Walkability&WellBeing_CS620_DataProject.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/ethanlanders/Walkability-And-Well-Being-Analysis-CS620-Data-Project/blob/main/Walkability%26WellBeing_CS620_DataProject.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Walkability and Well-Being - An Urban Analysis**\n",
        "> *by*\\\n",
        "| Ethan Landers | eland007@odu.edu | [ethanlanders.github.io](https://ethanlanders.github.io) |\\\n",
        "| Lynell Freeman | lfree005@odu.edu | [lynellfreeman.github.io](https://lynellfreeman.github.io) |\\\n",
        "| Dipendra Thapa Magar | dthap001@odu.edu | [dipendrathapamagar.github.io](https://dipendrathapamagar.github.io) |\n",
        "\n",
        "-------\n",
        "\n",
        "Click [here](https://github.com/ethanlanders/Walkability-And-Well-Being-Analysis-CS620#libraries) for the project GitHub Repository.\n"
      ],
      "metadata": {
        "id": "nzpcM17NP6iG"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Presentation Video\n",
        "---"
      ],
      "metadata": {
        "id": "IDwPicDHR540"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from IPython.display import YouTubeVideo\n",
        "YouTubeVideo('W4uXdOSEJTo')"
      ],
      "metadata": {
        "id": "_5nLxEJrfSr8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 321
        },
        "outputId": "eda863f8-7368-42b2-e46e-d3fe89d01954"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.lib.display.YouTubeVideo at 0x78af8c11a410>"
            ],
            "text/html": [
              "\n",
              "        <iframe\n",
              "            width=\"400\"\n",
              "            height=\"300\"\n",
              "            src=\"https://www.youtube.com/embed/W4uXdOSEJTo\"\n",
              "            frameborder=\"0\"\n",
              "            allowfullscreen\n",
              "            \n",
              "        ></iframe>\n",
              "        "
            ],
            "image/jpeg": "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\n"
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Abstract\n",
        "------------------------------\n"
      ],
      "metadata": {
        "id": "kLJSDOfVSLSo"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "This data project explores New York City data on walkability and its potential correlations with happiness factors, including concentrated poverty rates and obesity rates among public elementary and middle school students. The analysis, conducted using Python and associated libraries like Pandas and Matplotlib, reveals no significant correlations between walkability and poverty. However, it identifies a trend indicating that neighborhoods with lower walkability often exhibit higher rates of obesity among school students. The findings suggest potential implications for urban planning and community development. Future research could delve deeper into additional variables and extend the study to other cities."
      ],
      "metadata": {
        "id": "DwiYcHwc3HB4"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Project Objective\n",
        "To determine whether there exists any correlation between community walkability and various factors of happiness like concentrated poverty rates and obesity rates among young students"
      ],
      "metadata": {
        "id": "r_06Owcgwh17"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Team Member Contribution Plan\n",
        "\n",
        "### **Ethan Landers**\n",
        "* Data processing\n",
        "* Data visualization utilizing Matplotlib\n",
        "* Writing\n",
        "\n",
        "### **Lynell Freeman**\n",
        "* Data cleanup utilizing OpenRefine\n",
        "* Writing\n",
        "\n",
        "### **Dipendra Thapa Magar**\n",
        "* Writing"
      ],
      "metadata": {
        "id": "TLUyXpNTTngh"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Introduction\n",
        "----------------\n"
      ],
      "metadata": {
        "id": "Pm9obTFyS2AS"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "In the United States, many individuals live in communities that lack walkability, relying heavily on cars for daily activities such as work, grocery shopping, and social interactions. This stands in contrast to numerous regions globally that prioritize pedestrian-friendly environments. Our project aims to investigate the relationship between community walkability and well-being indicators, including concentrated poverty rates and student obesity rates. The primary objective is to discern potential correlations between walkable communities and overall happiness.\n",
        "\n",
        "To achieve this, we collected data on walkability and related happiness indicators from New York City and conducted a detailed comparative analysis across its urban neighborhoods using Python and associated libraries such as Pandas and Matplotlib. Our goal is to uncover patterns and connections that may suggest whether walkable communities contribute to increased well-being, such as lower rates of obesity and poverty.\n",
        "\n",
        "The outcome of this analysis can provide valuable insights into the urban factors influencing overall well-being, laying a strong foundation for urban planning and policy initiatives aimed at enhancing community satisfaction and overall quality of life.\n",
        "\n"
      ],
      "metadata": {
        "id": "jpTSW7crxf6T"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Target Audience"
      ],
      "metadata": {
        "id": "NDzefwLLwikS"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Urban planners, community developers, policy makers, and the general public. People who are interested in understanding the correlations between walkability, health, and happiness to inform urban planning decisions."
