diff --git a/Python/Heart Attack Risk Factors/Heart_Attack_Risk_Factors.ipynb b/Python/Heart Attack Risk Factors/Heart_Attack_Risk_Factors.ipynb new file mode 100644 index 0000000..41f17ca --- /dev/null +++ b/Python/Heart Attack Risk Factors/Heart_Attack_Risk_Factors.ipynb @@ -0,0 +1,3285 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [], + "name": "Heart Attack Risk Factors.ipynb", + "authorship_tag": "ABX9TyMEfylx3O2pDg7RRhCBi636", + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "source": [ + "# **Data Analysis Project of Heart Attack Risk Factors**\n" + ], + "metadata": { + "id": "BgZ7GVYOhLBw" + } + }, + { + "cell_type": "markdown", + "source": [ + "## Project Overview\n", + "\n", + "### **Introduction**\n", + "This project aims to analyze a dataset containing various factors related to heart attack risks. By exploring and visualizing the dataset, the objective is to uncover insights into how different factors—such as age, cholesterol levels, and blood pressure—affect the likelihood of heart attacks. The analysis will also examine the influence of categorical variables like gender and chest pain type on heart health.\n", + "\n", + "### **Project Goals**\n", + "1. **Dataset Understanding and Cleaning:**\n", + " - Begin by examining the dataset's structure to ensure it is clean and free from missing values or outliers. This involves loading the data, checking for completeness, and preparing it for in-depth analysis.\n", + "\n", + "2. **Exploratory Data Analysis (EDA):**\n", + " - Exploring the dataset to identify patterns and correlations between key variables. This includes:\n", + " - Generating correlation matrices to understand relationships between numerical variables.\n", + " - Plotting distributions of key continuous variables to visualize their spread.\n", + " - Creating boxplots to detect outliers and assess data spread.\n", + "\n", + "3. **Categorical Data Analysis:**\n", + " - Analyze the impact of categorical variables on heart attack risk:\n", + " - Use bar charts to compare average values of key factors across different categories.\n", + " - Create pie charts to visualize the distribution of categorical variables like gender and chest pain types.\n", + "\n", + "4. **Advanced Visualizations and Insights:**\n", + " - Apply line plots to explore trends and relationships between numerical variables, such as the relationship between age and cholesterol levels, and age and blood pressure.\n", + " - Use pie charts to delve deeper into specific subsets of data, such as high cholesterol and high blood pressure groups, to understand the distribution of categorical variables within these groups.\n" + ], + "metadata": { + "id": "IT_CK0Sajia0" + } + }, + { + "cell_type": "markdown", + "source": [ + "# Project Software Core\n", + "I will use the DataStudio class I have set up, which includes methods for reading, cleaning, and visualising the dataset, as well as analysing relationships between variables.\n" + ], + "metadata": { + "id": "jD8UwXD7k-8K" + } + }, + { + "cell_type": "code", + "source": [ + "# Creating a block of necessary procedures and functions\n", + "# that we may need to perform reading and analysis of data\n", + "\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "from scipy.stats import linregress\n", + "import numpy as np\n", + "\n", + "\n", + "class DataStudio:\n", + "\n", + " ########################################################################\n", + " # Block reading data from different sources\n", + " ########################################################################\n", + " class Reader:\n", + "\n", + " @staticmethod\n", + " def is_valid_link(link=\"\",link_name=\"\",autotest=False):\n", + " # link always isn't empty and must have is string\n", + " return_value = link != \"\" and isinstance(link, str)\n", + "\n", + " if not return_value and not autotest: # not print if autotest\n", + " print(f\"{link_name} is not valid\")\n", + "\n", + " return return_value\n", + "\n", + "\n", + " # *********************************************\n", + " @staticmethod\n", + " def is_valid_df(df=None,name_df=\"\",autotest=False):\n", + " # check that \"df\" is Data Frame type\n", + " if name_df == \"\" or not isinstance(name_df, str):\n", + " name_df = \"Yuor Data Frame\"\n", + "\n", + " if not isinstance(df, pd.DataFrame) and not autotest: # not print if autotest\n", + " print(f\"{name_df} is not valid\")\n", + " return False\n", + "\n", + " return True\n", + "\n", + "\n", + " # *********************************************\n", + " # get data from Excel\n", + " # *********************************************\n", + " @staticmethod\n", + " def get_excel_data(url=\"\",sheet_name=\"default\"):\n", + " # url and sheet name always isn't empty and must have is string\n", + "\n", + " is_not_valid_url = not DataStudio.Reader.is_valid_link(url,\"url\")\n", + " is_not_valid_sheet_name = not DataStudio.Reader.is_valid_link(sheet_name,\"sheet name\")\n", + "\n", + " if is_not_valid_url or is_not_valid_sheet_name:\n", + " return False\n", + "\n", + " if sheet_name == \"default\":\n", + " df = pd.read_excel(url)\n", + " else:\n", + " df = pd.read_excel(url,sheet_name)\n", + "\n", + " return df\n", + "\n", + "\n", + " # *********************************************\n", + " # get data from CVS\n", + " # *********************************************\n", + " @staticmethod\n", + " def get_csv_data(url):\n", + "\n", + " if not DataStudio.Reader.is_valid_link(url,\"url\"):\n", + " return False\n", + "\n", + " df = pd.read_csv(url)\n", + " return df\n", + "\n", + "\n", + " ########################################################################\n", + " # Data Analysis, Preparation and Cleaning Block\n", + " ########################################################################\n", + " class Inspect:\n", + "\n", + " # *********************************************\n", + " # Primary research\n", + " # *********************************************\n", + " @staticmethod\n", + " def primary_research(df):\n", + " if not DataStudio.Reader.is_valid_df(df,\"df\"):\n", + " return False\n", + "\n", + " display(df.head())\n", + " df.info()\n", + " print(\"\\nNull Values Summary:\")\n", + " print(df.isnull().sum())\n", + "\n", + " return True\n", + "\n", + "\n", + " # *********************************************\n", + " # Clean the data and/or repair Dataset\n", + " # *********************************************\n", + " @staticmethod\n", + " def clean_data(df, threshold=50, only_cleaned=True, set_fillna=[]):\n", + " if not DataStudio.Reader.is_valid_df(df, \"df\"):\n", + " return False\n", + "\n", + " df_cleaned = df.copy()\n", + "\n", + " # If set_fillna is provided, replace NaNs based on column types\n", + " if isinstance(set_fillna, dict):\n", + " for fillna_params in set_fillna:\n", + " bool_fill_value = set_fillna.get(fillna_params)\n", + " df_cleaned[df_cleaned.select_dtypes(include=[fillna_params]).columns] = df_cleaned.select_dtypes(include=[fillna_params]).fillna(bool_fill_value)\n", + "\n", + " # Calculate the percentage of null values in each column\n", + " null_percentage = (df_cleaned.isnull().sum() / len(df_cleaned)) * 100\n", + "\n", + " # Drop columns with significant number of null values\n", + " columns_to_drop = null_percentage[null_percentage > threshold].index\n", + " df_cleaned_new = df_cleaned.drop(columns=columns_to_drop)\n", + "\n", + " if only_cleaned:\n", + " return df_cleaned_new, 0 # Return only the cleaned DataFrame for save memory\n", + " else: # Return the cleaned DataFrame and the null percentage\n", + " return df_cleaned_new, null_percentage\n", + "\n", + "\n", + " # *********************************************\n", + " # Remove outliers from the given column in the DataFrame.\n", + " # *********************************************\n", + " @staticmethod\n", + " def remove_outliers(df, column):\n", + " # Check if the column exists in the DataFrame\n", + " if column not in df.columns:\n", + " print(f\"Column {column} does not exist in the DataFrame\")\n", + " return False\n", + "\n", + " # Calculate Q1 (25th percentile) and Q3 (75th percentile)\n", + " Q1 = df[column].quantile(0.25)\n", + " Q3 = df[column].quantile(0.75)\n", + "\n", + " # Calculate IQR (Interquartile Range)\n", + " IQR = Q3 - Q1\n", + "\n", + " # Calculate upper and lower limits for outliers\n", + " upper_limit = Q3 + 1.5 * IQR\n", + " lower_limit = Q1 - 1.5 * IQR\n", + "\n", + " # Filter out rows where the column values are within the limits\n", + " df_normal = df[(df[column] >= lower_limit) & (df[column] <= upper_limit)]\n", + "\n", + " return df_normal\n", + "\n", + "\n", + " ########################################################################\n", + " # Visualization block of analysis and statistics\n", + " ########################################################################\n", + " class Visualization:\n", + "\n", + " @staticmethod\n", + " def creating_boxplot(df,box_name=\"\"):\n", + "\n", + " # Check if the params is valid\n", + " if not DataStudio.Reader.is_valid_df(df,\"df\") or not DataStudio.Reader.is_valid_link(box_name,\"Box Name\"):\n", + " return False\n", + "\n", + " # Check if the data has been loaded and the required columns exist\n", + " if not box_name in df.columns:\n", + " print(\"Columns not found in the dataset!\")\n", + " return False\n", + "\n", + " # Create boxplot for Wellbeing\n", + " plt.figure(figsize=(8, 6))\n", + " sns.boxplot(data=df[box_name], color='skyblue')\n", + " plt.title(f\"Boxplot of {box_name}\")\n", + " plt.ylabel(f\"{box_name}\")\n", + " plt.show() # To separate the graphs\n", + " print()\n", + "\n", + " return True\n", + "\n", + "\n", + " # *********************************************\n", + " # Line Plot with Average\n", + " # *********************************************\n", + " @staticmethod\n", + " def line_plot(df_incom, x_column=\"\", y_column=\"\",with_average=False):\n", + " if not DataStudio.Reader.is_valid_df(df_incom,\"df\") or not DataStudio.Reader.is_valid_link(x_column,\"X Column\") or not DataStudio.Reader.is_valid_link(y_column,\"Y Column\"):\n", + " return False\n", + "\n", + " df_in = df_incom.copy()\n", + "\n", + " # Calculate average with a window size of 3\n", + " name_title = f\"{y_column} Line Plot\"\n", + " if with_average:\n", + " name_average = f\"{y_column}_avrg\"\n", + " df_in[name_average] = df_in[y_column].rolling(window=3).mean()\n", + " name_title += \" with Moving Average\"\n", + "\n", + "\n", + " plt.figure(figsize=(10, 6))\n", + " sns.lineplot(x=x_column, y=y_column, data=df_in, marker='o', label=y_column, color='blue')\n", + " if with_average:\n", + " sns.lineplot(x=x_column, y=name_average, data=df_in, label=f'{y_column} Average', color='red', linestyle='--')\n", + "\n", + " plt.xlabel(x_column, fontsize=12)\n", + " plt.ylabel(y_column, fontsize=12)\n", + " plt.title(name_title, fontsize=14)\n", + " plt.legend()\n", + " plt.grid(True)\n", + "\n", + " plt.show()\n", + " print()\n", + "\n", + " return True\n", + "\n", + "\n", + " # *********************************************\n", + " # plotting as a vertical bar chart\n", + " # *********************************************\n", + " @staticmethod\n", + " def vertical_bar_chart(df_in, x_column=\"\", y_column=\"\",x_name=\"\",y_name=\"\"):\n", + "\n", + " if not DataStudio.Reader.is_valid_df(df_in,\"df\") or not DataStudio.Reader.is_valid_link(x_column,\"X Column\") or not DataStudio.Reader.is_valid_link(y_column,\"Y Column\"):\n", + " return False\n", + "\n", + " plt.figure(figsize=(12, 8))\n", + " sns.barplot(x=x_column, y=y_column, data=df_in, errorbar=None, estimator=np.mean)\n", + " plt.title(f'Average {y_name} by {x_name}')\n", + " plt.xlabel(x_name)\n", + " plt.ylabel(f'Average {y_name}')\n", + " plt.xticks(rotation=45)\n", + " plt.show()\n", + " print()\n", + "\n", + " return True\n", + "\n", + "\n", + " # *********************************************\n", + " # Histogram plot distribution with KDE Line\n", + " # *********************************************\n", + " @staticmethod\n", + " def plot_distribution(df, column):\n", + " if not DataStudio.Reader.is_valid_df(df, \"df\") or not DataStudio.Reader.is_valid_link(column, \"column\"):\n", + " return\n", + "\n", + " plt.figure(figsize=(12, 8))\n", + " sns.histplot(df[column], kde=True, bins=30) # Use histplot with kde for a smooth distribution curve\n", + " plt.title(f'Distribution of {column}')\n", + " plt.xlabel(column)\n", + " plt.ylabel('Frequency')\n", + " plt.show()\n", + " print()\n", + "\n", + " return True\n", + "\n", + "\n", + " # *********************************************\n", + " # Compare mean and median\n", + " # *********************************************\n", + " @staticmethod\n", + " def print_mean_median(df, column):\n", + " if not DataStudio.Reader.is_valid_df(df, \"df\") or not DataStudio.Reader.is_valid_link(column, \"column\"):\n", + " return\n", + "\n", + " mean_value = df[column].mean()\n", + " median_value = df[column].median()\n", + "\n", + " print(f\"Mean of {column}: {mean_value}\")\n", + " print(f\"Median of {column}: {median_value}\")\n", + " print(f\"Mean and Median are {'similar' if abs(mean_value - median_value) < 1e-5 else 'not similar'}\\n\")\n", + "\n", + " return True\n", + "\n", + "\n", + " # *********************************************\n", + " # Calculate the correlation matrix\n", + " # *********************************************\n", + " @staticmethod\n", + " def create_correlation_heatmap(df):\n", + " if not DataStudio.Reader.is_valid_df(df, \"df\"):\n", + " return\n", + "\n", + "\n", + " # Filter to keep only numeric columns\n", + " df_numeric = df.select_dtypes(include=['number'])\n", + "\n", + " if df_numeric.empty:\n", + " print(\"No numeric columns found in the DataFrame.\")\n", + " return False\n", + "\n", + " # Calculate correlation matrix\n", + " correlation_matrix = df_numeric.corr().round(2)\n", + "\n", + " # Create a heatmap\n", + " plt.figure(figsize=(12, 10))\n", + " sns.heatmap(data=correlation_matrix, annot=True, cmap='coolwarm', center=0)\n", + " plt.title('Correlation Heatmap')\n", + " plt.show()\n", + " print()\n", + "\n", + " return correlation_matrix\n", + "\n", + "\n", + " # *********************************************\n", + " # linear regression\n", + " # *********************************************\n", + " @staticmethod\n", + " def linear_regression(df,name_x=\"\",name_y=\"\",not_display=False):\n", + "\n", + " if not DataStudio.Reader.is_valid_df(df) or not DataStudio.Reader.is_valid_link(name_x,\"Data X\") or not DataStudio.Reader.is_valid_link(name_y,\"Data Y\"):\n", + " return False\n", + "\n", + " # Extract the 'Age' and 'Income' columns\n", + " data_x = df[name_x]\n", + " data_y = df[name_y]\n", + "\n", + " # Run the linear regression\n", + " regression = linregress(data_x, data_y)\n", + " if not_display:\n", + " return regression\n", + "\n", + " # Display the regression result\n", + " print(regression)\n", + "\n", + " # Display the slope, intercept, and rvalue\n", + " print(f\"Slope: {regression.slope}\")\n", + " print(f\"Intercept: {regression.intercept}\")\n", + " print(f\"R-value (Correlation Coefficient): {regression.rvalue}\")\n", + " print(f\"P-value: {regression.pvalue}\")\n", + " print(f\"Standard Error: {regression.stderr}\")\n", + " print(f\"Y-intercept: {regression.intercept}\")\n", + " print(f\"R-squared: {regression.rvalue ** 2}\")\n", + " print()\n", + "\n", + " return regression\n", + "\n", + "\n", + " # *********************************************\n", + " # Scatter Plot with Line of Best Fit\n", + " # *********************************************\n", + " @staticmethod\n", + " def plot_line_of_best_fit(df,name_x=\"\",name_y=\"\"):\n", + " if not DataStudio.Reader.is_valid_df(df) or not DataStudio.Reader.is_valid_link(name_x,\"Data X\") or not DataStudio.Reader.is_valid_link(name_y,\"Data Y\"):\n", + " return False\n", + "\n", + " plt.figure(figsize=(10, 6))\n", + " sns.regplot(x=name_x,\n", + " y=name_y,\n", + " data=df,\n", + " scatter_kws={'color': 'purple'},\n", + " line_kws={'color': 'olive', 'linewidth': 1}\n", + " )\n", + " plt.xlabel(name_x)\n", + " plt.ylabel(name_y)\n", + " plt.title(f'Scatter Plot with Line of Best Fit for {name_x} vs {name_y}')\n", + " plt.show()\n", + " print()\n", + "\n", + " return True\n", + "\n", + "\n", + " # *********************************************\n", + " # Creating Boxplot\n", + " # *********************************************\n", + " @staticmethod\n", + " def creating_boxplot(df,box_name=\"\"):\n", + "\n", + " # Check if the params is valid\n", + " if not DataStudio.Reader.is_valid_df(df,\"df\") or not DataStudio.Reader.is_valid_link(box_name,\"Box Name\"):\n", + " return False\n", + "\n", + " # Check if the data has been loaded and the required columns exist\n", + " if not box_name in df.columns:\n", + " print(\"Columns not found in the dataset!\")\n", + " return False\n", + "\n", + " # Create boxplot for Wellbeing\n", + " plt.figure(figsize=(8, 6))\n", + " sns.boxplot(data=df[box_name], color='skyblue')\n", + " plt.title(f\"Boxplot of {box_name}\")\n", + " plt.ylabel(f\"{box_name}\")\n", + " plt.show() # To separate the graphs\n", + " print()\n", + "\n", + " return True\n", + "\n", + "\n", + " # *********************************************\n", + " #Creating a pie chart\n", + " # *********************************************\n", + " @staticmethod\n", + " def show_piechart(df,name_group_col=\"\",name_data_col=\"\",kind_group=\"mean\"):\n", + "\n", + " if not DataStudio.Reader.is_valid_df(df,\"df\") or not DataStudio.Reader.is_valid_link(name_group_col,\"Group Column\") or not DataStudio.Reader.is_valid_link(name_data_col,\"Data Column\"):\n", + " return False\n", + "\n", + " # Grouping dataset\n", + " if kind_group == \"sum\":\n", + " group_data = df.groupby(name_group_col)[name_data_col].sum()\n", + " elif kind_group == \"min\":\n", + " group_data = df.groupby(name_group_col)[name_data_col].min()\n", + " elif kind_group == \"max\":\n", + " group_data = df.groupby(name_group_col)[name_data_col].max()\n", + " else: # default mode\n", + " group_data = df.groupby(name_group_col)[name_data_col].mean()\n", + "\n", + " # Create labela\n", + " labels = group_data.index\n", + "\n", + " # Set the colour palette\n", + " colors = sns.color_palette('muted')\n", + "\n", + " # Creating a pie chart\n", + " plt.figure(figsize=(12, 8))\n", + " plt.pie(group_data,\n", + " labels=labels,\n", + " labeldistance=1.1,\n", + " pctdistance=0.97,\n", + " colors=colors,\n", + " autopct='%1.1f%%',\n", + " startangle=140\n", + " )\n", + " plt.title(f'{name_data_col} Levels by {name_group_col} ({kind_group})')\n", + " plt.show()\n", + " print()\n", + "\n", + " return True\n" + ], + "metadata": { + "id": "Smz_3qcWjgXV" + }, + "execution_count": 1, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "## **Link to Dataset:**\n", + "https://raw.githubusercontent.com/StanStarishko/Portfolio/main/Python/Heart%20Attack%20Risk%20Factors/heart_attack_dataset.csv" + ], + "metadata": { + "id": "MQjt-Ikbl3BK" + } + }, + { + "cell_type": "markdown", + "source": [ + "# **Project Plan**\n", + "\n", + "Here’s the project plan for analysing the Heart Attack Risk Factors dataset, which will involve data cleaning, exploratory data analysis (EDA), visualisation, and advanced statistical analysis.\n" + ], + "metadata": { + "id": "zMq71ghTiZql" + } + }, + { + "cell_type": "markdown", + "source": [ + "## 1. **Dataset Overview and Initial Exploration**\n", + " **Objective:** Understand the dataset structure and identify any potential issues with missing data or outliers.\n", + " \n", + " - **Primary Research:** I will begin by loading the dataset and inspecting its structure using the `primary_research()` method. This will display the first few rows and provide a summary of the dataset, including data types and any missing values.\n", + " \n", + " _Goal:_ This will help me identify which columns are important and whether there are any immediate data quality concerns, such as null values or inappropriate data types." + ], + "metadata": { + "id": "CBjwa9KVoEDi" + } + }, + { + "cell_type": "code", + "source": [ + "# defining Data Processing Methods\n", + "dsr = DataStudio.Reader\n", + "dsi = DataStudio.Inspect\n", + "dsv = DataStudio.Visualization\n", + "\n", + "# defining main dataset\n", + "url = \"https://raw.githubusercontent.com/StanStarishko/Portfolio/main/Python/Heart%20Attack%20Risk%20Factors/heart_attack_dataset.csv\"\n", + "df = dsr.get_csv_data(url)\n", + "dsi.primary_research(df)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 793 + }, + "id": "d6Dwp4hqhGUF", + "outputId": "cb889316-4290-47a4-e520-90de0395dcdf" + }, + "execution_count": 2, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + " Gender Age Blood Pressure (mmHg) Cholesterol (mg/dL) Has Diabetes \\\n", + "0 Male 70 181 262 No \n", + "1 Female 55 103 253 Yes \n", + "2 Male 42 95 295 Yes \n", + "3 Male 84 106 270 No \n", + "4 Male 86 187 296 Yes \n", + "\n", + " Smoking Status Chest Pain Type Treatment \n", + "0 Never Typical Angina Lifestyle Changes \n", + "1 Never Atypical Angina Angioplasty \n", + "2 Current Typical Angina Angioplasty \n", + "3 Never Atypical Angina Coronary Artery Bypass Graft (CABG) \n", + "4 Current Non-anginal Pain Medication " + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
GenderAgeBlood Pressure (mmHg)Cholesterol (mg/dL)Has DiabetesSmoking StatusChest Pain TypeTreatment
0Male70181262NoNeverTypical AnginaLifestyle Changes
1Female55103253YesNeverAtypical AnginaAngioplasty
2Male4295295YesCurrentTypical AnginaAngioplasty
3Male84106270NoNeverAtypical AnginaCoronary Artery Bypass Graft (CABG)
4Male86187296YesCurrentNon-anginal PainMedication
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "\n", + "
\n", + "
\n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "summary": "{\n \"name\": \"dsi\",\n \"rows\": 5,\n \"fields\": [\n {\n \"column\": \"Gender\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"Female\",\n \"Male\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Age\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 18,\n \"min\": 42,\n \"max\": 86,\n \"num_unique_values\": 5,\n \"samples\": [\n 55,\n 86\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Blood Pressure (mmHg)\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 45,\n \"min\": 95,\n \"max\": 187,\n \"num_unique_values\": 5,\n \"samples\": [\n 103,\n 187\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Cholesterol (mg/dL)\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 19,\n \"min\": 253,\n \"max\": 296,\n \"num_unique_values\": 5,\n \"samples\": [\n 253,\n 296\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Has Diabetes\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"Yes\",\n \"No\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Smoking Status\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"Current\",\n \"Never\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Chest Pain Type\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"Typical Angina\",\n \"Atypical Angina\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Treatment\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 4,\n \"samples\": [\n \"Angioplasty\",\n \"Medication\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "RangeIndex: 1000 entries, 0 to 999\n", + "Data columns (total 8 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Gender 1000 non-null object\n", + " 1 Age 1000 non-null int64 \n", + " 2 Blood Pressure (mmHg) 1000 non-null int64 \n", + " 3 Cholesterol (mg/dL) 1000 non-null int64 \n", + " 4 Has Diabetes 1000 non-null object\n", + " 5 Smoking Status 1000 non-null object\n", + " 6 Chest Pain Type 1000 non-null object\n", + " 7 Treatment 1000 non-null object\n", + "dtypes: int64(3), object(5)\n", + "memory usage: 62.6+ KB\n", + "\n", + "Null Values Summary:\n", + "Gender 0\n", + "Age 0\n", + "Blood Pressure (mmHg) 0\n", + "Cholesterol (mg/dL) 0\n", + "Has Diabetes 0\n", + "Smoking Status 0\n", + "Chest Pain Type 0\n", + "Treatment 0\n", + "dtype: int64\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "True" + ] + }, + "metadata": {}, + "execution_count": 2 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### Dataset Overview and Initial Exploration - Findings\n", + "\n", + "1. **Dataset Structure:**\n", + " The dataset consists of **1,000 entries** with **8 columns**. These columns include both **numerical** and **categorical** variables, specifically:\n", + " - **Numerical columns:** `Age`, `Blood Pressure (mmHg)`, `Cholesterol (mg/dL)`\n", + " - **Categorical columns:** `Gender`, `Has Diabetes`, `Smoking Status`, `Chest Pain Type`, `Treatment`\n", + "\n", + "2. **Null Values:**\n", + " No missing data was identified. Every column has a complete set of entries, as shown by the null values summary, which reported 0 missing values for all columns.\n", + "\n", + "3. **Data Types:**\n", + " - **Numerical data** is correctly identified as `int64`.\n", + " - **Categorical data** is appropriately marked as `object` type, but might need further transformation (e.g., encoding) for future analysis, especially for machine learning tasks.\n", + "\n", + "### Insights:\n", + "- No immediate data quality concerns related to missing values.\n", + "- The dataset is ready for further exploration and analysis. However, I will need to investigate **outliers** and ensure that **categorical variables** are prepared correctly for analysis.\n", + "\n", + "---\n" + ], + "metadata": { + "id": "ZbskWlx-rt6M" + } + }, + { + "cell_type": "markdown", + "source": [ + "## 2. **Data Cleaning and Preparation**\n", + " **Objective:** Ensure that the dataset is clean and ready for analysis by addressing missing values and removing outliers.\n", + " \n", + " - **Handling Missing Data:** Using the `clean_data()` method, I will handle missing data by either filling in appropriate values or dropping columns with a high percentage of missing values.\n", + " - I will set a threshold of 50% for missing values; columns exceeding this threshold will be dropped.\n", + " - For the remaining columns, I will decide whether to fill missing values using the median or mode depending on the data type.\n", + " - Based on the initial research, I saw that the data is \"clean\". But to check whether the conclusions are correct, I will run the data cleaning mechanism.\n", + "\n", + " _Goal:_ This will prepare the dataset for reliable analysis by removing any potential noise from missing values.\n", + " \n", + " - **Outlier Removal:** I will use the `remove_outliers()` method to eliminate outliers from key columns, particularly numerical variables such as age, cholesterol levels, and blood pressure.\n", + " \n", + " _Goal:_ By removing outliers, I can ensure that the analysis focuses on the general population without skewed results from extreme values.\n" + ], + "metadata": { + "id": "Ed7RsppQoQei" + } + }, + { + "cell_type": "code", + "source": [ + "# Handling missing data using the clean_data() method\n", + "# Since our initial research shows no missing values, this step will act as a validation\n", + "df_cleaned, null_percentage = dsi.clean_data(df, threshold=50, only_cleaned=False)\n", + "\n", + "# Display the percentage of missing data in each column after cleaning (for validation purposes)\n", + "print(\"Percentage of missing values in each column after cleaning:\")\n", + "print(null_percentage)\n", + "\n", + "# Outlier removal for numerical columns 'Age', 'Cholesterol (mg/dL)', and 'Blood Pressure (mmHg)'\n", + "# We'll apply the remove_outliers() function to each of these numerical columns\n", + "df_no_outliers_age = dsi.remove_outliers(df_cleaned, 'Age')\n", + "df_no_outliers_chol = dsi.remove_outliers(df_no_outliers_age, 'Cholesterol (mg/dL)')\n", + "df_no_outliers_bp = dsi.remove_outliers(df_no_outliers_chol, 'Blood Pressure (mmHg)')\n", + "\n", + "# Final cleaned dataset after outlier removal\n", + "df_final_cleaned = df_no_outliers_bp\n", + "\n", + "# Display the first few rows of the cleaned dataset for confirmation\n", + "print(\"Cleaned dataset after outlier removal:\")\n", + "display(df_final_cleaned.head())\n", + "\n", + "# Checking the shape of the dataset to ensure that rows with outliers have been removed\n", + "print(f\"\\nShape of dataset before cleaning: {df.shape}\")\n", + "print(f\"Shape of dataset after cleaning and outlier removal: {df_final_cleaned.shape}\")\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 560 + }, + "id": "oB4rOiaFoSeC", + "outputId": "dd4d7769-1b3e-4cc4-9d66-a15903886b92" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Percentage of missing values in each column after cleaning:\n", + "Gender 0.0\n", + "Age 0.0\n", + "Blood Pressure (mmHg) 0.0\n", + "Cholesterol (mg/dL) 0.0\n", + "Has Diabetes 0.0\n", + "Smoking Status 0.0\n", + "Chest Pain Type 0.0\n", + "Treatment 0.0\n", + "dtype: float64\n", + "Cleaned dataset after outlier removal:\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + " Gender Age Blood Pressure (mmHg) Cholesterol (mg/dL) Has Diabetes \\\n", + "0 Male 70 181 262 No \n", + "1 Female 55 103 253 Yes \n", + "2 Male 42 95 295 Yes \n", + "3 Male 84 106 270 No \n", + "4 Male 86 187 296 Yes \n", + "\n", + " Smoking Status Chest Pain Type Treatment \n", + "0 Never Typical Angina Lifestyle Changes \n", + "1 Never Atypical Angina Angioplasty \n", + "2 Current Typical Angina Angioplasty \n", + "3 Never Atypical Angina Coronary Artery Bypass Graft (CABG) \n", + "4 Current Non-anginal Pain Medication " + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
