{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "source": [ "# **Assignment #1: EDA & Dataset**\n", "\n", "**DATE: March2026**\n", "\n" ], "metadata": { "id": "w84cR3AZIU0e" } }, { "cell_type": "code", "source": [ "from google.colab import drive\n", "drive.mount('/content/drive')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "1KbwPQeKMiBs", "outputId": "e2360499-2b36-44b1-f364-f033c8174894" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Mounted at /content/drive\n" ] } ] }, { "cell_type": "markdown", "source": [ "The Data Behind the Glory: Exploratory Data Analysis (EDA)\n", "\n", "## Project Overview\n", "In this project, I performed a comprehensive Exploratory Data Analysis (EDA) on a dataset covering 120 years of Olympic history. My main goal was to transform a messy, historical dataset into a clean, analyzed resource to uncover the key physical, demographic, and geopolitical factors that determine an athlete's success.\n", "\n", "## Dataset Description\n", "The dataset provides a wide view of Olympic athletes over a century, from basic demographics to physical attributes and medal outcomes.\n", "* **Demographics:** Age, Sex, Team/Country, Year.\n", "* **Physical Metrics:** Height, Weight.\n", "* **Contextual Data:** Sport, Event.\n", "* **Target Variable:** Has_Medal (Created feature: 1 for winning any medal, 0 for none).\n", "\n", "\n", "\n" ], "metadata": { "id": "n7afdXdxIbLA" } }, { "cell_type": "markdown", "source": [ "## Phase 1: Data Cleaning & Preprocessing\n", "\n", "This historical dataset was naturally messy, containing missing records from early 1900s games and human data-entry errors. I followed a chronological process to clean it:\n", "\n", "1. **Feature Engineering (Target Variable):** I converted the categorical \"Medal\" column into a binary `Has_Medal` integer column. This is crucial for calculating mathematical probabilities and success rates later in the project.\n", "2. **Handling Missing Data (Smart Imputation):** I identified thousands of rows missing `Height` and `Weight`. Instead of using a generic average, I filled these missing values using the specific Mean of the athlete's **Sport and Sex**.\n", "3. **Outlier Detection & Filtering:** I discovered extreme physiological anomalies, such as an adult athlete listed at 28kg being 1.83 meters, and participants with recorded ages over 80 during intense active competition years. I filtered these out as corrupted historical data.\n", "\n", "**Why I chose Smart Imputation over Dropping Rows:** I decided to handle the massive amount of missing physiological data by imputing values based on Sport and Sex, rather than simply dropping the rows entirely. I chose this approach because dropping every athlete with a missing weight would have drastically reduced my dataset size and erased the history of athletes from earlier eras where measurements weren't strictly documented. By using targeted group averages (e.g., filling a missing female gymnast's height only with the average height of other female gymnasts), I preserved the massive scale of the dataset while ensuring the imputed numbers were biologically realistic. This allowed me to neutralize missing data without distorting the statistical realities of each distinct sport." ], "metadata": { "id": "c52EG3pD4VdE" } }, { "cell_type": "code", "source": [ "import pandas as pd\n", "import numpy as np\n", "\n", "# 1. Load the original raw data\n", "df = pd.read_csv('/content/athlete_events.csv')\n", "\n", "print(f\"Total rows BEFORE cleaning: {len(df)}\")\n", "\n", "# 2. Feature Engineering: Create Target Variable (1 = Medal, 0 = No Medal)\n", "df['Has_Medal'] = np.where(df['Medal'].notnull(), 1, 0)\n", "df['Medal'] = df['Medal'].fillna('None')\n", "\n", "# 3. Sort data by year for chronological consistency and reset index\n", "df = df.sort_values(by='Year', ascending=True).reset_index(drop=True)\n", "\n", "# 4. Drop absolute duplicate rows\n", "df = df.drop_duplicates()\n", "\n", "# 5. Smart Imputation: Fill missing values\n", "# Fill Weight/Height based on Sport and Sex averages first\n", "df['Weight'] = df['Weight'].fillna(df.groupby(['Sport', 'Sex'])['Weight'].transform('mean'))\n", "df['Height'] = df['Height'].fillna(df.groupby(['Sport', 'Sex'])['Height'].transform('mean'))\n", "\n", "# Fallback: Fill remaining missing Weight/Height based on overall Sex average (for old sports)\n", "df['Weight'] = df['Weight'].fillna(df.groupby('Sex')['Weight'].transform('mean'))\n", "df['Height'] = df['Height'].fillna(df.groupby('Sex')['Height'].transform('mean'))\n", "\n", "# Fill missing Age with overall mean\n", "df['Age'] = df['Age'].fillna(df['Age'].mean())\n", "\n", "# 6. Filter Corrupted Data & Anomalies\n", "df = df[df['Age'] <= 80] # Remove impossible historical ages\n", "df = df[df['Weight'] > 30] # Remove severe typing errors (e.g., 28kg adult athletes)\n", "\n", "print(f\"Total rows AFTER cleaning: {len(df)}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "HwRkCgzm3SUQ", "outputId": "d953fba5-a128-4f87-dbe1-b9c943a7c002" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Total rows BEFORE cleaning: 271116\n", "Total rows AFTER cleaning: 269663\n" ] } ] }, { "cell_type": "markdown", "source": [ "## Phase 2: Exploratory Data Analysis (EDA)\n", "\n", "Once the data was clean, I moved to the visualization stage to let the data tell its story, answering the core questions of this project." ], "metadata": { "id": "lJAPMumvIUyW" } }, { "cell_type": "markdown", "source": [ "## The Gender Revolution: A Century of Change\n", "\n", "How has female participation in the Olympic Games evolved over the past 120 years, and does the data reflect broader social changes?\n", "\n", "The visualization below clearly maps a massive historical shift. From near-zero female participation at the dawn of the modern games, we see a steady climb, culminating in a dramatic acceleration towards equality in recent decades. The data isn't just about sports; it's a mirror of global social progress." ], "metadata": { "id": "K_c9DaOlKzeK" } }, { "cell_type": "code", "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# Create a new figure with a customized size (width: 10, height: 6)\n", "plt.figure(figsize=(10, 6))\n", "\n", "# Process the data to count unique athletes per gender per year:\n", "# 1. Drop duplicates based on 'Name' and 'Year' to count each athlete only once per Olympics\n", "# 2. Group by 'Year' and 'Sex', count the occurrences, and unstack to create separate columns for M and F\n", "gender_year = df.drop_duplicates(subset=['Name', 'Year']).groupby(['Year', 'Sex']).size().unstack()\n", "\n", "# Plot the historical trends as line graphs with customized line width and color map\n", "gender_year.plot(linewidth=3, colormap='coolwarm', ax=plt.gca())\n", "\n", "# Add a formatted and bold title to the plot\n", "plt.title('Historical Revolution: Unique Male vs Female Athletes', fontsize=14, fontweight='bold')\n", "\n", "# Set the label for the Y-axis\n", "plt.ylabel('Number of Unique Athletes')\n", "plt.xlabel('Year', fontweight='bold')\n", "\n", "# Display the final visualization\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 607 }, "id": "A1B3XsjuK2WV", "outputId": "9f848dc3-040b-4e05-8653-fe1b76973eae" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "## The Age Factor: Is There a \"Prime\" Olympic Age?\n", "\n", "At what age do athletes peak in the Olympic games, and does winning a medal correlate with a specific age bracket?\n", "\n", "The KDE (Kernel Density Estimate) distribution reveals a distinct \"Gold Zone\" between the ages of 22 and 27. The density of medalists drops sharply after age 30. However, the long \"tail\" on the right side of the graph highlights fascinating \"Veteran Anomalies\" in sports like Equestrian or Shooting, where precise experience outweighs raw physical athleticism." ], "metadata": { "id": "Sa3X1lhwLRnU" } }, { "cell_type": "code", "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# Set the figure size for the plot (width: 10, height: 6)\n", "plt.figure(figsize=(10, 6))\n", "\n", "# Create a Kernel Density Estimate (KDE) plot to visualize age distribution\n", "# 'hue' separates the data by medal status (0 = No Medal, 1 = Medal)\n", "# 'common_norm=False' ensures each distribution is scaled independently for fair comparison\n", "sns.kdeplot(data=df, x='Age', hue='Has_Medal', fill=True, common_norm=False, palette='crest', alpha=0.5)\n", "\n", "# Add a formatted and bold title to the plot\n", "plt.title('Age Distribution: The Prime Age and Veteran Anomalies', fontsize=14, fontweight='bold')\n", "plt.xlabel('Age', fontweight='bold')\n", "plt.ylabel('Density', fontweight='bold')\n", "\n", "# Display the final visualization\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 607 }, "id": "9ptkIHvmLXIc", "outputId": "c8e65b47-0bc1-4300-e69b-0a99c39305f2" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "National Efficiency: Quality over Quantity\n", "\n", "Which countries are the most \"efficient\" at the Olympics? Is it just about sending the largest delegation, or do some nations convert athletes to medals at a much higher rate?\n", "\n", "Simply counting total medals is biased toward massive countries like the US or the former USSR that send huge delegations. By calculating the \"Conversion Rate\" (total medals divided by unique participants), we reveal the true sporting powerhouses. The graph below shows the top 15 most efficient nations (filtering out countries with fewer than 50 historical participants to avoid statistical anomalies)." ], "metadata": { "id": "MwRmaJBiIjMR" } }, { "cell_type": "code", "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# 1. Calculate unique athletes per country (NOC)\n", "# We drop duplicates so an athlete is only counted once per Olympics\n", "athletes_per_country = df.drop_duplicates(subset=['Name', 'Year', 'NOC']).groupby('NOC').size()\n", "\n", "# 2. Calculate total medals per country\n", "medals_per_country = df[df['Has_Medal'] == 1].groupby('NOC').size()\n", "\n", "# 3. Combine into a single DataFrame and clean missing data\n", "country_efficiency = pd.DataFrame({\n", " 'Athletes': athletes_per_country,\n", " 'Medals': medals_per_country\n", "}).dropna()\n", "\n", "# 4. Filter out countries with very few athletes to avoid skewed 100% ratios (e.g., 1 athlete who won 1 medal)\n", "country_efficiency = country_efficiency[country_efficiency['Athletes'] >= 50]\n", "\n", "# 5. Calculate the Efficiency/Conversion Rate (%)\n", "country_efficiency['Efficiency (%)'] = (country_efficiency['Medals'] / country_efficiency['Athletes']) * 100\n", "\n", "# 6. Get the top 15 most efficient countries\n", "top_countries = country_efficiency.sort_values(by='Efficiency (%)', ascending=False).head(15)\n", "\n", "# Plotting the results\n", "plt.figure(figsize=(12, 6))\n", "sns.barplot(x=top_countries.index, y=top_countries['Efficiency (%)'], palette='viridis')\n", "\n", "# Add titles and labels\n", "plt.title('Top 15 Most Efficient Olympic Nations (Min. 50 Athletes)', fontsize=14, fontweight='bold')\n", "plt.ylabel('Conversion Rate: Medals per Athlete (%)', fontweight='bold')\n", "plt.xlabel('Country (NOC)', fontweight='bold')\n", "plt.xticks(rotation=45)\n", "\n", "# Add value labels on top of the bars for clarity\n", "for i, v in enumerate(top_countries['Efficiency (%)']):\n", " plt.text(i, v + 0.5, f'{v:.1f}%', ha='center', fontsize=10)\n", "\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 694 }, "id": "qebSRw8_BoA2", "outputId": "24690c0d-89b5-4a54-a581-59a87fc26b3b" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/tmp/ipykernel_95650/3160652937.py:28: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sns.barplot(x=top_countries.index, y=top_countries['Efficiency (%)'], palette='viridis')\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "### Youth vs. Experience: Who Actually Wins?\n", "\n", "We often hear about teenage prodigies in the Olympics, especially in gymnastics. But statistically, do minors (under 18) or adults have a better \"conversion rate\" (medals per athlete)?\n", "\n", "While young athletes capture our imagination, the data proves the power of physical maturity. Not only do adults make up the vast majority of competitors (over 95%), but they also have a significantly higher conversion rate. The visualizations below demonstrate that years of physical development, mental resilience, and experience yield a higher return on investment (ROI) than the raw agility of youth." ], "metadata": { "id": "hD9SZmagIjOV" } }, { "cell_type": "code", "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import pandas as pd\n", "\n", "# Feature Engineering: Create 'Age_Group' column (Minors vs. Adults)\n", "df['Age_Group'] = pd.cut(df['Age'], bins=[0, 17.99, 100], labels=['Under 18', '18 or Older'])\n", "\n", "# Calculate unique athletes per group (filtering out multiple events by the same person)\n", "unique_athletes = df.drop_duplicates(subset=['Name']).groupby('Age_Group').size()\n", "\n", "# Calculate total medals won by each group\n", "medals_per_group = df[df['Has_Medal'] == 1].groupby('Age_Group').size()\n", "\n", "# Calculate Conversion Rate (%): Medals divided by number of unique athletes\n", "conversion_rate = (medals_per_group / unique_athletes) * 100\n", "\n", "# Plotting the results side-by-side\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 6))\n", "\n", "# Left plot: Pie chart of representation in the population\n", "colors_pie = ['#FF9F1C', '#2EC4B6']\n", "axes[0].pie(unique_athletes, labels=unique_athletes.index, autopct='%1.1f%%',\n", " startangle=90, colors=colors_pie, explode=(0.1, 0), shadow=True,\n", " textprops={'fontsize': 12, 'weight': 'bold'})\n", "axes[0].set_title('Proportion of Total Olympic Athletes', fontsize=14, fontweight='bold')\n", "\n", "# Right plot: Bar chart of Conversion Rate\n", "sns.barplot(x=conversion_rate.index, y=conversion_rate.values, ax=axes[1], palette=['#FF9F1C', '#2EC4B6'])\n", "axes[1].set_title('Conversion Rate: Medals per Athlete (%)', fontsize=14, fontweight='bold')\n", "axes[1].set_ylabel('Success Rate (%)', fontweight='bold')\n", "axes[1].set_xlabel('')\n", "\n", "# Add exact value labels on top of the bars\n", "for i, v in enumerate(conversion_rate):\n", " axes[1].text(i, v + 0.5, f'{v:.1f}%', ha='center', fontweight='bold', fontsize=12)\n", "\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 762 }, "id": "Ns_-9xqRCmzf", "outputId": "7764a9cf-6ee1-4fdf-fbae-ace57005fd5f" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/tmp/ipykernel_95650/2595223358.py:9: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", " unique_athletes = df.drop_duplicates(subset=['Name']).groupby('Age_Group').size()\n", "/tmp/ipykernel_95650/2595223358.py:12: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", " medals_per_group = df[df['Has_Medal'] == 1].groupby('Age_Group').size()\n", "/tmp/ipykernel_95650/2595223358.py:28: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sns.barplot(x=conversion_rate.index, y=conversion_rate.values, ax=axes[1], palette=['#FF9F1C', '#2EC4B6'])\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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lSly/fh1msxkzZsxASEgI+vTpI3XTtuyaXTgUAFAwbkZVmTNnDn7//Xfp8Z133okBAwbgwoUL0uxpFy5cwMiRI7Fjxw5pvKRVq1bh2LFjAIBmzZph/PjxUhmF8Wm1Wtx5553o3LkzfH194ebmBr1ej+3bt+Po0aMQQmD69Ol44okn4OzsXOlz2Lt3r9Xjxx57zOZ2TzzxBF544YUS97Nl4sSJWLx4MYQQOHr0KM6ePYsOHToAADZv3ozs7GwABa/Hkro1HT9+HPfffz+6deuG77//HrGxsQAKxkgBgCFDhqBdu3b44osvkJmZCSEE5s+fj/79+9ssb9++fWjZsiUee+wxREdH49dff4XZbEZOTg7GjRuHixcvljkG1OrVqzFr1izpsYuLC5588kk0btwY4eHh2LhxY5nPjaX169dLr3GgoNvEhQsXsG7dOgDAiRMnrJ675s2bY/78+fjnn3+wbds2AIC3tzfeeOMNqQxbQw8kJiYiOTkZo0ePRlBQEL7//nskJSUBAD7//HO89dZb0Gg0pcaanp6OoUOHSvs1btxYeg3+8ccfOHfunPS5deXKFXh6emL+/Pm4du0avvnmG6mcN954Q/pMKxz/9sCBA5g4cSLMZjOAgvfT/fffj4yMDOlz5/z58xg9ejT++ecfAMCaNWuQmJgoPQfjxo2Dr68vYmJicPHixXK9TomIqlph3Q8o+GwaOnRoufarTL2nqOTkZKSmppb5Wf/4449j0qRJyMrKQnp6OjZv3ixNrBAVFYV9+/ZJZY4bNw4AYDKZ8Mgjj0iTP/j7++Opp56Cj48Ptm7digMHDsBgMGD06NEICQlBs2bNisWXlJSEpKQk3HvvvejVqxcSExMRGBhYpZ/nI0eOtOpK+uijj6Jt27bYtm2bdK2wZs0azJkzB++8847NMvbt24f+/fujZ8+e+PPPP3H27FkABfX3Q4cO4c477yx3PJaEEIiLi7MaP9PZ2bnYEEMVrQe++eabiIiIwJw5c6QyXnzxRale2bBhQwBAeHg4RowYIdXJ27Vrh0ceeQRmsxnLly/H9evXcePGDQwfPhxnz56t8nEx+/fvj6tXryI0NBQ//PAD3n33XWzbtg3h4eFSzCVN7lPZ199bb72FixcvSuX06dMHffr0wf79+7F58+YSY63Kunh11VcuX74MT09PTJ06FQqFAj/++CPS0tIAFMzqPGTIELRo0QIA8PTTT+PUqVMAAHd3dzz11FMIDg7G/v378ffff8NsNmPq1Kno2rUrevXqZfN4e/fuxR133IH77rsPWVlZaNSoUbniZF238nXdsli+dgqvdws1bNgQw4cPx5o1azBp0iR8/PHH0rVU9+7d0bNnT+zZswc//vgjWrRogbfffrtcxwQKnv/jx49LMTjipLwOQb7caN1Q9NeUJ554QsyfP1/Mnj1bPPTQQ1brAgMDpV+Di+535513FvulOCkpyapLweOPP2613rKlnEqlEklJSUKI4r8MDhgwQGpCbjabxYABA6R1Go1G6vJr2dLR3d3dqnvPX3/9ZVVmYdcXIYq3EPzzzz9tPldldd8ubZvJkydb/Zpm2dT77NmzVq0+LX85s/wlqmhsn332mdW69PR0mzFZWrhwodU+f/31l7QuPj7eqguxZTd9IcrunlteluVYPkcmk0nqVg9A9OjRQxiNRmn9q6++arXvyZMnpXVldSmwdPr0abFs2TLx+eefi/nz54sPP/zQqlzLX+8q04Jy0KBBVuWlpaWVuK2np6fVr3vlOe59990nrXv55Zel5cOHD7e5vLT3U9FWnIMHD5b2e/3116XlPj4+VjFYtirw8/OzOsfZs2dblblt2zZpXUmvIctfZl1dXcWlS5esjpeZmVmsu15pLP8H7dq1E0IUdE2zfH1Pmzat2H7l+X8Xbb1h+cv4n3/+abXuzJkz0rqSXqOff/65tNzb21skJydbnbdl64DPP/9cWldaF6pClr+k9+3bV5hMJmndkSNHrPY/ffq0EEKITz/9VFr2wgsvFCszMzOzxOE1iIiqi2XrtDvuuKPc+1W23lPZz/qxY8dKy4cPHy4tnzdvnrS8TZs20vL169db1YUvX74srTMajaJDhw7S+qlTp5YY35QpU4qde0U/z0tqQXny5Emr5a+++qpVjJat83x8fKTvmqLfU4888ohU/0hOTra6Rli0aFGx+Gwpet62bkFBQVZ1j6IqUg+0NexUUVOnTpXWt2zZ0up6KCYmxuo8169fL62rqhaUX3zxhfj222+lx0uWLBH33HOPAAquk2JjY62uTyzrIJV5/eXn51u9b3r37i39z4tep5VUP6mKunhV1leKXm/t379fWrd//36rdW+++aZ0DpbLd+zYYVXmAw88YPXaL1T0fTZs2DCr+ll5sa5boDJ13dIYjUarHl2Wr4VCOTk54v333xetWrUSzs7OolmzZmLKlCkiLS1NGAwGqXVxYQ+0LVu2iBkzZogJEyaIL7/8ssRrQ8v3QVnXs1R3sQVlBa1atQqrVq0qtlyn0+Hnn3+GTqezud+MGTOKrTty5AhMJpP0eMyYMVbrx4wZI7WWM5lMOHLkCAYNGlSs7FGjRkGhUAAAFAoFRo4cKf0CkpeXh7Nnz+KOO+6wau15//33IyAgQHo8aNAg+Pv7S7+0HTx4EFOmTCl2rPbt2+Phhx+2eY63wjK2kJAQqxm+27dvj5CQEBw9erTYtpaCgoKsYmvVqpXV+tTU1DIHRLcs29/f3+r5DggIwKBBg6SWiiXFUV0uXbqElJQU6fGoUaOsfmUeM2YM5s2bJz0+ePAgOnfuXO7yT5w4gdGjR9scTNpSdHR0+YOWwcsvvyz98rls2TLMmzcPJpMJf/31l7RNYcsMW5566inp/VR0hlPLQaAtW8Za/kJb1JAhQ+Dp6Sk9HjVqFN58803p8fHjx3HvvfeWuH92djZOnjwpPR49ejRatmxptY2rqytcXV1LLMNSbGys1S+kTz75JICC1hRDhgzBihUrABQ8dx9//DHU6sp/TahUKqtWsLbek2XZv3+/1fa+vr4lbnvgwAFMmjSp3PFZlr1r165SW20cOHAAHTt2RK9evaBQKCCEwJIlS3D06FG0bdsWrVq1QteuXXHPPfcgMDCw3DEQEcmpKuo9FfmsHzdunDSr7ubNm6XJalauXGm1TSHLz2mTyVTs+8/SgQMHSlz31ltvFVtWVZ/nRZ8Xy/q8SqXCqFGjpG1SUlJw6dIltGnTplg548ePl+ofPj4+8PPzkyY0Ks/3ZXmo1WpMmTLFZq+P6qoHWv4PL1++XGrLvwMHDkg9XPr27VtlM2yPGjUKr7/+OlJSUvDee+8hJiYGQEEvnpJ6vxWNvbyvv4sXLyIzM1NaPmLECGnW4qLXaUVV5f+guuorzZo1Q8+ePaXHPXv2RNOmTaUWqYUt3CyfOwDo169fiWWW9t594403rGZ9Lg/WdW2XXd66bmmSk5Ot3pe2eknqdDq8/fbbNltHvv/++7h48SJGjx6Nfv36YdSoUVi+fLnVNh999BH27NmDpk2bWi23fF4KcxZkfyr2bicrzs7OaN26NV566SWcPXsWAwcOLHHb1q1bF1tmmWwCUOxLoujjkj7gLBONtvYrbHZveTxbX0iWy0o6lq3zqApVEVvRZFLRmcULm7ZXdxzVpapeL7bk5OTgwQcfLLNCBEDqhl9Z9evXt3psOfu5Jb1eD71eX+J+JRk8eLDUxSY1NRVr1qzBpk2bpK5FnTt3RpcuXUrcPygoSLpftEuG5TrLykxpFejyvj9LkpqaalV+0S/rivrll1+sfhgprLQBBZXoQgkJCVZJ3coIDAy0+mHmVt+TZaloZaUyZXfv3h2ffvop3NzcABRcTCxbtgxvv/02Bg0ahODg4BK7ihERVZcGDRpI9y9fvlzuxE5V1Hsq8lnfu3dvqftnbm4u1q5di4sXL0o/xKnVaowePdpmfGUp6TvAz8/P5gV/VX2eV1X9rLR6bHm+L21544038N5776FTp04AAKPRiFdffRXvv/++1XbVWQ+szu/x8nJ2dsZzzz0HAFJyEgAmT55c6n6Vib1ova6semChqv4fVFd9pej5ANbnZOu6syyl/d8rc+3Jum7NlF1Rly9fxpw5c+Dn54cFCxZg06ZNWL58ORQKBf7++2/ExcWhU6dOiI6OxowZM4rtX1U/WFDtxhaUFbR06dJKjXdgq3VT0V8cCn8lLemxrTEhgYIP19L28/Lyko5XuG3RbYouK+lY5W2lVVGWz0VlY3NycrJ6XPgrdE3HUV2q6vViy549e6TxQQBg+vTpeP311+Hn54fs7Owq/b/ffffdVuOp/vHHHzZ/rbMca7Nwv/JQKpWYMGECpk+fDgD4/vvvrS5MSms9CRR/HVmqzC+s5X1/lsTb21v6BRyA9At1Zf38889Wj22N51rop59+KnGszvKo6vdk/fr1MW3atBK3LRzvqiJlF/5/7rrrrlJbh1u2FpgyZQqef/55HDp0COfOncOVK1fw999/48qVK0hKSsKYMWNKTLwTEVWH/v3748qVKwAKEmDr168v1ziUctS/xo4dK7VoXLlypTR+OVDQo8cy2WEZn06nwwcffFBiuZa9FSyVVoepis9zW/Uzy3pHeetnVfGdWdRzzz2HJk2a4JVXXkHPnj2l8QDnzJmDUaNGSb1BqrMeaPn8tGvXrtTrKMseVFVtwoQJWLBgAYxGI4CCsfhsjSloqTKvv6L1urLqgYWq439QHfWVoucDWJ+T5XWnpffff79SY9hX5rxZ17UuuzJ13dLKs7wuqUiDmBdeeAEGgwHffvst/Pz8pLGTO3ToIDX0GjNmDKZNm4YdO3YU298y2erv71/u41LdwgSljLp37w6VSiX9wvPzzz/jgQcekNZbfriqVCp0797dZjnLli2TunkLIayaSWs0Gmnw38JBtwHg77//RkJCgvQr2JYtW6x+NSnPB1RRlh/QhZORlFfPnj1x5MgRAAVdA86dO4d27doBAEJDQ6XuApWNrSJxFCbGEhMTsWXLFqm7U0JCArZs2VIjcdjSqlUr+Pj4SB/Oy5YtwwsvvCA11S/6ZWwZX1n/m+TkZKvHI0eOhJ+fH4DiicJbNXz4cEyfPl06jy+++AIjRoyw6u4UExNjVQnUaDRlJhYtPfPMM3jnnXeQlZWFXbt2Sb9majQajBw5sorOpHw2bNiA9PR0eHh4ACj4v1kKCQkpdX8XFxd06dIFJ06cAAD8+uuvmDZtmtQCBSj41T0jI8Pmr9qWDh8+jAsXLpQ79k2bNiEpKUl6LdzKe7yyir4nBwwYUCyhLYTA9u3brbrdF60w2orX8jMxLi4Ozz//vPR/KpSTk4PVq1dL76eYmBioVCoEBgaiX79+UpelkydP4vbbbwcAREZGIjk5udQuOkREVWnixIn47rvvpDrl+PHj0bRpU6nlXKH8/Hz8/PPPGDJkCAICAmSp94wZMwbvvPMOzGYztm/fjvPnz0vrik5oaHnM3NxctGvXzuZwR4cPHy7WcqksVfV5XvR5+fnnn/Hxxx8DKOgWbPm97+PjU6wLaE1wdnbGwoULcc899wAoGALqww8/xNKlSwFUvh5Y3u/awjp+bGwsRowYYdXiFyho2blx40bccccd0rJdu3ZJ8QLAzp070bdv37JOtUQNGzbEI488Ig1ZUJ5uspV5/bVu3Rpubm5SN++VK1fi+eefh1KpLHadZqmq6+LVVV8JCwvDgQMHpOfmwIEDVj+eF9Zri74v/Pz8rCbpLHTu3Lkq7ZXGum7xsita1y2NWq1Go0aNpMR2VFQUevToUeZ+S5cuxa5du9C/f3+plXxh7zbLHmuF9wvXWYqKipLu25oQjewDE5Qy8vX1xdixY/HDDz8AKPjySUtLKzaLN1Aw7lxJXx7//PMP+vfvj969e2Pfvn1WMzk+9dRTcHFxAQBMnToV69evhxACGRkZ6NatG5566ilkZmZatWjz8fEpNh5meVhWNjZv3iz96ufn51dmq9MJEybg66+/hsFggNlsRp8+faxm8S5sHq/RaDBhwoQKx1ZeY8aMwQcffCBVEoYPH45nnnkGHh4eWLFihVTZUCgUNsforE5KpRJTp06VxvM4ePAg7rrrLgwYMAAXL160qrzcc889Vhcllv+b48ePY/LkyWjYsCE0Gg0mTZpUrLI8atQoPPHEE4iIiMCvv/5apefh7u6OL7/8Ek899RSAgq4gXbt2xZNPPokWLVogOjoaK1eutKqszJ49u9yz9gEFv96OGjUKS5YsAfBfV5ghQ4bUeNIoKSkJ3bp1s5rFu1Dz5s2tKt8lef3116XxLzMzM9G5c2dpFu+oqChs2rQJixcvLrO1TOGFCFDwGn7ssceK/dKbmZkpzTCZn5+P5cuXS12gLF9HiYmJGDduHNq2bQuFQoEJEybc0uzuJRk7diw+/PBDJCUlwWg0olevXnjsscfQokULGAwGXLp0Cbt27UJ8fDx27twpdYEvevEzYcIEDBw4EGq1GkOGDEHLli0xffp06TPx6tWraN++PYYNG4bAwEDo9XqcPXsWu3fvRlZWllSZ2rNnD0aOHIm77roLbdq0QVBQEEwmE9auXSsdS6PRSJ+7REQ1oV27dvjggw+kGWfj4uLQtWtXPPjgg+jSpQsUCgWuXr2KrVu3Ij4+Xhr7WI56T3BwMO677z5s3boVRqNRuugMCAjA4MGDrbYdPHgw2rRpIyUchg4dimHDhqFt27Ywm824du0a9uzZg+vXr2Pp0qUVGnu7qj7PO3XqhP79+0v173nz5iEsLAzt2rXDP//8YzVG5eTJkys8nl5V6du3L3r27CmN97ds2TK8++67aNy4caXrgf7+/nByckJ+fj4A4M0338Tp06fh5OSEvn37omvXrnj55ZfxzTffIDc3FykpKejcuTMee+wxNGzYEJmZmTh//jx27dqFtLQ0hIeHV2sPpU8++USqfxZ9rdlSmddf4TAFixcvBlDwOuvXr580i7fldZqlqq6LV2d95YEHHsAzzzwjzeJdSK1WS9d8nTp1wn333SeNCz9x4kRs2bIFISEhUCqVuH79Og4cOIALFy5g1qxZuOuuuyochy2s6956XbcsvXr1khKUJ06csBqj35bExES88sor0Ol0VrOOFzZGOnPmDK5cuYJmzZpJydTCdZaOHTsm3S9vzzqqg2p6Vp66pujsWOWdnbk8s2oJUTAzV+/eva22LXrr1auXyMjIkPYpOjvd4MGDbe7XpEmTYjP7Lly40GpG7KI3T0/PYrPklWd2biGsZ7qzvBXOnFZWWb///rvQ6XQlxqbVasXKlSut9iltdury/g+K2r17t/Dy8ioxDqVSKT755JNi+1XmdWKLZTlFnyOj0Sgee+yxUl8vbdq0ETdu3LDa7+TJkzb/766urtI2999/v83yis7cZ3lulZnFu9DSpUuFs7NzqeeiUqnExx9/XGzf8hw3NDS0WHmbN28utl1pM1CWNoNkSbN5CmE9i3f//v2FVqstFotOpxO7d++22q+019C7775rNWte0du6detKfb5zcnKsXtf33nuvze3MZrNV/J07d5bWxcbGWs0Ua3lLTEwUQpT+vyntuS7tvbx//37h5+dX6mulaHlCCNGlSxeb261evVra5quvvhJqtbrMsgutXLmyzG1tzQpJRFQTPv/8c5vfOUVvlnWiytR7KvtZX2jVqlXl/uy8dOmSaNKkSZnnVNH6SUU/z0v73o+NjRVt27Yttazhw4eL/Px8aZ+y6qmW38WzZs2yeQ5FFZ1duGiZmzZtslo/fvx4aV1l6oFCWM8SbHmbP3++tM26deuEq6trhV6XVTmLd1lKmsVbiMq9/lJSUkTLli1tbte3b98Sz7kq6+JVWV+xPH7btm1LfD6K1tnj4+NF586dy4zD8vVd2vusLKzr/ne7lbpuWSz/R7179y5z+1GjRgkAYs6cOVbLU1NTRYMGDQRQcJ1vef6W8QshREZGhtBoNAKAUCgU4vr16+WOl+oWTpIjM1dXV2zfvh3ff/897rnnHvj4+ECtVsPb2xt9+vTBkiVLsGvXLmmAY1tmzJiBlStXIiQkBDqdDr6+vhgzZgwOHDhQrMvnlClTcPjwYTz99NNo3LgxNBoNnJ2d0aZNG0ydOhVnz56tdPeJIUOG4Msvv0SbNm2KTS5SHo899hhOnTqFF198ES1atIBOp4NOp0Pz5s3x3HPP4eTJk1aDHFeX3r17IzQ0FNOnT0e7du3g4uICjUaDRo0aYeTIkThw4IA0vmFNU6lU+P3337F69Wo88MADCAgIgFqthqenJ+644w7Mnz8fR48etZrMBSiYGGblypW4/fbbS5xpfs2aNZgyZQrq168PjUaDFi1aYM6cOVIL36o2duxYXLt2De+88w7uvPNO6bXv6emJLl26YPr06bh06RJeffXVSpXfrl07qxkDg4KCSp3Iqrrcdddd2L9/P+6//364u7vD1dUV9913H/bs2YPevXuXu5xZs2bh0KFDGDNmDJo1awadTgcXFxc0a9YMTz/9dJnjNv35559WA7cX7UZXSKFQWLWgPnXqFE6fPg0AqFevHjZu3IhevXpV23i0tvTs2RPnzp3D22+/jZCQEHh4eEClUsHLywshISGYOHEitm3bVuz5XLt2LR555BFpvBxbXnrpJZw8eRLPP/88WrZsCRcXF6jVagQGBqJPnz54++23pfMHCv6fs2fPxuDBg9G8eXO4u7tDrVbD398f/fv3x08//YQFCxZU6/NBRFSSSZMmITw8HO+++y7uuusu+Pv7Q61Ww8XFBW3atMH48eOxa9cuNG7cWNpHjnrPww8/XGyMupKGcmnZsiXOnDmDefPmoWfPnvD29oZKpYK7uzs6duyI//3vf1i3bp3UMq68qvLzvF69ejh69CgWLFiAHj16wNPTUyrr/vvvx2+//YY//vjjlmYLrgqDBw+26mHz448/SuMeVrYe+N1332HMmDEIDAwssXXo0KFDERoaimnTpqFDhw5wc3ODSqWCr68vevTogVdeeQX79+8vNlFQbVCZ15+3tzf27duH5557Dv7+/tBqtejUqROWLl2KWbNmlXisqqyLV1d9xd/fH4cOHcIzzzyDgIAAaLVadO7cGcuXLy9WZw8ICMDhw4fx9ddfo1+/fvDz84NKpYKrqytat24tzeD8yiuvVDgOW1jXrZq6blkee+wxuLu7AwD27dtX4riqAPDvv/9i2bJlaN++fbGJb7y8vLB3714MHz4cOp0O6enp6Ny5M37//Xc8+uijVttu3LgReXl5AIB77723Qj3rqG5RCMHpkOqaiIgIq5l8b3VMFiJ79eKLL0rdvF9//XXMnTu3Ro7bpEkTqevDrFmz8O6779bIcYmIiIiIqtLYsWOlse779OlTqdm/yb5MmDBBGsZg0aJFePnll6v1eA8//DA2bNgAoGCC1eHDh1fr8Ug+bEFJRHYlIiICO3bswJdffilVptRqNV544QWZIyMiIiIiIqrbZs6cKfXK+/LLL6X5IqrDtWvXpDFDO3fujGHDhlXbsUh+TFASkV356aef0L9/f7z88svIzc0FUDBBVG3sNkRERERERFSXBAcHY9KkSQCAy5cvW02+VNU+/fRTmEwmAMDcuXNL7MpO9oEJSiKyS2q1Gi1atMBHH32Ejz76SO5wiIiIiIiI7MLHH38MIQSEEMXGjKxKX331lXSc+++/v9qOQ7UDx6AkIiIiIiIiIiIi2bAFJREREREREREREclGLXcARERERFS7mM1mxMTEwN3dneM9EREREVGlCSGQkZGBoKAgKJUlt5NkgpKIiIiIrMTExKBhw4Zyh0FEREREdiIqKgrBwcElrmeCkoiIiIisuLu7AyioSHp4eMgcDRERERHVVenp6WjYsKFUvywJE5REREREZKWwW7eHhwcTlERERER0y8oaNoiT5BAREREREREREZFsmKAkIiIiIiIiIiIi2TBBSXYrIiICCoUCCoUCffv2lTscIiIiIiIicjBnz57FqFGj0KZNG3h5ecHJyQl+fn7o378/VqxYUWz7q1evYuTIkQgMDIRWq0Xz5s3x2muvIT09vULHPX78OB5++GH4+vpCp9Ohbdu2mDt3LvLy8qy227NnD3r16gV3d3c0atQIM2bMQE5OjtU2YWFh0Ol0GDhwYMWfAKJyYoKSqtW7774rJQnHjh1rtc4ygVjWWAR10fr16zFq1Cg0a9bM6jwjIiJsbn/o0CEMGzYMQUFBcHJygouLCzp06IC3334bGRkZNRs8ERERERER3bLTp09j+fLluHjxIvR6PYxGI5KTk7Fjxw6MHDkSc+fOtdq2a9euWLFiBRISEpCXl4ewsDDMmzcPffr0Kfd14T///IOePXtiw4YNSElJgcFgwIULF/DGG2/goYcegslkAgBERkbigQceQFhYGDZt2oThw4djwYIFmDlzplV506dPh8lkwmeffVZlzwtRUUxQElWTpUuXYvny5QgPDy9z2507d+Luu+/GunXrEBsbC6PRiJycHISGhuLDDz/EgAEDIISogaiJiIiIiIioqvj4+OC5557Dr7/+in///Re///47evToIa1ftGiRdH/cuHHQ6/UAgOeffx7r169H7969AQCnTp3C+++/X+bxcnJyMG7cOKml5FtvvYU1a9agffv2AAqSl9988w0AYMuWLcjKysLjjz+OPn364O233wYArF69Wirv33//xZ9//omJEyeiTZs2t/JUEJWKs3gTVVJWVhZcXV1LXN+oUSOMHDkSPXv2xJtvvom0tLQSt/3iiy9gNBoBAP369cOrr76KsLAwTJ48Gfn5+Th06BBOnDiBkJCQqj4NIiIiIiIiqiYPPPAAHnjgAatlt912G7p06QIAUqvII0eO4OTJkwCANm3a4JtvvoFCoUC3bt3QoEEDCCHwww8/YM6cOXBycirxeBs3bkRMTAwAYODAgfjggw8AAEFBQVJi9JtvvsGECRNgMBgAABqNBgCg1WoBALm5uQAAo9GIKVOmwN/fH7Nmzbr1J4OoFGxBSbVO0bEjjx49invuuQcuLi6oV68e3nrrLZjNZqt9wsPDMWTIELi6uiIgIACTJ09GdnZ2icfIzMzEu+++i/bt28PZ2RkeHh7o27cvtmzZUmose/bsQY8ePeDs7IwJEyaUeh6LFi3CsmXL8NJLL0kf9CUp/JUMAKZNm4aBAwdi/Pjx6NSpk7S8MIFJREREREREdY/ZbEZMTAyWLFkiLbvnnnsAAPv27ZOW3XnnndIwaPXr10eTJk0AAKmpqTh37lypx7Asp2fPntL9rl27SonN0NBQpKamom/fvlAqldi4cSOSk5Pxyy+/AADuvfdeAMDixYtx7tw5zJ49G15eXpU8a6LyYQtKqtUuX76MPn36SIP05uTkYPbs2WjSpAn+97//AQBSUlLQp08fREVFAQCys7OxaNEi7Nq1y2aZer0ed999N86ePSsty83Nxe7du7F792589dVXeOmll4rtd+XKFQwcOFD6Nakq9e3bFzt27AAAfPrpp3BycsK1a9dw+vRpAEDbtm1x++23V/lxiYiIiIiIqPrdeeedOHz4sPRYoVBg8ODB+OGHHwDAaq6CwMBAq30DAgKkocPCw8PRuXPnEo9TUjlqtRo+Pj6Ij4+XtuvSpQuWLFmCGTNmwM/PD0BBcnLRokVISkrCrFmz0KVLFzz77LMACq69dTodXFxcKv4EEJWBLSipVouNjcXtt9+O9evXY9KkSdJyy1+c5s+fLyUnmzRpglWrVuGnn36SmrUX9eabb0rJyQceeACbN2/GL7/8gnr16gEApk6dKpVnKSYmBsHBwVi2bBn++usvDB06tKpOE6+++iqeffZZqFQq7NixAwMHDsRLL72E/Px8jB49Gjt37iy1GT8RERERERHVHUqlEmq1WuodmJWVJa0r7HJt67HldrZUtJz//e9/SE5ORnh4ONLS0rBt2zYEBgbirbfeQlpaGhYtWoQzZ86gY8eO8PX1hbu7O4YMGYKkpKQKnjFR6diCkmo1jUaDNWvWIDAwEA8++CC+//57ZGdn4+rVq9I269evl+5/9dVX0vge+fn5eO6556zKM5vNWLFihVT2tGnToNVq4eHhgWHDhmHx4sXIy8vD77//junTp1vtq1QqsWnTJrRq1apazrNVq1bw8vJCcnKy1bp//vkHjz76KB566KEqPy4RERERERFVv2+//RapqamIiorC119/jQMHDuDPP/9EdHQ0jh49ajW/QeHYkIUKJ7wBUOo8CEXXl7cclUoldSMHCibk+e677zBixAh069YNbdq0QUREBN5//31cvHgRK1aswKRJk6Rra6KqwAQlVavCcTMAFJuF2vKx5XaWWrduLTVLVyqV8Pb2RnZ2ttWEM2FhYdL9bt26Sfe7d+9erLykpCSkpqYCKPhwLhxbo6gLFy4UW3bbbbdVS3ISAN577z289957AIBJkybhww8/RFhYGAYOHIi4uDg8+uijuHTpktWXBhEREREREdUNHTt2lO4PGzYMvr6+yM3NxbFjx3D58mWra73CbtiF4uLipPtNmzYt9TgllWM0Gq0aw5R2bTl58mTodDrMmzcPhw8fRnh4OHr16oW3334bWVlZ+OOPP7BmzRqYTCaoVKpS4yEqL3bxpmrl7u4u3S/aBNzyseV2lry9va0eq9Xlz6mXlPQsD1vN5ouOA1KVvvvuO+n+m2++CXd3d3Tq1AnDhg0DUJBM/euvv6rt+ERERERERFT1CudTKMryejUtLQ133XWX9PjgwYNSg54bN24gMjISQMH1cbt27Uo9nmU5Bw4ckO4fPXpUmni1ffv2xa61C61atQp79uzBzJkzERwcLCVHGzduDKCg5aWfnx/y8vKQkpJSaixEFcEEJVUryxaHBw4cQGZmpvR469at0v3WrVtX+hjNmjWT7h87dky6bzkAcSE/Pz/pg9jNzQ0ZGRkQQljdTCYTli5dWmzfW0l4lsUyWWv5HGVkZNhcTkRERERERLVf165d8eyzz2Lp0qXYvn07Vq5ciYEDB0qJS2dnZ7Rp0wbdu3dHly5dAACXLl3CCy+8gA0bNuCpp56SkpXPPvusNDdBREQEFAoFFAoF+vbtKx3voYceQlBQEICC4cLefPNNrF271mr4sxdffNFmrNnZ2XjllVfQpEkTzJgxA8B/LS0TExMBFLTETE1NhYuLizSxDlFVYBdvqlb9+vWDr68vkpOTkZaWhjvvvBMPP/wwYmJi8Ouvv0rbPfroo5U+xpAhQ6Qu2RMnTsRHH32E3NxcvPnmm8W2VSqVGDFiBBYvXozMzEwMGDAAkyZNgp+fH6KjoxEaGoq1a9fixx9/tPqQr4xjx45JM6hZjv2xZcsW+Pv7w9XVFYMGDQIAtGvXDidPngQAPP/885g+fTrCwsKwevVqab/SZmojIiIiIiKi2icrKws//vgjfvzxR5vrP/nkE6lHYeF1qF6vx3fffWfV065z58545513yjyes7Mzli5dioceegh5eXmYM2eO1foBAwaUmKD8+OOPERUVhTVr1kCn0wEoSLB26dIFu3fvxvr163HmzBnk5ORgypQp1dqIhxyQIKpmq1atEiqVSgCweevevbvIycmRtg8PD5fW9enTx6qsxo0bS+sKJSUliQYNGhQr97bbbrNZTmpqqujQoUOJ8QAQO3fuLDOWsowZM6bUYzRu3FjaduPGjaU+R/379xdms7lCxyciIqosvV4vAAi9Xi93KERERHXaF198IQYMGCCCg4OFVqsVGo1GNGnSRIwYMULs2bOn2PaXL18WTz31lAgICBAajUY0bdpUvPrqq8W+k8u6Vj127Jh46KGHhLe3t9BqtaJNmzZizpw5wmAw2IwzIiJCODs7i379+hVbFxUVJYYOHSq8vb1FgwYNxNSpU62u4YlKU956JVtQUrV7/PHH0bhxYyxYsAD79+9HQkICdDodWrZsiUcffRRTpkyRfp2pDF9fX+zZsweTJ0/Gjh07oNPpMHz4cEyYMMFmq0MvLy8cPHgQCxcuxB9//IHLly9DoVCgQYMG6NSpE4YPH44777zzFs644h588EHs3r0bn3zyCQ4dOoSkpCRoNBrcdtttePzxxzFt2jT+OkVERERERFTHTJw4ERMnTiz39rfddhuWL19e5nZNmjQpNhGtpZCQEGzYsKHcx23cuDGys7NtrgsODsa6devKXRZRZShEaa9oIiIiInI46enp8PT0hF6vh4eHh9zhEBEREVEdVd56JSfJISIiIiIiIiIiItkwQUlERERUh3z99dfo2LEjPDw84OHhgR49emDLli3S+tzcXEyYMAG+vr5wc3PD8OHDER8fL2PERERERESlY4KSiIiIqA4JDg7GRx99hOPHj+PYsWPo168fHn74YZw7dw4AMHXqVGzcuBGrV6/G7t27ERMTg2HDhskcNRERERFRyTgGJREREVEd5+Pjg/nz5+PRRx+Fv78/VqxYgUcffRQAcPHiRbRp0wYHDx4s9yRwHIOSiIiIiKoCx6AkIiIisnMmkwm//fYbsrKy0KNHDxw/fhz5+fm49957pW1at26NRo0a4eDBgyWWYzAYkJ6ebnUjIiIiIqoparkDICIiIqKKOXv2LHr06IHc3Fy4ublh3bp1aNu2LU6dOgWNRgMvLy+r7QMDAxEXF1dieXPnzsV7771XzVETEVF16LfhN7lDIKJaaseQJ+UOodzYgpKIiIiojmnVqhVOnTqFw4cPY/z48RgzZgzOnz9f6fJmzpwJvV4v3aKioqowWiIiIiKi0rEFJREREVEdo9Fo0KJFCwBASEgIjh49is8//xxPPPEE8vLykJaWZtWKMj4+HvXq1SuxPK1WC61WW91hExERERHZxBaURERERHWc2WyGwWBASEgInJycsH37dmndpUuXEBkZiR49esgYIRERERFRydiCkoiIiKgOmTlzJgYNGoRGjRohIyMDK1aswK5du7B161Z4enri2WefxbRp0+Dj4wMPDw+8/PLL6NGjR7ln8CYiIiIiqmlMUBIRERHVIQkJCRg9ejRiY2Ph6emJjh07YuvWrbjvvvsAAAsXLoRSqcTw4cNhMBgwcOBALF68WOaoiYiIiIhKphBCCLmDIKJaRJgBYQLMpv/ui5v3VRrAyU3uCImIqJqlp6fD09MTer0eHh4ecodDRESl4CzeRFSS2jCLd3nrlWxBSWSv8jMBQxpg0AN5aQX38/Q3l9l4XHjfmFVymS1HAT3nVnvoREREREREROQ4mKAkqqvyMoCMSCAzEsiMAjKjgYyom49vlJ5oJCIiIiIiIiKqJZigJKrNzMaCJGT6NUAfBqSHAfprQHo4kJMgd3RERERERERERLeMCUqi2kKIgsRj0qmCW+IpIPU8YDLIHBgRERERERERUfVhgpJILtnxFsnI00DymYJxIImIiIiIiIiIHAgTlEQ1IS8DSDp983aq4JYdJ3dURERERERERESyY4KSqDqYjUDiCSBmDxCztyAxKUxyR0VEREREREREVOswQUlUVbLjgetbgJjdQNwhID9T7oiIiIiIiIiIiGo9JiiJqkrqReDw23JHQURERERERERUpyjlDoDIbtS7E1A7yx0FEREREREREVGdwgQlUVVRaSECe8gdBRERERERERFRncIu3kS3KDsrA/HR4YiNugZNhAFdneSOiIiIiIiIiIio7mCCkqiCjPn5SIiNRFx0GCKvnceN61eQmZ4Ks8mEQA+ga2O5IyQiIiIiIiIiqjuYoCSqoH83/IJzx/chLy8HKrUT3Ny9Ub9hc6idNACADPNZuCvTZY6SiIiIiIiIiKhuYIKSqIIUAAyGHDRu0Q4KhaLY+hhzQ7RSnqv5wIiIiIiIiIiI6iBOkkNUQcFNW0GhUEAIYXN9rLlRDUdERERERERERFR3MUFJVEH1GzaHi6s7sjNtd+OON9eHUahqOCoiIiIiIiIiorqJCUqiCvL2qwe/esHI0KfYXG+CExLN9Ws4KiIiIiIiIiKiuokJSqIKUigUaN66Mwy5WSVuE2NuWIMRERERERERERHVXUxQElVC/YbNoVZrkGfItbk+lglKIiIiIiIiIqJy4SzeRJVQL7gZPLx8kZmeCh//4t2504U3Ms3ucFNmyBBdzbiQqcfV7EwoASgVCiiggFqhgLNKBWeVCi5KNVxUKrioCv46K1U2Zz0nIiIiIiIiIsfGBCVRJWh1zmjcoh3OHNllM0EJFLSivE15voYjqzn/JMXhxxth5d5eAUCnVMFFpYKH2gm+Tlr4arTwc9Lc/KuFn+bmzUkLbycNlExoEhEREREREdk9JiiJKqlh09Y4dWgHzGYzlMrioyXEmBviNthvgrKiBIAcswk5ZhOS8/MQnlPyGJ4AoIICgVodGupc0FDngkbOLmikc0VD54LHWiVnSiciIiIiIiKyB0xQElVS/UbN4OzqjpysDLi6exZbH29uAJNQQqUwyxBd3WeCQIwhBzGGHBzWJ1utUwAI0OikpOVtru5o7eqBVq7ucFHxY42IiIiIiIioLuGVPFEl+fgHwTegPhLjom0mKI1wQqK5HuqpYmSIzr4JAPF5uYjPy8VRfYq0XAkgWOeC1q4eaO3mUfDX1QO+Gq1ssRIRERERERFR6ZigJKokhUKB5q07Izr8UonbxJgb2VWCMiMnC2lxcVAqlcjOzZE7nGLMACJzsxGZm41/kuOk5X5OWrR180AXD2+EePigrZsnnGx0yyciIiIiIiKimscEJdEtqN+oBVRqNfLzDHCy0Uov1twQwKGaD6yanDh/AcsPfAMFFIhq3hBobHuCoNomKd+APamJ2JOaCADQKZVo7+aF2z28EeLpg47uXuwaTkRERERERCQTXpET3YL6DZvB3dMXmemp8ParV2y9XvggS7jCVVH6hDB1hbNOi0AfHwgBJGg0codTablmM46lp+BYegoQfQ1qhQKtXD0Q4uGDO7180dXTh5PwEBEREREREdUQJiiJboHO2RWNmrVB6Im9UoIyUauDUCgQcLMLdKypIVqoL8oZZpVRq9Rw0TkDALQaJ5mjqTpGIXAuU49zmXr8EhMOnVKFbp4+uNvbH3d7ByDo5jkTERERERERUdVjgpLoFgU2a40tUVdxPqghwtw9ka7R4jZ9KoZFhgEAYswN0QL2kaB0FLlmE/amJmJvaiKA82jm7Iq7vANwl7c/bvfw5viVRERERERERFWICUqiSsg1mbA3NQH/JMVhjzEXuT37W62/7uYBEwAVgDhzMMxCCaXCLEusdOvCcrIQlhOOX2LC4apSoZeXPwb41cPd3gHQqdgVnIiIiIiIiOhWMEFJVE65JhP2pSZia1Is9qYmIsdsKnHbPJUKN1zd0CgrE0ZokCgCEaiIrcFoqbpkmUz4JzkO/yTHwUWpQl+fAAz0q49e3v5sWUlERERERERUCUxQEpXCcLOr7z9JcdibkoDsUpKSRYW5eaJRViaAgnEoA5VMUNqbbLMJfyXF4q+kWLir1LjHNxD3+9XHHV6+UCuYrCQiIiIiIiIqDyYoiWw4k5GGP+Oj8XdSDLJM5U9KWgpz90Df+BsACsah7IwjVRki1TIZJiM2JNzAhoQb8FY7ob9vPTwcGIyO7l5yh0ZERERERERUqzFBSXRTWn4eNiXewLr4aFzNzrzl8hKdXZChdoK7MR9pwg/ZwgUuiuwqiJRqu1RjPv6Ij8If8VFo7uKGoQHBeDAgCD5OWrlDIyIiIiIiIqp1mKAkh2YWAofSkrAuPho7U+KRL0SVlh/u7oGOqckAgFhTMJqrL1dp+VT7XcvOxIKIi/j8+iXc4xOIR+s1xB2evlAoFHKHRkRERERERFQrMEFJDikpz4A/4iKxPuEGYgw51XacMHfP/xKU5kZoDiYoHZVRCGxLjsO25Dg00rlgWGBDPBzYgK0qiYiIiIiIyOExQUkO5VJWOpbFRGBLYkyVt5a0JcLNHWYASgCx5mCYhQJKRfUfl2q3yNxsfHb9EhZHXsEg//p4OqgpbnN1lzssIiIiIiIiIlkwQUl2TwiBPamJWBYTgSP65Bo9tkGlRoyLK4Kzs5APLZJFAPwV8TUaA9VeecKM9Qk3sD7hBnp6+WF0g6bo4eUnd1hERERERERENYoJSrJbOSYTNiZEY3nsdUTkZMkWR5i7J4KzC44fY2oEfyUTlFTcgbQkHEhLQksXdzzdoAkG+QXBSamUOywiIiIiIiKiaserX7I7qfl5+OL6ZQw8thOzw87LmpwEgDB3D+l+rLmhjJFQXXA5OwNvXzmLQcd34Yfoa0g35ssdEhEREREREVG1YgtKshup+Xn46UYYVsVGIsdskjscSbzOBVlqNVyNRqQIP+QIZzgrqm9iHrIPiXkGLLp+Gd9HXcOT9RtjTIOm8HLSyB0WERERERERUZVjgpLqvNqamJQoFAh380D7tBQACsSZg9FUdUXuqKiOyDab8OONMKyKu46n6jfB6AZN4aF2kjssIiIiIiIioirDLt5UZ6Xm52FhxEUMOrYLP90Ir53JyZvC3D2l+zEmdvOmissymfBd9DU8cGwXvo68ggx2/SYiIiIiIiI7wRaUVOfU+haTNkS4eUAAUKBgHEqzUECpEHKHRXVQhsmIb6KuYkXsdTwd1AQj6zeBq5of5URERERERFR3sQUl1RkGswk/RF/D4OO1v8VkUTlqNWKcXQEAedAhRfjLHBHVdenGfHwVeQUPHN+FpdFhyKtD7wciIiIiIiIiS0xQUq0nhMBfiTF4+MQeLLp+GVmmupmICeds3lQN0oz5+Oz6JQw9sRf/JMXKHQ4RERERERFRhTFBSbXaifQUjDpzEDMvn0asIVfucG4Jx6Gk6nTDkINXLp3CuLOHcD5TL3c4REREREREROXGgcuoVorOzcbCiIv4Nzle7lCqTJyzC7JVKriYTEgWAcgVOugUdTvpSrXPifRUPHX6AB70b4BJjVsiQKuTOyQiIiIiIiKiUrEFJdUqGcZ8fBJ+AUNP7LGr5CQACIUCEW6F3bwViDM3kDUesl8CwMbEGxhyYg++ibyC3Do6LAIRERERERE5BiYoqdb4OzEWj5zYi19jIpAv7HOGa8tu3rGmRjJGQo4gx2zC11FXMeTEHmzj+JRERERERERUS7GLN8kuOjcbc8POY19qotyhVLtwNw8IAAoAMeaGEAJQKOSOiuxdfF4uZlw6hb6JMXijWVsEap3lDomIiIiIiIhIwhaUJBujMOOH6GsYfnKvQyQnASDbyQlxzi4AAAOckSr8ZI6IHMmulAQ8cnIvlsdEwGynrZSJiIiIiIio7mGCkmRxOj0VT546gEXXLyPXbJY7nBoVLo1DWdCKkqgmZZlMmBd+AU+fOYhLWelyh0NERERERETEBCXVrHRjPj64GooxZw/hSnaG3OHIwnocSiYoSR6hmXo8dfoAFkZc5CQ6REREREREJCsmKKnGHEhNxPCTe/FHfBQcuXNpjIsrcpUqAECSCESe0MgcETkqoxD46UY4hp/ai8NpyXKHQ0RERERERA6KCUqqdjkmE+ZcO4eXzh9DQp5B7nBkJxQKhLsXdPMWUCLOHCxzROToonNz8MK5I5gfdgEGM1tTEhERERERUc1igpKq1dmMNDxxah9WxUU6dKvJosI4DiXVMgLAstgIjDh9gGNTEhERERERUY1igpKqhVGY8dX1yxh95iCu52bLHU6tE+HuISVsOQ4l1SbXsjMx8vQBLI0O40zfREREREREVCOYoKQqF5adiVGnD+Db6GtwrPm5yy/TSYMEnTMAIAeuSDX7yBwR0X/yhcBn1y/hf6GHEZObI3c4REREREREZOeYoKQqtTL2Op44tQ8Xshxzhu6KKByHEgBizI1kjITItuPpqXjs1D5sTLghdyhERERERERkx5igpCqRbszH1AvH8VHYeeSxW2i5hLl5SvdjOQ4l1VKZJiPeunIGMy+dQrbJKHc4REREREREZIeYoKRbdi5Dj8dP7MWOlAS5Q6lTbri6waAseAsmmgORL5xkjoioZH8lxWLk6YMIz86UOxQiIiIiIiKyM0xQ0i1ZGROB0WcOIDbfIHcodY5ZoUDEzdm8BVSIMzeQOSKi0oXlZOKp0wfwd2Ks3KEQERERERGRHWGCkiol22TE9PPH8FH4BbDTZ+WFWY1DyW7eVPtlm0147fIpfBx2HvlmToNFREREREREt44JSqqwiOxMPHZsN/5NTZQ7lDov3HIcShMnyqG6Y0XsdTwbehjxhly5QyEiIiIiIqI6jglKqpBtCTF4/MReRBvz5A7FLmRoNEjU6gAA2XBDmtlb5oiIyu90RhqeOL0fh9OS5A6FiIiIiIiI6jAmKKncvrhyDjMun4JBIXck9iXMnbN5U92Vmp+HF88dxc83wuUOhYiIiIiIiOooJiipTPlmMyYe34fvEyIBBbOTVS2c41BSHWcG8GnERbx/NRRGwXEpiYiIiIiIqGKYoKRSJeXm4NGD/2JvbobcoditaBc35CkL3oqJ5vrIF2qZIyKqnDXxUZhw7hjSjflyh0JERERERER1CBOUVKJTSfF45PAORMAkdyh2zaRU4rqrOwDADBXizQ1kjoio8g7pkzH6zEFE52bLHQoRERERERHVEUxQkk1rrl7Es+ePIV3Nl0hN4DiUZE/Cc7Iw6vQBnEhPkTsUIiIiIiIiqgOYfaJiPjp5CB/EhcGo4sujpnAcSrI3qcZ8vBB6FJsSbsgdCpFdmTt3Lrp16wZ3d3cEBARg6NChuHTpktU2ffv2hUKhsLq9+OKLMkVMRERERFQ2ZqBIYjabMXn/dqzMToXgZDg1Sq/RIlmrBQBkCQ+kmz3L2IOo9ssTZrx55QwWR16ROxQiu7F7925MmDABhw4dwrZt25Cfn48BAwYgKyvLarvnnnsOsbGx0m3evHkyRUxEREREVDbOxkEAgKzcXLx4cAfOaJiYlEuYmyd8DQkAClpReij1MkdEVDWWRF1FSr4BbzRrByV//CC6JX///bfV459++gkBAQE4fvw4evfuLS13cXFBvXr1ajo8IiIiIqJKYQtKQnxaGp7au5XJSZmFWXTz5jiUZG9Wx0XhtUunkG82yx0KkV3R6wt+zPLx8bFavnz5cvj5+aF9+/aYOXMmsrNLn7jKYDAgPT3d6kZEREREVFPYgtLBXYqJxsSzR5HgppM7FIcX5eqOfIUCTkIg3hwEo1BDrTDKHRZRlfknOQ7p5/OxsM3tcFHx64foVpnNZkyZMgW9evVC+/btpeVPPfUUGjdujKCgIJw5cwavvfYaLl26hLVr15ZY1ty5c/Hee+/VRNhERERERMXwCtGB7b90Aa9HXEC6m7PcoRAAk1KJSDd3NM9IhxlqJJjrI0gVJXdYRFXqkD4ZL5w7iq/adoWH2knucIjqtAkTJiA0NBT79u2zWv78889L9zt06ID69eujf//+uHbtGpo3b26zrJkzZ2LatGnS4/T0dDRsyNb8RERERFQz2MXbAQkhsOH4EUyPZHKytglz+29yHMvZvAcvTIJiXLR0uxibX+GySyvDZBaYvTEdzV+NhesLN9BlVjw2nMwpVsaPmy/jjf89j9OHj1T4+ESFzmSk4X+hh5GcZ5A7FKI6a+LEidi0aRN27tyJ4ODgUre94447AABXr14tcRutVgsPDw+rGxERERFRTWGC0sEIIbDywD58kBqDHBcmJ2ubcKtxKBsBAJYfzMZfZ3Jvqdyyyvh8WybeWpuO7s00+PcVP+QZBYZ9mYzjEXnSNjdSTfhx82U0vq0FOt3R/ZbiIbqUlYFnQg8j3lA8EU5EJRNCYOLEiVi3bh127NiBpk2blrnPqVOnAAD169ev5uiIiIiIiCqHCUoHYjKZsHTndnyam4w8Z63c4ZANqVodUjUF/5sM4YkIvQumrEiDQgFoKjkgQ1KGqcwyVh8tSBK9OsgdPVpo8WxvV5jMwNrj/yWPXvtdD0OeCQ8++UTlAiEqIiInC2PPHkYsk5RE5TZhwgQsW7YMK1asgLu7O+Li4hAXF4ecnIL30bVr1/DBBx/g+PHjiIiIwIYNGzB69Gj07t0bHTt2lDl6IiIiIiLbmKB0EPlGI77dthWLzRnI1zE5WZtZzuY9aWUGkjLNeK63K+p7qipV3pQV+jLLMOQLAIBGXTCTu/bm39ybyw9cMWD5oWw8fHdjNGjcuFJxENkSY8jBc6FHEG+4tVbCRI7i66+/hl6vR9++fVG/fn3ptmrVKgCARqPBv//+iwEDBqB169aYPn06hg8fjo0bN8ocORERERFRyThJjgPINRiw5J+/8KtOIN+Z3bpruzA3T4QkJ+L0uSvYeDgWQV5KzHvcE1tDK57A+ftsLpYfyi6zjP5ttTgZmY9lB7Lx5kPuWH00GwBwb1stzGaBSSvS4OmswIRhbcDRJ6mqReVm4/lzR/BD+zvgp+EPKESlEUKUur5hw4bYvXt3DUVDRERERFQ12ILSzmVkZ2HRxj/xq1Ygn2NO1glRbm7INOThxxUbAABfPu0LT5eKv1Uzc8148edUAMDip71LLWPWwx54rJszPt6SAffxMTgclocPh3lgUEdnLN2XjeMR+Xh3qAe83bUQQiBDry/zIpmoIiJysvBc6BGk5HPiHCIiIiIiIkfDFpR2LDU9HV9u3oANvs7Id2Vysq7IV6rw01+7kZSShjtub4c7O7kDiK5wOW+uScf1ZBMe6+aMh28v/f/vplPi95d8kWUwIyHdjGBvFZzUCuizzXhjjR5tgtSY2N8Nr2+7hi/WTUKewQC1Tgf/50fD//GhlTtRoiLCcjLxQuhRfN++OzydNHKHQ0RERERERDWELSjtVGp6OhZtWIcNPs7Ic3WROxyqgNzrUTj07164ujhjzBMPItbcsMJlXIzNx5fbM+HtqsAXI73KvZ+rVomm/mo43RyD8v0N6UhIN+OzEV7YccGABb+Fws3DHUOfHgWtlwdiF32LjCMnKhwfUUkuZ2fghXNHkW7MlzsUIiIiIiIiqiFsQWmH0jIy8NWGddjs74o8NyYn6xpjciqEWSArOwcvvfaxzW3avBGPTg2dcOr9QJvr4/QmmAWQmiVQb0pspcq4FJuPL/7NxJDOOgxor8MzP6QAAPoMGoRuve9GtIczjn31HdK274F799srcaZEtl3ISsf4c0expF03uKmd5A6HiIiIiIiIqhlbUNoZfWYmlqxfi01eOhjcXOUOh+qwKSvToFQAn47wAgDE6c0AAC9fXwCAa4A/AMCYkipLfGTfQjP1mHjhOAxmk9yhEBERERERUTVjC0o7kp6Vhe/+XIsNLirkeHvIHQ5VkiY4CPUnPY/WaSlokJ0FAGikuoavN11BalbBxDQzB7ujXYOClmVjv0/Bz/sLZt3e+Zof+rbWoUWAGgtHeBYr+/0N6TbLKGrTqRz8fdaA1x9wR/OAgo+JJn4qAEBWZgYAwKBPL4g3MKBKzpuoqJPpqZh5+TQ+adUFSoVC7nCIiIiIiIiomjBBaScysrPw459rsVFtRGZgfbnDoVugCfCD/+ND4Z2ehkHXrwEAGiiDsPzfa0jNKmhNNrqXC1rXL7nra7CPGlMGuBdb/tk/mWWWkWcUmPabHvW9lHjzof/K+F9vVyzZlYWD23fCx88PVzZvBZRK+Ay5/5bOl6g025Pj8XH4Bcxs1lbuUIiIiIiIiKiasIu3HShITq7DxvwspDVkctJeRLq6w3Sz1Vi8uUGNHfezfzJxJd6Ijx71hJvuv4+I25to8MnE7sjPy8MPCxbCaDCg8ew34dyyeY3FRo7pt9jrWBodJncYREREREREVE0UQgghdxBUeVk5Ofhx/Vps1icjtv1tcodDVezJsMtonFXQpbqf00bUU8XIGs8Jcwi2isEAgNP+Hrjgy6EEqGYoAMxp2QkP+AfJHQqRQ0hPT4enpyf0ej08PPhZT0RUm/Xb8JvcIRBRLbVjyJNyh1DueiVbUNZhhrw8LNu8EVsTYhHbroXc4VA1CHP/780ba24oYyRE8hIA3rlyBofTkuQOhYiIiIiIiKoYE5R1lMlkwh///oO/I67hRpc2ACeQsEth7v9NdBPDBCU5uHwhMO3iSVzKSpc7FCIiIiIiIqpCTFDWQUIIbNqzGxtPHkdU1/YwK/lvtFdJOmekqwsmstELX2QLV5kjIpJXpsmICeePIc6QI3coREREREREVEWY2aqDdh47gnX7diOqWwfkO3Eidntn1YrSxFaURIl5Bky9cAIGs0nuUIiIiIiIiKgKMEFZxxwJPYtVW7cismNrZLo6yx0O1YBwjkNJVMz5rHS8dzVU7jCIiIiIiIioCjBBWYecD7uGZZs3IapJfST7eckdDtWQCDcPmG/ejzM3gFnwbUsEAJsTY/DLjXC5wyAiIiIiIqJbxExHHRERE4OfNvyJKDctbjRpIHc4VIPyVCrccHEDAORDiyQRIHNERLXHZxGXcIgzexMREREREdVpTFDWAclpaVi6fh3CDTmI7NiKM3Y7oDCLbt4ch5LoPyYIvHrpFKJzs+UOhYiIiIiIiCqJCcpaLseQi2V/bcLFuFhEd+8EI2fsdkiWE+XEmhvJGAlR7aM35mPKhRPINhnlDoWIiIiIiIgqgdmuWsxsNmPt9u04HBqKpB5dkK3hjN2OKsHZBZnqgv9/qvBFjnCROSKi2uVKdgbeuXJW7jCIiIiIiIioEpigrMV2HjuKfw8dgKFzGyS5MyHl6P5rRalArDlY1liIaqNtyXFYGh0mdxhERERERERUQUxQ1lJnr1zBmn//QX69AFwL8pc7HKoFwt04DiVRWb6MvIwzGWlyh0FEREREREQVwARlLXQjIQHL/9qEDLMZV9s2g+CkOAQgws0D5pv348zBMAu+LoiKMgqB1y+dQoYxX+5QiIiIiIiIqJyYoKxlMrKzsGzTRkQlxCOhawfkOHHcSSqQq1YjxsUVAJAHHZJFgMwREdVONww5eP9qqNxhEBERERERUTkxQVmLGI1G/Pb3Fpy5ehno0gFx7s5yh0S1jNVs3uzmTVSif5LjsCYuSu4wiIiIiIiIqByYoKxFth85jL0njsOjeVOcq+ctdzhUC1mNQ2lmgpKoNPPCz+NadobcYRAREREREVEZmKCsJS5FhGPj7l1w9fTCqeYNOO4k2RTn7IIsVUG3/xThj1yhkzkiotor12zGq5dOwWA2yR0KERERERERlYIJylogLSMDv/29BZnZ2Yhq3wLZHHeSSqJQINy9sBWlArHmYFnDIartrmZnYn74BbnDICIiIiIiolIwQSkzk8mEP7b9g8vXr0PTtiWiPFzkDolquf8SlECsqZGMkRDVDavjorArJV7uMIiIiIiIiKgETFDKbPeJY9h78jgCGwbjVJCv3OFQHRDu5gFx836sORhmweEAiMry4dVzSDfmyx0GERERERER2cAEpYyuRUVi3Y7tcHN2waVmQTCoVXKHRHVAjtoJsc4FLW0NcEaq8JM5IqLaLzHfgHlh7OpNRERERERUGzFBKZOM7Cys/HsL9BkZMLVojGh3du2m8gtz95TuczZvovLZmHgDe1MS5A6DiIiIiIiIimCCUgZCCKzd/i8uhIehQZPGOB7oLXdIVMeEWY1DyQQlUXm9fy0UGezqTUREREREVKswQSmDY+fOYfexYwgOCMTp4ADksWs3VVCcsytyVAWvmyQRCIPQyhwRUd2QkGfgrN5ERERERES1DBOUNSxFr8faHf9CqVQgrUEAbrg7yx0S1UFCoUC4W2ErSgXizMGyxkNUl6xPuIH9qYlyh0FEREREREQ3MUFZg8xmM9bt2I7rsTGoFxyME4FecodEdVi45TiU7OZNVCHvXw1FJrt6ExERERER1QpMUNago+dCsf/USTSqVx9n6vsgT8Wu3VR5YW4eEDfvx5obQohSNyciC3F5ufjs+iW5wyAiIiIiIiIwQVljktPS8OeO7VCplMgN8MV1T1e5Q6I6LtvJCfG6gtnfc+GCVOEnc0REdcuauCicz9TLHQYREREREZHDY4KyBhR27Y6Mi0PD+kE4zq7dVEWsZvPmOJREFWIGMOfaOQg2PyYiIiIiIpIVE5Q14EjoWew/fRKN6tXDZX9PpGud5A6J7ESY1TiUjWSMhKhuOpupx7qEaLnDICIiIiIicmhMUFazpNRUrNuxHU4qNVRenjjv6y53SGRHYlxckassGMs0SQQiT2hkjoio7ll0/TLSOWEOERERERGRbJigrEZCCGzcswvR8XFoXL8+TgZ4wqTkU05VRygUiHArSHoLKBFnbiBzRER1T2p+Hr68flnuMIiIiIiIiBwWs2XV6MyVy9h/6iSCA+shwc0Z0R4ucodEdsiqm7eZ3byJKuOPuChczEyXOwwiIiIiIiKHxARlNcnOzcWGXTthNpvh4e6OE5wYh6pJuOVEOaaGMkZCVHeZIDA3jBPmEBERERERyYEJymqy48hhXIwIR+P6Qbjq5cqJcajaZDppkKBzBgDkwBWpZh+ZIyKqm05lpGFj4g25wyAiIiIiInI4TFBWg+j4ePxz8AB8PT2h0Gpwzs+j7J2IbkGYm0UrSjNbURJV1pfXr8BgNskdBhERERERkUNhgrKKmc1mbNq7G8n6NNTz9cNFH3cY1Cq5wyI7Zz0OJROURJUVn5eLlTHX5Q6DiIiIiIjIoTBBWcVOXb6EI2fPolG9+shVq3DJx03ukMgB3HBxheHmDPGJ5nrIFxxSgKiyfrgRhnRjvtxhEBEREREROQwmKKtQdm4uNu3ZBQDwcHXFOT8PGJV8iqn6mZVKXL/ZzVtAhThzA5kjIqq70o35WBodJncYREREREREDoPZsyq098RxXIqIQOP69ZHupMY1L1e5QyIHwnEoiarOitgIJBhy5Q6DiIiIiIjIITBBWUVS9HpsO3QQXm7u0Dg54Yy/B4RCIXdY5ECsxqE0MUFJdCtyzWZ8E3VV7jCIiIiIiIgcAhOUVWTHkcOISUxAfX9/JOs0iPZwkTskcjAZGg0StToAQDbcoTd7yRsQUR23PiEaETlZcodBRERERERk95igrAI3EhKw+/gxBHj7QKVU4rS/R9k7EVWDcPf/Xnsx5kYyRkJU9xmFwJfXL8sdBhERERERkd1jgvIWCSGw7dABpKTrEeDjgwRnDRJcdXKHRQ7Ksps3x6EkunXbkuNwPlMvdxhERERERER2jQnKW3QtKgqHzpxBkJ8/FAoFzvuy9STJJ9rFDXmKgrd1grk+8oVa5oiI6r5vORYlERERERFRtWKC8haYzWb8fWA/snKy4e3hgRSdE+Lc2HqS5GNSKhHp5g4AMEOFBHOQzBER1X27UhJwOStd7jCIiIiIiIjsFhOUt+Ds1Ss4efECGgbWg0KhwDm2nqRaIMxqHEp28ya6VQLAd1HX5A6DiIiIiIjIbjFBWUn5RiO2HtgPk9kEd1dXpGnUuMHWk1QLWI5DyYlyiKrGv8lxCM/OlDsMIiIiIiIiu8QEZSWdvnQR58OuoVFgPQAoGHtSoZA5KiJAr9EiWaMFAGQJD6SbPcvYg4jKYgbw440wucMgIiIiIiKyS0xQVoLRaMSOo0eggALOOh0ynNSI8nCWOywiSThn8yaqcn8lxiDekCN3GERERERERHaHCcpKOHv1Ki6EhyE4MAAAcN7XHYKtJ6kW4TiURFXPKAR+iYmQOwwiololJSUFM