      ],
      "metadata": {
        "id": "taAlt8UceYBe"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Methods & Datasets\n",
        "--------------------\n",
        "\n",
        "To address the research question, we will employ a multi-faceted approach:\n",
        "\n",
        "1. **Data Collection**:\n",
        "\n",
        "  * Walkability data for New York City neighborhoods was sourced from publicly available datasets.\n",
        "\n",
        "  * As of now, data covering aspects as poverty rates and  obesity rates among young children per New York City neighborhood have been collected to serve as indicators of community well-being and happiness.\n",
        "\n",
        "2. **Data Preprocessing**:\n",
        "\n",
        "  * Each dataset was cleaned and filtered to focus on relevant metrics like the most recent year's data.  \n",
        "  \n",
        "  * Irrelevant columns from each dataset will be removed as well.\n",
        "\n",
        "3. **Data Analysis**:\n",
        "\n",
        "  * The datasets will be merged into one DataFrame to compare walkability data with happiness data row-by-row to determine trends.\n",
        "\n",
        "4. **Data Visualization**:\n",
        "\n",
        "  * Various plots and charts will be generated to visualize the original datasets and the relationships between them.\n",
        "\n",
        "\n",
        "5. **Interpretations**:\n",
        "\n",
        "  * The correlation results will be interpreted to understand the implications for urban planning and policy-making."
      ],
      "metadata": {
        "id": "nUPHaF2DSpnm"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### IDE, Language, Libraries, Tools & Software\n",
        "\n",
        "**IDE**: *Google Colab*\n",
        "\n",
        "We utilize Google Colab to host this project and it is benefitical for its exploratory data analysis, data visualization, and documentation tools, given its ease of use, collaborative features, and no-setup requirement.\n",
        "\n",
        "<br>**Language**: *Python*\n",
        "\n",
        "We utilize Python as our programming language due to its extensive libraries and frameworks for data analysis and visualization.\n",
        "\n",
        "<br>**Libraries**: *Pandas, Matplotlib*\n",
        "\n",
        "We utilize Pandas for data manipulation and analysis and Matplotlib for data visualization within this project.\n",
        "\n",
        "<br>**Tools & Software**: *OpenRefine, GitHub*\n",
        "\n",
        "We utilize OpenRefine because it provides a user-friendly interface for applying transformations to clean and standardize datasets.  \n",
        "We also utilize GitHub as it is indispensable for maintaining a structured, version-controlled environment where multiple contributors can work in tandem, review code, and track changes over time. It provides a centralized platform for hosting code, documentation, and related files, enabling seamless collaboration among team members."
      ],
      "metadata": {
        "id": "drvnxmjadm5E"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "##  Walkability Score Dataset\n",
        "\n",
        "This is our primary dataset, which was obtained from [here](https://a816-dohbesp.nyc.gov/IndicatorPublic/beta/data-explorer/walking-driving-and-cycling/?id=2133#display=summary).  \n",
        "\n",
        "The dataset scores the walkability of most New York City neighbhorhoods from -3 to 9 as of 2011.  We will compare each neighborhood listed in this dataset for walkability with the same neighborhoods listed in other happiness index datasets to find correlations and trends."
