot()` |\n",
|
|
"| Cumulative | Area Plot | `.plot(kind='area')` |\n",
|
|
"\n",
|
|
"## Best Practices\n",
|
|
"\n",
|
|
"1. **Start Simple**: Begin with basic plots, then add complexity\n",
|
|
"2. **Tell a Story**: Each plot should convey a clear message\n",
|
|
"3. **Consider Your Audience**: Adjust complexity and detail accordingly\n",
|
|
"4. **Use Consistent Styling**: Maintain visual consistency across plots\n",
|
|
"5. **Test Different Views**: Try multiple plot types for the same data\n",
|
|
"6. **Add Context**: Include benchmarks, targets, or reference lines\n",
|
|
"7. **Make it Accessible**: Use colorblind-friendly palettes"
|
|
]
|
|
}
|
|
],
|
|
"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": "3.13.3"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
}
|