2fORJ8+feDi4gKFQgGFQoGxY8cW21YIgSVLlqBbt25wdXWFm5sb7rzzTixbtqxCx8zJycGHH36Izp07w83NDU5OTqhXrx4eeugh7Ny502rbPXv2oFevXnB3d0ejRo0wY8YM5ORY/9gUFhYGnU6HgQMHVvj8iYiIqGqo5Q6grjGbzdh59DDMZjNcdM7IUStx3dNF7rCIrES5uiNfoYCTEEgwB8EoVFArTHKHRVTnrY2LwvPBzeHppJE7FCKiWiEyMhIfffRRubYdO3YsfvnlF6tlhw8fxuHDh3H+/HnMmTOnXOUMGTIE//77r9Wy+Ph4bNq0CX/99Rc2bNiAwYMHIzIyEg888ADc3d2xadMm/Pnnn1iwYAGMRiM+++wzad/p06fDZDJZLSMiIqKaxRaUFXQ+7BrOXbuK4IBAAMAVLzeY2XqSahmjUolIV3cAgAlqJJjryxwRkX3INpuwOi5K7jCIiGoNjUaD3r174/XXX8czzzxT4nY7duyQkpOBgYFYsWIFVq1ahaCgIADARx99hKNHj5Z5vDNnzkjJSScnJ3z11VfYunUr+vXrB6CgMcE333wDANiyZQuysrLw+OOPo0+fPnj77bcBAKtXr5bK+/fff/Hnn39i4sSJaNOmTSWeASIiIqoKTFBWgBACO48dgdFogpuLC0wK4JqXq9xhEdlkPQ4lZ/Mmqiqr4yJhEkLuMIiIaoW2bdti9+7dmDt3Lrp161bidlu2bJHujx8/HiNGjMDjjz+OSZMmASioZ3/77bdlHk+v10v3O3XqhJdeegkDBgzAtGnTpOVGoxEAYDAYABQkUQFAqy2YRDA3N1fabsqUKfD398esWbPKdb5ERERUPZigrIBLERE4c/kygvz9AQCR7i4wqFUyR0VkG8ehJKoecXm52JkSL3cYRER1imVi0dXV1eb9/fv3l1lOp06d4OXlBQA4ffo0vv76a/zzzz/49NNPpW1GjRoFAOjbty+USiU2btyI5ORkqQXnvffeCwBYvHgxzp07h9mzZ0tlEhERkTyYoCynwtaTuYY8eLi5AQCueLvJHBVRyVK1OqTebDGQIbyQaXaXOSIi+7EqNlLuEIiI6pRWrVpJ95ctW4bo6GjExMTg559/lpZHRZU9hIaHhwfWrVuHJk2aID8/Hy+99BIGDhyIHTt2oHHjxli1ahVGjhwJAOjYsSOWLFmCuLg4+Pn54aWXXsK9996LRYsWISkpCbNmzUKXLl3w7LPPAiiY8Cc7O7uKz5yIiIjKgwnKcroWFYVTFy9KrSeTdRqkOHOSBKrdwt3+6+bNVpREVeeIPhlh2Zlyh0FEVGeMHj0afn5+AApaPjZs2BANGjTAsWPHpG0Ku16XJSAgwCrhWSgyMhJ//PEHsrKypGX/+9//kJycjPDwcKSlpWHbtm0IDAzEW2+9hbS0NCxatAhnzpxBx44d4evrC3d3dwwZMgRJSUm3eMZERERUEUxQltOB06eQlZMDz5utJy+z9STVAZbdvGOZoCSqUr/FXpc7BCKiOsPf3x///vsvunTpIi1TKBQYPny49Lg83axTUlJw9913Y+vWrQgICMDx48eRnp6OqVOnQgiB1atXY+rUqVb7qFQqNGnSBJ6eBT/cnjp1Ct999x1GjBiBbt26YdiwYQgNDcX777+PJ598Ehs3bpTGxiQiIqKawQRlOSSmpuDY+XPw9/aGQqFAjkqJKA9nucMiKlOkmzuMN2eZjzM3gElwzFSiqrIp8Qaybk7EQEREZevUqRNOnDiB8PBwHD16FMnJyZg8ebK0vl27dmWWsWbNGqSkpAAAhg8fjttvvx3u7u54/fXXpW3+/PPPUsuYPHkydDod5s2bh8OHDyM8PBw9e/bE22+/jW+//RYajQZr1qyByWSq3IkSERFRhTFBWQ7Hz59Hsj4Nfjd/1b3m5QrzzaQPUW2Wr1QhyrWgta8JTkg015M5IiL7kWUyYVPiDbnDICKqc5o0aYKuXbvC29sbn3zyibT8wQcfLHNfy67XmZn/DbWRkZFhc3lRq1atwp49ezBz5kwEBwcjLi4OANC4cWMABZP2+Pn5IS8vT0qEEhERUfVTyx1AbZdrMGDvyRNwd3GFUqmEGcA1L3bvprojzN0TTTMLKu0x5oaop2JChaiq/BYbiSfqN5Y7DCIi2WRnZ+Ovv/4CAJw8eVJafv36dfzxxx8AgG7duqFx48YYOnQounTpgpCQEOTm5uLXX3/Fhg0bAAD169fH//73P2n/iIgING3aFADQp08f7Nq1C4B1K8vff/8d3bt3R4sWLbBgwQJpeefOnUuM9ZVXXkGTJk0wY8YMAAXJUgBITEwEABiNRqSmpsLFxUUaM5OIiIiqHxOUZThz5TKi4+PQrEEwACDOVYccJ3aTpboj3K3oOJSH5AuGyM6E5WTimD4ZXT195Q6FiEgWCQkJeOyxx4ot37Vrl5RUXLp0KcaOHYuIiAisX7++2LYeHh5YvXp1ucagHDx4MHr27IkDBw7AYDDg5ZdftlqvVqvx4Ycf2tz3448/RlRUFNasWQOdTgcA6Nq1K7p06YLdu3dj/fr1OHPmDHJycjBlyhQo2GOKiIioxrCLdymEENh/6iSUCiU0Tk4AgAhPF5mjIqqYZJ0z9E4FM87rhQ+yBFsAE1WljQkxcodARFQnjBw5EiEhIfD29oZGo0GjRo3w/PPP48yZM+jVq1e5ylCpVNi2bRvee+89dOrUCS4uLlCr1QgMDMSwYcOwb98+9OvXr9h+169fx/z589GvXz8MGzZMWq5UKrFhwwY88MADGDduHJYsWYKpU6di7ty5VXbeREREVDaFEELIHURtdTUyEvN+/hG+nl7wcHVFnlKB9S2CYFLy11SqWwbeuI7OKQVjNnVT78Ft6guVKueEOQRbxWAAwGl/D1zw9ShjDyL756ZSY3u3ftCp2Lqeqt/cuXOxdu1aXLx4Ec7OzujZsyc+/vhjtGrVStomNzcX06dPx2+//QaDwYCBAwdi8eLFCAwMLPdx0tPT4enpCb1eDw8PftYTEdVm/Tb8JncIRFRL7RjypNwhlLteyRaUpTgcehZZOTlwdyloNRnp7sLkJNVJYW6e0v2Cbt5EVFUyTUbsTImXOwxyELt378aECRNw6NAhbNu2Dfn5+RgwYACysrKkbaZOnYqNGzdi9erV2L17N2JiYqxajBERERER1TYcg7IEKXo9joSegb+3tzT+TDi7d1Mddd3NHSYAKgBx5gYwCSVUCrPcYRHZjU2JMRjkHyR3GOQA/v77b6vHP/30EwICAnD8+HH07t0ber0eP/zwA1asWCF1c126dCnatGmDQ4cO4c4775QjbCIiIiKiUrEFZQlOXb6I5DQ9/L28AQDpTmoku2hljoqocvJUKkS7Fow9aYQGSaL83fyIqGwHU5OQnGeQOwxyQHq9HgDg4+MDADh+/Djy8/Nx7733Stu0bt0ajRo1wsGDB0ssx2AwID093epGRERERFRTmKC0wWw24/DZs9BpNFAqC54iTo5DdV2Y+3/dvGNMjWSMhMj+mCCwOZGT5VDNMpvNmDJlCnr16oX27dsDAOLi4qDRaIrNhhwYGIi4uLgSy5o7dy48PT2lW8OGHA6EiIiIiGoOE5Q2hMfcQPiNaAT4FrRGEGCCkuq+cLf/BqPlOJREVW9T4g25QyAHM2HCBISGhuK33259coSZM2dCr9dLt6ioqCqIkIiIiIiofJigtOHM5UvIysmBm3NBUjLBRYtsJw7XSXVborMLMtROAIA04YtswaQ7UVW6lJWBK1kZcodBDmLixInYtGkTdu7cieDgYGl5vXr1kJeXh7S0NKvt4+PjUa9evRLL02q18PDwsLoREREREdUUZt2KyDUYcCQ0FF5u7tLkOFHuzjJHRVQ1wtw90Ck1GQAQa2qI5upLMkdEZF82Jd7AVNfWcodBdkwIgZdffhnr1q3Drl270LRpU6v1ISEhcHJywvbt2zF8+HAAwKVLlxAZGYkePXrIEfItif6+7sVMRDUn+H8lj61LRER1C1tQFnEhPBwxiYnw9ymYHEcAuOHGBCXZB6txKNnNm6jK7UiOlzsEsnMTJkzAsmXLsGLFCri7uyMuLg5xcXHIyckBAHh6euLZZ5/FtGnTsHPnThw/fhzjxo1Djx49OIM3EREREdVabEFZxMmL5yHMZmidNACAZJ0GOU4qmaMiqhrX3dxhRsEvE3HmYJiFAkqFkDssIrsRmZuNK1kZuM3VXe5QyE59/fXXAIC+fftaLV+6dCnGjh0LAFi4cCGUSiWGDx8Og8GAgQMHYvHixTUcKRERERFR+TFBaSFFr8epS5fg5+0lLYtm926yIwaVGjdc3NAwOxP50CJJBCJAUfKsrkRUcTtS4pmgJCunT5/GypUrsXfvXly9ehV6vR4eHh647bbbcPfdd2PEiBHo1KlTucoSouwflXQ6Hb766it89dVXtxo6EREREVGNYBdvC2evXkFqejp8PL2kZdHuOvkCIqoGYe4Ws3mb2M2bqKrtZDdvuunff/9Fz549cfvtt2P+/Pk4ePAgEhMTkZeXh6SkJBw8eBDz58/H7bffjrvuugs7duyQO2QiIiIiIlmwBeVNQggcP38OTmoVVMqCvG2aVo1MjZPMkRFVrXB3T/SJjwFQMA5lJxyVOSIi+3IhKx1xhhzU07IFvqMbMGAAAMDb2xsDBw5E9+7d0bhxY3h4eCA9PR3Xr1/HkSNHsHXrVhw4cAADBgyA0WiUOWoiIiIioprHBOVNiakpuBYdBT8vb2lZNCfHITsUr3NGploNN6MRqcIPOcIZzoocucMisis7kuPxVFATucMgmfXu3RszZszA/fffD7W65CqX0WjEX3/9hQULFtRgdEREREREtQe7eN90KSIC+sxMeLq5Scs4/iTZJYUC4W6F3bwViOVs3kRVbkcKu3kTsGvXLjz44IOlJicBQK1WY8iQIdi9e3cNRUZEREREVLswQXnTmSuX4aRSQXmze3emkwppOo3MURFVjzB3T+k+x6Ekqnon01Ohz8+TOwyqpZKTk7F582Zs3rwZSUlJcodDRERERCQ7JigBpKTrcTEi3GpynFhXTo5D9ivCzQPmm/djzcEwC4Ws8RDZG6MQ2JOaKHcYVAtt3boVzZo1w5AhQzBkyBA0a9YMf//9t9xhERERERHJiglKAJcjIqDPyIC3u7u0LI4JSrJjuWo1Yl1cAQB50CFF+MscEZH92ccEJdnwyiuvoEOHDvj888+xePFi9O/fH9OmTZM7LCIiIiIiWXGSHAChV69AoVBApVIBAMwAEly08gZFVM3C3DzQIDsLABBjagg/ZYLMERHZlyP6ZAghoFCwhbIj++ijj/Dqq69KQ8jcuHEDc+bMwYMPPggAuP/++9GxY0c5QyQiIiIikp3Dt6DMyM5C6LVr8PbwkJalOGuQr3L4p4bsXLjlOJTmRjJGQmSfUvLzcDU7U+4wSGZffPEFQkJCcOLECQAFM3sPHz4c3bp1Q69evdChQwf06dNH5iiJiIiIiOTl8Fm4y9evI0Wvh4/Hf8maOLaeJAcQ6+yCbFVBI+pk4Y9cwWENiKraoTROgOLoLly4gG7duqFHjx545ZVXsHDhQgwdOhTh4eG4ePEiBg0ahO+++07uMImIiIiIZOXwCcqL4WEQEHBS/9fbneNPkkNQKBDuXthyWIE4c7Cs4RDZo8P6ZLlDIJl5eHjg22+/xbZt27Bp0yb0798fzz33HJKSkpCcnIxVq1YhMDBQ7jCJiIiIiGTl0AnKfKMRoVevwtPV7b9lSgWSnTUyRkVUc8Lc/hvaIMbUUMZIiOzTifQUGIVZ7jCoFujduzdOnz6NESNGYPDgwRg3bhzS0tLkDouIiIiIqFZw6ARlVHwcktJS4WUxe3eCsxaCExqQgwh394C4eT/W3BBClLo5EVVQlsmE0Ay93GGQjLKzs/H2229jyJAh+PDDD/HGG2/g2LFjOH/+PFq3bo1Vq1bJHSIRERERkewcehbviJgbyDEY4KL7r0t3vCvHnyTHkaN2QpyzC+rnZMMAZ6QIf/gqEuUOi8iuHNYno7OHt9xhkEzGjx+PX3/9FQCwadMmREVFYenSpTh06BAWLVqE5557DsuXL8eGDRtkjpSIiIiISD4O3YLyYng4nFRqKCxaTMa7cPxJcixhVrN5s5s3UVU7zIlyHNqmTZuwbds2GAwGbN26VUpEKhQKTJ48GaGhoTCZTDJHSUREREQkL4dNUGbl5ODK9evwdLcefzJd69CNSskBcRxKoup1JiMNBjMTUI5KrVYjOjoakZGRiI6OhlptXc9o1KgRNm/eLFN0RERERES1g8Nm467HxiAtIwONg+pLy5J1Go4/SQ4n1sUVOSoVnE0mJIsAGIQWWoVB7rCI7Ea+ELiQmc5u3g5qxIgRGDdunNRbY/LkyTJHRERERERU+zhsgjL8xg3km4zQOv03Yzdn7yZHJBQKhLt5oK0+FQJKxJkboLEqTO6wiOxKaGYaE5QO6tNPP0W7du1w+vRpdO7cGc8884zcIRERERER1ToOmaAUQuDc1atw1lhPiMMEJTmqcPeCBCVQMA4lE5REVessZ/J2WEqlEs8995zcYRARERER1WoOOQZlil6PqPhYeLm7Wy1P1jFBSY4p3M0T4ub9GFNDCFHq5kRUQaGZaXKHQDJ47733kJycXK5tU1JS8N5771VzREREREREtZNDJigj4+Kgz8yEh9t/E+RkOKlgUKtkjIpIPllOTkjQOQMAcuGKhFxXmSMisi/RuTlIzc+TOwyqYe+99x6Cg4MxdOhQfP/99zh9+jT0ej3MZjPS09Nx9uxZLF26FMOGDUNwcDDef/99uUMmIiIiIpKFQ3bxjklMgBACatV/CclkZ20pexDZvzB3TwTm5hTcz/RGoHOWzBER2ZfQjDTc7RMgdxhUg15//XV88cUX2LBhAzZu3FjidkIIuLq64vXXX6/B6IiIiIiIag+HbEF5LSoKGicnq2Ucf5IcXZi7x3/3M3xkjITIPp3N5DiUjmbOnDmIiIjAJ598gpCQECiVSgghpJtSqURISAgWLFiAiIgIzJ49W+6QiYiIiIhk4XAtKHMNBkTE3IC7i3UXVo4/SY4uxsUNBqUSWrMZ0dkeMCmdoTLnyB0Wkd0IzUiTOwSSga+vL6ZNm4Zp06YhOzsb4eHh0Ov18PDwQNOmTeHqyiE1iIiIiIgcLkEZk5SIjOws1PP1k5aZAaRpnUreicgBmBUKhLt5oHV6GgQUyHLrAI/0I3KHRWQ3QtmC0uG5uLigXbt2codBRERERFTrOFwX79jEROQYDHDW/jfmZLpGDbNSIWNURLVDuLundD/TvaOMkRDZH70xHzG5bJVMRERERERUlMMlKKPj4qCEAgrFfwlJPVtPEgGwHocyw72zfIEQ2amwnEy5QyAiIiIiIqp1HCpBKYTApcgIuDg7Wy1P0zFBSQQAmU4aJGp1AACjxhfCq5XMERHZl2vZTFASEREREREV5VAJytSMdCSmpMCjyID0bEFJ9J8wi27eon5vGSMhsj9hTFASEREREREV41AJypiEBKRnZcHNxcVquV7DBCVRIctu3qJBX/kCIbJD7OJNRERERERUnEMlKONTUiDMAk7q/yYvNyoUyHJSyRgVUe0S7eKG/JvvEeHfFblmJvCJqko4W1A6tEuXLmHMmDFo1aoVHnroIRw6dAjvv/8+QkND5Q6NiIiIiEhW6rI3sR9xSYlAkcm60zVqQMEZvIkKmZVKxPvXL3ig0uBqfjDaa8PlDYrITmSYjIg35CLw5liv5DhOnz6Nu+++G1lZWRBCwNfXFzqdDu+++y4SEhLw5Zdfyh0iEREREZFsHKoF5fWYGDgXuShM1zpUjpaoXGIDg6T7F/MbyxgJkf25lp0hdwgkg9dffx2ZmZkICQmRlnXu3Bk+Pj7YuXOnjJEREREREcnPYRKU2bm5SEhNgWuRGbzTOf4kUTGxAf8lKC/kMUFJVJU4DqVj2r9/Pxo0aICDBw9aLW/YsCGioqJkioqIiIiIqHZwmARlYmoKsnJy4eps3YIyy4ktKImKynJ1ww2zCQCQavZAvNFb5oiI7EdYdpbcIZAMTCYT3NzcoFJZj3udmJgIs9ksU1RERERERLWDwyQok9LSYMgzFOvizQlyiGw7ZTJJ9y/mNZIxEiL7csOQLXcIJIO2bdvi8uXL+PDDDwEA6enpmDFjBmJiYtC+fXuZoyMiIiIikpfDJCiT09IgBKAoMiEOE5REtp0xG6X77OZNVHXiDLlyh0AymDx5MoQQmDVrFhQKBS5cuICFCxdCoVBg4sSJcodHRERERCQrh0lQxicnQ1kkOWkGkKtmgpLIlotmE3JutqK8mt8AeYLjtRJVBSYoHdOoUaPw0UcfwdnZGUIICCGg0+kwe/ZsjBo1Su7wiIiIiIhk5TADMEbGxcJZp7Valu2kgiiStCSiAvkAjqanAABMUCESbEVJVBVyzSak5ufB20kjdyhUw1599VW8/PLLOHfuHACgXbt2cC4yeR8RERERkSNyiBaUhrw8JKWl2hh/0mHys0SVclCfLN0PEy1kjITIvsQZcuQOgWpYv3798PLLL8PZ2Rldu3ZF165d4ezsjK+++gqvvvqq3OEREREREcnKIRKU+swMGPLyoNNYt1bh+JNEpdufliTdZ4KSqOqwm7fj2bVrF44fP15s+a+//ooFCxbIEBERERERUe3hEE0I9ZmZyDXkIcDHOkGZzfEniUp1w5CDRjoNnHMMSIUPUuEjd0hEdiGWLSgdxp49e6T76enpVo+zsrJw5coVqFSsjxARERGRY3OIBGV6ZibyjfnQqK0n+WAXb6KyJXu5IzjHAAAIE81ljobIPrAFpePo27cvFAqFNHP3PffcU2ybFi3YQp2IiIiIHJtDdPFOy8yULg4sZbOLN1GZkr3cpftJCJAxEiL7wRaUjkUIIf0tevPx8cG8efNkjpCIiIiISF4O0YRQn5EB882LA0sGlUPkZ4luSaqHK0yc7Z6oSiXksQWlowgPD4cQAs2aNUOXLl2wdu1aaZ2Liwv8/f1ljI6IiIiIqHZwiARlUloqnFTFTzWPCUqiMplVSqR5uqK+3IEQ2ZGU/Dy5Q6Aa0rhxYwDA0qVL4e/vLz0mIiIiIqL/OESCMj45GTqtpthytqAkKp9kL3cg3SB3GER2I82YL3cIVMPGjBmDvLw87Ny5EzExMTCZTFbrR48eLVNkRERERETys/sEZb7RiLSMDGidrBOUJgVgUjJBSVQeKd4eQHqi3GEQ2Y0MYz5MQkDF4RMcxpUrV3DvvfciOjq62DqFQsEEJRERERE5NLvP0KVnZiI3zwCtxjpBydaTROWX7axFJieVIqoyAoDeyG7ejuT1119HVFSUzYlyhI1xsomIiIiIHIndZ+kysrORl59fLEGZp2KyhagiYl11codAZFf0+ezm7Uj27t0LtVqNbdu2AQC6dOmClStXws/PT1pGREREROSo7D5BmZObi3yjEeoiCUm2oCSqmFg3JiiJqlKGiQlKR5KWloY2bdqgf//+UCgUcHJywhNPPIF69ephzpw5codHRERERCQrux+DMifPAJPJVCxByRm8iSomwUULkwJQsSciUZXIMBrlDoFqkLu7O8xmMwDAzc0NFy9exOHDhxEZGYlr167JHB0RERERkbzsPkuXk5sLhUIBRZGJCNiCkqhijEolEp21codBZDeYoHQsDRs2xPXr12EymdChQwdkZGSgZ8+eyMjIQP369eUOj4iIiIhIVnafpcsxGGwuz1dy5lSiiuI4lERVh128HcuYMWPQv39/XLlyBW+++SacnJwghIBSqcS7774rd3hERERERLKy/y7eubmw1SPVpGCCkqiiYt106JKolzsMIruQbWILSkcydepUTJ06FQDQunVrXLhwASdPnkS7du3QqlUrmaMjIiIiIpKX3begzM7Nha0MpZkJSqIKS9c6IUutKntDIipTvpkDujqypk2bYtiwYWjatCm++eYbucMhIiIiIpKV3Sco9ZmZxSbIAZigJKosdvMmqhr5wix3CFRDbty4gXXr1uH48ePSspycHCxYsABNmzbFxIkTZYyOiIiIiEh+dt/FOzM7C042WnyZmJ8kqpRYNx1a6LPkDoOozjMKtqB0BDt27MCQIUOQk5MDAHjzzTfx4IMPYtiwYYiNjYUQothEfkREREREjsbuW1CmZ2ZBrS6ehzVxkhyiSol30YLtvohuXb6Z7yRH8MEHHyA7OxtCCAghMG/ePDzxxBOIiYmBEALt27fHL7/8IneYRERERESysvsWlLl5BqiU7OJNVFWMKiUSXbRyh0FU57GLt2M4ffo01Go1lixZAiEEXnjhBURGRqJ58+ZYuHAhHnzwQblDJCIiIiKSnV0nKIUQMJqMUNpIRjJBSVR5ca5MUBLdKnbxdgx6vR6dOnXCuHHjAABffvklTp8+jb///hvNmzeXOToiIiIiotrBrhOUJpMJZrOAUlm8J7uJCUqiSot11aF+Vq7cYRDVaezi7RgKx5iMioqCsEhKazQaREZGSo8bNWokR3hERERERLWCXScojSYTzEKU0IJShoCI7ESaTgMvQ77cYRDVaWxB6ThOnTqFJk2aWC2zfKxQKGA0Gms2KCIiIiKiWsSuE5QmsxlCmKFU2fVpEskizlUndwhEdRrHoHQcgsloIiIiIqJS2XXmzljYxVtRvIu3ktcKRLckV1188ikiKj9+DTmGWbNmyR0CEREREVGtZ9cJSpPZJI39VJSCrRmIiEhGThwL2SEwQUlEREREVLbiTQvtiMlkglmYbY5BadcnTkREtZ7GxgRuREREREREjsiur45MJnOJs3gr2YKSiIhk5GRj+BEiIiIiIiJHZNdXRwWT5JTUxVuGgIiIiG5igpKIiIiIiKiAw14dsQUlERHJyYldvImIiIiIiADYeYJSpVRCoVBA2EhG2vWJExFRrcdJcoiIiIiIiArYdZ5OqVRAoVDAbCtByRaUREQkI7agdCzh4eHYs2cPkpKSIITAggUL8PDDD+Odd95Bfn6+3OEREREREcnKrq+OVEoVlCW0oOQYlEREJCcNx6B0KNOmTcM999yDxMRErFixAq+88go2btyI2bNn4+23365QWXv27MFDDz2EoKAgKBQK/Pnnn1brx44dC4VCYXW7//77q/BsiIiIiIiqll1fHSlutqC0laB0MptliIiIiKgAW1A6llOnTsHf3x9t2rTB5s2b4eTkhBdeeAEKhQJr1qypUFlZWVno1KkTvvrqqxK3uf/++xEbGyvdVq5ceaunQERERERUbdRyB1CdlIqSx6DUmJigJCIi+bioVHKHQDUoLi4Obdu2BQCEhoYiJCQEX3/9Nfbv349r165VqKxBgwZh0KBBpW6j1WpRr169SsdLRERERFST7Lr5hkpVcoKSLSiJiEhOXmqN3CFQDXJ1dZVaM169elVKVprNZmi12io/3q5duxAQEIBWrVph/PjxSE5OLnV7g8GA9PR0qxsRERERUU2x6wRl6S0oOQglERHJx1PtJHcIVIM6deqE+Ph4BAcHw2AwoFevXjCbzYiKikLjxo2r9Fj3338/fvnlF2zfvh0ff/wxdu/ejUGDBsFkMpW4z9y5c+Hp6SndGjZsWKUxERERERGVxq4TlCqlssRZvNnFm4iI5OTpxASlI5kzZw68vb0hhECPHj3w1FNPYdeuXcjIyEDPnj2r9FhPPvkkhgwZgg4dOmDo0KHYtGkTjh49il27dpW4z8yZM6HX66VbVFRUlcZERERERFQaux6DUqUqeRZvDbt4ExGRjDzZxduh3HHHHUhMTERqaip8fHwAAP369UN+fj5U1TweabNmzeDn54erV6+if//+NrfRarXV0tWciIiIiKg87LoFpVqlgpOT2maXJragJCIiObGLt+NRKBRScvLo0aNYuHBhqa0aq0p0dDSSk5NRv379aj8WEREREVFl2HULSoVCAVdnF6RnZhZbxwQlERHJxUWpgpPSrn8jpCJGjx6N5cuXY/fu3RBCoF+/fjDf7M3x3Xff4Zlnnil3WZmZmbh69ar0ODw8HKdOnYKPjw98fHzw3nvvYfjw4ahXrx6uXbuGV199FS1atMDAgQOr/LyIiIiIiKqC3V8duTm72GxBqQSgZjdvIiKSAcefdDzHjh2Dm5sbevXqheXLl8NkMqFVq1YQQuDLL7+scFldunRBly5dAADTpk1Dly5d8M4770ClUuHMmTMYMmQIWrZsiWeffRYhISHYu3cvu3ATERERUa1l1y0oAcDNxQX5RtuzVmpMZhjZgoWIiGoYx590PNHR0WjatCkUCgVOnTqFtm3bIjQ0FM2bN8e1a9cqVFbfvn1tjq9daOvWrbcaLhERERFRjbL77Jy7q+0WlADgXELikoiIqDp5cfxJh2QwGAAAly9fRocOHQAAHh4eJdZTiIiIiIgchd0nKF10OgjYbmXgks8LAiIiqnkBWp3cIVANa968Oa5cuYI2bdpAr9cjJCQEABATE4OgoCCZoyMiIiIikpfdJyh1Gi0UCoXNdUxQEhGRHOprneUOgWrY1KlTAQCXLl2Ct7c3nn76aZw9exaJiYno1q2bzNEREREREcnL7seg1Gm1JbSfBFzYxZuIiGRQjy0oHc7o0aPRuXNnXL16Fb169UJgYCDMZjO2bduGZs2ayR0eEREREZGs7D9BqSl5IgKXfGMNRkJERFQgiC0oHVLHjh3RsWNHxMbGIioqCg0bNkT9+vXlDouIiIiISHZ238XbWaeDAoDZbC62ji0oiYhIDvWYoHRIy5YtQ+PGjREcHIwnnngCGzduRL9+/fDXX3/JHRoRERERkazsvgWlu4srtE4aGPLz4azVWq3jGJRERFTTFADqs4u3w1mzZg1Gjx5ttez222/H7t27ERAQgAceeECmyIiIiIiI5Gf3LSg9XF2h0TjBkJdXbJ3OZIbSXNIIlURERFXP20kDrVIldxhUw+bMmQOFQoEpU6ZIyxo0aICgoCAcPXpUvsCIiIiI/t/efcdJXR/4H39P2ym7OzvbC1tZll1AelnpiAgigliwYW9JjIf+NCZ6XmKJiZeznLFEL5fieWeMJUq4HBqjgkaxgWAD6Uvd3tvMTvv9gU5Y2QbCfre8no/HPtj5fj/fmfeuuDBvPp/vB+gDBn5BGRPz1QzKIwtKkyQny7wBAL2IHbwHp82bN6uwsFAPPfRQu+PJyck6ePCgQakAAACAvmHAF5Q2q1XumBi1tfk7PB/NRjkAgF7E8u7ByeFwqKGhod09sX0+n3bv3i2Xy2VgMgAAAMB4A76glKTk+IQOZ1BKkruNghIA0HuG2CmjBqOpU6eqtLQ0cq/J/fv3a968eWpoaNDUqVMNTgcAAAAYa1AUlEkej/yBjotIt6/jmZUAAJwIQ10xRkeAAe68805ZrVb97W9/k8lk0oEDB/Tuu+/KarXqxz/+sdHxAAAAAEMNioLSExurzrbCiWMGJQCgF+VTUA5KxcXFevPNNzVr1iw5nU45nU7Nnj1br7/+uoqLi42OBwAAABjKanSA3hAbHd3pOWZQAgB6EwXl4DV9+nStWbPG6BgAAABAnzMoZlC6o6NlNpkUDB65Y7czGJItGOrgKgAAjq90u0Muy6D4t0F8wxtvvKFHHnlEu3btihzbuXOnHnnkEb3++usGJgMAAACMNyjeJcXFxMoRZVerz6eYDnbKdPv8qnbZDUgGABhM8l2xRkeAQW655Rbt3LlT11xzTeRYenq67rjjDg0bNkwbN240MB0AAABgrEExgzIp3iOnw6FWn7fD8+zkDQDoDflOlncPVtu3b9fQoUPlOuwfSl0ul4YOHart27cbmAwAAAAw3qAoKJ12h5LiPWrxdlxQxrVxH0oAwInH/ScHL7PZrL1796q5uTlyrKmpSXv37pXJZDIwGQAAAGC8QVFQSlJWappafb4Oz7l9zKAEAJx4QykoB60xY8aooaFBp59+up599lk9++yzOuOMM9TQ0KCxY8caHQ8AAAAw1KC4B6UkpSUmKRTqeDMcj6+tl9MAAAYbk5hBOZitWLFC7733ntatW6d169YdcQ4AAAAYzAbNDMokj0eSFA6HjzjnCoTkCBy5wzcAAMdLlsPFDt6D2AUXXKD7779fLpdL4XBY4XBYLpdL999/v84//3yj4wEAAACGGjTvlBI98XLYD+3k7XI4jjif4G3TwRinAckAAIPBSbEeoyPAYLfccouuv/56ffHFF5KkUaNGyenk7x4AAADAICoo4+RyONTq9XZYUMZ7/RSUAIATZnRMnNERYKCDBw+qqqpK2dnZmjRpkiSprq5O27dvV1JSkjIyMgxOCAAAABhn0CzxjnG65Il1d7qTd0Ir96EEAJw4Y5hBOahdfPHFmjRpkhobGyPHmpqaNGnSJC1fvtzAZAAAAIDxBk1BaTKZlJ2W1mlBmeiloAQAnBhRJrMKo91Gx4CBPvnkExUUFCgrKytyLDMzUwUFBdq0aZNxwQAAAIA+YNAUlJI0JCVVwVDHm+E4giFFtwV6OREAYDAoinHLZh5Uf+TiG7xer+rr6484XldXJ28n/3gKAAAADBaD6t1SWlKSTCaTgsGOS0pmUQIATgTuP4m8vDyVlpbqpptuUmlpqUpLS3XzzTertLRUQ4cONToeAAAAYKhBVVCmJyUrxuVSU2trh+cTuQ8lAOAEGM39Jwe95cuXKxwO69FHH1VmZqYyMzP1y1/+UiaTSZdcconR8QAAAABDDaqCMsnjUVxMrJpaWjo+3+rr5UQAgMGAghI//OEPtWjRIoXD4XYfixYt0q233mp0PAAAAMBQVqMD9CaLxaK8IZlat2ljh+fjvX5ZgyEFLIOqtwUAnEAJtihlOlxGx4DBbDab/vd//1d///vf9cEHH0iSiouLNXPmTIOTAQAAAMYbVAWlJOVlZOjvH6/v8JxZUkqrTwdjnL0bCgAwYE1yJxgdAX3IzJkzKSUBAACAbxh0BWVGSoosFov8gYBs1iO//NRmCkoAwPFzsifJ6AjoA+bOndvpOZPJpDfeeKMX0wAAAAB9y+ArKJNTFOuKVmNzsxLijtxVNaWF+1ACAI6fkz2JRkdAH7B27VqZTCaFw+HIsa8fm0wmA5MBAAAAxht0BaUnNlapiYnaX17WYUHp8fllDwTls1oMSAcAGEgyHU4N4f6TkHTZZZe1KyLr6+u1du1aNTY26sILLzQwGQAAAGC8QVdQmkwmDc/O0Zcluzs+r0OzKPe5eUMJAPh2iuNY3o1DnnrqqSOOVVVVacyYMcrMzOz9QAAAAEAfMii3q84dMkQmmRQKhTo8n8oybwDAccDybnQlKSlJw4YN67C8BAAAAAaTQTeDUpJyMzLkjo5WQ3OzPLGxR5xPbfYakAoAMJCYJU2Jo6DEIffcc0+7x8FgUNu2bdM777yj+Ph4g1IBAAAAfcOgLCiT4xOUlpSk/eXlHRaUsf6gXP6AWmyD8tsDADgOCqPd8tiijI6BPuKuu+7qdDOcM888s5fTAAAAAH3LoGzgTCaTTho2TFv3lHQ6Jq3Zq12emN4LBQAYUIpZ3o3DZGdntysoTSaTUlJSdOqpp+r22283MBkAAABgvEFZUEpSbkamLGazAsGgrJYjd+zObKSgBAAcu2meZKMjoA8pKSkxOgIAAADQZw3KTXIkKScjXe7oGDU0NXV4PrXFK2uw4010AADoittq08Q47isIAAAAAD0xaAvK+Fi3slLTVNfU2OF5S/jQMm8AAI7WDE+SrKZB+0csDvPZZ5/ppZde0s6dOyVJPp9PV111lRISEpSXl6d/+Zd/USjEP4gCAABgcBu0755MJpNG5uer1efrdMyQJgpKAMDRm5OYanQE9BF33nmnli1bpoqKCknS/fffr6eeekp1dXXas2eP7rvvPv3sZz8zOCUAAABgrEFbUEpSbkaGrBaL2vz+Ds8PaWqVKRzu5VQAgP7MZjJpuifJ6BjoIz777DPFxsZq6tSpkqRnnnlGJpNJo0eP1rnnnqtwOKxnn33W4JQAAACAsQZ5QTlECW63ahsaOjwfFQoruaXzGZYAAHxTsSdJMVab0THQR1RUVCg3Nzfy+datWyVJv/vd7/TCCy8oMzNTu3fvNjAhAAAAYLxBXVDGuFwalV+gmk4KSknKZJk3AOAozGN5Nw4TDAbl9R76u8RHH30kSXK73Zo4caIkKSUlRVar1bB8AAAAQF8wqAtKSRqVn69wOKxgJzeoH9LY2suJAAD9ldVk0ikJFJT4h5ycHG3fvl133323fv7zn8tkMmn27NmR83v37lVqKr9nAAAAMLgN+oKyIDtHnthY1TV2PIsyOhBUvLetl1MBAPqjie4EeWxRRsdAH7J8+XKFw2Hdc889ev/99yVJV155pSTpk08+UVVVlcaMGWNkRAAAAMBwg35NUaLHo2HZ2dr05ZdKjPN0OCanvkW1Dt5wAgC6dlpSmtER0MfceuutKi8v1/PPP69QKKTrr79eZ511liTpxRdfVGpqqs4880yDUwIAAADGGvQzKCVpTMFw+QMBhTvZsTunoYXdvAEAXbKZTFqQlG50DPQxNptNv/zlL1VaWqry8nLdeeedkXM//elPVVpaqquuusrAhAAAAIDxKCh1aJl3bLRLDc3NHZ53BkNKbWY3bwBA52YlpMjN7t0AAAAAcNQoKCUNSUlRVlqaaurrOh2T29DSe4EAAP3OkuQhRkcAAAAAgH6JglKSyWTS+MIRavH6Ol3mndnYKmsnO30DAAa3eFuUpscnGx0DAAAAAPolCsqvDM/JkdPhUHNra4fnreGwMhs7PgcAGNwWJqXLZuaPVAAAAAA4Fryb+kpuxhDlpmeooram8zH1LPMGABxpcQrLuwEAAADgWFFQfsVisWjKSSepxevtdJl3aotPTn+wl5MBAPqyfFeMRsbEGR0DAAAAAPotCsrDjBo2TJ6YWNU1NnZ43iQph81yAACHWczmOAAAAADwrVBQHiY9KVmFuXmq7GKZd35ds9TJDEsAwOBikUmLkjOMjgEAAAAA/RoF5WFMJpMmjhypQDCkYLDjpdyx/oDSmn29nAwA0BfNSkhWit1hdAwAAAAA6NcoKL9hVP4wJXriVFVf1+mYYXVNvRcIANBnXZSeY3QEAAAAAOj3KCi/wRMbq3HDi1RdX9/pmIwmr1z+QC+mAgD0NUOd0Sr2JBkdAwAAAAD6PQrKDowrKpLFbJbP39bhebOkYbXNvRsKANCnXMDsSQAAAAA4LigoO1CUm6f0pGRV1HS+Wc7Q+maZQ2yWAwCDUYzFqiUp7N4NAAAAAMcDBWUHHHa7po4dq/rGJoU72bHbEQwpq7Gll5MBAPqCxSlD5LJYjY4BAAAAAAMCBWUnJo0cJY87VrUNDZ2OKWCZNwAMOiZJF6ZlGx0DAAAAAAYMCspOZCSnaOzwQpVXV3c6Jsnbpnhvx/epBAAMTCd7kpTrijE6BgAAAAAMGBSUXTh5zFhZLBa1+nydjimqbuzFRAAAo13E5jgAAAAAcFxRUHZhRN5Q5Q4ZorKqyk7HZDW2KqYt0IupAABGGeqM0az4ZKNjAAAAAMCAQkHZBZvVqhnjJ6jF51MwFOpwjFlSUQ2zKAFgMLg6c6hMJpPRMQAAAABgQKGg7MaEohFK9sSrsram0zF59c1y+IO9mAoA0NsyHU4tTM4wOgYAAAAADDgUlN2Id7s15aTRqqqrUzgc7nCMJSwV1jKLEgAGsiuHDJWF2ZMAAAAAcNxRUPbA5FEnKdrpVENzc6djhtU1yxbseBk4AKB/S4my66yUTKNjAAAAAMCAREHZA/lZWRpdUKDSys43y7GFwiqoberFVACA3nJZRp5sZv7IBAAAAIATgXdbPWAymTRn4hRZLBY1t7Z2Oq6wtkmWTjbTAQD0T/FWm85LyzY6BhDx9ttva/HixcrIyJDJZNLKlSvbnQ+Hw/rJT36i9PR0OZ1OzZs3T9u3bzcmLAAAANADFJQ9NHLoUI3MH6oDFRWdjrEHQ8qv63wZOACg/1mekSunxWJ0DCCiublZY8eO1eOPP97h+X/7t3/TI488oieffFIffPCBoqOjtWDBAnm93l5OCgAAAPSM1egA/YXFYtEpk6bos+075PX55LDbOxw3srpRu+KiFbDQ/QJAfxdrserC9ByjYwDtLFy4UAsXLuzwXDgc1sMPP6x/+Zd/0VlnnSVJevrpp5WamqqVK1fqwgsv7PA6n88nn88XedzQ0HD8gwMAAACdoEU7CmOGF2p4do72V5R3OsYRDGk496IEgAHhysyhirXajI4B9Nju3btVVlamefPmRY7FxcWpuLhY7733XqfX3XfffYqLi4t8ZGVl9UZcAAAAQBIF5VGxWa06ZcoU+QMBtfn9nY4bUdOoqECwF5MBAI635Ci7lqfnGh0DOCplZWWSpNTU1HbHU1NTI+c6cvvtt6u+vj7ysW/fvhOaEwAAADgcBeVRmlA0QrkZQ7q8F6UtFNbImsZeTAUAON6+l1UgB/eexCBht9vldrvbfQAAAAC9hYLyKDnsdp0yeYpafF4FAoFOxxXUNsnl7/w8AKDvynVGa2lqptExgKOWlpYmSSovb387mvLy8sg5AAAAoK+hoDwGk0edpKzUNB2o7HwWpSUsjariBvMA0B/9U85wWUwmo2MARy0vL09paWl64403IscaGhr0wQcfaOrUqQYmAwAAADpHQXkMYlwuzTt5qppaW7u8F2VefYvcvs7PAwD6njGxHs1LZKYZ+q6mpiZt2rRJmzZtknRoY5xNmzZp7969MplMuummm3Tvvfdq1apV+uyzz3TZZZcpIyNDS5cuNTQ3AAAA0Bmr0QH6q2ljx+rtDeu1v7xcQzM7XgZoljS6qkHvDkns3XAAgGN2U06h0RGALq1fv16nnHJK5PHNN98sSbr88sv11FNP6Yc//KGam5t13XXXqa6uTjNmzNCrr74qh8NhVGQAAACgSxSUx8hpd2jBtOn6jxeel9fnk8Nu73BcVmOrklp8qnJ1fB4A0HfMjE/WxLgEo2MAXZozZ47C4XCn500mk+655x7dc889vZgKAAAAOHYs8f4WJo0cpaK8PO0tK+ty3ITyOpm6eCMBADCe1WTSTbnMngQAAACA3kZB+S1E2WyaP226JKm5tbXTcQk+v4bWNfdWLADAMbgoPUfDXLFGxwAAAACAQYeC8lsaN7xQowsKtK+861mUYyobFBUM9lIqAMDRSLbZ9b2sAqNjAAAAAMCgREH5LVksFi2YNl1RVpsampo6HWcPhTSmsqEXkwEAeurmvCJFW7ktMwAAAAAYgYLyOBg5NF8TRozU/oqKLm9an1/XrHhvWy8mAwB0Z5I7QWckZxgdAwAAAAAGLQrK48BkMmn+tGmKjXapqq6u83GSJpbVSWyYAwB9gtVk0u35I42OAQAAAACDGgXlcZKfmaU5EyervKZawS7uNZnkbVNuQ0svJgMAdIaNcQAAAADAeBSUx9FpU6cpOzVN+8rLuxw3rqJetmCol1IBADqSHMXGOAAAAADQF1BQHkfxbrcWzpylVp9XrV5vp+McwZDGVtT3YjIAwDfdksvGOAAAAADQF1BQHmdTx4zV6ILhKik92OW4/PpmpTR3XmICAE6c2fEpWsjGOAAAAADQJ1BQHmc2q1VLZs+R0+FQTX3nsyRNkiaX1coSYqk3APQmt9WmHw8bZXQMAAAAAMBXKChPgOE5uZo1YaIOVlUq1EUBGesPanRVQy8mAwD8MG+EkqMcRscAAAAAAHyFgvIEMJlMOn3aDKUnJWt/Rdcb5gyvaVJiq6+XkgHA4DY7PkWLU4YYHQMAAAAAcBgKyhMk0ePRGTNnqqmlVa2+zgtIs6Ti0lpZQuHeCwcAg5DbYmVpNwAAAAD0QWxfegLNGDdBH2/Zok1bv9TIvKEymUwdjnO3BTS6ql6bUjy9GxDogm//QZX//g9qWr9JwfoGWTxxij15otKuvkS25KTIuH0/e0i1r7ze6fMUvfB7RaWn9ug1w+Gw6l59UzV/eVWtO0sUbvPLGh8n18hCpV55sRxDcyVJTZs+U9l/PCXvjhJZYmMUN3em0q69VGa7/R/5D5Rq26XfVfS40Rr60L3H9k3AgPLDoSNZ2g0AAAAAfRAF5QkUZbPpnFPnqeTAAZVXVystKanTsYU1Tdof41SVy97pGKC3tG7fpZ03/FCh5pbIsUBVtWr/8poa39+gYU880OPSsafCwaD23v1vqn/z7+2O+8srVV9eKfeMk+UYmqu2sgqV3HqnzC6ncv/tLjX8/T1V/fElKRhUxo3fiVxX+thvFA6GlLHiuuOaE/0TS7sBAAAAoO+ioDzBhg7J1OnTZ+iPf31F8XFu2W1RHY4zSSourdFfc1MVsLDyHsY6+PATkXIyftF8eebOVP3b61Tz51cUqKrWgX//lfL+7e5211gT45Vzzz8f8VzWxIQevWblsy9Fykl7dqaSzl+qqCHpCjY2qWXLtsjzNL6/XqFWr+IXzVfM+NFy5Oeq6vmVqlvzTqSgbPxooxr+/p6Szl8qR272MX8fMDCwtBsAAAAA+jYKyl5wanGxPtu+TV+W7FZhTm6nS71j/UFNKq/V+xmJvZwQ+IdgS6uaP90sSTLZrBryg+/LbLMpZuI41b22VqHWVjW+t15t5ZWKSk2OXGey2RQ99thKoJCvTZV/eFGSZE2IV/4TD8ga546c98ydGfk87PdHXk+SzF/9Gm5rO/RrIKiDj/xaFk+cUq+8+JjyYGC5s2A0S7sBAAAAoA9jql4vcNodOnfeaYp2OlVZW9vl2NyGVuXWN/dSMuBIoZYWKXxo0yaT1RopAE1Wi0xRhz5XOKyWz7e0uy5QXaPNZy3XZ3OWaMu5l2v/A4/JX1XTo9ds+Xyzgg2NkiRHfq4OPPQrbV58sT6bd7Z2rrhNzZ9+ERkbPX6MZDar8d0PFKhvUO2rb0iSYiaNkyRVv/wX+XbvUdp1l8sSG3PM3wcMDBekZWteYprRMQAAAAAAXaCg7CXDc3I1/+Rpqqitlc/f1uXYiWV1ivX5eykZ0J413iNzTLQkKdTqVfXK1Qp5vapZ/TcF6xsi4/wVVe2uC/sDClTXKhwIyF9eqZqVq7Xj2hvlr6ru9jW9Jfsinzd9tFH1b7ytQG2dwl6fmj/+VLtW3K6mjz+RJDmH5WnIrTfIX1OrzYsu1IEHH1fMpHHKuOm7CtTVq/y3z8gxPF8JZ86XJAUaGhXyer/19wX9T4EzRj/IKzI6BgAAAACgGyzx7kXzp03Xlt279OXu3SrM7Xypty0c1tSDNXo9J0Uhc8djgBPFZLEoadlZqvj9HyRJBx54TAceeOyIcaGvllRbYqKVsHiBosePkTU+Tq3bdqri6ecUam6Rv7JaZb/5b2XddlOXrxlsbGr32DNvtjwL5qrur2+q7vW3FA4EdPDR/9Tw3x/Kkbj4dCWccZr8FVWyxMbI8lWhuv/+RxVsalLujXfKu3O39t37oLw7SySzWbFTJyvr9ptk9cR9y+8Q+gOHyawHisYrymwxOgoAAAAAoBsUlL3I5XDovNPm6+H/+W+V11QrLbHzXb0TfH6NrazXxlRP7wUEvpJ65cVSIKjK51cq7PNJkmypybImxKt1yzZJipSCh++cLUmxkyfI6onT/vseliQ1vr+h29eLLB3XofteZv7oRpmdDkWPPUn1a99VOBCQd/suBeobIvemNFks7XYSb92+UzX/+1d55s2Wc8RwbVv+HbWVlSv1mkvk27NfdX9bq4MPP6nsu3507N8Y9Bv/nD9KuS6W+AMAAABAf0BB2csKsnO0cMZMPffaq3JHx8jl6HzjhuG1TSqLtqs0xtmLCQHJZDYr7TuXK+XyC+Tds19mp0P2IenaffO/RMY48nI6vd41ojDyebCuvtvXO3yzHYvbLbPz0P8XFpdTlrhYBaoP3bs11NwiHbZ5zuEO/vI/ZIqyKe36q9Wy+Uu1lZbJNXqkUq+4WKFWr+rXvqP6t95VOBiUycKsuoFsYWKazkrNNDoGAAAAAKCHuAelAeZPnabJo07SrgP7FQqFOh1nklRcWiuHP9h74YDDmB0OuQqHyZGdqdbtu9S08TNJkiXOLdeoIgWbW+Tbd+CI61o2b418bk3wdPs6rlEjpK9ueRBsaIjcMzLU6o1snmOyWmVNjO/w+ro33lLzps+Vcsn5ikpJihSaUWkph74Op0OWuDiF/QEFG5o6fA4MDBm2KP2kYLTRMQAAAAAAR4EZlAaIstl0wfzTdaC8XCUHD2poZuczfRzBkKYfrNaa7GSFOrlnJXC8Naz7UDX/95rc04tlS0qUd2eJKp7+o/RVoZ588bky26PUVlOrbZd+T+7Z0+SeXixrvEet23ao4unnIs/lnnFy5PO20nJ9uexKSVL0uNHKf+wXkg4VibFTJqjxgw0K+wPa/2+PKn7+Kar965sK+wOSpNiTJ8lstx+RNeT1qvTx38mWnqrki8499HxfLf0OfDV7MxwIKtjYJJPDLoun4xmY6P+skh4aOUkuC3+0AQAAAEB/wrs4g6QmJmrZafP15IvPq6a+XglxnW/ckdzapvHlddqQ1vHsMeB4CwcCanhrnRreWnfEubhTZij5wnPaja1/423Vv/H2EWPt2ZlKvfqSHr1mxs3Xa+f1P1CgulZ1r61R3WtrIuesCfFH3OvyaxXPvCh/RaVyfnaHzPYoSZKzqECO4flq3vSZ6v/+nrw7dyvs8ynp/KWdbk6F/u+O/FEaEcMmSAAAAADQ31BQGmjiyFGaV3yy/vfttxTtcspui+p0bEFds2odNu3ysOkDTjx7brbi5kxXy5ZtCtTWyWSzyZGfp4TFCxR/+qmRks+WnKisH/9A9W+vk3fHbvmra6SwZB+SJvesaUq++FxZXK6eveaQdA379cMq/90zanx/vQJ19bLGe+SeOkmpVy2XLfnITaXayspV+Yc/KWbiWMXNnh45bjKblfuvd+rgvz+h/T//d5kddiVdsFRp111xXL4/6HuWJqbrnLRso2MAAAAAAI6BKRwOh40OMZi1eL169A/P6PNdOzQiN6/L2V1BSW9mJ6vadeQyVwAYrEZEufTfE2fKZua2ysDx0tDQoLi4ONXX18vtNu7WGPt/M9Ww1wbQ92Ve857REfqEuav+aHQEAH3Um0suNDpCj/9eybs5g7kcDl1w+kIlxsVpf3l5l2MtkmYcqGbTHAD4SpxMenzsyZSTAAAAANCP8Y6uD8jNyNDZc+ep1edVfVNjl2OdwZBmHKiWOcTEVwCDmzUc1uMnFSsxilnlAAAAANCfUVD2ETPHT9CcyVO0r7xc3ra2Lscmeds0sby2l5IBQN90e3ahRsexeRgAAAAA9HcUlH2E2WzWefPma1xhkXbs26tgKNTl+Pz6Fg2rbeqldADQt5wTm6jzsvONjgEAAAAAOA4oKPuQaKdTly5arOy0dO3av1/d7V80obxOGU2tvZQOAPqGcWa7fjJ6stExAAAAAADHCQVlH5OWlKTlZyyS025XaVVll2PNkqYdqFFCa9dLwgFgoMgKhPUfU2bJZDIZHQUAAAAAcJxQUPZBJw0r0NmnzlNjS4vqGrveNMcaDmvW/irFtAV6KR0AGMPTFtDvJs2Sw2I1OgoAAAAA4DiioOyj5k6eonnFJ2t/Rbm8Pl+XYx3BkGbvq5I9EOyldADQuxxtAT150hSlRMcYHQUAAAAAcJxRUPZRZrNZ55x6miYUjdSO/fu63TQn1h/QzP3VsnQzDgD6G2sgqPuyCzUiOdXoKAAAAACAE4CCsg9zORy6ZNGZys0Yoh1793a7aU6St01TD9bI1M04AOgvTMGQbnSnam7+cKOjAAAAAABOEArKPi41MVFXLlmqhDi3dh040G1Jmdnk1YTyut4JBwAnUjisC+TQpeMmGZ0EAAAAAHACUVD2A8Oys3XJmUsUZbPqQEVFt+ML6po1urK+F5IBwIkz1xvWD6fPYcduAAAAABjgKCj7iQlFI3TBgoXytrWpsram2/Gjqhs1sqqhF5IBwPE3pcGnf511miwWi9FRAAAAAAAnGAVlPzJrwkSdNecUVdfVq66xsdvxY6oaVFTd/TgA6EvG1jTp32fPlz0qyugoAAAAAIBeYDU6AHrOZDJp0cxZamhu0qvr3pXNalW009nlNeMq6xUySdsSYnspJQAcuxGV9Xr4lIWKcbmMjgIAAAAA6CXMoOxnLBaLlp22QNPGjtPuAwfka2vr9poJFfXKr23qhXQAcOyGltXowWlzlRAXZ3QUAAAAAEAvoqDsh+xRUbpk0WKNKyrS9n175Q8Eur1mUnmd8uqaeyEdABy97NIq3T95poakpBgdBQAAAADQyygo+yl3dLSuXLJUI/KGauueEgW6KSlNkqaU1SqnvqV3AgJAD2UcqNBPR0/WsOxso6MAAAAAAAxAQdmPJcXH69pzzlNhbp627tmjQDDY5XiTpOLSGmZSAugz0g5U6K4R4zWusMjoKAAAAAAAg1BQ9nOpiYm69pxzlZ+Vpa17ShTspqQ069BMyuE17O4NwFgZe0p1Z+FYFY8eY3QUAAAAAICBKCgHgPSkZF137jLlZQzR1r17FAyFuhxv0qGNc0ZVNfROQAD4hqyd+3THiHGaNnac0VEAAAAAAAajoBwghqSk6Npzz1N2Wrq2lZQo1E1JKUmjqxo0vrzuxIcDgK+Fw8r7cpduHTVBM8ZPMDoNAAAAAKAPoKAcQLLT0nXN2edqSGqqtu3d06OSsrC2SZNLa2QKh3shIYDBzBQKadjn23XjmMmaNWGi0XEAAAAAAH0EBeUAkzdkiK45+xylJSb1uKTMr2/R1IM1MocoKQGcGOZgUAWbvtT3xhdrzqTJMplMRkcCAAAAAPQRFJQDUH5Wtq495zxlJCXry5LuN86RpOzGVs08UCVrDwpNADgaVn9Awzds1nWTpurUKcWUkwAAAACAdigoB6hh2dn67vkXKDcjQ1/uKZE/EOj2mvRmn07dUymnv/uxANATUV6fRn68RddNn615J0+lnAQAAAAAHIGCcgDLSc/Q986/QMNzcvVlSYna/P5ur4n3+XXangp5vG29kBDAQBZd36TxG7fq+lPna+7kKZSTAAAAAIAOUVAOcBnJKfresvM1pqBA2/bskdfn6/YaVyCkU/dUKqOptRcSAhiIPGVVmrhll7575hJNHTuOchIAAAAA0CkKykEgOT5B3znvfE0cOVI79u1Ti9fb7TW2cFgz91dreE1jLyQEMJCk7tirKXsr9L2zz9OEohFGxwEAAAAA9HEUlINEvNuta889T1PHjtXO/fvU1NLS7TUmSRMq6jWxrFamMDt8A+iaORRW5qYtmtTg1XeXna+RQ/ONjgQAAAAA6AesRgdA74l1ReuqpecoymbT2x9vUEZSsuLd7m6vK6hrVrQ/qHUZCQpY6LQBHMkeCGrIh59oXGy8rjr3HGWlpRkdCQAAAADQT9A2DTIuh0NXLFmqM2fOUmVtjUorK3t0XUazV6ftqVCsr/uNdgAMLrGtPuW89ZGmJKToe+dfQDkJAAAAADgqFJSDUJTNpvPnn66LFi5SWyCgXQf2K9yDJdxxbQHN31OhrIbul4cDGBzSq+qU/faHmjtipK6/4CKlJCQaHQkAAAAA0M9QUA5SZrNZ86dO07XnnKsYp0tb95QoGAx2e50tFNb0gzUaV17HfSmBQcwcCmvYjr1K3/CFzpo+U1cvPUdxMTFGxwIAAAAA9EPcg3KQmzhylDyxsXpq1Z+1pWS3CrKyZY+K6va6otomJXjbtG5IorxWSy8kBdBXuNoCyt24WZ7WNp135mKdMmmyzGb+vQsAAAAAcGx4RwnlZ2Xrhgsv1tjhhdq+b2+PdviWpJTWNi3YXa7kFt8JTgigr0hraFHu2x9qiCy67txlOnVKMeUkAAAAAOBb4V0lJEmpiYn63vkXaPbESdpbVqqqutoeXecMhnTK3koVVjee4IQAjGQKhzWitFqJb3+ootR03XDhxRpfVGR0LAAAAADAAMASb0TEuqJ1xZKlSvLE65V3/q7G5mblZgyRyWTq8jqzpPGV9Upp9enDtHj5WPINDCiOQFAnbd8n784STRp1ki47c7ESPR6jYwEAAAAABghmUKKdKJtNZ889Vdedu0zumFht3r1LbX5/j64d0uTV6bvLldrsPcEpAfSWIQ0tOun9T6T9B7V49mx9d9kyykkAAAAAwHHFDEocwWQyafJJJyktKUnPrP6LPtu+XVlpqYqLie32WmcwpDn7qrQ1PkafJscpZO569iWAvskWDGnMwWr5P9sit8ejZWefq6ljxnY7oxoAAAAAgKPFDEp0KistTTdceLHmT5umsqpqHagoVzgc7vY6kw7t8j1/T4XivG0nPiiA4yq5xafpX+yW79MvNGJonm5cfqmmjR1HOQkAAAAAOCEoKNGlGJdLly5arEsXL5Fk0ra9exQIBnt0rcfn1/ySChVVN8rUg2ITgLHMobDGlNepcP3nqj9YqnnFJ+uGC5crNyPD6GgAAAAAgAGMJd7oltls1qlTipWZkqJnVv+fvty9S7kZQxTjcnV7rUXSuMp6ZTS16oP0BDVH8VsO6IvivH5N3l+p6p27ZHK6dOniJZozcZIsFja9AgAAAACcWMygRI8V5ubpxosv0YwJE7W/vFz7y3u25FuSUlrbtHB3ObMpgT7GHA5rRFWDir/YpbKt25STnqF/uuhinTqlmHISAAAAANArKChxVBI9Hl179rm6dPESWSwWbSnZLZ+/Z/eZtIbDGldZr/klFUpo5d6UgNESW3yat6tMcZ9uUVV1lU6dUqybll+qwtw8o6MB+BbuuusumUymdh9FRUVGxwIAAAA6xXpbHDWr1ap5xSdraGamnnv1FX2+c4fSEpOU5PH06Pp4n1/z9lRoe3yMPkt2K2CmJwd6ky0Y0pjKeqWXVqnk4AFlJCfr7LnzdPLoMTLz/yMwIIwaNUqvv/565LHVyl/5AAAA0Hfxt1Ucs6FDMrXi4ku0+p239fr776u2oV55GUN69CbILKmwtkmZja1an+ZRaYzzxAcGoKyGFo0vr1VtaZn2N7do6pixOm/efKUlJRkdDcBxZLValZaW1uPxPp9PPp8v8rihoeFExAIAAAA6xFQZfCvRTqfOmzdf37/wImWlpevLkhLVNTb2/PpAULP3V2vqgWrZAz3bHRzA0XP5A5q1r0oTS8pUsmOnzGaLLl28RN8973zKSWAA2r59uzIyMjR06FAtX75ce/fu7XL8fffdp7i4uMhHVlZWLyUFAAAAJFO4p7ucAN2oa2zUn9e+qbc3rJck5aZnHNWSsjazSV8kubU9PkYhk+lExQQGFXM4rOE1TRpVWa+a6mpV1ddpTMFwLTttgfKGDDE6HoAT4JVXXlFTU5MKCwtVWlqqu+++WwcOHNDnn3+u2NjYDq/paAZlVlaW6uvr5Xa7eyv6Efb/Zqphrw2g78u85j2jI/QJc1f90egIAPqoN5dcaHQENTQ0KC4urtu/V7LEG8eNJzZWl525RCflD9Of167Rl3tKlJaYqMQ4j0w9KByjQmGNr6jXsNpmbUyJ08FYln0D30ZGY6vGV9TL2tik7QcPyh0TrWXz5mvBtOly2O1GxwNwgixcuDDy+ZgxY1RcXKycnBw9//zzuvrqqzu8xm63y87PBQAAABiEghLHlclk0sSRo1SQk6tX3/m73vzoQ1XVlSgvY4jsUVE9eo5Yf0CzDlSrzGXXxhSP6h22E5waGFjifH6NL69TSlOr9leUq7m1VeOLinTWKXOVn8myTWCw8Xg8Gj58uHbs2GF0FAAAAKBDFJQ4IdzR0Vo2f4HGDC/Uy2++ri927VR8rFvpSUk9mk0pSWktPi0oKddOT7Q+T3LLZ7Wc4NRA/+YIBHVSVYOG1jWrsalJm8vKlJ6crPPnn64Z4yfIxi6+wKDU1NSknTt36tJLLzU6CgAAANAh3q3ihDGZTCrKy9P/u+QyrfnoQ73y7jvavGuXcjMyFO3s2fJts6SCumblNLQcuj+lJ0YhM/enBA5nCYVUWNOkEdWNkt+vXaUHJUmnTJ6iJXPmKCUh0eCEAHrTD37wAy1evFg5OTk6ePCg7rzzTlksFl100UVGRwMAAAA6REGJE85ht2vhjJkaNWyYVq55Uxs2fyG7zaas1LQeb6Lz9f0ph9c06YukWO2Oi1aYjXQwyJnDYeXVNWtUdYOc/qCq6mpVXlOjYVnZWjLnFI0vLJLZbDY6JoBetn//fl100UWqrq5WcnKyZsyYoffff1/JyclGRwMAAAA6REGJXpOdlq7rl12gDz7/TKvf+bu+3FOipDiPUhMTe7zsOzoQ1JSyOo2sbtTnSW7tcbsoKjHomMJh5dU3a2R1o2L8QTW1tGhLWZlio106+5RTtWD6dMW6oo2OCcAgf/wju7kCAACgf6GgRK+yWq2aPm68RhcM19qPPtTrH7yvL3btVGZKqjyxsT1+nhh/UCeX1mpkVaO+SHJrr9tJUYkBzxQOK7e+RaOqGxTjD6rN79eOslKFw1Lx6DE6Y+ZMDR2SaXRMAAAAAACOCgUlDOGOjtaSOado0qhRevXdd/Tep5+qrLpKOWnpcjocPX8ef0BTS2s0stqqz5Pc2hfrlCgqMcB8XUyOrG5QrD+oYCikfRUVamxpUUFOjhbNmKnxRSNYzg0AAAAA6JcoKGGojOQUXXnW2Tp5zFj939/f1uc7th/1/SklKa4toOkHa1Rnt2lLQiwzKjEgmMJh5TS0aFTVoWIyHA6rvLZGlbW1ykhO1tlzT9WMCRPktPe81AcAAAAAoK+hoIThTCaTRg7NV0F2jj6M3J9yjzwxMUpPSpLFYunxc3l8fk0trdGYSou2JcRoZ1y0AhZmlaF/sQVDyq9r1vDaJrkCh4rJ2sZGHaisUILbrbNPOVVzi4uV4I4zOioAAAAAAN8aBSX6DNth96d8d+PHWvPRh9pSslvxsbFKS0qW5SiWr0YHghpfUa9RVQ3a6YnWtvgYtdr47Y6+LbotoMLaJuXVNcsWDkeKyYNVlYpxujR3crEWTJuuzNRUo6MCAAAAAHDc0Nigz3FHR2vhjJmaOnac3tn4sdas/1Bbdu9SgjtOaYmJR3WfvahQWCNqmlRY06Q9bpe2JsSozhF1AtMDRy+pxafC2iZlNrbKJCkcDquuqVEHKisV7XRq9sRJmjt5ioZmZvV4x3sAAAAAAPoLCkr0WZ7YWJ05a7amjRundz4+NKPyi107leTxKDXh6IpKs6S8hhblNbSozGXXjvhoHYjhPpUwjjkc1pDGVhXVNCnR2xY5XtfYqIOVlXI5HZo1YaLmTi5WfhbFJAAAAABg4KKgRJ+X4I7TkjmnaPq48Xr74/V6a8N6fbFrp5I98UpJSDjqnYvTWnxKa/Gp1WLW7rho7fJEqymK/xXQO2J9fg2tb1ZefYscwVDkeH1Tow5UVMjlcGr6+PE6dUqxhmVlU0wCAAAAAAY8Whn0G4kej86eO+9QUblhg97dtFGbd++SOzpa6UnJsh3Frt+S5AyGNLKmUSNqGlXusmun59CsypCZQgjHlyUUUlZjq4bWNSul9R+zJcPhsKrr61ReUyOXw6Fp4w4VkwXZORSTAAAAAIBBg4IS/U5KQqLOO22+5k4p1kdffK616z/S9r17FWWzakhKqpx2+1E9n0n/mFXptZi1O86lXZ5oNUbZTswXgEEj3tumoXXNymloUVQoHDkeCAZVXl2t2sYGxce6ddrJUzVt7DhmTAIAAAAABiUKSvRbCXFxWjBtumaMn6CNX27RW+vXa8e+vQqHw0pPSpI7Juaon9MRDGlETZNG1DSp2hGlPW6n9sW61GqznICvAAOR0x9QVmOrcutblODztzvnbWtTaWWlWnxepSUmaVnxfBWPGaP0pGSD0gIAAAAAYDwKSvR70U6nZoyfoOLRY/T5jh16++P1+mLnDu2rKFdKfIIS4+KO+j6VkpTobVOit03jK+pV6YzSHrdL+2Od8lkpK9Gewx9UVmOLshtbldTapm/OgWxsaVZpZZXC4bByhwzRrIkTNXHEKMUdQ4kOAAAAAMBAQ0GJAcNmtWp8UZHGFRZqx769enfjRm34crO27N4tl8OutMQkOR2Oo35ek6SU1jaltLZpYnmdyqPt2uN26UCMU37L0RefGBjsgaCyGluV3dCi5A5KyUAwqKraWlXX18vpsGt0QYFmTZioMcMLFWXj9gEAAAAAAHyNghIDjslkUkF2jgqyc3TmrNnatG2r1n2yUSUHDsof8CvJE68kj+eYZlWaJaU3+5Te7FPQVKtyl0MHYxwqjXaomZ3AB7zotoDSm73KbGxVSotP3/wdFA6H1djcrPKaGvkDfiXHJ+jMWbM0YcRIDcvKPqbfcwAAAAAADHQ0KhjQkuLjNa/4ZM2ZOElb95Ro/eYvtGHzZm2OzKpMlMvhPKbntoSljGavMpq9kqT6KKsOxjh0MMapKmeUwmx20u+ZQ2Elt/qU3nTov7O7LdDhOH8goIqaatU2NirG6dLI/HxNHTNWowuGyx0d3cupAQAAAADoXygoMShYrVaNyh+mUfnDdObMr2ZVbtqokoMH5GvzyxMbq6R4j+y2qGN+jbi2gOK+2mCnzWxSWfSh2ZVl0Q55uW9lv+HyB5TR5FV6s1epzT5Zw+EOx4VCIdU1NqqyrlbhUFhpSUk6tfhkjSscodyMDHbjBgAAAACghygoMegkejw6dUqxZk+YqO179+qz7du0YctmlRw8qGAopIRYtxI9Htmsx/6/R1QorOzGVmU3tiosqSHKqgqXPfLBRjt9h8sfUHJLm5JafUpp8Smuk1mS0j9Kyer6OrUFAvLExGrSyFEqPmmMRg0bJtcx3OMUAAAAAIDBjoISg5bVatWIoUM1YuhQLZ4zR9v27NHnO7br4y1btHP/PoXDYSXExSkxziOr5dgLRZO+ml3ZFlBBXXOksKx02VXpjFKV0879K3tLOKw4X0DJrT4ltfqU3NKm6ECwm0vCqmtsVFVdbaSUHDO8UBNGjNSIvDwlxyf0UngAAAAAAAYmWhFAktPu0NjhhRo7vFBnzZmrrXtK9Nm2bdq0bau2790jk8kkT0ys4uPc32oZuNS+sBxW1yxJarWaVe2IUo0jSnUOm2rtUWq1Mcvy23L6g/L42hTv9SuxtU3JrT5FhTpesn24UCik+qYmVdXVqc3vV1xMjEYXDNf4ohEakTdUKQkJLOEGAAAAAOA4oaAEviHG5dLEESM1ccRI1Tc1aWvJbn22fbs279qpPQdL5Q8GFO1wKiEuTrEu13EpqpyBkDKbvMps8kaOeS1m1X5VVtY6bKp12NRks0oUY0cwhcNytwXk8bYp3ueXx+uXx+eXIxjq8XN4fT7VNjSorqlJ4XBY7phojcwfqgkjRmpkXr5SExMpJQEAAAAAOAEoKIEuxMXEaMpJozXlpNFq8Xq1a/8+7di3T59s26rSykrtKyuTzWpRvNstT6z7W9238pscwZDSm31Kb/ZFjvnNJjVGWdVosx76Ncqqpq9+bfsWy9D7C2sopJi2gGIP+4hr8yvO55el+4mR7Xw9S7K2sUGtXp/sUTYlxHl06qhRKszJ1dDMTCXHM1MSAAAAAIATjYIS6CGXw6GThhXopGEFWjJ7jg5UVGjn/n3avGuntpaUaOf+fQoGQ3I5HPLExio2Ovpb3buyI7ZQWAlevxK8/iPO+cwmNUXZDpWWNotarYc+vFaLWq1mea0Whftw2WYOh2UPBOUIhOQIBuUMhBTtDyjaH1BMW1Ax/sBRzYj8plAopKbWVjU0NamxpUVhheWOjtbQzCyNHT5c+ZlZys0YInvUt1vCDwAAAAAAjg4FJXAMzGazstLSlJWWpjmTJquhuVk79+3TntKD2rxrpw5WVKi8plqhUFhOe5Tc0TGKjY5WlM12wjLZQ2HZvW1K9LZ1eD4syWcxRwrLVqtFbRaz/GazAmaT/GaTApHPD/369eehr4rNb05SbPfYJJlDYVnDYVlDX3+EIo8tXz22hcKyB0NyBIJyfP1rIKSoUEjHsz4NBoNqaG5WQ3OTmr1eKSxFOw8tzS8ePUYF2dnKz8piliQAAAAAAAajoASOA3d0tMYXFWl8UZHOmnOKahsatKe0VHtKD2pbSYn2V5Rr98EDCgSDslksinG5FO10KcbplKWXlmabdGjZuCMYksfX7fB+JRwOq9XnU3NrixqbW+Rt88lsNivWFa2MlBSNyBuq7LR0ZaamKS0xsde+5wAAAAAAoHsUlMBxZjKZlBAXp4S4OI0vKpIk1Tc1aX95mfaXl2vX/v3aU3pADc1NOlhZqVA4JIvZrBinS9FOp2JcruN6L8uBJhgKqbm1Vc2tLWpubZXP7z9Uvtrtina6NDw3V0W5ecpMTVNWaqoSPR5mSAIAAAAA0IfRggC9IC4mRnExwzQqf5ikQ8uPq+r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}, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "## The Physical Paradox - Is There a \"Perfect\" Olympic Body?\n", "\n", "Do general physical attributes like Height and Weight correlate with winning a medal?\n", "\n", "The correlation heatmap below reveals a surprising \"paradox.\" Look at the bottom row (`Has_Medal`): the correlation with Height (0.08) and Weight (0.08) is almost zero!\n", "\n", "Does this mean physical size doesn't matter in the Olympics? Not at all. It means that looking at the Olympics as a single macro-dataset is heavily misleading. The extreme height advantage of a basketball player mathematically cancels out the extreme low-center-of-gravity advantage of a gymnast. To see the true impact of physiology, we must break the data down by specific sports." ], "metadata": { "id": "h3vpVHSxIUwI" } }, { "cell_type": "code", "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# Feature Engineering: Create calculated physical metrics for deeper analysis\n", "# Calculate BMI: Weight (kg) / (Height (m)^2)\n", "df['BMI'] = df['Weight'] / ((df['Height'] / 100) ** 2)\n", "\n", "# Calculate Height Deviation: How far an athlete is from their sport/sex average height\n", "df['Height_Deviation'] = abs(df['Height'] - df.groupby(['Sport', 'Sex'])['Height'].transform('mean'))\n", "\n", "# Plotting the Heatmap\n", "plt.figure(figsize=(10, 8))\n", "\n", "# Select only the relevant numeric columns to calculate the correlation matrix\n", "corr_matrix = df[['Age', 'Height', 'Weight', 'BMI', 'Height_Deviation', 'Year', 'Has_Medal']].corr()\n", "\n", "# Generate the heatmap with annotations, custom color map, and limits from -1 to 1\n", "sns.heatmap(corr_matrix, annot=True, cmap='RdBu_r', fmt=\".2f\", linewidths=1, vmin=-1, vmax=1)\n", "\n", "# Add a bold, formatted title\n", "plt.title(\"Correlation Heatmap: How Variables Affect Each Other\", fontsize=16, fontweight='bold')\n", "\n", "# Display the final visualization\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 701 }, "id": "hq3TiTcBC4ff", "outputId": "651e1925-6b13-44ef-a218-c557d1e8118d" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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xMS5fvoynT58CAPbu3YsffvgBAQEBYth3v4kZZzbS1tZG+fLlYWlpifv37+PGjRvitnr16sHMzAxHjx4Vv2cA0Lx5c+jq6orv9fT0cn0sM9q8eTOuX7+uctvEiRNRtmzZLOs/5ZydO3cuxowZI0nHxMQE5cuXh46ODq5evSoet+y865ZYqVIllChRAidPnhR/ox89eoSFCxdi9OjRuSr3mTNnJO81NTVz/H9Qq1Ytyfvw8HA8evTos3/T3n1X7e3t4eLigjNnzojXoKSkJIwdOxYHDhwQw9+7dw8tWrQQwwBAuXLlYG9vjwcPHojnzp07d9C8eXNcu3ZNcp5kdOXKFQDp45UqV64MQRCydCOkAvQxNRMPDw9JrXHUqFEfVbMJDg4WFAqFGF9dXV04evSouP3atWuCoaGhZB/79u0Tt6uqdY8cOVLS5epdS8vHhK1du7YkTxmbTtPS0oS+fftK0gkMDBS3f+iOX2hoqPDixQuVx+Off/7Jkr+MPpR2RhnDZa7Ne3t7S7b3799fPA4JCQlZ7oh36tQp27QBCM2aNRPv3IaFhQkWFhaS7Y8ePco2n5nlthVH1ZLxrtGhQ4ck21q1aiW5A3rr1i1JK0G5cuUk+bhz506WO7/vzJ8/X5L2okWLJNtze1c/850YAMLYsWPF7cOHD8+yfeXKleL21q1bS7atWbNGkn5wcLDKO4+CIAg///yzJG7m1o3MrQX169cXm67fvn0rdO7cWbLdx8fnk45BdvLqPNi3b59km7GxsXDjxg3JftTU1MTtCoVC0rWuQ4cO4jalUimeE/379xcASOK+Ow8y533q1KkfVfbMLSrW1tbC27dvBUEQhOTk5CwtH9euXRPjJiUlCVevXlXZxSUuLk5wcHAQ42VujVF1zL///ntJa/W713Je5zLfnbayshLu3r0rbl+8eLFku76+vqRbRU4tG5lb46dNmybZ94YNGyTbBw4cKG5r3LixuL5hw4ZZyhUfHy/8888/wv79+1WWOyeDBg2S7PfPP/8UBCH98zQyMhLXa2pqClFRUVni5/a3QVUXtYxSU1MFOzs7yfclODhY3J6SkpLl9+H8+fPi9sx3sWvWrCmEhoZK9hESEiIcPnxYsi43Xd9yIzctONmV/VPP2ZcvXwr6+vqS7X379s1y7T148KBw+/Zt8b2q/ySrVq3Kdnvma2xOMncBtba2zjH8zZs3s+Tl7Nmz2eblY37TfvjhB/H6dfPmTUmLmaampqQrZJcuXSRxN27cKEl/ypQpku0zZ87Mcd+NGzeWtAh9bM8bks9nPWdD+P9d2Nz6559/JHG++eYb1K1bV3xfrlw59OnTRxJn165d2abn6uqK3377DUrl+2Jk19KSXdiIiAhJi02JEiUwd+5ctGvXDu3atUP79u2z3CnJKU+Z2dra4sKFC+jcuTPc3d2hr68PNTU1KBQKyR0rIH2Gkbz24sULyV0PTU1NTJ06VTwO2tramDFjhiTOnj17cpxF7I8//hDv3FpaWsLLy0uy/UN3dOSwfft2yfvIyEh899134uc4evRoaGhoiNuvX78uuVvv6OiI/fv345tvvoGTkxP09PSgVCqhUCgwcOBASdp59TmVKFEC/v7+4vvMd5ucnJzQo0cP8X3Dhg0l2zMfZycnJ2zYsAEtWrRA6dKlJXPvZx5o+qEyTJo0Sby7qKamhunTp0u2//fff5JZbrp37w4hvVsmBEEosEGa71ow3+nTp4/kLlz9+vUlM68IgiAO0AaARo0aia/T0tJw/PhxAMDRo0fF7ZaWlgDet3ZkbvXImEZuVK5cGZ6enuL758+f49ChQwCA3bt3IyoqStxWpUoVyQxFmpqaMDQ0hL+/P7y8vGBmZgZNTU0oFAoYGBiILVpA+t372NjYbPNhbGyMBQsWSK6huW25zsvr3IABA+Dk5CS+79OnD1xcXMT3r169krQk5STzdeHUqVPiNaFdu3bYvHmzZHvGa3vp0qXF1+fOncOvv/6K7du349q1a0hISICenh5atGiBJk2a5Cov7yQnJ2PDhg3iezU1NbRv3x5A+ueZcdavzGHz2sWLFyXPwtLV1cXYsWPF49OpUyex5fudd8coMjJS/H4A6T0C1q9fD1tbW0l4d3d3NGjQQLYyfKpPPWcPHjyIV69eie+dnZ0xf/78LHfcGzVqJDlvM/Py8pJMX92qVSvJdjl/Rz/2v1tuaWtrY+bMmWKvETc3N0kvieTkZLFFKy0tTXK91tTURGBgoOT7mfnamtN/LzU1NSxdulSciQ3I/fWL5PdR3agsLS3Frh8APnpu7MzhM/7AvpOx+wAAyY9lZnXq1Mm221Ruwz58+FDyxYuNjcXWrVtzTCunPGU2ePBgzJs3L1dhX758met0c+vRo0eS8tnZ2cHQ0FASpkyZMtDU1BS7BMTFxSEqKkpsbs+oRIkScHd3l6zLnN7nPCyodOnS2Z5X9vb2ki4BGWX+TE6ePPnBfT148AD29vYQBAHffPMNduzYkas85tXn5OTkJOluo6+vL9meuck/8/aMxzkhIQE+Pj5ZmtOz86EylC9fXvK+VKlSMDIyEv+spqSk4NmzZ3B0dMzV/j7Wp54Hub3GbNmyRXyf8dzJ3DUsKCgIXl5e4nWvfv36MDQ0xObNm8UKSMYfRBMTE1SuXDnbcmWne/fuGDZsmPh+3bp1aNq06QefrXH8+HE0b94cr1+/ztV+Xr58Kfkxzqhy5cpZzrHcysvrXOZzT6FQoGzZsrhz5464LrvPP7PM14W///47x/CPHz9Gamoq1NTUMGzYMAQGBiI2NhZxcXEYP368GE5NTQ3ly5dHu3bt8NNPP6FEiRK5yg+Q/ocpYwWyQYMGYgUWSO8OumLFCvH96tWrs9zwyCuZj8/Tp09z/fv34MGDLL8tBT2d7vjx43N9o+NTz9n79+9LttWqVStLt8bcyNzN6XN+RzP/VkdGRiIlJUVygy2jsLCwLOvyYsp8Z2dnGBsbS9ZlV66oqChJ96nk5OTP+u9lb2//RT3QuLj5qG9IrVq1JH2hDx8+jKSkpFzXHjPXpj923ENm7/rW5nXYD8ntD/v58+ezXMxcXFzg5uYGLS0tvHnzRjLGQI67DXl9zE1NTbOsy22Fr7B59zlu3bo1S0XD09MTDg4O0NDQyNI/Oq8+p8x/+jK2ugHIctHOyYIFCyQVjXfjjmxsbKCmppalD65cd7YK2uee7/b29nBychLHaR09ehTe3t7i9nr16sHAwACbN29GWFgYLl++LLnL3qBBgyyfY2506dIFI0eOFMeTbN++HY8fP8bu3bvFMKqerdG/f3/J9cjAwADVq1cXf+Az943P6XP/1GtkYbjO5ZW0tDQkJCSIN1WuX7+OhQsXYv/+/bhx44bYmpeamopLly7h0qVL2LFjB06dOpXr62DmZ2ucPn1aMvYq8/H50DM38ltuf/8Ks8Jwzmb+Lf2c39HMzxBJSUnB2bNns7SWv5N5/K2FhUWeTH0r9/+DnM69vPyPR3nvo34VO3bsKPkhjYyMzNIFJ7OMtfPMdz2uXbuWJXzGQXOq4mT0MT/q2YUtXbq05A+Ju7u7pDuIqiXjn7acZGxiBtL/GNy+fRu7du1CYGAgxo4dm2P8z60YAMhS0w8NDZXcTQDSm4gzDnTU19dXedEozDKfJwEBAR/8HN81lWf+nKZPn46rV6/i77//RmBgIPr165fjvvPic/pcmcsQEBCAc+fOYfv27QgMDPzohzZl/m4+e/ZM0gVHQ0MD1tbWn5xfueTFNSZjN6hLly6JTf16enqoVq0a6tevL26fNm2a5Br3sV2o3rGwsMBXX30lvn/z5g06d+4sSTvzszViYmIkg2+tra3x6NEjHDx4EIGBgQgMDPyoZ3F8SiUJ+PzrXGaqPrOMLeqAtItTTjJ+tgqFAs+ePfvgdSFjK0WpUqXw22+/4fz58+LA8IMHD6JOnTpimHPnzmU5BtkJDw/Hvn37JOtevXqFp0+fikvmbktA7p4o/ikyn/vNmjX74PF5N7DZ3t5ecu0LDQ3Ndat/QV8zP+eczdyae/LkyQJ/MnvZsmWzTOqS+Zkb7yQkJGDp0qWSdW3atJF8Jvnx+ZiamkpaUg0MDJCUlJTjuZfxxklmn3r9ovzxUZ9OuXLlsjTjjx8/HhMnTpT03wbST+gVK1ZImgpbtGghOYm3bt0qqWEHBwdn+RJk7juZ1ywsLCR3Lm/evIlp06ZJZm4CgLdv3+LIkSPo2bNnrruqZHxAEwBJn86XL19+cKaJzDPafEofTgsLC8ldj6SkJIwePVock5GUlIRRo0ZJ4nz11Vdf3Bc3c3/XsWPHqvzhe/r0KRYsWIBBgwaJ63L6nMLCwj44801efE6fK6cy3L59O9sfnuyMGzdOfNJsamqqZGwJkHXGpdWrV4vjQxQKRYGN2ch8vVi6dKmkv/Xx48exbds28b1CoUCLFi0kcTJ2pUpNTRUfllazZk2oq6vDw8ND7LaQsTsW8OmVDUB1F6mctmf+zNXV1SWtzPPmzcPt27c/OT+59bnXucwWLFgg+e4uW7ZMUo4SJUpIrtk5yXhdEAQBAwYMyHKzBUivgI4dOxaLFy8W123fvh1bt25FfHw8gPQ/MyVLlkSjRo0klQ1AdbcUVdavX/9Jf0z/+usvWf7QVq5cWfLE+gMHDmDt2rVZwiUmJmLPnj3o0KGDOLOXubm55M65IAjo0qULHj9+LIl77949/Pvvv5J1BX3N/JxztlGjRpIK6Z07dzBw4EDxevnO0aNH8+X7987EiRMl77ds2YIJEyZI/svExMSgQ4cOknE6Ojo6Wa7v+fH5KJVKyfU6Li4Ofn5+WbqPCYKAM2fOYMiQIVnGYNGX46M7Gs6fPx+3b98WnyL+bjDorFmzUK1aNZQoUQIvXrzA5cuXkZiYKOmv5+Hhga5du2LNmjUA0r/w9evXR7Vq1aCpqYmzZ88iISFBDO/j44NmzZp9bhk/aNq0aWjYsKF4Mff398e8efNQrlw5aGlpITw8HDdu3BAvJt9//32u0s38gzhr1iwcO3YMpqamOHv2LGJiYnKM7+LiAqVSKVYMDh06hBo1aog/Dv7+/qhSpcoH8zF16lQ0btxYTGfBggXYu3evOPVtxguJrq6upG/yl6JJkyZo3LixOFXynTt34OLigsqVK8Pa2hpv3rzB3bt3xT799erVE+N6e3tj0aJF4vvBgwdj8+bN0NLSwunTpz/YbSDzGJZVq1bh7t27YuvQH3/8kWXQZF7z9vaWNPt/8803qFOnDt6+fYtTp05l+XH9kH///RdOTk7i1LeZK26ZK6iFRfPmzVG/fn1xHEV0dDQqV66MatWqISUlBefOnZP8aevevTvKlCkjSeNdV6h335d34TO2aNSrVw+BgYGSiRQcHBwkA5s/1tdffy2Zejejd08bz8jCwgIODg7iZ/P48WO4uLigUqVKuH//PoKDg6FQKGTvtvS517nMnj9/jvLly6N69eqIjY3FxYsXJdsHDRqU66lRhw0bhlWrVomVge3bt+PgwYOoXLmyOAYpODhYPOYZr31Hjx7F3LlzoampCXd3d5QqVQqampp4/PhxljxlPoeyk7mFYteuXdneUKtQoYLYChcWFoZ9+/bl+c03pVKJGTNmoHPnzgDSu5F169YN48ePh7u7O5RKJZ49e4aQkBDxT2DG3gwzZsxA/fr1xZbxkydPwtXVFRUqVICFhQVCQ0Nx9epVjBs3TjJI3N3dXXK9atOmDby8vKClpQUnJ6csE1LkVk5T31pYWGDhwoUAPu+cNTQ0xMSJEyVjrJYsWYLAwEB4enpCV1cXwcHBePjwIY4cOQJXV9dPKsvH6tixI44fP44FCxaI6yZOnIglS5agcuXKSEpKwqlTpySVIqVSiTVr1mRpKcyv37QJEyZg165dYoV+wYIF2LhxIypUqAB9fX1ERkbixo0b4piZihUrfvY+qYB8yhRWiYmJwqBBgyTTQGa3GBsbZ4nbrl27D8arW7dulin/PmZ6zY+dinPz5s0ffKjfu+X48eNivA9NQdi2bVuVaaipqWWZru7dA7Qyat++fbb5yPjAp4zrVT3IZu3atYKOjk6O5TIxMVE5jeOH0v7Q9Io5ycuHub18+VJo2rRprj7DjFNZJicnC15eXirD6ejoCJMmTcrxMxYEQahevXq2+3o3VamqJ57mdCwy7yenczo6OlpwcnJSuX9TU1Nh1KhROX4fMh/bESNGZFueMWPGZCl/YXqoX1RUVLYPlsq4fPPNN9lOjVi1atUs4f/77z9x+59//plle+/evT+qzKr89NNPKvOa3YPjtm/fLiiVSpVxWrduLdSpU0eyLuMUox8ztbac17nM148ePXpkW6YGDRpk+cw+NI3qtWvXsn14ZuZl0qRJYrzBgwfnKk7fvn2zPW4ZnTt3ThLP2NhY5RPR3/ntt9+ynK+5/TyyO7bZXZvnzZv3wYf6vVsyT227a9euDz78MPP14PLly9k+EK9KlSq5Op6qypfTkvma8rm/zRMnTvzgf6CcHuqn6hqZU35zIy0tTZgxY4agra39weNhZWUlebRAZnnxmyYIH/5+BgUFffChfu+WdevWifFys28qPD6pr4yWlhbmzZuHe/fuYfz48ahXrx6srKygpaUFTU1NlCpVCo0bN8bUqVNx+fLlLHG3bNmC/fv349tvv4WDgwN0dHTEeK1bt8amTZtw5MiRj+pv/Lnat2+PW7duiQ8sMzU1hbq6OrS1tVG6dGk0bdoUkyZNwrVr11C7du1cp7tp0yZMnToVbm5u0NDQgImJCZo3b46jR4+iQ4cOH4y/cuVKDBs2DE5OTh/9gK2Mvv/+e4SEhGDkyJGoUqUKDA0Noa6uDmNjY3h7e2PixIkICQn56GkcCxMDAwPs27cPu3fvxnfffQcnJyfo6upCTU0NxsbGqFSpEnr27ImAgADJlHsaGho4fPgwRowYAXt7e2hoaMDc3Bzt2rXDuXPncvV579q1C71794atre0nzUzyuYyNjXHq1Cn07dsXJUuWhIaGBkqWLInu3bvj8uXL2T6kMTvTp09HYGAg6tSpgxIlSkBPTw81a9bEli1bcv1AtYJiYmKCI0eOYPPmzfD19YWNjQ20tLSgra0Ne3t7dOzYEfv27UNgYGC2k1tknpVKV1dX0h0xYyvHO5/TheqdjFMdZ5S5C9U7vr6+OHz4MBo2bIgSJUpAR0cHnp6emDVrFrZu3Zpv3SE/9zqXUdeuXXHixAlxjIqmpibKlCmDadOmYe/evR89nWW5cuVw5coVLFu2DF999RVKliwJLS0taGhowNLSErVq1cKwYcNw+PBhSfeZfv36YcaMGWjTpg3c3d1hZmYGdXV16OjowMHBQZzBLmPXq5xkbtVo27ZttrMFAel3qjPatWuX5CGDeWnQoEHi70O1atVgbGwMNTU16OrqwsnJCa1atcLMmTNx//79LHe0v/76a9y6dQvTpk0TH9qnoaEBQ0NDuLm5oXv37pLxSEB6q82+ffvQsGFDGBkZFcgYjs89Z8eNG4fr169j6NChqFSpkvibamZmhsqVK2Po0KEffd39XAqFAsOHD8fDhw8xefJk+Pj4wNraGlpaWtDV1UXp0qXh6+uLZcuW4cGDB2jatGm2aeXXb1q9evVw8+ZN/PHHH2jYsCEsLCygoaEBLS0tlCpVCj4+PhgzZgxOnz6NLl26yJYPkpdCEArx1CBElC8yTyfLywIRERHlhS9rFDAREREREX0xWNkgIiIiIiJZsLJBRERERESyYGWDiPDw4UPJw5OIiIio4Bw7dgwtW7ZEyZIloVAosGPHjg/GCQoKQuXKlaGlpQVnZ2eVDwRdsGAB7O3toa2tDS8vL5w9ezbvM58JKxtERERERIXI69evUaFCBcmzU3Ly4MEDtGjRAj4+Prh8+TKGDBmCXr16Yf/+/WKYTZs2wc/PD+PHj8fFixdRoUIFNG3aFC9evJCrGAA4GxURERERUaGlUCiwfft2+Pr6Zhtm5MiR2L17t+TBlp06dUJsbCz27dsHAPDy8kK1atUwf/58AOkP8rS1tcWgQYNkfVgvWzaIiIiIiGSWlJSEuLg4yZKUlJQnaZ86dSrL856aNm2KU6dOAQCSk5Nx4cIFSRilUolGjRqJYeSS/08fIyIiIiIqAP0U9gW2b6vx3TFx4kTJuvHjx2PChAmfnXZYWBgsLS0l6ywtLREXF4eEhATExMQgNTVVZZibN29+9v5zwsoGEREREZHM/P394efnJ1mnpaVVQLnJP19kZaMga6VF2WLhofg6JexewWWkCNOwchJfp909XYA5KZqUzt7i69TgoILLSBGm5lFffB396k3BZaSIMtHXFV8/j31dgDkpuqyN9MTXSa9iCy4jRZiWvlFBZ6FQ0tLSkq1yYWVlhfDwcMm68PBwGBgYQEdHB2pqalBTU1MZxsrKSpY8vcMxG0RERERULKgpCm6RU40aNXD48GHJuoMHD6JGjRoAAE1NTVSpUkUSJi0tDYcPHxbDyIWVDSIiIiKiQiQ+Ph6XL1/G5cuXAaRPbXv58mWEhoYCSO+S1bVrVzF8v379cP/+fYwYMQI3b97EwoULsXnzZgwdOlQM4+fnh2XLlmHNmjUICQlB//798fr1a/To0UPWsnyR3aiIiIiIiD6WmkLmJoY8cv78efj4+Ijv34316NatG1avXo3nz5+LFQ8AcHBwwO7duzF06FDMnTsXNjY2WL58OZo2bSqG6dixIyIiIjBu3DiEhYWhYsWK2LdvX5ZB43nti3zOBsdsyINjNuTHMRvy4pgN+XHMhrw4ZkN+HLMhv8I8ZuMnNYcC2/e81AcFtu+CxJYNIiIiIioW5B47QVlxzAYREREREcmClQ0iIiIiIpIFu1ERERERUbHwpQwQL0rYskFERERERLJgywYRERERFQscIJ7/2LJBRERERESyYGWDiIiIiIhkwW5URERERFQscIB4/mPLBhERERERyYItG0RERERULHCAeP5jywYREREREcmCLRtEREREVCxwzEb+Y8sGERERERHJgpUNIiIiIiKSBbtREREREVGxwLvs+Y/HnIiIiIiIZMGWDSIiIiIqFjhAPP+xZYOIiIiIiGTBygYREREREcmC3aiIiIiIqFjgE8TzH1s2iIiIiIhIFmzZICIiIqJigQPE8x9bNoiIiIiISBZs2SAiIiKiYoFjNvIfWzaIiIiIiEgWslc2kpOTcevWLbx9+1buXRERERERUSEiW2XjzZs36NmzJ3R1dVG2bFmEhoYCAAYNGoRp06bJtVsiIiIiIpXUFIoCW4or2Sob/v7+uHLlCoKCgqCtrS2ub9SoETZt2iTXbomIiIiIqJCQbYD4jh07sGnTJnh7e0ORoTZXtmxZ3Lt3T67dEhERERGpxAHi+U+2lo2IiAhYWFhkWf/69WtJ5YOIiIiIiIom2Vo2qlatit27d2PQoEEAIFYwli9fjho1asi1W9k416mOJsP7wK6KJ4xKWmKRbx9c+ftAjnFc63mj3exfYF3WBTGPn2Pv5Pk4tSZQEqbej9+jyfC+MLAyx5MrIdg0aDwenrsiZ1EKtY3bd2FVwFZERsfAzckBowf3h2cZN5Vh7z54hPkr1yH49l08C3uBkQP74Pv2vpIw569cw6qNWxF8+y4ioqIxd/IvaFinZj6UpHD6659DWLl1LyJjXsLdwRZj+nVBeTcnlWE37wvCzn9P4M7DJwAAD2d7DO3WThJeEAT8uX47tuwPwqvXb1CpjAvGD+gG+1JW+VKewmjDniNYueMgImNfws3eBmN6dUJ5VweVYbccOI6/g07jbugzAICHkx2GdPaVhJ8fsAt7/zuHsMgYaKirw8PJDoM7+6JCNmkWB4IgYNmSRdi5fTtexb9C+QoVMGLUaNjalc4xXuDmTfhr3RpER0XB2cUVfsNHomy5cuL2H/v0wqWLFyRxfNt+g5Gjf5GlHIWVIAhYtXQx/vl7O+LjX6Fc+QrwGzEaNnZ2OcbbvmUTAv5aKx7fn4aNQJmy74/v0yePsWjeHFy7cgkpySmoXqMmfho2AiampnIXqdAJ2LwFq9f9hcioKLi6uMB/+DB4liubbfgDhw5j/qIlePb8OexsbTF00ADUqV1L3L5wyTLsO3AQYeHh0NDQgEcZdwz6sR/KZzi/iQqKbC0bU6ZMwejRo9G/f3+8ffsWc+fORZMmTbBq1Sr89ttvcu1WNlp6unhyJQQBA8blKrypvQ0G7F6JW0dO4beKX+HfOSvRZfk0eDSpK4ap0uFrtJv9C/6ZOBdTKrfAkyvBGLR/LfTNi9+FFwD2/nsUMxYsQ/9u32HLsj/h5uSIvj+PRVRMrMrwCYlJsClpjSF9esDMxFh1mIREuDk7YMyQH2XM+Zdhz7EzmL5sIwZ81xpb502Em4Mteo+diajYOJXhz127ia/qemP11FHYOGssrM1N0GvsTIRHRothlgfuwfpdBzFhQHdsmj0Outpa6D12JpKSk/OrWIXK3v/OYfqqQPzYsQUCZ42Bu70N+vw6L9tjfPbGbbSoUw2rJvlhw7SRsDIzRu+JcxEeFSOGsS9piTG9v8WOOeOwbspwlLIwRe+JcxD98lV+FavQWb9mNbYEbMQI/9FYsXotdLR1MGTQACQlJWUb59CB/Zj3xyz07N0Xq9dvgIurK4YO+hHR0dGScK3btMU/+w6Ky8CfhshcmsJn47o12Lp5I/xGjsaiFWugo62D4YNzPr7/HtyPhXNno3vPPli2ZgOcnF0wfPAAxPz/+CYkJGD4TwOgUAB/LFiC+ctWIiUlBaN/HoK0tLT8KlqhsO/AQfz+x1z0690Tm9avgZurM/oNGoyoTOfiO5evXMXIMWPRpnVLbP5rLRrUr4vBP4/Anbvvu6SXLm2H0SN+xraADVizfClKWluj34CfEB0TozLN4owDxPOfbJWN2rVr4/Lly3j79i08PT1x4MABWFhY4NSpU6hSpYpcu5XNjX1B2Dl2Fi7v2J+r8HX7dUHkg8fY+vNvCLt5D0EL1uJi4F40HNpTDNPIrxdOLAvAqdVb8DzkLjb0G4OUNwmo+UMHuYpRqK3dvB3tvm6GNl81gZO9HcYNGwhtbS1s36O6BcmzjCt+7t8TXzWsB01NDZVh6nhXw0+9uqFR3eLbmvHOmu370L5ZPbRtXBfOdqUwYWB3aGtrYtuBYyrD/z68H777uiHKOJWGo21JTPqpJ9LS0nDqSjCA9Lufa//ej34dW6Jhjcpwc7DDtGF98CI6FodOXczPohUaq3ceQvvGtdG2YS0425bE+H6doa2liW2HT6oM//vQnvi2eX2UcbCFo40VJv3YFWmCgNNXb4phvq5bHTUrlIGtlTlc7EpiZI/2iH+TiFuPnuRXsQoVQRCwaeMGdO/ZG3Xr+8DZxRXjfp2EyIgIHAs6km28jX+tRyvftvi6VWs4ODphhP8YaGlr45+dOyThtLS1YWpmJi56JUrIXKLCRRAEBAZswPc9eqF2vfpwcnGF/4RfERkZgf+OBmUbb8vGv9CidRs0b9ka9o6O8Bs1Btra2tiz628AwPUrlxH2/BlGjZ0IR2cXODq7wH/8RNwKCcbF8+fyqXSFw9q/NuIb39bwbdUSTo6OGOs/Cjra2tixc5fK8H8FbEKtGt7o0fV7ODo4YGD/fijj7oaAzVvEMC2aNYW3V3XY2JSCs5Mjhg8djPjXr3H7zt38KhZRtmR9zoaTkxOWLVuGs2fPIjg4GOvXr4enp6ecuyw0HGtUws1DJyTrgvcfg2ONSgAANQ0N2FUph5AMYQRBQMihE3CsUTlf81oYpKSkIPj2XXhXqSiuUyqV8K5SEVdu3Mw+IuVKcspb3Lj7EDUqvm+mVyqVqFGxLC7fzN2PUWJSEt6mpsJQP/3P15OwCETGvJSkqa+ni/JujriSyzSLkuSUtwi+FwrvCmXEdUqlEjXKu+Pyrfu5SiMxOTn9GJfQy3Yfmw8ch76uDtztbfMk31+aZ0+fIioqEtWqe4nrSpTQh0e5crh+7arKOCkpKbh1MwTVvN7HUSqVqFbdC9evSuMc2LsHzRr6oHOHdlg4fx4SExPkKUgh9fzZU0RHRaJK5uNbthyCP3B8M8ZRKpWoUs1LjJOSkgwoFNDQ1BTDaGpqQaFU4tqVSzKVpvBJSUlByM2b8PaqLq5TKpXwql4NV65eUxnnytVr8KpeTbKuZg1vXLmmOnxKSgoCt++AfokScHN1ybvMFxFqioJbiivZxmzExanuNqBQKKClpQXNDBecosjAyhxx4ZGSda/CI6BjaAANbS3oGhtCTV1dZRgrd9V96IuymJdxSE1Ng6mxtDuUqbERHoQ+LqBcFR2xca+QmpYGUyNDyXpTI0M8ePw8V2nMXLUZFiZGqFnRAwAQGfMyPQ1jaZpmRgaI+P+24iT2VTxS09JgZqgvWW9qZID7T8NylcastdtgYWyIGhkqLAAQdO4qhs1ejsSkZJgbG2L5hCEwNihed9zfiYpKv2aamJpI1puYmCIqKkplnNjYGKSmpsLEJGucRw8fiu+bNGsOK2trmJmb496dO1jw51yEPnqEab/PyttCFGLR/z+GmY+VsYkpoqMjVUXBy9hYpKk4vsYmJgh99BAA4FGuPHS0dbBk/lz0/nEgBAFYumAe0lJTER2pOt2iKCY2FqmpqTDNdKxMTUzw4OEjlXEio6JUho/MdL4fPf4fRoz+BYmJiTA3M8OSBX/C2MgoT/NP9Clkq2wYGRnlOOuUjY0NunfvjvHjx0OpzNrAkpSUlKV/qJaWFrS0tPI8r0SUs2Wb/8HeY2ewZtooaBXxGwUFZdnWfdjz3zmsmTQMWpm6BVb3dMO22b8gNi4eWw7+B7+ZSxEwfRRMjQwKKLf5Z//ePZg+ZbL4fuacebLty7ftN+JrZ2cXmJqZYVD/vnjy5DFsbIpmS9LBfXswa9r7cZTTZstzfI2MjTFhynT8MWMqtm0OgEKpRMPGTeHq5g6Fiv8A9PGqVa2CLRvWISY2Ftu2/42f/Ufjr9Urs1RUirvi3MJQUGSrbKxevRpjxoxB9+7dUb16enPh2bNnsWbNGvzyyy+IiIjAzJkzoaWlhdGjR2eJP3XqVEycOFGybvz48ZgwYYJcWc5TcWERMLA0k6zTtzRHwss4pCQmIT4yBqlv36oMExcWkZ9ZLRSMDQ2gpqZEVKbBbFExsTDjhfKzGRnoQ02pRFSstMUhKvYlzDK1TGS2cuseLAvcjZW/jYCbw/vZaN7Fi4p5CQsTI3F9ZGwcyjjmPGtNUWSkXwJqSiUiMw3cjoqNg5nRB47xjgNYvm0fVkwcAjd7myzbdbW1UNraAqWtLVDBzRHNfhyLrYdPoM83zfO0DIVR7br14JFhRp2U5BQAQHRUNMzMzMX10dFRcHVVPXOdkZEx1NTUsgwGj46OgmkOMyGVLZfe7ffJ46Jb2ahVp55kxqiUlP8f3+homGY4vjHRUXB2UX18DY2MoFRxfGOio2Fi8v74VvOugQ3bdiI2NgZqaurQ19dHm+aN0aBkqbwsUqFmbGQENTW1LIPBo6KjYWaq+rfOzNQ0m/DSc1dXRwd2traws7VFBU9PfN3mG2z/eyd69eiep2Ug+liy3U5Ys2YNZs2ahUmTJqFly5Zo2bIlJk2ahJkzZ2LTpk0YM2YM5s2bh7Vr16qM7+/vj5cvX0oWf39/ubKb5+6fugT3htJByWUa18b9U+l9U1NTUhB64bokjEKhgHvDmrhfDAfXamhowMPVGWcuvJ/2Ny0tDWcuXkaFsu4FmLOiQVNDHWWd7XH6crC4Li0tDacvB6Oiu3O28ZYH7saigJ1Y+uswlHORTrVqY2UOM2NDnL7yPs34Nwm4eus+KuSQZlGlqZE+Le3pqyHiurS0NJy+dhMV3Ryzjbdi+34s3rIbS8f9hHLO9rnal5CWhuSUt5+b5S+Cnp4ebG3txMXB0RGmpmY4f+6MGOZ1fDyCr19HOc/yKtPQ0NCAm3sZnD/7Pk5aWhrOnzuLcuVVxwGA27duAQDMzMyyDfOl09XTg42tnbjYOzjCxNQMF8+dFcO8jo9H8I3r8PjA8c0YJy0tDRfOnVUZx8jIGPr6+rh4/ixiY6JRs269vC9YIaWhoYEy7u44c/b9oPi0tDScOXcOFcqrHtNaobwnzpw7L1l3+sxZVPjAGNi0NAHJ/6+cExUk2Vo2Tp48icWLF2dZX6lSJZw6dQpA+oxVoaGhKuMXti5TWnq6MM/wR8DMwRY2FTzwOjoWMY+fwXfKCBiVssTqbsMAAMcWr0f9gV3RdvoonFi5Be4NaqBKhxZY0OIHMY1Ds5ej+5pZeHT+Gh6evYwGQ3pCU08XJ1dtybz7YqFrhzYYM3U2yrq7oJy7K9YH/o2EhCT4Nm8MAPD/bSYszE0xtE8PAOl34O49DP3/67cIj4zCzTv30u/u2JQEALx5k4DQp8/EfTx9Ho6bd+7B0EAf1pZZHzpZlHVr0wz+s5ehnIsDPF0dsfbv/UhITEKbxnUAACNnLYGlqTH8uqfPhrZsy278uX4bZo7oh1IWZoiIjgUA6OpoQ09HGwqFAl1bN8XigJ0oXdISNlbmmLduGyxMjNCoGE5yAADdWzWC/7zVKOdkD08Xe6z95zASEpPR5v83FUbNXQULEyP4fd8GALB82z78uXEXfvfriZIWpuJYF11tLejpaONNYhKWBO5Bg2oVYGZsiNhX8diwJwjh0bFoWvPLm9UvLygUCnT89jusXrEctrZ2sC5VCssWLYSZuTnq1vcRww3s3xf16vugfcdOAIBvO3fBpAnj4O7hgbJlyyFgwwYkJiTg65atAQBPnjzGgX17UbNWbRgaGuHunduYO3sWKlauDGcX1wIpa0FQKBRo1+k7rFu1HDa2drAuWRIrliyCmZk5aterL4bzG9AXtev7oG379OPb/tvOmPrreLiV8UAZj7IIDNiAxMQENP+6lRhn766/YWfvACNjY9y4dhXzZ89E+287w660fT6XsmB17fwtfpnwKzw8ysCzrAfWbwhAQkIifFt+DQAYPW4CLC3MMXjgAABA504d8UOffliz/i/UrV0Le/cfxI3gEIwbnX4D9k1CApatXIX6devA3MwMsbGxCNgciBcREWjSqGGBlbOwKs5T0BYU2Sobtra2WLFiBaZNmyZZv2LFCtjapjdHR0VFwTjTgODCqnTV8vALChDft/9jLADg1OpArOnxMwytLWBi974pOOrhEyxo8QPa/TEWPoN7IPZJGNb3GoXgDNOMXtj8D/TNTdDy16HpD/W7HII/m3XDqxfFZ7BcRs0b1ENMbBzmr1yHyOgYuDs7YvHvv4rP0Hj+IkIyvudFZDTa9Rokvl8dsBWrA7aiakVPrJ47HQBw/dYd/DBklBhmxoJlAIDWzRrhN3+//ChWofFVXS/EvIzDvPXbEBnzEmUc7bD015/F7lDPI6KhVLw/vgF7/kXK27cYPGW+JJ0B3/liYOf0P8u92n2FhMQkjP9zNeJev0FlDxcsnfRzsR3X0bx2NUTHxePPgJ2IjImDu4MNloz7CWb/H1uRfozf/9AF7DuGlLdvMWTGEkk6P3b8GgM7tYSaUokHT8Iw+MhpxMTFw0hfD+Wc7bHut+FwsSuZr2UrTLp0646ExARMmzIZ8a9eoXzFivhj3gLJDaqnTx7jZWys+L5Rk6aIiYnB8sWLEBUVBRdXN/zx5wLxgXIa6ho4d/YMNm1Mr4RYWFqifoOG6NGzV34Xr8B9+303JCYkYObUyYiPfwXPChUxY+586fF9+kRyfBs0borY2BisWroo/aF+rm6YMWe+5IF9oaGPsHThfLyKewkr65Lo0qMn2n/bOT+LVig0a9IYMTGxWLh4KSKjouDm6opFf84Ru/SFhYVLfusqViiPab9Nwp8LF2PegkWws7XF3Jkz4OKcPpmMmlKJhw8fYdg/exATGwsjQ0OU9SiD1cuWwNkp+1ZVovyiEARBkCPhnTt3on379nB3d0e1aulTtp0/fx4hISHYunUrvv76ayxatAh37tzB7NmzPyrtfgp7GXJMi4WH4uuUsHvZB6RPpmH1fqaxtLunCzAnRZPS2Vt8nRocVHAZKcLUPOqLr6NfvSm4jBRRJvq64uvnsa8LMCdFl7XR+6mlk17FFlxGijAtfaOCzkK21pmV+XAgmXwfGfLhQEWQbC0brVq1wq1bt7B48WLcvn0bANC8eXPs2LED8fHxAID+/fvLtXsiIiIiIipgslU2AMDe3l7sRhUXF4eNGzeiY8eOOH/+PFJTU+XcNRERERERFTBZKxsAcOzYMaxYsQJbt25FyZIl0bZtW8yfP//DEYmIiIiI8hAHiOc/WSobYWFhWL16NVasWIG4uDh06NABSUlJ2LFjBzw8POTYJRERERERFTJ5/pyNli1bws3NDVevXsWcOXPw7Nkz/Pnnn3m9GyIiIiKij6KmKLiluMrzlo29e/fip59+Qv/+/eHi4pLXyRMRERER0Rciz1s2/vvvP7x69QpVqlSBl5cX5s+fj8jI4vncCCIiIiIqPNQUigJbiqs8r2x4e3tj2bJleP78Ofr27YuAgACULFkSaWlpOHjwIF69epXXuyQiIiIiokIozysb7+jp6eGHH37Af//9h2vXrmHYsGGYNm0aLCws0KpVK7l2S0REREREhYRslY2M3NzcMGPGDDx58gQbN27Mj10SEREREUlwgHj+y5fKxjtqamrw9fXFzp0783O3RERERERUAGR/qB8RERERUWFQnAdqF5R8bdkgIiIiIqLig5UNIiIiIiKSBbtREREREVGxoGQ3qnzHlg0iIiIiIpIFWzaIiIiIqFhQFOc5aAsIWzaIiIiIiEgWrGwQEREREZEs2I2KiIiIiIoFJbtR5Tu2bBARERERkSzYskFERERExYJCjffZ8xuPOBERERERyYItG0RERERULHDq2/zHlg0iIiIiokJowYIFsLe3h7a2Nry8vHD27Nlsw9avXx8KhSLL0qJFCzFM9+7ds2xv1qyZrGVgywYRERERUSGzadMm+Pn5YfHixfDy8sKcOXPQtGlT3Lp1CxYWFlnCb9u2DcnJyeL7qKgoVKhQAe3bt5eEa9asGVatWiW+19LSkq8QYGWDiIiIiIqJL2nq29mzZ6N3797o0aMHAGDx4sXYvXs3Vq5ciVGjRmUJb2JiInkfEBAAXV3dLJUNLS0tWFlZyZfxTNiNioiIiIhIZklJSYiLi5MsSUlJKsMmJyfjwoULaNSokbhOqVSiUaNGOHXqVK72t2LFCnTq1Al6enqS9UFBQbCwsICbmxv69++PqKioTy9ULrCyQURERETFgkKpLLBl6tSpMDQ0lCxTp05Vmc/IyEikpqbC0tJSst7S0hJhYWEfLOfZs2dx/fp19OrVS7K+WbNmWLt2LQ4fPozp06fj6NGjaN68OVJTUz/9oH4Au1EREREREcnM398ffn5+knVyjZdYsWIFPD09Ub16dcn6Tp06ia89PT1Rvnx5ODk5ISgoCA0bNpQlL2zZICIiIiKSmZaWFgwMDCRLdpUNMzMzqKmpITw8XLI+PDz8g+MtXr9+jYCAAPTs2fODeXJ0dISZmRnu3r2b+4J8JFY2iIiIiKhYUKopCmz5GJqamqhSpQoOHz4srktLS8Phw4dRo0aNHONu2bIFSUlJ6NKlywf38+TJE0RFRcHa2vqj8vcxWNkgIiIiIipk/Pz8sGzZMqxZswYhISHo378/Xr9+Lc5O1bVrV/j7+2eJt2LFCvj6+sLU1FSyPj4+HsOHD8fp06fx8OFDHD58GK1bt4azszOaNm0qWzk4ZoOIiIiIioUv6QniHTt2REREBMaNG4ewsDBUrFgR+/btEweNh4aGQqmUthvcunUL//33Hw4cOJAlPTU1NVy9ehVr1qxBbGwsSpYsiSZNmmDSpEmyPmuDlQ0iIiIiokJo4MCBGDhwoMptQUFBWda5ublBEASV4XV0dLB///68zF6usLJBRERERMWCQo0jCPIbjzgREREREcmClQ0iIiIiIpKFQsiuYxcRERERURFyzKtmge277pmTBbbvgsSWDSIiIiIikgUHiBMRERFRsaBQfjlT3xYVX2RlIyXsXkFnoUjSsHISX/dT2BdcRoqwxcJD8fVO63IFl5EiqtXz6+LrxH1LCzAnRZd2sz7i68Q3rwswJ0WTtq6e+PpNQmIB5qTo0tXRFl8nRz4pwJwUXZpmNgWdBSpE2I2KiIiIiIhk8UW2bBARERERfSwln7OR73jEiYiIiIhIFmzZICIiIqJiQaHGAeL5jS0bREREREQkC7ZsEBEREVGxwJaN/MeWDSIiIiIikgUrG0REREREJAt2oyIiIiKiYoFT3+Y/HnEiIiIiIpIFWzaIiIiIqFjgAPH8x5YNIiIiIiKSBSsbREREREQkC3ajIiIiIqJiQalkN6r8xpYNIiIiIiKSBVs2iIiIiKhYUHDq23zHI05ERERERLJgywYRERERFQtKTn2b79iyQUREREREsmBlg4iIiIiIZMFuVERERERULPAJ4vlP1paNX3/9FW/evMmyPiEhAb/++qucuyYiIiIiogIma2Vj4sSJiI+Pz7L+zZs3mDhxopy7JiIiIiKSUKgpC2wprmQtuSAIUCiyNldduXIFJiYmcu6aiIiIiIgKmCxjNoyNjaFQKKBQKODq6iqpcKSmpiI+Ph79+vWTY9dERERERFRIyFLZmDNnDgRBwA8//ICJEyfC0NBQ3KapqQl7e3vUqFFDjl0TEREREanE52zkP1kqG926dQMAODg4oGbNmtDQ0JBjN0REREREVIjJOvVtvXr1kJaWhtu3b+PFixdIS0uTbK9bt66cuyciIiIiEimUbNnIb7JWNk6fPo3vvvsOjx49giAIkm0KhQKpqaly7p6IiIiIiAqQrJWNfv36oWrVqti9ezesra1VzkxFRERERJQflMV4CtqCImtl486dOwgMDISzs7OcuyEiIiIiokJI1uqdl5cX7t69K+cuiIiIiIiokMrzlo2rV6+KrwcNGoRhw4YhLCwMnp6eWWalKl++fF7vnoiIiIhIJQWnvs13eV7ZqFixIhQKhWRA+A8//CC+freNA8SJiIiIiIq2PK9sPHjwIK+TJCIiIiL6bAoOEM93eV7ZKF26dF4nWWhs3L4LqwK2IjI6Bm5ODhg9uD88y7ipDHv3wSPMX7kOwbfv4lnYC4wc2Afft/eVhDl/5RpWbdyK4Nt3EREVjbmTf0HDOjXzoSSFk3Od6mgyvA/sqnjCqKQlFvn2wZW/D+QYx7WeN9rN/gXWZV0Q8/g59k6ej1NrAiVh6v34PZoM7wsDK3M8uRKCTYPG4+G5K3IWpdCy794Jzj/2gJa5GeKCb+HamCmIvXw92/COvbvAvmtH6JSyRnJ0LJ7tPoCQKXOQlpT8yWkWdQHHL2HNv+cRGfcarqXMMeqbBvAsba0y7KErd7Di4Bk8joxFSmoqSpsb43ufqmhZzUMMs2jvSey7eBNhsa+goaYGD1tLDGxRG+XtVadZHARs2oQ1a9YiMioKrq6uGDVyBDzLlcs2/IGDB7Fg4SI8e/YMdnZ2GPLTT6hTpzYAICUlBfMXLsR//53AkydPoF+iBLy8vDD4p59gYWGeX0UqVARBwKJFC7F92za8evUKFSpWxOjRYz74+74pIABr1qxBVFQkXF1dMXLkKJTz9BS3bw0MxN69e3HzZghev36NY8eOQ9/AQO7iFEobt+7A6g2bERkdDTdnJ/gPHQRPD/dsw+//9yjmL1uFZ2FhsLOxwdD+vVG3ppe4/c2bBPyxaBn+PX4CL1/GoVRJK3Ru1xYd2rTMj+IQ5UjW6t3OnTtVLrt27cLBgwe/qFaQvf8exYwFy9C/23fYsuxPuDk5ou/PYxEVE6syfEJiEmxKWmNInx4wMzFWHSYhEW7ODhgz5EcZc/7l0NLTxZMrIQgYMC5X4U3tbTBg90rcOnIKv1X8Cv/OWYkuy6fBo8n7h0VW6fA12s3+Bf9MnIsplVvgyZVgDNq/FvrmpnIVo9Aq2aoZyk4YgVuzFuFo0/Z4GXwL3huXQNPURGX4Um2+QpnRQ3Fr9iL8W7cVLg8bh1KtmqGM/+BPTrOo23fxJmZuP4q+TWsgYPj3cCtpjv6LtiLq1RuV4Q11tdGrsRfWDvkWgSO7oXX1chi/YR9OhDwUw5Q2N4Z/u4bYOrIbVg/uhJImBui/KBDR8arTLOr27d+PmbNmo2/fPgjYsAFuri7o/+MAREVHqwx/+fIVjPIfjTa+rbFp4wb41K+PIX5+uPP/yUsSExNxM+Qm+vTuhU0bN2D2rJl4+OgRBg8Zko+lKlxWr16FjRs2YvSYX7B23Xro6OhgwI/9kZSUlG2c/fv3Ydasmejbty82bAyAq6sbfvyxP6Kjo8QwiYmJqFmrJn7o2TM/ilFo7Tt0BL//uRj9fuiKzSsXw9XZCX39RiIqJkZl+MvXbmDkhMlo+3VzbFm1BA3q1MJg/3G4c//9f6gZfy7CiTPnMG2cP/7esApdOnyDKX/Mw5HjJ/OrWETZkrWy4evrizZt2sDX1zfL0rRpUzg7O6NevXqIyeYLVpis3bwd7b5uhjZfNYGTvR3GDRsIbW0tbN+j+s67ZxlX/Ny/J75qWA+amhoqw9TxroafenVDo7rFtzUjoxv7grBz7Cxc3rE/V+Hr9uuCyAePsfXn3xB28x6CFqzFxcC9aDj0/Q9ZI79eOLEsAKdWb8HzkLvY0G8MUt4koOYPHeQqRqHl1LcrQv8KxONNOxB/+z6ujvgVqQmJsPu2jcrwJlUrIvrcJTzdvgcJT54h4uhJPN2xB0aVPD85zaJuXdAFtK3pCV/vcnCyMsUvHRpDW1MDO05fUxm+mostGlZwgaOVKWzNjNC5fmW4lDTHpftPxTBfVS0Db7fSsDEzgrO1GX5uUx/xicm48zQin0pVuKxb/xfatm0D39at4eTkiF/GjIG2tjZ27PhbZfi/Nm5AzZo10L1bNzg6OmLggB9Rpow7AgI2AQD09fWxZPEiNG3SBPb29ihfvjz8R41EcEgInj9/np9FKxQEQcCGv/5C79694ePjA1dXV0yaNBkRERE4cuTfbOOtX7cObdu2RWtfXzg5OWHML7/8/3PZIYbp3KULfvihJ8p7Fu/JYdZuCsQ3Lb9CmxbN4ORgj3HDh0BHSwvb/9mnMvz6zdtQy6saenTuCEf70hjUpwc8XF2wMXCHGObKtRto1bwJqlWuiFLWVmjf+mu4OjvhWsjNfCrVl0OhVBbYUlzJWvKDBw+iWrVqOHjwIF6+fImXL1/i4MGD8PLywj///INjx44hKioKP//8s5zZ+GwpKSkIvn0X3lUqiuuUSiW8q1TElRv8IhcUxxqVcPPQCcm64P3H4FijEgBATUMDdlXKISRDGEEQEHLoBBxrVM7XvBY0hYY6DMt7IOL46fcrBQGRx0/DuEoFlXGiz1+GUXkPGFVM756ia2cDi4Z18eLw8U9OsyhLeZuKkMfh8Ha1E9cplQp4u9rh6sMP/2kVBAFnbj3CwxfRqOJUKtt9bD15Ffo6WnAtVfy6+KSkpCAkJATeXu+7jyiVSnh7eUlmQszo6tVrkvAAULNGjWzDA0D8q3goFAro6+vnTca/IE+fPkVkZCS8MhwzfX19lPP0xNUrqo/Zu8/Fy8tbXKdUKuHl5Z3jcS6OUlJSEHzrNryrvf8NUiqV8K5aGVeuB6uMc+VGMLyrVpGsq+lVFVduvA9fwbMsgv47hfCICAiCgLMXLuFR6BPUrF5VnoIQfQRZH+o3ePBgLF26FDVrvr9z37BhQ2hra6NPnz64ceMG5syZI5mtqjCKeRmH1NQ0mBpLu0OZGhvhQejjAsoVGViZIy48UrLuVXgEdAwNoKGtBV1jQ6ipq6sMY+XulJ9ZLXCaJsZQqqsjKSJKsj4pIgolnB1Uxnm6fQ80TYxR++91gAJQamjg4ZpNuDNv2SenWZTFvE5AapoAU309yXpTfV08eKG6iw8AvEpIQuNxS5DyNhVKpQKj2zdEDXd7SZij1+9h5JrdSExJgZlBCSzu3w7GJXTlKEahFhMTi9TUVJiaSLvpmZqa4MHDhyrjREZGwtTENFN4U0RGRakMn5SUhDnz5qJ5s2YoUaJEnuT7SxIZmX69NDHNdMxMTBEVFakqCmJiYpCampo1jqkpHj78crpL54eY2Jfp/ycyda82NTHO9v9EZFS0yvCRUe+vK6OHDsTE6bPRyLcT1NXUoFAqMWGkH6pWLN6tSKrwCeL5T9bKxr1792CgYvCXgYEB7t+/DwBwcXERL24ZJSUlZekfqqWlBS0tLXkyS0QSpjWqweWn3rjqPxkxF69Cz8EO5SaNguvQvrj9x5KCzl6Roaelic0jvsebpBScuR2KWTuOwsbUCNVcbMUw1VzssHnE94h9nYCtJ69h+OpdWO/XGab6xa/CIaeUlBQMHzESggCMGe1f0NnJF3t278bkyZPE9/P+nF+AuaFPtSFwB67eCMGf0yfB2soSFy5fw2+z5sHczBQ1qlX5cAJEMpK1slGlShUMHz4ca9euhbl5epN/REQERowYgWrVqgEA7ty5A1tb2yxxp06diokTJ0rWjR8/HhMmTJAzyyoZGxpATU2ZZfBWVEwszEyK50DYwiAuLAIGlmaSdfqW5kh4GYeUxCTER8Yg9e1blWHiwopXf/fk6BikvX0LrUwD47XMTZH4QvXdSveRA/EkcBdCN2wFALy6eQfqujoo//t43J6z9JPSLMqM9XSgplQg6tVryfqoV29glqm1IyOlUgE78/S7lu42FngQHoUVh85IKhu6WhqwMzeGnbkxytuXRMtJK7Dj9DX0bOyVXbJFkrGxEdTU1LIMBo+KioaZqepJH8zMzBAVHZUpfFSW8CkpKRg+chSeP3+OZUuXFJtWjXr160tmjEpJTp9pLjoqSvzdBoCo6Ci4uaqefdHY2BhqamqIjsp6nE3NzFTGKa6MjQzT/09EZ/o/ER2TpcXuHTNTE5Xhzf4/EUdiUhLmLlmBuVMnom7N9K5sbs5OuHXnLtZs3MLKRiac+jb/yXrEV6xYgQcPHsDGxgbOzs5wdnaGjY0NHj58iOXLlwMA4uPj8csvv2SJ6+/vL47zeLf4+xfMnSYNDQ14uDrjzIX306WmpaXhzMXLqFA2+6nqSF73T12Ce0Pp4PoyjWvj/qlLAIDUlBSEXrguCaNQKODesCbun7qYr3ktaELKW7y8Ggyz2hn+nCoUMKvthZgLqqcBVtPRhpCWJk3n3YM4FYpPSrMo01BXQxlbS5y5HSquS0sTcOZ26EdNU5smCEh5m/MDT9MEAckfCFMUaWhooEyZMjhz5qy4Li0tDWfOnkX58qq7i5Qv74kzZ89K1p0+fUYS/l1FIzQ0FEsWL4aRkZEs+S+M9PT0YGdnJy6OTk4wMzPDmbNnxDDx8fG4fu0ayldQfYzFzyVDnLS0NJw9eybbz6W40tDQgIebK86cvySuS0tLw+kLl1ChnIfKOBXKeuDMBelv1qlzF1ChbHr4t2/f4u3bt1AopE/GVqopkZbpGk5UEGRt2XBzc0NwcDAOHDiA27dvi+saN24M5f9H5fv6+qqMW9i6THXt0AZjps5GWXcXlHN3xfrAv5GQkATf5o0BAP6/zYSFuSmG9ukBIP3H697D0P+/fovwyCjcvHMPujo6sLMpCSB9XuzQp8/EfTx9Ho6bd+7B0EAf1pYW+VzCgqelpwtzZ3vxvZmDLWwqeOB1dCxiHj+D75QRMCplidXdhgEAji1ej/oDu6Lt9FE4sXIL3BvUQJUOLbCgxfsxQIdmL0f3NbPw6Pw1PDx7GQ2G9ISmni5OrtqS38UrcPeWrEWlub/h5ZUbiLl8HY69u0BNVwePA3YAACrNm4LEsBcImTIHABB+4Cgc+3bFy+s3Efv/blTuIwYh/MBR4P8/YB9Ks7j5vn4VjP1rH8raWaGcnRXWH72IhOQU+HqlD7Ifs34vLAxLYHDLOgCAFQfPwMPWErZmRkh+m4rjwQ+w+1wIxnRoCAB4k5SC5QdOo76nE8wMSiD2dQICjl/Ci5fxaFzRtcDKWZC+79IZY8eNR1kPD5QrVxbrN2xAQkICfFu3AgCM+WUsLCwsMPinQQCAzt9+h569e2PN2nWoW6c29u3fjxvBwRg7Nv0mV0pKCn4ePgIhN2/iz7lzkZaWKnbtNTQ0hIaG6tkEiyqFQoHvOnfG8mXLYGdXGqVKlcLCBQtgbm4OH58GYri+fXrDp0EDdOr0LQCgy/ffY9zYsfDwKIty5cphw1/rkZCQgNatfcU4kZGRiIqMROjj9LEJd+7ehZ6uLqysrWFoaJiv5SxIXTu2w5jfpqOsuys8PdyxbvNWJCQmwrdFUwDA6EnTYGFmhiH9ewEAunRoix4DhmLNxs2oU9Mb+w4dwY2btzF+pB8AoISeHqpWqoDZC5ZCW0sL1laWOH/pCnbtPYjhP/UvsHISvSNrZQNIn2WhWbNmaNasmdy7klXzBvUQExuH+SvXITI6Bu7Ojlj8+6/iMzSev4gQK1AA8CIyGu16DRLfrw7YitUBW1G1oidWz50OALh+6w5+GDJKDDNjQfrA29bNGuE3f7/8KFahUrpqefgFBYjv2/8xFgBwanUg1vT4GYbWFjCxez9LT9TDJ1jQ4ge0+2MsfAb3QOyTMKzvNQrBB46JYS5s/gf65iZo+evQ9If6XQ7Bn8264VUx7ObzbOc+aJoaw23EwPQH8N24idPf9UNSZHrXB51S1pKWjNtzlkAQBJQZOQjaVhZIio5B+IEghEybl+s0i5tmld0RE5+AhXtOIDLuDdxszLGw3zcwNUjvRhUWEwdlhruPCckpmLLlMMJfxkNLQx0OFsb47fvmaFY5vcVUTanAgxfR2LkyGLHxCTDS00ZZOyus+qkTnK2LZ/eUZk2bIiYmBgsXLUJkVBTc3NywcMF8mP6/W1RYWJjkWlyxYgVMnfIb5i9YiD/nz4ednR3mzJ4NF2dnAMCLiAgEHT0KAOjQqZNkX8uXLUW1qsVvNp/u3XsgISEBkyf9ilevXqFipUpYsHCh5Abg48dPEJvhOVNNmzZDTEwMFi1aiKjISLi5uWHBwoXi5wIAgVu2YMmSxeL7nj+k35ybOPFXtGrdWv6CFRLNGvkgOvYlFixfnf5/wsUJi2dNE7tlPw9/IWmlqOhZFtMmjMH8pSsxd8lKlLYphblTf4WL4/uJOH6f+AvmLF6OUROn4GXcK1hbWWJQ3x/QwZcP9cuM3ajyn0IQBCEvE5w3bx769OkDbW1tzJs3L8ewP/300yftIyXs3ifFo5xpWL2foamfwr7gMlKELRYeiq93Wmf/xGP6NK2ev39yeeK+pQWYk6JLu1kf8XXim9c5hKRPoa37fnzPm4TEAsxJ0aWroy2+To58UoA5Kbo0zWwKOgvZuje404cDycRpbsCHAxVBed6y8ccff6Bz587Q1tbGH3/8kW04hULxyZUNIiIiIqKPVZwfrldQ8ryy8eDBA5WviYiIiIioeMmX6l1ycjJu3bqFt2/f5sfuiIiIiIioEJC1svHmzRv07NkTurq6KFu2LEJD02dnGjRoEKZNmybnromIiIiIJBRqagW2FFeyVjb8/f1x5coVBAUFQVv7/YCsRo0aYdOmTXLumoiIiIiICpisU9/u2LEDmzZtgre3t2Qat7Jly+LePc4oRURERET5h1Pf5j9Zj3hERAQsLLI+nO7169dZnnRJRERERERFi6yVjapVq2L37t3i+3cVjOXLl6NGjRpy7pqIiIiIiAqYrN2opkyZgubNmyM4OBhv377F3LlzERwcjJMnT+Lo/5/YSkRERESUH5R8zka+k/WI165dG5cvX8bbt2/h6emJAwcOwMLCAqdOnUKVKlXk3DURERERERUwWVo24uLixNfm5uaYNWuWyjAGBgZy7J6IiIiIKAsOEM9/slQ2jIyMchwALggCFAoFUlNT5dg9EREREREVArJUNo4cOSK+FgQBX331FZYvX45SpUrJsTsiIiIiog9iy0b+k+WI16tXT1zq168PNTU1eHt7S9bXq1dPjl0TERERERUJCxYsgL29PbS1teHl5YWzZ89mG3b16tVQKBSSJeNDtYH0RoBx48bB2toaOjo6aNSoEe7cuSNrGVi9IyIiIiIqZDZt2gQ/Pz+MHz8eFy9eRIUKFdC0aVO8ePEi2zgGBgZ4/vy5uDx69EiyfcaMGZg3bx4WL16MM2fOQE9PD02bNkViYqJs5WBlg4iIiIiKBYVSWWDLx5o9ezZ69+6NHj16wMPDA4sXL4auri5WrlyZffkUClhZWYmLpaWluE0QBMyZMwe//PILWrdujfLly2Pt2rV49uwZduzY8SmHM1fyrbLBJ4YTERERUXGVlJSEuLg4yZKUlKQybHJyMi5cuIBGjRqJ65RKJRo1aoRTp05lu4/4+HiULl0atra2aN26NW7cuCFue/DgAcLCwiRpGhoawsvLK8c0P5csA8Tbtm0reZ+YmIh+/fpBT09Psn7btm1y7J6IiIiIKIuCHCA+depUTJw4UbJu/PjxmDBhQpawkZGRSE1NlbRMAIClpSVu3rypMn03NzesXLkS5cuXx8uXLzFz5kzUrFkTN27cgI2NDcLCwsQ0Mqf5bpscZKlsGBoaSt536dJFjt0QEREREX0R/P394efnJ1mnpaWVZ+nXqFEDNWrUEN/XrFkTZcqUwZIlSzBp0qQ828/HkqWysWrVKjmSJSIiIiL6ImlpaeW6cmFmZgY1NTWEh4dL1oeHh8PKyipXaWhoaKBSpUq4e/cuAIjxwsPDYW1tLUmzYsWKuUrzU3CAOBEREREVCwo1ZYEtH0NTUxNVqlTB4cOHxXVpaWk4fPiwpPUiJ6mpqbh27ZpYsXBwcICVlZUkzbi4OJw5cybXaX4KWVo2iIiIiIjo0/n5+aFbt26oWrUqqlevjjlz5uD169fo0aMHAKBr164oVaoUpk6dCgD49ddf4e3tDWdnZ8TGxuL333/Ho0eP0KtXLwDpkzUNGTIEkydPhouLCxwcHDB27FiULFkSvr6+spWDlQ0iIiIiKhaUX9ATxDt27IiIiAiMGzcOYWFhqFixIvbt2ycO8A4NDYUyw5S6MTEx6N27N8LCwmBsbIwqVarg5MmT8PDwEMOMGDECr1+/Rp8+fRAbG4vatWtj3759WR7+l5cUgiAIsqUuk5SwewWdhSJJw8pJfN1PYV9wGSnCFgsPxdc7rcsVXEaKqFbPr4uvE/ctLcCcFF3azfqIrxPfvC7AnBRN2rrvZ218kyDfQ7aKM12d93+qkiOfFGBOii5NM5uCzkK2wmcMKrB9W474s8D2XZDYskFERERExcKnPFyPPg+POBERERERyYKVDSIiIiIikgW7URERERFRsVCQTxAvrnjEiYiIiIhIFmzZICIiIqJigS0b+Y9HnIiIiIiIZMHKBhERERERyYLdqIiIiIioWOBzNvIfjzgREREREcmCLRtEREREVCwo1dQKOgvFDls2iIiIiIhIFmzZICIiIqJigVPf5j8ecSIiIiIikoVCEAShoDNBRERERCS32KWjC2zfRn2mFNi+CxK7URERERFRscBuVPmPR5yIiIiIiGTxRbZspN09XdBZKJKUzt7i653W5QowJ0VXq+fXxdf9FPYFl5EiarHwUHy9ycKj4DJShHV8ESy+Tn4ZWYA5KZo0Dc3E19Gv3hRgToouE31d8XVy5JMCzEnRpWlmU9BZyBYf6pf/eMSJiIiIiEgWrGwQEREREZEsvshuVEREREREH4sDxPMfjzgREREREcmCLRtEREREVCywZSP/8YgTEREREZEs2LJBRERERMUCp77NfzziREREREQkC1Y2iIiIiIhIFuxGRURERETFgkKpVtBZKHbYskFERERERLJgywYRERERFQ9s2ch3bNkgIiIiIiJZsLJBRERERESyYDcqIiIiIioe+JyNfMcjTkREREREsmDLBhEREREVCwo1DhDPb2zZICIiIiIiWbBlg4iIiIiKB059m+9ka9kIDQ2FIAhZ1guCgNDQULl2S0REREREhYRslQ0HBwdERERkWR8dHQ0HBwe5dktERERERIWEbN2oBEGAQqHIsj4+Ph7a2tpy7ZaIiIiISDV2o8p3eV7Z8PPzAwAoFAqMHTsWurq64rbU1FScOXMGFStWzOvdEhERERFRIZPnlY1Lly4BSG/ZuHbtGjQ1NcVtmpqaqFChAn7++ee83i0RERERUY4UfKhfvsvzysaRI0cAAD169MDcuXNhYGCQ17sgIiIiIqIvgGxjNlatWiVX0kRERERE9AWQrbLx+vVrTJs2DYcPH8aLFy+QlpYm2X7//n25dk1ERERElBUHiOc72SobvXr1wtGjR/H999/D2tpa5cxURERERERUdMlW2di7dy92796NWrVqybULIiIiIqLcY8tGvpNtSL6xsTFMTEzkSp6IiIiIiAo52SobkyZNwrhx4/DmzRu5dkFERERElGsKpbLAluIqT7tRVapUSTI24+7du7C0tIS9vT00NDQkYS9evJiXuyYiIiIiokImTysbvr6+eZkcERERERF9wfK0sjF+/Pi8TI6IiIiIKO9wgHi+K74dyIiIiIiISFayTX1rbGys8tkaCoUC2tracHZ2Rvfu3dGjRw+5spDn/vrnEFZu3YvImJdwd7DFmH5dUN7NSWXYzfuCsPPfE7jz8AkAwMPZHkO7tZOEFwQBf67fji37g/Dq9RtUKuOC8QO6wb6UVb6UpzCy794Jzj/2gJa5GeKCb+HamCmIvXw92/COvbvAvmtH6JSyRnJ0LJ7tPoCQKXOQlpT8yWkWVc51qqPJ8D6wq+IJo5KWWOTbB1f+PpBjHNd63mg3+xdYl3VBzOPn2Dt5Pk6tCZSEqffj92gyvC8MrMzx5EoINg0aj4fnrshZlELN+Ydv4f7jD9C2MEPsjVu4OPo3RF+6lm141z7fw6l7J+iWskZydAwe7zqAq7/9IZ7DTt07wrl7J+jZlgIAvLx1FzdmLkLYv8fzpTyF0cYtW7F6/QZERkXDzcUZ/j8PhWdZj2zD7z/0L+YvWYZnz8NgZ2uDoQP7o26tmuL2MRMnY+fuvZI4tby9sHjebNnKUNgJgoBlSxZh5/bteBX/CuUrVMCIUaNha1c6x3iBmzfhr3VrEB0VBWcXV/gNH4my5cqJ23/s0wuXLl6QxPFt+w1Gjv5FlnIUVhu37sDqDZsRGR0NN2cn+A8dBE8P92zD7//3KOYvW4VnYWGws7HB0P69Ubeml7j9zZsE/LFoGf49fgIvX8ahVEkrdG7XFh3atMyP4nxZ2LKR72Rr2Rg3bhyUSiVatGiBiRMnYuLEiWjRogWUSiUGDBgAV1dX9O/fH8uWLZMrC3lqz7EzmL5sIwZ81xpb502Em4Mteo+diajYOJXhz127ia/qemP11FHYOGssrM1N0GvsTIRHRothlgfuwfpdBzFhQHdsmj0Outpa6D12JpKSk1WmWdSVbNUMZSeMwK1Zi3C0aXu8DL4F741LoGmqegrlUm2+QpnRQ3Fr9iL8W7cVLg8bh1KtmqGM/+BPTrMo09LTxZMrIQgYMC5X4U3tbTBg90rcOnIKv1X8Cv/OWYkuy6fBo0ldMUyVDl+j3exf8M/EuZhSuQWeXAnGoP1roW9uKlcxCjXb1s1QceJI3Ji5EAcatUPsjZuot2kptMxUn292bVug/C9+uDFzIfbW/hpnh46FnW9zlB8zRAyT8CwcVyf9gQON2uNA4/Z4cfwMaq+dDwM353wqVeGy7+Ah/D7nT/Tr9QM2r10JVxdn9P3JD1HRMSrDX756DSPHTkDbVl9jy7pVaFCvDgYP98ede/cl4WrV8MaRPTvFZfrkCflQmsJr/ZrV2BKwESP8R2PF6rXQ0dbBkEEDkJSUlG2cQwf2Y94fs9Czd1+sXr8BLq6uGDroR0RHR0vCtW7TFv/sOyguA38aInNpCpd9h47g9z8Xo98PXbF55WK4Ojuhr99IRMVkcw5fu4GREyaj7dfNsWXVEjSoUwuD/cfhzv0HYpgZfy7CiTPnMG2cP/7esApdOnyDKX/Mw5HjJ/OrWETZkq2y8d9//2Hy5MlYt24dBg0ahEGDBmHdunWYPHkyLly4gGXLluH333/HvHnz5MpCnlqzfR/aN6uHto3rwtmuFCYM7A5tbU1sO3BMZfjfh/fDd183RBmn0nC0LYlJP/VEWloaTl0JBpB+12jt3/vRr2NLNKxRGW4Odpg2rA9eRMfi0KniOVOXU9+uCP0rEI837UD87fu4OuJXpCYkwu7bNirDm1StiOhzl/B0+x4kPHmGiKMn8XTHHhhV8vzkNIuyG/uCsHPsLFzesT9X4ev264LIB4+x9effEHbzHoIWrMXFwL1oOLSnGKaRXy+cWBaAU6u34HnIXWzoNwYpbxJQ84cOchWjUHPr1x3312/Bg4DtiLt9D+eHT8TbhEQ4fNtWZXizahURefYSQrftxpvHzxAedBKh2/fAJMM5/OxAEJ4fPob4B48Qf/8Rrk2di7ev38C0Svn8KlahsnbDJnzj2xJtWraAk6MDxo0aDh1tLWzf9Y/K8OsDNqOWtxd6fN8Zjg72GNSvDzzcXbFxs7SFTlNDA2ZmpuJiaGCQH8UplARBwKaNG9C9Z2/Ure8DZxdXjPt1EiIjInAs6Ei28Tb+tR6tfNvi61at4eDohBH+Y6ClrY1/du6QhNPS1oapmZm46JUoIXOJCpe1mwLxTcuv0KZFMzg52GPc8CHQ0dLC9n/2qQy/fvM21PKqhh6dO8LRvjQG9ekBD1cXbAzcIYa5cu0GWjVvgmqVK6KUtRXat/4ars5OuBZyM59KRZQ92Sob+/fvR6NGjbKsb9iwIfbvT/+z89VXX+H+/ftZwhQ2ySlvcePuQ9SoWFZcp1QqUaNiWVy+eTdXaSQmJeFtaioM9dMvqk/CIhAZ81KSpr6eLsq7OeJKLtMsShQa6jAs74GI46ffrxQERB4/DeMqFVTGiT5/GUblPWBUMb2JXtfOBhYN6+LF4eOfnCa951ijEm4eOiFZF7z/GBxrVAIAqGlowK5KOYRkCCMIAkIOnYBjjcr5mtfCQKmhAeMKHgg/Jj3fwo+dglnViirjRJ67DOMKHmLlQq+0Dawb1sHzQ6q7SCmUStj6Noe6rg6izhe/rmopKSkIvnkL3tWqieuUSiW8q1XFlWuqu0ZeuXYD3tWrStbV9PbClWs3JOvOX7yEek1boGW7Tpg07XfExr7M+wJ8IZ49fYqoqEhUq/6+m06JEvrwKFcO169dVRknJSUFt26GoJrX+zhKpRLVqnvh+lVpnAN796BZQx907tAOC+fPQ2JigjwFKYRSUlIQfOs2vKu9v0YqlUp4V62MK9eDVca5ciMY3lWrSNbV9KqKKzfeh6/gWRZB/51CeEQEBEHA2QuX8Cj0CWpmOvcJUKipFdhSXMk2ZsPExAS7du3C0KFDJet37dolPln89evX0NfXlysLeSY27hVS09JgamQoWW9qZIgHj5/nKo2ZqzbDwsQINSum9yuOjEn/ITM1lqZpZmSAiJji9yOnaWIMpbo6kiKiJOuTIqJQwtlBZZyn2/dA08QYtf9eByjS/+w9XLMJd+Yt++Q06T0DK3PEhUdK1r0Kj4COoQE0tLWga2wINXV1lWGs3FWPZSrKNE2MoFRXR2KE9HgkRkTBwNlRZZzQbbuhZWKMBrvWQ/H/c/ju6gCEzF0qCWdYxgUN92yEmpYm3r5+gxPdf0Lc7XuylaWwiomNRWpqKkxNpN3STE1M8OBRqMo4kVFRKsNHRr+/LtSu4Y1GPvVQqmRJPH7yFPMWLUH/IcOwfsUSqBXDPwhRUennsEmm7qYmJqaIiopSFQWxsTFITU0Vf98zxnn08KH4vkmz5rCytoaZuTnu3bmDBX/OReijR5j2+6y8LUQhFRP7EqmpaTA1MZasNzUxxoPQxyrjREZFqwwfGfW+e9rooQMxcfpsNPLtBHU1NSiUSkwY6YeqFYtnCygVLrJVNsaOHYv+/fvjyJEjqF69OgDg3Llz2LNnDxYvXgwAOHjwIOrVq6cyflJSUpa+oVpaWtDS0pIry7JZtvkf7D12BmumjYKWpmZBZ6fIMK1RDS4/9cZV/8mIuXgVeg52KDdpFFyH9sXtP5YUdPaIPsi8ZjWUGdIHF0f+iqiLV1HCwQ6VJo+Gh18/BM9eLIZ7dfchDjRoCw39ErBp2RTV/5yCI77dimWFQw7Nm7xvhXd1doKrixO+atMB5y5cytIqUhTt37sH06dMFt/PnCNf92bftt+Ir52dXWBqZoZB/fviyZPHsLGxlW2/Rd2GwB24eiMEf06fBGsrS1y4fA2/zZoHczNT1KhW5cMJFCfF+EneBUW2ykbv3r3h4eGB+fPnY9u2bQAANzc3HD16FDVrps8CMmzYsGzjT506FRMnTpSsGz9+PCZMmCBXlrNlZKAPNaUSUZma1aNiX8IsU8tEZiu37sGywN1Y+dsIuDnYievfxYuKeQkLEyNxfWRsHMo42mVOpshLjo5B2tu30Mo0sFjL3BSJLyJVxnEfORBPAnchdMNWAMCrm3egrquD8r+Px+05Sz8pTXovLiwCBpZmknX6luZIeBmHlMQkxEfGIPXtW5Vh4sIi8jOrhUJydCzS3r6Ftrn0eGjncL55jvoJj7bsxP2/0s/hlyF3oK6ri6ozJyD4jyWAIAAA0lJSEP8g/c59zNVgmFQqB9c+3+P8zxPkK1AhZGxkBDU1NURlGnAcFR0N02wmfTAzNVUZ3swk+0kMbEuVgrGREUKfPCkWlY3adevBI8OMUSnJKQCA6KhomJmZi+ujo6Pg6uqmMg0jI2OoqallGQweHR0FU9Psj3XZculdCJ88Lh6VDWMjQ6ipKbNMaBAVHZOlBe4dM1MTleHN/n/OJyYlYe6SFZg7dSLq1vQGALg5O+HWnbtYs3ELKxtU4GSt3tWqVQsbN27ExYsXcfHiRWzcuFGsaHyIv78/Xr58KVn8/f3lzG62NDXUUdbZHqcvv+8fmZaWhtOXg1HRPfsZYZYH7saigJ1Y+uswlHORdtuxsTKHmbEhTl95n2b8mwRcvXUfFXJIs6gSUt7i5dVgmNV+398XCgXMansh5oLqvulqOtoQ0tKk6aSminE/JU167/6pS3BvKP2+lmlcG/dPXQIApKakIPTCdUkYhUIB94Y1cb8YTnKQlpKCmCvBsKzj/X6lQgHLOt6IPH9ZZZyczmFVU4e/T1YBpabGZ+f5S6OhoQEPdzecOXdeXJeWlobT5y+ggmc5lXEqeJbFmXPSqVZPnTmHCp5lVYYHgLDwF4h9+RLmZsVjVjU9PT3Y2tqJi4OjI0xNzXD+3BkxzOv4eARfv45ynqq75WhoaMDNvQzOn30fJy0tDefPnUW58tl35bl96xYAwMzMLNswRYmGhgY83Fxx5vwlcV1aWhpOX7iECuVUT99coawHzlyQXlNPnbuACv+f7vnt27d4+/ZtlmuGUk2JtEzXF6KCkKctG3FxcTD4/wwecXGqp4R9x+ADM30Uti5T3do0g//sZSjn4gBPV0es/Xs/EhKT0KZxHQDAyFlLYGlqDL/u6bPwLNuyG3+u34aZI/qhlIUZIqJjAQC6OtrQ09GGQqFA19ZNsThgJ0qXtISNlTnmrdsGCxMjNCqGg2sB4N6Stag09ze8vHIDMZevw7F3F6jp6uBxwA4AQKV5U5AY9gIhU+YAAMIPHIVj3654ef0mYv/fjcp9xCCEHzgK/P8C+6E0ixMtPV2YO9uL780cbGFTwQOvo2MR8/gZfKeMgFEpS6zult7ieGzxetQf2BVtp4/CiZVb4N6gBqp0aIEFLX4Q0zg0ezm6r5mFR+ev4eHZy2gwpCc09XRxctWW/C5eoXBr8Wp4/TkV0VeuI+riNbj17Qp1XR08CNgOAPCaPxVvnr/Atd/+AJA+05Rbv26IuRaC6P93oyo36ic8OxAkVkI8xwxF2OFjeP30OTRK6MGu7dewqFUdRzv2LrByFqSu33XEmIm/oWwZd3iW9cC6gM1ISEiE79ctAACjx0+ChYUZhgzoDwDo0qkDevQdgDV/bUSdWjWx78Ah3Ai5ifGjRwIA3rx5g0XLV6KRT32YmZri8ZOnmD1/IexsbFDL2yu7bBRpCoUCHb/9DqtXLIetrR2sS5XCskULYWZujrr1fcRwA/v3Rb36PmjfsRMA4NvOXTBpwji4e3igbNlyCNiwAYkJCfi6ZWsAwJMnj3Fg317UrFUbhoZGuHvnNubOnoWKlSvD2cW1QMpaELp2bIcxv01HWXdXeHq4Y93mrUhITIRvi6YAgNGTpsHCzAxD+vcCAHTp0BY9BgzFmo2bUaemN/YdOoIbN29j/Eg/AEAJPT1UrVQBsxcshbaWFqytLHH+0hXs2nsQw3/qX2DlLLT4nI18l6eVDWNjYzx//hwWFhYwMjJSeWdOEAQoFAqkvrsD/YX4qq4XYl7GYd76bYiMeYkyjnZY+uvPYneo5xHRUCreNxQF7PkXKW/fYvCU+ZJ0Bnzni4Gd06dd7dXuKyQkJmH8n6sR9/oNKnu4YOmkn4vtuI5nO/dB09QYbiMGpj+A78ZNnP6uH5Ii0wck6pSyltwFvj1nCQRBQJmRg6BtZYGk6BiEHwhCyLR5uU6zOCldtTz8ggLE9+3/GAsAOLU6EGt6/AxDawuY2JUSt0c9fIIFLX5Auz/GwmdwD8Q+CcP6XqMQnGG65wub/4G+uQla/jo0/aF+l0PwZ7NueFVMu6k9/nsftExNUG7EoPSH+l2/iaOd+oqTFOhmOoeDZy8GBAGe/oOhY2WBpKgYPDtwBNemzBXDaJuZwGv+NGhbmiMl7hViQ27jaMfeCD96Kt/LVxg0a9wI0TGxWLB0OSKjouHu6oLFc2eJXUqeh4dDoXz/21OxvCemTZqA+YuXYu7CJShta4O5v0+Fi1P6oH2lUg2379zDzt17EfcqHhbmZqjhVR0D+/aGZjG9FgNAl27dkZCYgGlTJiP+1SuUr1gRf8xbILkJ+PTJY7yMjRXfN2rSFDExMVi+eBGioqLg4uqGP/5cAJP/d6PSUNfAubNnsGljeiXEwtIS9Rs0RI+evfK7eAWqWSMfRMe+xILlqxEZHQN3FycsnjUNZibvzuEXkv9PFT3LYtqEMZi/dCXmLlmJ0jalMHfqr3BxfN9j4veJv2DO4uUYNXEKXsa9grWVJQb1/QEdfPlQPyp4CkH4f6fgPHD06FHUqlUL6urqOHr0aI5hsxsYnhtpd09/OBB9NKXz++4fO61Vd0mgz9Pq+fvpOfsp7AsuI0XUYuGh+HqTRfZPlKZP1/HF+66fyS+LZ6VSTpqG77sTRb96U4A5KbpM9HXF18mRTwowJ0WXpplNQWchWylndhTYvjW8fAts3wUpT1s2MlYgPqcyQUREREREXz5ZB4gfP34cXbp0Qc2aNfH06VMAwLp16/Dff//JuVsiIiIioqyUyoJbiinZSr5161Y0bdoUOjo6uHjxovjMjJcvX2LKlCly7ZaIiIiIqEhYsGAB7O3toa2tDS8vL5w9ezbbsMuWLUOdOnVgbGwMY2NjNGrUKEv47t27Q6FQSJZmzZrJWgbZKhuTJ0/G4sWLsWzZMmhovJ+isVatWrh4sfhNi0lERERElFubNm2Cn58fxo8fj4sXL6JChQpo2rQpXrx4oTJ8UFAQvv32Wxw5cgSnTp2Cra0tmjRpIvYueqdZs2Z4/vy5uGzcuFHWcsj2UL9bt26hbt26WdYbGhoiNsPsFURERERE+UHxBU19O3v2bPTu3Rs9evQAACxevBi7d+/GypUrMWrUqCzh//rrL8n75cuXY+vWrTh8+DC6du0qrtfS0oKVlZW8mc9AtpYNKysr3L17N8v6//77D46OjnLtloiIiIio0ElKSkJcXJxkeTfMILPk5GRcuHABjRo1EtcplUo0atQIp07lburzN2/eICUlBSaZnk4fFBQECwsLuLm5oX///oiKkvdxALJVNnr37o3BgwfjzJkzUCgUePbsGf766y/8/PPP6N+fD5khIiIionymVCuwZerUqTA0NJQsU6dOVZnNyMhIpKamwtLSUrLe0tISYWFhuSrqyJEjUbJkSUmFpVmzZli7di0OHz6M6dOn4+jRo2jevLmsz7/L825UDx48gIODA0aNGoW0tDQ0bNgQb968Qd26daGlpYWff/4ZgwYNyuvdEhEREREVWv7+/vDz85Osy/igzLw0bdo0BAQEICgoCNra2uL6Tp06ia89PT1Rvnx5ODk5ISgoCA0bNpQlL3le2XByckLp0qXh4+MDHx8fhISE4NWrV4iPj4eHhwdKlCiR17skIiIiIirUtLS0cl25MDMzg5qaGsLDwyXrw8PDPzjeYubMmZg2bRoOHTqE8uXL5xjW0dERZmZmuHv3rmyVjTzvRvXvv/+iW7duuH//Pvr06QN7e3u0bt0aK1aswO7du7McNCIiIiKifPGFPGdDU1MTVapUweHDh8V1aWlpOHz4MGrUqJFtvBkzZmDSpEnYt28fqlat+sH9PHnyBFFRUbC2tv6o/H2MPG/ZqF+/PurXrw8ASExMxMmTJxEUFISgoCCsWbMGKSkpcHd3x40bN/J610RERERERYKfnx+6deuGqlWronr16pgzZw5ev34tzk7VtWtXlCpVShz3MX36dIwbNw4bNmyAvb29OLajRIkSKFGiBOLj4zFx4kR88803sLKywr179zBixAg4OzujadOmspVDtqlvAUBbWxsNGjRA7dq14ePjg71792LJkiW4efOmnLslIiIiIspCofblTH3bsWNHREREYNy4cQgLC0PFihWxb98+cdB4aGgolBlaTBYtWoTk5GS0a9dOks748eMxYcIEqKmp4erVq1izZg1iY2NRsmRJNGnSBJMmTZJt7AggU2UjOTkZp0+fxpEjRxAUFIQzZ87A1tYWdevWxfz581GvXj05dktEREREVGQMHDgQAwcOVLktKChI8v7hw4c5pqWjo4P9+/fnUc5yL88rGw0aNMCZM2fg4OCAevXqoW/fvtiwYYOsfcGIiIiIiD7oC3qoX1GR55WN48ePw9raGg0aNED9+vVRr149mJqa5vVuiIiIiIiokMvz2ahiY2OxdOlS6OrqYvr06ShZsiQ8PT0xcOBABAYGIiIiIq93SUREREREhVCet2zo6emhWbNmaNasGQDg1atX+O+//3DkyBHMmDEDnTt3houLC65fv57XuyYiIiIiyh67UeW7PG/ZyExPTw8mJiYwMTGBsbEx1NXVERISIvduiYiIiIiogOV5y0ZaWhrOnz+PoKAgHDlyBCdOnMDr169RqlQp+Pj4YMGCBfDx8cnr3RIRERER5UjxkQ/Xo8+X55UNIyMjvH79GlZWVvDx8cEff/yB+vXrw8nJKa93RUREREREhVieVzZ+//13+Pj4wNXVNa+TJiIiIiKiL0ieVzb69u2b10kSEREREX0+DhDPd+y4RkREREREssjzlg0iIiIiokJJwfvs+Y1HnIiIiIiIZMGWDSIiIiIqHtiyke94xImIiIiISBasbBARERERkSzYjYqIiIiIigWB3ajyHY84ERERERHJgi0bRERERFQ8sGUj3/GIExERERGRLFjZICIiIiIiWbAbFREREREVDwpFQeeg2GHLBhERERERyYItG0RERERUPCh5nz2/8YgTEREREZEs2LJBRERERMUCH+qX/xSCIAgFnQkiIiIiIrm9fXKjwPatblO2wPZdkFi9IyIiIiIiWbAbFREREREVD+xGle++yMpGanBQQWehSFLzqC++Tty3tOAyUoRpN+sjvt5k4VGAOSmaOr4IFl/3U9gXXEaKsMXCQ/F1UvzLgstIEaVVwlB8/TTmdQHmpOgqZawnvk5+GVmAOSm6NA3NCjoLVIh8kZUNIiIiIqKPxpaNfMcjTkREREREsmBlg4iIiIiIZMFuVERERERUPLAbVb7jESciIiIiIlmwZYOIiIiIigU+QTz/8YgTEREREZEs2LJBRERERMUDWzbyHY84ERERERHJgpUNIiIiIiKSBbtREREREVHxoFAUdA6KHbZsEBERERGRLNiyQURERETFAweI5zsecSIiIiIikgUrG0REREREJAt2oyIiIiKiYoFPEM9/POJERERERCQLtmwQERERUfGg5H32/MYjTkREREREsmDLBhEREREVDxyzke94xImIiIiISBasbBARERERkSzYjYqIiIiIigd2o8p3POJERERERCQLtmwQERERUfHAlo18xyNORERERESyYGWDiIiIiIhkwW5URERERFQsCOxGle94xImIiIiISBZs2SAiIiKi4oEtG/mOR5yIiIiIiGTBygYREREREclClm5UO3fuzFW4Vq1aybF7IiIiIqKsFIqCzkGxI0tlw9fX94NhFAoFUlNT5dg9EREREREVArJUNtLS0uRIloiIiIjo03GAeL7jbFQfYcOeI1i54yAiY1/Czd4GY3p1QnlXB5Vhtxw4jr+DTuNu6DMAgIeTHYZ09pWEnx+wC3v/O4ewyBhoqKvDw8kOgzv7okI2aRYHAccvYc2/5xEZ9xqupcwx6psG8CxtrTLsoSt3sOLgGTyOjEVKaipKmxvje5+qaFnNQwyzaO9J7Lt4E2Gxr6ChpgYPW0sMbFEb5e1Vp1nUOf/wLdx//AHaFmaIvXELF0f/huhL17IN79rnezh17wTdUtZIjo7B410HcPW3P5CWlAwAcOreEc7dO0HPthQA4OWtu7gxcxHC/j2eL+UpbJzrVEeT4X1gV8UTRiUtsci3D678fSDHOK71vNFu9i+wLuuCmMfPsXfyfJxaEygJU+/H79FkeF8YWJnjyZUQbBo0Hg/PXZGzKIVawOYtWL12PSKjouDq4gL/ET/Ds1zZbMMfOHgI8xctwbPnz2Fna4uhPw1Endq1xO0LlyzFvv0HERYeDg0NDXiUccegH/ujvGe5/ChOoSMIAlYvW4zdf29HfPwrlPOsgCEjRsPGzi7HeDsCN2HT+rWIjo6Ck7MrBg0bgTJl3x/Dp08eY/Gfc3D9yiWkJKegWo2aGOQ3AiampnIXqdDZuGUrVq/fgMioaLi5OMP/56HwLOuRbfj9h/7F/CXL8Ox5GOxsbTB0YH/UrVVT3D5m4mTs3L1XEqeWtxcWz5stWxmIckuW6t2xY8dytXxJ9v53DtNXBeLHji0QOGsM3O1t0OfXeYiKjVMZ/uyN22hRpxpWTfLDhmkjYWVmjN4T5yI8KkYMY1/SEmN6f4sdc8Zh3ZThKGVhit4T5yD65av8Klahsu/iTczcfhR9m9ZAwPDv4VbSHP0XbUXUqzcqwxvqaqNXYy+sHfItAkd2Q+vq5TB+wz6cCHkohiltbgz/dg2xdWQ3rB7cCSVNDNB/USCi41WnWZTZtm6GihNH4sbMhTjQqB1ib9xEvU1LoWVmojK8XdsWKP+LH27MXIi9tb/G2aFjYefbHOXHDBHDJDwLx9VJf+BAo/Y40Lg9Xhw/g9pr58PAzTmfSlW4aOnp4smVEAQMGJer8Kb2NhiweyVuHTmF3yp+hX/nrESX5dPg0aSuGKZKh6/RbvYv+GfiXEyp3AJPrgRj0P610Dcvfn/QAGDfgYP4ffYc9OvTC5v+Wgs3Vxf0G/gToqKjVYa/fOUqRo4Ziza+rbB5wzo0qF8Pg4cNx52798Qwpe3sMHrkcGzbtBFrVixFSWtr9BswCNExMSrTLOoC1q3Bts0bMXTkaCxYvgbaOjoYOWQAkpOSso1z5OB+LJo7G1179cGSNRvg5OKCkUMGIOb/n0tCQgJGDB4ABYBZ85dg3tKVeJuSgjHDhxS73hD7Dh7C73P+RL9eP2Dz2pVwdXFG35/8EBWt+ny7fPUaRo6dgLatvsaWdavQoF4dDB7ujzv37kvC1arhjSN7dorL9MkT8qE0Xx5BoSywpbiSpeT169eHj48PfHx8UL9+fZWLj4+PHLuWzeqdh9C+cW20bVgLzrYlMb5fZ2hraWLb4ZMqw/8+tCe+bV4fZRxs4WhjhUk/dkWaIOD01ZtimK/rVkfNCmVga2UOF7uSGNmjPeLfJOLWoyf5VaxCZV3QBbSt6Qlf73JwsjLFLx0aQ1tTAztOq77zXs3FFg0ruMDRyhS2ZkboXL8yXEqa49L9p2KYr6qWgbdbadiYGcHZ2gw/t6mP+MRk3HkakU+lKjzc+nXH/fVb8CBgO+Ju38P54RPxNiERDt+2VRnerFpFRJ69hNBtu/Hm8TOEB51E6PY9MKnkKYZ5diAIzw8fQ/yDR4i//wjXps7F29dvYFqlfH4Vq1C5sS8IO8fOwuUd+3MVvm6/Loh88Bhbf/4NYTfvIWjBWlwM3IuGQ3uKYRr59cKJZQE4tXoLnofcxYZ+Y5DyJgE1f+ggVzEKtbXrN+CbNr7wbdUSTo6OGDt6FHS0tbHj710qw/+1MQC1anijR9fv4ejggIE/9kMZd3cEbN4shmnRvBm8varDxqYUnJ2cMNxvCOJfv8btO3fyq1iFhiAI2LppA7r06IVadevDycUVo8b/isjICPx3LCjbeFs2/oWvWrdB869bw97BEUNHjoGWtjb2/vM3AOD61csIf/4MI8dNhKOzCxydXTBy3ETcDgnGpfPn8ql0hcPaDZvwjW9LtGnZAk6ODhg3ajh0tLWwfdc/KsOvD9iMWt5e6PF9Zzg62GNQvz7wcHfFxs3SFlBNDQ2YmZmKi6GBQX4Uh2S2YMEC2NvbQ1tbG15eXjh79myO4bds2QJ3d3doa2vD09MTe/bskWwXBAHjxo2DtbU1dHR00KhRI9yR+VonS2XD2NgYtra2GDt2LO7cuYOYmJgsS3Q2d6EKo+SUtwi+FwrvCmXEdUqlEjXKu+Pyrfs5xHwvMTkZb1NTYVhCL9t9bD5wHPq6OnC3t82TfH9JUt6mIuRxOLxd3zfTK5UKeLva4erD5x+MLwgCztx6hIcvolHFqVS2+9h68ir0dbTgWso8z/L+JVBqaMC4ggfCj51+v1IQEH7sFMyqVlQZJ/LcZRhX8BArF3qlbWDdsA6eH1LdRUqhVMLWtznUdXUQdb74dvH5GI41KuHmoROSdcH7j8GxRiUAgJqGBuyqlENIhjCCICDk0Ak41qicr3ktDFJSUhBy8ya8q1cT1ymVSnhVr4Yr11TflLhy9Rq8vKpL1tWs4Y0rV1WHT0lJQeC2HdAvUQJuLq55l/kvxPNnTxEdFYkq1bzEdSVK6KNM2XIIvnZVZZyUlBTcvhUiiaNUKlGlmpcYJyU5GVAooKGhKYbR1NSCQqnEtSuXZCpN4ZOSkoLgm7fgXU16DntXq4or166rjHPl2g14V68qWVfT2wtXrt2QrDt/8RLqNW2Blu06YdK03xEb+zLvC0D5atOmTfDz88P48eNx8eJFVKhQAU2bNsWLFy9Uhj958iS+/fZb9OzZE5cuXYKvry98fX1x/fr7c2vGjBmYN28eFi9ejDNnzkBPTw9NmzZFYmKibOWQZczG8+fPsX37dqxcuRIzZszAV199hZ49e6JZs2ZQfIFTjsW+ikdqWhrMDPUl602NDHD/aViu0pi1dhssjA1RI0OFBQCCzl3FsNnLkZiUDHNjQyyfMATGBiXyLO9fipjXCUhNE2CqL62Mmerr4sGL7CumrxKS0HjcEqS8TYVSqcDo9g1Rw91eEubo9XsYuWY3ElNSYGZQAov7t4NxCV05ilFoaZoYQamujsSISMn6xIgoGDg7qowTum03tEyM0WDXeigU6RWWu6sDEDJ3qSScYRkXNNyzEWpamnj7+g1OdP8JcbfvqUyTpAyszBEXLv1MXoVHQMfQABraWtA1NoSaurrKMFbuTvmZ1UIhJjYWqampMDWVdv0zNTXBg4ePVMaJjIqCqUmm8CYmiIySXleOHjuOEaN/QWJiIszNzLBk4XwYGxvlaf6/BNFRUQAA40zHzNjEFNFRkaqi4GVsLNJSU7PGMTZB6MOHAACPcuWho62DpQvm4n/t3XVYVFkDBvB3QKSkQUAB6VLEXYMwUVTUtXctXHPtbrFjrbUbuxU7VtfuNcACA2wwQaVBARHu9wfr1RGwPi6D8P6e5z7OnDn3nnDmMGdO3D969YUgACsWL0BmRkau1y2MxPdwDu/J8EePczwn1/dwbIz4vJqHO7y9aqJ0qVJ48vQZFixdhl4Dh2DjqmVQVlbO+4L8yH6g6Uxz5sxBt27d0LlzZwCAv78/Dhw4gNWrV2PkyJHZ4s+fPx8+Pj4YNmwYAGDy5Mk4evQoFi1aBH9/fwiCgHnz5mHMmDFo2rQpAGD9+vUwNjbGnj170KZNG0nKIUmNFy9eHK1bt8bhw4dx+/ZtlC9fHn379oW5uTlGjx6Nd+/effEaaWlpSExMlDvSPjNftCBbsfMQ/vn3EhaM7AXV4ipyr1VxccCuOWOwedpwVPupLAbPWp7rOhDKTlO1OLYN/x2bhviib6NqmL3nNC7deyIXp7KdBbYN/x3rB7ZFVUdLDFv7d67rQOgDI8/KcBrYHVdHTMIR71/xb6d+MPWuCefBPeXiJd2PwJHaLXDMpw3ur92KKgunQtu+6H0Rph9b5cqVsH3LRqxfsxJVPd0xdKRfrutACpNjh/5BQ6+q4pHxFX+fv4eunh7GTZ2BC/+eRSOvamjsXQPJyUmwc3CE7Af68ldQNajnDa8a1WFva4M6tWpg0Zy/cDM0DJeuFJ1Rox/Bt3y3ffv2La5cuQJvb28xTElJCd7e3rhw4UKO51y4cEEuPgDUr19fjB8eHo6oqCi5ODo6OnBzc8v1mnlB8k+4hYUFxo0bh2PHjsHe3h7Tp09HYuKXv0xPmzYNOjo6cse0adOkzm6OdLVKQFlJCdGfLNyOiU+Eoa7OZ89dvecIVu46hJXjB8DB0izb6xpqqihjWhKuDtb4s28HKCsrY+fxczlcqXDT01SHspIMMUmv5cJjkt7AUCvnqWdA1lQrCyM9OJqVRMfaleDtaodVxwLl4mioqsDCSA/lLUthYrv6KKaklOs6kMLqbWw8Mt+9g5qRoVy4mpEBUl/m/Kuiy8j+eLR9Hx5u2omEsHt49s9x3Jg6D079u8ndFCkzPR3J4Y8Rdz0UN6bMRXzoHdh3/13S8hQWiVGvoG0s/3+iZWyElIREpKemITk6Dhnv3uUYJzGq6K070tPVhbKyMmI+GZWIiYmFoWHOC+YNDQyydRpiYmNh+MnoiIa6OizMzeHq4oKJ48aimHIx7N7zdTeo/ZF5Vq+JFeu3iIe2ri4AiAu734uLjYG+gWEOVwB0dHWhpKyc/Zy4WLmdpiq7eWDTzn3YdfAY9hw6gVET/kT0q1cwLZ3z1NfCSHwP5/Ce/HTE7r1c38P6uW8SYV66NPR0dfH4adFcA/o5gkymsONbvttGR0cjIyMDxsbGcuHGxsaIisp5Vk1UVNRn47//91uumRck7WykpaVh8+bN8Pb2Rrly5WBoaIgDBw5AXz/nD9TH/Pz8kJCQIHf4+flJmd1cFVfJ2pb24vUwMSwzMxMXb9xGBYecp6AAwKrdh+G//QCWj+uPcraWX5WWkJmJt+nS/LJUkKkUU4aTuTEC734YRs7MFBB49/E3bVObKQhIf/f5m0VmCgLefiFOYZOZno64kFAYV3f/ECiTwbi6O6IvB+d4jrK6GoRPdokR/rsR5+emQ8pkMih9MoJHOXt44Roc63jKhTnVrYaHF7J+jcxIT8fjKzfl4shkMjjW8cTDC1fzNa8FgYqKCpwcHRF46cOC4szMTAReugxXF5ccz3Et74LAIPkFyBcDA+FaPuf4H1/3bfrb/z/TBZyGpiZKm1uIh6WVNfQNDHH10odFqK9fJyPs1k04u+S88YOKigrsHZzkzsnMzMTVS0E5nqOjq4cSWlq4ejkI8XGx8KxeM+8LVkCpqKjA2dEBgZcui2GZmZm4ePkKXHPZatnVpSwCL12RC7sQeAmuLrlv9xz14iXiExJglEsnnBSjIH23zU+SrNkICgrCmjVrEBAQAEtLS3Tu3Bnbtm37qk7Ge6qqqlBVVZUie9+lUxNv+C1Yi3I2lnCxs8T6/ceRkvoWzf/7EjBy/hqU1NfF4N+bAwBW7jqEhVv+xszBXVGqpAFexWUt1NJQU4WmuhrepKZh2Y5/ULuyKwz1dBCflIzN/5zCi9h41PesqLByKtLvtSpi7KZDKGthgnIWJth4+ipS3qajmVtWAzx640GU1CmBAY2rAwBWHQ2Es7kxzA118fZdBs6GhuPApTCMblUHAPAmLR0rj1xELRcbGGqXQPzrFAScvYaXCcmoW6HoLfy8478WbgunITbkJmKu3oBDjw4opqGO8IDdAAC3RdPwJvIlbkyZCyBrpymHnh0RdyMMsVevo4SVBcqN7I/nR06JnRCX0YMQdfwMXj+LhEoJTVi0+AUlq1bB6dbdFFZORVLV1IDRRz8sGFqZw8zVGa9j4xH35DmaTR0O3dLGWNtxCADgjP9G1OrbAS1mjMS51dvhWNsDFVs1wuJGXcRrHJuzEp3WzcajyzcQERSM2gO7orimBs6v2Z7fxSsQOrRvhzHjJ8LZyQku5cpi4+YApKSkoFmTXwAAo8aNh7FRSQzo1wcA4Nu2Dbp064F1GzahRrWqOHjkCG6FhmHc6FEAgDcpKVixag1q1awOI0NDxMfHI2DbDrx89Qr1vOsorJyKIpPJ0LJ1O2xcuxKlzS1gWqoU1ixfCkNDI1SrUUuMN6RvD1Sr6YXmv2XN8f6trS+mTx4PBydnODqXxc6tm5GamgKfRk3Ecw7u34syllbQ0dVD6I3rWDx3Fn5t4wuLMpb5XErF6tCuNUZPnIKyTo5wKeuMDQHbkJKSima/NAIAjBo/GSVLGmJgn14AgPZtWqFzjz5Yt2kLqlf1xKEjx3Ar7DbGjxoBAHjz5g2WrlwNb69aMDQwwJOnzzBn0RJYmJmhqrtbbtkgBfiW77aGhoZQVlbGixcv5MJfvHgBExOTHM8xMTH5bPz3/7548QKmpqZycSpUqPC1xfhmknQ23N3dYWFhgf79+6Nixawvzv/++2+2eE2aNMkWVlA1qFYZsYnJWBiwD9FxiXC0MsOycf1hqJu1tVzkq1goffRrb8ChM0h/9w4D/1omd53erX9B3zaNoaykhPCnURhw8iLiEpOhq6WJcraW2DBlGOwsSuVr2QoKn58dEZecgiX/nEN04hs4mBlhSc+WMNDOmkYVFZcoV8cpb9MxdftxvEhIhqpKMViV1MOU3xvA52dHAICykgzhL2Oxb3Uo4pNToKuphrIWJljTvw1sTXOeDlCYPdl7CKoG+ig3vF/WTf1u3sbpNj2Q9iprkaFGaVO5kYzQOf6AIMDFbwDUTUoiLSYOz4+cxI2p88U4aob6cFs0HWrGRkhPTEJ82F2cbt0NL05LN/ezICtTqTwGnwoQn/82dywA4MLaHVjXeSh0TEtC3+LDlJGYiKdY3KgLfp07Fl4DOiP+aRQ2/jESoUc+3Ifoyrb90DLSR+NJg7Ju6hcchoU+HZGUy/S3ws6nXl3ExcVhif9yRMfEwMHeHksXzofBf9N1oqJeQOmjNQAVXMtj+pTJWLjUHwsWL4GFhTnmz54JO9usdUXKSkqIiIjAkP0HEBcfD10dHZQt64y1K5fD1qZorj1q83tHpKamYM70P5GcnASX8hUwfd4iFP/oS9Lzp0+REB8vPveqWx/x8XFYs2Ip4mJiYGPngBlzF8lNo3ry6BFWLlmEpMQEmJiWgm+nrvi1rW9+Fq1A8Knrjdi4eCxevhLRMbFwtLeD//zZ4tS+yBcvIFP68LeuQnkXTJ88AYv8l2P+kmUoY26G+TOnwc4ma2aFkpIy7t57gH0HDiIxKRkljQzh4VYFfXt0Q/HixXPMQ1EmCIrOwdcpXrw4KlasiOPHj6NZs2YAskbBjh8/jr59++Z4joeHB44fP46BAweKYUePHoWHhwcAwMrKCiYmJjh+/LjYuUhMTERgYCB69eolWVlkgpD31a6k9OXZWTKZDBkZ3zeVJSP01HedR5+n7FxLfJx6aHnuEem7qfl0Fx9vLZn73WLp+7R+GSo+7imzVFxGCjF/IUJ8nJbMrTXzmmqJD+sAn8W9/kxM+l6l9T6sA3ybUDQ77VIrrlNwf9B7kyLdFq9foqGu9k3xt27dio4dO2LZsmWoUqUK5s2bh23btuH27dswNjZGhw4dULp0aXHdx/nz51GzZk1Mnz4djRo1QkBAAKZOnYqrV6+iXLmsWSIzZszA9OnTsW7dOlhZWWHs2LG4fv06QkNDoab2bfn7WpKMbBS1u4ESERERUcGX+aMMbQBo3bo1Xr16hXHjxiEqKgoVKlTAoUOHxAXejx8/lvuB39PTE5s3b8aYMWMwatQo2NnZYc+ePWJHAwCGDx+O169fo3v37oiPj0e1atVw6NAhyToagEQjG+/FxMSIQ9tPnjzBihUrkJqaisaNG6N69erffV2ObEiDIxvS48iGtDiyIT2ObEiLIxvS48iG9AryyEbymxSFpV1CQ11haSuSJLtR3bhxA5aWlihZsiQcHR0RHByMypUrY+7cuVi2bBm8vLywZ88eKZImIiIiIsqRoMCjqJKkszF8+HC4uLjgzJkzqFWrFn755Rc0atQICQkJiIuLQ48ePTB9+nQpkiYiIiIiogJCkjUbly5dwokTJ1C+fHm4urpi+fLl6N27tzivrF+/fnB3d//CVYiIiIiI6EcmSWcjNjZW3Mu3RIkS0NTUhJ6envi6np4ekpKScjudiIiIiCjPZRbl+UwKItkdxD+9w/Dn7jhMRERERESFjyQjGwDQqVMn8S6Jqamp6NmzJzQ1s3aASEtLkypZIiIiIqIcSbgJK+VCks5Gx44d5Z63b98+W5wOHTpIkTQRERERERUQknQ21qxZI8VliYiIiIjoByLZNCoiIiIiooKEC8Tzn2QLxImIiIiIqGjjyAYRERERFQkc2Mh/HNkgIiIiIiJJcGSDiIiIiIoErtnIfxzZICIiIiIiSbCzQUREREREkuA0KiIiIiIqEngH8fzHkQ0iIiIiIpIERzaIiIiIqEjIVHQGiiCObBARERERkSTY2SAiIiIiIklwGhURERERFQlcH57/OLJBRERERESS4MgGERERERUJvIN4/uPIBhERERERSYIjG0RERERUJPCmfvlP8s5GfHw8goKC8PLlS2Rmyu9u3KFDB6mTJyIiIiIiBZG0s/H333/D19cXycnJ0NbWhkwmE1+TyWTsbBARERERFWKSrtkYMmQIunTpguTkZMTHxyMuLk48YmNjpUyaiIiIiEhOpgKPokrSzsazZ8/Qv39/aGhoSJkMEREREREVQJJ2NurXr4/Lly9LmQQRERER0VcRBMUdRZWkazYaNWqEYcOGITQ0FC4uLlBRUZF7vUmTJlImT0RERERECiRpZ6Nbt24AgEmTJmV7TSaTISMjQ8rkiYiIiIhIgSTtbHy61S0RERERkaJkFuX5TArCO4gTEREREZEkJO9snD59Go0bN4atrS1sbW3RpEkTnD17VupkiYiIiIjkCAo8iipJOxsbN26Et7c3NDQ00L9/f/Tv3x/q6uqoU6cONm/eLGXSRERERESkYDJBkG7ympOTE7p3745BgwbJhc+ZMwcrVqxAWFiYVEkTEREREcm5/ypJYWnbGmkpLG1FknRk4+HDh2jcuHG28CZNmiA8PFzKpImIiIiISMEk7WyYm5vj+PHj2cKPHTsGc3NzKZMmIiIiIiIFk3Tr2yFDhqB///4IDg6Gp6cnAODcuXNYu3Yt5s+f/93XjU16k1dZpI/oa2mIj1PfvFZgTgovNQ1N8fHbhGgF5qRwKq5jKD5OS05QYE4KL9USOuLjnjJLxWWkkPIXIsTHacfWKC4jhZiqd2fxMf/WSePjv3UFDXe+zX+SdjZ69eoFExMTzJ49G9u2bQOQtY5j69ataNq0qZRJExERERGRgkna2QCA5s2bo3nz5lInQ0RERET0WZlFehNaxeBN/YiIiIiISBJ5PrKhr6+Pu3fvwtDQEHp6epDJZLnGjY2NzevkiYiIiIiogMjzzsbcuXOhpaUlPv5cZ4OIiIiIKL9wgXj+y/PORseOHcXHnTp1yuvLExERERHRD0LSNRvKysp4+fJltvCYmBgoKytLmTQRERERkZxMQXFHUSVpZ0PIZawqLS0NxYsXlzJpIiIiIiJSMEm2vl2wYAEAQCaTYeXKlShRooT4WkZGBs6cOQNHR0cpkiYiIiIiyhHXbOQ/STobc+fOBZA1suHv7y83Zap48eKwtLSEv7+/FEkTEREREVEBIUlnIzw8HADg5eWFXbt2QU9PT4pkiIiIiIioAJP0DuInT56U8vJERERERF+NdxDPf5J2NgDg6dOn2LdvHx4/foy3b9/KvTZnzhypkyciIiIiIgWRtLNx/PhxNGnSBNbW1rh9+zbKlSuHiIgICIKAn3/+WcqkiYiIiIjkcIF4/pN061s/Pz8MHToUN27cgJqaGnbu3IknT56gZs2a+O2336RMmoiIiIiIFEzSzkZYWBg6dOgAAChWrBhSUlJQokQJTJo0CTNmzJAyaSIiIiIiUjBJOxuampriOg1TU1M8ePBAfC06OlrKpImIiIiI5GQKgsKOokrSNRvu7u74999/4eTkhIYNG2LIkCG4ceMGdu3aBXd3dymTJiIiIiIiBZO0szFnzhwkJycDACZOnIjk5GRs3boVdnZ23ImKiIiIiPJVRqaic1D0SNrZsLa2Fh9ramryruFEREREREWIpGs2iIiIiIio6MrzkQ19fX3cvXsXhoaG0NPTg0wmyzVubGxsXidPRERERJSjorxQW1HyvLMxd+5caGlpiY8/19kgIiIiIqLCK887Gx07dhQfd+rUKa8vT0RERET0XTI4spHvJF2z4e3tjbVr1yIxMVHKZIiIiIiIqACStLNRtmxZ+Pn5wcTEBL/99hv27t2L9PR0KZMkIiIiIsoRb+qX/yTtbMyfPx/Pnj3Dnj17oKmpiQ4dOsDY2Bjdu3fH6dOnpUyaiIiIiKjQi42Nha+vL7S1taGrq4uuXbuK97nLLX6/fv3g4OAAdXV1WFhYoH///khISJCLJ5PJsh0BAQHfnD/Jt75VUlJCvXr1sHbtWrx48QLLli1DUFAQateuLXXSRERERESFmq+vL27duoWjR49i//79OHPmDLp3755r/OfPn+P58+eYNWsWbt68ibVr1+LQoUPo2rVrtrhr1qxBZGSkeDRr1uyb8yfpTf0+FhUVhYCAAGzcuBHXr19HlSpV8itpIiIiIqJCdwfxsLAwHDp0CJcuXUKlSpUAAAsXLkTDhg0xa9YslCpVKts55cqVw86dO8XnNjY2mDJlCtq3b493796hWLEP3QNdXV2YmJj8X3mUdGQjMTERa9asQd26dWFubo6lS5eiSZMmuHfvHi5evChl0kREREREBUZaWhoSExPljrS0tP/rmhcuXICurq7Y0QCyNmhSUlJCYGDgV18nISEB2trach0NAOjTpw8MDQ1RpUoVrF69GsJ3rD2RdGTD2NgYenp6aN26NaZNmyZXEURERERE+UmRC7WnTZuGiRMnyoWNHz8eEyZM+O5rRkVFoWTJknJhxYoVg76+PqKior7qGtHR0Zg8eXK2qVeTJk1C7dq1oaGhgSNHjqB3795ITk5G//79vymPknY29u3bhzp16kBJSfKlIUREREREBZafnx8GDx4sF6aqqppj3JEjR2LGjBmfvV5YWNj/nafExEQ0atQIzs7O2To9Y8eOFR//9NNPeP36NWbOnFmwOht169bFu3fvcOLECTx48ADt2rWDlpYWnj9/Dm1tbZQoUULK5ImIiIiICgRVVdVcOxefGjJkyBdvjm1tbQ0TExO8fPlSLvzdu3eIjY394lqLpKQk+Pj4QEtLC7t374aKispn47u5uWHy5MlIS0v76nIAEnc2Hj16BB8fHzx+/BhpaWmoW7cutLS0MGPGDKSlpcHf31/K5ImIiIiIRD/KHcSNjIxgZGT0xXgeHh6Ij4/HlStXULFiRQDAiRMnkJmZCTc3t1zPS0xMRP369aGqqop9+/ZBTU3ti2kFBwdDT0/vmzoagMQLxAcMGIBKlSohLi4O6urqYnjz5s1x/PhxKZMmIiIiIirUnJyc4OPjg27duiEoKAjnzp1D37590aZNG3EnqmfPnsHR0RFBQUEAsjoa9erVw+vXr7Fq1SokJiYiKioKUVFRyMjIAAD8/fffWLlyJW7evIn79+9j6dKlmDp1Kvr16/fNeZR0ZOPs2bM4f/48ihcvLhduaWmJZ8+eSZm0ZARBwIplS7Fv924kJSehvKsrho8cBXOLMp89b8e2rdi0YR1iY2Jga2ePwcNGoGy5cuLrvbv/gWtXr8id06xFS4wYNUaSchRUAVu3Yt269YiOiYG9vT1GjhgOl4/q6VNHjh7F4iVL8fz5c1hYWGBg//6oXr0aACA9PR2LlizBv/+ew9OnT6FVogTc3NwwoH9/lCz55V8LCqMt23di7cbNiI6JhYOdLfyGDoJLWedc4x8+dgKLlq3A88goWJibYVDfXqhR1VN8ffTEP7HvwEG5c6q6u8F/wRzJylDQBWzbjrXrN2a9h+3s4Dd8KFzKlc01/pGjx7Bo6TI8j4yEhbk5BvXvi+rVqoqvL1m2HIcOH0XUixdQUVGBs5Mj+vXuhfIuuX8uCivb6lVQb1h3WFR0gW4pYyxt1h0he4989hz7mu74dc4YmJa1Q9yTSBz8cxEurNshF6dm799Rb1gPaJsY4WlIGLb2G4+ISyFSFqVACzh9BWuPBSI68TXsS5eEX6u6cLHMvn0mABwLvoOVhy/gyas4pGdkooyRHjrUqYLGblnvz/SMDCz6+wzO3nqIp9Hx0FJXhZtDGQxsWgsldbXys1gFSl7+rQOAY8ePY/uOnQgLC0NCQgK2BmyBo4NDfhTlh5P5YwxsfJNNmzahb9++4jrpli1bYsGCBeLr6enpuHPnDt68eQMAuHr1qrhTla2trdy1wsPDYWlpCRUVFSxevBiDBg2CIAiwtbXFnDlz0K1bt2/On6QjG5mZmWIP6WNPnz6FltaP2chsXLcW2wO2YLjfKKxaux7qauoY2K/PZ7cuO3bkMBbMnY2u3Xpg7