      ],
      "metadata": {
        "id": "IBNunjYTxBam"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "# Load data into .csv\n",
        "df1 = pd.read_csv('https://raw.githubusercontent.com/ethanlanders/Walkability-And-Well-Being-Analysis-CS620/main/Datasets/Walkability%20Index/NYC%20EH%20Data%20Portal%20-%20Walkability%20index%20(filtered).csv')\n",
        "\n",
        "# Rename columns for clarity\n",
        "df1.rename(columns={'Score': 'Walkability Score', 'Geography': \"NYC Neighborhood\"}, inplace=True)\n",
        "\n",
        "# Modify score column, which currently ranges from -3 to 9, to 0 to 13\n",
        "df1['Walkability Score'] += 4\n",
        "\n",
        "# Sort dataframe from highest walkability to lowest walkability for visualization.\n",
        "sorted_df1 = df1.sort_values(by='Walkability Score', ascending=False)\n",
        "\n",
        "# Create diagram\n",
        "plt.figure(figsize=(14, 8))\n",
        "\n",
        "# Histogram\n",
        "plt.subplot(1, 2, 1)\n",
        "plt.barh(sorted_df1['NYC Neighborhood'], sorted_df1['Walkability Score'], alpha=0.7)\n",
        "plt.xlabel('Walkability Score')\n",
        "plt.ylabel('NYC Neighborhoods')\n",
        "plt.title('The Walkability of NYC Neighborhoods')\n",
        "\n",
        "# Boxplot\n",
        "plt.subplot(1, 2, 2, aspect=2)\n",
        "boxplot = sns.boxplot(x=sorted_df1['Walkability Score'])\n",
        "plt.title(\"Distribution of the Walkability of NYC Neighborhoods\")\n",
        "\n",
        "# Remove y-axis label from the boxplot\n",
        "boxplot.set(xlabel='Walkability Score')\n",
        "\n",
        "# Remove ticks from the bottom axis of the boxplot\n",
        "boxplot.tick_params(axis='y', bottom=False)\n",
        "\n",
        "# Output the plots\n",
        "plt.tight_layout()\n",
        "plt.show()\n",
        "\n",
        "# Save the modified data frame to a new .csv file\n",
        "df1.to_csv('df1_modified.csv', index=False)"
      ],
      "metadata": {
        "id": "AJmJgIGRHKTi",
        "outputId": "2289b55f-6f68-480d-868e-0ad3d352c650",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 696
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1400x800 with 2 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Introduction**\n",
        "\n",
        "This visualization presents an overview of the dataset, showcasing the walkability scores of various New York City neighborhoods. The left chart is a horizontal bar chart that arranges neighborhoods based on walkability scores, while the right chart is a box plot illustrating the distribution of these scores.\n",
        "\n",
        "**Data Cleansing**\n",
        "\n",