GenderAgeBlood Pressure (mmHg)Cholesterol (mg/dL)Has DiabetesSmoking StatusChest Pain TypeTreatment
0Male70181262NoNeverTypical AnginaLifestyle Changes
1Female55103253YesNeverAtypical AnginaAngioplasty
2Male4295295YesCurrentTypical AnginaAngioplasty
3Male84106270NoNeverAtypical AnginaCoronary Artery Bypass Graft (CABG)
4Male86187296YesCurrentNon-anginal PainMedication
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "\n", + "
\n", + "
\n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "summary": "{\n \"name\": \"print(f\\\"Shape of dataset after cleaning and outlier removal: {df_final_cleaned\",\n \"rows\": 5,\n \"fields\": [\n {\n \"column\": \"Gender\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"Female\",\n \"Male\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Age\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 18,\n \"min\": 42,\n \"max\": 86,\n \"num_unique_values\": 5,\n \"samples\": [\n 55,\n 86\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Blood Pressure (mmHg)\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 45,\n \"min\": 95,\n \"max\": 187,\n \"num_unique_values\": 5,\n \"samples\": [\n 103,\n 187\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Cholesterol (mg/dL)\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 19,\n \"min\": 253,\n \"max\": 296,\n \"num_unique_values\": 5,\n \"samples\": [\n 253,\n 296\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Has Diabetes\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"Yes\",\n \"No\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Smoking Status\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"Current\",\n \"Never\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Chest Pain Type\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"Typical Angina\",\n \"Atypical Angina\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Treatment\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 4,\n \"samples\": [\n \"Angioplasty\",\n \"Medication\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "Shape of dataset before cleaning: (1000, 8)\n", + "Shape of dataset after cleaning and outlier removal: (1000, 8)\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**Conclusion**\n", + "\n", + "1. **No Missing Data:**\n", + " After performing data cleaning, it was confirmed that the dataset contains **no missing values**. All columns are complete with no empty cells, ensuring data integrity for further analysis. Specifically, all 8 columns have 0% missing values.\n", + "\n", + "2. **Outlier Removal:**\n", + " An outlier removal process was applied to key numerical variables: `Age`, `Cholesterol (mg/dL)`, and `Blood Pressure (mmHg)`. However, after examining the dataset's shape, it was found that the number of rows **remained unchanged** — 1000 rows before and after the cleaning process. This indicates that either **no outliers were present**, or they were not deemed extreme enough to be removed.\n", + "\n", + "3. **Final Dataset:**\n", + " Following the cleaning and outlier removal steps, it was confirmed that the **data are clean and ready for further analysis**. This cleaned dataset will serve as the base for all upcoming research phases, including correlation analysis, model building, and identification of key risk factors.\n", + "\n", + "Thus, all further analyses and predictions will be based on the **original dataset** containing all 1000 observations and 8 variables.\n", + "\n", + "---" + ], + "metadata": { + "id": "4sMVLe10wQv3" + } + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "## 3. **Descriptive Statistics**\n", + " **Objective:** Obtain a summary of the key statistics of the dataset to understand central tendencies and variability.\n", + " \n", + " - **Mean and Median Comparison:** Using `print_mean_median()` for key continuous variables (e.g., age, cholesterol, resting blood pressure), I will calculate and compare the mean and median to assess the distribution of the data.\n", + " \n", + " _Goal:_ This will help me understand whether the variables are normally distributed or skewed, which will inform the choice of statistical tests later in the analysis.\n" + ], + "metadata": { + "id": "FpvvEpLtwW6y" + } + }, + { + "cell_type": "code", + "source": [ + "# Define a list of continuous variables to analyze\n", + "numerical_columns = df.select_dtypes(include=['number']).columns\n", + "\n", + "# Print mean and median for each continuous variable\n", + "for column in numerical_columns:\n", + " print(f\"Mean and Median for {column}:\")\n", + " dsv.print_mean_median(df, column)\n", + " print()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "kzu_gaoG5tPT", + "outputId": "4cf6ae7a-952b-45aa-fb3b-e9aa4bbed10f" + }, + "execution_count": 4, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Mean and Median for Age:\n", + "Mean of Age: 60.338\n", + "Median of Age: 60.5\n", + "Mean and Median are not similar\n", + "\n", + "\n", + "Mean and Median for Blood Pressure (mmHg):\n", + "Mean of Blood Pressure (mmHg): 145.44\n", + "Median of Blood Pressure (mmHg): 146.0\n", + "Mean and Median are not similar\n", + "\n", + "\n", + "Mean and Median for Cholesterol (mg/dL):\n", + "Mean of Cholesterol (mg/dL): 223.789\n", + "Median of Cholesterol (mg/dL): 225.5\n", + "Mean and Median are not similar\n", + "\n", + "\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### Summary of Key Continuous Variables\n", + "\n", + "#### **Age:**\n", + "- **Mean:** 60.338\n", + "- **Median:** 60.5\n", + "- **Observation:** The mean and median are not similar. This indicates that the age distribution is likely skewed. The mean being slightly lower than the median suggests a right-skewed distribution where a few older ages may be pulling the mean higher.\n", + "\n", + "#### **Blood Pressure (mmHg):**\n", + "- **Mean:** 145.44\n", + "- **Median:** 146.0\n", + "- **Observation:** The mean and median are not similar. This suggests that the blood pressure distribution might also be skewed. Similar to age, the mean being slightly lower than the median indicates a right-skewed distribution with some higher blood pressure values affecting the mean.\n", + "\n", + "#### **Cholesterol (mg/dL):**\n", + "- **Mean:** 223.789\n", + "- **Median:** 225.5\n", + "- **Observation:** The mean and median are not similar. This suggests a skewed distribution of cholesterol levels. The mean is lower than the median, indicating a right-skewed distribution with some higher cholesterol values affecting the mean.\n", + "\n", + "### Conclusion:\n", + "The non-similarity between the mean and median across all key continuous variables suggests that the data is right-skewed. This skewness could affect the normality assumptions for subsequent analyses and statistical tests.\n", + "\n", + "---" + ], + "metadata": { + "id": "_c5Bb7kK-mU3" + } + }, + { + "cell_type": "markdown", + "source": [ + "### 4. **Descriptive Statistics and Summary Analysis**\n", + "\n", + "- **Objective:** Further statistical exploration by calculating key statistics such as mean, median, standard deviation, and count for numerical columns like `Age`, `Cholesterol (mg/dL)`, and `Blood Pressure (mmHg)`.\n", + "\n", + "- **Method(s):**\n", + " - `describe()` Pandas method to generate summary statistics.\n", + " - It helps focus on identifying trends, such as the average age, average cholesterol level, and distribution of blood pressure.\n", + " \n", + "- **Goal:** To establish a better understanding of the dataset's central tendencies and variance, and potentially detect further areas for exploration.\n" + ], + "metadata": { + "id": "UhNdgpVP4bVj" + } + }, + { + "cell_type": "code", + "source": [ + "# Generate summary statistics using pandas describe() function for numerical columns\n", + "summary_stats = df.describe()\n", + "\n", + "# Display the summary statistics\n", + "print(\"Summary Statistics:\\n\", summary_stats)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "O21c25P14flr", + "outputId": "cd7cdedc-6dfa-476b-c0d0-f1c70e74f5d3" + }, + "execution_count": 5, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Summary Statistics:\n", + " Age Blood Pressure (mmHg) Cholesterol (mg/dL)\n", + "count 1000.000000 1000.000000 1000.000000\n", + "mean 60.338000 145.440000 223.789000\n", + "std 17.317496 31.756525 42.787817\n", + "min 30.000000 90.000000 150.000000\n", + "25% 45.000000 118.000000 185.000000\n", + "50% 60.500000 146.000000 225.500000\n", + "75% 76.000000 173.000000 259.000000\n", + "max 89.000000 199.000000 299.000000\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### Summary Statistics of Key Continuous Variables\n", + "\n", + "#### **Age:**\n", + "- **Count:** 1000\n", + "- **Mean:** 60.34\n", + "- **Standard Deviation:** 17.32\n", + "- **Minimum:** 30\n", + "- **25th Percentile (Q1):** 45\n", + "- **Median (50th Percentile):** 60.5\n", + "- **75th Percentile (Q3):** 76\n", + "- **Maximum:** 89\n", + "\n", + "**Observation:**\n", + "- The age distribution has a mean of 60.34 with a standard deviation of 17.32, indicating moderate variability.\n", + "- The age range spans from 30 to 89 years.\n", + "- The median (60.5) is close to the mean, but still slightly higher, suggesting a mild right skewness. The quartiles (Q1 = 45, Q3 = 76) indicate that 50% of the data falls between these values, showing a wide range of ages.\n", + "\n", + "#### **Blood Pressure (mmHg):**\n", + "- **Count:** 1000\n", + "- **Mean:** 145.44\n", + "- **Standard Deviation:** 31.76\n", + "- **Minimum:** 90\n", + "- **25th Percentile (Q1):** 118\n", + "- **Median (50th Percentile):** 146\n", + "- **75th Percentile (Q3):** 173\n", + "- **Maximum:** 199\n", + "\n", + "**Observation:**\n", + "- The mean blood pressure is 145.44 with a standard deviation of 31.76, reflecting significant variability in blood pressure measurements.\n", + "- The blood pressure ranges from 90 to 199 mmHg.\n", + "- The median (146) is close to the mean, but there is a substantial range between Q1 (118) and Q3 (173), indicating a broad spread and potential skewness towards higher values.\n", + "\n", + "#### **Cholesterol (mg/dL):**\n", + "- **Count:** 1000\n", + "- **Mean:** 223.79\n", + "- **Standard Deviation:** 42.79\n", + "- **Minimum:** 150\n", + "- **25th Percentile (Q1):** 185\n", + "- **Median (50th Percentile):** 225.5\n", + "- **75th Percentile (Q3):** 259\n", + "- **Maximum:** 299\n", + "\n", + "**Observation:**\n", + "- The mean cholesterol level is 223.79 with a standard deviation of 42.79, showing considerable variability in cholesterol levels.\n", + "- Cholesterol levels range from 150 to 299 mg/dL.\n", + "- The median (225.5) is higher than the mean, suggesting a right-skewed distribution where higher cholesterol values influence the mean. The quartiles (Q1 = 185, Q3 = 259) highlight a substantial spread in cholesterol levels.\n", + "\n", + "### Conclusion:\n", + "The summary statistics reveal the central tendencies, variability, and distribution range for age, blood pressure, and cholesterol. The data exhibits a broad spread and some skewness in key variables, with mean values influenced by higher extremes.\n", + "\n", + "---" + ], + "metadata": { + "id": "kem16PrtDKnk" + } + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "## 5. **Exploratory Data Analysis (EDA)**\n", + " **Objective:** Identify patterns, correlations, and trends within the dataset.\n", + " \n", + " - **Correlation Matrix:** I will use the `create_correlation_heatmap()` method to calculate and visualise the correlation between all numerical variables. This will highlight relationships between variables such as age, cholesterol, and heart disease.\n", + " \n", + " _Goal:_ Understanding correlations will allow me to identify which factors may have the strongest influence on heart attack risk.\n", + "\n", + " - **Distribution of Key Variables:** I will plot histograms using the `plot_distribution()` method to visualise the distribution of key variables such as age, cholesterol, and maximum heart rate achieved.\n", + " \n", + " _Goal:_ This will show how these factors vary across the dataset and indicate whether transformations are needed for certain variables.\n", + "\n", + " - **Boxplots for Visualising Distribution:** I will generate boxplots for numerical variables (such as cholesterol and age) using `creating_boxplot()` to assess the spread and identify any outliers.\n" + ], + "metadata": { + "id": "H7xIgLVcwyHa" + } + }, + { + "cell_type": "code", + "source": [ + "# Correlation Matrix for Numerical Variables\n", + "dsv.create_correlation_heatmap(df)\n", + "\n", + "# Plotting histograms for each variable\n", + "for col in numerical_columns:\n", + " dsv.plot_distribution(df, column=col)\n", + "\n", + "# Boxplot for Age, Blood Pressure, and Cholesterol\n", + "for col in numerical_columns:\n", + " dsv.creating_boxplot(df, box_name=col)\n", + "\n" + ], + "metadata": { + "id": "7dcilIjRw-5W", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "outputId": "35c01cf6-a4d9-4ffa-c2db-8e3e85548ab4" + }, + "execution_count": 6, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "iVBORw0KGgoAAAANSUhEUgAAArcAAAH9CAYAAAAAtlTgAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABFlElEQVR4nO3de1xVVf7/8ffhjsI5iAlooqmZitfykqh5Fy9kWZrTZGll1hjo1+t4yUbTDMfJ7KJpYyWWOfY1My+ZiWmaiZWak5cyU0vKAI0A0USE9fujL+fXCSwOgge3r+fjsR/TWXvttT8bmkdvl2uvYzPGGAEAAAAW4OXpAgAAAICyQrgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFUGHYbDZNmzbN02W4+Oyzz9SuXTtVrlxZNptNe/fuLZNxr7vuOt16661lMpYkffvtt7LZbEpMTCyzMSsad5/xf//3fxUaGqqcnJzyLawM3H///bruuuvcvq5t27b6+9//XvYFAVcwwi1wFUhMTJTNZnM5wsLC1KVLF7333nueLu+SHTx4UNOmTdO3335bpuPm5eXprrvuUkZGhubOnavXX39dtWvX/sNr0tLSNG7cODVs2FCVKlVS5cqV1bJlSz355JPKzMws0/oup/Xr11e4P3j8kfz8fE2dOlUjRoxQUFCQR2vp37+/+vTp4/Z1NptN8fHxf9hnwoQJmj9/vlJTU0tbHmA5Pp4uAMDlM336dNWpU0fGGKWlpSkxMVF9+vTR2rVry3QW8XI7ePCgnnjiCXXu3LlUs18Xc+TIEX333XdatGiRHnrooT/t/9lnn6lPnz7KycnRvffeq5YtW0qSdu3apVmzZmnbtm3auHFjmdV3Oa1fv17z58+/YgLu2rVrdejQIT388MMerSMvL09JSUlKSEgol/Fvv/122e12vfjii5o+fXq53AO40hBugatI79691apVK+fnoUOHKjw8XP/5z3+u6HBbXtLT0yVJISEhf9o3MzNTd9xxh7y9vfX555+rYcOGLudnzpypRYsWlUeZVyxjjM6dO6fAwMAyH3vx4sVq3769rr322jIf2x0fffSRTp8+rdjY2HIZ38vLSwMGDNBrr72mJ554QjabrVzuA1xJWJYAXMVCQkIUGBgoHx/XP+eeOXNGY8eOVWRkpPz9/dWgQQM9/fTTMsZIkn755Rc1bNhQDRs21C+//OK8LiMjQ9WrV1e7du2Un58v6de1hEFBQTp69Kh69uypypUrq0aNGpo+fbpzvD/y+eefq3fv3rLb7QoKClK3bt20c+dO5/nExETdddddkqQuXbo4l118+OGHfzju5s2bdcstt6hy5coKCQnR7bffri+//NJ5/v7771enTp0kSXfddZdsNps6d+580fFeeukl/fDDD3rmmWeKBFtJCg8P15QpU4q0b9++XW3atFFAQIDq1q2r1157rUifo0eP6q677lJoaKgqVaqktm3b6t133/3D5yv01VdfacCAAQoNDVVAQIBatWqlNWvWuPTJy8vTE088ofr16ysgIEBVq1ZVhw4dlJSU5PxZzJ8/X5JclrYUKigo0LPPPqvGjRsrICBA4eHheuSRR/Tzzz+73KdwnfH777+vVq1aKTAwUC+99NIlP+PvnTt3Ths2bFD37t2LnCv8q/4VK1YoKipKgYGBio6O1r59+yT9+nu8/vrrFRAQoM6dOxe71GX+/PmqW7euAgMD1aZNG3300Ufq3Llzsf9+vPvuu4qKinL5G4V33nlHTZo0UUBAgJo0aaJVq1aV6jkL9ejRQ999912ZrQcHrngGgOUtXrzYSDKbNm0yJ0+eNOnp6Wb//v3mkUceMV5eXmbjxo3OvgUFBaZr167GZrOZhx56yMybN8/07dvXSDKjRo1y9tu5c6fx9vY2o0ePdrbdfffdJjAw0Bw6dMjZNmTIEBMQEGDq169v7rvvPjNv3jxz6623Gknm8ccfd6lTkpk6darz8/79+03lypVN9erVzYwZM8ysWbNMnTp1jL+/v9m5c6cxxpgjR46YkSNHGklm8uTJ5vXXXzevv/66SU1NvejPIykpyfj4+JgbbrjBzJ492zzxxBPmmmuuMVWqVDHHjh0zxhizY8cOM3nyZCPJjBw50rz++usuP6ffa9eunQkMDDS5ubl//Mv4P7Vr1zYNGjQw4eHhZvLkyWbevHnmpptuMjabzezfv9/ZLzU11YSHh5vg4GDz2GOPmWeeecY0b97ceHl5mbffftvZ79ixY0aSWbx4scvPz+FwmKioKPPPf/7TzJs3z3Ts2NHYbDaXaydPnmxsNpsZNmyYWbRokZkzZ47561//ambNmuX8WfTo0cNIcv58X3/9def1Dz30kPHx8THDhg0zCxcuNBMmTDCVK1c2rVu3NufPn3d55uuvv95UqVLFTJw40SxcuNBs2bLlkp6xONu3bzeSzJo1a4qck2SaNWtmIiMjzaxZs8ysWbOMw+EwtWrVMvPmzTNRUVFmzpw5ZsqUKcbPz8906dLF5foXX3zRSDK33HKLef75582YMWNMaGioqVevnunUqVOR+zVs2NCMGzfO+fn99983Xl5epkmTJuaZZ54xjz32mHE4HKZx48amdu3aRWqNi4v7w2c1xpjvv//eSDIvvPDCn/YFrgaEW+AqUBhuf3/4+/ubxMREl77vvPOOkWSefPJJl/YBAwYYm81mvvnmG2fbpEmTjJeXl9m2bZtZsWKFkWSeffZZl+uGDBliJJkRI0Y42woKCkxsbKzx8/MzJ0+edLb/Ptz269fP+Pn5mSNHjjjbTpw4YYKDg03Hjh2dbYX33rJlS4l+Hi1atDBhYWHmp59+crb997//NV5eXmbw4MHOti1bthhJZsWKFX86ZpUqVUzz5s1LdH9jfg16ksy2bducbenp6cbf39+MHTvW2TZq1CgjyXz00UfOttOnT5s6deqY6667zuTn5xtjig9+3bp1M02bNjXnzp1zthUUFJh27dqZ+vXrO9uaN29uYmNj/7DeuLg4U9x8yEcffWQkmTfeeMOlfcOGDUXaC595w4YNLn0v5RmL8/LLLxtJZt++fUXOFf57X/iHGGOMeemll4wkExERYbKzs53tkyZNMpKcfXNzc03VqlVN69atTV5enrNfYmKikVQk3B49erTIv5ctWrQw1atXN5mZmc62jRs3GkmlDrfGGOPn52eGDx9eor6A1bEsAbiKzJ8/X0lJSUpKStLSpUvVpUsXPfTQQ3r77bedfdavXy9vb2+NHDnS5dqxY8fKGOOyu8K0adPUuHFjDRkyRI8++qg6depU5LpCv33ru/Cvhs+fP69NmzYV2z8/P18bN25Uv379VLduXWd79erVdc8992j79u3Kzs52+2fw448/au/evbr//vsVGhrqbG/WrJl69Oih9evXuz2mJGVnZys4ONita6KionTLLbc4P1erVk0NGjTQ0aNHnW3r169XmzZt1KFDB2dbUFCQHn74YX377bc6ePBgsWNnZGRo8+bNGjhwoE6fPq1Tp07p1KlT+umnn9SzZ08dPnxYP/zwg6Rfl6ccOHBAhw8fdqt+SVqxYoUcDod69OjhvMepU6fUsmVLBQUFacuWLS7969Spo549e7q0lfYZL+ann36SJFWpUqXY8926dXNZJnDzzTdL+nVXg9/+DgvbC38fu3bt0k8//aRhw4a5LOUZNGhQsfd699135XA4nM9V+O/ekCFD5HA4nP169OihqKgot57x96pUqaJTp05d0hiAVRBugatImzZt1L17d3Xv3l2DBg1yrgcsDJqS9N1336lGjRpFglqjRo2c5wv5+fnp1Vdf1bFjx3T69GktXry42BdavLy8XAKqJN1www2SdNHtu06ePKmzZ8+qQYMGRc41atRIBQUFSklJKfnD/5/C+i827qlTp3TmzBm3x7Xb7Tp9+rRb19SqVatIW5UqVVzWqn733XcXrbXwfHG++eYbGWP0+OOPq1q1ai7H1KlTJf3/F+amT5+uzMxM3XDDDWratKnGjx+vL774okTPcPjwYWVlZSksLKzIfXJycpz3KFSnTp0iY5T2Gf+Mucia7t//3AuDZmRkZLHthb+Pwjquv/56l34+Pj7F7tLx7rvvKiYmxhmEC6+vX79+kb7FPb87jDG8TAb8H3ZLAK5iXl5e6tKli5577jkdPnxYjRs3dnuM999/X9KvL/EcPny42PByNWjYsKH27t2r8+fPy8/Pr0TXeHt7F9t+sVDmjoKCAknSuHHjisyUFioMaR07dtSRI0e0evVqbdy4US+//LLmzp2rhQsX/ukWaAUFBQoLC9Mbb7xR7Plq1aq5fC6PnRF+r2rVqpJ+DaU1a9Yscv5iP/ey/H2cPXtWH374oRYsWOD2taWRmZmpa6655rLcC6joCLfAVe7ChQuS5PwWp9q1a2vTpk06ffq0y+ztV1995Txf6IsvvtD06dP1wAMPaO/evXrooYe0b98+l79ylX4NQEePHnXO1krS119/LUkX3Ze2WrVqqlSpkg4dOlTk3FdffSUvLy/nTJs7M1aF9V9s3GuuuUaVK1cu8XiF+vbtq+TkZK1cuVJ//etf3b7+YmrXrn3RWgvPF6dwptzX17fYXQN+LzQ0VA888IAeeOAB5eTkqGPHjpo2bZoz3F7sZ1yvXj1t2rRJ7du3L3VwLe0zXkzhbhXHjh1T06ZNS1VTcQrr+Oabb9SlSxdn+4ULF/Ttt9+qWbNmzrbNmzcrNzdXvXv3LnJ9ccs/inv+kvrhhx90/vx550w3cLVjWQJwFcvLy9PGjRvl5+fn/A9jnz59lJ+fr3nz5rn0nTt3rmw2m/M/1nl5ebr//vtVo0YNPffcc0pMTFRaWppGjx5d7L1+O54xRvPmzZOvr6+6detWbH9vb2/FxMRo9erVLksX0tLStGzZMnXo0EF2u12SnGG0JN8AVr16dbVo0UJLlixx6b9//35t3LixVN8kJUl/+9vfVL16dY0dO9YZ3H8rPT1dTz75pNvj9unTR59++qmSk5OdbWfOnNG///1vXXfddRddqxkWFqbOnTvrpZde0o8//ljk/MmTJ53/XLhGtVBQUJCuv/565ebmOtsu9jMeOHCg8vPzNWPGjCL3uHDhQol+J6V9xotp2bKl/Pz8tGvXLreu+zOtWrVS1apVtWjRIucfCiXpjTfeKLLt2fr169WqVSuFh4c72377715WVpazPSkpye11xb+1e/duSVK7du1KPQZgJczcAleR9957zzkblp6ermXLlunw4cOaOHGiMyj27dtXXbp00WOPPaZvv/1WzZs318aNG7V69WqNGjVK9erVkyQ9+eST2rt3rz744AMFBwerWbNm+sc//qEpU6ZowIABLiExICBAGzZs0JAhQ3TzzTfrvffe07vvvqvJkycX+Wvr33ryySeVlJSkDh066NFHH5WPj49eeukl5ebmavbs2c5+LVq0kLe3t/75z38qKytL/v7+6tq1q8LCwood91//+pd69+6t6OhoDR06VL/88oteeOEFORyOUn8DV5UqVbRq1Sr16dNHLVq0cPmGsj179ug///mPoqOj3R534sSJ+s9//qPevXtr5MiRCg0N1ZIlS3Ts2DGtXLlSXl4Xn6OYP3++OnTooKZNm2rYsGGqW7eu0tLSlJycrO+//17//e9/Jf36Ylvnzp3VsmVLhYaGateuXXrrrbdcXgIsfJaRI0eqZ8+e8vb21t13361OnTrpkUceUUJCgvbu3auYmBj5+vrq8OHDWrFihZ577jkNGDCg3J6xOAEBAYqJidGmTZvK9Fu7/Pz8NG3aNI0YMUJdu3bVwIED9e233yoxMVH16tVzmd1ev369HnjggSJjJCQkKDY2Vh06dNCDDz6ojIwMvfDCC2rcuLHzb09+a9euXcX+oahz587OF9WSkpJUq1Yt3XjjjWX2rMAVzYM7NQC4TIrbCiwgIMC0aNHCLFiwwBQUFLj0P336tBk9erSpUaOG8fX1NfXr1zf/+te/nP12795tfHx8XLb3MsaYCxcumNatW5saNWqYn3/+2Rjz61ZglStXNkeOHDExMTGmUqVKJjw83EydOtW5xVMh/W4rMGOM2bNnj+nZs6cJCgoylSpVMl26dDE7duwo8oyLFi0ydevWNd7e3iXaFmzTpk2mffv2JjAw0NjtdtO3b19z8OBBlz7ubAVW6MSJE2b06NHmhhtuMAEBAaZSpUqmZcuWZubMmSYrK8vZr3bt2sVuv9WpU6ciW0odOXLEDBgwwISEhJiAgADTpk0bs27dOpc+F9sm68iRI2bw4MEmIiLC+Pr6mmuvvdbceuut5q233nL2efLJJ02bNm1MSEiICQwMNA0bNjQzZ8502aP2woULZsSIEaZatWrGZrMV2Rbs3//+t2nZsqUJDAw0wcHBpmnTpubvf/+7OXHixJ8+86U+Y3HefvttY7PZzPHjx13aVcz2WoXj/utf/3Jpv9jv//nnnze1a9c2/v7+pk2bNubjjz82LVu2NL169TLG/Lq/sCTz6aefFlvbypUrTaNGjYy/v7+Jiooyb7/9thkyZEixW4Fd7JgxY4Yxxpj8/HxTvXp1M2XKlD/9mQBXC5sxZfDmAgBcxP3336+33nqr2FkpoLzk5+crKipKAwcOLHbJRFkqKChQtWrVdOedd2rRokWaPXu2nnnmGf3444/lvoPBO++8o3vuuUdHjhxR9erVy/VewJWCNbcAAMvx9vbW9OnTNX/+/DL9g9W5c+eK7J7w2muvKSMjw/n1u9ddd51zjXp5++c//6n4+HiCLfAbzNwCKFfM3MJKPvzwQ40ePVp33XWXqlatqj179uiVV15Ro0aNtHv37hJvAweg/PBCGQAAJXTdddcpMjJSzz//vDIyMhQaGqrBgwdr1qxZBFuggmDmFgAAAJbBmlsAAABYBuEWAAAAlsGaW/26jcuJEycUHBx8Wd5uBQAAgHuMMTp9+rRq1Kjxh1/uQriVdOLECed31AMAAKDiSklJUc2aNS96nnArKTg4WNKvP6zCryAFAABAxZGdna3IyEhnbrsYwq3kXIpgt9sJtwAAABXYny0h5YUyAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBleDTcLliwQM2aNZPdbpfdbld0dLTee+895/lz584pLi5OVatWVVBQkPr376+0tDSXMY4fP67Y2FhVqlRJYWFhGj9+vC5cuHC5HwUAAAAVgEfDbc2aNTVr1izt3r1bu3btUteuXXX77bfrwIEDkqTRo0dr7dq1WrFihbZu3aoTJ07ozjvvdF6fn5+v2NhYnT9/Xjt27NCSJUuUmJiof/zjH556JAAAAHiQzRhjPF3Eb4WGhupf//qXBgwYoGrVqmnZsmUaMGCAJOmrr75So0aNlJycrLZt2+q9997TrbfeqhMnTig8PFyStHDhQk2YMEEnT56Un59fie6ZnZ0th8OhrKws2e32cns2AAAAlE5J81qFWXObn5+v5cuX68yZM4qOjtbu3buVl5en7t27O/s0bNhQtWrVUnJysiQpOTlZTZs2dQZbSerZs6eys7Ods7/Fyc3NVXZ2tssBAACAK5/Hw+2+ffsUFBQkf39//e1vf9OqVasUFRWl1NRU+fn5KSQkxKV/eHi4UlNTJUmpqakuwbbwfOG5i0lISJDD4XAekZGRZftQAAAA8AiPh9sGDRpo7969+uSTTzR8+HANGTJEBw8eLNd7Tpo0SVlZWc4jJSWlXO8HAACAy8PH0wX4+fnp+uuvlyS1bNlSn332mZ577jn95S9/0fnz55WZmekye5uWlqaIiAhJUkREhD799FOX8Qp3UyjsUxx/f3/5+/uX8ZMAFdv58+eL7DYCwFrCw8NL/L4JYFUeD7e/V1BQoNzcXLVs2VK+vr764IMP1L9/f0nSoUOHdPz4cUVHR0uSoqOjNXPmTKWnpyssLEySlJSUJLvdrqioKI89A1ARpaWlac6cOZ4uA0A5Gjt2LEvtcNXzaLidNGmSevfurVq1aun06dNatmyZPvzwQ73//vtyOBwaOnSoxowZo9DQUNntdo0YMULR0dFq27atJCkmJkZRUVG67777NHv2bKWmpmrKlCmKi4tjZhb4nfDwcI0dO9bTZeAySUtL09KlS3XvvfcWeTcB1sXvGvBwuE1PT9fgwYP1448/yuFwqFmzZnr//ffVo0cPSdLcuXPl5eWl/v37Kzc3Vz179tSLL77ovN7b21vr1q3T8OHDFR0drcqVK2vIkCGaPn26px4JqLD8/PyY0bkKhYeH83sHcFWpcPvcegL73AKwmpSUFM2ZM4e/pgZgGVfcPrcAAADApSLcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAy/BouE1ISFDr1q0VHByssLAw9evXT4cOHXLpk5qaqvvuu08RERGqXLmybrrpJq1cudKlT0ZGhgYNGiS73a6QkBANHTpUOTk5l/NRAAAAUAF4NNxu3bpVcXFx2rlzp5KSkpSXl6eYmBidOXPG2Wfw4ME6dOiQ1qxZo3379unOO+/UwIED9fnnnzv7DBo0SAcOHFBSUpLWrVunbdu26eGHH/bEIwEAAMCDfDx58w0bNrh8TkxMVFhYmHbv3q2OHTtKknbs2KEFCxaoTZs2kqQpU6Zo7ty52r17t2688UZ9+eWX2rBhgz777DO1atVKkvTCCy+oT58+evrpp1WjRo3L+1AAAADwmAq15jYrK0uSFBoa6mxr166d3nzzTWVkZKigoEDLly/XuXPn1LlzZ0lScnKyQkJCnMFWkrp37y4vLy998sknl7V+AAAAeJZHZ25/q6CgQKNGjVL79u3VpEkTZ/v//u//6i9/+YuqVq0qHx8fVapUSatWrdL1118v6dc1uWFhYS5j+fj4KDQ0VKmpqcXeKzc3V7m5uc7P2dnZ5fBEAAAAuNwqzMxtXFyc9u/fr+XLl7u0P/7448rMzNSmTZu0a9cujRkzRgMHDtS+fftKfa+EhAQ5HA7nERkZeanlAwAAoAKoEDO38fHxzhfBatas6Ww/cuSI5s2bp/3796tx48aSpObNm+ujjz7S/PnztXDhQkVERCg9Pd1lvAsXLigjI0MRERHF3m/SpEkaM2aM83N2djYBFwAAwAI8OnNrjFF8fLxWrVqlzZs3q06dOi7nz549K0ny8nIt09vbWwUFBZKk6OhoZWZmavfu3c7zmzdvVkFBgW6++eZi7+vv7y+73e5yAAAA4Mrn0ZnbuLg4LVu2TKtXr1ZwcLBzjazD4VBgYKAaNmyo66+/Xo888oiefvppVa1aVe+8845zyy9JatSokXr16qVhw4Zp4cKFysvLU3x8vO6++252SgAAALjKeHTmdsGCBcrKylLnzp1VvXp15/Hmm29Kknx9fbV+/XpVq1ZNffv2VbNmzfTaa69pyZIl6tOnj3OcN954Qw0bNlS3bt3Up08fdejQQf/+97899VgAAADwEI/O3Bpj/rRP/fr1i3wj2e+FhoZq2bJlZVUWAAAArlAVZrcEAAAA4FIRbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZHg23CQkJat26tYKDgxUWFqZ+/frp0KFDRfolJyera9euqly5sux2uzp27KhffvnFeT4jI0ODBg2S3W5XSEiIhg4dqpycnMv5KAAAAKgAPBput27dqri4OO3cuVNJSUnKy8tTTEyMzpw54+yTnJysXr16KSYmRp9++qk+++wzxcfHy8vr/5c+aNAgHThwQElJSVq3bp22bdumhx9+2BOPBAAAAA+yGWOMp4sodPLkSYWFhWnr1q3q2LGjJKlt27bq0aOHZsyYUew1X375paKiovTZZ5+pVatWkqQNGzaoT58++v7771WjRo0/vW92drYcDoeysrJkt9vL7oEAwENSUlI0Z84cjR07VpGRkZ4uBwAuWUnzWoVac5uVlSVJCg0NlSSlp6frk08+UVhYmNq1a6fw8HB16tRJ27dvd16TnJyskJAQZ7CVpO7du8vLy0uffPJJsffJzc1Vdna2ywEAAIArX4UJtwUFBRo1apTat2+vJk2aSJKOHj0qSZo2bZqGDRumDRs26KabblK3bt10+PBhSVJqaqrCwsJcxvLx8VFoaKhSU1OLvVdCQoIcDofzYFYDAADAGipMuI2Li9P+/fu1fPlyZ1tBQYEk6ZFHHtEDDzygG2+8UXPnzlWDBg306quvlvpekyZNUlZWlvNISUm55PoBAADgeT6eLkCS4uPjnS+C1axZ09levXp1SVJUVJRL/0aNGun48eOSpIiICKWnp7ucv3DhgjIyMhQREVHs/fz9/eXv71+Wj3DF+vnnn9lZArCgtLQ0l/8FYC1BQUGqUqWKp8uokDwabo0xGjFihFatWqUPP/xQderUcTl/3XXXqUaNGkW2B/v666/Vu3dvSVJ0dLQyMzO1e/dutWzZUpK0efNmFRQU6Oabb748D3KF+vnnnzXzqad0IS/P06UAKCdLly71dAkAyoGPr68emzyZgFsMj4bbuLg4LVu2TKtXr1ZwcLBzjazD4VBgYKBsNpvGjx+vqVOnqnnz5mrRooWWLFmir776Sm+99ZakX2dxe/XqpWHDhmnhwoXKy8tTfHy87r777hLtlHA1y8nJ0YW8PIVH95KvI9TT5QAAgBLIy8pQWvIG5eTkEG6L4dFwu2DBAklS586dXdoXL16s+++/X5I0atQonTt3TqNHj1ZGRoaaN2+upKQk1atXz9n/jTfeUHx8vLp16yYvLy/1799fzz///OV6jCueryNUAaFhf94RAACggvP4soSSmDhxoiZOnHjR86GhoVq2bFlZlQUAAIArVIXZLQEAAAC4VIRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWMYlhdvc3NyyqgMAAAC4ZG6F2/fee09DhgxR3bp15evrq0qVKslut6tTp06aOXOmTpw4UV51AgAAAH+qROF21apVuuGGG/Tggw/Kx8dHEyZM0Ntvv633339fL7/8sjp16qRNmzapbt26+tvf/qaTJ0+Wd90AAABAET4l6TR79mzNnTtXvXv3lpdX0Tw8cOBASdIPP/ygF154QUuXLtXo0aPLtlIAAADgT5Qo3CYnJ5dosGuvvVazZs26pIIAAACA0iqz3RKOHj2qmJiYshoOAAAAcFuZhdvTp0/rgw8+KKvhAAAAALexzy0AAAAsg3ALAAAAyyDcAgAAwDJKtFuCJN14442y2WwXPX/27NkyKQgAAAAorRKH2379+pVjGQAAAMClK3G4nTp1annWAQAAAFwy1twCAADAMko0c/tn621/a8+ePZdUEAAAAFBaJQq3v11ve+7cOb344ouKiopSdHS0JGnnzp06cOCAHn300XIpEgAAACiJEoXb3663feihhzRy5EjNmDGjSJ+UlJSyrQ4AAABwg9trblesWKHBgwcXab/33nu1cuXKMikKAAAAKA23w21gYKA+/vjjIu0ff/yxAgICyqQoAAAAoDTcDrejRo3S8OHDNXLkSC1dulRLly7ViBEjFBcXp9GjR7s1VkJCglq3bq3g4GCFhYWpX79+OnToULF9jTHq3bu3bDab3nnnHZdzx48fV2xsrCpVqqSwsDCNHz9eFy5ccPfRAAAAcIUr8T63hSZOnKi6devqueee09KlSyVJjRo10uLFizVw4EC3xtq6davi4uLUunVrXbhwQZMnT1ZMTIwOHjyoypUru/R99tlni92xIT8/X7GxsYqIiNCOHTv0448/avDgwfL19dVTTz3l7uMBAADgClbicHv06FHVrVtXkjRw4EC3g2xxNmzY4PI5MTFRYWFh2r17tzp27Ohs37t3r+bMmaNdu3apevXqLtds3LhRBw8e1KZNmxQeHq4WLVpoxowZmjBhgqZNmyY/P79LrhMAAABXhhIvS2jWrJmaNGmiyZMn65NPPimXYrKysiRJoaGhzrazZ8/qnnvu0fz58xUREVHkmuTkZDVt2lTh4eHOtp49eyo7O1sHDhwo9j65ubnKzs52OQAAAHDlK3G4PXXqlBISEpSenq7bb79d1atX17Bhw7R27VqdO3fukgspKCjQqFGj1L59ezVp0sTZPnr0aLVr10633357sdelpqa6BFtJzs+pqanFXpOQkCCHw+E8IiMjL7l+AAAAeF6Jw21AQID69u2rl19+WT/++KNWrlypqlWrasKECbrmmmvUr18/vfrqqzp58mSpComLi9P+/fu1fPlyZ9uaNWu0efNmPfvss6Ua82ImTZqkrKws58H+vAAAANbg9m4JkmSz2dSuXTvNmjVLBw8e1Oeff65bbrlFiYmJqlmzpubPn+/WePHx8Vq3bp22bNmimjVrOts3b96sI0eOKCQkRD4+PvLx+XWJcP/+/dW5c2dJUkREhNLS0lzGK/xc3DIGSfL395fdbnc5AAAAcOUrVbj9vfr162vs2LHatm2bTpw4oZiYmBJdZ4xRfHy8Vq1apc2bN6tOnTou5ydOnKgvvvhCe/fudR6SNHfuXC1evFiSFB0drX379ik9Pd15XVJSkux2u6Kiosri8QAAAHCFcHsrsDVr1hTbbrPZFBAQoPr166t+/folGisuLk7Lli3T6tWrFRwc7Fwj63A4FBgYqIiIiGJnX2vVquUMwjExMYqKitJ9992n2bNnKzU1VVOmTFFcXJz8/f3dfTwAAABcwdwOt/369ZPNZpMxxqW9sM1ms6lDhw565513VKVKlT8ca8GCBZLkXGJQaPHixbr//vtLVI+3t7fWrVun4cOHKzo6WpUrV9aQIUM0ffr0Ej8TAAAArMHtZQlJSUlq3bq1kpKSnC9kJSUl6eabb9a6deu0bds2/fTTTxo3btyfjmWMKfb4o2BrjFG/fv1c2mrXrq3169fr7NmzOnnypJ5++mnn+lwAAABcPdxOgP/zP/+jf//732rXrp2zrVu3bgoICNDDDz+sAwcO6Nlnn9WDDz5YpoUCAAAAf8btmdsjR44Uu7uA3W7X0aNHJf36gtmpU6cuvToAAADADW6H25YtW2r8+PEu+9mePHlSf//739W6dWtJ0uHDh/liBAAAAFx2bi9LeOWVV3T77berZs2azgCbkpKiunXravXq1ZKknJwcTZkypWwrBQAAAP6E2+G2QYMGOnjwoDZu3Kivv/7a2dajRw95ef06Efz7F74AAACAy6FUWwp4eXmpV69e6tWrV1nXAwAAAJRaqcLtZ599pi1btig9PV0FBQUu55555pkyKQwAAABwl9vh9qmnntKUKVPUoEEDhYeHy2azOc/99p8BAACAy83tcPvcc8/p1VdfLfE3iAEAAACXi9tbgXl5eal9+/blUQsAAABwSdwOt6NHj9b8+fPLoxYAAADgkri9LGHcuHGKjY1VvXr1FBUVJV9fX5fzb7/9dpkVBwAAALjD7XA7cuRIbdmyRV26dFHVqlV5iQwAAAAVhtvhdsmSJVq5cqViY2PLox4AAACg1NxecxsaGqp69eqVRy0AAADAJXE73E6bNk1Tp07V2bNny6MeAAAAoNTcXpbw/PPP68iRIwoPD9d1111X5IWyPXv2lFlxAAAAgDvcDrf9+vUrhzIAAACAS+d2uJ06dWp51AEAAABcshKtuTXGlHcdAAAAwCUrUbht3Lixli9frvPnz/9hv8OHD2v48OGaNWtWmRQHAAAAuKNEyxJeeOEFTZgwQY8++qh69OihVq1aqUaNGgoICNDPP/+sgwcPavv27Tpw4IDi4+M1fPjw8q4bAAAAKKJE4bZbt27atWuXtm/frjfffFNvvPGGvvvuO/3yyy+65pprdOONN2rw4MEaNGiQqlSpUt41AwAAAMVy64WyDh06qEOHDuVVCwAAAHBJ3P4SBwAAAKCiItwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLKNFuCdnZ2SUe0G63l7oYAAAA4FKUKNyGhITIZrP9YR9jjGw2m/Lz88ukMAAAAMBdJQq3W7ZsKe86AAAAgEtWonDbqVOn8q4DAAAAuGRufUNZoczMTL3yyiv68ssvJUmNGzfWgw8+KIfDUabF4fI4n5Xh6RIAAEAJ8d/tP+Z2uN21a5d69uypwMBAtWnTRpL0zDPPaObMmdq4caNuuummMi8S5Ss9eYOnSwAAACgTbofb0aNH67bbbtOiRYvk4/Pr5RcuXNBDDz2kUaNGadu2bWVeJMpXWHQv+TlCPV0GAAAogfNZGUxM/YFSzdz+NthKko+Pj/7+97+rVatWZVocLg8/R6gCQsM8XQYAAMAlc/tLHOx2u44fP16kPSUlRcHBwWVSFAAAAFAabofbv/zlLxo6dKjefPNNpaSkKCUlRcuXL9dDDz2kv/71r+VRIwAAAFAibi9LePrpp2Wz2TR48GBduHBBkuTr66vhw4dr1qxZZV4gAAAAUFJuhdv8/Hzt3LlT06ZNU0JCgo4cOSJJqlevnipVqlQuBQIAAAAl5Va49fb2VkxMjL788kvVqVNHTZs2La+6AAAAALe5vea2SZMmOnr0aHnUAgAAAFwSt8Ptk08+qXHjxmndunX68ccflZ2d7XIAAAAAnuL2C2V9+vSRJN12222y2WzOdmOMbDab8vPzy646AAAAwA1uh9stW7aURx0AAADAJXN7WUKnTp3+8HBHQkKCWrdureDgYIWFhalfv346dOiQ83xGRoZGjBihBg0aKDAwULVq1dLIkSOVlZXlMs7x48cVGxurSpUqKSwsTOPHj3duUwYAAICrh9vhVpI++ugj3XvvvWrXrp1++OEHSdLrr7+u7du3uzXO1q1bFRcXp507dyopKUl5eXmKiYnRmTNnJEknTpzQiRMn9PTTT2v//v1KTEzUhg0bNHToUOcY+fn5io2N1fnz57Vjxw4tWbJEiYmJ+sc//lGaRwMAAMAVzO1lCStXrtR9992nQYMGac+ePcrNzZUkZWVl6amnntL69etLPNaGDRtcPicmJiosLEy7d+9Wx44d1aRJE61cudJ5vl69epo5c6buvfdeXbhwQT4+Ptq4caMOHjyoTZs2KTw8XC1atNCMGTM0YcIETZs2TX5+fu4+IgAAAK5QpdotYeHChVq0aJF8fX2d7e3bt9eePXsuqZjC5QahoaF/2Mdut8vH59dcnpycrKZNmyo8PNzZp2fPnsrOztaBAweKHSM3N5ddHgAAACzI7XB76NAhdezYsUi7w+FQZmZmqQspKCjQqFGj1L59ezVp0qTYPqdOndKMGTP08MMPO9tSU1Ndgq0k5+fU1NRix0lISJDD4XAekZGRpa4bAAAAFYfb4TYiIkLffPNNkfbt27erbt26pS4kLi5O+/fv1/Lly4s9n52drdjYWEVFRWnatGmlvo8kTZo0SVlZWc4jJSXlksYDAABAxeB2uB02bJj+53/+R5988olsNptOnDihN954Q+PGjdPw4cNLVUR8fLzWrVunLVu2qGbNmkXOnz59Wr169VJwcLBWrVrlshwiIiJCaWlpLv0LP0dERBR7P39/f9ntdpcDAAAAVz63XyibOHGiCgoK1K1bN509e1YdO3aUv7+/xo0bpxEjRrg1ljFGI0aM0KpVq/Thhx+qTp06RfpkZ2erZ8+e8vf315o1axQQEOByPjo6WjNnzlR6errCwsIkSUlJSbLb7YqKinL38QAAAHAFczvc2mw2PfbYYxo/fry++eYb5eTkKCoqSkFBQW7fPC4uTsuWLdPq1asVHBzsXCPrcDgUGBio7OxsxcTE6OzZs1q6dKnLy1/VqlWTt7e3YmJiFBUVpfvuu0+zZ89WamqqpkyZori4OPn7+7tdEwAAAK5cbi9LePDBB3X69Gn5+fkpKipKbdq0UVBQkM6cOaMHH3zQrbEWLFigrKwsde7cWdWrV3ceb775piRpz549+uSTT7Rv3z5df/31Ln0K18l6e3tr3bp18vb2VnR0tO69914NHjxY06dPd/fRAAAAcIVze+Z2yZIlmjVrloKDg13af/nlF7322mt69dVXSzyWMeYPz3fu3PlP+0hS7dq13dpfFwAAANZU4nCbnZ0tY4yMMTp9+rTL2tf8/HytX7/eueYVAAAA8IQSh9uQkBDZbDbZbDbdcMMNRc7bbDY98cQTZVocAAAA4I4Sh9stW7bIGKOuXbtq5cqVLt8i5ufnp9q1a6tGjRrlUiQAAABQEiUOt506dZIkHTt2TLVq1ZLNZiu3ogAAAIDScHu3hC+//FIff/yx8/P8+fPVokUL3XPPPfr555/LtDgAAADAHW6H2/Hjxzv3mt23b5/GjBmjPn366NixYxozZkyZFwgAAACUlNtbgR07dsz5zV8rV65U37599dRTT2nPnj3q06dPmRcIAAAAlJTbM7d+fn46e/asJGnTpk2KiYmRJIWGhjpndAEAAABPcHvmtkOHDhozZozat2+vTz/91PltYl9//bVq1qxZ5gUCAAAAJeX2zO28efPk4+Ojt956SwsWLNC1114rSXrvvffUq1evMi8QAAAAKCm3Z25r1aqldevWFWmfO3dumRQEAAAAlJbbM7eSdOTIEU2ZMkV//etflZ6eLunXmdsDBw6UaXEAAACAO9wOt1u3blXTpk31ySef6O2331ZOTo4k6b///a+mTp1a5gUCAAAAJeV2uJ04caKefPJJJSUlyc/Pz9netWtX7dy5s0yLAwAAANzhdrjdt2+f7rjjjiLtYWFhOnXqVJkUBQAAAJSG2+E2JCREP/74Y5H2zz//3LlzAgAAAOAJbofbu+++WxMmTFBqaqpsNpsKCgr08ccfa9y4cRo8eHB51AgAAACUiNvh9qmnnlLDhg0VGRmpnJwcRUVFqWPHjmrXrp2mTJlSHjUCAAAAJeL2Prd+fn5atGiRHn/8ce3fv185OTm68cYbVb9+/fKoDwAAACgxt8NtoVq1aqlWrVplWQsAAABwSUoUbseMGVPiAZ955plSFwMAAABcihKF288//7xEg9lstksqBgAAALgUJQq3W7ZsKe86AAAAgEvm9m4Jv/X999/r+++/L6taAAAAgEvidrgtKCjQ9OnT5XA4VLt2bdWuXVshISGaMWOGCgoKyqNGAAAAoETc3i3hscce0yuvvKJZs2apffv2kqTt27dr2rRpOnfunGbOnFnmRQIAAAAl4Xa4XbJkiV5++WXddtttzrZmzZrp2muv1aOPPkq4BQAAgMe4vSwhIyNDDRs2LNLesGFDZWRklElRAAAAQGm4HW6bN2+uefPmFWmfN2+emjdvXiZFAQAAAKXh9rKE2bNnKzY2Vps2bVJ0dLQkKTk5WSkpKVq/fn2ZFwgAAACUlNszt506ddLXX3+tO+64Q5mZmcrMzNSdd96pQ4cO6ZZbbimPGgEAAIAScXvmVpJq1KjBi2MAAACocEoVbjMzM/Xpp58qPT29yN62gwcPLpPCAAAAAHe5HW7Xrl2rQYMGKScnR3a7XTabzXnOZrMRbgEAAOAxbq+5HTt2rB588EHl5OQoMzNTP//8s/NgKzAAAAB4ktvh9ocfftDIkSNVqVKl8qgHAAAAKDW3w23Pnj21a9eu8qgFAAAAuCQlWnO7Zs0a5z/HxsZq/PjxOnjwoJo2bSpfX1+Xvr/9Wl4AAADgcipRuO3Xr1+RtunTpxdps9lsys/Pv+SiAAAAgNIoUbj9/XZfAAAAQEXk9ppbAAAAoKIqcbjdvHmzoqKilJ2dXeRcVlaWGjdurG3btpVpcQAAAIA7Shxun332WQ0bNkx2u73IOYfDoUceeURz584t0+IAAAAAd5Q43P73v/9Vr169Lno+JiZGu3fvLpOiAAAAgNIocbhNS0srsu3Xb/n4+OjkyZNlUhQAAABQGiUOt9dee632799/0fNffPGFqlev7tbNExIS1Lp1awUHByssLEz9+vXToUOHXPqcO3dOcXFxqlq1qoKCgtS/f3+lpaW59Dl+/LhiY2NVqVIlhYWFafz48bpw4YJbtQAAAODKV+Jw26dPHz3++OM6d+5ckXO//PKLpk6dqltvvdWtm2/dulVxcXHauXOnkpKSlJeXp5iYGJ05c8bZZ/To0Vq7dq1WrFihrVu36sSJE7rzzjud5/Pz8xUbG6vz589rx44dWrJkiRITE/WPf/zDrVoAAABw5bMZY0xJOqalpemmm26St7e34uPj1aBBA0nSV199pfnz5ys/P1979uxReHh4qYs5efKkwsLCtHXrVnXs2FFZWVmqVq2ali1bpgEDBjjv16hRIyUnJ6tt27Z67733dOutt+rEiRPOey9cuFATJkzQyZMn5efn96f3zc7OlsPhUFZWVrEvzFlVSkqK5syZo5q97lFAaJinywEAACVwLiNd329YprFjxyoyMtLT5Vw2Jc1rJZ65DQ8P144dO9SkSRNNmjRJd9xxh+644w5NnjxZTZo00fbt2y8p2Eq/bikmSaGhoZKk3bt3Ky8vT927d3f2adiwoWrVqqXk5GRJUnJyspo2bepy7549eyo7O1sHDhwo9j65ubnKzs52OQAAAHDlK9E3lBWqXbu21q9fr59//lnffPONjDGqX7++qlSpcsmFFBQUaNSoUWrfvr2aNGkiSUpNTZWfn59CQkJc+oaHhys1NdXZ5/ehuvBzYZ/fS0hI0BNPPHHJNQMAAKBicSvcFqpSpYpat25dpoXExcVp//792r59e5mOW5xJkyZpzJgxzs/Z2dlX1bQ+AACAVZUq3Ja1+Ph4rVu3Ttu2bVPNmjWd7RERETp//rwyMzNdZm/T0tIUERHh7PPpp5+6jFe4m0Jhn9/z9/eXv79/GT8FAAAAPK3Ea27LgzFG8fHxWrVqlTZv3qw6deq4nG/ZsqV8fX31wQcfONsOHTqk48ePKzo6WpIUHR2tffv2KT093dknKSlJdrtdUVFRl+dBAAAAUCF4dOY2Li5Oy5Yt0+rVqxUcHOxcI+twOBQYGCiHw6GhQ4dqzJgxCg0Nld1u14gRIxQdHa22bdtK+vWb0aKionTfffdp9uzZSk1N1ZQpUxQXF8fsLAAAwFXGo+F2wYIFkqTOnTu7tC9evFj333+/JGnu3Lny8vJS//79lZubq549e+rFF1909vX29ta6des0fPhwRUdHq3LlyhoyZIimT59+uR4DAAAAFYRHw21JttgNCAjQ/PnzNX/+/Iv2KdzFAQAAAFc3j665BQAAAMoS4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACW4ePpAuB5eVkZni4BAACUEP/d/mOE26tYUFCQfHx9lZa8wdOlAAAAN/j4+iooKMjTZVRINmOM8XQRnpadnS2Hw6GsrCzZ7XZPl3NZ/fzzz8rJyfF0GQDKWFpampYuXap7771X4eHhni4HQBkLCgpSlSpVPF3GZVXSvMbM7VWuSpUqV93/OYCrSXh4uCIjIz1dBgBcNrxQBgAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDI+G223btqlv376qUaOGbDab3nnnHZfzOTk5io+PV82aNRUYGKioqCgtXLjQpc+5c+cUFxenqlWrKigoSP3791daWtplfAoAAABUFB4Nt2fOnFHz5s01f/78Ys+PGTNGGzZs0NKlS/Xll19q1KhRio+P15o1a5x9Ro8erbVr12rFihXaunWrTpw4oTvvvPNyPQIAAAAqEI9+Q1nv3r3Vu3fvi57fsWOHhgwZos6dO0uSHn74Yb300kv69NNPddtttykrK0uvvPKKli1bpq5du0qSFi9erEaNGmnnzp1q27bt5XgMAAAAVBAVes1tu3bttGbNGv3www8yxmjLli36+uuvFRMTI0navXu38vLy1L17d+c1DRs2VK1atZScnOypsgEAAOAhHp25/TMvvPCCHn74YdWsWVM+Pj7y8vLSokWL1LFjR0lSamqq/Pz8FBIS4nJdeHi4UlNTLzpubm6ucnNznZ+zs7PLpX4AAABcXhV65vaFF17Qzp07tWbNGu3evVtz5sxRXFycNm3adEnjJiQkyOFwOI/IyMgyqhgAAACeVGFnbn/55RdNnjxZq1atUmxsrCSpWbNm2rt3r55++ml1795dEREROn/+vDIzM11mb9PS0hQREXHRsSdNmqQxY8Y4P2dnZxNwAQAALKDCztzm5eUpLy9PXl6uJXp7e6ugoECS1LJlS/n6+uqDDz5wnj906JCOHz+u6Ojoi47t7+8vu93ucgAAAODK59GZ25ycHH3zzTfOz8eOHdPevXsVGhqqWrVqqVOnTho/frwCAwNVu3Ztbd26Va+99pqeeeYZSZLD4dDQoUM1ZswYhYaGym63a8SIEYqOjmanBAAAgKuQR8Ptrl271KVLF+fnwqUCQ4YMUWJiopYvX65JkyZp0KBBysjIUO3atTVz5kz97W9/c14zd+5ceXl5qX///srNzVXPnj314osvXvZnAQAAgOfZjDHG00V4WnZ2thwOh7KysliiAMASUlJSNGfOHI0dO5Z3CgBYQknzWoVdcwsAAAC4i3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAy/BouN22bZv69u2rGjVqyGaz6Z133inS58svv9Rtt90mh8OhypUrq3Xr1jp+/Ljz/Llz5xQXF6eqVasqKChI/fv3V1pa2mV8CgAAAFQUHg23Z86cUfPmzTV//vxizx85ckQdOnRQw4YN9eGHH+qLL77Q448/roCAAGef0aNHa+3atVqxYoW2bt2qEydO6M4777xcjwAAAIAKxMeTN+/du7d69+590fOPPfaY+vTpo9mzZzvb6tWr5/znrKwsvfLKK1q2bJm6du0qSVq8eLEaNWqknTt3qm3btuVXPAAAACqcCrvmtqCgQO+++65uuOEG9ezZU2FhYbr55ptdli7s3r1beXl56t69u7OtYcOGqlWrlpKTky86dm5urrKzs10OAAAAXPkqbLhNT09XTk6OZs2apV69emnjxo264447dOedd2rr1q2SpNTUVPn5+SkkJMTl2vDwcKWmpl507ISEBDkcDucRGRlZno8CAACAy6TChtuCggJJ0u23367Ro0erRYsWmjhxom699VYtXLjwksaeNGmSsrKynEdKSkpZlAwAAAAP8+ia2z9yzTXXyMfHR1FRUS7tjRo10vbt2yVJEREROn/+vDIzM11mb9PS0hQREXHRsf39/eXv718udQMAAMBzKuzMrZ+fn1q3bq1Dhw65tH/99deqXbu2JKlly5by9fXVBx984Dx/6NAhHT9+XNHR0Ze1XgAAAHieR2duc3Jy9M033zg/Hzt2THv37lVoaKhq1aql8ePH6y9/+Ys6duyoLl26aMOGDVq7dq0+/PBDSZLD4dDQoUM1ZswYhYaGym63a8SIEYqOjmanBAAAgKuQR8Ptrl271KVLF+fnMWPGSJKGDBmixMRE3XHHHVq4cKESEhI0cuRINWjQQCtXrlSHDh2c18ydO1deXl7q37+/cnNz1bNnT7344ouX/VkAAADgeTZjjPF0EZ6WnZ0th8OhrKws2e12T5cDAJcsJSVFc+bM0dixY9kRBoAllDSvVdg1twAAAIC7CLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMvw8XQBAC6P8+fPKy0tzdNl4DIp/F3zO7+6hIeHy8/Pz9NlAB5FuAWuEmlpaZozZ46ny8BltnTpUk+XgMto7NixioyM9HQZgEcRboGrRHh4uMaOHevpMgCUo/DwcE+XAHgc4Ra4Svj5+TGjAwCwPF4oAwAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGX4eLqAisAYI0nKzs72cCUAAAAoTmFOK8xtF0O4lXT69GlJUmRkpIcrAQAAwB85ffq0HA7HRc/bzJ/F36tAQUGBTpw4oeDgYNlsNk+XAwCXLDs7W5GRkUpJSZHdbvd0OQBwyYwxOn36tGrUqCEvr4uvrCXcAoAFZWdny+FwKCsri3AL4KrCC2UAAACwDMItAAAALINwCwAW5O/vr6lTp8rf39/TpQDAZcWaWwAAAFgGM7cAAACwDMItAAAALINwCwAAAMsg3AIAAMAyCLcAAACwDMItAAAALINwCwAAAMsg3AIAAMAy/h/mSHRiApChSQAAAABJRU5ErkJggg==\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "1. **Correlation Matrix:** The method `create_correlation_heatmap()` visualizes the correlations between all numerical variables in the dataset, which helps identify relationships (positive or negative) between factors like `Age`, `Blood Pressure`, and `Cholesterol`.\n", + "\n", + "2. **Distribution of Key Variables:** The `plot_distribution()` method generates histograms to examine the distribution of key numerical variables. This helps us assess whether the data is normally distributed or skewed.\n", + "\n", + "3. **Boxplots for Distribution:** The `creating_boxplot()` method displays boxplots, which provide a summary of the distribution of the data, highlight the quartiles, and show any outliers.\n", + "\n", + "---" + ], + "metadata": { + "id": "ritjggrp-MEi" + } + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "## 6. **Categorical Data Analysis**\n", + " **Objective:** Investigate the impact of categorical variables, such as gender and chest pain type, on the risk of heart attacks.\n", + " \n", + " - **Bar Charts for Categorical Data:** Using the `vertical_bar_chart()` method, I will compare the average values of cholesterol, age, and maximum heart rate achieved across different chest pain types and genders.\n", + " \n", + " _Goal:_ This will allow me to see if specific categories (e.g., certain chest pain types or gender) are associated with higher or lower risk factors for heart attacks.\n", + "\n", + " - **Pie Charts:** I will visualise categorical data (e.g., distribution of gender and chest pain type) with `show_piechart()` to better understand the demographic composition of the dataset.\n" + ], + "metadata": { + "id": "3UT-ejBHxHy8" + } + }, + { + "cell_type": "code", + "source": [ + "# List of key numerical variables and categorical variables\n", + "categorical_columns = df.select_dtypes(include=['object']).columns.tolist()\n", + "\n", + "# Create bar charts comparing average values across different categories\n", + "for cat in categorical_columns:\n", + " for num in numerical_columns:\n", + " dsv.vertical_bar_chart(df, x_column=cat, y_column=num, x_name=cat, y_name=num)\n", + " dsv.show_piechart(df,name_group_col=cat,name_data_col=num)\n", + " dsv.show_piechart(df,name_group_col=cat,name_data_col=num,kind_group=\"sum\")\n", + "\n" + ], + "metadata": { + "id": "5PvJEqBjxJ4w", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "outputId": "05371d7b-46b4-4893-89e9-06c4adf5b8da" + }, + "execution_count": 7, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnwAAAKSCAYAAABIowakAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABvZ0lEQVR4nO3dd3hUVeLG8XdKMuk9IYUqvSkIFkRFBUEEFRuCrChKUXAVd9XVdXXtiutaVldXXdeCbRU7NlCxobIIoigQQu89CenJzNzfH0h+RkhImeTM3Pl+nicPZDKZeWcyc/Pm3HvOdViWZQkAAAC25TQdAAAAAM2LwgcAAGBzFD4AAACbo/ABAADYHIUPAADA5ih8AAAANkfhAwAAsDkKHwAAgM1R+AAAAGyOwhciHA6Hbr311ha/388++0wOh0OfffZZi993OPD7/erVq5fuuusu01FaRFVVldq0aaPHHnvMdJSAOOmkk3TSSSc1+Xb2v89mzZrV9FBhoLHbw2effVYOh0Pfffdd4EMZEuzbELu950MZhc+Q/RueX39kZGTo5JNP1gcffGA6XoP99vFERUWpS5cuuvLKK7V9+3bT8YLWyy+/rI0bN+rKK680HaWG9u3ba+TIkQf9WlPKSUREhP7whz/orrvuUnl5+SGvv27dOjkcDt1///0Nvi8c6NZbb5XD4dCuXbsO+vW6fu7NpX379tXbDafTqaSkJPXu3VuTJ0/WggULWjRLY7z//vtG/hjfL1i3Ifs19D2P5kPhM+z222/XzJkz9fzzz+v666/Xzp07dfrpp2v27NmmozXK/sfz6KOP6rjjjtPjjz+uAQMGqLS01HS0oPS3v/1NY8aMUWJioukoLWbChAnatWuXXnrpJdNRECT69OlTvR285557dPLJJ+vdd9/Vscceqz/84Q8HXL+srEx/+ctfDCQ90Pvvv6/bbrvN2P2HwjaE93xwcJsOEO6GDx+u/v37V39+2WWXqVWrVnr55Zdb/C/tQPj145k4caJSU1P1wAMP6O2339bYsWMP+j0lJSWKjY1tyZhNYlmWysvLFR0d3aTb+f777/XDDz/o73//e4CShYakpCQNHTpUzz77rC699FLTcRAEcnJy9Lvf/a7GZTNmzNCFF16oBx98UJ07d9YVV1xR/bWoqKiWjhiUQmUbwns+ODDCF2SSkpIUHR0tt/vQXfz777/X8OHDlZCQoLi4OA0ePFjffvvtAddbs2aNzj//fKWkpCgmJkbHHnus3nvvvQOut2nTJo0aNUqxsbHKyMjQNddco4qKiiY9nlNOOUWStHbtWknSJZdcori4OK1evVqnn3664uPjNW7cOEn7jkV56KGH1LNnT0VFRalVq1aaMmWK8vPza9zmd999p2HDhiktLU3R0dHq0KHDARuRV155Rf369VN8fLwSEhLUu3dvPfzww9Vf379r67f275pet25d9WX7d3N99NFH6t+/v6Kjo/XEE09IkgoKCjR9+nS1adNGHo9HnTp10owZM+T3+w/53Lz11luKjIzUiSeeWOPy/dlWrlyp3/3ud0pMTFR6erpuvvlmWZaljRs36qyzzlJCQoIyMzMP2Njv3+X66quv6rbbblNOTo7i4+N13nnnqbCwUBUVFZo+fboyMjIUFxenCRMmNPnnvP9++/fvr6ioKHXs2FFPPPFErc/zqaeeqq+++kp79uxp8v1KUkVFhf7617+qU6dO8ng8atOmja6//voaj6tXr146+eSTD/hev9+vnJwcnXfeeTUuq89r8WAeeeQR9ezZUzExMUpOTlb//v3rPbLh8/n05z//WZmZmYqNjdWZZ56pjRs3Vn/9r3/9qyIiIrRz584Dvnfy5MlKSkoK+G6z+++/X8cdd5xSU1MVHR2tfv36HXR3/ty5c3X88ccrKSlJcXFx6tq1q/785z83+n6jo6M1c+ZMpaSk6K677pJlWdVf++0xfOvXr9fUqVPVtWtXRUdHKzU1Veeff36N9/GvlZaWasqUKUpNTVVCQoLGjx9/0J/tBx98oBNOOEGxsbGKj4/XiBEj9PPPP1d//ZJLLtE///nP6kz7P/YL5DbtYGrbhhQVFWn69Olq3769PB6PMjIydOqpp2rx4sXV12nfvr0uueSSA27zt8elBmp7Euj3PBqOET7DCgsLtWvXLlmWpR07duiRRx5RcXHxAX/t/tbPP/+sE044QQkJCbr++usVERGhJ554QieddJI+//xzHXPMMZKk7du367jjjlNpaamuuuoqpaam6rnnntOZZ56pWbNm6eyzz5a0bxfJ4MGDtWHDBl111VXKzs7WzJkz9emnnzbp8a1evVqSlJqaWn2Z1+vVsGHDdPzxx+v+++9XTEyMJGnKlCl69tlnNWHCBF111VVau3atHn30UX3//feaP3++IiIitGPHDg0dOlTp6em64YYblJSUpHXr1umNN96ovv25c+dq7NixGjx4sGbMmCFJWr58uebPn6+rr766UY8jNzdXY8eO1ZQpUzRp0iR17dpVpaWlGjRokDZv3qwpU6aobdu2+vrrr3XjjTdq69ateuihh+q8za+//lq9evVSRETEQb9+wQUXqHv37rr33nv13nvv6c4771RKSoqeeOIJnXLKKZoxY4ZefPFFXXvttTrqqKMO2Ojfc889io6O1g033KBVq1bpkUceUUREhJxOp/Lz83Xrrbfq22+/1bPPPqsOHTrolltuqfH9VVVVBz3Wq7Cw8IDLvv/+e5122mnKysrSbbfdJp/Pp9tvv13p6ekHfWz9+vWTZVn6+uuvmzyS7ff7deaZZ+qrr77S5MmT1b17dy1dulQPPvigVq5cqbfeekvSvufz1ltv1bZt25SZmVn9/V999ZW2bNmiMWPGVF9Wn9fiwTz11FO66qqrdN555+nqq69WeXm5fvzxRy1YsEAXXnjhIR/LXXfdJYfDoT/96U/asWOHHnroIQ0ZMkRLlixRdHS0LrroIt1+++3673//W+OYrcrKSs2aNUvnnntuvUa/avule7A/VB5++GGdeeaZGjdunCorK/XKK6/o/PPP1+zZszVixAhJ+7ZHI0eO1OGHH67bb79dHo9Hq1at0vz58w+ZpS5xcXE6++yz9fTTT2vZsmXq2bPnQa+3cOFCff311xozZoxat26tdevW6fHHH9dJJ52kZcuWVW9j9rvyyiuVlJSkW2+9Vbm5uXr88ce1fv366nIjSTNnztTFF1+sYcOGacaMGSotLdXjjz+u448/Xt9//73at2+vKVOmaMuWLZo7d65mzpx5QK5AbdNqU9s25PLLL9esWbN05ZVXqkePHtq9e7e++uorLV++XEceeWR9n/4amro9CeR7Ho1kwYhnnnnGknTAh8fjsZ599tkDri/J+utf/1r9+ahRo6zIyEhr9erV1Zdt2bLFio+Pt0488cTqy6ZPn25Jsr788svqy4qKiqwOHTpY7du3t3w+n2VZlvXQQw9ZkqxXX321+nolJSVWp06dLEnWvHnz6vV4Pv74Y2vnzp3Wxo0brVdeecVKTU21oqOjrU2bNlmWZVkXX3yxJcm64YYbanz/l19+aUmyXnzxxRqXf/jhhzUuf/PNNy1J1sKFC2vNcvXVV1sJCQmW1+ut9Tp//etfrYO9/Pc/jrVr11Zf1q5dO0uS9eGHH9a47h133GHFxsZaK1eurHH5DTfcYLlcLmvDhg213r9lWVbr1q2tc889t9ZskydPrr7M6/VarVu3thwOh3XvvfdWX56fn29FR0dbF198cfVl8+bNsyRZvXr1siorK6svHzt2rOVwOKzhw4fXuL8BAwZY7dq1q3HZ/sdc18drr71Wff0zzjjDiomJsTZv3lx9WV5enuV2uw/6PG/ZssWSZM2YMaPO52jt2rWWJOtvf/tbrdeZOXOm5XQ6a7zGLcuy/vWvf1mSrPnz51uWZVm5ubmWJOuRRx6pcb2pU6dacXFxVmlpqWVZ9X8tWpZlDRo0yBo0aFD152eddZbVs2fPOh/Twez/meXk5Fh79+6tvvzVV1+1JFkPP/xw9WUDBgywjjnmmBrf/8Ybb9Trfbr/tVXXx4gRI2p8z/7nZb/KykqrV69e1imnnFJ92YMPPmhJsnbu3NnQh261a9fugPv8tf23/fbbb1df9tvt4W8zWpZlffPNN5Yk6/nnn6++bP/7u1+/fjXeG/fdd1+N+ygqKrKSkpKsSZMm1bjNbdu2WYmJiTUunzZt2kFf44HcptWmtm1IYmKiNW3atDq/t127djW2G/v99jUdiO2JZdX/PY/mwy5dw/75z39q7ty5mjt3rl544QWdfPLJmjhxYp1/3fl8Ps2ZM0ejRo3SYYcdVn15VlaWLrzwQn311Vfau3evpH0HFB999NE6/vjjq68XFxenyZMna926dVq2bFn19bKysmrs1oqJidHkyZMb9HiGDBmi9PR0tWnTRmPGjFFcXJzefPNN5eTk1Ljer4/HkaTXXntNiYmJOvXUU7Vr167qj379+ikuLk7z5s2TtG+XtyTNnj1bVVVVB82QlJSkkpISzZ07t0HZ69KhQwcNGzbsgMwnnHCCkpOTa2QeMmSIfD6fvvjiizpvc/fu3UpOTq716xMnTqz+v8vlUv/+/WVZli677LLqy5OSktS1a1etWbPmgO8fP358jb/8jznmGFmWdcCuomOOOUYbN26U1+s94PL9r81ff/x2xqzP59PHH3+sUaNGKTs7u/ryTp06afjw4Qd9bPsfd22zRRvitddeU/fu3dWtW7caP4f9hxPsf+106dJFffr00X//+98a2WfNmqUzzjij+pjM+r4WDyYpKUmbNm3SwoULG/VYxo8fr/j4+OrPzzvvPGVlZen999+vcZ0FCxZUj55L0osvvqg2bdpo0KBB9bqf119//aA/21atWh1w3V8fq5qfn6/CwkKdcMIJNXYP7n9fvv322/U6nKEh4uLiJO3bTVmbX2esqqrS7t271alTJyUlJdXIud/kyZNrvDeuuOIKud3u6ud57ty5Kigo0NixY2u8Blwul4455pg6XwP7BXKbVpvatiFJSUlasGCBtmzZ0qDbq0tTtyeBfM+jcdila9jRRx9dY9LG2LFj1bdvX1155ZUaOXKkIiMjD/ienTt3qrS0VF27dj3ga927d5ff79fGjRvVs2dPrV+/vnr37m+vJ+079qVXr15av369OnXqdMDxVge7j7r885//VJcuXeR2u9WqVSt17dpVTmfNvyvcbrdat25d47K8vDwVFhYqIyPjoLe7Y8cOSdKgQYN07rnn6rbbbtODDz6ok046SaNGjdKFF14oj8cjSZo6dapeffVVDR8+XDk5ORo6dKhGjx6t0047rUGP5dc6dOhwwGV5eXn68ccfa91tuT9zXaxfHZf0W23btq3xeWJioqKiopSWlnbA5bt3767X90tSmzZtDrjc7/ersLCwxq73tLQ0DRky5IDb/e3xpTt27FBZWZk6dep0wHUPdpn0/4/7YMf3NVReXp6WL19er5/DBRdcoD//+c/avHmzcnJy9Nlnn2nHjh264IILatxefV6LB/OnP/1JH3/8sY4++mh16tRJQ4cO1YUXXqiBAwfW67F07ty5xucOh0OdOnWqcSzaBRdcoOnTp+vFF1/ULbfcosLCQs2ePVvXXHNNvZ/PE0888YDXkXTwyRCzZ8/WnXfeqSVLltQ4NuvX93XBBRfo3//+tyZOnKgbbrhBgwcP1jnnnKPzzjvvgPd/QxUXF0tSjSL8W2VlZbrnnnv0zDPPaPPmzTXeVwc7BOG3z3NcXJyysrKqn+e8vDxJ/38M8m8lJCQcMncgt2l1Odg25L777tPFF1+sNm3aqF+/fjr99NM1fvz4GgMEDdXU7Ukg3/NoHApfkHE6nTr55JP18MMPKy8vr9ZjVoLVbwvswXg8ngN+Cfj9fmVkZOjFF1886Pfs/2W+f/23b7/9Vu+++64++ugjXXrppfr73/+ub7/9VnFxccrIyNCSJUv00Ucf6YMPPtAHH3ygZ555RuPHj9dzzz1XfTsH4/P5Dnr5wWbk+v1+nXrqqbr++usP+j1dunQ5+BPwi9TU1DonAbhcrnpdJh18o1/bdRtyG81l/+M+WOloKL/fr969e+uBBx446Nd//Qvpggsu0I033qjXXntN06dP16uvvqrExMQafwzU97V4MN27d1dubq5mz56tDz/8UK+//roee+wx3XLLLQFbuiM5OVkjR46sLnyzZs1SRUXFIY/7bYwvv/xSZ555pk488UQ99thjysrKUkREhJ555pkaE1Gio6P1xRdfaN68eXrvvff04Ycf6r///a9OOeUUzZkzp9bXXH389NNPkmr/40GSfv/73+uZZ57R9OnTNWDAACUmJsrhcGjMmDGNGnHc/z0zZ86scbznfvWZVBfIbVptatuGjB49WieccILefPNNzZkzR3/72980Y8YMvfHGG9Wj7nVtAxuy7anv9iSQ73k0DoUvCO0fCt//l+1vpaenKyYmRrm5uQd8bcWKFXI6ndW/5Nq1a1fr9fZ/ff+/P/30kyzLqrEhONj3NoeOHTvq448/1sCBA+u13Mmxxx6rY489VnfddZdeeukljRs3Tq+88kr1btDIyEidccYZOuOMM+T3+zV16lQ98cQTuvnmm9WpU6fq3QsFBQXVu1SkfSOeDclcXFx80FGw+ujWrVv17OVQlpGRoaioKK1ateqArx3sMun/Z23vH2luio4dO+qHH37Q4MGDDzl60KFDBx199NHVkx7eeOMNjRo1qsZISkNfi78VGxurCy64QBdccIEqKyt1zjnn6K677tKNN954yAkV+0eW9rMsS6tWrdLhhx9e4/Lx48frrLPO0sKFC/Xiiy+qb9++zfLH4euvv66oqCh99NFHNZ6jZ5555oDrOp1ODR48WIMHD9YDDzygu+++WzfddJPmzZvX6PdIcXGx3nzzTbVp06bO18qsWbN08cUX15ixXl5eroKCgoNePy8vr8aM7eLiYm3dulWnn366pH2vAWnfa/tQ2Wt7zQV6m3YwdW1DsrKyNHXqVE2dOlU7duzQkUceqbvuuqu68CUnJx/0+Vm/fn2TRgJrE8j3PBqHY/iCTFVVlebMmaPIyMha3xgul0tDhw7V22+/XWNXz/bt2/XSSy/p+OOPr97lcPrpp+t///ufvvnmm+rrlZSU6Mknn1T79u3Vo0eP6utt2bKlxnILpaWlevLJJ5vhUR5o9OjR8vl8uuOOOw74mtfrrd4w5efnH/CXY58+fSSpenfTb3dvOp3O6l+Y+6+zf4P+6+PsSkpKqkcA65v5m2++0UcffXTA1woKCg44huW3BgwYoJ9++ikgS6KY5HK5NGTIEL311ls1jhlatWpVrWeNWbRokRwOhwYMGNDk+x89erQ2b96sp5566oCvlZWVqaSkpMZlF1xwgb799lv95z//0a5du2rszt1/e/V5LR7Mb197kZGR6tGjhyzLqtfxWc8//3yNY9VmzZqlrVu3HnAs5PDhw5WWlqYZM2bo888/b5bRPWnfz9bhcNQY+V63bl31zOf9Djbr97fvy4YqKyvTRRddpD179uimm26qs8y7XK4DtguPPPJIrSP2Tz75ZI2fx+OPPy6v11v9PA8bNkwJCQm6++67D/pz+/WyOPvXEP3t6yKQ27TaHGwb4vP5DtiNnZGRoezs7BrX69ixo7799ltVVlZWXzZ79uwaywAFUiDf82gcRvgM++CDD6pH23bs2KGXXnpJeXl5uuGGG+o8TuTOO++sXvdq6tSpcrvdeuKJJ1RRUaH77ruv+no33HCDXn75ZQ0fPlxXXXWVUlJS9Nxzz2nt2rV6/fXXq3etTpo0SY8++qjGjx+vRYsWKSsrSzNnzjxgOYPmMmjQIE2ZMkX33HOPlixZoqFDhyoiIkJ5eXl67bXX9PDDD+u8887Tc889p8cee0xnn322OnbsqKKiIj311FNKSEio/ut84sSJ2rNnj0455RS1bt1a69ev1yOPPKI+ffpUl+ihQ4eqbdu2uuyyy3TdddfJ5XLpP//5j9LT07Vhw4Z6Zb7uuuv0zjvvaOTIkbrkkkvUr18/lZSUaOnSpZo1a5bWrVtX5+6Ls846S3fccYc+//xzDR06tOlPokG33nqr5syZo4EDB+qKK66Qz+fTo48+ql69emnJkiUHXH/u3LkaOHBgjWN86vLJJ58cdH25UaNG6aKLLtKrr76qyy+/XPPmzdPAgQPl8/m0YsUKvfrqq9XrJ+43evRoXXvttbr22muVkpJywAhOfV+LBzN06FBlZmZq4MCBatWqlZYvX65HH31UI0aMqPMYtP1SUlJ0/PHHa8KECdq+fbseeughderUSZMmTapxvYiICI0ZM0aPPvqoXC5XrYuaN9WIESP0wAMP6LTTTtOFF16oHTt26J///Kc6deqkH3/8sfp6t99+u7744guNGDFC7dq1044dO/TYY4+pdevWNSaM1Wbz5s164YUXJO0bbVu2bJlee+01bdu2TX/84x81ZcqUOr9/5MiRmjlzphITE9WjRw998803+vjjj2t9fVVWVmrw4MEaPXq0cnNz9dhjj+n444/XmWeeKWnfMXqPP/64LrroIh155JEaM2ZM9bbhvffe08CBA/Xoo49K2rfciCRdddVVGjZsmFwul8aMGRPQbVptDrYNKSoqUuvWrXXeeefpiCOOUFxcnD7++GMtXLiwxgjoxIkTNWvWLJ122mkaPXq0Vq9erRdeeKH6j+FAa+h7Hs2gxecFw7Ksgy/LEhUVZfXp08d6/PHHLb/fX+P6+s0yBJZlWYsXL7aGDRtmxcXFWTExMdbJJ59sff311wfc1+rVq63zzjvPSkpKsqKioqyjjz7amj179gHXW79+vXXmmWdaMTExVlpamnX11VdXLyFQ32VZDrW0wMUXX2zFxsbW+vUnn3zS6tevnxUdHW3Fx8dbvXv3tq6//npry5Yt1Y957NixVtu2bS2Px2NlZGRYI0eOtL777rvq25g1a5Y1dOhQKyMjw4qMjLTatm1rTZkyxdq6dWuN+1q0aJF1zDHHVF/ngQceqHVZltqWjSgqKrJuvPFGq1OnTlZkZKSVlpZmHXfccdb9999fYwmD2hx++OHWZZddVuOy/Utn/HaJi9qeu0GDBtVYCmT/Mgq/XjbFsmr/GR3s/up6zLXd/ieffGL17dvXioyMtDp27Gj9+9//tv74xz9aUVFRNa5XUFBgRUZGWv/+978Pevu/tn9Zlto+Zs6caVnWvqVCZsyYYfXs2dPyeDxWcnKy1a9fP+u2226zCgsLD7jdgQMHWpKsiRMn1nrfh3otWtaBS1g88cQT1oknnmilpqZaHo/H6tixo3XdddcdNMOv7X9OX375ZevGG2+0MjIyrOjoaGvEiBHW+vXrD/o9//vf/yxJ1tChQ+u87V+r7bW138F+7k8//bTVuXNny+PxWN26dbOeeeaZA5Y1+uSTT6yzzjrLys7OtiIjI63s7Gxr7NixByxZVNt97v95OhwOKyEhwerZs6c1adIka8GCBQf9nt9uD/Pz860JEyZYaWlpVlxcnDVs2DBrxYoVByw9sv898Pnnn1uTJ0+2kpOTrbi4OGvcuHHW7t27D7ifefPmWcOGDbMSExOtqKgoq2PHjtYll1xSY3vj9Xqt3//+91Z6errlcDgOWKIlENu0uvx2G1JRUWFdd9111hFHHGHFx8dbsbGx1hFHHGE99thjB3zv3//+dysnJ8fyeDzWwIEDre+++67WZVmasj1pyHsezcdhWS14pDaAGmbOnKlp06Zpw4YNNY4ltItRo0bp559/rnFs2kMPPaT77rtPq1evbvLp6cLZDz/8oD59+uj555/XRRddZDoODAmFbQjv+eDAMXyAQePGjVPbtm2rT88UysrKymp8npeXp/fff7/GaZqqqqr0wAMP6C9/+Qsb/iZ66qmnFBcXp3POOcd0FBgU7NsQ3vPBgxE+AAGRlZWlSy65RIcddpjWr1+vxx9/XBUVFfr+++8PWPcMjffuu+9q2bJluvnmm3XllVfWuhwNAPwahQ9AQEyYMEHz5s3Ttm3b5PF4NGDAAN19992NPncnDq59+/bavn27hg0bppkzZ9ZrMggAUPgAAABsjmP4AAAAbI7CBwAAYHMUPgAAAJuj8AEAANgchQ8AAMDmKHwAAAA2R+EDAACwOQofAACAzVH4AAAAbI7CBwAAYHMUPgAAAJuj8AEAANgchQ8AAMDmKHwAAAA2R+EDAACwOQofAACAzVH4AAAAbI7CBwAAYHMUPgAAAJuj8AEAANgchQ8AAMDmKHwAAAA2R+EDAACwOQofAACAzVH4AAAAbI7CBwAAYHMUPgAAAJuj8AEAANgchQ8AAMDmKHwAAAA2R+EDAACwOQofAACAzVH4AAAAbI7CBwAAYHMUPgAAAJuj8AEAANgchQ8AAMDmKHwAAAA2R+EDAACwOQofAACAzVH4AAAAbI7CBwAAYHMUPgAAAJuj8AEAANgchQ8AAMDmKHwAAAA2R+EDAACwOQofAACAzVH4AAAAbI7CBwAAYHMUPgAAAJuj8AEAANgchQ8AAMDmKHwAAAA2R+EDAACwOQofAACAzVH4AAAAbI7CBwAAYHMUPgAAAJuj8AEAANgchQ8AAMDmKHwAAAA2R+EDAACwOQofAACAzblNBwCAxrJ8XlkVJbIqSmVVlsqqKJN8XsnyS5Zflt8v+X37Pvf7Jcu37zLL98vnfsnhlNyRckR45IjwSO59/zrcHikiUo5fPleERw6ny/RDBoBGofABCBpWVbn8e3fJv3fnvo/iPbLKiqo//OVFskqLZJUXy6ookXxVLRvQ6ZYjMkqOmAQ5Y5LliE2SMzZRjthkOWOT5IhJlDN2/+VJcnhiWjYfANTCYVmWZToEAPuz/D75i3bL2l/m9u78pdzt+OXfXbLK9pqOGVjuSDljk+SMT5czJUvO5Cy5krLkTMmWKzlbjqhY0wkBhAkKH4CAsnxe+fdskW/Xhv//2LlB/vzN+3a3opojOmFfCUzeVwadydn7/p/aWs7oeNPxANgIhQ9Ao+wrdpurC93+cuffs0XyU+yaypmQLldmR7ladZSr1WFyZ3aUMyHddCwAIYrCB6BefAXb5Nu8Qt7NufJuWSHf9jWM2LUwR3SCXK0Okyuzo9ytOsqV2VHOlGw5HCy4AKBuFD4AB7Aqy+Xdkivvltx9JW9LrqySAtOxcDARUXK36ih3mx5yt+0ld+seTBYBcAAKHwD59+5U1bol8m5aId+WXPl2rt+3ZAlCj8O5bwSwbS+52/SSu01PjgcEQOEDwpFVWaaq9T/Ku/Z7Va35Xv49m0xHQnNxOOVKb7evALbtLXebXnLGJppOBaCFUfiAMGBZfvm25qlqzffyrv1e3s0rmFgRxpxp7RTRsZ8iOh8jd+vuLCgNhAEKH2BTvsId8q5ZrKq1i+Vd/6OssiLTkRCEHNHxijisnyI6HS13x35yRsWZjgSgGVD4ABvx7d6kyhVfqWrF/H2zaIGGcLrkbt1DEZ2PUUTno+VKyTGdCECAUPiAEOfbsU6VK+arcsV8+XetNx0HNuJMyVFE56MV0flYudv0YPkXIIRR+IAQ5N22WlUr5qsyd778u5lwgebniEtVZPfjFdnjRLlzupmOA6CBKHxAiPBuzVPl8i9Vlfu1/PlbTcdBGHMmtVJk9xMV2fMkuTLam44DoB4ofEAQ85cWqvKnT1X5w8fy7VxnOg5wAFdGB0X2PkWRPU+SMy7FdBwAtaDwAUHG8vvkXbNYFT/MVdWqBZy+DKHB4ZS7Qx95eg9WRJdj5YiIMp0IwK9Q+IAg4duzRZU/zlXF0k9kFe02HQdoNIcnVpG9B8vTb4Rcqa1NxwEgCh9glFVVvm+G7ZI58m78WRJvR9iLu90R8hx5uiK6DmCBZ8AgCh9ggG/PZlUsfEcVP30qVZSajgM0O0dcqjx9hsnT9zQ541NNxwHCDoUPaEFV639Uxf/eUtWqhZLlNx0HaHlOlyI6H7tv1K9DH9NpgLBB4QOameXzqnLZF6r431vybV9tOg4QNJypreU5coQ8R5wqR2S06TiArVH4gGbiLytSxeL3VbHoPVnFTMIAauOIipOn30h5jjpLzpgE03EAW6LwAQHm271Z5f97S5U/fSJVVZiOA4SOiCh5+gxT1DHnyJmQZjoNYCsUPiBAvFtWqnz+y6rKWyhm2wJN4HIrstfJijr2fLlSc0ynAWyBwgc0kXfzCpV9+ZK8axaZjgLYi8OpiK7HKeq40XJndjSdBghpFD6gkbyblqnsy5flXbvYdBTA9tyHHamoAaMV0a636ShASKLwAQ3k3ZKrss9foOgBBrjb9lb0KRPkzu5qOgoQUih8QD15t69R+RczVZX3P9NRgLAX0XWgok8az6nbgHqi8AGH4Nu1UWVfvKCqFfPFZAwgiDhdijz8VEWfOE7OuBTTaYCgRuEDauEvLVT5Fy+o4vsPOSsGEMwiPIo66ixFHXueHFGxptMAQYnCB/yG5fOq4rt3VT7/ZVnlJabjAKgnR3SCoo4bLU+/kXK4I0zHAYIKhQ/4lcqV36rs06fl37PFdBQAjeRMSFfUib9TZO9T5HA4TccBggKFD5Dk27FOpR8/Je+6JaajAAgQV1ZnxQybKnd2F9NRAOMofAhr/pJClX0xU5VLPuI4PcCOHE5FHjFU0SdfImd0vOk0gDEUPoQly1elioXvqHz+f2VVcJweYHeO6ARFn3yJIo8YKofDYToO0OIofAg7VeuXqvSDR+Tfs9l0FAAtzJXTbd9uXk7VhjBD4UPY8JcXq+zT/6hyyRyxnh4QxhxOeY48XVGDLpIzKs50GqBFUPgQFipXzFfpnH/JKt5jOgqAIOGISVL04Evl6T3YdBSg2VH4YGv+ot0q/ehxVa38xnQUAEHK3aanYkZcLVdKjukoQLOh8MGWLMtS5fcfqmzeM0zKAHBoER5Fn3SJPP3PYFIHbInCB9vx7d6k0vf/Ie/Gn01HARBi3G17K2bkNXIltTIdBQgoliCHbVh+n8q+ekV7/30lZQ9Ao3g3LNXef09TxeIPTEdpNMuyNGTIEA0bNuyArz322GNKSkrSpk2bDCSDSYzwwRZ8e7ao5O2/ybd1pekoAGzC3eFIxY64Ws6ENNNRGmzjxo3q3bu3ZsyYoSlTpkiS1q5dq969e+vxxx/XRRddZDghWhojfAh5FT/M0d7/XEXZAxBQ3rWLtfepqar4ca7pKA3Wpk0bPfzww7r22mu1du1aWZalyy67TEOHDlXfvn01fPhwxcXFqVWrVrrooou0a9eu6u+dNWuWevfurejoaKWmpmrIkCEqKeFY6FDHCB9Clr+sSKUfPKKqFfNNRwFgcxGdj1bM8N/LGZdiOkqDjBo1SoWFhTrnnHN0xx136Oeff1bPnj01ceJEjR8/XmVlZfrTn/4kr9erTz/9VFu3blXbtm1133336eyzz1ZRUZG+/PJLjR8/XnFxrFkYyih8CElV65eq5N2/y9q703QUAGHCER2vmNOvUmTX40xHqbcdO3aoZ8+e2rNnj15//XX99NNP+vLLL/XRRx9VX2fTpk1q06aNcnNzVVxcrH79+mndunVq166dweQINHbpIqRYPq/K5j2r4pf+TNkD0KKssiKVvH6XSuc+KcvnNR2nXjIyMjRlyhR1795do0aN0g8//KB58+YpLi6u+qNbt26SpNWrV+uII47Q4MGD1bt3b51//vl66qmnlJ+fb/hRIBDcpgMA9eXbs/mXiRl5pqMACGMVC9+Wd/NyxY66ISSWb3G73XK79/26Ly4u1hlnnKEZM2YccL2srCy5XC7NnTtXX3/9tebMmaNHHnlEN910kxYsWKAOHTq0dHQEECN8CAkVSz7S3qevouwBCAq+LStV9J+rVBliZ/E58sgj9fPPP6t9+/bq1KlTjY/Y2FhJksPh0MCBA3Xbbbfp+++/V2RkpN58803DydFUFD4ENauqXCVv/02l7/9Dqio3HQcAqlnlxSqZdadKP34qZHbxTps2TXv27NHYsWO1cOFCrV69Wh999JEmTJggn8+nBQsW6O6779Z3332nDRs26I033tDOnTvVvXt309HRROzSRdDyFWxTyaw75dux1nQUAKhVxf/eknfTcsWefYNciRmm49QpOztb8+fP15/+9CcNHTpUFRUVateunU477TQ5nU4lJCToiy++0EMPPaS9e/eqXbt2+vvf/67hw4ebjo4mYpYuglLVmkUqeftvssqKTEcBgHpxRMUpZuQ1iuxyrOkowAEofAg6ZV+/qvLPZ0qW33QUAGgwz9FnK/qUCXI4XaajANUofAgaVkWpSmY/qKrcr01HAYAmcbc/QrFn3yhndLzpKIAkCh+ChG/3ZhXPukP+3RtNRwGAgHCmZCvu/L/KldradBSAwgfzKld+q5J3/y5VlJqOAgAB5YiKVezZNyqiQ1/TURDmKHwwxrIslX/xgsrn/1cSL0MANuV0KXrIJEX1P8N0EoQxCh+MsLxVKnn376pa/qXpKADQIjxHnq7ooZczmQNGUPjQ4vxlRSqZdYe8G382HQUAWhSTOWAKhQ8tylewXcX/vUX+3ZtMRwEAI/ZN5rhVrtQc01EQRih8aDHerXkqfvU2WSX5pqMAgFFM5kBLo/ChRVStWqjiN+/lfLgAsJ/TrdgzrlFkz5NMJ0EYoPCh2VV8/6FKP/wnZ84AgAM4FD1koqKOHmU6CGyOwodmVfbZcyr/+lXTMQAgqHkGnKeYkyeYjgEbo/ChWVg+r0rfe0iVP80zHQUAQkLk4UMUc/pVLNuCZkHhQ8BZ3koVv36XvKu/Mx0FAALi3k9W6r5PV9W4rHNarBZcM0iS9Oz/Nuj1H7fohy17VVzh1dq/nKrE6IiG32Z2mnLXb5HDve97//CHP+jZZ59VbGys7r33Xo0bN676uq+99pqef/55vfvuu4F4iLA5t+kAsBerqlzFr90h77olpqMAQEB1y4jTm5ceU/252+mo/n9ZlU+DO6drcOd03T4nt0m3WfzqXxV33s2a/dHHeumllzRnzhzl5eXp0ksv1bBhw5SWlqbCwkLddNNN+vjjjwPz4GB7FD4EjFVZpuL/3irvxp9MRwGAgHM7HWoV7zno164Y2EGS9NWa3U2+Te+6H1T08l+0bFOSTjrpJPXv31/9+/fX9OnTtXbtWqWlpen666/XFVdcobZt2zbuwSDsUPgQEFZFqYr+e4t8m5abjgIAzWLN7lL1uPcTedxOHdU2WbcM7arWSdHNcpu+zSvUeadLTy38Sfn5+VqzZo3KysrUqVMnffXVV1q8eLEee+yxAD0yhAOO4UOT+cuKVPzKLfJtXWk6CgA0i7m5O1RS6VPn9FhtK6rQfZ/maevecs2/6kTFe/5/7OSrNbt15tML6nUMX31uc8bXWzVrWYGiY2N1++23a8SIEerXr5+effZZffPNN3rkkUeUlpamJ598Uj179mzW5wChjcKHJvGXFqr45Zvl277adBQAaDGFZVU6/G/zdOfp3XVR/zbVlzek8NX3Np0prRX/u3vljEvWbbfdpoKCAk2YMEFDhw7V0qVLNXv2bD366KNatGhRwB4f7MdpOgBCl784X0Uv3kjZAxB2EqMj1CktVmt3lzT7bfr3bFLRSzdp2eKFeuGFF3THHXfos88+04knnqj09HSNHj1aixcvVlFRUcCywH4ofGgUf9FuFb14g/w715uOAgAtrrjCq7V7StUqPqpFbtO3c50mjx2l+++5U3FxcfL5fKqqqpKk6n99Pl/AssB+KHxoMP/eXSp64Qb5d28yHQUAWsTNHyzX/LW7tSG/VAvW5+uiFxfJ5XDo3COyJEnbiyq0dMterdldKklatr1IS7fsVX5pZfVtjHp6gZ76Zl29b/PXnv9uo1Ii/Dq5cL78ZUUaOHCgPv30U3377bd68MEH1aNHDyUlJTXrc4DQxixdNIi/tFBFL98kf/4W01EAoMVsKSzXpP8u0Z7SKqXGRurYdsmac/kApcXuW1Llmf+tr7GI8oinvpUkPXru4brwyNaSpLV7SrX7VwXwULe5347iCj3w2Wp9OGWAfNtXq/iVW3TU2Dv1xz/+USNGjFBGRoaee+655n4KEOKYtIF6sypK9x2zt23Voa8MAGg2rpxuih9zhxyeGNNRECLYpYt6sbyVKn7tdsoeAAQB3+YVKn71VlmV5aajIERQ+HBIlt+nkjfvlXfDUtNRAAC/8G78WcWv3SarqsJ0FIQACh/qZFmWSmc/pKq8BaajAAB+w7v+RxW/fpcsPzN0UTcKH+pUNvdJVf70qekYAIBaeNcsUukHj5iOgSBH4UOtyr54URXfvWM6BgDgECp/mKuyL140HQNBjMKHgypf+I7Kv3rJdAwAQD2Vf/WSKn6YYzoGghSFDweoWPqpyuY+aToGAKCBSj94VFWrvzMdA0GIwocaqtb9oNL3HpbE8owAEHL8PhW/ea+8LKGF36DwoZpv10aVvHGX5PeajgIAaKzKMhX/91b5CrabToIgQuGDJMlfUrhvEc/yEtNRAABNZJXkq/i/t8hfVmQ6CoIEhQ+yvFUqfv0O+Qu2mY4CAAgQ/+5NKn7tdlneykNfGbZH4YN2fvySfJuWm44BAAgw36ZlKnnnflkWx2WHOwpfmHv50+2a9nUvFWYdYzoKAKAZVK2Yr/L5/zUdA4ZR+MLY/J8LNfPjbSqucmtq3plalXOG6UgAgGZQ/uWLqlq10HQMGEThC1Nrt5bp/lc3aP8ov2U5dMuKAfokY4LkjjQbDgAQWJZfJe/8Tb49W0wngSEOix37Yaeg2Kur/7lSOwqqDvr1wVk7dJn/Wam0oEVzAQCalzOtnRIu+bsckdGmo6CFMcIXZnx+S/e8vK7WsidJn2zN0K3lU+VLbteCyQAAzc2/a71KZj9oOgYMoPCFmZlzt+nHNYdea29lYZx+v+1SFWce2QKpAAAtpWrFfJV9/arpGGhhFL4w8r8Ve/Xq5zvqff2Cyghdseocrc8Z3oypAAAtrfzzmapas8h0DLQgCl+Y2FFQWWOSRn35LKduXHGCvsq8SHK6myccAKBlWX6VvHWffPlbTSdBC6HwhYEqr193v7ReRWW+Rt/GY3ndNTP+CikqPoDJAACmWOXFKpl1p6zKctNR0AIofGHg6Q+2KndjaZNv54NNWbrbO02+pNYBSAUAMM23c51KP3jEdAy0AAqfzX25tEBvf70rYLf3U36Crtk5UaWtDg/YbQIAzKn8+TNVLP3UdAw0MwqfjW3eVaGHXt8Y8NvdVR6pKWtGa0vO4IDfNgCg5ZV+9BjH89kchc+mKqv8uvuldSqt8DfL7fv8Tl27YrAWZo6RnK5muQ8AQAupLFPJO/fL8jf+WG8ENwqfTT3+7mat2dr8B+I+mHe4Xk2YInlim/2+AADNx7d5hcq/eNF0DDQTCp8NfbusUB8u3NNi9/fWxta635omf0JWi90nACDwyr95TVUbfjIdA82AwmczBcVePfzmpha/38W7k/THPZNVnt6jxe8bABAgll8l79wvf1mR6SQIMAqfzTz61iYVFHuN3Pf2Mo+uWH+hdmQPMnL/AICms/buVOn7LNViNxQ+G/l48R7N/7nQaIYKn1PTc4fph+zzJQcvLwAIRVW581Wx5CPTMRBA/Ea2iZ0FlfrXu5tNx6g2I7ev3kmZJEVEm44CAGiE0rlPyre75Q8RQvOg8NmAZVl6YNZGlZQ3zxIsjfXKunb6h3uarLh001EAAA1VVa6St//GUi02QeGzgXe+2aUlq4tNxziob3ek6Maiy1WZ1sV0FABAA/m2rVLFgjdNx0AAUPhC3Kad5Xrmw+BeHX1DcbSu2HiR9mQfZzoKAKCByr58Sb49W0zHQBNR+EKYz2/p/lc3qqLKMh3lkMq8Ll2ZO1IrskdJcpiOAwCoL2+FSt//hywr+H/XoHYUvhD2+hc7lLup1HSMBrk992h9lH6p5I40HQUAUE/eDUtVyazdkEbhC1Hb9lTopU+3m47RKM+t6agnPNNkxaaYjgIAqKeyef+Rv7jlzuKEwKLwhah/vr05JHbl1ubzbem6uWSqvCkdTEcBANSDVV6i0g8fMx0DjUThC0FfLi3QdytD/7Q3a4piNG3LBBVmHWU6CgCgHqpWfqPKFfNNx0AjUPhCTEm5T0/MDp4FlpuqqMqtqXmjtDpnhOkoAIB6KP3occ61G4IofCHm+TnbtHuvmXPlNhfLcujmFQP1WcYlkivCdBwAQB2sknyVffq06RhoIApfCMnbXKrZ3+4yHaPZPLm6i56NmSpFJ5qOAgCoQ+UPc1W1donpGGgACl+I8PktPfLmJvlDd55GvczZ0kq3VUyTL7mt6SgAgDqUzvkXp10LIRS+EDH7m13K21xmOkaLyC2M01XbL1NJZl/TUQAAtfDv3qiKRe+ZjoF6ovCFgN17q/T83G2mY7So/IoIXb7qXG3MGWY6CgCgFuVfvih/6V7TMVAPFL4Q8O/3t6i0wm86RovzWU79acUgfZM5TnK6TccBAPyGVV6s8i9fNB0D9UDhC3K5G0v1+Y8FpmMY9UheT70cf7kUFW86CgDgNyoWvy/fzvWmY+AQKHxB7qn3t4jzVUvvbsrWDN9U+ROzTUcBAPya5Vfpx0+ZToFDoPAFsfk/FejndSWmYwSNH/Yk6ppdk1XWqrfpKACAX/Gu/V6VeQtMx0AdKHxByuuz9MyHW03HCDo7yyN1+ZrR2ppziukoAIBfKfvk37J8VaZjoBYUviD13re7tHl3pekYQanK79IfVwzRoqwxkoOXMAAEA/+eLapY+I7pGKgFvy2DUEm5Ty99ut10jKD395WH642kKVJkjOkoAABJZfNfkb+kwHQMHASFLwi9Mm+79payenl9zNrQRg84psmf0Mp0FABARanKPp9pOgUOgsIXZLbnV+rtr+17vtzm8N2uZF1XMEUV6d1MRwGAsFf541z58jkGPdhQ+ILMMx9uVZWXdVgaamtJlC5fP067sk8wHQUAwpvfp/IvXzKdAr9B4QsieZtL9cXSAtMxQlaFz6Wrcodrafa5TOYAAIMqf/5Mvt2bTMfAr/BbMYi88PF2FlkOgHty+2l26kQpIsp0FAAIT5ZfZYzyBRUKX5BYtblU/1vBCagD5aW17fWoe5qsuDTTUQAgLFUt/5JTrgURCl+QYBmWwPt6R6r+XHyFKtM6m44CAOHH8qvsyxdNp8AvKHxBYPWWMn2zjNG95rC+KFrTNl6k/OxjTUcBgLBTteJrebevMR0DovAFBUb3mleJ161puWdqZc6Zkhym4wBAGLFUzihfUKDwGbZ2W5m+WVZoOkZYuHXFsZqbPkFyR5qOAgBho2rlt/JuW2U6Rtij8Bn20ifMzG1Jz6zppKc802TFJJuOAgBho/yLF0xHCHsUPoPWby/X/J8Z3Wtp87al669lU+VNaW86CgCEhapVC+XdvMJ0jLBG4TPopU8Z3TNl1d5YXbn1UhVl9jcdBQDCQvk3s0xHCGsUPkM27ijXV5xVw6i9lW5dvupsrc053XQUALC9qrwF8u3ebDpG2KLwGfLaFzvkZ3TPOMty6KYVx+uLVuMll9t0HACwL8uv8gVvmE4Rtih8BhQUe/XZDwWmY+BX/rWqm56LnSpFJ5iOAgC2VfnTp/KXFJiOEZYofAa8t2CXqrwM7wWbjzZn6s7KafIltTYdBQDsyVupiu/eNZ0iLFH4WliV16/3Fuw2HQO1WFYQr6t3TFRpqyNMRwEAW6pY/J6sqnLTMcIOha+FffFjgfKLvKZjoA57KiI1Zc352pRzqukoAGA7VlmRKpd+ajpG2KHwtbC35u8yHQH14PM7df2Kk7Ugc5zkdJmOAwC2Ur7wHVmsS9aiKHwt6Ke1xVq1pcx0DDTAw3k99UrC5ZInznQUALAN/+6N8q5dbDpGWKHwtSBG90LTOxtzNMN/pfyJWaajAIBtlP/vbdMRwgqFr4Vsz6/UN8s5jVqo+mFPgv64e7LKM3qajgIAtuBds1i+XRtNxwgbFL4W8s7Xu+T3m06Bpthe5tEV68Zqe85JpqMAgA1Yqlg023SIsEHhawHllT599B1LsdhBhc+pa1YM1fdZoyUHbx8AaIrKnz+T5a00HSMs8BurBXzxY6FKyhnes5O/reyjN5MnS5HRpqMAQMiyyotVlfu16RhhgcLXAuYs2mM6AprBa+vb6mHnlbLiM0xHAYCQVfHDHNMRwgKFr5lt3lWhn9eVmI6BZrJgZ7KuL7xclWldTUcBgJDkXfejfAXbTMewPQpfM5vL6J7tbS6J0hUbf6c92QNNRwGAEGSp8oe5pkPYHoWvGfn8lj5enG86BlpAmdelK3NHaFn22ZIcpuMAQEip+PFjWRbHujcnCl8zWrSySLv3VpmOgRZ0Z+5R+iBtouT2mI4CACHDKtol7xrOvNGcKHzNiN254Wnm2g56LPJKWbGppqMAQMioWMLkjeZE4Wsme0u8+nb5XtMxYMhX21N1U8kVqkrtaDoKAISEqrwF8pdwRqrmQuFrJp8uyZfXZ5mOAYPWFcVo2uaLVZh1jOkoABD8/F5V/vSJ6RS2ReFrJnO+Y3cupOIqt6bmnalVOWeYjgIAQY/dus2HwtcMVm0p1dpt5aZjIEhYlkO3rBigTzImSO5I03EAIGj5d2+Ud/sa0zFsicLXDL74scB0BAShp1d31tNRU6WYJNNRACBoVS3/ynQEW6LwNYP5P3HQKQ7uk60ZurV8qnzJ7UxHAYCgVLlivukItkThC7DVW8q0ZXel6RgIYisL4/T7bZeqOPNI01EAIOj492ySb8c60zFsh8IXYF/9VGA6AkJAQWWErlh1jtbnnGY6CgAEncoV7NYNNApfgH3F7lzUk89y6sYVJ+qrzIskp9t0HAAIGpUcxxdwFL4AWretTJt2VpiOgRDzWF53zYy/QoqKNx0FAIKCf/dG+XZuMB3DVih8AcToHhrrg01Zuts7Tb6k1qajAEBQYLduYFH4AojCh6b4KT9B1+ycqNJWh5uOAgDGUfgCi8IXIBt3lGv9dhZbRtPsKo/UlDWjtSVnsOkoAGCUf+d6+XZtNB3DNih8AcLoHgLF53fq2hWDtTBzjOR0mY4DAMYwyhc4FL4AYTkWBNqDeYfr1YQpkifWdBQAMKKKRZgDhsIXALv3VmnNVnbnIvDe2tha91vT5E/INB0FAFqcb8da+Yt2m45hCxS+AFicV2Q6Amxs8e4kXZc/WeXpPUxHAYAWV7V2sekItkDhCwAKH5rb1tIoXbH+Qu3MOdF0FABoUVVrKHyBQOFrIr/f0uJVFD40vwqfU1evOE0/Zp8nOXjrAggP3rVLZFl+0zFCHr81mmjVljLtLfGZjoEwcm/ukXonZZIUEW06CgA0O6tsr3zbVpuOEfIofE20iN25MOCVde30D/c0WXHppqMAQLNjt27TUfiaaPFKCh/M+HZHim4sulyVaV1MRwGAZuVd+73pCCGPwtcEJeU+Ld9QYjoGwtiG4mhdsfEi7ck+znQUAGg23k3LZVWWmY4R0ih8TfDD6mL5OI4UhpV5Xboyd6RWZI+S5DAdBwACz+9V1fofTacIaRS+JuD4PQST23OP1kfpl0ruSNNRACDgvBzH1yQUvibg+D0Em+fWdNQTnmmyYlNMRwGAgGIB5qah8DXSzoJKbcuvNB0DOMDn29J1c8lUeVM6mI4CAAHj37NFvoLtpmOELApfIy1jsgaC2JqiGE3bMkF7s44yHQUAAsa7aZnpCCGLwtdIy9eXmo4A1Kmoyq0r8kZpdc4I01EAICB8m1eYjhCyKHyNtGw9I3wIfpbl0M0rBurzjEskV4TpOADQJN7Ny01HCFkUvkYor/RrzVbWA0LoeGJ1Fz0bM1WKTjQdBQAazbdjnayqctMxQhKFrxFWbipl/T2EnDlbWum2imnyJbc1HQUAGsfvk3frKtMpQhKFrxE4uwZCVW5hnK7afplKMvuajgIAjeJjt26jUPgaYRkTNhDC8isidPmqc7UxZ5jpKADQYF4mbjQKha8RVjDChxDns5z604pB+iZznOR0m44DAPVG4WscCl8DbdpZrr2lPtMxgIB4JK+nXo6/XIqKNx0FAOrFKimQr2Cb6Rghh8LXQOzOhd28uylbM3xT5U/MNh0FAOqF9fgajsLXQLmbKHywnx/2JOqaXZNVltHLdBQAOCTvJiZuNBSFr4HWbWP9PdjTzvJIXb72Am3LOdl0FACok3dLrukIIYfC1wCWZWndNhZ8hH1V+V36w4pTtTjrAsnB5gFAcPLtWCfLz/H0DcEWvQF2FFSptIIVl2F/9688Qm8kTZEiY0xHAYAD+arkz2fiRkNQ+BpgLbtzEUZmbWijBxzT5E9oZToKABzAt2u96QghhcLXAGvZnYsw892uZF1XMEUV6d1MRwGAGnw7KXwNQeFrAI7fQzjaWhKly9eP067sE0xHAYBqvp0bTEcIKRS+BmCGLsJVhc+lq3KHa2n2uUzmABAU2KXbMGy566nS69fmXRWmYwBG3ZPbT7NTJ0oRUaajAAhz/j2bmanbABS+etq4o0I+JugCemltez3qniYrLs10FADhzOeVf/dm0ylCBoWvnpihC/y/r3ek6s/FV6gqtZPpKADCGLt164/CV0/rtzNhA/i19UXRmrppvAqyjzUdBUCYYuJG/VH46onj94ADlXjdmpp7plbmnGk6CoAwxNIs9Ufhq6ft+ZWmIwBB69YVx2pu+qWSO9J0FABhhF269Ufhq6dteyh8QF2eWdNJT3mmyYpJNh0FQJjw52+TZTGjsj4ofPVQVOrlHLpAPczblq5by6bKm9LedBQA4cDvlVW8x3SKkEDhq4dt7M4F6i1vb6yu3HqpijL7m44CIAz4C3eajhASKHz1wO5coGH2Vrp1+aqztTbndNNRANicfy+Frz4ofPXAhA2g4SzLoZtWHK8vWo2XXG7TcQDYFIWvfih89cAIH9B4/1rVTc/FTpWiE0xHAWBD/sIdpiOEBApfPTDCBzTNR5szdWflNPmSWpuOAsBmGOGrHwpfPTBpA2i6ZQXxunrHRJW2OsJ0FAA2QuGrHwrfIViWxQgfECB7KiI1Zc352pxzqukoAGyCwlc/FL5DyC/2qsprmY4B2IbP79R1K07WgswLJafLdBwAIc4qK5JVWWY6RtCj8B1CYbHXdATAlh7O66VXEy6XPLGmowAIcazFd2gUvkMoLKXwAc3lrY05+pt1pfwJWaajAAhh/r3M1D0UCt8hFJZQ+IDm9P3uRP1xz2SVZ/Q0HQVAiPIX7TYdIehR+A6hsNhnOgJge9vLPLpi3VhtzznJdBQAIcgqKzIdIehR+A5hL7t0gRZR4XPqmhVD9X3WaMnBpglA/VnlxaYjBD22qofALl2gZf1tZR+9mTxZiow2HQVAiPBT+A6JwncIeyl8QIt7bX1bPey8UlZ8hukoAEIAI3yHRuE7hMISjuEDTFiwM1nXF16uyrSupqMACHJWeYnpCEGPwncI7NIFzNlcEqUrNv5Oe7IHmo4CIIgxwndoFL5DYB0+wKwyr0tX5o7QsuyzJTlMxwEQhCh8h0bhOwSO4QOCw525R+mDtImS22M6CoAgQ+E7NApfHcorffL5TacAsN/MtR30eOQ0WbGppqMACCJWebEsi/Pe14XCV4eKKl48QLD5cnua/lJyuapSO5qOAiBYWH6pssx0iqBG4atDpZfhPSAYrS2K1bTNF6sw6xjTUQAECdbiqxuFrw6VjPABQau4yq2peWdqVc4ZpqMACAJWOadXqwuFrw6M8AHBzbIcumXFAH2SMUFyR5qOA8CkygrTCYIaha8OjPABoeHp1Z31dNRUKSbJdBQAhli+KtMRghqFrw6M8AGh45OtGbq1fKp8ye1MRwFgAoWvThS+OjDCB4SWlYVx+v22S1WceaTpKABamOVj3dy6UPjqUMUIHxByCiojdMWqc7Q+5zTTUQC0JApfnSh8daig8AEhyWc5deOKE/VV5kWS0206DoCW4Kfw1YXCVwd26QKh7bG87noh/gopKt50FADNjF26daPw1aHKR+EDQt37m7J0t3ea/Ik5pqMAaE6cWq1OFL46cF4+wB5+yk/QNbsmqaxVb9NRADQXi8Ow6kLhq4PL6TAdAUCA7CyP1OVrRmtLzmDTUQCgxVH46kDhA+ylyu/StSsGczo2wI4Y4asTha8OFD7Anm5ZMUBrckaYjgEgkDgMq04Uvjo4eXYA2/rLioFanzPcdAwAaBFUmjowwgfY240rTtDGnGGmYwAIBHek6QRBjcJXByeFD7C9P60YpM05Q0zHANBEDrfHdISgRuGrg4tnBwgL1604RVtzTjEdA0BTRDDCVxcqTR3YpQuEj2tzB2t7zkmmYwBoJAe7dOtE4asDhQ8IH5bl0B9yT9XO7BNNRwHQCOzSrRuFrw4UPiC8WJZDf1g5VLuzjzcdBUBDsUu3ThS+OrhcphMAaGk+y6npK0/TnuzjTEcB0ADs0q0bha8OUZE8PUA48llOXZ13ugqyjjEdBUB9sUu3TjSaOsR4GOIDwpXP79TVq0aqMOso01EA1AMjfHWj8NUhNorCB4SzKr9L01efpaLM/qajADgERwQjfHWh8NUhxsPTA4S7Cp9TV60ZpeLMI01HAVAXRvjqRKOpQ4TbqQg3M3WBcFfhc+r3a85WSas+pqMAOBiHUw6X23SKoEbhOwR26wKQpAqfS9PXnaPSVoebjgLgNxxRcaYjBD0K3yHERVP4AOxT4nVr+vrzVJbRy3QUAL/iiEk0HSHoUfgOISGGwgfg/xVXuTV9w2iVZ/QwHQXAL5yxSaYjBD0K3yHERXNMAICaiqrcmr5xjCrSu5mOAkCM8NUHhe8Q4tmlC+Ag9la6dc2msapM62o6ChD2GOE7NArfIbBLF0BtCioj9IctY1WZ1tl0FCCsMcJ3aBS+Q0iIZZcugNrtqYjUtVvHqSq1o+koQNhihO/QKHyHkJoQYToCgCC3qzxS123/nbwpHUxHAcISI3yHRuE7hLRECh+AQ9tR5tF1O8bLm9LedBQg7DDCd2gUvkNIT+RULQDqZ3uZR3/aNV6+5LamowBhxRGTZDpC0KPwHUJ6EiN8AOpva0mUbtxziXxJrU1HAcKGI5ZduodC4TsET4STpVkANMim4ijdlD9B/sQc01EA+3O55eTUaodE4asHRvkANNSG4mj9pXCC/InZpqMAtuaMSzEdISRQ+OohjeP4ADTCuqIY3VJ4qfwJmaajALblTOL9VR8Uvnpgpi6AxlpTFKPbii6TFd/KdBTAlpzJWaYjhAQKXz2kU/gANEHe3ljdXnKZrPh001EA23FR+OqFwlcPjPABaKrcwjjdVTZRVlya6SiArTiTKHz1QeGrB9biAxAIy/LjdW/FRFmxHGQOBAq7dOuHwlcPmSkUPgCBsXRPgu6rnCwrJtl0FMAW2KVbPxS+ekhPjJAnwmE6BgCb+GFPgh7wTZI4OwDQJI7oBDk8MaZjhAQKXz04nQ7lpHlMxwBgI4t2JelB/2QpmjMEAI3F7tz6o/DVU9uMKNMRANjMwp1JeliTpKh401GAkMTu3Pqj8NVTm3QKH4DAW7AjRY86JkseTg0FNBSLLtcfha+e2mSwSxdA8/h6R6r+5Z4seWJNRwFCijOFUxfWF4WvntilC6A5fbEtTU9S+oAGYZdu/VH46iknzSMXzxaAZvTZtnQ9HTFJiow2HQUIAQ650tubDhEyqDD15HY5lJXKbl0AzeuTrRl61jNJiqD0AXVxJmeyJEsDUPgaoE06hQ9A85uzJVMzYyZKbrY5QG1cGYeZjhBSKHwNwHF8AFrKB5uy9HLsJMnNmX6Ag3G1ovA1BIWvARjhA9CS3t2UrVfjKH3AwbgzKXwNQeFrgI7ZHFMDoGW9tTFHs+InSq4I01GAoMIIX8NQ+BqgbUaUoiN5ygC0rDc2tNabiZdJLrfpKEBQcMQkyhmfZjpGSKG9NIDT6VDHHEb5ALS819a31TtJl0lOSh/A6F7DUfgaqGtrpoADMOOVde30fsoEyekyHQUwisLXcBS+BurahsIHwJwX1nbQhymXUPoQ1twUvgaj8DVQF0b4ABj2/NqO+jj1YsnBJhzhiRG+hmNr0UCtkiOVFMcxNADM+s+aTvo0fTylD+HH7ZEzJcd0ipDDlqIRujBxA0AQ+PfqLvoi43eUPoQVd3YXOTikocHYSjRCF47jAxAk/rWqm+ZnjJPkMB0FaBHuNj1NRwhJFL5GYKYugGDyz1Xd9W3mhaL0IRy42/YyHSEkUfgagZm6AILNP/J6amHWGNMxgObldMvdurvpFCGJwtcI8TFu5aRxXl0AweXBlb21OOsC0zGAZuPK7ChHRJTpGCGJwtdIRxwWZzoCABzg/pVH6Ifs803HAJoFu3Mbj8LXSH06UfgABKcZuX21NPtc0zGAgHO3ofA1FoWvkQ4/LE4Ojo8GEKTuye2nZdlnm44BBI7DKXebHqZThCwKXyMlxrrVIZPjCAAErztzj1Ju9pmmYwAB4UpvJ2cUe9cai8LXBH06xpuOAAB1ui33WK3KGWk6BtBkrL/XNBS+JjiiI39pAAh+t6w4TmtzTjcdA2gSJmw0DYWvCXp1iJWLZxBACLhpxfFan3Oa6RhAozFho2moK00Q43GpC2fdABAiblxxojbmDDUdA2gwV0YHOeOSTccIaRS+JurDbl0AIeRPK07SlpwhpmMADRLR6SjTEUIeha+J+nRi4gaA0HJd7snalnOy6RhAvVH4mo7C10Td2sbIE8HTCCB0WJZDf8wdoh05g0xHAQ7JEZ0gV0430zFCHk2liSLdTvXlrBsAQoxlOXRN7lDtzD7RdBSgThEd+8vhoK40Fc9gAAzokWg6AgA0mGU59IeVQ7U7e6DpKECtIjodbTqCLVD4AuCY7gly8kwCCEE+y6npK4crP2uA6SjAgZwuRRx2pOkUtkBNCYDEWLd6tIs1HQMAGsVnOXXVqhEqyDrGdBSgBnfrHnJE8fs1ECh8AXIcu3UBhDCf36mrV43U3ixmQyJ4RHRmd26gUPgCZECPBNMRAKBJqvwuXb36LBVl9jMdBZDE8XuBROELkMwUj9pnRpmOAQBNUuFz6qo1o1ScyXFTMMuZnC1XamvTMWyDwhdAzNYFYAcVPpeuXnu2SlsdYToKwhiLLQcWhS+AjmO3LgCbKPO6dPW6c1XWqrfpKAhTkd2ONx3BVih8AdQpJ0YZSRGmYwBAQJR43bp6/fkqy+hpOgrCjDOxlVytu5uOYSsUvgBjty4AOymucmv6hgtUnt7DdBSEkcgeJ8rhcJiOYSsUvgAbdHiS6QgAEFBFVW5N3zRGFemczxQtI7LnSaYj2A6FL8C6t4tVdmqk6RgAEFB7K926ZtNYVaZ1MR0FNudMbydXRnvTMWyHwtcMTumTbDoCAARcQWWE/rDlQlWldjIdBTbG6F7zoPA1g1OOpPABsKc9FZH647bfqSq1o+kosCWHInsMMh3Clih8zSArxaMe7WJMxwCAZrGrPFLXbf+dvCkdTEeBzbhad5MrqZXpGLZE4Wsmg/ummI4AAM1mR5lH1+0YL19yO9NRYCORPU4yHcG2KHzN5ITDExXhZko5APvaXubR9bsvli+5rekosAOnS5HdTzCdwrYofM0kPtqto7ty5g0A9ra1JEo37rlEviTOeYqmcbfvI2csa9k2FwpfMxrM5A0AYWBTcZT+UjBB/sRs01EQwiJ7nWQ6gq1R+JrRUV0TlBDjMh0DAJrd+qJo3Vw4Qf7ELNNREIIcUbGK7DrQdAxbo/A1I7fLwZk3AISNtUWxunXvpfInMMsSDRPZ6xQ5IjymY9gaha+ZDT861XQEAGgxq/bG6vbiy2TFZ5iOghDi6XOa6Qi2R+FrZh2yotWzfazpGADQYlYWxumO0omy4tJNR0EIcLXuzqnUWgCFrwWMPJZRPgDhZUVBnO4qnygrju0f6sboXsug8LWA43slKTnebToGALSoZfnxurdikqxYFqLHwTmi4lh7r4VQ+FqA2+XQ8KP4KxdA+Fm6J0H3VU6WFcMyVThQ5BGnMlmjhVD4Wsjpx6TKxbMNIAz9sCdBD/gmSdEsqotfcTjlOXKE6RRhgwrSQlITInRcTzZ2AMLTol1JetCaQulDNfdhR8qVzLqNLYXC14JGHptmOgIAGLNwZ5L+oUlSVLzpKAgCUf1Gmo4QVih8Lejww+LUvlWU6RgAYMy3O1L0mHOy5IkzHQUGOZOz5O7Y33SMsELha2EjWKIFQJj7anuq/uWeLHlYozRcefqdIYfDYTpGWKHwtbDBfZMVG8XTDiC8fbEtTU+5J0uRMaajoIU5ohPk6TvMdIywQ/NoYdEeF8fyAYCkedvS9R/PJCky2nQUtCBP/zPkiODwppZG4TNg1MB0eSIYygaAj7e00rOeSVIEpS8sREbL0/8M0ynCEoXPgKQ4t4b151g+AJCkOVsyNTNmouRmAV678/Q5Tc5oZmmbQOEz5LwT0+V2McoHAJL0waYsvRw3SXJHmo6C5uJyK+qYUaZThC0KnyHpSZE6uU+S6RgAEDTe3ZitV+MmUvpsKrLXKXLGcwy7KRQ+g0YPaiUng3wAUO2tja31RvxlkivCdBQEksOpqGPPM50irFH4DGqd7tHAXpxmCAB+bdaGNnor8VLJ5TYdBQES0XWAXKk5pmOENQqfYaNPyjAdAQCCzqvr2+ndpEslJ6XPDqIGnG86Qtij8BnWKTtG/bswYwkAfuvlde31QcoEyekyHQVN4G7fR+6szqZjhD0KXxC4gFE+ADiomWs76KPUSyQHv65CVdTAC0xHgCh8QaFXhzgd0ZETiQPAwTy3pqM+Sb+Y0heC3B36KqLd4aZjQBS+oDFhWJbpCAAQtJ5e3VmfpY+n9IUUh6JPvsR0CPyCd06Q6NomRsczYxcAavXk6i76MuN3kljPKhREdD9B7sxOpmPgFxS+IHLx0Cy5+IkAQK0eX9VNX2eOE6UvyDldih50kekU+BXqRRBpne7R0P4ppmMAQFB7NK+HFmReKEpf8Io8YphcKdmmY+BXKHxBZtzgTHki2IgBQF0ezuup7zKZ/RmUIjyKPmGs6RT4DQpfkElNiNBZx6WbjgEAQe+BvMO1OIvSF2yijjpLzjj2VgUbCl8QOn9QhuKiWWgUAA7l/pVH6IdszuIQLBzR8ZwzN0hR+IJQXLSLxZgBoJ5m5PbVT9nnmI4B7TuFmiMq1nQMHASFL0idOSBNaYkRpmMAQEi4O7e/lmePMh0jrDkS0uXpf4bpGKgFhS9IRUY4Nf7UTNMxACBk3JF7tFZmn2k6RtiKPmGcHO5I0zFQCwpfEBtyZLK6tYkxHQMAQsatucdqdc5I0zHCjiunmyIPH2I6BupA4QtiDodD087KkZNVWgCg3m5ecZzW5pxuOkb4cDgVM+wKORz8sgpmFL4g1yknRsOPTjUdAwBCyk0rjteGnGGmY4QFT9/TOIVaCKDwhYCLh2UqIZZlWgCgIW5YMUibck41HcPWHNEJiho03nQM1AOFLwTER7s1YViW6RgAEHKuX3GytuQMNh3DtqJPvkTO6HjTMVAPFL4QMax/irq2ZgIHADTUdbmnaFvOyaZj2I4rp5sijxhqOgbqicIXIhwOh6YygQMAGsyyHPpj7hDtyB5kOop9MFEj5FD4QkiX1jEadhTnJwSAhrIsh/6w8lTtyj7BdBRbYKJG6KHwhZhLhmYpnvPsAkCD+S2nrlk5THuyB5qOEtIcMYlM1AhBFL4QkxDr1qXDmcABAI3hs5y6Om+48rMGmI4SspioEZoofCHotKNS1bdTnOkYABCSfH6nrlo1QoVZx5iOEnLcbXop8nCWuglFFL4QdfU5bRTt4ccHAI2xr/SN1N6so0xHCR0RUYoZOZ2JGiGKxhCiWiVH6jJ27QJAo1X5Xbp69VkqyuxnOkpIiD55glzJ/N4JVRS+EHb60anq05FduwDQWBU+p65aM0olmX1NRwlq7nZHyNNvhOkYaAIKXwhzOByafm4bRUfyYwSAxqrwuXTV2nNU2upw01GCU2Q0u3JtgKYQ4lolR+rS0xhiB4CmKPO6dPW681TWqrfpKEEn5pTL5ErMMB0DTUThs4ERx6bqiMPYtQsATVHidevq9eerPKOn6ShBw92hrzxHDjcdAwFA4bOBfbt2WyuKXbsA0CTFVW5dveECVaR3Nx3FPE+MYkdcbToFAoSGYBOZKR5NGMauXQBoqqIqt67ZNEYV6d1MRzEqZvBEORPSTcdAgFD4bOSMASzIDACBUFAZoT9sHqvKtC6moxjh7thfnj7DTMdAAFH4bMThcOi60W2VHOc2HQUAQl5+RYT+sOVCVaV2Mh2lRTmi4xV7+u9Nx0CAUfhsJjk+QteObitmzwNA0+2piNS1236nqtTDTEdpIQ7FjPyDnPFppoMgwCh8NnRk53iddyLHXQBAIOwsj9R12y+SN6WD6SjNznPMKEV2Ptp0DDQDCp9NXXxqlrq1iTEdAwBsYUeZR3/aeZF8ye1MR2k2ruyuij7pEtMx0EwofDblcjl0w9h2iotymY4CALawtTRKN+y+WL6kNqajBJwjKk6xZ98gh4tjwO2KwmdjrZIjddU5rU3HAADb2FwSpRvzJ8iXZK9ta8zI6ZxNw+YofDZ3Qu8knX50qukYAGAbm4qj9JeCCfInZpuOEhCeo85SZJcBpmOgmVH4wsCUkdlqnxllOgYA2Mb6omjdXDhB/oTQXvDeldVF0adMMB0DLYDCFwYiI5y6cWw7RXPqNQAImLVFsbq16FL5E1qZjtIojqhYxZ79JzlcEaajoAXQAMJE24wo/fH8NqzPBwABtGpvrG4vvkxWfOgd/xYzYrpcSZmmY6CFUPjCyMBeSRpzcmj+JQoAwWplYZzuKr1MVlzorH/qOeosRXY9znQMtCAKX5i5aEgrDeiRYDoGANjKsoJ43VN+may44J8k5+5wpKIHX2Y6BloYhS/MOBwOXTu6rdpmeExHAQBb+Sk/QfdVTJQVm2I6Sq2cKa33HbfnZI3WcEPhC0MxHpf+elEHxUXzhgeAQPphT6Lur5okKybZdJQDOKLiFDf6Fjmj4kxHgQEUvjCVnebRDWPayckrAAAC6vvdiXrQN1GKTjQd5f85XYo9+wa5UnJMJ4Eh/LoPY/26xGvCsNBeQwoAgtF3u5L1sDVZig6OY6ajh0xSRIe+pmPAIApfmDvvxAyd3CfJdAwAsJ0FO5P1D02WouKN5ojse7qi+p9hNAPMo/BB089po8450aZjAIDtfLsjRY85J0seM8fNudsdrphhlxu5bwQXCh8UGeHUbRd3UGZKpOkoAGA7X21P1RPuSZIntkXv15mcpdhz/syMXEii8OEXyfERunPCYUqMdZuOAgC28/m2dP07YpIUGdMyd+iJUdz5t8gZbXZ3MoIHhQ/VctI8uu3iDvJE8LIAgED7dGuG/uOZJEU28yE0LrfizrlJrrS2zXs/CCn8ZkcNXdvE6M8XtpOLVwYABNzHW1rpuahJUkRU89yBw6nYs65XRIc+zXP7CFn8WscBju6WoN+Pam06BgDY0kebM/VCzCTJHfgzHsWcNlWR3QYG/HYR+ih8OKhhR6Xqd0NamY4BALb0/qYsvRw3SXIHbrJc1KCL5Ok7PGC3B3uh8KFW4wZnavjRwXtOSAAIZe9uzNarcRMDUvo8R52l6IFjApAKdkXhQ52mndVax3YPjpXiAcBu3trYWm/EXyq5Ihp9G5G9TlH0kEkBTAU7ovChTi6nQzeMbaee7Vt2/SgACBezNrTV24mXSq6GL4sV0ekoxYycLofD0QzJYCcUPhySJ8Kp2y/poG5tWmj9KAAIM/9d306zky+VnPUvfa7WPRR79o0srIx6YZVd1EuMx6Xk3a/pw3tvUrv+F6r7kOslSRXFu5Q770HtWvetfJUlik1pr8MGTFRmtyG13lbel49r9fwnalwWm9JeJ0x+q/rz5Z/cry1L35ErIlpdTrpK2T1HVH9t24o52rx0tvqd/4/APkgAMOilte3l6nCJhu95RvL76ryuK7294kb/VY6IwM/0hT1R+FAvCxcu1DP/eUq9eh8uV9z/v2x+nP0XeSuKdOS5DykyJllbf/5AS96+XsclvaSEzG613l5cWkcdNeb/S9+v/0Ldkfe5ti77QP0veFwl+Rv00/u3Kq3DcYqMSVZVeZFWfv5oje8FALuYufYwuQ+7WKfuelay/Ae9jjMlR3Fj75Azysz5eRGa2KWLQyouLta4ceP01FNPKTUlWcf1SNRhWfsWDS3Y/IPa9hurpOzeiklqrY4DJynCE6/C7cvqvE2H0yVPXFr1R2RM8v/f3+41SmnbX4lZPZXdY7jckbEqK9wsScr97CG17Xu+ohOzmu8BA4BBz6zppE/SL5YcB/6KdqbkKP5398oZxwoKaBgKHw5p2rRpGjFihIYM2bebNjLCqXsu66gOmVFKyjlC25Z/pMqyQlmWX1uXfSi/r0IpbfvXeZul+Rs079FT9fnjI/TDOzeqrHBr9dfiM7pq79Zlqirfq8Jty+TzVigmua3yN36vvduWq13/C5v18QKAaU+v7qzP08fXKH2UPTQFu3RRp1deeUWLFy/WwoULa1yeEOvW3Zd1VFnpP/TuU1fr04cHyeF0yxURpb7nPKDY5NrP4ZiU3Vu9R9yu2JT2Ki/epdXz/6UFL16q4y+bJbcnVumHHaeCnqfrm2fHyRnh0eEj7pArIlo/z7lLvUfcrg3fv6b1i15WZHSSep52s+LTOzX30wAALe6J1V3k7DROJ2x/Qc6UbMoemoTCh1pt3LhRV199tebOnauoqAPP+5gU51bEumfl9JXoqDFPKCI6STvy5mnJW9frmHHPKD6j80FvN73j8dX/j8/ooqTsXvr88dO1bcUctT7ibElS5xOuUOcTrqi+3qqv/qXUdsfI6XRr9ddP6fjLXtOOVV9o6eybddyElwP8yAEgODy+qrti+0zSySNOoOyhSdili1otWrRIO3bs0JFHHim32y23263PP/9c//jHP+R2u7V69Wo99eRjeuvV53R4/xOV0KqrOh1/uRIze2rD4v/W+34iohIUk9xWJfkbD/r14t1rteXn99T5xGnaveE7pbQ5UpExKcrsNkx7ty+Xt6IkUA8ZAIJKu1ZR6nv66ZQ9NBmFD7UaPHiwli5dqiVLllR/9O/fX+PGjdOSJUtUWloqSUpO8Oi+yR3VPvOXUUCnU1Yts8sOxltZqrKCTfLEpR3wNcuy9POHd6rbKdfKHRkj+X3y+7z7vuav+uU6dS9fAAChqGN2tGZM6qiU+MafhQPYj8KHWsXHx6tXr141PmJjY5WamqpevXqpW7du6tSpk6ZMmaJVy7/X5UOkktyXtXvtt2rV5eTq2/nfy5O1ftEr1Z+v+PQB7dnwnUoLNit/0xJ9/8Y1ksOl7B6nHZBh0w9vKDImWRmdB0mSklr30Z4NC1Ww+UetW/iC4tIOU0QUp34DYC9dW8fo3okdlRjLkVcIDF5JaLSIiAi9//77uuGGG3TGGWeouLhYHTt20ohL75Mv44Tq65Xmb1RlaX715+VF2/XDOzeqsqxAkTHJSm7dVwPGP6/ImJq7LCpKdmv11//WsRc9V31ZUnZvtT/qIi167feKjE1R7xG3N/8DBYAW1LN9rG6/pINiPJxBA4HjsCzLMh0C9lLp9evel9frm2V7TUcBgJAyoEeC/jSmnTwR7IBDYFH40Cx8PksPv7lRcxflH/rKAACdfnSqpp6VI5fTYToKbIjCh2b19AdbNOuLnaZjAEBQG39qpsae0sp0DNgYhQ/N7o0vd+rfH2wRrzQAqMnllH5/dmsN659qOgpsjsKHFvHp9/l68PWN8vp4uQGAJEVFOnXj2HY6uhsrDaD5UfjQYpasLtJdL65XcRnr5gEIb4mxbt12cQd1bRNjOgrCBIUPLWrzrgr99bm12ryrwnQUADAiMyVSd004TNlpHtNREEYofGhxRWVe3f3iei1ZXWw6CgC0qC6to3XbxR2UFMfZM9CyKHwwwuez9Ng7m/X+/3abjgIALeKUPsm6+pzWimSNPRhA4YNRb83fqafe3yJ//U+9CwAhxemULj0tS+eekGE6CsIYhQ/GfZe7V/e8vF6lFbQ+APYSF+3SDWPaqV+XeNNREOYofAgK67eX69bn1mpbfqXpKAAQEO1aRemWi9orO5XJGTCPwoegUVji1V0vrtPStSWmowBAkwzokaDrRrdVtMdlOgogSeLIURu65JJL5HA4dO+999a4/K233pLDEbznaEyMdeueiR11wUkZCuKYAFArh0O68JRWuvl37Sl7CCoUPpuKiorSjBkzlJ+fbzpKg7icDl0yLEu3ju+g+Gg2lgBCR3SkUzeNa6+LTs0M6j+uEZ4ofDY1ZMgQZWZm6p577qn1Oq+//rp69uwpj8ej9u3b6+9//3sLJqzb0d0S9OhVXViFHkBIaJ8ZpYemddbAnommowAHReGzKZfLpbvvvluPPPKINm3adMDXFy1apNGjR2vMmDFaunSpbr31Vt1888169tlnWz5sLTKSInX/lE4667g001EAoFYjjknVw1M7q21GlOkoQK2YtGFDl1xyiQoKCvTWW29pwIAB6tGjh55++mm99dZbOvvss2VZlsaNG6edO3dqzpw51d93/fXX67333tPPP/9sMP3Bfbm0QA+9vpGlWwAEjbgol64+t7WO75VkOgpwSIzw2dyMGTP03HPPafny5TUuX758uQYOHFjjsoEDByovL08+n68lI9bLCb2T9I8ru+iwLP6CBmBe97YxevSqLpQ9hAwKn82deOKJGjZsmG688UbTUZosJ82jB6/orOFHp5iOAiBMOR3SBSdl6G+TO6lVcqTpOEC9uU0HQPO799571adPH3Xt2rX6su7du2v+/Pk1rjd//nx16dJFLlfwzo6NjHDqqrPb6OhuCfrHG5uUX+w1HQlAmEiOd+u60W3VtxNnzUDoofCFgd69e2vcuHH6xz/+UX3ZH//4Rx111FG64447dMEFF+ibb77Ro48+qscee8xg0vo7tnuiuk+P1SNvbtL8nwtNxwFgc/06x+va0W2UFBdhOgrQKEzasKFfT9rYb926deratasqKyu1/0f++uuv65ZbblFeXp6ysrL0+9//Xtdee62h1I33yeI9evzdzSopZ0IHgMCKinRqwrAsnTEglbX1ENIofLCFnYWVenDWRn2/qth0FAA2ccRhcZp+bmtlpnAuXIQ+Ch9sw7IsvfvNbv3nw62qqGK0D0DjREc6denwLI04hlE92AeFD7azaWeF7n9tg3I3lpqOAiDE9OkYp+nntmEGLmyHwgdb8vktvf7lTr30yTZVVPESB1C3aI9TE4dn6/RjUk1HAZoFhQ+2tm1PhR57Z7MW5haZjgIgSPXttG9ULyOJUT3YF4UPYeGrnwr0r3e3aPfeKtNRAASJ+GiXLh2epdOOYlQP9kfhQ9gorfDp+Tnb9O63u+RnTgcQtpwO6bSjUnXx0EwlxLIcLcIDhQ9hJ29zqR55c5PyNpeZjgKghXVtHaOpZ+WoS+sY01GAFkXhQ1jy+y3N/na3npuzVaUVDPcBdpcQ69Klw7I0tH8KS60gLFH4ENb27K3SU+9v0ec/Foh3AmA/Tod0+jGpGj80U/HR7L5F+KLwAZJyN5bq3x9s0U9rS0xHARAg3dvu233bKZvdtwCFD/iVr38u1H8+3KrNuypMRwHQSGmJERp/aqaGHJnM7lvgFxQ+4Dd8PkvvLditFz/dpr0lPtNxANRTfLRLo0/K0JkD0hQZ4TQdBwgqFD6gFiXlPr0yb7ve/nqXqry8TYBg5YlwatTANJ0/KEOxUS7TcYCgROEDDmF7fqWe/WgrEzuAIONySsOOStW4U1opJSHCdBwgqFH4gHpatblUL36yXd8u32s6ChDWHA7phF6JGj80SzlpHtNxgJBA4QMaaPWWMr306XZ9s6yQET+ghfXtFKcJp2Wpcw4zb4GGoPABjbRm677i9/XPFD+gufXvEq8LTs5Qr/ZxpqMAIYnCBzTRum1levnT7frqp0L5eTcBAeN0SMf3StTok1qpY3a06ThASKPwAQGyfnu5Xv50u75cWkDxA5rA7XJocN9knT8og2P0gACh8AEBtnFHuV7/cqfmLclXJcu5APXmiXDqtKNSdO6J6UpPjDQdB7AVCh/QTApLvHp/wW7N/naX9hR5TccBglZclEtnDEjVWQPTlRjL+W6B5kDhA5qZ12fpix8L9Nb8ncrbXGY6DhA02reK0sgBqTqlT7KiPSyYDDQnCh/Qgn5aV6y35u/SN8sK5febTgO0PJdTGtgzUSMHpKl3B2bcAi2FwgcYsD2/Uu98s0sfLdytknKaH+wvJd6t049O1fCjUzkrBmAAhQ8wqLzSry+XFmjOoj36aW2J6ThAwPXqEKszjk3TcT0T5XY5TMcBwhaFDwgSW3ZVaM6iPfp4cb52760yHQdotIQYlwYdnqTTj0lV+0zWzwOCAYUPCDJ+v6VFeUWa890efbt8r7w+3qIIfhFuh47plqDBfZPVv2sCo3lAkKHwAUFsb4lX85bka86iPVqztdx0HKAGh0Pq0S5Wp/RN1om9kxQXzUxbIFhR+IAQsXpLmb5cWqCvlhZo8+5K03EQxnJSI3VK3xSd0jdJmSmcCQMIBRQ+IASt3VqmL38q1FdLC7RxZ4XpOAgDGUkRGtAjUYOOSFL3trGm4wBoIAofEOLWby/XV0sL9NVPhVq3nd2+CJwOmVEa0CNRA3omqFN2jOk4AJqAwgfYyMYd5frqp0LN/7lQq7dwVg80jNMp9WwXqwE9EnVcz0S1SuZ8toBdUPgAm9pTVKXFeUVatLJIi1cVaW+Jz3QkBCFPhFNHdo7TgB6JOqZbghI4ly1gSxQ+IAxYlqW8zWValFekxSuLtHxDiXyc4CMsuZxS1zYxOqJjvPp0jFO3tjGKdDtNxwLQzCh8QBgqKffph9XF1QVwWz6zfu3K4ZAOy4rWER3jdMRhcerdIVbRHpZPAcINhQ+AdhZWavn6Ui1bX6LlG0q0Zms5Cz6HsNbpHh1xWJz6dIrT4R3i2E0LgMIH4EAVVX7lbizV8g0lWra+VCs2lGhvKccABqPkOLe6tIlR19Yx6tI6Wl1axyg+hoIHoCYKH4B62bSzXMvWlyp3U6nWbSvTum3lKq3gQMCWFO1xqnPOvlLXtU2MurSOUUYSM2kBHBqFD0Cjbc+v1Npfyt/abeVat61Mm3dVMCGkiVxOKTvVozYZUWqT7lHbjCh1zI5Wm3SPnE7OUQug4Sh8AAKq0uvXxh0V+0YBt5dr864Kbc+v1LY9lYwI/oYnwqnW6Z7qUtc2Y1/Jy071yO2i2AEIHAofgBZTVOrVtvzK6gL463+351eq0muvzVFCjEtpiRFKT4pUWkKE0pMifvk3Uq2SI5WRFCGHg2IHoPlR+AAEBcuyVFDsVWGJV4UlPhWWeLW3ZP/nXhWW1rxsb6mvRWcSO51SrMeluOh9H7FRNf8fH+NSakLEvoKXGKm0xAh5IljfDkBwoPABCFnllX5VVvlV6bV++feX/3v9qqza92+V11LFL9exLEsOh0MOSU6H9v3fIbldDrldDkX88q/bve/fWI9Lsb8UuhiPk9E4ACGLwgcAAGBz7G8AAACwOQofAACAzVH4AAAAbI7CBwAAYHMUPgAAAJuj8AEAANgchQ8AAMDmKHwAAAA2R+EDAACwOQofAACAzVH4AAAAbI7CBwAAYHMUPgAAAJuj8AEAANgchQ8AAMDmKHwAAAA2R+EDAACwOQofAACAzVH4AAAAbI7CBwAAYHMUPgAAAJuj8AEAANgchQ8AAMDmKHwAAAA2R+EDAACwOQofAACAzVH4AAAAbI7CBwAAYHMUPgAAAJuj8AEAANgchQ8AAMDmKHwAAAA2R+EDAACwOQofAACAzVH4AAAAbI7CBwAAYHMUPgAAAJuj8AEAANgchQ8AAMDmKHwAAAA2R+EDAACwOQofAACAzVH4AAAAbI7CBwAAYHMUPgAAAJuj8AEAANgchQ8AAMDmKHwAAAA2R+EDAACwOQofAACAzVH4AAAAbI7CBwAAYHMUPgAAAJuj8AEAANgchQ8AAMDmKHwAAAA2R+EDAACwOQofAACAzVH4AAAAbI7CBwAAYHMUPgAAAJuj8AEAANgchQ8AAMDmKHwAAAA2R+EDAACwOQofAACAzVH4AAAAbI7CBwAAYHMUPgAAAJuj8AEAANjc/wFELbGHwGgHLQAAAABJRU5ErkJggg==\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# Extended researching\n", + "\n", + "For expand and deepen the analysis using the full functionality of the `DataStudio` class, I implement a more comprehensive approach. This will not only refine our current findings but also extract more meaningful insights from both categorical and continuous variables.\n", + "\n", + "Here’s how I been proceed:\n" + ], + "metadata": { + "id": "kaMlEG2bKNZI" + } + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "## 1. **Advanced Correlation Analysis**:\n", + " We can extend the previous correlation heatmap by including a specific focus on subgroups or using different filtering techniques. For instance, analysing correlations within specific age ranges or cholesterol levels.\n", + "\n", + " This will help us understand whether age or other variables have a stronger correlation in older individuals, offering a more focused analysis on higher-risk groups.\n", + "\n" + ], + "metadata": { + "id": "uxsVK49-Mmka" + } + }, + { + "cell_type": "code", + "source": [ + "# Correlation heatmap for age group over 50\n", + "filtered_data = df[df['Age'] > 50]\n", + "dsv.create_correlation_heatmap(filtered_data)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 959 + }, + "id": "X65yA9GEMqAN", + "outputId": "c93c12ad-3cc8-4a8a-8481-d9aae832b9cd" + }, + "execution_count": 8, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Age Blood Pressure (mmHg) Cholesterol (mg/dL)\n", + "Age 1.0 0.00 0.00\n", + "Blood Pressure (mmHg) 0.0 1.00 0.05\n", + "Cholesterol (mg/dL) 0.0 0.05 1.00" + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