cbNsLO3x6B+vREbGysXr2nzFth/6Kh49O0/UOLSFCyHDh/GrNlz0KNHdwRs3gwHezv06t0HMZ/U03vBwSEY6TcKzZs1xdYtm+FVqxYGDh6Me/fvAwBSU1NxO+w2unf7A1u3bMac2bMQ8egRBgwcmI+lKjgOHT2GmfMWoucfXbBt/WrY29miR//BiImNyzF+8PUbGDF2Alo0+QXbN6xB7ZrVMWCYH+49eCgXr6qHO07+s088Zvw5IR9KUzAdOnIUM+fMQ8/uf2DrpvVwsLdDz779c38Ph1zHiNFj0bxZE2zbvAG1a9XEgCHDcO/+AzFOGQsLjBoxDLu2bsG6VctRytQUPfv0Q2xczv9vhZmqpgaehoQhoM+4r4pvYGmGPgdW487JC5hSoSFOzFuN9iunw7leDTFOxVa/4Nc5Y7B/4nxM/bkRnoaEot/h9dAyMpCqGAXaoSthmLnrBHo2rIatIzvDwawkei7aipik1znG19FQQ7f6Htgw9HfsHNUFTT1cMG7jAZwLzWonUt+mI+zJC/Tw8cTWkZ0wp1tzRLyIRf9lO3O8XlGQ13/rACAlJQU/VaiAgd+4cJcKB319fWzevBlJSUlISEjA6tWr5dZFW1paQhAE1KpVCwBQq1YtCIKQ42FpaQkA8PHxwbVr15CUlITk5GQEBwejR48e37Xpk6SdjXr16mHevHnic5lMhuTkZIwfPx4NGzaUMmlJCIKArVs2o1PXbqhRywu2dvYYN2kyol+9wplTJ3M9b8umjWjSrAV+adIUVtY2GO43Gqpqati/b49cPFU1NRgYGoqHZhFbQL9h4ya0aNEczZo2hY2NNcaMHg01NTXs2bM3x/ibtmyGp6cHOnXsCGtra/Tt0xtOTo4ICNgKANDS0sIy/6WoX68eLC0tUb58efiNHIHQsDBERkbmZ9EKhPWbt6Jls8Zo3rgRbKytMG7kMKirqWL33/tzjL8xYBuquruh8+++sLayRL+e3eHsaI8t2+R/FS6uogJDQwPx0NHWzo/iFEjrN25Gy+bN0KxJY9hYW2PsqJFQV1PDnr1/5xh/05YAVPVwR+cOv8Paygp9e/eEk6MjArZtE+M0auADd7cqMDMrDVsbGwwbPBDJr1/j7r17+VWsAuPWoVPYN3Y2gvcc/qr4NXq2R3T4E+wcOgVRtx/g1OL1uLrjIOoM+nCXXO/Bf+DcigBcWLsdkWH3sbnnaKS/SYFnl1ZSFaNAW388CC09XdHMozxsTA0xto0P1IurYM+F6znGr2xfBnUqOMDaxBDmRnpo71UZdqVL4tqDpwAALXU1LO/XBvUrOsHK2ACuVqUxqnU9hD6OQmRsQn4WrcDI6791AND4l1/Qs0d3uLnnPkefsmRkCgo7iipJOxuzZ8/GuXPn4OzsjNTUVLRr106cQvWl7bwKoufPniEmJhqVq3z4MJcooQXncuVw80bODXF6ejru3A5D5Y8W6SgpKaFyFTfcvC5/zpGD/8Cnjhd8W/2KJYsWIDU1RZqCFEDp6ekICwuD+yf15O7mhuvXc67b69dvyMUHAE8Pj1zjA0ByUjJkMtkPO7L2vdLT0xF6+w7cK1cWw5SUlOBeuRJCbtzM8ZyQG7fgXkX+3jie7m4IuXFLLuzy1WuoWb8RGv/aBpOnz0R8fNH8ApGeno6w27fhXkW+jt2qVEbIjRs5nhNy/Qbc3KrIhXl6uCPkes7x09PTsWPXHmiVKAEHO/u8y3whZe3xE24fOycXFnr4DKw9fgIAKKuowKJiOYR9FEcQBIQdOwdrj5/zNa8FQfq7DIQ9iYK7o6UYpqQkg5ujJUIefnnqsyAIuHg7AhEvYlHR1jzXeMkpaZDJsjoiRU1+/a0jKkgkXbNhZmaGkJAQBAQE4Pr160hOTkbXrl3h6+srt2D8RxETEw0A0DfQlwvX1zdATExMjufEx8chIyMD+vrZz3kUESE+r+fTACampjA0MsKDe/eweOF8PH70CNNnzs7bQhRQcXHxyMjIgMEn9WRgoI/wj+rpY9HR0TDQN/gkvgGic/m/SEtLw7wF89HAx6fIbbscF59L/errI/zR4xzPiY6JyTF+dOyH+q3m4Q5vr5ooXaoUnjx9hgVLl6HXwCHYuGoZlJWV874gBZhYxwY5vYcf5XhOrnUcIz+d4vSZsxg+agxSU1NhZGiIZUsWQU9PN0/zXxhpmxgh8UW0XFjSi1dQ19GGipoqNPR0oFysWI5xTBxt8jOrBUJc8htkZAow0NKUCzfQ0kR4VM7tKgAkpaTCe9RipL/LgJKSDKNb14OHk1WOcdPS32HunpNoUNEZJdS/bUebwiA//tYRFTSSdjaArLsYtm/f/pvPS0tLy7YO4lv2J84Lhw/+gxlT/xSfz5q34DOx/z/NWrQUH9va2sHA0BD9evXA06dPYGaW+y9E9HXS09MxbPgICAIwepSforNTaDSo5y0+tre1gb2dDRo2b4VLV65lGxWh71e5ciVs37IRcfHx2LV7D4aO9MOmdWuyfWEhUgRNVVVs9+uCN2lvEXgnArN2nYCZoS4q28tvnJKekYGhq/ZAADCmTX3FZJaKPEXeQbyokrSzceLECezatQsRERGQyWSwtrZGy5YtUaNGjS+eK8Ut3b9VtRo14fzR7hDpb9MBALExsTA0/LCbUWxsDOztc971QVdXD8rKytkWg8fGxsDAIPcFiGXLuQAAnj4pGp0NPT1dKCsrZ1sgFxMTC8Nc6snQ0BAxsTGfxI/JFj89PR3DRoxEZGQkVixfVuRGNQBATzeX+o2NzfZL/HuGBgY5xjfUz/19a166NPR0dfH46dMi19kQ6zgmh/ewYS7v4dzq+JP/Ew11dViYm8PC3ByuLi74pVlL7N6zD3906ZSnZShsEqNeQdvYUC5My9gIKQmJSE9NQ3J0HDLevcsxTmLUq/zMaoGgV0IDykqybIvBY5Jew1BbM5ezsqZaWZTUAwA4mhvj4YsYrDpyUa6zkZ6RgWGr9iAyNgEr+7crkqMagLR/64gKKsnWbPTs2RPe3t7YsmULYmJi8OrVK2zcuBFeXl5ftUevn58fEhIS5A4/v/z9RVpTUxPm5hbiYWVtDQMDQ1y+FCjGeZ2cjNCbN1HOpXyO11BRUYGDoxMuB304JzMzE5cvBaFc+ZzPAYC7d+4AyGpkigIVFRU4OTkhMDBIDMvMzERgUBDK51JP5cu7IDAoSC7s4sVAufjvOxqPHz/GMn9/6OrqSpL/gk5FRQXOjg4IvHRZDMvMzMTFy1fgmssWqq4uZRF4SX475guBl+Dqkvs2rlEvXiI+IQFGuXy5LsxUVFTg5OiIwEuXxLDMzEwEXroMVxeXHM9xLe+CwKBLcmEXAwPhWj7n+B9f92362/8/04XcwwvX4FjHUy7MqW41PLxwDQCQkZ6Ox1duysWRyWRwrOOJhxeu5mteCwKVYspwMjdB4J0IMSwzU0DgnUdwtS791dcRMgW8ffdOfP6+o/HoZRyW92sL3RI/3jTqvCLV3zr6ehmC4o6iSpLOxu7du7FmzRqsXr0a0dHRuHDhAi5evIhXr15hxYoVWL58Ofbt2/fZa6iqqkJbW1vuyM8pVDmRyWRo3bYd1q5aibOnT+H+/XuYNH4sDI2MUKOWlxivb68e2L41QHze1rc99u3ZjQP79yEi/CH+mjYVqSkp+KVxUwDA06dPsHrlctwOC0Xk8+c4e/oUJo8fiwo//wzbIrQI9Pf2vti1ezf27fsbDx8+xJ9TpyIlJQXNmjYBAIweMxbzFywU4/u2bYfz5y9g3foNCA8Px1J/f9wKDUWbNq0BZHU0hg4bjtDQUEybMgWZmRmIjo5GdHQ00tPTFVJGRerQrjV27v0be/f/g4fhEZg8YxZSUlLR7JdGAIBR4ydj3uKlYvz2bVrh3IWLWLdpCx5GPMKS5atwK+w22rb6FQDw5s0bzF6wCCE3buLZ80hcDLqM/sNGwsLMDFWL6I4oHdq3w87de7H37/14GB6OP6fNyHoPN/kFADBq3HjMX7hYjO/btk3We3jDJoSHR2DJsuW4FRqGNq2ydkJ6k5KC+YuWIOTGDTyPjERoWBjGTZyMl69eoZ53HYWUUZFUNTVg5uoMM9ese8MYWpnDzNUZeuZZ94BoNnU4Oq37sM7tjP9GGFpboMWMkTB2sEHNXu1RsVUjHJ+7SoxzbM5KVOvWFu4dWsLE0QZtl05BcU0NnF+zPX8LV0B0qFMFO8+FYO/FG3gYFY0/Aw4jJe0tmrlnfbEdte5vzN97Soy/8vAFXAgLx9PoeDyMisa6Y4HYH3QLjSp/uM/GkBW7cetRFKZ3aozMzExEJyQjOiEZ6e+yb41fFOT13zoASEhIwO07d/Dwv63JIyIicPvOHURHy69HIlIESaZRrVmzBoMHD0anTp3kwpWUlNClSxfcuXMHq1atQpMmTaRIXlLtO3ZCSmoKpk/9E8lJSShfoQLmLlgs1xF69vQJEuLjxefe9eojLi4OK/2XIiYmBnb2Dpi7cDH0/xsCVSmmgktBgdi6ZTNSU1JQ0tgYtWrXQeeuf+R38RTKp35WPS1ZuhTRMTFwcHDAksWLxOlmUVFRcvs7V6jgimlTp2DR4iVYuGgRLCwsMG/OHNj9d4Oal69e4dTp0wCAVm3ayKW1csVyVK5UtKb5+NT1RmxcPBYvX4nomFg42tvBf/5sccpO5IsXkCnJxPgVyrtg+uQJWOS/HPOXLEMZczPMnzkNdjbWAAAlJWXcvfcA+w4cRGJSMkoaGcLDrQr69uiW7UaeRYVPvbpZ72H/5VnvYXt7LF04/6P38AsoyT56D7uWx/Qpk7FwqT8WLF4CCwtzzJ89E3a2WYuTlZWUEBERgSH7DyAuPh66OjooW9YZa1cuh61N0VvAXKZSeQw+9eGHnN/mjgUAXFi7A+s6D4WOaUnoW3z4BT4m4ikWN+qCX+eOhdeAzoh/GoWNf4xE6JEzYpwr2/ZDy0gfjScNyrqpX3AYFvp0RNLLovklzaeiE+KS3mDJ/rOITnoNh9IlsbRPaxj8N40qKi4RSrIP7UTK23RM2XoEL+KToKpSDFbGBpjaqTF8KjoBAF7GJ+HUjaz7Qfw2bY1cWqsGtM22rqMoyOu/dQBw6vRpjBs/QXw+YmTWTJCePbqjV8+e+VMwolzIBCHvV8qYmZlh165dqFKlSo6vBwYGomXLlnj69Ol3XT826c3/kz3Khb6Whvg49U3ON3Ci/4+axod5z28TiuaXGSkV1/kw7TAtuWhuwSs11RI64uOeMkvFZaSQ8hcixMdpx9bkHpG+m6p3Z/Ex/9ZJ4+O/dQXNvtAohaXdxNlEYWkrkiTTqKKjo2FmZpbr62ZmZrluFUtERERERIWDJNOo3r59CxUVldwTLVYMb99ycSMRERER5Z+ifCdvRZFs69uxY8dCQ0Mjx9fevOE0KCIiIiKiwk6SzkaNGjVw57+tWz8Xh4iIiIgov/CmfvlPks7GqVOnpLgsERERERH9QCS7qd+30NbWxsOHDxWdDSIiIiIiykOSrdn4FhLsvktEREREJKco38lbUQrEyAYRERERERU+BWJkg4iIiIhIalwgnv84skFERERERJIoEJ0NmUym6CwQEREREVEeKxDTqLhAnIiIiIiklsk7iOc7SUc2Jk2alOPdwlNSUjBp0iTx+cGDB1G6dGkps0JERERERPlM0s7GxIkTkZycnC38zZs3mDhxovi8WrVqUFVVlTIrRERERFTEZQiKO4oqSTsbgiDkuB4jJCQE+vr6UiZNREREREQKJsmaDT09PchkMshkMtjb28t1ODIyMpCcnIyePXtKkTQRERERUY649W3+k6SzMW/ePAiCgC5dumDixInQ0dERXytevDgsLS3h4eEhRdJERERERFRASNLZ6NixIwDAysoKnp6eUFFRkSIZIiIiIiIqwCTd+rZmzZrIzMzE3bt38fLlS2RmZsq9XqNGDSmTJyIiIiISZXAaVb6TtLNx8eJFtGvXDo8ePcp2Lw2ZTIaMjAwpkyciIiIiIgWStLPRs2dPVKpUCQcOHICpqSnvFE5ERERECsOb+uU/STsb9+7dw44dO2BraytlMkREREREVABJep8NNzc33L9/X8okiIiIiIiogMrzkY3r16+Lj/v164chQ4YgKioKLi4u2XalKl++fF4nT0RERESUo6J8J29FyfPORoUKFSCTyeQWhHfp0kV8/P41LhAnIiIiIirc8ryzER4enteXJCIiIiL6v/EO4vkvzzsbZcqUyetLEhERERHRD0jS3aj27duXY7hMJoOamhpsbW1hZWUlZRaIiIiIiADwpn6KIGlno1mzZtnWbwDy6zaqVauGPXv2QE9PT8qsEBERERFRPpN069ujR4+icuXKOHr0KBISEpCQkICjR4/Czc0N+/fvx5kzZxATE4OhQ4dKmQ0iIiIiIlIASUc2BgwYgOXLl8PT01MMq1OnDtTU1NC9e3fcunUL8+bNk9utioiIiIhIChm8g3i+k3Rk48GDB9DW1s4Wrq2tjYcPHwIA7OzsEB0dLWU2iIiIiIhIASTtbFSsWBHDhg3Dq1evxLBXr15h+PDhqFy5MgDg3r17MDc3lzIbRERERETIyBQUdhRVkk6jWrVqFZo2bQozMzOxQ/HkyRNYW1tj7969AIDk5GSMGTNGymwQEREREZECSNrZcHBwQGhoKI4cOYK7d++KYXXr1oWSUtagSrNmzaTMAhERERERKYiknQ0AUFJSgo+PD3x8fKROioiIiIgoV0V5OpOi5HlnY8GCBejevTvU1NSwYMGCz8bt379/XidPREREREQFRJ53NubOnQtfX1+oqalh7ty5ucaTyWTsbBARERFRvuHIRv6TCZ/e3puIiIiIqBCafvKewtIe6WWnsLQVSfI1GwDw9u1bhIeHw8bGBsWK5UuSRERERERyOLKR/yS9z8abN2/QtWtXaGhooGzZsnj8+DEAoF+/fpg+fbqUSRMRERERkYJJOszg5+eHkJAQnDp1Sm43Km9vb0yYMAEjR478rutGxr/OqyzSR0x1NcXHb1JSFZiTwktDXU18HJv0RoE5KZz0tTTEx8/i2E5IobTeh3Yi7dgaBeakcFL17iw+7imzVFxGCjF/IUJ8/CqR7bAUjLQ1vhyJigxJOxt79uzB1q1b4e7uDplMJoaXLVsWDx48kDJpIiIiIiI5nEaV/ySdRvXq1SuULFkyW/jr16/lOh9ERERERFT4SNrZqFSpEg4cOCA+f9/BWLlyJTw8PKRMmoiIiIhITkamoLCjqJJ0GtXUqVPRoEEDhIaG4t27d5g/fz5CQ0Nx/vx5nD59WsqkiYiIiIhIwSQd2ahWrRqCg4Px7t07uLi44MiRIyhZsiQuXLiAihUrSpk0EREREREpmCQjG4mJieJjIyMjzJ49O8c42traUiRPRERERJRNUZ7OpCiSdDZ0dXU/uwBcEATIZDJkZGRIkTwRERERERUAknQ2Tp48KT4WBAENGzbEypUrUbp0aSmSIyIiIiL6Io5s5D9JOhs1a9aUe66srAx3d3dYW1tLkRwRERERERVAki4QJyIiIiKiokvSrW+JiIiIiAoKTqPKf/k2ssE7hhMRERERFS2SjGy0aNFC7nlqaip69uwJTU1NufBdu3ZJkTwRERERUTbvOLKR7yTpbOjo6Mg9b9++vRTJEBERERFRASZJZ2PNmjVSXJaIiIiI6LtxzUb+425UREREREQ/qNjYWPj6+kJbWxu6urro2rUrkpOTP3tOrVq1IJPJ5I6ePXvKxXn8+DEaNWoEDQ0NlCxZEsOGDcO7d+++OX/cjYqIiIiI6Afl6+uLyMhIHD16FOnp6ejcuTO6d++OzZs3f/a8bt26YdKkSeJzDQ0N8XFGRgYaNWoEExMTnD9/HpGRkejQoQNUVFQwderUb8ofOxtEREREVCQUtmlUYWFhOHToEC5duoRKlSoBABYuXIiGDRti1qxZKFWqVK7namhowMTEJMfXjhw5gtDQUBw7dgzGxsaoUKECJk+ejBEjRmDChAkoXrz4V+eR06iIiIiIiCSWlpaGxMREuSMtLe3/uuaFCxegq6srdjQAwNvbG0pKSggMDPzsuZs2bYKhoSHKlSsHPz8/vHnzRu66Li4uMDY2FsPq16+PxMRE3Lp165vyyM4GERERERUJGYKgsGPatGnQ0dGRO6ZNm/Z/lScqKgolS5aUCytWrBj09fURFRWV63nt2rXDxo0bcfLkSfj5+WHDhg1yu8dGRUXJdTQAiM8/d92ccBoVEREREZHE/Pz8MHjwYLkwVVXVHOOOHDkSM2bM+Oz1wsLCvjsv3bt3Fx+7uLjA1NQUderUwYMHD2BjY/Pd180JOxtERERERBJTVVXNtXPxqSFDhqBTp06fjWNtbQ0TExO8fPlSLvzdu3eIjY3NdT1GTtzc3AAA9+/fh42NDUxMTBAUFCQX58WLFwDwTdcF2NkgIiIioiLiR1kgbmRkBCMjoy/G8/DwQHx8PK5cuYKKFSsCAE6cOIHMzEyxA/E1goODAQCmpqbidadMmYKXL1+K07SOHj0KbW1tODs7f1NZuGaDiIiIiOgH5OTkBB8fH3Tr1g1BQUE4d+4c+vbtizZt2og7UT179gyOjo7iSMWDBw8wefJkXLlyBREREdi3bx86dOiAGjVqoHz58gCAevXqwdnZGb///jtCQkJw+PBhjBkzBn369Pnq0Zn3OLJBREREREXCjzKy8S02bdqEvn37ok6dOlBSUkLLli2xYMEC8fX09HTcuXNH3G2qePHiOHbsGObNm4fXr1/D3NwcLVu2xJgxY8RzlJWVsX//fvTq1QseHh7Q1NREx44d5e7L8bXY2SAiIiIi+kHp6+t/9gZ+lpaWEIQPnSxzc3OcPn36i9ctU6YM/vnnn/87f+xsEBEREVGRUBhHNgo6SdZsvHv3DuvXrxdXrRMRERERUdEjSWejWLFi6NmzJ1JTU6W4PBERERER/QAkm0ZVpUoVBAcHo0yZMlIlQURERET01TIyMxWdhSJHss5G7969MXjwYDx58gQVK1aEpqam3Ovvt9YiIiIiIqLCSbLORps2bQAA/fv3F8NkMhkEQYBMJkNGRoZUSRMRERERZcMF4vlPss5GeHi4VJcmIiIiIqIfgGSdDa7VICIiIiIq2iS/z0ZoaCgeP36Mt2/fyoU3adJE6qSJiIiIiEScRpX/JOtsPHz4EM2bN8eNGzfEtRpA1roNAD/smg1BELBmuT/2792N5OQklCvvisHDR8HMwuKz5+3evhUBm9YjNiYGtnb26D9kOJzKlhNff/b0CZYumIcbIdeQ/jYdVTw80X/IcOgbGEhdpAJFEAQsXboEu3ftQlJSElwrVMCoUaO/OFK2NSAA69atQ0xMNOzt7TFixEiUc3ERX9+5YwcOHjyI27fD8Pr1a5w5cxZa2tpSF6dAEgQBK5Ytxb7du5GUnITyrq4YPnIUzC0+X8c7tm3Fpg3rxPfw4GEjULbch/dw7+5/4NrVK3LnNGvREiNGjZGkHAWVIAhYu8IfB963ES6uGPgVbcSeHVuxdeN6xMbGwMbWHv1yaCP8F87Dzf/aiMoenug3uOi1EQAQcPoK1h4LRHTia9iXLgm/VnXhYlkqx7jHgu9g5eELePIqDukZmShjpIcOdaqgsVtW3aZnZGDR32dw9tZDPI2Oh5a6KtwcymBg01ooqauVn8UqEGyrV0G9Yd1hUdEFuqWMsbRZd4TsPfLZc+xruuPXOWNgWtYOcU8icfDPRbiwbodcnJq9f0e9YT2gbWKEpyFh2NpvPCIuhUhZlAJNEASsWrYUf+/Jaoddyrti6Fe0wzu3bcWWjVntsI2dPQYNGwHn/9qJyOfP8VvTRjmeN2naX6jtXTfPy0H0NSS5zwYADBgwAFZWVnj58iU0NDRw69YtnDlzBpUqVcKpU6ekSlZyWzasw85tWzB4xCgsXbUO6mrqGDagD9LS0nI958TRw1gyfw46de2OFes2w8bWDsMG9EFcbCwAICUlBcP694FMBsxdvAyLVqxGeno6Rg0diMwitkXb2rVrsGXzFowaPQbrN2yEuro6+vTu9dn6PXz4EGbPnoUePXpg85YA2Ns7oHfvXoiNjRHjpKamwrOqJ7p07ZofxSjQNq5bi+0BWzDcbxRWrV0PdTV1DOz3+ffwsSOHsWDubHTt1gNrN26Gnb09BvXrjdj/3sPvNW3eAvsPHRWPvv0HSlyagidgwzrs2rYFg0aMwuKV66Cmro4RA/vg7Wfq9+TRw1g6fw46/NEdy9Ztho2dHUYMlG8jhg/oAxmA2YuWYcHy1XiXno7Rw4peG3HoShhm7jqBng2rYevIznAwK4mei7YiJul1jvF1NNTQrb4HNgz9HTtHdUFTDxeM23gA50IfAgBS36Yj7MkL9PDxxNaRnTCnW3NEvIhF/2U787NYBYaqpgaehoQhoM+4r4pvYGmGPgdW487JC5hSoSFOzFuN9iunw7leDTFOxVa/4Nc5Y7B/4nxM/bkRnoaEot/h9dAyKnod5fc2rV+LHVu3YKjfKCxfsx7q6uoY/IV2+PiRw1g0bzY6/9EDqzZszvrRp19vsZ0oaWyMvQePyh1du/eEuoYG3D2r5lfRCrx3mYLCjqJKss7GhQsXMGnSJBgaGkJJSQlKSkqoVq0apk2bJrdD1Y9EEATsCNiM3zv/gWo1a8HGzh5+EyYhOvoV/j19Ktfztm/ZhEZNm6NB46awtLbG4JGjoaamhn/+3gsAuBkSjKjI5xg5diKsbe1gbWsHv/ETcScsFFcvX8qn0imeIAjYvGkTunXrBi8vL9jb22Py5D/x6tUrnDx5ItfzNm7YgBYtWqBps2awsbHB6DFjoKamhj179ohxfNu3R5cuXVHepWhvuSwIArZu2YxOXbuhRi0v2NrZY9ykyYh+9QpnTp3M9bwtmzaiSbMW+KVJU1hZ22C432ioqqlh/749cvFU1dRgYGgoHpolSkhcooJFEATs3LoZ7Tv/gao1stqIkeP/ayPOnMr1vO1bNqFh0+Zo8EtTWFpZY9CIrPo9uP+/NuJ6MF5EPseIcR/aiBHjJuJuWCiuFaE2AgDWHw9CS09XNPMoDxtTQ4xt4wP14irYc+F6jvEr25dBnQoOsDYxhLmRHtp7VYZd6ZK49uApAEBLXQ3L+7VB/YpOsDI2gKtVaYxqXQ+hj6MQGZuQn0UrEG4dOoV9Y2cjeM/hr4pfo2d7RIc/wc6hUxB1+wFOLV6PqzsOos6gDz/seA/+A+dWBODC2u2IDLuPzT1HI/1NCjy7tJKqGAWaIAjYvmUzOnTphuo1s9rhMRMnIyb6Fc6ezr0dDti8EY2btUCj/9rhYX5Z3yXet8PKyspy7a+BoSHOnDqJ2t51oaGhkU+lI8pOss5GRkYGtLSyhqANDQ3x/PlzAFkLx+/cuSNVspKKfP4MsTHRqFjFTQwrUUILzmXLIfRGzn/o0tPTced2mNw5SkpKqFjZTTwnPf0tIJNBpXhxMU7x4qqQKSnhRsg1iUpT8Dx79gzR0dFwc/tQV1paWijn4oLrIbnXb1hYGNzc3MUwJSUluLm54/r1nM8pyp4/e4aYmGhU/vQ9XK4cbn7hPVzZTf49XLmKG25+UsdHDv4Dnzpe8G31K5YsWoDU1BRpClJAiW1EZfn6dfpCG3H3TpjcOdnaiLf/tREqRbuNSH+XgbAnUXB3tBTDlJRkcHO0RMjDZ188XxAEXLwdgYgXsahoa55rvOSUNMhkWR0R+jxrj59w+9g5ubDQw2dg7fETAEBZRQUWFcsh7KM4giAg7Ng5WHv8nK95LShybYfLlsvWpr6Xnp6Ou7fDUOmT7xKVqrjhVi5ty+2wUNy7ewe/NGmWp/n/0WVkCgo7iirJ1myUK1cOISEhsLKygpubG/766y8UL14cy5cvh7W1tVTJSio2Jmtajr6+vly4nr4BYmOjczwnIT4emRkZOZyjj8ePIgAAzuXKQ11NHcsWzUe33n0hCMDyxQuQmZGB2Oicr1sYRf9X1k/noBvoGyAmJud6iIuLQ0ZGRvZzDAwQEcHtlz/1vh71DeTfj/r6BoiJicnpFMTH/1fH+tnPeRQRIT6v59MAJqamMDQywoN797B44Xw8fvQI02fOzttCFGDv2wi9nNqIXN7D79uIbOfo6ePxf/X7vo1Yvng+/uiV1UaseN9G5HLdwigu+Q0yMgUYaMnfJNZASxPhUTm/fwEgKSUV3qMWI/1dBpSUZBjduh48nKxyjJuW/g5z95xEg4rOKKGumqf5L4y0TYyQ+EL+PZj04hXUdbShoqYKDT0dKBcrlmMcE0eb/MxqgfH+M6v3STusZ2AgtiGfSvjKdvhj+/fugaWVFVxcK/zfeSb6f0g2sjFmzBhxLvGkSZMQHh6O6tWr459//sGCBQu+eH5aWhoSExPljs/NZZTC0UP/wKdWVfF49+6dJOno6ulhwtQZuPDvWTSoVQ2N6tRAclIS7B0cIVOS7L9I4f45cACeHu7iIVX9FmWHD/6D2tU9xUPKOm7WoiXcPTxha2uH+g0aYtzEyTh98gSePn0iWZqKduzQP2joVVU8MiRsI8b910Y08qqGxt41kJycBDsHR8hkhbeNyCuaqqrY7tcFm4d3RL/GNTBr1wlcuvsoW7z0jAwMXbUHAoAxbernf0apUDpy8B/UreEpHvnxty4tNRXHDh9EI45qUAEg2chG/fofGmpbW1vcvn0bsbGx0NPTE3ek+pxp06Zh4sSJcmHjx4/HhAkT8jqruapavabcbjDp6ekAgNjYWBgYGonhcbExsLVzyPEaOrq6UFJWzraQNi42Fvr6H36Nr+zugc279iE+Pg7KysWgpaWF5g3qonap0nlZpAKlZq1acjtGpf+3PXJsTAyMjD7Ub0xsDBzsc65fPT09KCsrZ/s1KCYmBgaGhhLk+sdSrUZNOH+0Y1T62//ewzGxMPzoPRwbGwP7XOpYV/e/Ov7kPRwbGwODz+yEVLZc1v/t0ydPYGaW+5SVH5nnJ23E2//aiLjvaCPiPm0j4mLlRuwqu3lg0859SPivjSihpYWWDevCtHThbSM+pVdCA8pKsmyLwWOSXsNQWzOXs7KmWlmU1AMAOJob4+GLGKw6chGV7T/s/JOekYFhq/YgMjYBK/u346jGV0qMegVtY/m2VsvYCCkJiUhPTUNydBwy3r3LMU5i1Kv8zKrCfNoOv/2vHY77pB2Oi4mBbS7tsM43tsMnTxxDamoqfBr9khdFKFSK8nQmRZH8J7H79+/j8OHDSElJyTb89zl+fn5ISEiQO/z8/CTMaXYampowM7cQD0sra+gbGOLqpSAxzuvkZITeugnnXBYeq6iowMHRSe6czMxMXLkUlOM5urp60NLSwtXLQYiPi4VnjZp5X7ACQlNTExYWFuJhbWMDQ0NDBAYFinGSk5Nx88YNlHfNvX6dnJzkzsnMzERQUCDKly/ai8GBrDo2N7cQDytraxgYGOLypQ/19To5GaE3b6LcF97Dlz+p48uXglDuM3V897+1WYaFuNOnoamJ0uYW4pFjG/E6GWFfaCPsHbK3EVdzaSN0dPVQ4uM2onrhbSM+pVJMGU7mJgi8EyGGZWYKCLzzCK7WX9/pEjIFvP3o1+X3HY1HL+OwvF9b6JZQz8tsF2oPL1yDYx1PuTCnutXw8ELWWqKM9HQ8vnJTLo5MJoNjHU88vHA1X/OqKJ9+l8i1Hb51M9c2VUVFBfaOTrhySb4dvnIpCGVzaCf2792DajVqQk/v6793EUlFspGNmJgYtGrVCidPnoRMJsO9e/dgbW2Nrl27Qk9PD7Nnf34et6qqKlRVC9YvSzKZDL+2aYcNa1bCzNwCpqVKYdWypTA0NEK1mrXEeIP79EC1Wl5o8VsbAMBvbX0xbdJ4ODg5w8m5LHYEbEZqagoa/PLhxoYH/94LC0sr6Orp4daN61g0ZxZ+a+sLizKW+VxKxZHJZGjn64uVK1bAwqIMSpcujSWLF8PIyAheXrXFeD26d4NX7dpo06YtAKD9779j3NixcHYui3LlymHzpo1ISUlB06bNxHOio6MREx2Nx0+ypvTcu38fmhoaMDE1hY6OTr6WU5FkMhlat22HtatWwtzcAqalS2PF0iUwNDJCjVpeYry+vXqgZi0v/NY66z3c1rc9Jk8YB0dnZ5QtWw4BmzcjNSUFvzRuCgB4+vQJjhw6CM+q1aCjo4v79+5i/pzZqPDzz7C1s1dIWRVBJpOhZet22Lh2JUr/10asWf5fG1GjlhhvSN8eqFbTC80/aiOmT85qIxydy2Ln1qw2wqfRR23E/r0oY2kFHV09hN64jsVzZ+HXNkWrjQCADnWqYMz6/XC2MIWLpSk2nriMlLS3aOae9YVr1Lq/YayrhQFNawEAVh6+gLIWJjA30sPbd+9w9uYD7A+6hdH/TZNKz8jAkBW7EfbkBRb1+hWZmZmITkgGAOhoqkOlmLJCyqkoqpoaMLK1FJ8bWpnDzNUZr2PjEffkOZpNHQ7d0sZY23EIAOCM/0bU6tsBLWaMxLnV2+FY2wMVWzXC4kZdxGscm7MSndbNxqPLNxARFIzaA7uiuKYGzq/Znt/FKxBkMhl+a9sO61Z/aIdX+i+BgaERqtf80A4P6NUDNby80LJVVjvRpl17TJk4Do5OznAqWw7btmxGSkoKGv3XDr/39MljhFy7ipnzFuZruX4UHNnIf5J1NgYNGgQVFRU8fvwYTk5OYnjr1q0xePDgL3Y2Cqq2v3dEakoKZk37E8nJSXBxrYC/5i+S6xg9e/YUCfHx4vPadesjPj4Oa5Yvzbohmr0D/pq3SG6KxOPHj7B8ySIkJSbAxLQU2nfuit/a+uZn0QqETp06IyUlBX9OnoSkpCRU+OknLF6yRK5+nzx5ivi4ePF5/fo+iIuLw9KlSxATHQ0HBwcsXrJEbmh5x/btWLbMX3zetUtnAMDEiZPQpKl8Q13Yte/YCSmpKZg+9U8kJyWhfIUKmLtgsfx7+OkTufewd736iIuLw0r/pYiJiYGdvQPmLlwsvodViqngUlAgtm7J6oSUNDZGrdp10LnrH/ldPIVr83tHpKamYM70/9qI8hUwfd4iFP+ofp8/lW8jvN63ESuWIi4mBjZ2DpgxV76NePLoEVZ+1Eb4duqKX4tgG+FT0QlxSW+wZP9ZRCe9hkPpkljapzUM/ptGFRWXCKWPpuqmvE3HlK1H8CI+CaoqxWBlbICpnRrDp2LW36WX8Uk4deM+AOC3aWvk0lo1oK3cVKuioEyl8hh8KkB8/tvcsQCAC2t3YF3nodAxLQl9iw+jSDERT7G4URf8OncsvAZ0RvzTKGz8YyRCj5wR41zZth9aRvpoPGlQ1k39gsOw0Kcjkl4Wnc0NPuXboRNSU1Lw19QP3yVmf9oOP3uC+I/aiTr1stqJlcs+fJeYvWBxtg1SDuzbC6OSxqji7pFfxSH6LJnw/tbeeczExASHDx+Gq6srtLS0EBISAmtrazx8+BDly5dHcnLyd187Mj7nmzfR/8dU98Oc5zcpqQrMSeGl8dFWmrFJbxSYk8JJX+vDXvLP4thOSKG03od2Iu3Yms/EpO+h6t1ZfNxTZqm4jBRi/kKE+PhVItthKRhpF9z7ejT0P6+wtP/p6fnlSIWQZCMbr1+/zvEmMrGxsQVuehQRERERFX6cRpX/8nyB+Pub91WvXh3r168Xw2UyGTIzM/HXX3/By8srt9OJiIiIiKiQyPORjbJly2Lx4sWYOXMmateujcuXL+Pt27cYPnw4bt26hdjYWJw7d+7LFyIiIiIiykMc2ch/ed7ZmDJlCnr06AEfHx+EhobC398fWlpaSE5ORosWLdCnTx+YmprmdbJERERERFTA5Hlno3fv3mjQoAG6du2KsmXLYvny5Rg9enReJ0NERERE9E0EjmzkO0kWiFtZWeHEiRNYtGgRWrZsCScnJxQrJp/U1atF42Y+RERERERFlWS7UT169Ai7du2Cnp4emjZtmq2zQUREREREhZskPYAVK1ZgyJAh8Pb2xq1bt2BkZCRFMkREREREXy2T06jyXZ53Nnx8fBAUFIRFixahQ4cOeX15IiIiIiL6QeR5ZyMjIwPXr1+HmZlZXl+aiIiIiOi7CQJHNvJbnnc2jh49mteXJCIiIiKiH1Ce30GciIiIiIgIkHA3KiIiIiKigoT32ch/HNkgIiIiIiJJcGSDiIiIiIoEbn2b/ziyQUREREREkuDIBhEREREVCUKmonNQ9HBkg4iIiIiIJMHOBhERERERSYLTqIiIiIioSOAdxPMfRzaIiIiIiEgSHNkgIiIioiKBW9/mP45sEBERERGRJNjZICIiIiIiSXAaFREREREVCQKnUeU7jmwQEREREZEkOLJBREREREUCRzbyH0c2iIiIiIhIEhzZICIiIqIiIZM39ct3HNkgIiIiIiJJsLNBRERERESS4DQqIiIiIioSuEA8/3Fkg4iIiIiIJMGRDSIiIiIqEjiykf84skFERERERJJgZ4OIiIiIiCTBaVREREREVCRkchpVvuPIBhERERERSUImCLyVIhEREREVfhVG/aOwtIOnNlRY2orEkQ0iIiIiIpIEOxtERERERCSJH3KBeFpSvKKzUCipaumKj99GP1VcRgqx4oZm4mPWcd6Tq9+EaAXmpPAqrmMoPk5981qBOSmc1DQ0xcevEt8oMCeFl5G2hvi4p8xScRkpxPyFCEVnIVdCpqJzUPRwZIOIiIiIiCTxQ45sEBERERF9K259m/84skFERERERJLgyAYRERERFQkCRzbyHUc2iIiIiIh+ULGxsfD19YW2tjZ0dXXRtWtXJCcn5xo/IiICMpksx2P79u1ivJxeDwgI+Ob8cWSDiIiIiOgH5evri8jISBw9ehTp6eno3Lkzunfvjs2bN+cY39zcHJGRkXJhy5cvx8yZM9GgQQO58DVr1sDHx0d8rqur+835Y2eDiIiIiIqEwjaNKiwsDIcOHcKlS5dQqVIlAMDChQvRsGFDzJo1C6VKlcp2jrKyMkxMTOTCdu/ejVatWqFEiRJy4bq6utnifitOoyIiIiIiklhaWhoSExPljrS0tP/rmhcuXICurq7Y0QAAb29vKCkpITAw8KuuceXKFQQHB6Nr167ZXuvTpw8MDQ1RpUoVrF69GoLw7Z21PB/ZaNGixVfH3bVrV14nT0RERESUo8zv+LKcV6ZNm4aJEyfKhY0fPx4TJkz47mtGRUWhZMmScmHFihWDvr4+oqKivuoaq1atgpOTEzw9PeXCJ02ahNq1a0NDQwNHjhxB7969kZycjP79+39THvO8s6Gjo5PXlyQiIiIi+qH5+flh8ODBcmGqqqo5xh05ciRmzJjx2euFhYX933lKSUnB5s2bMXbs2GyvfRz2008/4fXr15g5c6biOxtr1qzJ60sSEREREf3QVFVVc+1cfGrIkCHo1KnTZ+NYW1vDxMQEL1++lAt/9+4dYmNjv2qtxY4dO/DmzRt06NDhi3Hd3NwwefJkpKWlfXU5AC4QJyIiIqIi4kdZIG5kZAQjI6MvxvPw8EB8fDyuXLmCihUrAgBOnDiBzMxMuLm5ffH8VatWoUmTJl+VVnBwMPT09L6powHkQ2djx44d2LZtGx4/foy3b9/KvXb16lWpkyciIiIiKpScnJzg4+ODbt26wd/fH+np6ejbty/atGkj7kT17Nkz1KlTB+vXr0eVKlXEc+/fv48zZ87gn3/+yXbdv//+Gy9evIC7uzvU1NRw9OhRTJ06FUOHDv3mPEq6G9WCBQvQuXNnGBsb49q1a6hSpQoMDAzw8OHDbPv4EhERERFJScgUFHZIZdOmTXB0dESdOnXQsGFDVKtWDcuXLxdfT09Px507d/DmzRu581avXg0zMzPUq1cv2zVVVFSwePFieHh4oEKFCli2bBnmzJmD8ePHf3P+ZML37GH1lRwdHTF+/Hi0bdsWWlpaCAkJgbW1NcaNG4fY2FgsWrTou66blhSftxklAICqlq74+G30U8VlpBArbmgmPmYd5z25+k2IVmBOCq/iOobi49Q3rxWYk8JJTUNTfPwq8c1nYtL3MtLWEB/3lFkqLiOFmL8Qoegs5Mqh3x6FpX1nYTOFpa1Iko5sPH78WNxGS11dHUlJSQCA33//HVu2bJEyaSIiIiIiOZmZgsKOokrSzoaJiQliY2MBABYWFrh48SIAIDw8/LtuCkJERERERD8OSTsbtWvXxr59+wAAnTt3xqBBg1C3bl20bt0azZs3lzJpIiIiIiJSMEl3o1q+fDkyMzMBZN3u3MDAAOfPn0eTJk3Qo0cPKZMmIiIiIpLDmTX5T9LOhpKSEpSUPgyetGnTBm3atJEySSIiIiIiKiDyvLNx/fr1r45bvnz5vE6eiIiIiChHP8pN/QqTPO9sVKhQATKZDIIgQCaTfTZuRkZGXidPREREREQFRJ4vEA8PD8fDhw8RHh6OnTt3wsrKCkuWLMG1a9dw7do1LFmyBDY2Nti5c2deJ01ERERERAVIno9slClTRnz822+/YcGCBWjYsKEYVr58eZibm2Ps2LFo1qxZXidPRERERJSjony/C0WRdOvbGzduwMrKKlu4lZUVQkNDpUyaiIiIiIgUTNLOhpOTE6ZNm4a3b9+KYW/fvsW0adPg5OQkZdJERERERHKEzAyFHUWVpFvf+vv7o3HjxjAzMxN3nrp+/TpkMhn+/vtvKZMmIiIiIiIFk7SzUaVKFTx8+BCbNm3C7du3AQCtW7dGu3btoKmpKWXSRERERERyivIIg6JI2tkAAE1NTXTv3l3qZIiIiIiIqICRdM0GAGzYsAHVqlVDqVKl8OjRIwDA3LlzsXfvXqmTJiIiIiIiBZK0s7F06VIMHjwYDRo0QFxcnHgTPz09PcybN0/KpImIiIiI5HCBeP6TtLOxcOFCrFixAqNHj0axYh9mbFWqVAk3btyQMmkiIiIiIlIwSddshIeH46effsoWrqqqitevX0uZNBERERGRHCGj6I4wKIqkIxtWVlYIDg7OFn7o0CHeZ4OIiIiIqJCTdGRj8ODB6NOnD1JTUyEIAoKCgrBlyxZMmzYNK1eulDJpIiIiIiJSMEk7G3/88QfU1dUxZswYvHnzBu3atUOpUqUwf/58tGnTRsqkJRGwbTvWbtiE6JgY2NvZwW/YELiUK5tr/CPHjmPR0mV4HhkJC3NzDOrXB9WrVRVfX7JsBQ4dOYqoFy+goqICZydH9OvdE+XLlcuP4hRIW3buwdrN2xAdGwsHWxv4DeoHF2fHXOMfPnEai1aswfOoKFiYmWFQr26o4ekmvv7mTQrmLl2BE2fPISEhEaVLmcD31xZo1bxxfhSnwGH9Sm/L9p1Yu3EzomNi4WBnC7+hg+BS1jnX+IePncCiZSvwPDIKFuZmGNS3F2pU9RRfHz3xT+w7cFDunKrubvBfMEeyMhR0AVu3Yt269Vltsb09Ro4YDpfPtJtHjh7F4iVL8fz5c1hYWGBg//6oXr2a+Pqx48exfcdOhIWFISEhAVsDtsDRwSE/ilJgCYKAVcuW4u89u5GUnASX8q4YOnIUzC3KfPa8ndu2YsvGdYiNiYGNnT0GDRsB57JZ/zeRz5/jt6aNcjxv0rS/UNu7bp6Xo6CxrV4F9YZ1h0VFF+iWMsbSZt0RsvfIZ8+xr+mOX+eMgWlZO8Q9icTBPxfhwrodcnFq9v4d9Yb1gLaJEZ6GhGFrv/GIuBQiZVF+WEV5obaiSL71ra+vL+7du4fk5GRERUXh6dOn6Nq1q9TJ5rlDR45i5tz56NmtK7ZuXAcHe1v07DcAMbGxOcYPDrmOEaPHonnTxti2aT1q16qBAUOH4979B2KcMmUsMGr4UOwK2Ix1K5ejlKkpevbpj9i4uPwqVoFy6NhJzFzoj55dOmDban/Y29qgx+ARiMmlPoJv3MKICX+ixS8NsH3NMtSuXhUD/Mbh3sNwMc5fC5fiXOAlTB/nh72b16B9q5aYOncBTp49n1/FKjBYv9I7dPQYZs5biJ5/dMG29athb2eLHv0HIyY2lzq+fgMjxk5Aiya/YPuGNahdszoGDPPDvQcP5eJV9XDHyX/2iceMPyfkQ2kKpkOHD2PW7Dno0aM7AjZvhoO9HXr17pN7WxwcgpF+o9C8WVNs3bIZXrVqYeDgwbh3/74YJyUlBT9VqICB/fvnVzEKvE3r12LH1i0Y6jcKy9esh7q6Ogb364O0tLRczzl+5DAWzZuNzn/0wKoNm2FrZ4/B/Xoj7r//m5LGxth78Kjc0bV7T6hraMDds2qu1y1MVDU18DQkDAF9xn1VfANLM/Q5sBp3Tl7AlAoNcWLearRfOR3O9WqIcSq2+gW/zhmD/RPnY+rPjfA0JBT9Dq+HlpGBVMUg+iaSdzbe09DQQMmSJfMruTy3ftMWtGzWFM2aNIaNtTXG+o2Eupoa9uz7O8f4mwK2oqqHOzp3+B3WVlbo26snnBwdELBtuxinkU99uLtVgZlZadjaWGPYoAFIfv0ad+/dz/Gahd36rTvQsnFDNG/kAxsrS4wbNhDqqqrYvf9QjvE3btuFqm6V0dm3Nawty6Bf985wtrfDlh17xDghN26hSYN6qPxzBZQ2NcFvTX+Bva0NboTdzqdSFRysX+mt37wVLZs1RvPGjWBjbYVxI4dBXU0Vu//en2P8jQHbUNXdDZ1/94W1lSX69ewOZ0d7bNkm/6tlcRUVGBoaiIeOtnZ+FKdA2rBxE1q0aI5mTZvCxsYaY0aPhpqaGvbsyfneTZu2bIanpwc6dewIa2tr9O3TG05OjggI2CrGafzLL+jZozvc3N1yvEZRIwgCtm/ZjA5duqF6TS/Y2tljzMTJiIl+hbOnT+Z6XsDmjWjcrAUaNWkKK2sbDPPL+r/Zv28PAEBZWRkGhoZyx5lTJ1Hbuy40NDTyqXSKdevQKewbOxvBew5/VfwaPdsjOvwJdg6dgqjbD3Bq8Xpc3XEQdQZ9+NHWe/AfOLciABfWbkdk2H1s7jka6W9S4NmllVTF+KFx69v8J0lno3bt2l91/CjS09MRdvs23N2qiGFKSkpwq1IZIddz3sI35PoNuFWpLBfm6eGOkFy2/E1PT8eO3XugVaIEHOzt8i7zP4j09HSE3rkL98o/i2FKSkpwr/QzQm6G5nhOyK1QuFeqKBfm6VYJIbc+xHd1KYtT/17Ai1evstYNXbmGR4+fwrNKJWkKUkCxfqWXnp6O0Nt34F75w+deSUkJ7pUrIeTGzRzPCblxC+6f1JWnuxtCbtySC7t89Rpq1m+Exr+2weTpMxEfn5D3BfgBpKenIywsDO5uHzoFSkpKcHdzw/Xr13M85/r1G3LxAcDTwyPX+AQ8f/YMMTHRqFzlQ72VKKEF57LlcDOXektPT8fd22GoVEX+/6ZSFTfcupHzObfDQnHv7h380qRZnua/MLH2+Am3j52TCws9fAbWHlk7fSqrqMCiYjmEfRRHEASEHTsHa4+fQVQQSLJm49SpUyhTpgwaNWoEFRUVKZLIV3Hx8cjIyICBvr5cuIG+PsIjHuV4TnRMTI7xo2Ni5MJOn/0Xw0eNQWpqKowMDbFs8ULo6ermaf5/BHHxCcjIyISBvp5cuIG+HsIfP8nxnOiY2BzjR8d8mE4xalBfTJwxB97N2qCYsjJkSkqYMGIwKlUon/eFKMBYv9L7bDvx6HGO5+TaTsR+aCeqebjD26smSpcqhSdPn2HB0mXoNXAINq5aBmVl5bwvSAEWF5dLHRvoIzwiIsdzoqOjYaBv8El8g2xtMX0QGxMNANAzkK9nPQMDxOZSbwnxWTfu1f/k/0Zf3wCPcvm/2b93DyytrODiWuH/znNhpW1ihMQX0XJhSS9eQV1HGypqqtDQ04FysWI5xjFxtMnPrP4wivIIg6JI0tmYMWMG1qxZg+3bt8PX1xddunRBuW9c9JyWlpZtbqiqqipUVVXzMqsKV7lSRWzfvAFx8fHYtXsvhvqNwqa1q7P9MaXvs3nHHly/FYaFMybD1MQYV4JvYMrsBTAyNIBH5YpfvgB9FutXeg3qeYuP7W1tYG9ng4bNW+HSlWvZRkWIvseRg/9g5rQ/xed/zV0geZppqak4dvggOnbtJnlaRKRYkkyjGjZsGEJDQ7Fnzx4kJSWhatWqqFKlCvz9/ZGYmPhV15g2bRp0dHTkjmnTpkmR3S/S09WFsrJytgWIMbGxMDTIuVNgaGCQS3z5X9g01NVhYW4OVxcXTBw3BsWUlbF77768LcAPQE9XB8rKStkW0sbExuXa8TI00M8x/vv/k9S0NMxftgrD+vdCrWqecLC1Qbtfm8GnTi2s27I9p0sWWqxf6X2unTD41nZCP/eFnealS0NPVxePnz79/zP9g9HTy6WOY7K3re8ZGhoiJjbmk/gxucYviqrVqIk1mwLEQ0c3a0QzLka+nuNiYqCfS73p6OpBWVkZsZ/838TGxsAgh3NOnjiG1NRU+DT6JY9KUTglRr2CtrGhXJiWsRFSEhKRnpqG5Og4ZLx7l2OcxKhX+ZlVolxJukDcw8MDK1asQGRkJPr06YPVq1ejVKlSX9Xh8PPzQ0JCgtzh5+cnZXZzpaKiAidHRwQGXRLDMjMzEXjpElzLu+R4jmt5FwReuiwXdjEwCK4uOcf/cF0Bb9+m//+Z/sGoqKjA2cEegZeviWGZmZm4eOUaXMvlvG2oa1lnBF65Khd24dIVuP63zei7d+/w7t07yGQyuThKykrIzMzM4xIUbKxf6amoqMDZ0UHuc5+ZmYmLl6/A1SXnkV1Xl7IIvHRFLuxC4CW4uuS+pXbUi5eIT0iAkWHR+7KsoqICJycnBAYGiWGZmZkIDApC+fI5T90rX94FgUFBcmEXLwbmGr8o0tDUhJm5hXhYWVvDwMAQly8FinFeJycj9NZNlMul3lRUVGDv6IQrH52TmZmJK5eCUNYl+zn79+5BtRo1oafHUfzPeXjhGhzreMqFOdWthocXstryjPR0PL5yUy6OTCaDYx1PPLwg335TFi4Qz3/5shvV1atXcfr0aYSFhaFcuXJftY5DVVUV2tracocip1B18G2LnXv2Yu/+A3gYHo4/p81ASkoqmjXO+lVm1LgJmL9osRjft01rnD9/Aes2bkJ4RASWLFuBW6FhaNPqNwDAm5QUzF+8BCE3buB5ZCRCw8IwbuJkvHz1CvW86yikjIrWofWv2Pn3Aez95zAeRjzC5FnzkJKaimaN6gMARk2ejnlLP9wMsn2rFjh38RLWbdmGh48eY8mqdbh1+y7a/toMAFBCUxOVfnLFnMXLcelqMJ4+j8SeA4fw98GjqFOzWk5ZKNRYv9Lr0K41du79G3v3/4OH4RGYPGNWVjvxS9a9BUaNn4x5i5eK8du3aYVzFy5i3aYteBjxCEuWr8KtsNto2+pXAMCbN28we8EihNy4iWfPI3Ex6DL6DxsJCzMzVC2iOyf93t4Xu3bvxr59f+Phw4f4c+pUpKSkoFnTJgCA0WPGYv6ChWJ837btstri9RsQHh6Opf7+uBUaijZtWotxEhIScPvOHTz8b8vhiIgI3L5zB9HR8vPgiwqZTIbf2rbDutUr8e/pU3hw/x7+nDAWBoZGqF7TS4w3oFcP7NwWID5v0649/t6zGwf370NE+EPMmp71f9OocVO56z998hgh167il6bN861MBYWqpgbMXJ1h5pr1o42hlTnMXJ2hZ14KANBs6nB0WjdbjH/GfyMMrS3QYsZIGDvYoGav9qjYqhGOz10lxjk2ZyWqdWsL9w4tYeJog7ZLp6C4pgbOryl6I8xUMEl2U7/nz59j7dq1WLt2LRITE9G+fXsEBgbC2Tn3m1sVZD716iIuLh5L/JcjOiYGDvb2WLpwnjg8HBX1AkpKH/puFVzLY/qUyVi4xB8LFi+Fhbk55s/6C3a2WQu2lJWUEBHxCEP2/4O4+Hjo6uigrLMT1q5YBlsba4WUUdF8vL0QG5+AxSvXIjo2Do52NvCfPR2G/03ziXzxUu5X9AouZTF9wmgsWr4a85etRhmz0pg/bRLsrK3EODMnjsE8/5UYOXEqEhKTYGpijH49uqBVs6J30znWr/R86nojNi4ei5evRHRMLBzt7eA/f7Y49SzyxQvIlD6q4/IumD55Ahb5L8f8JctQxtwM82dOg91/bYCSkjLu3nuAfQcOIjEpGSWNDOHhVgV9e3RD8eLFFVJGRfOpXx9xcXFYsnRpVlvs4IAlixd91BZHybfFFVwxbeoULFq8BAsXLYKFhQXmzZkDO1tbMc6p06cxbvwE8fmIkVmj6D17dEevnj3zp2AFjG+HTkhNScFfU/9EcnISXFwrYPaCxXI/+j179gTx8fHi8zr16iM+Pg4rly1FbEwMbO0dMHvB4mxTrw7s2wujksao4u6RX8UpMMpUKo/Bpz500H6bOxYAcGHtDqzrPBQ6piWhb1FafD0m4ikWN+qCX+eOhdeAzoh/GoWNf4xE6JEzYpwr2/ZDy0gfjScNyrqpX3AYFvp0RNLLotlZ/pKiPMKgKDJBEIS8vmjDhg1x8uRJ1KtXD126dEGjRo1QrFje9WvSkuLz7Fr0gaqWrvj4bXTRmw+eH4obmomPWcd5T65+E/iHVgrFdT7MDU9981qBOSmc1DQ0xcevEt8oMCeFl5H2h3t69JRZKi4jhZi/EKHoLOTKpOV8haUdtXOAwtJWJElGNg4dOgRTU1M8fvwYEydOxMSJE3OMd/Uq5xMSERERERVWknQ2xo8fL8VliYiIiIi+WyanUeW7AtHZOHfuHCpVqlTo7qFBRERERFSUSbZA/Fs0aNAAwcHBsLYumgujiYiIiEh6XCCe//Jl69svkWCNOhERERERKViBGNkgIiIiIpIaRzbyX4EY2SAiIiIiosKHnQ0iIiIiIpJEgZhG9fFdi4mIiIiIpCBkcBpVfisQIxtcIE5EREREVPhIOrKRkpICQRCgoaEBAHj06BF2794NZ2dn1KtXT4yXlJQkZTaIiIiIiLhAXAEkHdlo2rQp1q9fDwCIj4+Hm5sbZs+ejaZNm2Lp0qVSJk1ERERERAomaWfj6tWrqF69OgBgx44dMDY2xqNHj7B+/XosWLBAyqSJiIiIiEjBJJ1G9ebNG2hpaQEAjhw5ghYtWkBJSQnu7u549OiRlEkTEREREcnhNKr8J+nIhq2tLfbs2YMnT57g8OHD4jqNly9fQltbW8qkiYiIiIhIwSTtbIwbNw5Dhw6FpaUl3Nzc4OHhASBrlOOnn36SMmkiIiIiIjlCZobCjqJK0mlUv/76K6pVq4bIyEi4urqK4XXq1EHz5s2lTJqIiIiIiBRM8pv6mZiYwMTERC6sSpUqUidLRERERCRHyMxUdBaKHMk7G5cvX8a2bdvw+PFjvH37Vu61Xbt2SZ08EREREREpiKRrNgICAuDp6YmwsDDs3r0b6enpuHXrFk6cOAEdHR0pkyYiIiIiIgWTdGRj6tSpmDt3Lvr06QMtLS3Mnz8fVlZW6NGjB0xNTaVMmoiIiIhITlFeqK0oko5sPHjwAI0aNQIAFC9eHK9fv4ZMJsOgQYOwfPlyKZMmIiIiIiIFk3RkQ09PD0lJSQCA0qVL4+bNm3BxcUF8fDzevHkjZdJERERERHI4spH/JO1s1KhRA0ePHoWLiwt+++03DBgwACdOnMDRo0dRp04dKZMmIiIiIiIFk7SzsWjRIqSmpgIARo8eDRUVFZw/fx4tW7bEmDFjpEyaiIiIiIgUTJLORmJiYtbFixVDiRIlxOe9e/dG7969pUiSiIiIiOizMjmNKt9J0tnQ1dWFTCb7YryMDP6HExEREREVVpJ0Nk6ePCk+FgQBDRs2xMqVK1G6dGkpkiMiIiIi+iKBP3TnO0k6GzVr1pR7rqysDHd3d1hbW0uRHBERERERFUCS3meDiIiIiIiKLkl3oyIiIiIiKih4n438l28jG1+zYJyIiIiIiAoPSUY2WrRoIfc8NTUVPXv2hKamplz4rl27pEieiIiIiCgbjmzkP0k6Gzo6OnLP27dvL0UyRERERERUgEnS2VizZo0UlyUiIiIi+m4c2ch/3I2KiIiIiOgHNWXKFHh6ekJDQwO6urpfdY4gCBg3bhxMTU2hrq4Ob29v3Lt3Ty5ObGwsfH19oa2tDV1dXXTt2hXJycnfnD92NoiIiIiIflBv377Fb7/9hl69en31OX/99RcWLFgAf39/BAYGQlNTE/Xr10dqaqoYx9fXF7du3cLRo0exf/9+nDlzBt27d//m/HHrWyIiIiIqEgrjNKqJEycCANauXftV8QVBwLx58zBmzBg0bdoUALB+/XoYGxtjz549aNOmDcLCwnDo0CFcunQJlSpVAgAsXLgQDRs2xKxZs1CqVKmvzt8P2dlQ1dJVdBYKveKGZorOQqHHOpZWcR1DRWeh0FPT0PxyJPpuRtoais5CoecvRCg6C1SEpKWlIS0tTS5MVVUVqqqq+ZqP8PBwREVFwdvbWwzT0dGBm5sbLly4gDZt2uDChQvQ1dUVOxoA4O3tDSUlJQQGBqJ58+Zfnd4P2dn4UaSlpWHatGnw8/PL9zdSUcD6lR7rWFqsX+mxjqXHOpYW6zdvvb22WmFpT5gwQRyFeG/8+PGYMGFCvuYjKioKAGBsbCwXbmxsLL4WFRWFkiVLyr1erFgx6Ovri3G+FtdsSCgtLQ0TJ07M1oulvMH6lR7rWFqsX+mxjqXHOpYW67fw8PPzQ0JCgtzh5+eXY9yRI0dCJpN99rh9+3Y+l+D7cGSDiIiIiEhi3zJlasiQIejUqdNn41hbW39XPkxMTAAAL168gKmpqRj+4sULVKhQQYzz8uVLufPevXuH2NhY8fyvxc4GEREREVEBYmRkBCMjI0mubWVlBRMTExw/flzsXCQmJiIwMFDc0crDwwPx8fG4cuUKKlasCAA4ceIEMjMz4ebm9k3pcRoVEREREdEP6vHjxwgODsbjx4+RkZGB4OBgBAcHy90Tw9HREbt37wYAyGQyDBw4EH/++Sf27duHGzduoEOHDihVqhSaNWsGAHBycoKPjw+6deuGoKAgnDt3Dn379kWbNm2+aScqgCMbklJVVcX48eO5oEsirF/psY6lxfqVHutYeqxjabF+6UvGjRuHdevWic9/+uknAMDJkydRq1YtAMCdO3eQkJAgxhk+fDhev36N7t27Iz4+HtWqVcOhQ4egpqYmxtm0aRP69u2LOnXqQElJCS1btsSCBQu+OX8yQRCE7ywbERERERFRrjiNioiIiIiIJMHOBhERERERSYKdDSIiIiIikgQ7G/TDsbS0xLx58746fkREBGQyGYKDgyXLU2Fz6tQpyGQyxMfHf/U5EyZMELfQo6KlKH4m165dC11d3QJzHaJv9T2fw06dOom7FRF9LXY2vsOFCxegrKyMRo0aKTorP5TcGqlv/WJ76dIldO/ePU/z9iP/wff394eWlhbevXsnhiUnJ0NFRUXcheK993X94MGDz17T09MTkZGR0NHRydO81qpVCwMHDszTaxZEnTp1krvLq4GBAXx8fHD9+nUxzvvXLl68KHduWloaDAwMIJPJcOrUKbn4e/bsyfN8FqbPZK1atcR6VVVVRenSpdG4cWPs2rUrT/MGAK1bt8bdu3e/6ZycOmXfcx2pCIIAb29v1K9fP9trS5Ysga6uLp4+faqAnOW/vPpsfK8JEyZAJpPBx8cn22szZ86ETCbL1r4TFVTsbHyHVatWoV+/fjhz5gyeP3+u6OwUOUZGRtDQ0FB0NgoMLy8vJCcn4/Lly2LY2bNnYWJigsDAQKSmporhJ0+ehIWFBWxsbD57zeLFi8PExAQymUyyfBd2Pj4+iIyMRGRkJI4fP45ixYrhl19+kYtjbm6ONWvWyIXt3r0bJUqUyM+s/t8K0meyW7duiIyMxIMHD7Bz5044OzujTZs2ed4ZUldXR8mSJQvMdfKCTCbDmjVrEBgYiGXLlonh4eHhGD58OBYuXAgzM7M8TTM9PT1Pr1eYmJqa4uTJk9k6eKtXr4aFhYWCckX07djZ+EbJycnYunUrevXqhUaNGmHt2rVyr+/btw92dnZQU1ODl5cX1q1bl+1XkH///RfVq1eHuro6zM3N0b9/f7x+/Tp/C1KAfal+Pv118Pbt26hWrRrU1NTg7OyMY8eO5fgr8MOHD+Hl5QUNDQ24urriwoULALJ+qercuTMSEhLEX0UnTJiQDyXNGw4ODjA1NZX7FfzUqVNo2rQprKys5H45P3XqFLy8vJCZmYlp06bBysoK6urqcHV1xY4dO+Tiffq+XbFiBczNzaGhoYHmzZtjzpw5Of7yvGHDBlhaWkJHRwdt2rRBUlISgKxfCk+fPo358+eL9RwREZHX1VFgqKqqwsTEBCYmJqhQoQJGjhyJJ0+e4NWrV2Kcjh07IiAgACkpKWLY6tWr0bFjR0VkOVc/0mdSQ0MDJiYmMDMzg7u7O2bMmIFly5ZhxYoVOHbsmBjvyZMnaNWqFXR1daGvr4+mTZuK78cjR45ATU0t26/XAwYMQO3atQFkH3l58OABmjZtCmNjY5QoUQKVK1eWS69WrVp49OgRBg0aJJYpp+sAwNKlS2FjY4PixYvDwcEBGzZskHtdJpNh5cqVaN68OTQ0NGBnZ4d9+/Z9Vf18ibm5OebPn4+hQ4ciPDwcgiCga9euqFevHn766Sc0aNAAJUqUgLGxMX7//XdER0eL5x46dAjVqlWDrq4uDAwM8Msvv8iNor6ftrN161bUrFkTampq2LRpU57kWxFiYmLQtm1blC5dGhoaGnBxccGWLVvk4uzYsQMuLi5QV1eHgYEBvL29v/rvfcmSJVGvXj25+yecP38e0dHROc6sWLlyJZycnKCmpgZHR0csWbJE7vWgoCD89NNPUFNTQ6VKlXDt2jW51zMyMtC1a1fx74KDgwPmz5//tdVBlCt2Nr7Rtm3b4OjoCAcHB7Rv3x6rV6/G+1uVhIeH49dff0WzZs0QEhKCHj16YPTo0XLnP3jwAD4+PmjZsiWuX7+OrVu34t9//0Xfvn0VUZwC51vrJyMjA82aNYOGhgYCAwOxfPnybHX+3ujRozF06FAEBwfD3t4ebdu2xbt37+Dp6Yl58+ZBW1tb/CV66NChUhYzz3l5eeHkyZPi8/c38qlZs6YYnpKSgsDAQHh5eWHatGlYv349/P39cevWLQwaNAjt27fH6dOnc7z+uXPn0LNnTwwYMADBwcGoW7cupkyZki3egwcPsGfPHuzfvx/79+/H6dOnMX36dADA/Pnz4eHhIf7yHBkZCXNzcwlqo+BJTk7Gxo0bYWtrCwMDAzG8YsWKsLS0xM6dOwFk3QX2zJkz+P333xWV1WwKw2eyY8eO0NPTE6dTpaeno379+tDS0sLZs2dx7tw5lChRAj4+Pnj79i3q1KkDXV1d8f/lfbm2bt0KX1/fHNNITk5Gw4YNcfz4cVy7dg0+Pj5o3LgxHj9+DADYtWsXzMzMMGnSJLFMOdm9ezcGDBiAIUOG4ObNm+jRowc6d+4s9/kGgIkTJ6JVq1a4fv06GjZsCF9fX8TGxn53HX2sY8eOqFOnDrp06YJFixbh5s2bWLZsGWrXro2ffvoJly9fxqFDh/DixQu0atVKPO/169cYPHgwLl++jOPHj0NJSQnNmzdHZmam3PVHjhyJAQMGICwsLMcpWz+K1NRUVKxYEQcOHMDNmzfRvXt3/P777wgKCgIAREZGom3btujSpQvCwsJw6tQptGjRAt9ye7MuXbrI/ai5evVq+Pr6onjx4nLxNm3ahHHjxmHKlCkICwvD1KlTMXbsWLGjkpycjF9++QXOzs64cuUKJkyYkO0zlZmZCTMzM2zfvh2hoaEYN24cRo0ahW3btn1nDRH9R6Bv4unpKcybN08QBEFIT08XDA0NhZMnTwqCIAgjRowQypUrJxd/9OjRAgAhLi5OEARB6Nq1q9C9e3e5OGfPnhWUlJSElJQUyfOvSB07dhSUlZUFTU1NuUNNTU2so6+pnzJlyghz584VBEEQDh48KBQrVkyIjIwU4x89elQAIOzevVsQBEEIDw8XAAgrV64U49y6dUsAIISFhQmCIAhr1qwRdHR0pCu8xFasWCFoamoK6enpQmJiolCsWDHh5cuXwubNm4UaNWoIgiAIx48fFwAIERERgoaGhnD+/Hm5a3Tt2lVo27atIAiCcPLkSbn3bevWrYVGjRrJxff19ZWrs/HjxwsaGhpCYmKiGDZs2DDBzc1NfF6zZk1hwIABeVjygunT9zoAwdTUVLhy5YoY5/17dN68eYKXl5cgCIIwceJEoXnz5kJcXJwAQGxbPo4vZT5/9M/k595fbm5uQoMGDQRBEIQNGzYIDg4OQmZmpvh6WlqaoK6uLhw+fFgQBEEYMGCAULt2bfH1w4cPC6qqquJn4mvyV7ZsWWHhwoXi84/r6b1Pr+Pp6Sl069ZNLs5vv/0mNGzYUHwOQBgzZoz4PDk5WQAgHDx48LP5+RYvXrwQDA0NBSUlJWH37t3C5MmThXr16snFefLkiQBAuHPnTo7XePXqlQBAuHHjhiAIH/7f3/8NLci+5rORk0aNGglDhgwRBEEQrly5Ira532r8+PGCq6ur8PbtW6FkyZLC6dOnheTkZEFLS0sICQkRBgwYINSsWVOMb2NjI2zevFnuGpMnTxY8PDwEQRCEZcuWCQYGBnLfM5YuXSoAEK5du5ZrPvr06SO0bNlSfN6xY0ehadOm31weKto4svEN7ty5g6CgILRt2xYAUKxYMbRu3RqrVq0SX69cubLcOVWqVJF7HhISgrVr16JEiRLiUb9+fWRmZiI8PDx/CqJAXl5eCA4OljtWrlwpvv6t9XPnzh2Ym5vDxMREDPu0zt8rX768+NjU1BQA8PLly7wqmkLVqlULr1+/xqVLl3D27FnY29vDyMgINWvWFNdtnDp1CtbW1khOTsabN29Qt25duXpev359rgvH79y5k61ec6pnS0tLaGlpic9NTU0LTR1/q4/f60FBQahfvz4aNGiAR48eycVr3749Lly4gIcPH2Lt2rXo0qWLwvJZmD+TgiCIU5dCQkJw//59aGlpiWXS19dHamqq+Bnw9fXFqVOnxHV5mzZtQqNGjXJdtJ6cnIyhQ4fCyckJurq6KFGiBMLCwsSRja8VFhaGqlWryoVVrVoVYWFhcmEf152mpia0tbXztO5KliyJHj16wMnJSRytP3nypNz7wNHREQDEOrt37x7atm0La2traGtrw9LSEgCy1UGlSpXyLJ9S+tJnIyMjA5MnT4aLiwv09fVRokQJHD58WCyvq6sr6tSpAxcXF/z2229YsWIF4uLivikPKioqaN++PdasWYPt27fD3t5e7v8eyBpRevDgAbp27Sr3//Pnn3+K/zdhYWEoX7481NTUxPM8PDyypbd48WJUrFgRRkZGKFGiBJYvX/7N72GiTxVTdAZ+JKtWrcK7d+9QqlQpMUwQBKiqqmLRokVfdY3k5GT06NED/fv3z/ZaUVjwpampCVtbW7mwjxe/SVk/Kioq4uP3Xzo+Hd7/Udna2sLMzAwnT55EXFwcatasCQAoVaoUzMV03h0AAAjqSURBVM3Ncf78eZw8eRK1a9dGcnIyAODAgQMoXbq03HVUVVX/r3x8XMdAVj0Xljr+Vp++11euXAkdHR2sWLECf/75pxj+fm57165dkZqaigYNGojrXBSRT6DwfSYzMjJw79498ceg5ORkVKxYMcf1AkZGRgCAypUrw8bGBgEBAejVqxd2796dbY3ex4YOHYqjR49i1qxZsLW1hbq6On799Ve8ffs2z8sD5M9nrVixYihWLOtrQnJyMho3bowZM2Zki/e+o9i4cWOUKVMGK1asQKlSpZCZmYly5cplqwNNTc08zadUvvTZmDlzJubPn4958+bBxcUFmpqaGDhwoFheZWVlHD16FOfPn8eRI0ewcOFCjB49GoGBgbCysvrqfHTp0gVubm64efNmjj9GvG/TV6xYATc3N7nXlJWVvzqdgIAADB06FLNnz4aHhwe0tLQwc+ZMBAYGfvU1iHLCzsZXevfuHdavX4/Zs2ejXr16cq81a9YMW7ZsgYODA/755x+51y5duiT3/Oeff0ZoaGi2BoyyfGv9ODg44MmTJ3jx4gWMjY0BZK/zr1G8eHFkZGR883kFiZeXF06dOoW4uDgMGzZMDK9RowYOHjyIoKAg9OrVC87OzlBVVcXjx4/FTsmXODg4ZKvXolrP30smk0FJSUluMfh7Xbp0QcOGDTFixIhv+nKQHwrDZ3LdunWIi4tDy5YtAWSVaevWrShZsiS0tbVzPc/X1xebNm2CmZkZlJSUPrvd+blz59CpUyc0b94cQNYXwE83QPiaMjk5OeHcuXNymwScO3cOzs7OXyqmpH7++Wfs3LkTlpaWYgfkYzExMbhz5w5WrFiB6tWrA8jaWKAwO3fuHJo2bYr27dsDyOoo3717V+7/SiaToWrVqqhatSrGjRuHMmXKYPfu3Rg8ePBXp1O2bFmULVsW169fR7t27bK9bmxsjFKlSuHhw4e5rilycnLChg0bkJqaKo5ufLrt9rlz5+Dp6YnevXuLYV/aJp3oa3Aa1Vfav38/4uLi0LVrV5QrV07uaNmyJVatWoUePXrg9u3bGDFiBO7evYtt27aJv4S9/9VuxIgROH/+PPr27Yvg4GDcu3cPe/fu5QLx/3xr/dStWxc2Njbo2LEjrl+/jnPnzmHMmDEA8E3btlpaWiI5ORnHjx9HdHQ03rx5kyflyU9eXl74999/ERwcLNeJqFmzJpYtW4a3b9/Cy8sLWlpaGDp0KAYNGoR169bhwYMHuHr1KhYuXCi368nH+vXrh3/++Qdz5szBvXv3sGzZMhw8ePCbt8a1tLREYGAgIiIiEB0dXahHPdLS0hAVFYWoqCiEhYWhX79+4q/Dn/Lx8cGrV68wadIkBeT08360z+SbN28QFRWFp0+f4uLFixgxYgR69uyJXr16wcvLC0BWJ8LQ0BBNmzbF2bNnER4ejlOnTqF///5yv1z7+vri6tWrmDJlCn799dfPjvzZ2dlh165dCA4ORkhICNq1a5ft/W1paYkzZ87g2bNncrs4fWzYsGFYu3Ytli5dinv37mHOnDnYtWuXwjet6NOnD2JjY9G2bVtcunQJDx48wOHDh9G5c2dkZGRAT08PBgYGWL58Oe7fv48TJ0580xfqH5GdnZ04chEWFoYePXrgxYsX4uuBgYGYOnUqLl++jMePH2PXrl149eoVnJycvjmtEydOIDIyMtdpfBMnTsS0adOwYMEC3L17Fzdu3MCaNWswZ84cAEC7du0gk8nQrVs3hIaG4p9//sGsWbOylefy5cs4fPgw7t69i7Fjx37XDwVEn2Jn4yutWrUK3t7eOd7krGXLlrh8+TKSkpKwY8cO7Nq1C+XLl8fSpUvFXVje/5EqX748Tp8+jbt376J69er46aefMG7cOLmpWUXZt9aPsrIy9uzZg+TkZFSuXBl//PGHWOcfz039Ek9PT/Ts2ROtW7eGkZER/vrrrzwpT37y8vJCSkoKbG1txV+UgazORlJSkrhFLgBMnjwZY8eOxbRp0+Dk5AQfHx8cOHAg16H9qlWrwt/fH3PmzIGrqysOHTqEQYMGfVMdA1lTTZSVleHs7AwjI6NCPRf40KFDMDU1hampKdzc3HDp0iVs3749xxtxyWQyGBoaZtthpiD40T6TK1asgKmpKWxsbNCiRQuEhoZi69atctuAamho4MyZM7CwsECLFi3g5OQkTmP7eKTD1tYWVapUwfXr13P9xfi9OXPmQE9PD56enmjcuDHq16+Pn3/+WS7OpEmTEBERARsbG3G61qeaNWuG+fPnY9asWShbtiyWLVuGNWvWKPwGbqVKlcK5c+eQkZGBevXqwcXFBQMHDoSuri6UlJSgpKSEgIAAXLlyBeXKlcOgQYMwc+ZMheZZamPGjMHPP/+M+vXro1atWjAxMZG7EaC2tjbOnDmDhg0bwt7eHmPGjMHs2bPRoEGDb05LU1Pzsze5/OOPP7By5UqsWbMGLi4uqFmzJtauXSu26SVKlMDff/+NGzdu4KeffsLo0aOzTYnr0aMHWrRogdatW8PNzQ0xMTFyoxxE30smCN+wBxt9sylTpsDf3x9PnjxRdFaKjHPnzqFatWq4f//+F29eR9+vW7duuH37Ns6ePavorFABx88kEVHRxTUbeWzJkiWoXLkyDAwMcO7cOcycOZNTpCT2/o7LdnZ2uH//PgYMGICqVavyS00emzVrFurWrQtNTU0cPHgQ69aty3bTKCKAn0kiIvqAnY08du/ePfz555+IjY2FhYUFhgwZAj8/P0Vnq1BLSkrCiBEj8PjxYxgaGsLb2xuzZ89WdLYKnaCgIPz1119ISkqCtbU1FixYgD/++EPR2aICSIrP5NmzZz87/eT9jjxEP4ISJUrk+trBgwfFRfZEhQGnURERUYGXkpKCZ8+e5fo6d/ijH8n9+/dzfa106dJQV1fPx9wQSYudDSIiIiIikgR3oyIiIiIiIkmws0FERERERJJgZ4OIiIiIiCTBzgYREREREUmCnQ0iIiIiIpIEOxtERERERCQJdjaIiIiIiEgS7GwQEREREZEk/geMnYajdMcezQAAAABJRU5ErkJggg==\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "### Resolving the Paradox: Physical Clustering\n", "\n", "If there is no general correlation between size and winning, how do specific sports select for body types?\n", "\n", "By isolating four distinct sports (Basketball, Gymnastics, Weightlifting, and Athletics), the scatter plot below reveals clear \"Physical Identities\" (clusters). Gymnasts are concentrated in the bottom-left (short and light for a low center of gravity), while Basketball players dominate the top-right (tall and heavy for reach and power).\n", "\n", "This proves that the \"Perfect Olympic Body\" doesn't exist in general—it is entirely sport-dependent. The lack of overall correlation in the heatmap was simply these distinct clusters mathematically canceling each other out." ], "metadata": { "id": "suOiY5KlDVgT" } }, { "cell_type": "code", "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# Create a new figure with a specific size\n", "plt.figure(figsize=(10, 6))\n", "\n", "# Define a list of specific, contrasting sports to analyze\n", "target_sports = ['Basketball', 'Gymnastics', 'Weightlifting', 'Athletics']\n", "\n", "# Filter the main dataframe to include only the athletes from these target sports\n", "cluster_df = df[df['Sport'].isin(target_sports)]\n", "\n", "# Create a scatter plot mapping Height vs Weight, color-coded by Sport\n", "sns.scatterplot(data=cluster_df, x='Height', y='Weight', hue='Sport', alpha=0.6, palette='Set1', s=60)\n", "\n", "# Add formatted titles and labels\n", "plt.title('Physical Clusters: Height vs Weight by Sport', fontsize=14, fontweight='bold')\n", "plt.xlabel('Height (cm)', fontweight='bold')\n", "plt.ylabel('Weight (kg)', fontweight='bold')\n", "\n", "# Move the legend outside the plot so it doesn't cover the data points (removed the fontweight bug)\n", "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left', title='Sport', title_fontsize='12')\n", "\n", "# Display the final visualization safely\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 607 }, "id": "-ihZ77vYDx_-", "outputId": "3535ca4d-37c3-4816-f629-4bc9711e207f" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "### The Outlier Advantage: Do You Need to be an Anomaly?\n", "\n", "Does being a physical \"anomaly\" give you an advantage, and in which sports is this most critical?\n", "\n", "By calculating the exact deviation of medalists from their specific *Event* and *Sex* averages, the horizontal bar chart below reveals the top 10 sports that heavily reward physical extremes. Unsurprisingly, \"open\" sports without weight classes—like Basketball and Volleyball—top the list. In these arenas, being a massive physical outlier is a distinct statistical advantage." ], "metadata": { "id": "MwcReK8KJcc9" } }, { "cell_type": "code", "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# 1. More accurate calculation: deviation from the specific *Event* and Sex (not just Sport)\n", "df['Real_Height_Deviation'] = abs(df['Height'] - df.groupby(['Event', 'Sex'])['Height'].transform('mean'))\n", "\n", "# 2. Filter for medalists only\n", "medalists = df[df['Has_Medal'] == 1]\n", "\n", "# 3. Get the top 10 sports with the highest average physical deviation\n", "real_dev_by_sport = medalists.groupby('Sport')['Real_Height_Deviation'].mean().sort_values(ascending=False).head(10)\n", "\n", "# 4. Plotting the results (Horizontal Bar Chart)\n", "plt.figure(figsize=(12, 6))\n", "\n", "# Added 'hue' and 'legend=False' to fix the seaborn warning from your screenshot\n", "sns.barplot(x=real_dev_by_sport.values, y=real_dev_by_sport.index, hue=real_dev_by_sport.index, palette='viridis', legend=False)\n", "\n", "# Add formatted titles and labels\n", "plt.title('The \"Anomaly\" Advantage:\\nDeviation from Specific Weight-Class/Event Average', fontsize=16, fontweight='bold')\n", "plt.xlabel('Average cm Deviation from Specific Event Mean', fontweight='bold')\n", "plt.ylabel('Sport', fontweight='bold')\n", "\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 607 }, "id": "dFghsVnpJfou", "outputId": "2f5f1867-6c15-4922-a523-db63fd35abbd" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "## Closing Thoughts: The Blueprint of a Champion\n", "\n", "After diving into 120 years of Olympic history, it’s clear that winning isn’t just about \"training harder\"—it’s about a perfect alignment between a person's biology and the specific demands of their sport.\n", "\n", "**The \"Winning Formula\" identified in this data:**\n", "Through this research, I’ve shown that success is rarely random. It happens in the \"Gold Zone\" of the mid-20s, and it heavily favors those who fit a specific physical mold. While we often think of the Olympics as a broad competition, my analysis proves it is actually a collection of highly specialized niches. From the \"Anomaly Advantage\" in Basketball to the strict physical conformity of Gymnastics, the data tells a story of extreme specialization.\n", "\n", "---\n", "\n", "### Technical Stack:\n", "\n", "Pandas & Numpy: Data cleaning and Feature Engineering.\n", "\n", "Matplotlib & Seaborn: Professional EDA and statistical plotting." ], "metadata": { "id": "fX-om_gMMgMq" } }, { "cell_type": "markdown", "source": [ "# **Part 3: README file**\n", "\n", "1. Upload the dataset to HuggingFace.\n", "\n", "2. Upload your work (this notebook) as a `.ipynb` file your HF's Dataset.\n", "\n", "3. Create a `README` file in a Markdown format. This page should include the end result of your work. Meaning include the visualizations, Questions, Answers, insights, Decisions, and more.\n" ], "metadata": { "id": "TxKHPqppIPZT" } }, { "cell_type": "markdown", "source": [], "metadata": { "id": "EfniaMYBK6sK" } }, { "cell_type": "code", "source": [], "metadata": { "id": "uLxQ5tJQK6xG" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [], "metadata": { "id": "0GnQN63RK61Q" } }, { "cell_type": "code", "source": [], "metadata": { "id": "euWXtGKHK65d" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "# **Part 4: Presentation Video**\n", "\n", "- Record a brief video (2–3 minutes) with screen sharing of you walk through the HF's Dataset, README, notebook and sharing your process & results. Make sure to include a screen share while also recording yourself talking during the walk through.\n", "\n", "- Videos without your face talking while going ower your work wont be acceptable.\n", "\n", "- You should include:\n", " - A quick dataset overview and your main goal.\n", " - Key EDA steps and highlights of visual insights. (!)\n", " - Reflections on any challenges and lessons learned.\n" ], "metadata": { "id": "mzYCO54GIPdP" } }, { "cell_type": "markdown", "source": [ "> For help:\n", "> - Youtube [Watch this video](https://www.youtube.com/watch?v=DK7Z_nYhjjg)\n", "> - Loom [Watch this video](https://www.youtube.com/watch?v=eSCHNXTsJK8)\n", "> - Zoom [Watch this video](https://www.youtube.com/watch?v=njwbjFYCbGU)\n" ], "metadata": { "id": "si7mk6JgJurV" } }, { "cell_type": "code", "source": [], "metadata": { "id": "asKyjjGDK-GJ" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "Upload the video to the Dataset Repo, as a `MP4` file.\n", "\n", "Then include the video on the dataset README file, as follows:\n", "\n", "``\n", "\n" ], "metadata": { "id": "ksLgaMfri4gO" } }, { "cell_type": "markdown", "source": [ "Finally, attach the video to the begining of the `README` file, and make sure everything works." ], "metadata": { "id": "QJ8Rux_SY1JH" } }, { "cell_type": "code", "source": [ "# here is a simple example on including the video in the README: https://huggingface.co/miqudev/miqu-1-70b" ], "metadata": { "id": "5MBAwudTi366" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "# **Part 5: Moodle**" ], "metadata": { "id": "km5C5-WyjO3R" } }, { "cell_type": "markdown", "source": [ "**Submit to Moodle the link to your HF's Dataset.** \n", "\n", "> As the dataset already includes the video presentation, and the code notebook - we should haver everything there to examine.\n" ], "metadata": { "id": "Bx7dlp5xjT4r" } }, { "cell_type": "code", "source": [ "# Link example: https://huggingface.co/datasets/ido_something/name_of_ds" ], "metadata": { "id": "WZcWV_6KbE9s" }, "execution_count": null, "outputs": [] } ] }