        "We utilized the software 'Open Refine' to process and cleanse the dataset. The initial step involved eliminating superfluous headers and column details to ensure the dataset's readiness for Pandas's DatFrames, for later visualization. Subsequently, employing GEL commands, we separated (or expanded) the row cell data into distinct column headers. As a concluding step, it was essential to retitle these newly created headers to align with the additional information introduced.\n",
        "\n",
        "**Objective of Visualization**\n",
        "\n",
        "* Display the data contained in the dataset\n",
        "* Identify trends within the dataset\n",
        "\n",
        "**Visualization Components**\n",
        "\n",
        "The bar chart displays walkability scores, with longer bars indicating higher walkability.\n",
        "* The x-axis represents walkability scores from 0 to 13.\n",
        "* The y-axis reprsents New York City neighborhoods.\n",
        "\n",
        "The box plot summarizes walkability scores per NYC neighborhood, highlighting minimum, first quartile, median, third quartile, and maximum values, along with outlier neighborhoods.\n",
        "\n",
        "* **Minimum**: The lowest walkability score, not including outliers.\n",
        "\n",
        "* **First Quartile**: The score below which 25% of the neighborhoods fall.\n",
        "\n",
        "* **Median** (indicated by the line within the box): The middle value of the walkability scores.\n",
        "\n",
        "* **Third Quartile**: The score below which 75% of the neighborhoods fall.\n",
        "\n",
        "* **Maximum**: The higest walkability score, not including outliers.\n",
        "\n",
        "* **Outliers**:  The small circles on the graph represent neighborhoods with walkability scores that are unusually high compared with the rest of the data.\n",
        "\n",
        "**Bar Chart Observations**\n",
        "\n",
        "* Scores varied widely, with the most walkable neighborhoods scoring above 10 and the least walkable neighborhoods with scores near zero.\n",
        "* Clusters between 2 and 6 indicated a moderate walkability level for a significant portion of NYC.\n",
        "\n",
        "Most Walkable Neighborhoods:\n",
        "  1. Greenwich Village - SoHo\n",
        "  2. Lower Manhattan\n",
        "  3. Chelsea - Clinton\n",
        "\n",
        "These most-walkable neighborhoods are located in Manhattan, which is known for its high-density, mixed-use development and extensive public transportation options.  \n",
        "\n",
        "Least Walkable Neighborhoods:\n",
        "  1. South Beach - Tottenville\n",
        "  2. Rockaways\n",
        "  3. Willowbrook\n",
        "  \n",
        "These least-walkable neighborhoods are located in outer boroughs or more suburban areas, which may have less dense development and fewer pedestrian amenities.\n",
        "\n",
        "**Box Plot Observations**\n",