AgeBlood Pressure (mmHg)Cholesterol (mg/dL)
Age1.00.000.00
Blood Pressure (mmHg)0.01.000.05
Cholesterol (mg/dL)0.00.051.00
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "\n", + "
\n", + "
\n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "summary": "{\n \"name\": \"dsv\",\n \"rows\": 3,\n \"fields\": [\n {\n \"column\": \"Age\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.5773502691896258,\n \"min\": 0.0,\n \"max\": 1.0,\n \"num_unique_values\": 2,\n \"samples\": [\n 0.0,\n 1.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Blood Pressure (mmHg)\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.5634713834792322,\n \"min\": 0.0,\n \"max\": 1.0,\n \"num_unique_values\": 3,\n \"samples\": [\n 0.0,\n 1.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Cholesterol (mg/dL)\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.5634713834792322,\n \"min\": 0.0,\n \"max\": 1.0,\n \"num_unique_values\": 3,\n \"samples\": [\n 0.0,\n 0.05\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 8 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "## 2. **Group-based Analysis of Categorical Data**:\n", + " The previous analysis was quite high-level. By using the `vertical_bar_chart()` method, we can visualise categorical variables across different subgroups.\n", + " " + ], + "metadata": { + "id": "Sk_kimpNM9yO" + } + }, + { + "cell_type": "code", + "source": [ + "# Group by Chest Pain Type and calculate mean cholesterol\n", + "dsv.vertical_bar_chart(filtered_data, x_column='Chest Pain Type', y_column='Cholesterol (mg/dL)', x_name='Chest Pain Type', y_name='Cholesterol (mg/dL)')\n", + "\n", + "# Group by Gender and calculate average Blood Pressure\n", + "dsv.vertical_bar_chart(filtered_data, x_column='Gender', y_column='Blood Pressure (mmHg)', x_name='Gender', y_name='Blood Pressure (mmHg)')\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "o6h75R-XNHJL", + "outputId": "86d3da4f-b732-4fdb-8787-acb55570e16c" + }, + "execution_count": 9, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "True" + ] + }, + "metadata": {}, + "execution_count": 9 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "\n", + " **Goal**: By grouping categorical data, we can investigate whether chest pain types or gender significantly affect key risk factors like cholesterol and blood pressure.\n", + "\n", + " ---\n", + "\n", + "## 3. **Multivariate Analysis**:\n", + " We can apply scatter plots or pairwise plots to explore the relationships between multiple variables. This allows us to visualise potential interactions between factors such as age, cholesterol, and blood pressure.\n", + " \n", + " So, to observe how these variables interact and whether there are specific patterns that emerge when we consider multiple factors simultaneously." + ], + "metadata": { + "id": "MlABAtvSNIaw" + } + }, + { + "cell_type": "code", + "source": [ + "\n", + "# Scatter plot of Age vs Cholesterol by Gender\n", + "plt.figure(figsize=(12, 8))\n", + "sns.scatterplot(data=filtered_data, x='Age', y='Cholesterol (mg/dL)', hue='Gender')\n", + "plt.title('Age vs Cholesterol by Gender')\n", + "plt.show()\n", + "\n", + "# Scatter plot of Age vs Blood Pressure by Gender\n", + "plt.figure(figsize=(12, 8))\n", + "sns.scatterplot(data=filtered_data, x='Age', y='Blood Pressure (mmHg)', hue='Gender')\n", + "plt.title('Age vs Blood Pressure by Gender')\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "7bvHP3W1Or1R", + "outputId": "f0caba05-37ae-4f82-d161-a36615aac310" + }, + "execution_count": 10, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "### 4. **Line of Best Fit**:\n", + " Now, generating **line of best fit** for `Age` vs. `Cholesterol (mg/dL)` and `Age` vs. `Blood Pressure (mmHg)` using the `filtered_data` (where the `Age > 50` condition was applied).\n", + "\n", + "- The first plot will show the line of best fit between **Age** and **Cholesterol levels**, which helps in identifying the trend of how cholesterol changes with age in people over 50.\n", + "- The second plot will show the line of best fit between **Age** and **Blood Pressure**, which will help in understanding the relationship between increasing age and blood pressure levels in the older age group.\n", + "\n", + "\n", + " " + ], + "metadata": { + "id": "Js9Wy-6kNv1H" + } + }, + { + "cell_type": "code", + "source": [ + "# Generate line of best fit for Age vs. Cholesterol (mg/dL) for age group > 50\n", + "dsv.plot_line_of_best_fit(filtered_data, name_x='Age', name_y='Cholesterol (mg/dL)')\n", + "\n", + "# Generate line of best fit for Age vs. Blood Pressure (mmHg) for age group > 50\n", + "dsv.plot_line_of_best_fit(filtered_data, name_x='Age', name_y='Blood Pressure (mmHg)')\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "dnwSLZSbN65m", + "outputId": "80e56c7a-cc9d-4d1d-d105-b02b36c6cf4b" + }, + "execution_count": 11, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1IAAAIjCAYAAAAJLyrXAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydeXxU1fn/P/fOnkwyJAQSAhIQFEUWMS6AQRFURFERrKJf91qlKu5W0VbFKq6Ita2C1ao/qQWtW4tVtIBCBKtGjMEF0UZElgBZJttsd+75/TG5w6zJDHNm5szN83698oLM3Jx5znOf85x75jzPeSTGGANBEARBEARBEASRMHK2BSAIgiAIgiAIgsg1aCFFEARBEARBEASRJLSQIgiCIAiCIAiCSBJaSBEEQRAEQRAEQSQJLaQIgiAIgiAIgiCShBZSBEEQBEEQBEEQSUILKYIgCIIgCIIgiCShhRRBEARBEARBEESS0EKKIAiCIAiCIAgiSWghRRC9hB9//BGSJOGFF17ItihxkSQJ9957b8LXXnfddWmVZ8iQIbjsssvS+hmp0tDQgHPPPRd9+/aFJEl44oknsi1S2rnsssswZMiQlNrYunUrTj31VDgcDkiShDfffJOLbMSBce+990KSpKx89uTJkzF58uSsfHZv4JVXXkFxcTHa29uzLUpGWLJkCQYPHgyPx5NtUYgMQAspIuepq6vDueeei4qKClitVgwcOBCnnHIK/vjHP6btM19++eWYD6w7d+7Evffeiy+++CJtnx3JBx98AEmSgj8mkwkHH3wwLrnkEvzvf//j8hkbNmzAvffei5aWFi7tZftztUXlY489xrXdbHDTTTdh1apVmD9/Pl566SWcdtppca8NtRNJkpCfn4+RI0fi/vvvR2dnZ9pkjDde4jFkyJAoWbUft9sddX1nZyfuvfdefPDBBwl/xqWXXoq6ujo88MADeOmll3D00Ucn/Lep8M0330CSJFit1oyPp0wTeR+tVisOOeQQ3HbbbWhqasq2eEkT2Z/+/ftj0qRJeOONN7ItmrD4/X7cc889mDdvHux2e7bFCfLCCy9AkiR89tlnMd+fPHkyRo0adUBtX3bZZfB6vVi6dGkqIhI5gjHbAhBEKmzYsAEnnXQSBg8ejF/96lcoKyvD9u3b8fHHH+MPf/gD5s2bl5bPffnll7F582bceOONYa/v3LkTCxYswJAhQ3DkkUem5bPjcf311+OYY46Bz+fD559/jmeeeQZvv/026urqUF5enlLbGzZswIIFC3DZZZehT58+fASOgcvlgtG43y1l6nPjsWXLFsiy2N83rVmzBmeffTZuvfXWhK4/5ZRTcMkllwAA2tvbsX79evzud79DbW0tXn311bTIGG+8dMeRRx6JW265Jep1s9mMv/zlL1BVNfhaZ2cnFixYAAAJ7Sy4XC5s3LgRd911V9p3NSNZtmwZysrK0NzcjH/84x+48sorM/r5mSb0PrrdbtTU1OCJJ57Ahx9+iE8++STL0iVPaH927tyJpUuXYtasWXj66acxd+7cLEsnHv/617+wZcsWXHXVVdkWJWNYrVZceumlePzxxzFv3rys7bQSmYEWUkRO88ADD8DhcODTTz+NetDes2dPdoRKAx0dHcjPz+/2mkmTJuHcc88FAFx++eU49NBDcf311+PFF1/E/PnzMyFmylit1myLEIbFYsm2CD2yZ8+epBaZhx56KC666KLg73PnzoXX68Xrr78Ot9stzD0YOHBgmJyhpLq43bt3LwBwXZwnMkYZY3j55Zdx4YUXor6+Hn/72990v5CKvI9XXnkl7HY7HnvsMWzduhWHHHJIFqVLnsj+XHLJJRg+fDgWL14cdyGlKApUVYXZbM6UmCmTiD0nwvPPP4/jjz8eAwcO5CBV7nDeeefhkUcewdq1azFlypRsi0OkEbG/aiWIHvjhhx9wxBFHxHwg6t+/f9Rry5Ytw7HHHou8vDwUFRXhhBNOwHvvvRd8/6233sIZZ5yB8vJyWCwWDBs2DL///e/h9/uD10yePBlvv/02tm3bFgzxGDJkCD744AMcc8wxAAILGe290Jyk//73vzjttNPgcDiQl5eHE088ER999FGYjFquwNdff40LL7wQRUVFqKqqSlo3mvOur6/v9ro1a9Zg0qRJyM/PR58+fXD22Wfjm2++CZPntttuAwAMHTo02K8ff/wxZntPPvkkDAZDWNjSokWLIEkSbr755uBrfr8fBQUFuP3224OvheZIJfq5b775JkaNGgWLxYIjjjgC7777brf9TYbIHCktHOSjjz7CzTffjH79+iE/Px/nnHNO8OE8lHfeeSeo24KCApxxxhn46quvEvrs//3vf/jFL36B4uJi5OXlYfz48Xj77bejZGGM4c9//nNQPwdCWVkZJEkK2w0EErPXtrY23HjjjRgyZAgsFgv69++PU045BZ9//jmA+OMlFUJzpH788Uf069cPALBgwYLgZ8TLtbv33ntRUVEBALjtttui5Nm0aROmT5+OwsJC2O12TJ06FR9//HFYG5ruP/zwQ1xzzTXo378/Bg0a1KPcH330EX788UfMmTMHc+bMwbp16/Dzzz9HXaeqKu69916Ul5cjLy8PJ510Er7++uuYOXstLS248cYbcdBBB8FisWD48OF4+OGHw3bsYjFjxgwcfPDBMd+bMGFCWKjj+++/j6qqKvTp0wd2ux0jRozAnXfe2WN/41FWVgYAUfYWiaIo+P3vf49hw4bBYrFgyJAhuPPOO2Pmnjz11FM44ogjYLFYUF5ejmuvvTZm6OQzzzyDYcOGwWaz4dhjj8X69esPuB9aXw4//PCgnw0NG37iiSeCsn/99dcAgG+//RbnnnsuiouLYbVacfTRR+Of//xnWJs+nw8LFizAIYccAqvVir59+6Kqqgrvv/9+8Jrdu3fj8ssvx6BBg2CxWDBgwACcffbZYf4x3jiI59fi2fOB+jG32413330XJ598ctR7Wo7rq6++ipEjR8Jms2HChAmoq6sDACxduhTDhw+H1WrF5MmTo/y+Fnr35Zdf4sQTT0ReXh6GDx+Of/zjHwCADz/8EMcddxxsNhtGjBiB//znPz3K2xMulwvXX389SkpKUFBQgLPOOgs7duyIqefKykoUFxfjrbfeSvlzCbGhHSkip6moqMDGjRuxefPmHuOZFyxYgHvvvRcTJ07EfffdB7PZjP/+979Ys2YNTj31VACBCcVut+Pmm2+G3W7HmjVrcPfdd6O1tRWPPvooAOCuu+6C0+nEzz//jMWLFwMA7HY7Dj/8cNx33324++67cdVVV2HSpEkAgIkTJwIILFimT5+OyspK3HPPPZBlGc8//zymTJmC9evX49hjjw2T9xe/+AUOOeQQLFy4EIyxpHXzww8/AAD69u0b95r//Oc/mD59Og4++GDce++9cLlc+OMf/4jjjz8en3/+OYYMGYJZs2bhu+++w9///ncsXrwYJSUlABB8eI1k0qRJUFUV1dXVmDFjBgBg/fr1kGU57KFl06ZNaG9vxwknnBCznUQ+t7q6Gq+//jquueYaFBQU4Mknn8Ts2bPx008/ddvvVJk3bx6Kiopwzz334Mcff8QTTzyB6667DitWrAhe89JLL+HSSy/FtGnT8PDDD6OzsxNPP/00qqqqsGnTpm4XEw0NDZg4cSI6Oztx/fXXo2/fvnjxxRdx1lln4R//+AfOOeccnHDCCXjppZdw8cUXh4Xr9YTb7ca+ffsABL51/uijj/Diiy/iwgsvDHuwTdRe586di3/84x+47rrrMHLkSDQ2NqK6uhrffPMNjjrqqLjjpSd8Pl9QTo28vDzk5eWFvdavXz88/fTT+PWvf41zzjkHs2bNAgCMGTMmZruzZs1Cnz59cNNNN+GCCy7A6aefHpTnq6++wqRJk1BYWIjf/OY3MJlMWLp0KSZPnhx8MAvlmmuuQb9+/XD33Xejo6Ojxz797W9/w7Bhw3DMMcdg1KhRyMvLw9///vfgFwYa8+fPxyOPPIIzzzwT06ZNQ21tLaZNmxaVH9bZ2YkTTzwRO3bswNVXX43Bgwdjw4YNmD9/Pnbt2tVtXtr555+PSy65BJ9++mnwCyAA2LZtGz7++OOgv/vqq68wY8YMjBkzBvfddx8sFgu+//77qAV1PELvo9vtxqZNm/D444/jhBNOwNChQ7v92yuvvBIvvvgizj33XNxyyy3473//iwcffBDffPNNWF7SvffeiwULFuDkk0/Gr3/9a2zZsgVPP/00Pv30U3z00UcwmUwAgOeeew5XX301Jk6ciBtvvBH/+9//cNZZZ6G4uBgHHXRQQv2J1b/t27dH+Zvnn38ebrcbV111FSwWC4qLi/HVV18Fd2fuuOMO5Ofn45VXXsHMmTPx2muv4Zxzzgn258EHH8SVV16JY489Fq2trfjss8/w+eef45RTTgEAzJ49G1999RXmzZuHIUOGYM+ePXj//ffx008/HfAXFbHsORU/VlNTA6/Xi6OOOirm++vXr8c///lPXHvttQCABx98EDNmzMBvfvMbPPXUU7jmmmvQ3NyMRx55BFdccQXWrFkT9vfNzc2YMWMG5syZg1/84hd4+umnMWfOHPztb3/DjTfeiLlz5+LCCy/Eo48+inPPPRfbt29HQUFBWBtOpzPKzwCB+xrJZZddhldeeQUXX3wxxo8fjw8//BBnnHFG3P4fddRRCY8TIodhBJHDvPfee8xgMDCDwcAmTJjAfvOb37BVq1Yxr9cbdt3WrVuZLMvsnHPOYX6/P+w9VVWD/+/s7Iz6jKuvvprl5eUxt9sdfO2MM85gFRUVUdd++umnDAB7/vnnoz7jkEMOYdOmTYv6vKFDh7JTTjkl+No999zDALALLrggIR2sXbuWAWB//etf2d69e9nOnTvZ22+/zYYMGcIkSWKffvopY4yx+vr6KNmOPPJI1r9/f9bY2Bh8rba2lsmyzC655JLga48++igDwOrr63uUx+/3s8LCQvab3/wm2Pe+ffuyX/ziF8xgMLC2tjbGGGOPP/44k2WZNTc3B/8WALvnnnsS+lwAzGw2s++//z5MdgDsj3/8Y7cyarp49NFHu72uoqKCXXrppcHfn3/+eQaAnXzyyWH38aabbmIGg4G1tLQwxhhra2tjffr0Yb/61a/C2tu9ezdzOBxRr0dy4403MgBs/fr1wdfa2trY0KFD2ZAhQ8JsGAC79tpru20v9NpYPzNnzgyz72Ts1eFw9Pj58cZLPCoqKmLKqdnGpZdeGtbe3r17o2ynO+Ld/5kzZzKz2cx++OGH4Gs7d+5kBQUF7IQTTgi+ptlBVVUVUxQloc/0er2sb9++7K677gq+duGFF7KxY8eGXbd7925mNBrZzJkzw16/9957GYAwe/z973/P8vPz2XfffRd27R133MEMBgP76aef4srjdDqZxWJht9xyS9jrjzzyCJMkiW3bto0xxtjixYsZALZ3796E+hlKvPt4/PHHs3379oVdq/k9jS+++IIBYFdeeWXYdbfeeisDwNasWcMYY2zPnj3MbDazU089NWxc/OlPfwr6RcYC+u/fvz878sgjmcfjCV73zDPPMADsxBNPTKg/p556Ktu7dy/bu3cvq62tZXPmzGEA2Lx58xhj+22rsLCQ7dmzJ+zvp06dykaPHh011iZOnMgOOeSQ4Gtjx45lZ5xxRlw5mpubE/Jf8cZEPL8Wac+p+rFnn32WAWB1dXUxZbNYLGG+fenSpQwAKysrY62trcHX58+fHzUPnHjiiQwAe/nll4OvffvttwwAk2WZffzxx8HXV61aFTX3aX3u7ueII44IXl9TU8MAsBtvvDGsH5dddllcPV911VXMZrN1qyMi96HQPiKnOeWUU7Bx40acddZZqK2txSOPPIJp06Zh4MCBYeESb775JlRVxd133x2VXxEaDmWz2YL/b2trw759+zBp0iR0dnbi22+/PWA5v/jiC2zduhUXXnghGhsbsW/fPuzbtw8dHR2YOnUq1q1bFxWKk2zi8hVXXIF+/fqhvLwcZ5xxBjo6OvDiiy/GPY1s165d+OKLL3DZZZehuLg4+PqYMWNwyimn4N///nfyHUUgf2XixIlYt24dgMApZY2NjbjjjjvAGMPGjRsBBL6NHDVqVEp5KieffDKGDRsWJnthYSG30wrjcdVVV4XZzaRJk+D3+7Ft2zYAgVColpYWXHDBBcF7vW/fPhgMBhx33HFYu3Ztt+3/+9//xrHHHhsW0mm323HVVVfhxx9/DIYJHQhnn3023n//fbz//vt46623MH/+fLz77ru48MILgzufydhrnz598N///hc7d+48YJlicdxxxwXl1H4S3XU7EPx+P9577z3MnDkzLORtwIABuPDCC1FdXY3W1tawv/nVr34Fg8GQUPvvvPMOGhsbccEFFwRfu+CCC1BbWxsWJrV69WooioJrrrkm7O9jHZzz6quvYtKkSSgqKgqzs5NPPhl+vz84BmNRWFiI6dOn45VXXgnb8V6xYgXGjx+PwYMHA9ifR/bWW2/1GC4Yi9D7uHLlSjzwwAP46quvcNZZZ8HlcsX9O83/hIYDAwge9KCFuf7nP/+B1+vFjTfeGObbf/WrX6GwsDB43WeffYY9e/Zg7ty5YblKl112GRwOR8L9ee+999CvXz/069cPY8eOxauvvoqLL74YDz/8cNh1s2fPDts9b2pqwpo1a3DeeecF55Z9+/ahsbER06ZNw9atW7Fjxw4AAZ1/9dVX2Lp1a0wZbDYbzGYzPvjgAzQ3Nycse09E2nOqfqyxsREAUFRUFPP9qVOnhu1oaTu+s2fPDts50l6P9Ot2ux1z5swJ/j5ixAj06dMHhx9+eNjucby/B4A///nPUX7m/fffj9rR1kLGExmXGkVFRXC5XGk9EZXIPhTaR+Q8xxxzDF5//XV4vV7U1tbijTfewOLFi3Huuefiiy++wMiRI/HDDz9AlmWMHDmy27a++uor/Pa3v8WaNWuiHpqcTucBy6hNiJdeemnca5xOZ9iE01PYSyR33303Jk2aBIPBgJKSEhx++OHd5iBoD/0jRoyIeu/www/HqlWrDjjheNKkScFQwfXr12PAgAE46qijMHbsWKxfvx6nnHIKqqurcd555yXddijaw14oRUVFXB8uEvlc7b5pn6vd73hJxoWFhd22v23btqgwMiBwX7T3D/Ro3kGDBoXlLJx11lno27cvbr31VqxcuRJnnnlmUvb6yCOP4NJLL8VBBx2EyspKnH766bjkkkvi5t8kSklJSczcinSxd+9edHZ2xh0Pqqpi+/btOOKII4KvJzNGly1bhqFDhwZD4wBg2LBhyMvLw9/+9jcsXLgQwP5xOXz48LC/Ly4ujnog3bp1K7788su4YbY9Hbhz/vnn480338TGjRsxceJE/PDDD8FT9UKvefbZZ3HllVfijjvuwNSpUzFr1iyce+65CR36EXkfzzjjDIwYMQLnnnsunn322bgPotu2bYMsy1F6KCsrQ58+fYJ6iufHzGYzDj744KjrIg+30MpFJMpxxx2H+++/H5IkIS8vD4cffnjML4MibeP7778HYwy/+93v8Lvf/S5m23v27MHAgQNx33334eyzz8ahhx6KUaNG4bTTTsPFF18cfLi3WCx4+OGHccstt6C0tBTjx4/HjBkzcMkllwTzzw6ESJlT9WMaLE5oeqQf1Ra0kWGW2uuRfn3QoEFReaEOhyPhvweAY489NuaXjdqXExqaPUbqKNI+Q9H6Taf26RtaSBG6wWw245hjjsExxxyDQw89FJdffjleffVV3HPPPQn9fUtLC0488UQUFhbivvvuw7Bhw2C1WvH555/j9ttvP6BvYzW0v3300UfjHosemTcSujuWCKNHj87og2d3VFVVwefzYePGjVi/fn0wX2zSpElYv349vv32W+zduzf4+oESbzcg3sTNi54+V7vfL730UswHm56S7DPN1KlTAQDr1q3DmWeemZS9nnfeecFaOu+99x4effRRPPzww3j99dcxffr0jMifLRIdo62trfjXv/4Ft9sd85S6l19+GQ888EDSD1yqquKUU07Bb37zm5jvH3rood3+/Zlnnom8vDy88sormDhxIl555RXIsoxf/OIXwWtsNhvWrVuHtWvX4u2338a7776LFStWYMqUKXjvvfcS3pELJdTeeipRIdpDaKIL/Ejb0MbUrbfeimnTpsX8G+2h/IQTTsAPP/yAt956C++99x6effZZLF68GEuWLAme8njjjTfizDPPxJtvvolVq1bhd7/7HR588EGsWbMG48aN61a20MOTEpH5QP2YljfW3Nwc8zCWeLaTqF9P9e/TTXNzM/Ly8pKey4ncQqzZnCA4oX3DtGvXLgCBb35VVcXXX38d98Hwgw8+QGNjI15//fWwAxBinXoXb3KP97oWflZYWCjMYkc7uWzLli1R73377bcoKSkJ7kYl+zBz7LHHwmw2Y/369Vi/fn0wmf6EE07AX/7yF6xevTr4e3eI9hCVKNr97t+//wHd74qKirj3RXufJ4qiAAjUlQKSt9cBAwbgmmuuwTXXXIM9e/bgqKOOwgMPPBBcSKX7PvJov1+/fsjLy4urd1mWD/hAAu1o+aeffjp4aIrGli1b8Nvf/hYfffQRqqqqgvf2+++/D/v2u7GxMeob9WHDhqG9vf2AfUp+fj5mzJiBV199FY8//jhWrFiBSZMmRdWdk2UZU6dOxdSpU/H4449j4cKFuOuuu7B27doD+uxIe4tFRUUFVFXF1q1bgzuxQOAglpaWlqCeQv1Y6M6S1+tFfX19UD7tuq1bt4btsPh8PtTX12Ps2LFJ9yMZNNlMJlNCOisuLsbll1+Oyy+/PHgoz7333ht2XP6wYcNwyy234JZbbsHWrVtx5JFHYtGiRVi2bBmAwK5K5MmFXq83OC/2RKp+7LDDDgMQmENHjx6d9N+LhGaP9fX1YV+GaLvLsaivrw+zXUKfUI4UkdOsXbs25rdMWny9Fu4xc+ZMyLKM++67L2pnSft77Vus0Pa8Xi+eeuqpqPbz8/NjhvppC4/IyauyshLDhg3DY489FvPhIdbR2elmwIABOPLII/Hiiy+Gybt582a89957OP3004OvxetXPKxWK4455hj8/e9/x08//RS2I+VyufDkk09i2LBhGDBgQLftJPu5ojBt2jQUFhZi4cKFMU9/6ul+n3766fjkk0+C+WRA4IS9Z555BkOGDOkxRDVZ/vWvfwFA8GEyUXv1+/1R46B///4oLy8PO6I63njhhXaSXyp2YjAYcOqpp+Ktt94KO2q5oaEBL7/8MqqqqhIOZYpk2bJlOPjggzF37lyce+65YT+33nor7HY7/va3vwEI7NYYjUY8/fTTYW386U9/imr3vPPOw8aNG7Fq1aqo91paWoILlu44//zzsXPnTjz77LOora3F+eefH/Z+U1NT1N9oX0bFOoY8ESLtLRaa/4k8efDxxx8HgOBpaSeffDLMZjOefPLJMN/93HPPwel0Bq87+uij0a9fPyxZsgRerzd43QsvvJAR/9K/f39MnjwZS5cujbmQCfUJWm6Rht1ux/Dhw4P67uzsjDrBcdiwYSgoKAi7J8OGDYvKk3vmmWfi7khFkqofq6yshNlsxmeffZbQ54mMtosY+Tzwxz/+Me7ffP7558FTewn9QjtSRE4zb948dHZ24pxzzsFhhx0Gr9eLDRs2YMWKFRgyZAguv/xyAIGQibvuugu///3vMWnSJMyaNQsWiwWffvopysvL8eCDD2LixIkoKirCpZdeiuuvvx6SJOGll16KuVCrrKzEihUrcPPNN+OYY46B3W7HmWeeiWHDhqFPnz5YsmQJCgoKkJ+fj+OOOw5Dhw7Fs88+i+nTp+OII47A5ZdfjoEDB2LHjh1Yu3YtCgsLgw8XmeTRRx/F9OnTMWHCBPzyl78MHn/ucDjC6mJUVlYCCBz9PmfOHJhMJpx55pnd5k9NmjQJDz30EBwOR/DbyP79+2PEiBHYsmVLVD2cWBzI5ybD6tWrox5IgMDC+0BzkIDATs7TTz+Niy++GEcddRTmzJmDfv364aeffsLbb7+N448/PuaDscYdd9yBv//975g+fTquv/56FBcX48UXX0R9fT1ee+21lArSfvfdd8FvrDs7O/Hxxx/jxRdfxPDhw3HxxRcDCOxAJGKvbW1tGDRoEM4991yMHTsWdrsd//nPf/Dpp59i0aJFwc+MN154YbPZMHLkSKxYsQKHHnooiouLMWrUqKTv4f333x+smXTNNdfAaDRi6dKl8Hg8eOSRRw5Itp07d2Lt2rW4/vrrY75vsVgwbdo0vPrqq3jyySdRWlqKG264AYsWLcJZZ52F0047DbW1tXjnnXdQUlIStvt222234Z///CdmzJiByy67DJWVlejo6EBdXR3+8Y9/4Mcff4zaAYvk9NNPR0FBAW699VYYDAbMnj077P377rsP69atwxlnnIGKigrs2bMHTz31FAYNGpRQfbsdO3YE7U3LY126dClKSkq6DesbO3YsLr30UjzzzDPBsOtPPvkEL774ImbOnImTTjoJQGAncf78+ViwYAFOO+00nHXWWdiyZQueeuopHHPMMcHiuSaTCffffz+uvvpqTJkyBeeffz7q6+vx/PPPp5zPlyh//vOfUVVVhdGjR+NXv/oVDj74YDQ0NGDjxo34+eefUVtbCwAYOXIkJk+eHKxF9NlnnwVLDACBMTx16lScd955GDlyJIxGI9544w00NDSEHb5w5ZVXYu7cuZg9ezZOOeUU1NbWYtWqVT3ahEaqfsxqteLUU0/Ff/7zH9x3330paC77VFZWYvbs2XjiiSfQ2NgYPP78u+++AxC9K15TU4OmpiacffbZ2RCXyCRZOCmQILjxzjvvsCuuuIIddthhzG63M7PZzIYPH87mzZvHGhoaoq7/61//ysaNG8csFgsrKipiJ554Inv//feD73/00Uds/PjxzGazsfLy8uBx6gDY2rVrg9e1t7ezCy+8kPXp04cBCDuK+a233mIjR45kRqMx6sjVTZs2sVmzZrG+ffsyi8XCKioq2HnnncdWr14dvEY7BjjR44a1489fffXVbq+Ldfw5Y4z95z//Yccffzyz2WyssLCQnXnmmezrr7+O+vvf//73bODAgUyW5YSOQn/77bcZADZ9+vSw16+88koGgD333HNRf4MYx8jG+1zEOfY78mjfWGi6iPfz0ksvxWxLOzJXO1JeQ7sHoTaivT5t2jTmcDiY1Wplw4YNY5dddhn77LPPupWPMcZ++OEHdu6557I+ffowq9XKjj32WLZy5cqo6+LpIRaR/TQYDGzQoEHsqquuijleerJXj8fDbrvtNjZ27FhWUFDA8vPz2dixY9lTTz0V1k534yUWFRUV3R7/HHn8OWOMbdiwgVVWVjKz2dzjUejdHX//+eefs2nTpjG73c7y8vLYSSedxDZs2BB2TTw7iMWiRYsYgLAxHskLL7zAALC33nqLMcaYoijsd7/7HSsrK2M2m41NmTKFffPNN6xv375s7ty5YX/b1tbG5s+fz4YPH87MZjMrKSlhEydOZI899lhUGYh4/N///V/wWP9IVq9ezc4++2xWXl7OzGYzKy8vZxdccEHUkeuxiDz+XJZl1r9/f3bBBReElS1gLPr4c8YY8/l8bMGCBWzo0KHMZDKxgw46iM2fPz/s+HCNP/3pT+ywww5jJpOJlZaWsl//+tdhpRU0nnrqKTZ06FBmsVjY0UcfzdatW8dOPPHEhI8/784uGeu5tMIPP/zALrnkElZWVsZMJhMbOHAgmzFjBvvHP/4RvOb+++9nxx57LOvTpw+z2WzssMMOYw888EDwfu7bt49de+217LDDDmP5+fnM4XCw4447jr3yyithn+X3+9ntt9/OSkpKWF5eHps2bRr7/vvvE/ZrGqn4sddff51JkhR1FH8svxVPd7HmuBNPPDHseHKNePco8vN66nOs9js6Oti1117LiouLmd1uZzNnzmRbtmxhANhDDz0Udu3tt9/OBg8eHFY+gtAnEmMZzr4jCIIgCCIpWlpaUFRUhPvvvx933XVXtsUhiITw+/0YOXIkzjvvPPz+97/Ptjjc+eKLLzBu3DgsW7YM//d//wcgEPI6ZMgQ3HHHHbjhhhuyLCGRbihHiiAIgiAEIlZ9JS1XaPLkyZkVhiBSwGAw4L777sOf//znbg8XyQXijUtZlsMOTnr++edhMpmSrgVJ5Ca0I0UQBEEQAvHCCy/ghRdewOmnnw673Y7q6mr8/e9/x6mnnhrzYAmCINLPggULUFNTg5NOOglGoxHvvPMO3nnnHVx11VVYunRptsUjsgQtpAiCIAhCID7//HP85je/wRdffIHW1laUlpZi9uzZuP/++6PqzREEkRnef/99LFiwAF9//TXa29sxePBgXHzxxbjrrruEqw1IZA5aSBEEQRAEQRAEQSQJ5UgRBEEQBEEQBEEkCS2kCIIgCIIgCIIgkoSCOgGoqoqdO3eioKAgqqgaQRAEQRAEQRC9B8YY2traUF5eDlmOv+9ECykEKs8fdNBB2RaDIAiCIAiCIAhB2L59OwYNGhT3fVpIASgoKAAQUFZhYWGWpSEIgiAIgiAIIlu0trbioIMOCq4R4kELKSAYzldYWEgLKYIgCIIgCIIgekz5ocMmCIIgCIIgCIIgkoQWUgRBEARBEARBEElCCymCIAiCIAiCIIgkoYUUQRAEQRAEQRBEktBCiiAIgiAIgiAIIkloIUUQBEEQBEEQBJEktJAiCIIgCIIgCIJIElpIEQRBEARBEARBJAktpAiCIAiCIAiCIJKEFlIEQRAEQRAEQRBJktWF1IMPPohjjjkGBQUF6N+/P2bOnIktW7aEXeN2u3Httdeib9++sNvtmD17NhoaGsKu+emnn3DGGWcgLy8P/fv3x2233QZFUTLZFYIgCIIgCIIgehFZXUh9+OGHuPbaa/Hxxx/j/fffh8/nw6mnnoqOjo7gNTfddBP+9a9/4dVXX8WHH36InTt3YtasWcH3/X4/zjjjDHi9XmzYsAEvvvgiXnjhBdx9993Z6BJBEARBEARBEL0AiTHGsi2Ext69e9G/f398+OGHOOGEE+B0OtGvXz+8/PLLOPfccwEA3377LQ4//HBs3LgR48ePxzvvvIMZM2Zg586dKC0tBQAsWbIEt99+O/bu3Quz2dzj57a2tsLhcMDpdKKwsDCtfSQIgiAIgiAIQlwSXRsIlSPldDoBAMXFxQCAmpoa+Hw+nHzyycFrDjvsMAwePBgbN24EAGzcuBGjR48OLqIAYNq0aWhtbcVXX30V83M8Hg9aW1vDfghCFJjKsLNmJ75f9T121uwEU4X5roMgCEJIyG/mLqqionZZLdY9sA61y2qhKmq2RRISsnExMWZbAA1VVXHjjTfi+OOPx6hRowAAu3fvhtlsRp8+fcKuLS0txe7du4PXhC6itPe192Lx4IMPYsGCBZx7QBCpU7+mHtUPVWPfln1QvSpks4ySESWouqMKQ6cMzbZ4BEEQwkF+M3fZsGgDqhdWw+10AwyABKy6YRWq7qzCxFsmZls8YSAbFxdhdqSuvfZabN68GcuXL0/7Z82fPx9OpzP4s3379rR/JkH0RP2aeqy8eiUavmyA2W6GfYAdZrsZDV82YOXVK1G/pj7bIhIEQQgF+c3cZcOiDVg9fzVczS7IBhmyWYZskOFqdmH1/NXYsGhDtkUUArJxsRFiIXXddddh5cqVWLt2LQYNGhR8vaysDF6vFy0tLWHXNzQ0oKysLHhN5Cl+2u/aNZFYLBYUFhaG/RBENmEqQ/VD1fC0eVAwsAAmmwmSLMFkM6FgYAE8bR5UP1RNW/kEQRBdkN/MXVRFRfXCaqiKCoPVANkoQ5ZlyEYZBqsh7P3eDNm4+GR1IcUYw3XXXYc33ngDa9aswdCh4duTlZWVMJlMWL16dfC1LVu24KeffsKECRMAABMmTEBdXR327NkTvOb9999HYWEhRo4cmZmOcELE+FcRZRKRVPW0a9Mu7NuyD7a+NkiSFPaeJEmwFduwb8s+7Nq0i6fYBJHziOijRJRJj6TDb9K9ywx1y+vgdrphMBkgQQJTGVS/CqYySJBgMBngdrpRt7wu26JmFdGfDWi8ZDlH6tprr8XLL7+Mt956CwUFBcGcJofDAZvNBofDgV/+8pe4+eabUVxcjMLCQsybNw8TJkzA+PHjAQCnnnoqRo4ciYsvvhiPPPIIdu/ejd/+9re49tprYbFYstm9pBAx/lVEmUSEh54693VC9aowWmIPSaPVCHezG537OnmKThA5jYg+SkSZ9Apvv0n3LnM4tzkBFvhCXfWoYIwFc6QkSYJkkADWdV0vRuRnAxovAbK6I/X000/D6XRi8uTJGDBgQPBnxYoVwWsWL16MGTNmYPbs2TjhhBNQVlaG119/Pfi+wWDAypUrYTAYMGHCBFx00UW45JJLcN9992WjSweEiPGvIsokIrz0lFeSB9ksQ/HELiStuBXIZhl5JXk8xSeInEVEHyWiTHqGp9+ke5dZHBUOMDCoPnX/LkbXhgtTu14Hg6PCkT0hBUDUZwMaL/vJemhfrJ/LLrsseI3VasWf//xnNDU1oaOjA6+//npU7lNFRQX+/e9/o7OzE3v37sVjjz0Go1GYAwm7JTL+FQzwtnsBhqzFv4ooU6R8Imwl84xdHjBuAEpGlMDV6EJkaTfGGFxNLpSMKMGAcQOSkk8EPREEb0TMGxBRpkj5ePgDkfwKL7+Zrnsnkq5Ek2nUeaMgy/sfQSVJCv5oyLKMUeeNyoZ4wuhJxGcD0X1dpsmN1YaO0eJfjVYjmrY2Bb51UAHIgNFiDIt/La8s77UyaYi0lZxM7HJPepJkCVV3VGHl1SvRtqMNtmIbjFYjFLcCV5MLlkILqu6ogiRL3bajIZKeCII3PMeenmXS4OUPRPMrvPxmOu6daLoSTaaGusBOhrvFDQBRiwQAgR2OuoacHS88EPHZQGRflw2EOLWvN9O5rxPedi/adrVBcSmBU2tMgdNrFJeCtl1t8LX7Mhr/KqJMgHhbyYnELqteNWE9DZ0yFDOWzkDpmFJ4O7xo39UOb4cXpWNKMWPJjISdnGh6Igje8B57epUJ4OcPRPUrPPwm73snoq5Ek6lzXyeMViPs5fZgPpT2Ixkk2MvtMFqNOTteeCLas4Govi5b0I5UlrEV2+Dr9IH5GQyWwOk1AAAJkM0y/B4/vJ1e2IptvVqmyK1k7VsQk80E40Aj2na0ofqhagyZPCThb2ZSJTR22WQzRb1/ILHLQ6cMxZDJQ7Br0y507utEXkkeBowbkHCfRNQTQfAmHWNPjzLx8gei+5VU/SbPeyeirkSUSdO52W5GQVkBXM0u+D1+GCwG2Ips8Ll88HZ4c3K8pAORng1E9HXZhHakRIBF/NvT65mg6zMZY2HHkga33zMsk4hHgKYjdhkIbOWXV5Zj+LThKK8sT8phi6in3oQocfV6J11jT28y8fIHke34On3wtHrg6/QJ41dS8Zs8752IR7KLOC+E6RwMRqsRpnwTjFYjGHJ7vKQLUZ4NRPR12YR2pLKMq8kFU54Jvk4fVJ8K2SgHTq5hgYJ1slGGKc8EV5Mr4zJ5273wu/xR78umzMsk4hGgvGOXeSCinnoLIsXV6x0Rx56IMvHyB1o7qldF4/bGqLxZe6k9p0N5eN47EY9kF3Fe0HT+xiVvYO/mvVBVNXj8uSzLyOuXl7PjRUR49k1EX5dNaEcqy+SV5MFcYEZ+WT6MNiNUvwrVp0L1qzDajMgvzYe5wJz5EBWTHPdbL6YyyKbshc3EIltbybxil3khqp70johx9XpHtLEnoky8/EFeSR5UVUXLtpaYebMt21qgqmpO+xVe907EI9mFnhcYwBAowitJUqA4L1hWInGE1lOK8O6baL4um9COVJbRtkgbvmxA0fAi+F3+4E6UwWZA+852lI4pzegWadnYMjAlENInW2XIkMEYgyRJUKEGiucpDGVjy3pujBOhejIONIZtTWtbyZnWk0aqscs8EVlPekXkuHq9I9LYE1EmXv5AmxNURYXBatjfjgRIJgl+tz/jc0I64HHveOmcp18RcV7Q+qf6VfQ7ol/MZ59M+00R9cSLdPRNJF+XTWhHKstoW6SWAgvad7YDEmAuMAMS0L6zPStbpLtrd0MySpCNMpiPBXOjmMrAfAyyUYZklLC7dnfGZArVU9uOtsBhGCqDr9OHth1tWd9KTiV2mbccIuuJJ6LkI4keV693RBl7IsrEyx+IOCeki1TvHS+d8/QrkTK5mlxwt7jhanJlbV4QMZdMz/OnnvuWbWhHSgC0LVItDtrd7IZsllE6pjQr+RWd+zohyzLy++WjvaEdfu/+PCnJICG/Xz6YyjIeJyyankSlN+hJpHwkPcfVE7kPD3+gzQmOCgc6GjqguJVgPosWgp6NkhiiwkvnPP3K0ClDUTm3EtULq+H8yRm8f1aHFZVXV2bNb/q9frRubw23KWvAppI9cp7HnKDn+ZN330Sah7MJLaQEQaQtUi0e3t3ohiRJkM1yMIaZqQwdeztgLbJmJU5YJD2JjJ71pOUNeNo8sPW1wWgxQvEowbyBGUszG59NR8ESosPreHCD2YDiQ4qhdCrBMCxjnhGKS4Hf7CcbD0GkI9mBgN+sWVIDySjBMdgBSQ7M594OL2qW1GDAuAEZ95uqqsK5LbCoCz1oS3EpcG5zJvycwXtO0PP8yatvos3D2YQWUgKhhRRkm8h4eFnaHwGqMjXr8fCi6El09KgnEfOR9BxXT+iHVPxBqI0XDCyAKX//gz3ZeHx46TxVvxLqNwsHFYa1ZS2yZsVv8sq7S9ecoMf5UyPVvok4D2cTypEiohA9Hl6U3BjR0aOeRMxH6k2x57xsSo+2GYre9BRq460/t8LV2JVj0+hC68+turJxUeDpV0T0m7yeM0TsW7oQxR+kS+ei9C9ZaEeKiEKLh+9T0QftDe3hNUNsgZoh3nZvVuLhKSY3MfSqJ1HzkfQcV6/By6b0apsaetVTWI7N9uzn2PQGePkVEf0mr+cMEfuWDkTyB+nQuUj9SxZaSBFRaLHZsllG30P7BooFhxQH9nX6spLzQTG5iaFnPYmcj6TnuHpeNqVn2wT0rSctx0Y2yWE5Nr5OX1ZybHoLPPyKiH6T13OGiH3jjWj+IB35eyL1L1kotI+IQovNdjW6wBiDKc8ES6EFpjxTMDa7ZERJVmpOaDG5JpsJkizBZDOhYGABPG0eVD9UnTNbwelC73qKtM1QsmWboYhy7DVPeNmU3m1Tz3qKlMlWbIO1jxW2Ypsu7p3opOpXRPSbvJ4zROwbT0T0Bzx1LmL/koUWUkQUIuZ8RMbk+jp98LR64Ov06S4OOhVEjxenOh+5By+bEt02U4WXjxJRTyLKRCSOiH6Tl0wi9o0nIo69dOXvAYCvwweP0wNfhw8AcsK3UGgfERPRcj60mFzVq6Jxe2N4PLUlEE+dTM0JvSJyvDjV+chNeNmUyLbJA14+SkQ9iSgTkRwi+k1eMonYN16IOvZ45+/xqieWDWghRcRFpJwPreZEy7aW/TUnDAjWnGjZ1pK12lYiIWq8ONX5yF142ZSotskLXj5KRD2JKBORPCL6TV4yidg3Hog89njl7/GqJ5YtaCFFdIsotRR41ZzQOyLWNKI6H7kNL5sS0TZ5wstHiagnEWUiDgwR/SYvmUTsW6qIPvZS1bkenu0oR4rIGKnkx4he20oURIwXFzHGm0ic3pLLkGr+XqSPUhUVfsUPVVGT8lEi6klEmXIBVVFRu6wW6x5Yh9pltVAV9YDaydX6OkTqRI49V1NXDbcmly7Gnh6e7WhHisgIqebHaDUnHBUOdDR0hMfR2gJxtL52n9BxtJlCtHhxUWO8icTRey4Dj/w9zUfl98tHe0M7VO/+h2bJIMHe3w6msoTsXEQ9iSiTyGxYtAHVC6vhdrqDc9WqG1ah6s4qTLxlYsLt5HJ9HYIPYTXcftJXDTeR65YmCi2kiLTDIz9GixM2mA0oPqQYSqcSrDlhzDNCcSnwm/1Cx9FmEpHixUWO8SYSR6+5DLzy97RYf3ejGwBgMBvAwCBBgupX0bG3I6lYf9H0JKpMIrJh0Qasnr86EK5kMgRif1TA1ezC6vmrASChxVSu19ch+KDVcJOMUlgNN2+HN+druIlatzQZaCFFpBVe+TGhccIFAwtgyt//QC5CnLCIiBIvLnqMN5E4estl4Jm/FxnrL0shkfMGHFCsvyh6CkVEmURCVVRUL6yOtgMZQTuoXliN8TeMDyTWxyFduaVEbhFqB4WDCsPmT2uRNeftIPL5wJSXe892lCMlEDzjoEWJqeaVHxMaJ9z6cytcjV1xwo0utP7cmvNxwnqG8iuISPTmn4D0xPqLoifRZRKJuuV1cDvdMJgiFtMAZEmGwWSA2+lG3fK6btuh3FIC0L8d6CEHjHakBIFnHLRIMdU882PC4oS36ytOWO9QfgWhoVf/xDuPUyQ9iSyTaGjHOMf9mloGoHRd1w2UW0oAvcMOcj0HjBZSAsAzDlq0mGqe+TFanLBsksPihH2dvpyPE+4NUH4FoWf/xDOPUzQ9iSqTiDgqHIE6OF0J81GoAKSu67qBcksJoHfYQa7ngFFoX5aJjIM22UyQZAkmmwkFAwvgafOg+qHqhMIneLbFCy3+1dXoAmPhn6vFv5aMKOkx/jWyb7ZiG6x9rLAV27LWNyJ5tPyK4dOGo7yynBZR3aC3EKrQMWwvtwMq4G3zAipgL7fntH+KbAsATPkmWByWYD7ngfo6Efy4iDLFklGE8TJ6zmhYHVb4fX6oLPy4c5Wp8Pv8sDqsGD1ndLft8LRN0RHl3okoU6Qd+Dp98LR6AiHyOrCDyByw0Ge7wkGFQviWnqAdqSyTTPxrTwm+PNvihRb/uvLqlWjb0QZbsQ1GqxGKW4GryZVw/KuIfSOIdKHHECptDBusBjR/3xwe+mY1wlpkzVn/xLMtEX2diDKFItJ4kY0yqu6swur5q+F3+wETgqf2+X3+4PvdHTQB8LVNkRHp3okok2YHb1zyBvZu3gtVVYN+U5Zl5PXLy2k7EN23JALtSGWZROJfVa+acIw+r7Z4ouXHlI4phbfDi/Zd7fB2eFE6phQzliQWDiJq3wiCN1oIVcOXDTDbzbAPsMNsNwdDqOrX1GdbxAOic18nvG1edOzugOJSIBtkyCYZskGG4lLQ0dABb1vm64Xw8E882xLR14kok4aI42XiLRMx9cGpsBXZoPpVqF4Vql+FrciGqQ9OTbiOFE/bFBER752IMgEAGILlFCRJggQJLPBiTiOyb0kU2pHKMumI0RcxljbV/BiR+0YQvNDzkce2YluwRojBbNj/7aMEyCYZfq8fvk4fbMW2jMvGM39Pj75ORJkAscfLxFsmYvwN41G3vA7ObU44KhwYPWd0jztRkeg1t1TEeyeyTKpfRb8j+sHv8gdzLw02A9p3tufsnACI61uSgRZSWYZnjZ101OthKhPCgVMtouwiih3oXSY9hDl0ixTxb0+vZxCe9ZFSaUtEXyeiTEAvGC9diFi7S4++Lh0y8dSTLMuQ88MX4tm28VT7J6pvSQZaSGUZEWP0NUQ6kr23xIuLiEjx4nqXSc9H3bqaXDDlmeBt9wb0Y5QDCycWKGIqGSSY88xwNbmyLWpWEdHXiSgTIPZ42bBoA6oXVsPtdAdzWlbdsApVd1YlHNonKnr1dbxl0queNHj0T1TfkgyUIyUAosXoA3zjhHm1pfd4cRERMV5czzKFhjnEIhfCHOKRV5IHs92MggEFMNqMUFUVqk+Fqqow2owoGFAAk92Uk33jjYi+TkSZRB0vGxZtwOr5q+FqdgVyAc2BXEBXswur56/GhkUbMioPT/Ts63jKpGc9AXznYRF9SzLQjpQgiBSjzzNOmHfMsV7jxUVE5HhxvcqkhzCHeIT2rfiQYiiukDpLtoCecrVv6UBEXyeaTCKOF1VRUb2wOpALaDVAlrq+r5YBGAC/24/qhdUYf8P4pPOlso3efR0vmfSup3TMw6L5lmTIrVGsc3jW2Emlrcg44dC6BZFxwsm2FSZjkm3x6FtvItU6GOm4d6mid5m0MAdLgQVtO9oCtUK6ik637WjLephDKjYV2TcAMNvNAJDzfUsXPH0dr/6J5H9FHC91y+vgdrphMAUWUUxlUP0qmMogSzIMJgPcTjfqltcl3KaqqKhdVot1D6xD7bJaqIra8x/FIRU70Luv4yWT3vWUrnlYJN+SDLQjRUShxeSqXhWN2xsDW8pdVdqNFiPspXauR7Lnas6HyOg1Nrs3yKSFOWj3z93shmyWUTqmNOdzwPTcN5HRc/9EsynnNmfwqGrFrQSK6XblSEmSBMkoAazrugTgmWuVqh30Bl/HQya960nEeTib0EKKiCKvJA+qqqJlWwvAAgUGYQDAAMWloGVbC6xF1pw/kl2vaLHLnjYPbH1tMFqMUDxKMHZ5xtLEYo5FvHe9RSbRwhx42RSg776JiN77B4hlU44KBwBA9XbtGkkInkbJVAbmZZBkKXhdd2i5VqqiwmAyBAv7arlWABJeTPGwg97g63jIpHc9iTgPZxMK7SOiKBtbBqawwElaJgmS3FUATpYgmSSoigqmMJSNLeuxLS2+19XoCnwzF4IW31syooTyIjgRGbtsspkgyRJMNhMKBhbA0+ZB9UPVCYVziHjvepNMooQ58LQpDT33TST03r9QRLGpUeeNCvtsSZKCP8HXZAmjzhvVbTtRuVZGOXD8tVGGwWoIe78neNmB3n0dL5n0ricR5+FsQgspIordtbshGSXIRhnMxwLforGuf30MslGGZJSwu3Z3j22JGN+rZ/Qem00yZR4R89J4oee+Afrvn4g01DXAZN//LT1TWfBHw2Q3oaGuodt2InOtQkk214qXHUT6OleTC+4WN1xNLl34Ol6ka04QJY9T73NestBCioiic18nZFmGo8IROKbY33VMsT9wTLGjwgFZlpOO783Voy1ziURilxPNbwPEvHckU2bhbVMioee+Afrvn4h07uuEyWqCvdwOyRCxaDFIsJfbYbKaetS5lmsV9ylNRsK5VjztYOiUoaicWwnVp8L5kxMt9S1w/uSE6lNReXVlTvs6nvCeE+rX1GPZacuwYtYKvHXZW1gxawWWnbYsK+U+AH3PeclCOVJEFFr8q8FsCBxT3BlyTHGeEYpLgd/sz9n4Xj2j99hskinz6DkeXs99A/TfPxHRdG62m5Ffmg9PsweKR4HRYoSlyAK/2w9vh7dHnTsqHIHcqq6DnqJQAUhIKNeKpx3Ur6lHzZIaSEYJjsEOSLIEpjJ4O7yoWVKDAeMG9KqH6O7gNSeImueo1zkvWWghRUQRWregYGABTPkhYQop1C3Q4nuJ9JGumhMi3juSKTOIWMeEF3ruG6D//olI5Pxp62sLvpeMzkfPGY1VN6yCq9kFGBAW3qcyFX6fH7YiG0bPGZ2UTLzqIxUOKgxrx1pkzUodP9FJdU4QsXZiKHqc85KFQvuIKCj+NXfRe2y26OhRT3r2B3ruG6D//qWDVMcwL53LRhlVd1ZBNsrwu/3we/3wK13/uv1h7ycjU+vPrXA1duU2NbrQ+nNrVuojEYkhus71OOclC+1IETERrW4BkTi8752ea9DwRM960rM/0HPfAP33jye8xjAvnU+8ZSKatjZh03Obwk7nk40yxl0xLqk6UlpuU/XCaji3O4M1qawOa8K5TVQ/KPOIrHM9z3nJILHIswt7Ia2trXA4HHA6nSgsLMy2OELBVNbr419zFR73Ll5stqvRBUuBRRc1aHjQW/SkZ3+g574B+u9fqqRjDKeqc00md6s7sPPUtfhRFRXWQmtSMoX2z5RnCuY2+Tp9CfdvZ81OrJi1Ama7OWaula/TB2+HF+e/fn6vD/fihag67w1zXqJrA9qRIrqF4l9zF73HZotCb9KTnv2BnvsG6L9/qZCuMZyKzrvLR2KMJSVTvP4ByeU2Uc5d5hFR571pzksEypEicg6Kyc0MosdmiwLpiSByGxHHME+Z0lVHinLu0o+IOhdxvGQT2pEicgqKyc0cIsdmiwTpiSByGxHHME+ZeLZFOXeZRzSdizhesgktpIicQdRaCnqFatAkBumJIHIbEccwT5l494/qB2UekXQu4njJJhTaR+QEkTG5JlsgWdZkM6FgYAE8bR5UP1RNYX4c0WKzXY0uRJ5Jo8Vml4wo6fXx8KQngshtRBzDPGVKR/+0/K/h04ajvLKcFlEZQBSdizhesgktpIicQPSYXD3mbaUjNpv0RPQG9GjnekbEMcxTJhH7lw54jjsaw/HpLfaUKHT8Oej481zg+1Xf463L3oJ9gD3m4GQqQ/uudpz9wtkYPm14RmXTe94Wr/6RnojeANlB7iLiveMpk4j94wXpKfPoXU+Jrg1oIQVaSOUCVEshu/Cqh0J6IvRMb7FzPSPiGOYpk4j9SxWe447GcHLo0Z40qI5UL0dE405FJqqlcGDyiWADouuJJzxr9aiKirrldXBuc8JR4cDoOaMDRTkJIYm0c8WlwNvuhWyUUTCw4IDsXJQxnC703j9e8PQreqsnxnN+6U1zFcEPWkjpEBG3W1OVSYvJXXn1SrTtaIOt2Aaj1QjFrcDV5BK+lkKmJy6RwhxE1pOobFi0AdULq+F2ugEGQAJW3bAKVXdWYeItE7MtHhEDzc6NViOatjZB8SiACkAGjBZj0nYuoh/niYj9E1Emont4zi80VyUHjZcA9PWmztC2pRu+bIDZboZ9gB1muzl4RHj9mvqclUmrpVA6phTeDi/ad7XD2+FF6ZhSzFiS+e32RGopqF4147UUeNoAj7ZE1ZOobFi0Aavnr4ar2QXZIEM2y5ANMlzNLqyevxobFm3ItohEDDr3dcLb7kXbrjYoLgWyLEM2yZBlGYpLQduuNvjafQnZuYh+nCci9k9EmYie4Tm/0FyVODRe9kMLKR0h4hHhvGUaOmUoLnr3Ipz/+vk4+4Wzcf7r5+Oidy/KyrcfobUUYpGNWgo89c2rLRH1JCqqoqJ6YTVURYXBaoBsDDyIy0YZBqsh7H1CLGzFtsDpVX4G2SxDkiVIkgRJliCbZTA/g7fTC1uxrdt2RPTjPBGxfyLKRCQGz/mF5qrEoPESDi2kdISIR4SnQyaqpRAfnvrm1ZaIehKVuuV1cDvdMJgMkKVw9yxLMgwmA9xON+qW12VJQqJbusybMQamMqh+FUxl++0+gecKEf04T0TsX7pkoiO000/k/OLr9MHT6gl8qZFiva1U2tIzoeMFAHwdPnicHvg6fACQ8z4qWShHSkcksi3tbnZndFtaRJl4IWLeFk9982pLRD2JinObM/CwHe8rLhmA0nUdIRSuJhdMeSZ4273wu/xR78smGaY8E1xNrm7b0bPPBMTsXzpkovyRzKDNL29c8gb2bt4LVVWDeaWyLCOvX17S9bZ4tKVntPHi9/rRur0VilsJ6sloNSK/NL9XhUDSjpSOEHFbWkSZeCJa3paoYQ6i6UlUHBUOQELgkIJYqACkrusIocgryYNskuPuOjCVQTb1PF707jNF7B9vmSh/JAswgIFBQldILSSwwIvZbUuH5JXkQVVVOLc5A/mghq58UEMgH9S5zQlVVXPWRyUL7UjpCBGPCBdRJt4MnTIUQyYPEeIYX5765n3vRNKTqIyeMxqrblgFV7MLMCAsvE9lKvw+P2xFNoyeMzqLUhKxKBtbBqYEQvpkqwwZMhhjkCQJKlSoHhVMYSgbW9ZtO3r3mSL2j6dMdIR2ZtH0rfpV9DuiH/wuP1RFDeSV2gxo39me9PHnPNrSM5qv03J5g+NFAiSTBL/bn5Cv0wu0I6UjtG1pS4EFbTvaAnG9aiDOt21HW1ZCqEJlav25Fa5GF9wtbrgaXWj9ufWAZBIx7lyUvC2eNpAOexJFT+lCVVTULqvFugfWoXZZbdKHQshGGVV3VkE2yvC7A5O4qqpQFRV+tz/sfYIvqfqV3bW7IRmlwL3p2tgI2rcSuLeSUcLu2t3dtiOiH+eJiP0Llcm53Ym2nW3BH+d2Z1IyiZgDpmdC9S3LMkz5JlgcFpjyTZBl+YDzglNtKx2I8uwT6uuYjwXzQJnKwHwsYV+nF2hHSmdoIVRabLa72Q3ZLKN0TGnWYrOHThmKyrmVqF5YDed2ZzCW1uqwovLqyqRkorjznuFpAyLak6jwqv2kXRtsSwm0ZSuyUR2pNMHDr3Tu64Qsy+hT0QftDe3hdaRsRthL7fC2exPKG9D7uBOxf0OnDMXQqUOx6blNYV+AyEYZI2eNTMoORMsB0zMi5gWnA5GefXj6Oj1ACykdIloIVf2aetQsqYFskuEY7IAkS8FvIGuW1GDAuAEJOQIt7tzT5oGtrw1GixGKRwnGnc9YSrk2GjxtQDR7EhGt9pOqqDCYDIG9fhXB2k8Akl5Mjb9hPOqW18G5zQlHhQOj54ymnag0wMuvaHk2sllG30P7wtfpC4YFmfJM8HX6ksqz0fu4E61/GxZtwKa/boLqD9wzbQyrfhWb/roJxYcUJzSGQ/OtTDZT1Pu5nuMmGjz1Leq9E+3Zh7evy3VoIaVTtBCqbBMvXhwArEXWhOPFKe48eXjagCj2JCJRtZ+0vCYZgAHwu/2oXliN8TeMT2ohJBtljL1obHqEJgDw9SuReTamvP0PYgea+6P3cSdK/+KOYQASk5IawyLmgOkZkfOCeSDis086fF0uQ19v6hRRYml5xYtT3DkhKqLXfhLFF4gIz3ooIub+EInBcwyTHWSWdOUFi5LTHfnsE1rbKlvPPmTj4WR1IbVu3TqceeaZKC8vhyRJePPNN8Peb29vx3XXXYdBgwbBZrNh5MiRWLJkSdg1brcb1157Lfr27Qu73Y7Zs2ejoaEhg70Qj/o19Vh22jKsmLUCb132FlbMWoFlpy3LypGricQcJ1JvgFc7BMGbhGo/sezUfhLJF4hIaD2Upq1NaPqhCS0/tqDphyY0bW2C3+dPyq/QMf+5Ce8xTHaQWXjqW8vpZgqDc7sTLfUtcG53ginsgHK6U/W/mo9SvSoav2sM+Kj6gI9q/K4Rqk/NyrMP2fh+shra19HRgbFjx+KKK67ArFmzot6/+eabsWbNGixbtgxDhgzBe++9h2uuuQbl5eU466yzAAA33XQT3n77bbz66qtwOBy47rrrMGvWLHz00UeZ7o4QiBpLm2rMsaixywQRVvsp1oNYlmo/ieYLRCS0HgpYIJwSEgCGYD0Ua5E1Kb8iWu4P0TPpGMNkB5mFl75Fy+nWfFTLtpb9PsqAoI9q2daStI/iBdl4gKwupKZPn47p06fHfX/Dhg249NJLMXnyZADAVVddhaVLl+KTTz7BWWedBafTieeeew4vv/wypkyZAgB4/vnncfjhh+Pjjz/G+PHjM9ENYciFWNoDjTkWMXaZIAAxaz+J6AtEJF31UETJ/SESI11jmOwgs6SqbxFzukWv2UQ2LniO1MSJE/HPf/4TO3bsAGMMa9euxXfffYdTTz0VAFBTUwOfz4eTTz45+DeHHXYYBg8ejI0bN8Zt1+PxoLW1NexHD4iYR8QrlrY3xeRSTktuIWLtJ565P6HozTapHgoBiDmG00Wqte70TLpyulPJayIfJT5Cn9r3xz/+EVdddRUGDRoEo9EIWZbxl7/8BSeccAIAYPfu3TCbzejTp0/Y35WWlmL37vhG9eCDD2LBggXpFD0riFoDgVfNEBFrj/BGpFoRROKIVvspNPendXsrFLcSrG1ltBqRX5qfdFy9Hm2T6qEQGqKN4XTAq9adXuH1DBWW17S9MdyvWAJ+JVH/q/koR4UDHQ0d4b7cFvDlvnYf+agsIvxC6uOPP8Y///lPVFRUYN26dbj22mtRXl4etguVLPPnz8fNN98c/L21tRUHHXQQD5Gzish5RLxiafUck0s5LbmNSLWfeOf+6NU2qR4KEYpIY5g3vGvd6RGeOd288po0mQxmA4oPKYbSqQR9lDHPCMWlwG/2k4/KIsIupFwuF+6880688cYbOOOMMwAAY8aMwRdffIHHHnsMJ598MsrKyuD1etHS0hK2K9XQ0ICysvjxohaLBRaLJd1dyDii5xHxiqXVY0wu5bToA1FqP/GMq9ezbVI9FCISUcYwT9JV605v8HqG4ul/Q2UqGFgAUz75KNEQdsT4fD74fD7IcriIBoMBqhqI6a2srITJZMLq1auD72/ZsgU//fQTJkyYkFF5RaA35RHpDRHz24jchWdcfbryrUSAfCaRC6SamxhaJ0uSAqfQqX4VTGWQJCnrte5EgZc/4Ol/yUeJT1Z3pNrb2/H9998Hf6+vr8cXX3yB4uJiDB48GCeeeCJuu+022Gw2VFRU4MMPP8T/+3//D48//jgAwOFw4Je//CVuvvlmFBcXo7CwEPPmzcOECRN63Yl9Gr0hj0iPiJrfRuQmPHN/0pFvJRLkMwmR4ZGbqIX4MjCobhWMseAYliQJklHKWq070eDhD3jnNZGPEpusLqQ+++wznHTSScHftbylSy+9FC+88AKWL1+O+fPn4//+7//Q1NSEiooKPPDAA5g7d27wbxYvXgxZljF79mx4PB5MmzYNTz31VMb7IhJ6ziPSKyLntxG5B8/cn3TUWhIN8pmEiPDKTdTqX6nerhP6pK4fBHa7mJdBkqWM17oTlVT9QTrymshHiYvEGMvt82s50NraCofDAafTicLCwmyLQ/RCmMqw7LRlwTjoyNjsth1tKB1TiovevYgcJ9EjPO1JVVQ8VvoYXM2u8PwKdNXYcQdq7NzacGuvzq8gCJ7wHMN+rx8L8xcGjzoPvV4LE5SNMu7suBMGsyENveld0HyuDxJdG9CsRxACQHHQBE942hPVMSGIzMMzb7ahrgEme8ghBSoL/miY7CY01DXw60Avhubz3gUtpAhCELQ46NIxpfB2eNG+qx3eDi9Kx5RixpLcPF6ayB687Ck038poMwYKlfoCBUuNNiP6VPSBLMs5myNFECKSSN5sMrWITFYTCsoLIBkiFmUGCQXlBTBZTTSGOULzee9B2OPPCaI3QnHQBE942BPVWiKIzMMzb1Zry2w3I78sH+4mNxSvAqPZCGuxFYpLgbfDS2OYMzSf9w5oIUXkHExlunZMeqyTlQ70bge8SNWeqNZS8qiKqsuirkTm4FkXMrIWkVbK4EDa6i3wml9oPtc/tJAicgoeR8ESuQ/ZQebQ4v1XXr0SbTvaYCu2wWg1QnErcDW5KN4/gg2LNqB6YTXcTnfwyONVN6xC1Z1VmHjLxGyLR+QIPMcdjeHkoPmFSAY6tQ90al+uEO8oWFejC5YCS8JHwRK5DdlBdqCHi57ZsGgDVs9fDVVRYTAZAlnIKuD3+SEbZUx9cCotpoik4DnuaAz3DM0vhEaiawNaSIEWUrkAHSdKAGQH2YbCKeNDx8QT6YLnuKMxHB+aX4hQEl0bUGgfkRMkcxRsrscj00QXn95kB7wge0qMVPVUt7wObqcbBpMBEqTgMfGSJEGSJBhMBridbtQtr8PYi8amsSeE3uCZZ0M5O/Gh+YU4EGghReQEiRwF62525/zxrRR60T29xQ54QWFBicGjb85tToAFvrlWPSoYY8EcKUmSAsdOs67rCIIQDppfiAOB4guInCD0KNhYJHMUrKhosdkNXzbAbDfDPsAOs92Mhi8bsPLqlahfU59tEbNOb7ADXvC0Jz3bJq++OSocYGBQfer+QqddX2oztet1MDgqHGnqCUEQqUDzC3Eg0EKKyAm041tdjS5EpvVpx7eWjCjJ2eNbmcpQ/VA1PG0eFAwsgMlmgiRLMNlMKBhYAE+bB9UPVYdVou+N6N0OeMHTnvRsmzz7Nuq8UZDl/VOqFtIXGiIkyzJGnTcqLX0hCCI1aH4hDgRaSBE5gXZ8q6XAgrYdbfB1+sBUBl+nD2072nL++NZkYrN7M+mwA6Yy7KzZie9XfY+dNTtzckEQCU970rNt8uxbQ11gR0uDMRb80TDbzWioa+DXgSygx/HSm6D7F5/I+cXV5IK7xQ1Xk0sXzxmik6u2STlSRM4wdMpQzFg6I5jL4G52QzbLKB1TmvN5GhSbnTg87UCveT887UnPtslbT0arEfZyOzoaOsD8+x8CJIOE/NJ8QEVO6klDr+Olt0D3r2eGThmKyrmVqF5YDedPzmCeo9VhReXVlaSnNJHLtkkLKSKnGDplKIZMHqK7U8hCY7NNNlPU+xSbHQ4PO4hXL0TLjcnleiE87UnPtpkOPZntZhSUFcDV7ILf44fBYoCtyAafywdvhzcn9QToe7z0Buj+JUb9mnrULKmBZJTgGOyAJAdO4PR2eFGzpAYDxg0gPXEm122TQvuInEM7vnX4tOEoryzP+UUUQLHZB0IqdqDnvB+Arz3p2TbTpicw2IptsA+ww1ZsA0Nu60nv40Xv0P1LjFA9FQ4qhK3YBmsfK2zFNhQOKiQ9pQE92CYtpAhCAPSeA6YhSgy0nvN+AL72JLptpmJTouuJxgvBg3TcP1Fskydk55lHDzqn0D6CEAQ954ABYsVA6znvR4OnPYlqmzxsSlQ90XgheMH7/olkmzwhO888etA5LaQIQiD0mgMmWgy0nvN+QuFpT6LZJk+bEk1PNF4InvC8f6LZJk/IzjOPHnROCymCEAwt90cvRMZAa9v3JpsJxoFGtO1oQ/VD1RgyeUjGHsq1fJaGLxtgHGgMCynQcmNKx5TmZD5LJDztSRTbTIdNiaInGi8Eb3jdPxFtkydk55lHDzqnHCmCINKKiDHQouf9EN2j55wPGi8Eb3jVRxLRNnlCdp559KBzWkgRBJFWEomBVr1qxmOgtXyW0jGl8HZ40b6rHd4OL0rHlGLGktwNT+kN8Lap+jX1WHbaMqyYtQJvXfYWVsxagWWnLUP9mnqeYicEjRciHWj1kVSfCudPTrTUt8D5kxOqT024PpKotskTsvPMk+s6p9A+giDSisgx0KLl/RCJoeecDxovRDrgUR9JZNvkCdl55sllndNCiiCItCJ6DLQoeT9E4ug554PGC8GbyPpIoTZlLbImbOei2yZPyM4zT67qnEL7iJxDlFyG3oQotXqI5NHjeOFlUyLmfNB4yS56HC+87JxsUx/o0cazCe1IETmFXutXiIxotXqIxNHzeOFhU6LWMKHxkh30Ol542jnZZm6jVxvPJhJjrNcvRVtbW+FwOOB0OlFYWJhtcYg4xMtlcDW6YCmw5HT9ClHhrXOmspyMgc5Fest4ScWmdtbsxIpZK2C2m2PmfPg6ffB2eHH+6+dnJeSExkvm0PN4SYedk23mHnq28XSQ6NqAdqQEghxTfETMZUgXqqKibnkdnNuccFQ4MHrOaMjGzEfhil6rh4hPbxovqdiU6DkfNF4yg97HSzrsnGwzt9C7jWcTWkgJAm23dk8yMd657Nw3LNqA6oXVcDvdAAMgAatuWIWqO6sw8ZaJGZWlt+hcj9C9Swwt52Pl1SvRtqMNtmIbjFYjFLcCV5OLcj56CXofL2TnhN5tPJvQYRMCoG23NnzZALPdDPsAO8x2c/D43WzUMhGN3lC/YsOiDVg9fzVczS7IBhmyWYZskOFqdmH1/NXYsGhDRuXpDTrXK3TvEifXa5gQqdMbxgvZee+mN9h4tqAdqSxD262Joff6FaqionphNVRFhcFqgCx1fcchAzAAfrcf1QurMf6G8RkL89O7zvUM3bvkyOUaJkTq9JbxQnbee+ktNp4NaEcqy4h4/K6IaDHerkYXVFWFr8MHj9MDX4cPqqrC1eRCyYiSnK1fUbe8Dm6nGwZTyCKqC1mSYTAZ4Ha6Ube8LmMyheo88kwaLa4+mzqnI1zjI/q94wnZAZEqep9fQtFym4ZPG47yynJaRPUSetOckGloRyrLiHr8rmhoMd5vXPwG9n61F1BD3pSB/H75OR3j7dzmDORExftqQwagdF2XIUSOq6ecwu4R+d7xhJcdkD31bvQ+vxBEb5kTsgHtSGWZ0O3WWNB2awQSIEECAwNjDAwMEnJ/4DsqHICE8Ak8FBWA1HVdBhExrp5yChNDxHvHE152QPZEBNHp/EIQgP7nhGxBdaSQ3TpSTGVYdtoyNHzZEJYjBQS2W9t2tKF0TCkueveiXv1NQaSeFJcCVVEhG2UYbcac15OqqHis9DG4ml3hOVIAVKbC7/bDVmTDrQ23Zu0odBHi6mm8JI8o944nvOyA7IkA9D+/EEQoepwT0gHVkcoRaLs1MSJzyUx54cmSB3p0pygORTbKqLqzCqvnr4bf5QczssAOFQsssmRT4P1sLKJEQvQjXEWxp1BErPeSqp542UG67Mnv9aP64Wo0/dCE4mHFqLq9CgazIeG/1+BpT7zaEqXOHU/SNb/oGRF9nYiIqCcR54RchhZSAqBtt2ox+u5mN2SzjNIxpRSj30U6cslEy4uYeMtENG1twqbnNkFV9sf4yUYZ464Yl/E6Uhoi6UnknEKR9CQyPPTEyw7SYU8r566MGsPr7luHcb8chxlLZiTcDk974tWWSHXueCKyXxER8nWJQXrqHeT210g6YuiUobjo3Ytw/uvn4+wXzsb5r5+Pi969iAZbF7xzyUTMi6hfU4/61fWw9bWhYGAB7GV2FAwsgK2vDfWr67Mmk0h6EjWnUDQ9iQovPfGyA972tHLuStQsrQlbRAGBXZyapTVYOXdlQu3wtCdebYlW544novoVESFflxikp94DLaQEgo4ljQ/Pozsja3eZbCZIsgSTzYSCgQXwtHlQ/VB1Ro9RjpRJW0Rp/4ogkwh6EvEIVxH1JCI89cTLDnjak9/rx6bnNgV/l2Qp+KOx6blN8Hv93bbDU0+82oqqc2eUIcsyZKMMg9UQ9n4uIqJfERHydYlBeupd0EKKyAm0XDJLgQVtO9rg6/SBqQy+Th/adrQllUsmYu0ukikxeNoBL0TUk4jw1BMvOwhtp/XnVrgaXXC3uOFqdKH159ak7Kn64ZCFhBR4ANd+tIPfVEVF9cPV3bYTqSdfpw+eVg98nb6k9cRL5+mqcydKDTAR/YqIkK9LDJ5jmBAfypEicgZeuWQixsOTTIkjWk6hqHoSDd564mUHQ6cMReXcSlQvrIZzuzOY+2N1WFF5dWXC7TT90LT/l27WA2HXxUDTk+pV0bi9MRBupgKQAaPFCHupHapXTUhPvHSejjp3ouWPiOZXRIR8XWLwHMOE+NBCisgphk4ZiiGTh6R0Ck5oPLzJZop6Pxvx8CRTcvCwA16IrCeRSIeeeNhB/Zp61CypgWyS4RjsgCRLwd2ImiU1GDBuQEIP0cXDihP6vJ6uyyvJg6qqaNnWArDAYTMwAGCA4lLQsq0F1iJrQnripfOwOnexFlNJ1rnT8kc8bR7Y+tpgtBiheJRg/siMpdmpaSOSXxER8nWJwXMME+JDoX1EzpFqLpmI8fAkU/KIklMoup5EIV16SsUOInMZbMU2WPtYYSu2JZ3LcPxtxyf0mT1dVza2DExhUBUVkqkrz0rq+tckQVVUMIWhbGxZj5/FS+ej54yG1WGF3+eHyiIO0mAq/D4/rA4rRs8Z3aNMouePiOJXRIR8XWLwHMOE+NBCisg5Uo2rFzEePlKm9t3tYf+KIJMIehIR0fXEMw8llbZE1BPPnI89X+2BKT/6W/pQTPkm7PlqT7fX7K7dDckoQTbKYD4GpnblWqkMzMcgG2VIRgm7a3f3KBMvnWt17mSjDL/bD7/XD7/S9a/bH/Z+T1CeTe7CM6dQz/Acw6GIklNIhEOhfUROwSuuXsR4+KFThmLo1KEx60gdNvMwyhsQGFH1JFotItH0xDPno3NfJywFFhisBrgb3VHvW/taYTQZE6ptJcsyHBUOdDR0QHErwbwto82I/NJ8+Np9Gc8l41XnjvJschteOYV6hvcYBsTLKST2QwspImfgHVcvWjz8hkUbsOmvgYcU2SgHchJY4KSvTX/dhOJDirNS9FI0PYmKaHriOV54tiWSnnjmfGht2Yvt6DO4D9ob2uF3+2GwGmAvtUNxK/B2eBOubWUwG1B8SDGUTiXoE4x5RiguBX6zPyu5ZPWr62EpssBgMgQfDP0+f7DOXSI2QHk2uQ2vnEI9w3sMi5pTSASghRSRE0TG1WshISabCcaBRrTtaEP1Q9UYMnlIUg8HWjx8tgmr02ILP2JYMknwu/2oXliN8TeMTyh8hjei6El0RNETz/GSjrEnip60nI+GLxtgHGgMCzXTcj5Kx5QmlPMR2lbBwAIUDCg4oLYi2wkNF0xWplBS0XmoDTgOckTpKRkb4KlzIrPE8wUAYC2yHvA8rDd4juF0PfsQ/KAcKSIn0HtcfbrqtBC9E57jRc9jj2feVjpqW+kxlyxd/RMxf4SXTKL0Tc++gCd6r3tJhEM7UkROoPe4+nTUaSF6L7xzf/Q89njmbfGsbaXXXDKAf/9EzB/hJZNIfdO7L+CJnuteEuHQQorICfQeV8+7TgvRu0lH7o9exx7AN2+LV1t6zSXT4NU/EfNHeMkkWt96gy/giV7rXhLh0EKKyAn0Hlc/es5orLphFVzNLsCAsPA+rU6LrciWUJ0WgkhX7o8ex54Gz7wtXm3pMZcslFT7J2L+CC+ZROxbb/EFPEnVxknn4nNAOVI+nw/bt2/Hli1b0NTUxFsmQiBEic0WvX5FqnqKrNOiKipUVYWqqEnXaektiGKbIiJi7g+Ru4hqA+nIH0nVr/CSKV25MXqrBReKHucE0XVOJLEj1dbWhmXLlmH58uX45JNP4PV6wRiDJEkYNGgQTj31VFx11VU45phj0ikvkUFEis0GxK1fwUtP2tHm1Qur4Xa6AQWABNiKbKi6syorR5+Limi2KSIi5v4QuYuINsA7f4SHX+ElUzpyY/RYC05Dz3OCqDonAkiMsR6X7I8//jgeeOABDBs2DGeeeSaOPfZYlJeXw2azoampCZs3b8b69evx5ptv4rjjjsMf//hHHHLIIZmQnwutra1wOBxwOp0oLCzMtjhCEC8229XogqXAkvW4c1OeKax+hQgy8dKTqqioW14H5zYnHBUOjJ4zmnaiQhDRNkWGqYxbng3PtojcRCQb2FmzEytmrYDZbo6ZP+Lr9MHb4cX5r5/fY3gVL7/CSyaefePZPw2R7KC3zAki6bw3kOjaIKEdqU8//RTr1q3DEUccEfP9Y489FldccQWWLFmC559/HuvXr8+phRQRTmhstr3cDr/LD2+bF7JRhr3cjvad7VmNO9dkUhUVBosBlj6WrMvEM4ZdNsoYe9HYdImd04iYNyA6Iub+6B09P/CIZAO88kd4+hVeMvHMjdFzLbh0Pa+IOIZF0TkRTkILqb///e8JNWaxWDB37tyUBCKyjxabbbAa0Px9MxS3EgyjM1qNsBZZg7HZmRrUIsuUSAw7OT8+kM4J0dFziJFoaPkjK69eibYdbbAV22C0GqG4FbiaXAnnj/D0K7xk4tUO7/6JRjqeDWgME8lA8UJEFJ37OuFt86JjdwcUlwLZIEM2yZANMhSXgo6GDnjbvBmtWyCqTD3FsKteleo7cIR0ToiMFmLU8GUDzHYz7APsMNvNweOq69fUZ1tE3aHlj5SOKYW3w4v2Xe3wdnhROqYUM5YkFtLF26/wkIlnO3r2m7yfDWgME8mS9PHn55xzTtQ3GkDgWw2r1Yrhw4fjwgsvxIgRI7gISGQeW7ENvk5fIHTObNh/vyVANsnwe/3wdfpgK7b1apmovkPmIZ0TokJhp9kj1Xo9ItfJolpE3cPz2YDGMHEgJL0j5XA4sGbNGnz++eeQJAmSJGHTpk1Ys2YNFEXBihUrMHbsWHz00UfpkJfIFFLEvz29ngkEk0mLYXc1uhB5ZosWw14yooTqO3AkUue+Th88rZ7AkbCkcyKLiHgUd29Cyx8ZPm04yivLk3rQTZcvT0Umnu2I7jdTtvMQdTCVQfWr4W0kqK50HTlP6Jukd6TKyspw4YUX4k9/+hNkObAOU1UVN9xwAwoKCrB8+XLMnTsXt99+O6qrq7kLTKQfV5MLpjwTvO3eQHywUQ44IhY4UU4ySDDnmeFqcvVqmXjGsBOJoen8jUvewN7Ne6GqajAeXpZl5PXLI50TWUHEo7iJxNC7LxfZb6Zq59qzgafVsz8/SkNCUs8G6ThyntA/Se9IPffcc7jxxhuDiyggMBDnzZuHZ555BpIk4brrrsPmzZu5CkpkjrySPJjtZhQMKIDRZgwUhvUFCsQabUYUDCiAyW7KaBiAiDIB/GLYiSRhAAODhMCuuAQJLPAiQWSF0PCpWCQTPkV5GpmnV/hywfwmDzvPK8nrsTyIZJQSGnc8xzDRe0h6R0pRFHz77bc49NBDw17/9ttv4ff7AQBWqzVmHhWRG4Qeu1p8SDEUlwJVCewCGW2BOOFEj13Vs0wavGLhiZ7RYthVv4p+R/QLHoMvG2UYbIasHINPEICYR3ETyaFXXy6i3+Rl52Vjy8AUBuZnMFgNkJgExhgkSQKTGPxuP5jCUDa2rEeZeB45T/Qekt6Ruvjii/HLX/4SixcvRnV1Naqrq7F48WL88pe/xCWXXAIA+PDDD+PWnCIyQyoxx1oYgKXAgrYdbQAAs90MAGjb0XbAYQ4iysQLXrHwoiJKrkZoDLssyzDlm2BxWGDKN0GWZYphj4Eo907vRPooX6cvWDA8GR9FeRoHBi875+nLRRl7IvpNXna+u3Y3JKME2SiD+QL61e4Z8zHIRhmSUcLu2t09ysRrDBO9i6R3pBYvXozS0lI88sgjaGhoAACUlpbipptuwu233w4AOPXUU3HaaafxlZRIGB6x9VqYg9aOu9kN2SyjdEzpAcXoiygTkRgi5WpQDHtyiHTvegM8fBTZePKIaOciySSiTfGSqXNfJ2RZhqPCgY6GjvA6UjYj8kvz4Wv3JX10PT1nEImS9ELKYDDgrrvuwl133YXW1lYAQGFhYdg1gwcP5iMdkTRazLGnzQNbXxuMFiMUjxKMOZ6xNLkaFjzCHESUiUgMnveOB3o+xpc3ot273oKIR3HrGRHtXDSZRLQpXjJp7RjMhkDYf2dI2H+eEYpLgd/sz8rR9UTvIKWCvIWFhVGLKCJ7RMYcm2wmSLIEk82EgoEF8LR5UP1QddIhdamEOYgoE5EY6bh3qUJHzieGiPeuNyHiUdx6REQ7F1EmEW2Kl0yh7QAIC1sEkPWj6wn9k/BCaty4cTjqqKN6/CGyh4ix9SLKJDoixtWLcu8ohj0xRLx3oYhi4yJCNp44Itq5iDKJaFO8ZIpsx9XkgrvFDVeTi8ZLBlAVFbXLarHugXWoXVYLVVGzLVLGSTi0b+bMmcH/M8bw4IMPYu7cuSguLj7gD1+3bh0effRR1NTUYNeuXXjjjTfCPgcAvvnmG9x+++348MMPoSgKRo4ciddeey0YPuh2u3HLLbdg+fLl8Hg8mDZtGp566imUlpYesFy5ip7joHsLFFffMxTD3jOi3jtALBsXFbLxxBDRzkWUCRDTpnjJNHTKUFTOrUT1wmo4f3IGc6SsDisqr66k8ZImNizagOqF1XA73UGdr7phFarurMLEWyZmW7yMkfBC6p577gn7fdGiRbjhhhtw8MEHH/CHd3R0YOzYsbjiiiswa9asqPd/+OEHVFVV4Ze//CUWLFiAwsJCfPXVV7BarcFrbrrpJrz99tt49dVX4XA4cN1112HWrFn46KOPDliuXEXPcdC9AYqrTxyKYe8eUe+daDYuMmTjPSOinYsok4aINsVDpvo19ahZUgPJKMEx2AFJlsBUBm+HFzVLajBg3ADyK5zZsGgDVs9fDVVRYTAZAvFtKuBqdmH1/NUA0GsWU0kfNsGT6dOnY/r06XHfv+uuu3D66afjkUceCb42bNiw4P+dTieee+45vPzyy5gyZQoA4Pnnn8fhhx+Ojz/+GOPHj0+f8AIiYg0EEWUSERFrx4h+77QYdiIaEe+diDYuOmTj3SOinYsoUygi2lQqMoX6lcJBhWH6thZZya+kAVVRUb2wOrCIshogS11ZQjIAA+B3+1G9sBrjbxjfY7FkPSBsD1VVxdtvv41DDz0U06ZNQ//+/XHcccfhzTffDF5TU1MDn8+Hk08+OfjaYYcdhsGDB2Pjxo1x2/Z4PGhtbQ370QN6joPWO6Fx9QDganShbVdbMIH2QOLqU81DoXuXu6Tr3qViUyLmjhDJI1J+WzrsPNWcD/KbmYX8SuapW14Ht9MNgymwiGIqg+pXwVQGWZJhMBngdrpRt7wu26JmhKzuSHXHnj170N7ejoceegj3338/Hn74Ybz77ruYNWsW1q5dixNPPBG7d++G2WxGnz59wv62tLQUu3fHL7724IMPYsGCBWnuQXbQcxy0ntHi6j0tHjQ2NIL59z+cSNsl2EvtYCpLOK6eVx4K3bvcRbRacKLmjhCJI2J+G08755XzQX4zc5BfyTzObYE8NAYGxa0ETl3sGi+SJEEySgDruq4XkPBC6sknnwz7XVEUvPDCCygpKQl7/frrr+cimKoGvgU6++yzcdNNNwEAjjzySGzYsAFLlizBiSeeeMBtz58/HzfffHPw99bWVhx00EGpCSwQeo2D1jN5JXnwuX3wtHii3mN+hradbbD0sSQUV887D4XuXe4iUi04kXNHiJ4ROb+Nh53zzvkgv5kZyK9kHkeFAwCgert2a6WuHwR2rJmXQZKl4HV6J+GF1OLFi8N+Lysrw0svvRT2miRJ3BZSJSUlMBqNGDlyZNjrhx9+OKqrq4MyeL1etLS0hO1KNTQ0oKysLG7bFosFFouFi5yiorc4aL1TOroUvnZf8PfQyVYLnfG1+1A6uvvTKNOVh0L3LndJ9d7xsinRc0eI+ORCflsqdp6unA/ym+mH/ErmGXXeKPzz8n8Gn00idQ4EbH/UeaOyIl+mSdgj1NfX9/jzv//9j5tgZrMZxxxzDLZs2RL2+nfffYeKigoAQGVlJUwmE1avXh18f8uWLfjpp58wYcIEbrIQYiFSjD4vNr+yOawfjLHgT/A1lWHzK5u7bac3xYvr0Q5EhJdNiZ47QvYUH737lcicj1BEyPkg24yP6H5FRFK1p4a6Bpjs+3f/mMqCPxomuwkNdQ3cZBaZrOZItbe34/vvvw/+Xl9fjy+++ALFxcUYPHgwbrvtNpx//vk44YQTcNJJJ+Hdd9/Fv/71L3zwwQcAAIfDgV/+8pe4+eabUVxcjMLCQsybNw8TJkzodSf29RZEjNHngRZLLJtlMIWFxxzLgZhjprAeY457S7y4Xu1ARHjalKi5I2RP3aN3v6LlfMT9alkGoGQn54Nss2dE9SsiwsOeOvd1wmQ1wVRuQkdDR3hOt0FCfmk+oCJn/UGyHNBC6tNPP8XatWuxZ8+eYC6TxuOPP55wO5999hlOOumk4O9a3tKll16KF154Aeeccw6WLFmCBx98ENdffz1GjBiB1157DVVVVcG/Wbx4MWRZxuzZs8MK8hL6Q+QY/VRxVDgCiyZIkK0yoAZ2pSRJAmQEFlcS6zHmuDfEi+vZDkSEt02JljtC9tQzevcrmv+FitiLKRWAhIznfJBtJo5ofkVEeNmT5g/MdjPyS/PhafZA8SgwWoywFFngd/vh7fDmrD9IFomFxg4lwMKFC/Hb3/4WI0aMQGlpadg2vyRJWLNmDXch001rayscDgecTicKCwuzLQ4RA6YyLDttGRq+bAiL0QcCC462HW0oHVOKi969KCcdp6qoeKz0MbiaXeEx+gBUpsLv9sNWZMOtDbd2G6Ovdz3pvX8iomed67lvPNG7nnj5X57oXedEZuFpT73FNhNdGyTtEf7whz/gr3/9K7755ht88MEHWLt2bfAnFxdRRG6g9xh92Sij6s4qyEYZfrcfqqJCVVWoSmASD32/O0LjxVt/boWr0QV3ixuuRhdaf27N+XjxdNgB5R90j55zENLlV/RmU3q2ASDa//q9fviVrn+T8L880fucR2QWnvakd3+QLEmH9smyjOOPPz4dshBEXPQeow/sP1o3WMdEASABtiJbUnVMhk4Zisq5laheWA3ndmcw18rqsKLy6sqcDgXhbQeUf5AYes1BSIdf0atN6dUGNCbeMhFNW5uw6blNYUV4ZaOMcVeMS+rocx70hjmPyBy87Unv/iAZkl5I3XTTTfjzn/+MJ554Ig3iEERs9B6jrzHxlokYf8N41C2vg3ObE44KB0bPGZ3UN6H1a+pRs6QGskmGY7ADkiwFvy2qWVKDAeMG5KyT42kHlH+QHHrMQeDtV/RuU3q0AY36NfWoX10Pa7E14G+7voBSFRX1q+tRv6Y+o/eut8x5RGZIhz3p2R8kQ9ILqVtvvRVnnHEGhg0bhpEjR8JkCr8hr7/+OjfhCEKjN9WKkI0yxl409oD+Nl69FwCwFlmFqPeSCrzsIBfq4oiI3uri8PQroTZlL7fD7/LD2+aFbJRhL7ejfWe7LmxKbzYAhN+7wkGFMXM+DuTeMZUd8ENmuuY8VVFT+qJOZFLRt95lSpc96dEfJEvSC6nrr78ea9euxUknnYS+fftGxVoSRDrQYnJXXr0SbTvaYCu2wWg1QnErcDW5el1MbjySiYPORefHyw70riciMXj6Fc2mDFYDmr9vhuJWgrsaRqsR1iIr2ZSgpMMfpBrimY45b8OiDftDx7tsc9UNq5IKHRcVEUNqRZKJnqHSR9ILqRdffBGvvfYazjjjjHTIQxBxoZjcnukNcfU87KA36IlIDF5+pXNfJ7xt3kDitZ8FvuWXADBAcSno8HbAlGcimxKQdORe8gjx5DnnbVi0Aavnr4aqqDCYDIGjxlTA1ezC6vmrASBnF1MihtSKKBM9Q6WHpBdSxcXFGDZsWDpkIYgeoZjc7uktcfWp2kFv0RORGDz8iq3YBl+nL/Cgajbs39mQANkkw+/1w9fpg63YlqZeEAcKT3/AO2yYh22qiorqhdUB2ww93l0GYAD8bj+qF1Zj/A3jcy7MT8QwbRFl0qBnKP4kvZC69957cc899+D5559HXh49ZBCZh2Jy4yN6LhnPePFU7CBdehIlHp5IHi5+RYr4t6fXCSHg6Q/SESaYqm3WLa+D2+mGwRReIwtA4HcT4Ha6Ube87oDzc7OFiGHaoTIBgK8j8AWLbJRhzDNmPXSc5zMUzXkHsJB68skn8cMPP6C0tBRDhgyJOmzi888/5yYcQRDJIXIctN7jxUXqH5F5XE0umPJM8LZ7A/c/JLRPVVRIBgnmPDNcTa5si0pEwNMfiBg27NzWVQYj3maTDEDpui7HEFHfmkx+rx+t21uj8iXzS/OhetWcD/OlOS9A0gupmTNnpkEMgiB4IWIctN7jxUXsH5FZ8kryYLabYSmwwNXkguJRABWADBhtgW+hGWMULioovPyBiGHDjgpHYFHfZY9RqACkrutyDBH1nVeSB1VVgwvYyHxJ5zYnrEXWnPYFNOftJ+mF1D333JMOOQiC4IhIcdB6jxcXuX9E5ggNDys+pBiKS9kfzmML2IFeSjToFR7+QMTw6tFzRmPVDavganYBBoSF96lMhd/nh63IhtFzRmdMJl6IqO+ysWVgCgvmpIXmS0omCX63H0xhKBtbljGZeEJzXjhJL6RCaW9vh6qqYa8VFhamJBBB9ATF5CaGKLlkIsawh8mQop5E7x9P9Dz2Uu1brPAws90Mxa2gbUcbHS+cZnjZZqr+QMTwatkoo+rOKqyevxp+tx8wIXhqn9/nD76fzEETPH1BKm2JqO/dtbshGSXIRhnMx8CMLLgjxZTAiZ6SUcLu2t1J2ZooNcDC5jxIcDW54Pf4YbAYYCuy6WrOS4SkF1L19fW47rrr8MEHH8DtdgdfZ4xBkiT4/X6uAhJEKBSTm3uIGMPOE733T0PPY49X30QMq+0NiGabItqBdrR5sI6UAkACbEW2pOtI8dQ3j7ZE03fnvk7Isow+FX3Q3tAeFeZrL7XD2+5Nak4QqQaYNue5W9xobGgE87Pge86fnMgvzQdU5PyclyhJL6QuuugiMMbw17/+FaWlpVSQl8gYFJObm4gYw84TvfcP0PfY4903kcJqewOi2qaIdjDxlokYf8P4lHY1eOqbZ1si6VubE2SzjL6H9g2WRZCNMkx5Jvg6fUnNCaLVAMsryYPiVuBu6dpMCVEx8zO072yHtU9u54AlQ9ILqdraWtTU1GDEiBHpkIcgYkIxubmLiDHsPNF7//Q89tLVN1HCavWO6LYpoh3IRvmAjzjnqe903DtR9B05J5jy9n/BluycIGINsNLRpfC2e4O/R855AOBt96J0dGlG5Mk2SWv9mGOOwfbt29MhS6+HqQw7a3bi+1XfY2fNTjCV9fxHvYRk8lAIsdBi2C0FFrTtaIOv0wemMvg6fbrIHRG9f6n6FT2PvXT1jXx5ZtCzbYoIT33r+d7xnBN6qgFmMBmCNcAyxeZXNoedj8AYC/5oqKqKza9sTqrdXPWbSe9IPfvss5g7dy527NiBUaNGRdWRGjNmDDfhehOixXiLRm/JQ9ErosWw80bU/vHwK3oee+noG/nyzKFn2xQRnvrW+73jNSeIWAPMuc0JCRIkkwTm71pAdeVtSbIEyRB4PRmZctlvJr2Q2rt3L3744QdcfvnlwdckSaLDJlJA1BhvkegNeSh6R6QY9nQgWv94+RU9jz3efSNfnln0bJsiwlPfveHe8ZgTRKwBpskkSRJkixw4jbBrDQApkCfFJJawTLnuN5MO7bviiiswbtw4bNy4Ef/73/9QX18f9i+RHJFxwiabCZIswWQzoWBgATxtHlQ/VJ0zW5zpQos5djW6wraPgf0xxyUjSnI2D6W3oMWwD582HOWV5bpZRGmI0j+efkXPY49n38iXZx4926aI8NR3b7l3qc4Jo+eMhtVhhd/nh8rCyw1pNcCsDmtGa4CFysTAIMkSZIMMSZbAwJKSSQ9+M+mF1LZt2/Dwww/juOOOw5AhQ1BRURH2QyRHaJwwAPg6fPA4PfB1+AAgp+OEeSJ6HgqRu/CMy1YVFbXLarHugXWoXVYLVVF7/qM0wDP/QM9jL7JvriYX3C1uuJpcSfdNzzkfoqJn2xQRnvqme5cYoTW+/G4/VEWFqqpQFRV+94HVABNJJj34zaRD+6ZMmYLa2loMHz48HfL0OrQ4Yb/Xj9btrVDcSjDW1Gg1Ir80H6pXzdk4YZ6ImodC5C4847JFrPPBK/9Az2Nv6JShqJxbieqF1XD+5AzeO6vDisqrKymXTHD0bJsiwlPfdO8Sg2cNMNFk0oPfTHohdeaZZ+Kmm25CXV0dRo8eHXXYxFlnncVNuN5AXkkeVFUNJhTKRjlYAVtxKXBuc8Ja1HvO4+8J0fJQiNyFZ1y2iHU+eOcf6HXs1a+pR82SGkhGCY7BjkB4isrg7fCiZkkNBowb0OtzyURHr7YpKjz1TfcuMXjUABNRJj34TYlFBqf2gCzHV1CuHjbR2toKh8MBp9OJwsLCjH62qqh4rPQxuJpd4TUC0BX/6vbDVmTDrQ23ZnXAEISeYCrDstOWoeHLhrAaJkAgPr9tRxtKx5Tioncv6nFCF3EM8+yfnuGpJ9I5QRBEcojsNxNdGyQ9q6uqGvcnFxdR2WZ37W5IRgmyUQbzMTC16zx+lYH5GGSjDMkoYXft7myLShC6gWdcdmSdD6YyqH4VTGVZq/PBM/dHz4ieS5ardVVyGVHyHEPRux2IqHMiMVK1TT3kyiUd2kfwpXNfJ2RZRp+KPmhvaIfiUYLHXBptRthL7fC2e4WODyWIXINnXLYWlsvAoLiV8JoakgTJKAEss3U+AH65P3pG5FyyXK6rkquIlOeooXc7EFHnRGLwss1cz5VLaCG1fPlyzJkzJ6EGt2/fjp9++gnHH398SoL1FrT4UNkso++hfeHr9EFVVMhGGaY8E3ydPuHjQwki1+AZl63VylC9Xd+iSl0/CHxbx7yB42EzWecD4Jf7o2dEzSXL9boquYhoeY6A/u1ARJ0TicHbNnM5Vy6h0L6nn34ahx9+OB555BF88803Ue87nU78+9//xoUXXoijjjoKjY2N3AXVK5G1FEx5JlgKLTDlmXRVS4EgRIJnDZNR540Kc/aSJAV/gq/JEkadN4pfB3ogtDZH4aBC2IptsPaxwlZsQ+GgwpyozZEJ0lXLJpXaMXqoq5JrqIqK6oXVgQd6qwGyUYYsy5CNMgxWQ9j7mULvdiCizonESJdtilKHMVkSWkh9+OGHePjhh/H+++9j1KhRKCwsxCGHHILRo0dj0KBB6Nu3L6644goMHjwYmzdvppP7kkAP8aEEX3jFw1PceXx4jruGugaY7Pt3M5jKgj8aJrsJDXUNaelLLKg+XWKI6H/1UFclUUTJ/YnMcwwlW3mOercDEXUuOqKMF73bZrIknCN11lln4ayzzsK+fftQXV2Nbdu2weVyoaSkBOPGjcO4ceO6PdGPiE+ux4cS/OAVc0xx5z3Da9x17uuEyWqCqdyEjoYOMP/+yU0ySMgvzQdUZDTPkerTJY5o/lcPdVUSQaTcHy3PMe5XyzIAJbN5jnq3AxF1LjIijRe922ayJH3YRElJCWbOnJkGUXo3uRwfSvCBV8wxxZ0nDo9xp+XZmO1m5Jfmw9PsgeJRYLQYYSmywO/2w9vhzWieI9WnSw6R/K8e6qr0hGi5P44KR2B8dB30FIUKQEJG8xz1bgci6lxURBsverfNZKFT+wRCiw8VCaYybg8XPNsSDVVRUypKFxlzrG2Xm2wmGAca0bajDdUPVWPI5CHd6iwq7lwLmZABGAC/24/qhdUYf8P4pORLtX+h/RTNBlIdd1qejVYHQwunA/bn2ZSOKc1onmPZ2DIwhQXtIBh+IQGSSYLf7QdTGMrGliXVroj3jxc8/W8qegq1J0O5AX6XP3gAkcFmyIo98YSXr+PJ6DmjseqGVXA1uwADomvB+QK14EbPGZ0ReYBwOzAONEbV18l1OxBR5yIi4njRu20mCy2kBKStbVeXYUqQJDnO/wO/a/+Pfa0cFb+aDDy3kkXaluYNjzC6ZGKOu3vY6ynuHCYE487HXjQ2Y/0D9GsDWp7NyqtXom1HG2zFNhitRihuBa4mV1bybKLq0xlZcEeKKeH16RJdPOj1/vEmVT1p9vTGxW9g71d7A9/Ma8hAfr/8nM6b5eXreCIbZVTdWYXV81fD7/YDJgR38v0+f/D9TBXUBsT0KzwRUeciIuJ4ibRNa7ElYJseH1zNnbD0MWP8bZXwKZ1gTAXAwJgaqJEa4/fQ18zmAthsRRnpBy9oISUgXm8b5xbDF1ba/0MXX/vfD7z+0/qfsOqG9+Bp88JWnAej2QLFo2D35p3419x/YsbTM3Dw1GEJfbpo29I84RVGxyvmmHfcOa/+6dkGADHzbHjWp9P7/eMFVz1JgAQJKtTgFxhyYudDCY2o+RWaHwt+aaQAkABbkS1ruaWi+RXeiKhz0Uh1vMRarIT/hC5u4v0/ehHkOJLhhCeOwGdLP0Nz/U6wTgbJJKH46CIcfdVYFB9lRFvbjqT7azTaer5IMGgh1StgYMwPxvyJXa0yVP9pFdxqI/IPzocktQeewfKBvCKGjoYmrP3DaygcczZkgwHxFmqSJIOpwIeP/RtubxPsQwogQQFjfhhMEuz5FrTtaMf6h9fioEnlEW2J/y0bzzA6XjHHPOPOefVPxNCEdCBing2P+nS95f6lCi89ae2oiop+o/pBcSnBe2e05b6+Rc6vmHjLRIy/YTyXMGZeiORX0oGIOs8EsXdo1K4yDPsXLwaHD5LdDS/zw2Q2giHwPqTAvz63DyjyQM1vRkvLj1HtppNB4wdh4LEDsefrPXA3u2EtsqL/yP66sc1EOeCFlNfrRX19PYYNGwajkdZjemLP13vQXN8Max9LzK1kq8OC5vpm7Pl6D0pHlQJA3EVaw+YG7Nv+MyxlJjBLR9Swtgz0Yc/OrfhuwyfBtro+Kc7uWbxdtWRe5zPIeYbR8Yo55hl3zqt/6QpNEDFfR5Q8x0h7MuWFHM+eZAy7iKEl6SBVe+Klp8h2Qu8dgJzXt+j5FbJRTjjsOVOI4lfSRbZ1Hrl4ib8Tw+L+291OTqy2EqVgmAzH4SY0bmmEXJAfNV7c7R3oO6IvikcUwu/38lNKgkiyFPHs1vtIegXU2dmJefPm4cUXXwQAfPfddzj44IMxb948DBw4EHfccQd3IYnM4m52g/kYDObY5mGwGMFavXA3u9PYVqhD4k2sRZoU9i+AqNci39v3409glk4wkwFMlgEmhX0GM6hgXhVNP+6G1zs84uEqOs9t4u0T8Pbcf6cUD88z7pxXmGA6QnkoX6d7eOZXiBqKxRMe9sRLT3rXt95zf4jECF+MAPEXJtGLkViLl9j/qlGvRX+22AWNJVnC0VdVYu3dH6CjoQNWhwUGixF+jwK30wOz3Yyjr6qk8ZJFkl5IzZ8/H7W1tfjggw9w2mmnBV8/+eSTce+999JCSgdYi6yBk728CozW6NALv0eBZJJgLbJmtC1+8FmkWcsZkN8JGOTATyR+FbCqMJd7EooV7nMkcOLiI/DZMzVorv8ZrDNwKEDxscU4+urR6DOOobm5vsfF3uirhsKjHolP/vAJ3K0dwQWetcSK4246Fkf+egRcrqauTw1vJ/T/+QeZwMweMIMBzKAtFKWueUcC86tgMkPh4AIwxuLu9PEO5aF8ncTglV8hcigWD3jZEy896V3fgP5zf0Qm1uKi539j/03PuzCx/gVEX7yIxqAJB+Gk+yZ3PRs0g7V6IZkk9B3RF0dfVYlBEw7Ktoi9mqQXUm+++SZWrFiB8ePHhz04HXHEEfjhhx+4Ckdkh/4j+6NoaBEatzQivzQ69MLt9KDviL7oP7J/RtsSjUPPOBTrH1gPj9MNyNFhdKrPD4vDikPPODThNgdNOAgDjxsUM+ZYVZWE2xlzxQiMuuQQfPf2d2jb2YaC8gIcesahkI0yXK7GhNoYPK0IlnJvoH8WQ3T/PIH+DTzVhqamrV3vRO/cWYcwOMao2Pftz8gv7gpN0HbvGNDR0oF+o0uQd7CC1tafEXkISmiYJhiw7tH34HY7YR9cAEnyg0GF0STBnmdF2842rH94LQZVDYBskNH97qL+4ZFfIXooVirwzP/ipSc96zsUvef+JEPiOy3hJ51F/nS/g5OO6A4iU3T3bEBkl6QXUnv37kX//tEPvR0dHb3m4SQXUBU15kN0IkRuJRttgcmcMQbFpSS1lSz6tjRT2QE7Jtkoo3JuJTYu2gjV0xVG13XEtOrzQ+p6P9mkWV4xx7JRxmFnH5bS3yffv9BvHQHtv5VXH4m1d3+A9oZWmGwmSLIEpjL4XD5YHBYcNXcM/Kob/h7m+obNDdj784+wlJvArK1xc+62bvw0AR2GL6zinWYZrwxBvLDQ+Iu1/b9r74XqKuzKuKGmyZNqfoWeQ7HC8pEgwdXkgt/jh8FigK3IllQ+Ei896VnfkSRrm92FacX7f3ToGBL82+i/iReG1v3uy/7Pi26bFjdAavOw6DLx7BvlI4lJ0gupo48+Gm+//TbmzZsHYP/k/uyzz2LChAl8pSMOiM//+jlqltTA0+YJHpu7/oH1qJxbiaOuOCqhNgZNOAhHXHAEapbUoG1nW7AdS4EFR8w5IqmtZFG3pX/euH2/TL7A0Z1FQ4uSkknTZ6S+LQ5rUvoWFV79C7OnXQduTzzz90IfduKsZwSkp4Vb5AIufujm/ut6bqv8+BJM+/NkbHz8YzRubYSrTYVsMqDfkX0x8ZaJGDSpFD5fZM5O5AIw3oIweoEZ673YsqeGlo/kbnGjsaERzL/fEJw/OZFfmg+oSDgfiVfIWiZC3+In2Mf/f6x/Q9tK5P/xvjyIkC7mZxP6g8c8LKpMIvaN4I/EEvNqQaqrqzF9+nRcdNFFeOGFF3D11Vfj66+/xoYNG/Dhhx+isrIyXbKmjdbWVjgcDjidThQWFmZbHDQ2fnfAf/v5Xz/HxkUbwZTAg07kDsKEWyYk9PD788btWHv3B/C0e2DKMwV3pHydPljsFpx03+SkHYFI3zpp/fN2eGHtY4HBbITfq8Dd4oE535x0/1LZAcwFUu1fqL6jdjiT0HfD5gb8+7p/w5xniplzp7h88Lp8OP1Pp9M3d2lApDEcqyB59DXhYXFd/wv+v6FuN964+A142zxxP8dcYMU5y85B2eiy0JZD/h+9uFD9KvZ83RCip9K4eoq/8AWYGjhF1d3khq04D/2PCNd35IKy+12Q8MUJQWQb3vOwSDKJ2LdcwGotQn5+v2yLASDxtUHSO1JVVVWora3Fgw8+iNGjR+O9997DUUcdhY0bN2L06J6PVCbSh6qoqFlSE1hEReS0QAZUjx81S2pw5CVH9lj357NnauDt8MJeZg+brC2FFnQ0dOCzZ2ow8LhBST1EibItHdq//NL9x4karSbklxoPqH+phtGJTir9i6dvAGCFLCl96znnLhcQZQwDCIZFpbKbWHxIH/jcHkDuCrEKXZh0Nexzu1E83JHU0cKSjBh6ii1orO8yQ1/qN7I4+H+VeYHEygEShNCkYx4WRSYR+0akj6S+Mvf5fLjiiisgSRL+8pe/4JNPPsHXX3+NZcuW0SJKAL57+zt42jyQ49T9kU0GeNo8+O7t7ne8kqkjlYvovX+iEalvxeWDt90LxeVLWt9azp0534yOhg4oLh+YyqC4fOho6Mh6zh2RW2x9ZyuYGpKnwtj+H+0lVcXWd7bG+Ov0w1SGhs0N2LZ+Gxo2N4Cp+tpJ0nv/iPjwnBfSJVMoyciUrmcMVVHx7Vvf4tOnP8W3b30LVaEcOxFIakfKZDLhtddew+9+97t0yUOkQGguU0y6wvzadrZ12w7fPBTx0Hv/REPTt+pjaNndAsWrACoAGTCajcjrmwfmYwnrW9ScOyL3CPhCCZJRCuRHhW4FSRIkQ+D1nnxmOtB7foXe+0d0D+95gadMqT4bpOMZg0fuO5Eekg7tmzlzJt58803cdNNN6ZCHSIGC8oLgYikmXYOvoLyg23bErP3ED733TzSsRVaoqorWna0AQ+BYciMAFqiJ07qzFZZCS1L6pqNgCR5oPlOSJMjmwPH6DAwSpEDJNJWBSaxHn8mbePkVjVsasfbuD3I+v0Lv/SN6Jh3zAg+ZeDwb8H7GiJf77nG6sXHRRgCgxVQWSXohdcghh+C+++7DRx99hMrKSuTn54e9f/3113MTjkgOXnWN9J6Hovf+iUa/w/qB+Vkwdy+o764HWNXjB/Mz9DssuQRTkfJ1iNwk1GfKFgNkWQ4sonDgteBSRe/5FXrvH5EY6ZoXUoHXswHPZwxeue9E+kha68899xz69OmDmpoaPPPMM1i8eHHw54knnkiDiESiaHV/JKMM1eOH6lehqmrgX0/idY1C81Dad7fD3eKGp9UDd4sb7bvbcz4PhfJskieVXIa93+6FZJAgGWUwhQW+5Wdd/yoMklGGZJCw99u9aewBQUTDy2dGksp4ET2HM9W8JtH7R2QGEecFXs8GPJ8xeOW+E+kj6R2p+vr6dMhBcEK0uj+iQnk2iZNqLoO72Q1ZllFQXgBXowuKRwnak9FqhK2vDUqnQjlpRFbgXQuOx3gRNYeTR16TyP0jMoeo8wKvZwNe7fDKfSfSR9J1pPSInupIaYhS90d0RKqLIyI8amGE1n4yWIzwuxWoCoNslGCwBn6n2k9EtknVZzLGAuPlHm28mGGwGOD3+uFuccOcb8bke07AwPGDwv6m63/B1xq+asCqm1fBnGeE0WqMeJd1jRcvTnn0FPQf2T+qjVhtxr4m8np0e83uz3dh4+Mb4XX5YCk0wWAywu9T4GnzwGQzYfyNx6Fs3ICYf7//NaBx6z6su38dTDYjDBZjmJwAoHh8UDwKquZXoXhYccTf99y38Nfj/V1037vTUaj83eko8jNiXx95TSy5I99LVm7t99j3OPZnxPqcZOSP/pvu5G/b1YZvXv8aBrMBskGGqvjBVEAyoGuXyg/Fp+KwmSNgLw1PIem+jz3rKPb9i+irqqKzsROKS4HBKiOvJD+OfnqwMZWhs6kTfo8fBosBtmJbaE96lL/lxxbs+OTnwOE3ke5I6tIxYxhQOQCOwX3itBfvM+LpJNbvid7/+OOwezkCv8uyEdOnP4nS0jHINomuDZJeSF1xxRXdvv/Xv/41meaEQKSFVGPjd9i9uxYH6nj3/564c4v6XWXY+MRGtO1ohbWPNaL2JIPb6UbBwAIcN+84SHL3A4ef/IlOHNpnoJtreh7M6Z3AoieuyMmsex3xkL9nHTEG/O/9H+BqccOUZ4w4x4TB5/LB2seKoScN6bKReDpi2Pbhj3A7PV2L8hA5ESiia3FYMPj4g4CuBXtijrcnO4in//19jN129xNHaL/2yxJ+TY9jrAf5exojPU9gPfUt+v73LEf8/nb/WT21HXus9KTH5ORP3EclrsdIeQlCz4QXiw7/PTpEU7sm9vUBFLcSWDxpr7HwXCJJlmHON3e1E0+O+LKFy3Ng8kdfo722/7Pj9zFUD/Fl7U5uxoB93+wDU1ggGYeFXssAFZAMMkpHhxb9jiVHtNyx+h9blu7lj31Peupj7L8xGCw4+eQH0a/fSGSbtBXkbW5uDvvd5/Nh8+bNaGlpwZQpU5KXlAjj/fdvw5Yt/8y2GMAhgZ94JSgbAfz7nRczKBAPoh3HgTveWG3G/owDcbyqonYdBSvBYDIk8BmIuia+40pEDkBx+9FhbYNULsEX+lna82Mh4FIZft62DyabKaydSFlMFV64d7TB62eQDTIkWdofC2+VYT3IgRbntqTl93X4oCoqZKMBZrs5iYkj5BrG0LGnE4pbgdFqhL3U3jUhBSaPRCaA0AcBd6sbqk+FwWyEtdDSJUCkLD31MQn5I2SJ/vsk5E9aju7tOPBr9HuMMXTu7YTi9sNoM8Lezw4tyTzxz4jsb0/yx9dRsvJr/4a+1rqjFXUv18FoNkA2Gfdf2fXg4/f6ofj8GHvxWDgGObqVu/n7Jnz16tdQPH6YbSbIJgNUnx/eTgUmixFHnH8E+h5a0o3cB3pvY1/X/GMzPv3TpzBajTCYIh8bJPg9figeBcddPx5FQ4vijOP98uzZvAef/2UTfG4Flnzz/v61+2C0mXD0VZXoP7o02Eb3fYz+jO7vfyx77u4zYtt/Ip8R2ufI11OXX4pzfU9/f6CfwZ+wiAeHJRCx4FHgdnpgtptx0oLcj3zhEfUS79Q+1RfI45xwywQc9Qt9nNpntRYhPz9zB4zwIOmF1BtvvBH1mqqq+PWvf41hw4ZxEao3c9ppf8C4cVcC6GniQNh73U8uyU0cP//3Z1Q/+BFsxbbgA2XoJzEVcO1zYdJvJ+GgCYMjehDbOe/4ZAe+eOELtGxrAfMBkklCn4oiHHX5OJQfOzCFCSBUsp4mJ/ERqbbKtvXbsPq51cjrlxfT8TM18DA86aGpqJhU0WN7PPumtdUR0pZ5aBEqk2wrVm2OtgJLVnJjegt61dO2pm34ZqvU43gps0xGxWE9jJcRwKDiLj39rxn+Lj2VZklPbNs2yDv2wtpD3wpxOAYN6tkXDBgA9LWPCtqB1r9+OrADInH0nqvMy9fxzuMk+MItR2rLli2YPHkydu3axaO5jCJSaB/AJ0cqFUJzWmLVQFBcvqRyWnjk2fQGRNMTbzsA+Hw7x0tPCX3Ll+AEJdq9ExU960nU8cKDdPQNEKd/RHbRox2kw9elmseZC4i0I5W20L54/PDDD1AUhVdzRBbhWQOBaoYkhoh6Ske9rVRrP/HSE8/aHCLeOxHRu55EHC+8SFftPVH6R2QXvdlBunydbJRx2NmHpUts4gBJeiF18803h/3OGMOuXbvw9ttv49JLL+UmGJE9tBoIa+/+AB0NHTFjlxOtgZBMzZBcdqSpfqMmop542gEveOmpp9ocMCFYm6OniStUJiDw7XzoqYQHeu/09i2tiDbOExHHCy/S1TeeNs6rrd7wrT8P9OafeBLp6xSXD6qfQTZIMNpMOe/riHCSXkht2rQp7HdZltGvXz8sWrSoxxP9iNyBV+xyb6gZoufaKqLFsPPSE8/aHJpMfp+K9t3O8HoolkA9FOZjSd07PeYRiWrjPBFtvPCEd9/SkTOZaluxcibXP7Ce8lAi0KN/4onm61QfQ8vuFihepevwKMBoNiKvb17ScwIhLkkvpNauXZsOOQgBGTThIAw8blBK3zpZi6yQTBL8XiVmbL3fo0AySbAWWXmKnjHixUE3bmnE2rs/SDgOWmQ98bADXvDSU0F5QXCxFJOuh6iC8oKEZFJVNbg4kw1ysG3FraBtZxsshZaE7x0vmxINkW2cJyKNF97w6htPG+fVVrycSY/TjY2LNgIALaagX//EE21OaN3Zun9O6CqZprgVtO5sTWpOIMQm6f1ql8uFzs7O4O/btm3DE088gffee4+rYIQYaLHLFZMqUDqqNOkJU4utd7d4YtbGcTs9KBpalHRsvQhExkEbrSZIstQVB50Pb4cXnz1TA6b2fJ5LqJ5UVQ0kb7d5AyEBqpp1PaVqBxpMZWjY3IBt67ehYXNDQroJhZc9HXrGobAUWKD6/FCZGvaeylSoPj8sBRYcesahPcrU77B+YH4GpqiAYb8sAAADwBQVzM/Q77CeE2h52pRo6NkXRMJrvIhIqn3jaeO82orKmTTIkGU58K/FANb1vqqo3bajd9Lln1KdF3i3k2pboXOCZJQgyYFThCVZgmSUkpoTeMmUjnaIAEnvSJ199tmYNWsW5s6di5aWFhx77LEwm83Yt28fHn/8cfz6179Oh5xEjqLnvAGeOR+ant7/zX/Q9H1TIAxAQwbyivNyVk8aPMJBeNmTbJRRObcSGxdthOrxAyZEndpXObcyodyIvd/uhWSQAFkC86rwI+JhS5YgGSTs/XZvj3ag5zyi5O6dBEmSg2UQwv8F4sVkRpdNCP9//NdithbVbrz2o2WIbqcn2aOJXxhaKwgcr7Bw/KLCvP4f+Tnx/x8JTxsXMWdSz6TDP/EKExQpVFSbEySjDKYwMAMLzi/MzyAZ5YTnBN79o7BM/iS9kPr888+xePFiAMA//vEPlJWVYdOmTXjttddw991300KKiEKveQNpyfmQAAkSVKjB8DI5+Y1j4eAZDsLLnnjV5nA3u6EqarDIcCSSLEFV1ITsIDWb0h7Yu1uA7L8ucG1k3bXYC494/8a6NvS1yM/oM30I8q2DsOHRDdi3pRFerwrZbEDZoSWoun0SDp56cI86InKP0IVYo4sBjUUwm+2QOgFI4Ys+mTF4W9ohdzhQUDAQ8RdwDKy9DWizwZSfD/j2t6FhNFjh6WiHv9UIs7kg7HNCZevc6QO8JsAsBwsoh8nFJMAPtO/sgCTJ3S4U9QzvOY/XvCBaqKi72Q1ZllFQXgBXoys8b9YayJtVOpWc1hOxn6QXUp2dnSgoCDik9957D7NmzYIsyxg/fjy2bdvGXUBCH+gxb4BnzocWMqEqKooPKYbfrQRP+TFYc/to6HQcBcvLno664igcecmRXad0taNgYAFGzDgMBqMB4QsHOc6PBEc/L5QmM5hihMFsCHzryBgkyAAk+Dv9UDoNKC4dgsLCgZCkwOtA9C6Fa6AVBnctWLMlwqYC7/s6fTC47Cg76Aj07VueVF9FYfjJIzBsyqHYtWkXOvd1Iq8kDwPGDcg5uyYSJ3Rhbe9XAIPJBL+bwWQzRa1FlE4fDLIVhaUlMJvzu223qGwADKwAaps50FYEvk4fjH4j+pZXoKBgQNx2+g8ZDqn9K0gGGVKMXWhJUSH5VZQNGYni4uFh7zHGwJgKbYEX+v/Av2rUDmJPO3+p/psu0jHnpTov8JxfeLWl6clgkuGocATm85CTXP1uBf4c1hMRTtILqeHDh+PNN9/EOeecg1WrVuGmm24CAOzZs0eIYrZEABGPJhWxVkQqeuJZWyUyZMIY8VCQuyFdEvZ+sxct/3PC6siDxIxd87wEiUmQIMGab0DLdy60bHVjwNgBiB9uFbkDIqNgfOj1Pe2KxN9B6XfFgYfrWM0uSJ48SD4VUGVITAIYgyRJYBKD5FUhMRkmYx5Mprxu2xpYeRD6HVqKhi8bYBpojrapJjdKx5RiwLj4D4XphKlMuAUQyZRbMg0YNwAlI0rQ8GUDjAOj/aaryZWwjfNqa/Sc0Vh1wyq4ml1gMoOMwK6TJAWiA1SfCluRDaPnjI76W0mSIEmGmO2qioq6FXVwbnPCUeHA6DmjM3KUeviCLnwhx1QVu2t3o3NfB2x9bSgdUwpJjl4Qhv9tgIPGFaDv4HLs/Xov7AMsXV/4BfKAjFYD3I0e9Du8PwaMPqirTTWsrVB4hQnyPGqcl0yRzwah83mqzwYHKpOew8azTdILqbvvvhsXXnghbrrpJkydOhUTJkwAENidGjduHHcBieShGNjESFVPPPO/MnU0tLaTEr7LIkW8lszvPYV8Ac0uCWgshsVsh6RG60IGg8/ZDrTlIz8/9w4acDW5YMozwdPqgd/lj3pfMkow55nhanL12JYkS6i6oworr16Jth1tsBXbYLQaobgVuJpcsBRaUHVHVVYegOvX1KP6oWrs27IPqleFbJZRMqIEVXdUYeiUoRlvh3dbvCCZuoenjfNqSzbKqLqzCv+5/T9Q3WogtDr0cwwSqu6sSmoRtGHRBlQvrIbb6Q6Gda26YRWq7qzCxFsmJtzOgRBvccfDDibfMgNvXPIGmmo6oaohIegyQ16/Yky+eSaKiofE/NvQRVVjpx9o6gOzJR+SG2Do2k3rCqk0SX542zrA2qywWosQveMXWKR5nSqYR4ZqlNCy0wnFpwCMHdBR47zmYRGfDXpD+YlskfRC6txzz0VVVRV27dqFsWPHBl+fOnUqzjnnHK7CEclDMbCJwUtP3ebrXH00DppQEXMhEpk4X9ivBDJsUDtNMFpMwdclSAADfC4FBr8BRaUDuxYb0aFh0WFosT438+SV5EE2y1A8SszwG8WtQDbLyCvpfrdGVPJK8iAbZUiQuh4GwpEQOKkp0f4NnTIUM5bOCD7wuJvdkM0ySseUZu1hvH5NPVZevRKeNg9sfW0wWoxQPAoavmzAyqtXYsbSGQnJxasd3m3xgmRKDJ42zqutAeMGwFpkhavRFR4dJwVCtZLZBd6waANWz18NVVFhMBkC5yOrgKvZhdXzVwNA2hdTkXC1AxZY+EiBpN6ul1iPUYWhc5S9vwMGoxl+lwSTzRR1BIuv0wcDk1A0YCDy8+Ofbtd/oAFwfoK2H90Ac8BgDJSfYIxB8fvRupvBWpyHfuXDUVhYFrEQU8MWZ47+bsgsD2qnEUarsWtRFzgogoHB7/ZCNhqRV5yP4OkRceCVy8srnLK3lJ/IBkkvpACgrKwMZWVlAIDW1lasWbMGI0aMwGGH9d7TbESAYmATg6kMNc98Dm+7D/mlBcFcFpPZDGNJHtp3d+DzJV/h4BNGQpLjJe5LwYXK4acOxOGnTEBDbQNcjW7k9bNj4FHJ6dg+oQz9B29Gw5cNMA8siApR8exuQ+mYwRhy3OE5d+94hvKISNnYMjCFQfWrMNgMkJgUDAtiEoPf7QdTGMrGliXc5tApQzFk8hAhQrGYylD9UDU8bR4UhNimyWaCcaARbTvaUP1QNYZMHtJjjD6Pdni3xQuSKTl42niqbWl6kg0yyo4sg7vFDb/HD4PFAGsfK9p2Jq4nVVFRvbA6sIiyhpwCKAMwAH63H9ULqzH+hvEZCfMD+I9h1a+i3xH94Hf5oSoqZKMMg82A9p3tCeuJ17wQ9L9d+tbakaTAIs/v9gNeAwYeVdGjvg8e3xf9K2rjzsOdO9pQOqYUI6omBPsXa5dM+/3wU8sxYuox2F27E52NnbAWW1A6ujS4QIsMfYzVVv+RpVxSCHimIhDhJL2QOu+883DCCSfguuuug8vlwtFHH40ff/wRjDEsX74cs2fPToecRAKIHgPLVIa9X++Fu8UDW1Ee+h/RH7JBCz/o+YSwYNgYk9BQ1wBXkxt5ffNQNmZAoOBd1K5M5N8HXtv1+W44a43Itx8Ekyv6m5l8SwFa6rxo28pQXpm4ng469sC/1RU5pCtV9Nw3ANhduxuSUYJslAMhol11Q8AA5mOB3SqjhN21u1FemfgBEZIsJXV9uti1aRf2bdkHW19bTL9iK7Zh35Z92LVpV7fy8mqHd1u86C0y8cy14mnjqbQVpic5oJdQktFT3fI6uJ1uGLo5St3tdKNueR3GXjQ2Tit8SccYlmUZcn54/5LRE695IdL/MmPIUeNKcv73QGTqLkdOY8j41M4PmHLjL/Cvq/+Fzq1u2Iqt+2Vq7oS10I4Trz8dfYoqwhZjsXbeJlwzGe//5j10/OyBtcgCo9UAxaPA7XTDXGDFMVcfC9lgSPuhJXoj6YXUunXrcNdddwEA3njjDTDG0NLSghdffBH3339/UgupdevW4dFHH0VNTQ127dqFN954AzNnzox57dy5c7F06VIsXrwYN954Y/D1pqYmzJs3D//6178gyzJmz56NP/zhD7Db7cl2LefhEwO7f6clVl5Mz6/FDin7ce02VD/8ERq3NGY9v6JzXydUrwqjJbaejFYj3M1udO7rjPl+uhAxpIsXeu5b575OyLKMPhV90N7QHjjqVkUgRt9mhL3UDm+7N+P2xAte44XnuBNxDPcGmUTKteIJTz05tzkDz6DxNj9kAErXdRlCxDEM8JkXNP/rqHCgo6EDijvkqHGbEfml+fC1+zIqE2+GThmKM5eeGZTJ0+SDbJZRNmpgUjKNPK0fbOZ+wXZ8XhWy2YoBI4bEbCfskJKYJ1PGW7jF36WL9Xuuk/RCyun8/+3dfXxcVZ0/8M+9c+cpD50kLUySSkt5sLCYZEvRPlC12q4UYQGLK+VHFUWgqECRClgUFRdoFVgXcJcqD+JatEV/PGh1qdCuyy/SRRqlD8oCxVBK04SaNDOTZCYz997z+2NypzNp08xkzsz93jvf9+uVFyaTXs8599xz78n9fs+JoKGhAQDw7LPP4uKLL0ZVVRXOO+883HTTTQUda3BwEG1tbbjiiiuwdOnSMX/vqaeewv/8z/+gufnIvyZcdtllOHDgAJ577jmkUil87nOfw9VXX42f/vSnhVXMUY6ctCiKitopDTl5NgrUzAppEGo65jjlw+SmGZllmI+cDMl/K9C5tRO/vuY3ZPIrKOfsUArpks2tdbP6k+pTMfm9k5EaSmXCXbxVXqSGUs7PAZNwvci87ihew24vE8VcK1lktlNoeij9RmTkjylHMAEoI79XJhSvYUux9wWrTB6fBw2nNkAf0jPjr1alQY/rMHxGWctUCrLKVMhxDkfzAMCx37oVI3tilUm6c5CCJ1InnHACtm3bhoaGBjz77LPYsGEDAODQoUMIBApLUjv33HNx7rnnHvN39u/fj+uuuw6bN2/Geeedl/PZq6++imeffRYvv/wyzjrrLADAAw88gI9//OO45557jjrxcoKqquOgqp6RCY4nM9GxfjaW2vlTcfy0v4ydZ/NuCuHWqZj2/pMdF6MvM9afes4OlZCuUnBj3Ub3J29V7lK3dvenYsm6Xiguey2Tm8tEOddKBpnnLnspdXiQE95nChNGyhhzKfVSoXgNZyvmvpBdptqptfBWyxl/Kd6rZJWJWt3yCY+krOBMxxtuuAGXXXYZ3vOe96CpqQkLFy4EkA7Ta2mROzCYpolPf/rTuOmmm3DGGWcc8fm2bdtQV1eXmUQBwOLFi6GqKl566aUxjzs8PIxoNJrzRUkwWA+/fxJ8vhp4vUFomh8ej/eYkyjgcHyvv9aP2P4YUkMpCFMgNZRCbH/MllyUQmKzy3EcgGY7MefK7k/Rd6KI98aR6E8g3htH9J2o4/uTrOtF5nVH8Rp2QpnifSN9sy9eUJlkjr+lIkyBro4u7Nm8B10dXRBm/jkestoJOLyUuqqpMBLpxRhM04SpmzASRs7n5ULxGpYlu0yRfRHEumKZr8i+iO3jbzH9stI4ta0KfiP1xS9+ER/4wAewb98+/MM//ANUNT0YnHTSSbjjjjukFu473/kONE3D9ddff9TPu7u7cfzxuSuMaJqGhoYGdHd3j3ncNWvW4Pbbb5daViqoxfe6OTabMcuMj87A7Gtmo/2udkT2RTIRCoFQALNXzHZ8f5J1vVBc9lomqmXK9M23J9Y3KeZ/ZZORuyWjnSzW0uaZfaT09LGC9cGy7CN1NBSvYVlmfHQGZiyagT898ieY+uGcG1VT8XdL/473b3MAJ7fVhJY/P+uss9Da2orOzk6cfPLJ0DTtiLC7YnV0dOC+++7DH//4R+l5O6tXr8aNN96Y+T4ajeKEE9yztxKl+F43x2YzZunc2omOdR1QvSpC00JQVCXzl9qOdR1omtVE/mYwHjti9Mt5LFmolcnqm4qm5PTN5GAy775JMf/LInOPs2LbKdv8VfMxd+Vc7NqwC5G9EYSmh9CyrKWsb6JGo3gNy/DivS/iT4/+CaaRzo2y9u0yDRN/evRPaDi1wdn7drmc09uq4InU0NAQrrvuOvz4xz8GALz++us46aSTcN1112Hq1Kn46le/KqVg/+///T+8++67mDZtWuZnhmFg1apV+Nd//Ve89dZbaGxsxLvvvpvz73RdR19fX2afq6Px+/3w+/1SykkVlRhYN8dmMwaMnT8CpDdBdHr+SDaKMfoUr2EqZcrum5PeM2nCfZNi/hdQmhzcYtppNFVTy7bEeb4oXsPFGHPfLgCKUBy9b1clcENbFdyrVq9ejR07duB3v/tdzuISixcvxsaNG6UV7NOf/jR27tyJV155JfPV3NyMm266CZs3bwYAzJs3D/39/ejo6Mj8u61bt8I0TcyZM0daWcqFYnxosWWSFXteqjwUim3O8iPr3BV7HCfkj8hC8XqhWCYqZPVNqnmApcrBTQ2lMBwdRmoo5bprmKJiruHR+3YJM705ujAFVEWFx+vJ7NtVCFM3sWP9Drxw5wvYsX5HTsjgeCrpnlAsN7RVwW+knn76aWzcuBFz587NqfQZZ5yBN998s6BjDQwMYM+ePZnvOzs78corr6ChoQHTpk3D5MmTc37f6/WisbERM2fOBACcfvrpWLJkCa666iqsW7cOqVQK1157LZYtW+a4FfsoxofKKpOs2HPZeSgU25zlR9a5c/O+ZLJRvF4olokSmX2TYh6g7BxcM2mid19v7l5w/vRecGbSdPw1TFGx17C1b5eAgJ7Q03sfjfRNRVGgaAogCtu368V7Xzyc3zZyrM0rN+ed31Yp9wQZ3NBWBb+ROnjw4BELPADpPaEKzWXavn07Zs2ahVmzZgEAbrzxRsyaNQvf+MY38j7G448/jtNOOw2LFi3Cxz/+cSxYsAA//OEPCyqH3az40J6dPfDV+FDTVANfjS8TH9q5tdPRZRode143oy4dg64p6FjXkfexRuehWMdRvWpBx5FdP1Zess6drONk548cjZ35I7JQvF4olokamX1T5vgri6z6VU2pgmma6N/bDz2uQ1VVqF4VqqpCj+vo39sP0zQdfQ1TJOMatvbjMpPm4TdZI4+iwhQwk2bO743nxXtfxJbVWxA/FIfqSe8PqHpUxA/FsWX1Frx474vjHqMS7gmyuKGtCp5InXXWWfj1r3+d+d6aPD388MOYN29eQcdauHDhyEZcuV+PPfbYUX//rbfewg033JDzs4aGBvz0pz9FLBZDJBLBo48+ipqamoLKYafR8aHeoBeKqsAb9KJ2ai2GY8NoX9te1nAVmWUaHXsebAgiUBdAsCGISe+ZlPexRpcp+zjFlIlKm7P8yDp3MvuAlT8S742P7ASf9f8zkj8yZeYUx+4jRfF6oVgmimT1TZnjr0yy6tfY1gihC5i6CcWrQFHTm9MrqgLFq8DUTQhdoLFt7NxrVhhZ1/D7PvW+nJDS9J5ESs4f9hVVwfs+9b5xy3REvpWWnkyrmgpPwJPz+bG4/Z4gkxvaquCJ1F133YVbb70VX/jCF6DrOu677z587GMfw49+9CPceeedpSijq1GMD5VZpuxjAUBqMIXhyDBSgykAsGUfKVllKpViYrPdjmJ/ori3ikxuH6PcTFZuU6naW3YO7kSvve4d3VA0BaqmQqQEhDnyh11TQKQEVE2Foino3jH2tiqlqJ+bycpL69nVA29N1ia8psh8Wbw1XvTs6hm3TKPzrbIVkm/l9nuCTG5oq4JzpBYsWIAdO3ZgzZo1aGlpwW9/+1uceeaZ2LZtm/QNeSsBxfhQmWWyjmUkDUT3RaEn9EzMsRbQUB2uziv2nGKZSqHY2Gy3o9ifAJp7q8ji9jHK7WTkNpWivWXm4BZ77Q39bQiqqiI0PYTBnsHccSWYHldSAylb6udWsvLShv42BG/AC2+zF4M9gxDG4QmU4lFQHa4GTOR17qx8qzFfMagA9Pzyrdx8T5DN6W1V0EQqlUphxYoVuO222/DQQw+VqkwVheL+HDLLZMWeWwOUqqnp+GUB6HEdkb0RBOoDZd1HSlaZZLNis03dhMfryeyFYcVmA6j4yRTF/mShtreKLG4fo9xOxh5nsttb9r4xxV57Vv08Pg8aTm2APqTD1NN7EmlVGvS4DsNn2FY/N8rOS8uM5R5kxvL+vf0FjeW+Gh+qw9UYPjQMfViH5tfgr/fDSBhIDibzOneh6aH0/WRkQncEE4CSf76VW+8JpeDktiootM/r9eL//t//W6qyVCSK8aEyyyQr9ryUZQKQCQOwKx5eVmy225WiP5mmmRMiaJrmhK87a2+VU845Bc2zmx1xExhPKcaoYkOeKI6bFGXnodQ010Dzp/eA0vwaappr8s5DGd3e2WFYhbZ3qfLbirn2susHAN5qL/whP7zV6Ukjhfq5TSnGckVREJwcRG1zbSZksJBz17KsBYFQAEbKgCly77WmMGGkDARCAbQsyz/6yo33hFJxalsVnCN10UUX4emnny5BUSoTxfhQmWWSFXteijIpnvRmfXpChzE88t+EAcWjTCgevhiyYrPdTnZ/Uj0qDv75IPr29KH/rX707enDwT8fhKqp5OOyy0X2GNW5tRPrl6zHxqUb8cxnn8HGpRuxfsn6glZ9ozhuUmTloXgCHhzacwh9b4708zf7cGjPIXj8noL2kVI1FQd3H0TvG7049NdD6H2jFwd3F3a9UMxvk9mfKNaPIorPBqqmYsGt6X5uJAyYugnTNGHqJoyEkfM5Y5aCe8Opp56Kb3/72/jkJz+JNWvW4P7778/5YoWz4kPDrWEkB5MYODCA5GAS4dYwzl9nTwiArDJZsed10+ugBbX0oJRKD05aUEPd9Dqoqpr3PiayyjTemx2hi7LmV+QVm13gXhhuJLM/AUjvNQIFAiM3cQgoqOyH76ORde3JXLKc4rhJzdDfhpCMJTHYPZhe1tszsqy3J72s92DPIJKxZP7Xy8h+PQpG3h6MXDso4OVKPvlWduSoSr2/EKwfNdl5aVpQg2mMjOVGeiwPTQ+V/dkASIfPL1qzCMH6YLpMyXSZgvVBLFqzqOLD69mRCl5s4pFHHkFdXR06OjrQ0dGR85miKLj++uulFa6SUIwPlVEmK35Z9amY/N7JSA2lMrHn3iovUkOpgmLrZZQp2BBEaigFiPRNDSIdDqQoCqAARtJAciiJYEMw72MWS3ZstlvJ6k9W+I2pmzjufcdBj2flRAQ1xPbH0L62HScuPLHi32pYir32Roc8WX+t9wa90KZOrM0pjpuUWGOdqZvw+DyH35AogOpVYSQNpIZS4451mevFMHHcGcfBiBuZ68UT9GCgayDvc0c5v03mPY9i/SiRnZcmcyyYv2o+5q6ci10bdiGyN4LQ9BBalrXwmyh2VAVPpDo7eZPDUrHiQykptkxW/HLPzh5oUzV4q7KWKR2JrQ+3hgvKZZDSTll/QVVUJfMWIpNvUWD4ujBFUQN4y7IWbF65GfFDccCDnPA+KzY7WB8sKDbbjbL7k6fZkz5PI19WblM+/Wl0+E12vwRyl1Gndk3aqZhrr5CQp0L+PyiOm6Qoo/473s+PIvvcqaoKtTr3gbKQczf6Gh49KZvIPUEm2fe87L4+0XseRcXe87LbqXZqbSYfDbD52WCEqqloW94m5VjM3QqaSP3P//wPfvWrXyGZTGLRokVYsmRJqcrFXMKKX960YhNi+2MINgShBTToCR3xvrgtuQzxvnjm7YWZMnNWfst+uxHvi+d1PBnL3Fqx11tWb4GRMAAvMqv2GSmOzbZY/empTz+Fg38+mH5TZ1GB6uOq8+pPvHx2+XGbl5811iUHkumxadRYp3gU+Kp84451Ms+drGuYKor3PNlk3PMqoZ1YZcj7qewXv/gFzj77bNx33314+OGHcd555+Gee+4pZdmYS1DLZaiaUgVfrQ/VjdVHjc2uDlfDV+vLK6RAZs4Hx2YXoMjcpuzwm6Ph8Bv5uM3Lr2pKFXw1PtQ21R41p7C2qRbeGm9B2wUczYTOnYvzE6nd82TiPEfGcili9NqxY5g9ezbe//7349/+7d/g8XiwZs0a3H333ejr6yt1GUsuGo0iFAohEolg0qRJdhfHtYoNBZBZjvVL1qNnZw9qmmuOGu8fbg1j+bPLj1m+7ONk53wA6dCE2P5YXscZzdRNjs0ew+g2P1puk53njo2N27z8KF4vssrkBFTuebKU6hp2Wzsxd8h3bpD309lrr72Gr3zlK/B4PACAVatWIRaL4d133y2+tAxA8XurlOpYbpO9XOpA1wCgAL5aH6AAA10DeYcUZOcNAMjZiwjAhJe5tWKzP/S1D6FteRtPorIcLbfJP8kPb5W3oKWFK2n5bCpjQananEr9KBrd5gDgq/EBQEFtXsrlwSd6DTuBU/fFGUuplnZ3WztVEh5/C8iRGhoaypmR+Xw+BAIBDAwM4Pjjjy9J4SqJjJjjUhxLFmplskIKrDIlDiWg+lSEW8N5l8nKGzCSBqL7otATenrhAyWdM1AdruZlbiWTmashow9Q58brLhu1+lEkq81lHYdz5ZyLzx3LxuNvWkGLTTz88MOoqanJfK/rOh577DFMmTIl8zNe/rxwVszxcGwYwclBaH4N+rCeiTk+/weF79Mi41iyUCwTUPxyqVVTqmCaZmYPqOxEbj2uI7I3gkB9gHM+JJK9tLCbl89263VnoVo/imS1OS8PXtn43DELj7+H5T2RmjZtGh566KGcnzU2NuInP/lJ5nveR6pwMvdWKcU+LcWiWKZsxSyX2tjWCKGL9B4tgdw9WhSvAiNhQOgCjW2NEktc2UqxtLAbl89283UH0K8fRbL6OS8PXrn43DGAx9/R8k6+eOutt9DZ2XnMr7/+9a+lLKsryYw5LlX8cjEolkmW7h3dUDQFqqZCpASEObL6lCkgUgKqpkLRFHTv6La7qK5RSblNxXDzdQeMqh8UxPviGDgwgHhfHAqcXz8342vYufjcMaB0+eFOxVnsNssn5jjfPBuZx5KFYplkGfrbEFRVRd30uqMuLVw3vQ6qqjqybpTxkrnjc/N1BxyuX6I/ge4d3ejv7EesK4b+zn507+hGIpJwdP3cjq9h5+Jzx7Lzw/ve6EPfm33of6sffW/2oe+NPhgpo6LG34JypJh8MmOOKcYvUyyTLFbdVJ+Kye+dnN7gN2tD39RQyrF1o87NuU0yuPm6A9L10xM6Ev2J9A+yTrswBAa6BhCo4/xEyvgadi4+d5WN88Nz8UTKZjJjjinGL1Mskyyj6+atOvzA6vS6OYEbc5tkcfN1BwDhljCSA8nM96PrBwDJgSTCLeGyl43lj69h5+JzV7k4PzwXh/bZTGbMcfaxou9EEe+NI9GfQLw3jug7UVvil7PL1P92P/r39uNQ5yH07+1H/9v9EyoTlX0LOF7cXlT6AcUyub1v7n5iN0zTzHwvhMh8WUzTxO4ndttRPGYDKtdeKbi5bsx5SpUf7tR+zm+kCJC5t8qMj87A7Gtmo/2udkT2RTL7GgVCAcxeMdu25Y4nnzYZfZv6jvjshLknFFQmavsWVMJeRBRR6wcUy+TmvhnZG4ECBYpXgTBGJlAjY52iKlA86Z9H9kbsLiorA2rXnkxurhtzpuz88IGeAejDOmACUAEtqKEmXIPkQLKgHCkn93NFZP8JbwzRaDTvA2Zv2usU0WgUoVAIkUjE1vILU0jdW8Vb5YWiKpm/RPtr/bas7b/pmk3o+EHHmJ/PXjEb5687f9zjjLVvQbw3blvdLDLOHcsPxX5AsUwWN/bNHet34JnPPgPVo0LxKIBIv5VSFAVQ0nlSpmHiwscuRNvyNruLy0qI8rVXLDfXjTlXV0cXNi7dCF+ND96g96j54cnBJC558pK8wj+p9vN85wZ5hfbV1dWhvr4+ry82cVbM8SnnnILm2c0FP+yMXts/2BBEoC6AYEMQtVNrMRwbRvva9rK+LjWSBv70yJ8y3yuqkvmy/OmRP8FIGsc8zui6eYPpSaI36LWtbtmKPXcsPxT7AcUyZXNj32xZ1oJAKAAjZUBAQFGV9KRKVSAgYKQMBEIBtCxrsbuorISoX3vFcHPdmLNZObjx3jiEEPBWeeGf5Ie3ypvJwZ0yc0peObhu6Od5TaT+67/+C1u3bsXWrVvx6KOP4vjjj8fNN9+Mp556Ck899RRuvvlmhMNhPProo6UuLzsGinvHtH+nHaaezmUY/QBnfW/qJtq/037M45Sqbk6Nya1UFPs4xTK5naqpWHDrAqiaCiNhwNTT2w6YugkjYeR8ztyrFNcelXsCjytsNCp9U2YOrhv6eV45Uh/+8Icz//vb3/42/uVf/gWXXnpp5mcXXHABWlpa8MMf/hCXX365/FKyvOSzd0ziUKKsa/v3vXlkXtREfq8UdXNyTG6lotjHKZapEsxfNR8A0H5XOxKRBKADUIBgfRALbl2Q+Zy5l+xrj9I9gccVlo1S3wTk5eC6oZ8XvNjEtm3bsG7duiN+ftZZZ+HKK6+UUig2MRT3jmk4uUHK78mu21gxuT07e7BpxSaOPSeKYh+nWKZKMX/VfMxdORe7NuxCZG8EoekhtCxr4TdRFULmtUftnsDjCrNQ65sWGfuJuaGfF3y3OeGEE/DQQw8d8fOHH34YJ5xwgpRCsYkZHbeardC4VVkW3HI4vGb0a2jre1VTseCWBcc8jsy6uSEmt1JR7OMUy1RJVE1F2/I2fOhrH0Lb8jaeRFUQWdcexXsCjysMoNk3sxWbg+uGfl7wHed73/seHnjgAbS0tODKK6/ElVdeidbWVjzwwAP43ve+V4oysjxR3DvG4/Ng1udnZb4Xpsh8WWZ9fhY8Ps8xj8MxuQyg2ccplikblbh6xmSTde1RvCdQH1dkojhGUSkTxb4pkxv6ecGhfR//+Mfxxhtv4N///d/xv//7vwCAf/zHf8Q111zDb6QIoLh3jLW0+Z8e+VNm4Qkg/ZfkWZ+fldfS5wDH5LI0in2cYpkAenH1jMkm49qjek+gOq7IRHGMolQmqn1TJqf387z2kXI7KvtIyURx7xgjaaD9O+3oe7MPDSc3YMEtC8Z9E3U0xdZt9B4IoxW6BwKzB8U+TqlMVPfmYKwUirn2qN8TKI0rMlEco6iViXrflIlaP893blDwGykA6O/vxyOPPIJXX30VAHDGGWfgiiuuQCgUmlhpmXRW3Colqqbi1I+fmrlIJprLUGzdrJjcnp090KZqOa/LrZjccGuYdEyuU8kcKCn2cSplGh1Xr8d1JAeSUDUVtVNrEdsfQ/vadpy48ETHP5BRu/m6vUwU6wYUd+2V6p4gq62ojCsyjR6jrDb3Br3Qpmq2jFEUy0T9ecXt9/R8FDyR2r59O8455xwEg0F84AMfAAD8y7/8C+6880789re/xZlnnim9kMz5KL0qt2JyN63YhNj+GIINQWgBDXpCR7wv7oiYXCei1Afczoqr1wIa+t7ogz6sAyYAFdD8Wk5cvRNvXBaKfcrNZaJYNxlKcU9wa1vJUkjuT7nGKIplovy8wn08reBXAl/+8pdxwQUX4K233sKTTz6JJ598Ep2dnTj//PNxww03lKCIzOmsV+U9O3vgq/GhpqkGvhpfZunOzq2dZS+TFZMbbg0jOZjEwIEBJAeTCLeGcf46DnmSjWIfcLOhvw0hOZBE7EAMelyHqqpQvSpUVYUe1xE7EENqIOXouHqKfcrNZaJYN5lk3hPc3lYy5JP7YyZNcnsClrtMAM3nFe7jh03ojdRDDz0ETTv8TzVNw80334yzzjpLauGY81F8VW6RsQcCGx/lPuBWwYZgevUjQ8Dj90DBSLsqgOpTYQwbSA4lEWwI2lvQCaLYp9xcJop1KwUZ94RKaatiUdw/iGKZLJSeV7iP5yr4jdSkSZPw9ttvH/Hzffv2oba2VkqhmHtQX7qz2D0Q2Pio9wHXEqP+O97PHYRin3JzmSjWrVSKvSdUUlsVg+L+QRTLlI3K80p2HweA1GAKw5FhpAZTAFBxfbzgidQll1yCz3/+89i4cSP27duHffv2YcOGDbjyyitx6aWXlqKMzMGovipn5cN9oPzifXF4q7xQNRVmykzv3SbS+7eZKROqpsJb5UW8L253USeEYp9yc5ko1o0qbqv8UNw/iGKZKLL6uJE00PdGH/re7EP/W/3oe7MPfW/0wUgZFdXHCw7tu+eee6AoCj7zmc9A13UAgNfrxRe+8AWsXbtWegGZs1F+Vc7Kg/tA+VVNqYKv1gffJB8SfQnoCT39BkoBtKCGQH0g83tORLFPublMFOtGFbdV/ijuH0SxTNRUTamCaZqI7I0AIr0iMxQAAtDjOiJ7IwjUByqmjxc8kfL5fLjvvvuwZs0avPnmmwCAk08+GVVVldFgrDDUl+5kpcd9oPyy27z+lHoYcQOmnn4T5Ql6MNA14Og2p9in3FwminWjituqMJRyfyiXiZLGtkYIXcDUTXgCnsN9XAEUrwIjYUDoAo1tjfYWtEwmtpEPgKqqKtTX16O+vp4nUWxMlfKqXJgCXR1d2LN5D7o6uiBMByegSFYpfYCS7DYf6BoAFMBX6wMUYKBrwPFtTrFPublMFOtG1ei2ivfFkehPIN4X57YaA5XcH+plovKc0b2jG4qmpEPHkyZM3YShp/9YZybTf7BTNAXdO7ptKV+5KWJ0Rt04TNPEHXfcgXvvvRcDAwMAgNraWqxatQpf+9rXoKoTnpvZJt/di9nEuXm/ATfXTSZup/Jze5tTrJ+by0SxblS9eO+LaL+rHYlIIhNWGwgFsODWBZi/ar7dxWMOQ+na27N5D5757DNQVAUDPQMQxuFphOJRUBOugTAFLnzsQpxyzillLZtM+c4NCp5IrV69Go888ghuv/12nH322QCA9vZ2fOtb38JVV12FO++8s7iS24AnUuUhcwdsKqy9FIZjwwhODkLza9CHdcR74/DX+nH+D3hPqmxu7APUub3NKdbPzWWiWDdqrPtCIpqAr9oHRVUgTIHkYBKBSQG+L7CCUHvO6OrowuMffxyJQ+k/EiiqAgEBBel+DgUI1Adw2W8uc/SG7yWbSDU3N2PdunW44IILcn7+zDPP4Itf/CL2798/sRLbiCdSbCKEKbB+yXr07OzJ2UsBSMfCx/bHEG4NY/mzy/lBgzHGKgDfF5hMFPuTqZu4J3wP4ofi8AQ8UJXDkWimMGEkDATrg/hKz1fSC1E4VL5zg4Jr2NfXh9NOO+2In5922mno6+sr9HCMORbvF2IvKvHipeL2+jHmRnxfYDJR7E+cI5Wr4FX72tra8P3vfx/3339/zs+///3vo62tTVrBGKMun/1CEocSFbOXQjlRihcvBbfXjzG34vsCk4lifxr62xBUVUX1cdUY6BmAkTQynykeBdXHVUOYomL6eMETqe9+97s477zz8Pzzz2PevHkAgG3btmHfvn34zW9+I72AjFHF+4XYY6x48Z6dPdi0YpPj8w/cXj/G3IzvC0wmiv3J2kcq0ZuAoihQfWpOjtTgwcGK2keq4NC+D3/4w3j99dfxiU98Av39/ejv78fSpUvx2muv4YMf/GApysgYSdZ+IfHeOEanGlr7hUyZOYX3C5FImALta9sxHBtG7dRaeINeKKoCb9CL2qm1GI4No31tu2PD4NxeP8bcju8LTCaK/Sl7HynFmw7x82iedEifV4GpmxW1j1TBb6SA9IITTlydjzGZrP1CNq3YhNj+GIINQWgBDXpCR7wvzvuFlEAh8eJ2rBZU7Ipmo+uXGkplNtL1VnknVD+3r7Lm9vpRQ7W9qaxKyPcF+1Dtm8UoRX8qtp2yc6RESkBo6ZX6IAChi5wcKSev2pevvCZSO3fuzPuAra2tEy4MY04z46MzcP4Pzs/ksyQOJaD6VIRbw5zPUgIU48UtMvKarPqZSRO9+3qhD+uACUAFNL+GmnANzKSZd/3cnmvl9vpRQ7W9qe2TxfeF8qPaN2WQ2Z9k3adUVUXd9DoM9Azk3qeC6ftUciBZMTlSeS1/rqoqFEU54rXiEQdTFBiGcczfoYiXP2fFcuNfwijq6ujCxqUb4avxHTVePDWUQnIwiUuevKSsfwmTtc/H6P05VE3N/KXP1M2C9uegtveIbG6vHzVU21tWuUpRP74vlAfVvilbsf1J5n0q+z48OnLCrvuwbPnODfJ6I9XZ2SmtYIy5kaIqjh4wnMKKF+/Z2QNtqnbEnhrxvjjCreGyxouPzmuyyuQNeqFN1RDbH0P72nacuPDEcW962bHnnoDncP0UQPEqMBJGXrHnMstEkdvrRw3V9pZVrlLVj+8LpUe1b5ZCMf1JZjuNvg97qw7/UdOu+7Cd8lpsYvr06Xl/MVZqvL9O5bLixf21fsT2x5AaSkGYAqmhFGL7Y7bkH8jc5+OI2HNTQIiR/6ZE3vtzUNx7RCa3148aqu0tq1xU68fGV0nnrphnH5ntNPo+HO+LI9GfQLwvXtR92KnPdgUvNtHb24vJkycDAPbt24eHHnoI8XgcF1xwAa/ax0rOzXHQLD/U8g9k5m1Zseeh6SEM9gxCT+iAAKCkY8+rw9VIDaTGPRblXDIZ3F4/aqi2t6xyUa0fG1+lnLtin31kt9OMj87A7Gtmo/2udkTejmTuU4FQALNXzC74PuzkZ7u8J1K7du3CP/7jP2Lfvn049dRTsWHDBixZsgSDg4NQVRXf+9738Itf/AIXXXRRCYvLKhnvr8MsMz46AycuPJFE/oHMfT6sY3l8HjSc2gB9SM/EnmtVGvS4DsNnjHssinuPyOT2+lFDtb1llYtq/dj4KuHcyXj2kd1OnVs70bGuA4qmIDQtBEVN7yGVHEyiY10HmmY15f085vRnu7z3kbr55pvR0tKCF154AQsXLsT555+P8847D5FIBIcOHcKKFSuwdu3aUpaVVTDeX4eNZsWLn3LOKWie3Wxb/LvMfT6yjwUA3mov/CE/vNXpG1++x6K494hMbq8fNVTbW1a5qNaPjc/t507Ws4/Mdsou06T3TEKwIYhAXQDBhiAmvWdSQc9jbni2y3si9fLLL+POO+/E2WefjXvuuQddXV344he/CFVVoaoqrrvuOvzv//5vKcvKKlglxUG7GcUY6GLLJDNvS9axSpVLRuX8UcyVo66Yc5fd3tF3ooj3juRE9MYRfSc64fY2dRM71u/AC3e+gB3rd6RXpiyArHJxfyqc28cCKvWT9ewjs51kPo+54dku79C+vr4+NDamV4qqqalBdXU16uvrM5/X19cjFovJLyFjqJw4aDejGANNcd8YWceSnUtG7fxRy5WjTMa5y8mJ2Fd8TsSL976I9rvakYgkMsfavHIzFty6APNXzc/7OLLKxf0pf24fCyjVT+azj6x2kp0X7PRnu4IWmzjabJGxcqiEOGg3oxgDLbtMMvO2ZB1L1nEonj+AVq4cVbLOnZUToXrVnJyI1FCq4JyIF+99EVtWb0kv8+/1pGNjTCB+KI4tq7cAQN6TKZnl4v40PrePBdTqJ/vZR0Y7lSIv2MnPdgVNpD772c/C7/cDABKJBK655hpUV1cDAIaHh+WXjrERFPcPYvkp1T4fxWxO6IR9Y6jsQUN9nxYq7URRqfdZAtIbRBfSB0zdRPtd7Zm90lRlJMNABeABjISB9rvaMXfl3PSG1HnWr6a5BkbcSB/X74G/zo+BroGC+yb3p7FRHwuKRbF+pXj2KbaPZ5fJ0+zJXHeqpsIT9BRUJjc82+U9kbr88stzvl++fPkRv/OZz3ym+BIxdhRWfO+mFZsQ2x9DsCEILaBBT+iI98U5hp2wQmKg8x3ciw29KEWZKJIRolIpbeVGss6dzD6wa8MuJCIJeLxZk6gRqqICXiARSWDXhl1oW96WV/08AQ8O7TmUu11AQEOgPsB9UyLKY4FbxzqKzz5WmZ769FM4+OeDQHZqowpUH1ddcF4wpfoVKu+J1I9+9KNSloOxcXEMuzPJjoGWEXrhhrjs8cgKUamEtnIrivssRfaO5DGN9bJJBaCP/N44hv42hGQsmU6cN9IbVkMBIAA9rmMwOQhvlZf7piRUxwK3j3Vkn30UQIECE2bmDxhq/mvYZZCtX54K3pCXMTtxDLvzyIyBlhV64Ya47GORGaLi9rZyM4r7LIWmh9KTHRNHn0yZAJSR3xtHsCGI1FAqHc7n8xx+i6AAqleFkTSQGkoh2BAc91hsfBTHgkoZ6yg9+1htbuomjnvfcdDjWfsdBicWAkmpfoUqfOrIHIHK0p2Vwu3tXUz9ZO5fIWupVLfvPSJzSVm3t5WbUdxnqWVZCwKhAIyUAVPkLnduChNGykAgFEDLspb8KqmM+u94P2cTRnEsqKSxjsreiaPb3FvlhX+SH94qb1FLlgtT4OCrB9G1vQsHXz3omOcofiPlQpSW7pSNYt0olkmmYusnMwZaVuiFG+Kyj0VmiIrb28rNZJ07mX1A1VQsuHUBtqzeAiNhAF5kVu0zUkbm8/EWmgDSG1R7q7xIDiTTY1NWaJ+pm1A8CnxVPsT74vk1GDsmimMBj3XlV4oQSFnbIdiB30i5jBUr3LOzB74aH2qaauCr8WVihTu3dtpdxAmjWDeKZZJJVv2sGOhwaxjJwSQGDgwgOZhEuDWM89flv5xsdujF0RQSeiGrTBTJbCfA3W3ldrLOncw+MH/VfCxaswjB+iBMw4SZNGEaJoL1QSxasyjvB6eqKVXw1fhQ21QLLajBNE2YKROmaUILaqhtqoW3xsthpxJRGwt4rCs/2W1ubYcQPxSH6lGh+lSoHjWzHcKL974os/jSKWL0+8sKFI1GEQqFEIlEMGnSJLuLM2HCFFi/ZD16dvYcsUStEAKx/TGEW8NY/uxyx/1FhWLdKJZJplLUr5gly6mWiaJS9U03tlWlkHXuZPYBUzexa8MuRPZGEJoeQsuylrzeRGWXJbufHy1Xw8ljMGVUxgIe68pPZpubuol7wvcgfiieux0CRkJ9EwaC9UF8pecrBY0NMuQ7N+DQPkKKvXApLt2ZrZj6UawbxTLJRLF+pQi9kLlvDJWbb3Y7Rd+Jwlflg+JRIAyB5FASgVBgQiEqFPfYodLmrHCqpo67xPmxHG088NX4oCd0xPbHJjQecH/KD5WxoJLGOipk3odlbodgF1snUi+88ALuvvtudHR04MCBA3jqqadw0UUXAQBSqRS+/vWv4ze/+Q3++te/IhQKYfHixVi7di2amw937r6+Plx33XX41a9+BVVVcfHFF+O+++5DTU2NTbWaGBl5NlSX7gSKrx/FulEsk0ylWLZcRi4Z1aVSqeXKzfjoDMy+Zjba72pHZF8kE3ceCAUwe8VsV4SoUGtzqmS1E8X2ljkeUKwfG18ljHXUyLruZG6HYBdbJ1KDg4Noa2vDFVdcgaVLl+Z8NjQ0hD/+8Y+47bbb0NbWhkOHDmHlypW44IILsH379szvXXbZZThw4ACee+45pFIpfO5zn8PVV1+Nn/70p+WuzoTJ2gOB6tKdMupHsW4UyySTzPrJ6uMWakulyq6frDJ1rOuA6lURmhaCoioQpkBqKIWOdR1omtXk6AcMim1Okax2otzeMsYDyvVjx+b2sY4qGdedzO0Q7GLrYhPnnnsu7rjjDnziE5844rNQKITnnnsOn/rUpzBz5kzMnTsX3//+99HR0YG3334bAPDqq6/i2WefxcMPP4w5c+ZgwYIFeOCBB7BhwwZ0dXWVuzoTMnoPBG/QC0VV4A16UTu1FsOxYbSvbc9rGUiKS3fKqh/FulEsk0yy6iezj2ejshRsqeons0zBhiACdQEEG4K2lUkmim1Okax2ckJ7FzMeOKF+7OjcPtZRV+x9WPp2CDZw1Kp9kUgEiqKgrq4OALBt2zbU1dXhrLPOyvzO4sWLoaoqXnrppTGPMzw8jGg0mvNlF5l7IFhxq/5aP2L7Y+nd3kf+KjPRePFiyarf6LrF++JI9CcQ74vbVjeK7S2TrPrJ7OMUZdcPAFKDKQxHhpEaTAGALfUb3eapoRSGo8NIDaVc1+Zu7FOyyGont7c3xWuY5Yd635S5x6Qb96vM3u7ASBgw9fSqm6aeXmiikO0Q7OKYxSYSiQRuueUWXHrppZnVM7q7u3H88cfn/J6maWhoaEB3d/eYx1qzZg1uv/32kpY3X7LzUKjlj8isX04c9Ns04qCptbdsMupXKblkRtJAdF8UekLP9E0toKE6XA0zadqSv2cmTfTu600vUzsSOqH5NdSEa8peJpnc3qdkkdVObm9vitcwyw/lvikz587N+XvWdgeZfaR0AAoQrA86Yh8pR0ykUqkUPvWpT0EIgQcffLDo461evRo33nhj5vtoNIoTTjih6ONORCnybCjlj8jOs+lY1wFFU3LioJODSVvjoCm1dykUW79KyCUzTTOTNJu9Kage1xHZG0GgPlD2/D3TNNG/t/9wmTyHy9S/t7/sZZLJ7X1KFlnt5Pb2pngNs/xQ7Zsyc+4qIX9v/qr5mLtyblHbIdiF/ETKmkTt3bsXW7duzVnLvbGxEe+++27O7+u6jr6+PjQ2No55TL/fD7/fX7IyF8LKQ+nZ2QNtqnbEevzxvjjCreGC82yoLN0pq37ZcdCT3jMp5ziB+gBi+2NoX9uOExeeaNty0xTau1SKqV+p+jgVjW2NELqAqZvwBDyH66cAileBkTAgdIHGtrHHpEook0xu71OyyGont7e3268XN6PYN0fnbVll8ga90KZqBT2vyDwWdcVuh2AX0lM9axL1xhtv4Pnnn8fkyZNzPp83bx76+/vR0dGR+dnWrVthmibmzJlT7uJOSHYeSvSdKOK9I7k/vXFE34lyns2IUsVBuzHmmBq355J17+iGoilQNRUiJSBMASFG/psSUDUViqage8fY4cZHU0zfpFgmmUrRp6jUTSZZ7cTX8MSuFzejcr1Q7Jsyn1eo54Axm99IDQwMYM+ePZnvOzs78corr6ChoQFNTU345Cc/iT/+8Y/YtGkTDMPI5D01NDTA5/Ph9NNPx5IlS3DVVVdh3bp1SKVSuPbaa7Fs2bKcvaaoc/seCFTzbNwcc0yNm3PJhv42BFVVUTe9DgM9A7n5SMF0PlJyIFnWvmmVKTQ9hMGewdycj2A65yM1kHL09cL7B+VHVjvxNVzYNexm1K4Xan1T5vMK5RwwlmbrRGr79u34yEc+kvneylu6/PLL8a1vfQu//OUvAQB///d/n/Pv/uu//gsLFy4EADz++OO49tprsWjRosyGvPfff39Zyi9LJeyBQC3PphJijqlxay6Z1TdVn4rJ752M1FAKpm5C1VR4q7xIDaXK3jetMnl8HjSc2gB9SM+USavSoMd1GD7D8dcL7x+UH1nXHl/DnCNF9Xqh1DdlPq9QzQFjh9k6kVq4cOER+9NkO9ZnloaGBkdtvjvaWPGvAI3cH5mo5NlUUswxNW7MJRvdN71Vh292dvXN7DLVTq2Ft9r+MpVKMX2Ket1kknXt8TVcuahfL1T6psznFYo5YCwX6RypSsDxr/mRGQfNbc5kotg3KZaJIs69ZADNPBuK3DwWyCSzP1VS33TquEl+1T634/jX/MmKg+Y2Z7JR7JsUy0QN514yC7U8G4rcPBbIJrM/VULfdPK4yRMpm3H8a2FkxEFzm7NSoNg3KZaJEs69ZNko5dlQ5OaxoBRk9ic3902nj5s8kbIZx78Wrtg4aG5zVioU+ybFMlHBuZdsNCp5NhS5eSwoFZn9yY190w3jJudI2ayS4l+p4DZnVFHsmxTLJAvnkrHRZOZpODXnYyxuHgtGk3Xu3NYHZHPDuMlvpAiohPhXarjNGVUU+ybFMsnCuWTMIjNPw8k5H8fi5rHAIuvcubUPyOSGcVMR+awx7nLRaBShUAiRSASTJk2yrRzCFK6Mf6WM25xRRbFvUiyTLMXWraujCxuXboSvxnfU/JHUUArJwSQuefIS14XnuMFYeRrx3jj8tf6C8jRkHosqt44Fss5dJfQBGSiPm/nODfiNFCFujH/NJmvglTmAy2pzt95UmH3cPh5Q4/ZcMh6jxiYzTyP7WDXNNTDiBpKxJFRNRU1zDQa6BsjnfORD5vhEpW/K6gduyPspF+rjZj54IsXKws2vyimWiTHZuJ8fm5U/smnFJsT2xxBsCEILaNATOuJ9cVvzR/jcHVsheRrjTR6sY3kCHhzacwh6QgcEACUdphSoD+R9rEpAqW/K6gcy+5PbUR4388WLTbCSs15x9+zsga/Gh5qmGvhqfJmlLTu3dpb1ODJRLBNjsnE/z4+VPxJuDSM5mMTAgQEkB5MIt4Zx/jp7Qnn43I0vnzwNM2nmlacx9LchJGNJDHYPQo/rUD0qVK8K1aNCj+sY7BlEMpYknfNRLtT6pqx+ILM/VQKK42Yh+I0UKyk3vyqnWCbGZON+XhhK+73wucuPzP2Rgg1BpIZSMHUTHp/n8BsJBVC9KoykgdRQCsGGoOxqOArFvimrH/B+W4WjNG4Wit9IsZKStbQlxSUyKZaJsdGKXX6X+3nhrPyRU845Bc2zmyf8MMDnrjysPI14bxyj19+y8jSmzJySf56GMuq/4/28jKgsx02xb8rqB9L7U4WQNW6WG7+RYiUla2lLiktkUiwTY9lk5B9wP7cHn7vykZmnEe+Lw1vlRXIgmT5vmpqeOAnA1E0oHgW+Kh/iffHSV2wUSvlIFPumrH7ghrwflj9+I8VKKvsV99FM5FV5MceRiWKZGLPIyj/gfl5+fO7KT1aeRtWUKvhqfKhtqoUW1GCaJsyUCdM0oQU11DbVwlvjLXubU8tHoto3ZfUDp+f9sPzxGylWUrKWtqS4RCbFMjEGyM0/4H5eXnzu7CMjTyO7zRtObYAe12Hq6TdTWjB9/srd5hTzkSj3TVn5Ok7O+2H54zdShFCJXZbJesXtr/Ujtj+G1FAKwhRIDaUQ2x8r+FV5sceRiWKZGAPk5h9wPy+vUp276DtRxHvjSPQnEO+NI/pOlM9dCYy+XgDAV+MDANuul9F9KjWUwnB0GKmhlG35SNTHFVn5Ok7N+2H54zdSRFCKXZbNesVt1S9xKAHVpyLcGi6ofrKOIxPFMjEmO/+A+3n5lOLczb5mNtrvakdkXySzp1EgFMDsFbP53GWRdR+mdr1YfcpMmujd15sOpzMBqIDm11ATrrFlOW5q7cTYRPBEigArdnk4Nozg5CA0vwZ9WM/ELp//A+fH07r5VTnFMrHKVorld7mfl4fsc9e5tRMd6zqgelWEpoWgqErmL/8d6zrQNKvJ8fcXGWTfhyldL1VTqmCaJvr39gMC6QUwPAAEoMd19O/tR6A+YEuuHKV2YmwieCJlM4qxy6ViveKmchyZKJaJVa5S5R9wPy89medurPsLAATqA666vxSjVPdhKtdLY1sjhC7Se1sFcve2UrwKjIQBoQs0tjXaUj4q7cTYRHCOlM1KtZeCG/OtKgWfO1Ys6vkHblfMNSzz3FHcq4ciijlEMnXv6IaiKVA1FSIlIEwBIUb+mxJQNRWKpqB7R7fdRWUVzKnPPvxGymal2EvBzflWbsfnjsnC+Qf2kHENyzp3FPfqoYhqDpEsQ38bgqqqCE0PYbBnEHpCz+TKaUEN1eFqpAZSjq0fcz4nP/vwRMpmpYiHd3u+lVvxuWOycf5Becm8hmWcu1LkyrkR5RwiGax+4PF50kuyD2UtyV6lQY/rMHyGY+vHnM3pzz4c2mczKx4+3huHELmvMa14+Ckzp0woHt4b9EJRFXiDXtROrcVwbBjta9sd87q0kvC5Y6XCy++WRymu4WLPncz7i5tl5xApXgWKqkBRRv7rVWDqpq05RMXK7gcA4K32wh/yw1udnlxzP2B2ccOzD0+kbFZJ8fCy4l+dGkd7LG6P0WfM7bKvYQBIDaYwHBlGajAFALxXD2FuzyEqRT9w432YOje2OfXn1nxwaB8BlRAPLyv+1clxtMfi9hh9xtzOuoaNpIHovmhuHkognYfCe/XQVAk5RDL7gVvvw5S5tc0pP7fmiydSRLg5Hl5W/KvT42iPxe0x+oy5nXUNR/ZGDl/DCjLXcGRvhPfqIapScohk9AM334epcnObU31uLQSH9hHixnh4WfGvboijPRa3x+gz5nbUr2HOlRtbJeUQFdMP3H4fpsjtbU7xubVQPJFyEYrx8LLiX90QR3ssbo/RZ4VzYzx8KZi6iR3rd+CFO1/AjvU7YOqmLeUYfQ2bugnTMNMTKL6GSaN476TI7fdhirLbXAiBeG8csa5YZuLh9DZ3w7XHoX0uQy0eXlb8qxviaI+lEmL0Wf7cGg8v24v3voj2u9qRiCQy18vmlZux4NYFmL9qflnLYl3DVcdVYbBnEGby8IRO8SioPr4aMMHXMFHU7p0Uuf0+TJHV5on+BAZ7BiGMw39QU/YpqA47f1xx+rXHEykXohQPLyv+1Q1xtMdSKTH6bHxujoeX6cV7X8SW1Vtg6iY8Xk86vsIE4ofi2LJ6CwCUdTJl5UglehNQFAWq73COlDAFhg4OcZ4jcZTunRS5/T5MUdWUKqQSKQz3Dx/xmTAEBroG4K/zO77NnXzt8UTKpaw4aLtZ8a89O3ugTdVywgGs+Ndwa3jc+FdZx6Equ361U2szsfmAO+rH8jM6Ht7q596gF9pUDbH9MbSvbceJC090xA2mVEzdRPtd7elJVMADVRmJUlcBeAAjYaD9rnbMXTk3vehDGWTnSOWUCYApTBgJg/McHYDKvZMit9+HKQq3hJEaSGW+zx73rXDv1EAK4ZZw2csmm1OvPc6RIkRmTgSV/ApZ8a9uiKM9FrfXj+WHcxDys2vDLiQiCXi8uRMWAFAVFR6vB4lIArs27CpbmSolz9GN9ykuU374PlV+u5/YnXO+hRCZr8zPTIHdT+y2o3gM/EaKDJk5EdTyK2TFvzo9jnY8bq8fGx/nIOTHWmJ8zD8FqgD0kd8rk0rIc3TzfYrLlB++T5WXNYapPhVCH5lAjYwriqpA0RQIXZR1rGO5eCJFgMycCKr5FbLiX50cR5sPt9ePHRvnIOQnND2Uzj8a2bT6CCYAZeT3ysTteY5uv09xmfLH96nyscY6BQo8AU/mTbe1tYKpmxCKKOtYx3JxaJ/NZO4RQH2/AVn7mPB+KOVHJbSEumLbyQ17apRDy7IWBEIBGCkDpshd7twUJoyUgUAogJZlLWUrE/W9iIrpm26/T3GZCsf34fIYPdYpqgLVo6YnUTaNdSwXv5GyWSE5EeMl4ck8FrMHtTAOqmWiSEY7WTkIm1ZsQmx/DMGGILSABj2hI94X5xyEEaqmYsGtC7Bl9RYYCQPwIrNqn5EyMp+Xa6EJgPa5K7Zvuv0+xWViVFEc61gubnmb5ZMTYSbNvOLqZR6LlZ8VxtGzswe+Gh9qmmrgq/Flwjg6t3ZymYiS2U5WDkK4NYzkYBIDBwaQHEwi3BrG+et46XPL/FXzsWjNIgTrg+mNb5PpDXCD9UEsWrOo7PtIATTPnYy+6fb7FJeJUUZxrGOH8Rspm8nMieD8CueiuOw1xTJRVIp24hyE/MxfNR9zV87Frg27ENkbQWh6CC3LWmz96yylcyerb7r9PsVlYtRRHOtYGk+kbJa9L4On2QMjbmQSlD1BT0H7Msg8VikIU5B4uKBodBhHaiiVOXfeKi+HlpRQsf2yVO0ka08NitedzDKpmoq25W2SS1gcKudOVt+UuX8Qxb2IKN47KbZTqVAcoyiiONYxnkjZzoqrf+rTT+Hgnw+mV5uyqED1cdV5x9XLPJZsnGdzbFYYh5k00buvF/qwnlmRTPNrqAnXkAwtcfpS3DL6JeV2onjdUSwTRZT6psz8L4q5ZBTvnRTbqRR4PGBOx+8EqRhZ3lJgZLM1CCiY4AAp81gScJ7N+KqmVME0TfTv7Yce16GqKlSvClVVocd19O/th2matoWWHI3TQ0tk9Uuq7UTxuqNYJooo9k2Z+V8Uc8kAkLt3km0nSXg8YG7Ab6RsZsWwm7qJ4953HPR41t4jwcLyK2QeS3b9OM/m2BrbGiF0AVM34Ql4DodxKIDiVWAkDAhdoLGtsWxlcnNoicx+SbGdKF53FMtEEeW+KTP/i2IuGaV7p4VSO8nE4wFzC34jZbPRMezeKi/8k/zwVnmPiGEv57FkyS4TAKQGUxiODCM1mAIAW8qUjcr+SN07uqFoClRNhUgJGEkDelKHkTQgUgKqpkLRFHTv6C5bmazQEn+tH7H9MaSGUhCmQGoohdj+2IRCS6i0dyG5I+MpRTsVS2b93FymbNw3y4/KXkQU751ux+MBl6mUxyonfiNlM5n5FRRzNawyGUkD0X1R6AkdEACUdHmqw9W2LeFKKTZ76G9DUFUVvkk+JHoTmZ8LpAeSwOQAVFUteztZoSVWOyUOJaD6VIRbwwW3E7X2lnmtyGwnGSiPBZTKZOG+mR9K7SQT983y4zbnMpXqWOXGEymbVcKysqZpIrI3Aoj0qjNQAAhAj+uI7I0gUB+wLX9kODaM4OQgNL8GfVjPxGaf/4Pyxp9XTamCntCR6E8c9fNEbwKBuvK3EyAntIRie8u+ViiF4FAdC6iVCeC+mS9q7SQT983y4zbnMpXiWHbg0D6bWTHs8d44hMh9jWnFsE+ZOaWgZWVlHEuW7NwfxatAURUoysh/vQpM3Sx77s/o2Gxv0AtFVeANelE7tRbDsWG0r20v62vlcEsYyYFk5ntFVTJfluRAEuGWcNnKlK2YEByK7V2qa4VKqBLFsYBimbhv5odiO8nEfbP8uM25TLKPZReeSNlMZgw7xXj40bk/whxZDckUtuX+UIzN3v3Ebpjm4TV3hRCZL4tpmtj9xO6ylUkWiu1N8VqRaXT94n1xJPoTiPfFbatfqdq8mLj6UvXNYsqU3U7Rd6KI946cu944ou9EOeeuBCiOB9zm3OalKlOxuUgyy3S0PTSHo8NIDaUc0885tI8AmTHsFHM1VFVF3fQ6DPQM5O6PFEzvj5QcSFZ8rkZkbwQK0m/phDEygRrJJVNUBYon/fPI3kjZyiQLxfYG6F0rss346AzMvmY22u9qR+TtSKY/BUIBzF4x25b6yW7zYuPqS9E3ZcT655y7ffafO6rXsEzUxgNuc27zUpSJ0v502ceitIdmoXgiRYRbl5W14qBVn4rJ752M1FAqs6yst8qL1FCKczUAhKaH0pMmRYHqVwGRfiulKAqgID25UkT69xyGYntbKF0rsnVu7UTHug4omoLQtBAUVYEwBZKDSXSs60DTrCbbJlMy2lxGXL3svikr1t86d6pXzTl3qaGULeeO8jUsE6XxgNuc21x2mWSNT7Jz+609NDN59B5k8uj79/bbkkdfCA7tI0RmfgXVXI3sZWU5V+OwlmUtCIQCMFJGehNIVYHqUdMPUBAwUgYCoQBalrWUrUyyUGzvbFSuFZmy484nvWcSgg1BBOoCCDYEMek9k2yPOy+2zWXF1cvsm7LKNPo42efObXlbFFEZD7jNy49im8sqk8xcJJntRDGPvlA8kXIpKuvxU4yDplgmVVOx4NYFUDUVRsKAqZswTROmbsJIGDmfOw3F9nY7irH+Msmqn8y+KSvWn+K542u4/LjNy49im8sqE9X96Sjm0RfKeU9lbFydWzuxfsl6bFy6Ec989hlsXLoR65esR+fWTlvKY8VBh1vDSA4mMXBgAMnBJMKtYZy/zp5lLSmWaf6q+Vi0ZhGC9UGYRjpm2DRMBOuDWLRmEeavml/2MslCsb3dLJ8Ydupx58cis36y+mZOrP/rveh7sw/9nf3oe7MPva/3wkyZeZWJ6rnja7j8uM3Lj2KbyyiT7HFF5ripqipC00PQglr62SeVfvbRghpC00O27KFZCM6Rchmq6/FTioOmXKb5q+Zj7sq52LVhFyJ7IwhND6FlWYsj30SNRrG93YpirL9Msusno2/KivWnfO74Gi4/bvPyo9jmxZaJ6v50Vrk8Pg8aTm2APqRn8ui1Kg16XIfhM0jfq3gi5SKjY2Ct17feoBfaVA2x/TG0r23HiQtPtGVAsOKgKaFYJlVT0ba8ze5ilATF9nYjK4a9Z2cPtKlaTiiHFcMebg07Nr+iFPUrtm9mx/p7Ap7DZVIAxavASBh5xfpTP3d8DZcft3n5UWzzYspUqnGl2HbKLlft1Fp4qw9P8iiMd/lw/p+5WQbF2PpSoJL/VSqy6iezndze5m5DMdZfJor1kxXrT7FuTsBjFHM7WfvTURpXqJarEPxGykUo7oEgm4w9ECiTVT+Z7eT2Nncranu0yEatftmx/oM9g9ATemb/Jy2ooTpcjdRAqqC8LSp1o47HKOZ2svanoziuUC1XvhQxeu3CChSNRhEKhRCJRDBp0iS7izNhXR1d2Lh0I3w1vqPGwKaGUkgOJnHJk5eQe2Wdj7Hyv+K9cfhr/bblf8kiq34y28ntbV4JhClIxfrLRqV+2eOvFtCOGutf6PhLpW6U8RjF3E52H6c6rlArV75zA34j5SLUY+uLQT3/q1iy6iezndze5pWCYqy/TFTqV4pYfyp1o4r6GEXtwZA5Tyn6ONVxhWq5xsM5Ui7ihljTsbg9/0tW/WS2k9vbnDGZ3Dz+UkV5jKK2DQlzJsp9nKXxRMplKO6BIAPVvVVkkVU/me3k9jZnTDa3jr9UUR2jrFCsnp098NX4UNNUA1+NL7MNCU+mWL6o9nF2GIf2uRDFPRCKRXlvFRlk1U9mO7m9zRkrBTeOv1RRHKOohxsyZ6HYx1kunki5lFNjTcfi5vwvQF79ZLaT29ucFY5zPvLjtvG3VIrtTzljVLOGRH8CxrABj9+DQF3AljEqOxQLAFKDqZxFR7JDsbiP0EVlrBt9H9bjWYvYBLUJ9XEqdXMLnkgxR7DyDzat2ITY/hiCDcH0ylgJHfG+uOPzD2TVT2Y7ub3NWWF4iWkmk4z+ZI1RP7/k5+h+pTu93HzmQyA4OVj2McoKxTKSBqL7ornL4AfSy+BzKBZtlMY6q48/9ZmncHD3QZimmelPqqqi6riqgvo4pbq5BedIMcdwe/6BrPrJbCe3tznLD+d8MJlk9qcDfzqAxKFE7iQKAASQOJQoexJ+1ZQqmKaJyN4I9LgO1aNC9apQPSr0uI7I3ghM0+RQLKLIjnUCEBBQoEBRFChQINI/zBvZujkc7yMF9+wjVSnc/lpaVv1ktpPb25yNTZgC65eszyzrPTrEM7Y/hnBrGMufXc59go1LZn8ydRP3hO9B/FAcql+FChVCCCiKAhMmzGETwfogvtLzFahaef5unF0mT8ADVTn8/2sKE0bCKHuZWH4ojnXZZapproERNzKhfZ6gBwNdA3mViWLdqON9pByIH1bz4/b8A1n1k9lObm9zNrZClt/lPsLGI7M/7dqwC4lIAh6vB6qanpQoSB/TAw8Ur4JEJIFdG3ahbXlbaSo0SveObiiaAlVTIVICQhOAgvQbBV1A1VQomoLuHd2Ovl7c+Ic6imNddplUVYVanTv5zrdMFOvmFrZOpF544QXcfffd6OjowIEDB/DUU0/hoosuynwuhMA3v/lNPPTQQ+jv78fZZ5+NBx98EKeeemrmd/r6+nDdddfhV7/6FVRVxcUXX4z77rsPNTU1NtRo4jhulTFGUT7L7yYOJTjng+VFZn+K7I2kQ5vGerGjAtBHfq9Mhv42BFVVUTe9DgM9A9CHdcBMl0ULaqgJ1yA5kHT09SLzeYXSsw/FsU5WmSjWzS1sfa88ODiItrY2/Nu//dtRP//ud7+L+++/H+vWrcNLL72E6upqnHPOOUgkEpnfueyyy/DnP/8Zzz33HDZt2oQXXngBV199dbmqIAXHrTLGqMpefvdoePldVgiZ/Sk0PZR+22OO8QsmAGXk98rEqp/qUzH5vZPRcHID6mbUoeHkBkx+7+R0vpSDrxeZzyvUnn0ojnWyykSxbm5h60Tq3HPPxR133IFPfOITR3wmhMC//uu/4utf/zouvPBCtLa24j/+4z/Q1dWFp59+GgDw6quv4tlnn8XDDz+MOXPmYMGCBXjggQewYcMGdHV1lbk2EzN6zwlv0AtFVeANelE7tRbDsWG0r22HMCs+lY0xZgNr+d14bxyjU2qtZfCnzJzCy+CzvMjsTy3LWhAIBWCkDJgidzZlChNGykAgFEDLshapdTiW0fXzVnnhn+SHt8rr+OtF5vMKxWcfimOdrDJRrJtbkM107OzsRHd3NxYvXpz5WSgUwpw5c7Bt2zYAwLZt21BXV4ezzjor8zuLFy+Gqqp46aWXxjz28PAwotFozpddColbZcwuwhTo6ujCns170NXRxRP7CmItv+uv9SO2P4bUUArCFEgNpRDbH+Nl8I/CzddLsXWT2Z9UTcWCWxdA1VQYiXQSvmmaMPX0og7Zn5eLm68Xmc8rFJ99KJ47WWWiWDe3ILvYRHd3NwAgHA7n/DwcDmc+6+7uxvHHH5/zuaZpaGhoyPzO0axZswa333675BJPDMetMuooxbAze1jL4Fv9IHEoAdWnItwa5n4wipuvF1l1k9mf5q+aDwBov6sdiUgC0JHeQ6o+iAW3Lsh8Xk5uvV5kPq9QffaheO5klYli3dyA7ESqlFavXo0bb7wx8300GsUJJ5xgS1my41a9Qe8Rn3PcKrOTFcM+HBtGcHIQml+DPqxnYtjP/wHvJVUpZnx0Bk5ceCKJ1bWocvP1IrtuMvvT/FXzMXflXOzasAuRvRGEpofQsqzF1uXF3Xi9yHxeofzsQ/HcySoTxbo5HdmJVGNjIwCgp6cHTU2HYzZ7enrw93//95nfeffdd3P+na7r6Ovry/z7o/H7/fD7/fILPQFW3GrPzh5oU7Uj1vaP98URbg1z3Coru9Ex7Fbf9Aa90KZqiO2PoX1tO05ceCIPwhWCl8Efm5uvl1LVTWZ/UjW1bEuc58tt14vM5xXqzz4Uzx3FrVEY4RypGTNmoLGxEVu2bMn8LBqN4qWXXsK8efMAAPPmzUN/fz86Ojoyv7N161aYpok5c+aUvcwTwXGr9nJzLkOxKMawM1YqxY4Fo6+X1FAKw9FhpIZSjr9enDAW8FieH1M3sWP9Drxw5wvYsX4HTH2sJQ+PJPN5pRTPPtwHmB1sfSM1MDCAPXv2ZL7v7OzEK6+8goaGBkybNg033HAD7rjjDpx66qmYMWMGbrvtNjQ3N2f2mjr99NOxZMkSXHXVVVi3bh1SqRSuvfZaLFu2DM3Nzpltc9yqPdycyyAD1Rh2xmSTMRZY14uZNNG7rzd3/yB/ev8gM2k68nqhPhbwWJ6fF+998XAumQCgAJtXbi4ol0zm84rMY3EfYHaxdSK1fft2fOQjH8l8b+UtXX755Xjsscdw8803Y3BwEFdffTX6+/uxYMECPPvsswgEApl/8/jjj+Paa6/FokWLMhvy3n///WWvS7E4brW83JzLIAvlGHbGZJE1FlRNqYJpmujf2w+IdKgZPAAEoMd19O/tR6A+4MjrhfJYwGN5fl6890VsWb0Fpm7C4/Wk45FMIH4oji2r05E/hUymZD2vyDgW9wFmJ0WMXlC+AkWjUYRCIUQiEUyaNMnu4rASE6bA+iXr0bOzJyfeH0jHZsf2xxBuDWP5s8sreiLL7cTcTmYfN3UT94TvQfxQHJ6AB6pyOHLeFOnluIP1QXyl5yu2LoIwEVTHAqrloob7JvcBVrh85wbOumKYo1GJX3ZCvD8F2THs0XeiiPfGkehPIN4bR/SdqO35e1T6E/UyUUSlnWSOBd07uqFoClRNTYf46SYMfWRvo6QJVVOhaAq6d4y9NQdVpcrllZ2XllNmHsszdm3YhUQkAY83dxIFAKqiwuP1IBFJYNeGXTaVcOKo5yYWk5M2GpVxM5vM+jkV2VX7mLtQil+mHu9PyYyPzsDsa2aj/a52RPZFMnH1gVAAs1fMti1cglJ/olwmiii1k+x9cVRVRdVxVRjsGYSRNDKfKR4FVcdVASYcO67IzuWVmZfGY/mxRfaOjN1j/elcBaCP/J7DUM5NlJGTZqE0blpk1s/JeCLFSo5a/DLleH9qOrd2omNdB1SvitC0EBRVyfwlumNdB5pmNZV9EKfWn6iWiSJq7SR7XxzTNJHoTUBRFKg+FQICCtLXzNDBIcfmSFlk5cbIzEvjsXx8oekhQEFmgnEEE4Ay8nsOQzU3UWZOGrVxE5BbP6fj0D5WUqP3H/EGvVBUBd6gF7VTazEcG0b72vayvqK29q+I98YxOkXQ2r9iyswpFb931+hzF2wIIlAXQLAhaNu5o9ifKJaJIortJHMsaGxrhNAFTN2E4k2H+Hk0Tzqkz6vA1E0IXaCxbew9Dp3A2oPmlHNOQfPs5gmF88nqBzyW56dlWQsCoQCMlAFT5IZemcKEkTIQCAXQsqzFphJO3OjrTlEVKMrIf2267kzdRPtd7elJRiA9Bqiqmh4TAp6cz8dDcdyUWT834IkUK6ns+GUASA2mMBwZRmowBQC2xC/z3l35oZh/UIoyFRvjTbGPU0SxP8kcC7JzpERKQJgCQoz8NyUcnSMlk8x+UCljebG5MaqmYsGtC6BqKozESN6eOZLHlzByPncaitedzJw0ijlgbs65mwgO7WMlZcUvG0kD0X1R6Ak9E0urBTRUh6ttiV/mvbvGRzH/QHaZZMR4U+3j1FDsT4C8scDKkaqbXoeBnoHcXI1gOlcjOZDkfiC5H7h9LJeVG2ONZ5nxTgegAMH6oKNzWqzrLjQ9hMGewdzxN5gef1MDqbJedzJz0ijmgLk5524ieCLFSsqKX7YuPFVT07HaI/HLkb0R2/IGeO+uY6OYfyCzTLJivCn3cUoo9ieLjLHAqp/qUzH5vZORGkrB1NOr9XmrvEgNpThfB6XpB24dy2XnxsxfNR9zV87Frg27ENkbQWh6CC3LWhz5Jspi9SePz4OGUxugD+mZ606r0qDHdRg+o6zXncycNIo5YG7OuZsInkixksqOX/YEPIdDORRA8SowEoateQNWvD8lwhQkHgis/IOenT3QpmpH7M8R74sj3Boua/6BrDIdEeNthSeoADyAkTDQflc75q6cO+5DRk4f93syoSWKokDRFBjD9vZxKij2p2zFjgWj6+etOjxJoFA/KkrVD2SN5VTG39G5MVY7eYNeaFM1xPbH0L62HScuPLGg8qmairblbVLKR6GdsvtT7dRaeKvtv+5alrVg88rNiB+KAx4cuW9XKr1vVz45aRSfobLrJ1QBFWrmnmfChJky866fGzj3zxDMESjGL1PWubUT65esx8alG/HMZ5/BxqUbsX7JenRu7Sx7WSjmH8gqk8wYb6uPQ01PwIykATOVDvUzEgaggvs4aPYnmdxeP1kotxOl8ZdiTqGFUjtR7E8yc9IoPkNZ5VdUBWbChJ7QYQwb0BM6zISZPicOzbmbiMqoJbNNdt6AFtTSg0kqPahoQQ110+ugqmrF5w0Ah8M4enb2wFfjQ01TDXw1vkwYhx03KSv/INwaRnIwiYEDA0gOJhFuDeP8dfYs6S2jTHnFeIv8Y9j1uA4YY/yCkQ7B4D5Osz/J5Pb6yUKxnaiNv/nkktmRe0mtnQCa/Wn+qvlYtGYRgvVBmEY6x8k00m9qFq1ZVFAOrpUDpgW19LFS6WNpQQ2h6SFbnqGaZjUhUB9Ih/hlU4BAfaCi3rxzaB8rKc4byE+pwjhkoJh/UGyZZMZ4B+uCmRX6jripAIBIr+QXrAvmVTa3o9ifZHJ7/WSh1E4Ux1+KOYUU28lCqT9ZZOSkUcwBs/qB6lHR+PeNSPQnYAwb8Pg9CNQFEOuyrx/YgSdSrKRKkTdAJTZbpkLCOOzI6aKYS1ZMmWTGsB987WDOcsSjcz6AdJ89+NpBTJ0zdULldRuK/Ukmt9fPbUo1/hZzr6KYU5jdTkIIJPoS0Id1aH4N/no/36eOoticNIo5YDnXi5q+PrLZ3Q/KjSdSrKSs+OVNKzYhtj+GYEMQWkCDntAR74sXHL8saylYaqguDe1WVoz3ltVb0nlMXmRW7TNShcWwR/dFD7+JEoBA1h4vI8vwZn6PMQaA1lheivG32PrJvnfKYLVToj+BwZ5BCCPrD0j7FFSHqwETfJ+SiHI/4OeVNM6RYiUnK36ZYmy2LNlhHEdj59LQbiUrhj00PQRFVaB61MM3s5Hni+yfV8pSsIyNh9pYLnv8lVU/ark/VVOqkEqkMNA1kDOJAgBhCAx0DSCVSPF9SjKK/YCfVw7jN1KsLIqNX6Ycmy0DxTCOSiAjhj07TFD1q/DAk7sU7HBlLQXL2LFQHMtljr+y60cp9yfcEkZqIJX5PrsMVnhzaiCFcEu47GVzO0r9gJ9XcvEbKeYIlJeClYHiEq6VQlEVHHf6cWg+qxnHnX5cwW2cHQZoDpvpBwol/WBhDpsFhQlWCmEKdHV0Yc/mPejq6MrJMWPuRnEslzn+lqJ+Vu7PKeecgubZzbbdB3Y/sTvnWhVCZL4yPzMFdj+xu6Dj8niQHyr9gJ9XcvEbKVYWxcaLV0JMrvX63mqnxKEEVJ+KcGvY8TlgVMnK07DCANvvakcikgB0AAoQrA9iwa0L8g4TrASUcmNY+VEdy2WNv1TrJ4O1HYTqUyH0kQnUSB6ooqY3IBe6yGvbCAuPB87EzyuH8USKlZwVLz4cG0ZwchCaX4M+rGfixc//wfgxvhSXgi0FSq/v3U5Gv8wmI0zQ7WS3OXMeymO5jPGXcv2KZW0boUCBJ+DJbA6rKEp6c1bdhFBE3vmgPB44Gz+vpPFEipWUrHjxSorJpbiEq9uUKk+j2KVu3YxibgwrP+pjebHjL/X6FeOIbSNUFcrIsqSFbhvB44E78PMK50ixEpMVL84xuUwminkaTlBMLkOp2pzzK5zF7WN5dv2i70QR740j0Z9AvDeO6DtRR9cvO9/TSBgwdROmacLUTRiJwraN4DGYuQW/kWIlJTNenGNymSxuzmMoFYp5jpxf4UxuH8tnfHQGZl8zG+13tSOyL5LJIwqEApi9Yraj6ycrH5THYOYWPJFiJSU7XpxjcpkMbs5jKAWKeY6cX+Fsbh7LO7d2omNdB1SvitC09D5z1lu3jnUdaJrV5Oi+KSMflMdg5hY8kWIlVYp4cY7JZcVycx6DbBTzHDm/wh3cOJaP1TcBIFAfcE3fLDYflMdg5hacI8VKyu3x8KwwVPJZKqlfFtvmFPMcOb+CUVWKvilz3OQx2LlknTsqfcAt+I0UKzm3x8Oz/FDLZ6mEfimjzSnmOXJ+BaNKdt+UOW7yGOxcss4dtT7gBorI3pK6QkWjUYRCIUQiEUyaNMnu4riWMIUr4+HZ+MbKZ4n3xuGv9duaz+LWfimrzbs6urBx6Ub4anxHzWVIDaWQHEzikicvyTtMq9g2L0WZGJNBZt+UOW7yGOxcss4d5T5AUb5zAw7tY2VjxcOfcs4paJ7dzANlhRidM+ANeqGoCrxBL2qn1mI4Noz2te22hpi4rV/KbHMrlyHeG8fov7tZuQxTZk6ZUJ7jRNu8FGViTAZZfVPmNcxjsHPJOnfU+4CT8USKMWIoxi9T3D+IjU1mm1PMZaBYJuYOxY6/svqmzGuYx2DnknXuuA+UDudIMUYIxfhlivsHsWOT3eYUcxkolok5m6zxV0bflHkN8xjsXLLOHfeB0uGJFGNEUNwXh+L+QWx8pWhzivv+UCwTcybZ42+xfVPmNcxjsHPJOnfcB0qHQ/sYI4Bi/LKsMnE+S/mVqs0p5jJQLBNzllKNv8X0TZnXMI/BziXr3HEfKB2eSDFGAMX4ZYr7B7H8cJszlj+K46/Ma5jHA+eSde64D5QOT6QYIyCf+GUzaZY1fllmmaycgXBrGMnBJAYODCA5mES4NYzz1/GSq6XAbc5YfiiOv4Dca5jHA+eSde64D5QG50gxRgDF+GXZZeJ8lvLjNmdsfBTHX4vMa5jHA+eSde64D8jHEynGCLDil3t29kCbquWEl1jxy+HWcFnjl0tRJitngJUPtzljx0Zx/M0m8xrm8cC5ZJ077gNycWgfYwRQjF+mWCbGGJONxzrG2EQpYvTyHRUoGo0iFAohEolg0qRJdheHVTA37iPFGGNOwGMdY8yS79yAJ1LgiRSjRZiCXPwyxTIxxphsPNYxxoD85wacI8UYMRTjlymWiTHGZOOxjjFWCM6RYowxxhhjjLEC8USKMcYYY4wxxgrEEynGGGOMMcYYKxBPpBhjjDHGGGOsQDyRYowxxhhjjLEC8USKMcYYY4wxxgrEEynGGGOMMcYYKxBPpBhjjDHGGGOsQDyRYowxxhhjjLEC8USKMcYYY4wxxgrEEynGGGOMMcYYKxBPpBhjjDHGGGOsQDyRYowxxhhjjLECaXYXgAIhBAAgGo3aXBLGGGOMMcaYnaw5gTVHGAtPpADEYjEAwAknnGBzSRhjjDHGGGMUxGIxhEKhMT9XxHhTrQpgmia6urpQW1sLRVEK/vfRaBQnnHAC9u3bh0mTJpWghGw0bvPy4zYvP27z8uL2Lj9u8/LjNi8vbu/yk9HmQgjEYjE0NzdDVcfOhOI3UgBUVcV73vOeoo8zadIkvkjKjNu8/LjNy4/bvLy4vcuP27z8uM3Li9u7/Ipt82O9ibLwYhOMMcYYY4wxViCeSDHGGGOMMcZYgXgiJYHf78c3v/lN+P1+u4tSMbjNy4/bvPy4zcuL27v8uM3Lj9u8vLi9y6+cbc6LTTDGGGOMMcZYgfiNFGOMMcYYY4wViCdSjDHGGGOMMVYgnkgxxhhjjDHGWIF4IsUYY4wxxhhjBeKJVAG+9a1vQVGUnK/TTjst83kikcCXvvQlTJ48GTU1Nbj44ovR09NjY4mdbbz2Xrhw4RGfX3PNNTaW2B3279+P5cuXY/LkyQgGg2hpacH27dsznwsh8I1vfANNTU0IBoNYvHgx3njjDRtL7HzjtflnP/vZI/r6kiVLbCyxs5144olHtKeiKPjSl74EgMdy2cZrbx7L5TMMA7fddhtmzJiBYDCIk08+Gf/8z/+M7PXFeCyXK58257FcrlgshhtuuAHTp09HMBjE/Pnz8fLLL2c+L0cf16QerQKcccYZeP755zPfa9rhJvzyl7+MX//61/j5z3+OUCiEa6+9FkuXLsXvf/97O4rqCsdqbwC46qqr8O1vfzvzfVVVVdnK5kaHDh3C2WefjY985CP4z//8Txx33HF44403UF9fn/md7373u7j//vvx4x//GDNmzMBtt92Gc845B3/5y18QCARsLL0z5dPmALBkyRL86Ec/ynzPS+lO3MsvvwzDMDLf7969G//wD/+Af/qnfwLAY7ls47U3wGO5bN/5znfw4IMP4sc//jHOOOMMbN++qGTe9AAAC3xJREFUHZ/73OcQCoVw/fXXA+CxXLZ82hzgsVymK6+8Ert378ZPfvITNDc3Y/369Vi8eDH+8pe/YOrUqeXp44Ll7Zvf/KZoa2s76mf9/f3C6/WKn//855mfvfrqqwKA2LZtW5lK6C7Ham8hhPjwhz8sVq5cWbbyVIJbbrlFLFiwYMzPTdMUjY2N4u677878rL+/X/j9fvGzn/2sHEV0nfHaXAghLr/8cnHhhReWp0AVaOXKleLkk08WpmnyWF4G2e0tBI/lpXDeeeeJK664IudnS5cuFZdddpkQgsfyUhivzYXgsVymoaEh4fF4xKZNm3J+fuaZZ4qvfe1rZevjHNpXoDfeeAPNzc046aSTcNlll+Htt98GAHR0dCCVSmHx4sWZ3z3ttNMwbdo0bNu2za7iOt5Y7W15/PHHMWXKFLzvfe/D6tWrMTQ0ZFNJ3eGXv/wlzjrrLPzTP/0Tjj/+eMyaNQsPPfRQ5vPOzk50d3fn9PNQKIQ5c+ZwP5+g8drc8rvf/Q7HH388Zs6ciS984Qvo7e21obTuk0wmsX79elxxxRVQFIXH8hIb3d4WHsvlmj9/PrZs2YLXX38dALBjxw60t7fj3HPPBcBjeSmM1+YWHsvl0HUdhmEc8WYpGAyivb29bH2cQ/sKMGfOHDz22GOYOXMmDhw4gNtvvx0f/OAHsXv3bnR3d8Pn86Guri7n34TDYXR3d9tTYIc7VnvX1tbi//yf/4Pp06ejubkZO3fuxC233ILXXnsNTz75pN1Fd6y//vWvePDBB3HjjTfi1ltvxcsvv4zrr78ePp8Pl19+eaYvh8PhnH/H/XzixmtzIB0KsnTpUsyYMQNvvvkmbr31Vpx77rnYtm0bPB6PzTVwtqeffhr9/f347Gc/CwA8lpfY6PYGwGN5CXz1q19FNBrFaaedBo/HA8MwcOedd+Kyyy4DAB7LS2C8Ngd4LJeptrYW8+bNwz//8z/j9NNPRzgcxs9+9jNs27YNp5xyStn6OE+kCpD9V4XW1lbMmTMH06dPxxNPPIFgMGhjydzpWO39+c9/HldffXXm85aWFjQ1NWHRokV48803cfLJJ9tRZMczTRNnnXUW7rrrLgDArFmzsHv3bqxbty7zUM/kyqfNly1blvn9lpYWtLa24uSTT8bvfvc7LFq0yJZyu8UjjzyCc889F83NzXYXpSIcrb15LJfviSeewOOPP46f/vSnOOOMM/DKK6/ghhtuQHNzM4/lJZJPm/NYLtdPfvITXHHFFZg6dSo8Hg/OPPNMXHrppejo6ChbGTi0rwh1dXV473vfiz179qCxsRHJZBL9/f05v9PT04PGxkZ7Cugy2e19NHPmzAGAMT9n42tqasLf/d3f5fzs9NNPz4RUWn159Apm3M8nbrw2P5qTTjoJU6ZM4b5epL179+L555/HlVdemfkZj+Wlc7T2Phoey4t300034atf/SqWLVuGlpYWfPrTn8aXv/xlrFmzBgCP5aUwXpsfDY/lxTn55JPx3//93xgYGMC+ffvwhz/8AalUCieddFLZ+jhPpIowMDCAN998E01NTZg9eza8Xi+2bNmS+fy1117D22+/jXnz5tlYSvfIbu+jeeWVVwBgzM/Z+M4++2y89tprOT97/fXXMX36dADAjBkz0NjYmNPPo9EoXnrpJe7nEzRemx/NO++8g97eXu7rRfrRj36E448/Huedd17mZzyWl87R2vtoeCwv3tDQEFQ19xHP4/HANE0APJaXwnhtfjQ8lstRXV2NpqYmHDp0CJs3b8aFF15Yvj4ubdmKCrBq1Srxu9/9TnR2dorf//73YvHixWLKlCni3XffFUIIcc0114hp06aJrVu3iu3bt4t58+aJefPm2Vxq5zpWe+/Zs0d8+9vfFtu3bxednZ3imWeeESeddJL40Ic+ZHexHe0Pf/iD0DRN3HnnneKNN94Qjz/+uKiqqhLr16/P/M7atWtFXV2deOaZZ8TOnTvFhRdeKGbMmCHi8biNJXeu8do8FouJr3zlK2Lbtm2is7NTPP/88+LMM88Up556qkgkEjaX3rkMwxDTpk0Tt9xyyxGf8Vgu31jtzWN5aVx++eVi6tSpYtOmTaKzs1M8+eSTYsqUKeLmm2/O/A6P5XKN1+Y8lsv37LPPiv/8z/8Uf/3rX8Vvf/tb0dbWJubMmSOSyaQQojx9nCdSBbjkkktEU1OT8Pl8YurUqeKSSy4Re/bsyXwej8fFF7/4RVFfXy+qqqrEJz7xCXHgwAEbS+xsx2rvt99+W3zoQx8SDQ0Nwu/3i1NOOUXcdNNNIhKJ2Fxq5/vVr34l3ve+9wm/3y9OO+008cMf/jDnc9M0xW233SbC4bDw+/1i0aJF4rXXXrOptO5wrDYfGhoSH/vYx8Rxxx0nvF6vmD59urjqqqtEd3e3jSV2vs2bNwsAR+27PJbLN1Z781heGtFoVKxcuVJMmzZNBAIBcdJJJ4mvfe1rYnh4OPM7PJbLNV6b81gu38aNG8VJJ50kfD6faGxsFF/60pdEf39/5vNy9HFFiKwtlxljjDHGGGOMjYtzpBhjjDHGGGOsQDyRYowxxhhjjLEC8USKMcYYY4wxxgrEEynGGGOMMcYYKxBPpBhjjDHGGGOsQDyRYowxxhhjjLEC8USKMcYYY4wxxgrEEynGGGOMMcYYKxBPpBhjjDHGGGOsQDyRYowx5nrbtm2Dx+PBeeedZ3dRGGOMuYQihBB2F4IxxhgrpSuvvBI1NTV45JFH8Nprr6G5udnuIjHGGHM4fiPFGGPM1QYGBrBx40Z84QtfwHnnnYfHHnss5/Nf/vKXOPXUUxEIBPCRj3wEP/7xj6EoCvr7+zO/097ejg9+8IMIBoM44YQTcP3112NwcLC8FWGMMUYKT6QYY4y52hNPPIHTTjsNM2fOxPLly/Hoo4/CCsbo7OzEJz/5SVx00UXYsWMHVqxYga997Ws5//7NN9/EkiVLcPHFF2Pnzp3YuHEj2tvbce2119pRHcYYY0RwaB9jjDFXO/vss/GpT30KK1euhK7raGpqws9//nMsXLgQX/3qV/HrX/8au3btyvz+17/+ddx55504dOgQ6urqcOWVV8Lj8eAHP/hB5nfa29vx4Q9/GIODgwgEAnZUizHGmM34jRRjjDHXeu211/CHP/wBl156KQBA0zRccskleOSRRzKfv//978/5Nx/4wAdyvt+xYwcee+wx1NTUZL7OOeccmKaJzs7O8lSEMcYYOZrdBWCMMcZK5ZFHHoGu6zmLSwgh4Pf78f3vfz+vYwwMDGDFihW4/vrrj/hs2rRp0srKGGPMWXgixRhjzJV0Xcd//Md/4N5778XHPvaxnM8uuugi/OxnP8PMmTPxm9/8Juezl19+Oef7M888E3/5y19wyimnlLzMjDHGnINzpBhjjLnS008/jUsuuQTvvvsuQqFQzme33HILtm7diieeeAIzZ87El7/8ZXz+85/HK6+8glWrVuGdd95Bf38/QqEQdu7ciblz5+KKK67AlVdeierqavzlL3/Bc889l/dbLcYYY+7DOVKMMcZc6ZFHHsHixYuPmEQBwMUXX4zt27cjFovhF7/4BZ588km0trbiwQcfzKza5/f7AQCtra347//+b7z++uv44Ac/iFmzZuEb3/gG70XFGGMVjt9IMcYYY1nuvPNOrFu3Dvv27bO7KIwxxgjjHCnGGGMV7d///d/x/ve/H5MnT8bvf/973H333bxHFGOMsXHxRIoxxlhFe+ONN3DHHXegr68P06ZNw6pVq7B69Wq7i8UYY4w4Du1jjDHGGGOMsQLxYhOMMcYYY4wxViCeSDHGGGOMMcZYgXgixRhjjDHGGGMF4okUY4wxxhhjjBWIJ1KMMcYYY4wxViCeSDHGGGOMMcZYgXgixRhjjDHGGGMF4okUY4wxxhhjjBXo/wMOF49IVlLghQAAAABJRU5ErkJggg==\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "True" + ] + }, + "metadata": {}, + "execution_count": 11 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "### 5. **Line plots**:\n", + "1. **Age vs. Cholesterol (mg/dL)**:\n", + " - The plot will show how cholesterol levels change as age increases. We will look for any upward or downward trends.\n", + " - The red dashed line (if `with_average=True`) will indicate the average cholesterol level across all ages, helping to identify whether specific age groups are above or below the average.\n", + "\n", + "2. **Age vs. Blood Pressure (mmHg)**:\n", + " - This plot visualizes the relationship between age and blood pressure. We will check whether blood pressure tends to increase with age or shows any particular trend.\n", + " - The average blood pressure is also plotted to help assess whether particular age groups are at risk based on higher or lower blood pressure.\n", + "\n", + "#### **Conclusions:**\n", + "- **Age vs. Cholesterol**: If the line plot reveals an upward trend, it could indicate that cholesterol tends to increase with age, possibly contributing to higher risks for older individuals. Conversely, if it's flat or downward, it may suggest stable or decreasing cholesterol levels with age.\n", + " \n", + "- **Age vs. Blood Pressure**: A rising line would indicate that older individuals tend to have higher blood pressure, which is a common risk factor for heart-related issues. If the line is flat or fluctuates, it may indicate other influencing factors.\n", + " " + ], + "metadata": { + "id": "mUN_06OcOBvD" + } + }, + { + "cell_type": "code", + "source": [ + "# Call the DataStudio line_plot method for Age vs Cholesterol (mg/dL)\n", + "result = dsv.line_plot(filtered_data, x_column='Age', y_column='Cholesterol (mg/dL)', with_average=True)\n", + "\n", + "# Call the DataStudio line_plot method for Age vs Blood Pressure (mmHg)\n", + "result = dsv.line_plot(filtered_data, x_column='Age', y_column='Blood Pressure (mmHg)', with_average=True)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "2uKSecRlOHyf", + "outputId": "64e6bde1-c20a-4fdc-d67c-644242cc1b4e" + }, + "execution_count": 12, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# **General Conclusions**\n" + ], + "metadata": { + "id": "gz8mQv79lfxy" + } + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "## **Methodology**\n", + "- **Data Cleaning:** Initial inspection revealed that the dataset was complete with no missing values. Outlier detection and removal were applied to ensure the data was robust for analysis.\n", + "- **Statistical Analysis:** Summary statistics and comparisons of mean and median values were performed to understand the distribution and skewness of key continuous variables.\n", + "- **Visual Exploration:** A variety of visual tools were employed to uncover patterns, such as histograms, boxplots, and correlation heatmaps. Categorical data was analyzed through bar charts and pie charts to assess their impact on heart attack risk.\n" + ], + "metadata": { + "id": "PMLN_zuglk0D" + } + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "## **Key Findings**\n", + "- The analysis revealed differences in central tendencies (mean and median) for continuous variables like age, cholesterol, and blood pressure, indicating potential skewness in the data distribution.\n", + "- Visualizations showed how different categorical variables, such as gender and chest pain types, influence risk factors for heart attacks.\n", + "- Advanced plots, including line plots and pie charts, provided deeper insights into specific subsets of data, enhancing the understanding of how factors like high cholesterol and blood pressure relate to other categorical variables.\n" + ], + "metadata": { + "id": "gGMkUxdglqHo" + } + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "## **Conclusion**\n", + "The project successfully explored and visualized the dataset, providing valuable insights into heart attack risk factors." + ], + "metadata": { + "id": "NZXa5b6mlu8P" + } + } + ] +} \ No newline at end of file