        "\n",
        "* Median score just below 4.\n",
        "* The box spans approximately 2 to 6, representing the middle 50% of neighborhoods.\n",
        "* Outliers indicated by diamonds represent neighborhoods with exceptionally high walkability scores.\n",
        "\n",
        "**Results**\n",
        "\n",
        "* Wide range of walkability scores, from least walkable (near zero) to most walkable (above 10).\n",
        "* Most walkable neighborhoods centrally located in Manhattan.\n",
        "* Least walkable neighborhoods often in outer boroughs or suburban areas."
      ],
      "metadata": {
        "id": "yeD5hZwIYvzd"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Obesity Among Public Elementary and Middle School Students Dataset\n",
        "This dataset was obtained from [here](https://data.cccnewyork.org/data/download#0,8/1224).\n"
      ],
      "metadata": {
        "id": "csJOwtGzg05g"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Obesity_Among_Public_Elementary_and_Middle_School_Students\n",
        "\n",
        "# Read the CSV data into a DataFrame\n",
        "df2 = pd.read_csv(\"https://raw.githubusercontent.com/ethanlanders/CS620Project/main/Datasets/Obesity_Among_Public_Elementary_and_Middle_School_Students/Cleaned/Obesity_Among_Public_Elementary_and_Middle_School_Students_Cleaned.csv\")\n",
        "\n",
        "# Filter the data to keep only the year 2011\n",
        "df2 = df2.loc[df2['TimeFrame'] == 2011]\n",
        "\n",
        "# Define a condition to filter rows where 'DataFormat' is 'Percent' and 'TimeFrame' is 2011\n",
        "condition = (df2['DataFormat'] == 'Percent') & (df2['TimeFrame'] == 2011)\n",
        "\n",
        "# Select specific columns ('Location', 'TimeFrame', 'Data') and display the result\n",
        "df2.loc[condition, ['Location', 'TimeFrame', 'Data']]\n",
        "\n",
        "# Sort the result by the 'Data' column in ascending order\n",
        "sorted_result = df2.sort_values(by='Data', ascending=False)\n",
        "\n",
        "# Create a horizontal bar chart\n",
        "plt.figure(figsize=(6, 12))\n",
        "plt.barh(sorted_result['Location'], sorted_result['Data'])\n",
        "plt.ylabel('NYC Neighborhood')\n",
        "plt.xlabel('Percentage (%) of Obese Students')\n",
        "plt.title('Obesity Among Public Elementary and Middle School Students in NYC')\n",
        "\n",
        "# Display the plot\n",
        "plt.show()\n",
        "\n",
        "# Save the filtered data to a new .csv file\n",
        "df2.to_csv('df2_filtered.csv', index=False)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "7CsvebctQ5sk",
        "outputId": "1451ba5f-2619-457f-e371-bb158924bafa"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x1200 with 1 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0AAAAPxCAYAAADT9c2SAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd1QU1/v48feCUqQqoqAiSBV7r0HAErDX2IiIvWEnlo+xEHtiiSV2BTX2EjVq1FjA3qKgESsRUUNiNAJiQYX5/eGP+bouKGAhyvM6Z89h79y588xsYZ+9ZTWKoigIIYQQQgghRC6gl9MBCCGEEEIIIcSHIgmQEEIIIYQQIteQBEgIIYQQQgiRa0gCJIQQQgghhMg1JAESQgghhBBC5BqSAAkhhBBCCCFyDUmAhBBCCCGEELmGJEBCCCGEEEKIXEMSICGEEEIIIUSuIQmQEIJx48ah0Wi4e/fuBz2ug4MDAQEBH/SY4u2Fhoai0Wg4ffr0G+t6eXnh5eWl3o+JiUGj0RAaGvr+AsxEHOLj974f07T3xczQaDSMGzcuW23+l98Hw8LC0Gg0bNy48YMfO+19JiYm5oMfO6ty6n3tbaU9vmFhYTkdygcnCZAQn6gLFy7w5ZdfUrRoUQwNDSlSpAh+fn5cuHAhp0PLUFRUFOPGjXuv//Datm2LRqNh+PDh7+0Y/zUBAQFoNBr1Zm5uTvny5Zk+fTrJyck5HV62pX3oyOg2ZcqUnA7xvZk0aRJbtmzJ6TA+Cg4ODmg0GurXr5/u9sWLF6vPmcwk9f91qamprFixgurVq1OgQAHMzMxwdXXF39+f48eP53R478Xhw4dp2LAhRYsWxcjIiOLFi9O0aVNWr16t1nn06BHjxo37qD/sz5s37z+fZKW93vr376+z7dWEumHDhuTPn5+///5bp25CQgK2trZUr16d1NRUABITEwkODqZ8+fKYmppibGxMmTJlGD58OH/++WeW4syTjXMTQvzHbd68mQ4dOlCgQAG6detGiRIliImJYenSpWzcuJG1a9fSsmXLnA6Ty5cvo6f3f9/DREVFERwcjJeXFw4ODu/8eImJifz88884ODiwZs0apkyZkulveD92hoaGLFmyBID4+Hg2bdpEUFAQp06dYu3atR8sDnt7ex4/fkzevHnfWZsdOnSgUaNGOuUVK1Z8Z8f4r5k0aRJt2rShRYsWOR3KR8HIyIgDBw7w119/YWNjo7Vt1apVGBkZ8eTJE63yr7/+mhEjRnzIMN+JAQMG8MMPP9C8eXP8/PzIkycPly9f5pdffsHR0ZEaNWrkdIjv1IYNG2jXrh0VKlRg4MCB5M+fn+vXr3Pw4EEWL15Mx44dgRcJUHBwMMBH2xs8b948ChYs+M56DOvUqcPjx48xMDB4J+29bPHixYwcOZIiRYpkWGfevHmUKVOGwYMHayWrAP/73/+4e/cuu3btQk9Pjz/++IP69esTGxvLF198Qc+ePTEwMODcuXMsXbqUn376iStXrmQ6PkmAhPjEREdH06lTJxwdHTl48CDW1tbqtoEDB+Lh4UGnTp04d+4cjo6OORjpiw/lH9KmTZtISUlh2bJl1K1bl4MHD+Lp6flBY8gpefLk4csvv1Tv9+3bl+rVq7Nu3TpmzJjx2n9S75JGo8HIyOidtlmpUiWtcxPZ8/DhQ0xMTHI6jPeidu3anDp1inXr1jFw4EC1/NatWxw6dIiWLVuyadMmrX3y5MlDnjwf18ekv//+m3nz5tGjRw8WLVqkte3777/nn3/+yaHI3p9x48ZRqlQpjh8/rvNB/s6dOzkU1cdBT0/vnb8fA5QuXZrLly8zZcoUZs+enWG9EiVKMHbsWIYPH05AQACff/45AKdOnWLBggUEBQVRvnx5nj9/TqtWrfj7778JCwvjs88+02pn4sSJTJ06NUsxyhA4IT4x3333HY8ePWLRokVayQ9AwYIFWbhwIQ8fPuTbb7/V2ffu3bu0bdsWc3NzrKysGDhwoM63ogA//vgjlStXxtjYmAIFCtC+fXtu3rypVefq1au0bt0aGxsbjIyMKFasGO3btychIUGt8/LY99DQUL744gsAvL291SEpYWFhdO7cmYIFC/Ls2TOdWD7//HPc3NwydW1WrVpFgwYN8Pb2xt3dnVWrVunUSRt3fvjwYQYMGIC1tTWWlpb06tWLp0+fEh8fj7+/P/nz5yd//vwMGzYMRVG02nj48CFDhw7Fzs4OQ0ND3NzcmDZtmk49jUZDYGAgW7ZsoUyZMhgaGlK6dGl27dqlE1dYWBhVqlTByMgIJycnFi5cmKU5Cq/S09NTvwVNG3KY0TyGjOYoPHr0iF69emFlZYW5uTn+/v7cv3//tcfNaKz8pUuXaNu2LdbW1hgbG+Pm5saoUaOycWaZl5yczNixY3F2dsbQ0BA7OzuGDRumMyww7XHasGEDpUqVwtjYmJo1a3L+/HkAFi5ciLOzM0ZGRnh5eaU7hPPEiRP4+vpiYWFBvnz58PT05MiRI1p10h7Pa9euERAQgKWlJRYWFnTp0oVHjx5pxfPw4UOWL1+uvk7SHp8bN27Qt29f3NzcMDY2xsrKii+++EInprTneXh4OH379qVQoUIUK1aMAwcOoNFo+Omnn3TOYfXq1Wg0Go4dO5bhNf33338JCgqibNmymJqaYm5uTsOGDYmMjNSqlzYUZv369UycOJFixYphZGREvXr1uHbtmk67ixYtwsnJCWNjY6pVq8ahQ4cyjCE9RkZGtGrVSudb5jVr1pA/f358fHx09knv9ZWcnMzgwYOxtrbGzMyMZs2acevWrXSPefjwYapWrar1ms2s+Ph4Bg0apL6HODs7M3XqVHUoUEauX7+OoijUrl1bZ5tGo6FQoUI6xxk8eDAODg4YGhpSrFgx/P39deaDpqamZupx2rBhg/q/oWDBgnz55Zfcvn1bp97+/fvx8PDAxMQES0tLmjdvzsWLFzNzaXRER0dTtWrVdHsx0s43JiZG/X8YHBysvm7S3u8ymk8WEBCgMxohPj6egIAALCwssLS0pHPnzsTHx6cb26VLl2jTpg0FChTAyMiIKlWqsG3bNq06aa/FI0eOMGTIEKytrTExMaFly5ZaCauDgwMXLlwgPDxcjT8t5mfPnhEcHIyLiwtGRkZYWVnx2Wef8euvv7722qU3B8jLy4syZcoQFRWFt7c3+fLlo2jRoul+ZsiIg4MD/v7+LF68+I1D04YMGUK5cuXo27cvT548ISUlhd69e2Nvb8/YsWOBF19eRkZGMmrUKJ3kB8Dc3JyJEydmOj6QHiAhPjlpQ7w8PDzS3V6nTh0cHBzYsWOHzra2bdvi4ODA5MmTOX78OLNnz+b+/fusWLFCrTNx4kRGjx5N27Zt6d69O//88w9z5syhTp06nD17FktLS54+fYqPjw/Jycn0798fGxsbbt++zfbt24mPj8fCwiLduAYMGMDs2bP53//+h7u7OwDu7u506tSJFStWsHv3bpo0aaLu89dff7F//371TfJ1/vzzTw4cOMDy5cuBF8OmZs6cydy5c9P9x5kWd3BwMMePH2fRokVYWlpy9OhRihcvzqRJk9i5cyffffcdZcqUwd/fHwBFUWjWrBkHDhygW7duVKhQgd27d/PVV19x+/ZtZs6cqXWcw4cPs3nzZvr27YuZmRmzZ8+mdevWxMbGYmVlBcDZs2fx9fXF1taW4OBgUlJS+Oabb3QS3KyKjo4GUI+TVYGBgVhaWjJu3DguX77M/PnzuXHjhvpPNbPOnTuHh4cHefPmpWfPnjg4OBAdHc3PP/+cqX9qjx49SncBD0tLywy/wU9NTaVZs2YcPnyYnj174u7uzvnz55k5cyZXrlzRmV9z6NAhtm3bRr9+/QCYPHkyTZo0YdiwYcybN4++ffty//59vv32W7p27cr+/fvVfffv30/Dhg2pXLkyY8eORU9Pj5CQEOrWrcuhQ4eoVq2a1rHatm1LiRIlmDx5MmfOnGHJkiUUKlRI/YZz5cqVdO/enWrVqtGzZ08AnJycgBffnB49epT27dtTrFgxYmJimD9/Pl5eXkRFRZEvXz6tY/Xt2xdra2vGjBnDw4cP8fLyws7OjlWrVukMk121ahVOTk7UrFkzw8fijz/+YMuWLXzxxReUKFGCv//+m4ULF+Lp6UlUVJROT+OUKVPQ09MjKCiIhIQEvv32W/z8/Dhx4oRaZ+nSpfTq1YtatWoxaNAg/vjjD5o1a0aBAgWws7PLMJZXdezYkc8//5zo6Gj1eq1evZo2bdpkekhm9+7d+fHHH+nYsSO1atVi//79NG7cWKfe+fPn+fzzz7G2tmbcuHE8f/6csWPHUrhw4Tce49GjR3h6enL79m169epF8eLFOXr0KCNHjiQuLo7vv/8+w33t7e2BF4nIF198ofN4vywpKQkPDw8uXrxI165dqVSpEnfv3mXbtm3cunWLggULqnUz8ziFhobSpUsXqlatyuTJk/n777+ZNWsWR44cUf83AOzdu5eGDRvi6OjIuHHjePz4MXPmzKF27dqcOXMmy8Of7e3t2bdvH7du3aJYsWLp1rG2tmb+/Pn06dOHli1b0qpVKwDKlSuXpWMpikLz5s05fPgwvXv3xt3dnZ9++onOnTvr1L1w4QK1a9emaNGijBgxAhMTE9avX0+LFi3YtGmTzuurf//+5M+fn7FjxxITE8P3339PYGAg69atA1704PXv3x9TU1P1y6G059O4ceOYPHmy+r6QmJjI6dOnOXPmDA0aNMjSOQLcv38fX19fWrVqRdu2bdm4cSPDhw+nbNmyNGzYMFNtjBo1ihUrVryxFyhPnjwsWrSIWrVqMX78eAoVKsSZM2fYtWuX+vxNSxo7deqU5XPJkCKE+GTEx8crgNK8efPX1mvWrJkCKImJiYqiKMrYsWMVQGnWrJlWvb59+yqAEhkZqSiKosTExCj6+vrKxIkTteqdP39eyZMnj1p+9uxZBVA2bNjw2jjs7e2Vzp07q/c3bNigAMqBAwe06qWkpCjFihVT2rVrp1U+Y8YMRaPRKH/88cdrj6MoijJt2jTF2NhYPecrV64ogPLTTz9p1QsJCVEAxcfHR0lNTVXLa9asqWg0GqV3795q2fPnz5VixYopnp6eatmWLVsUQJkwYYJWu23atFE0Go1y7do1tQxQDAwMtMoiIyMVQJkzZ45a1rRpUyVfvnzK7du31bKrV68qefLkUTLzNt65c2fFxMRE+eeff5R//vlHuXbtmjJp0iRFo9Eo5cqV04pn7NixOvu/+jilXaPKlSsrT58+Vcu//fZbBVC2bt2qlnl6empdn+vXryuAEhISopbVqVNHMTMzU27cuKF13Jevf3rS2sroduzYsQzjWLlypaKnp6ccOnRIq80FCxYogHLkyBGt62JoaKhcv35dLVu4cKECKDY2NupzSlEUZeTIkQqg1k1NTVVcXFx0nk+PHj1SSpQooTRo0EAtS3sddu3aVSumli1bKlZWVlplJiYmWo/Jy+2+6tixYwqgrFixQi1Leww/++wz5fnz51r1R44cqRgaGirx8fFq2Z07d5Q8efKk+/x42ZMnT5SUlBStsuvXryuGhobKN998o5YdOHBAARR3d3clOTlZLZ81a5YCKOfPn1cURVGePn2qFCpUSKlQoYJWvUWLFimA1mOaEXt7e6Vx48bK8+fPFRsbG2X8+PGKoihKVFSUAijh4eHq9Th16pS6X9rjkSYiIkIBlL59+2q137FjR53XTosWLRQjIyOt53RUVJSir6+v85p99fU1fvx4xcTERLly5YpWvREjRij6+vpKbGzsa8/X399fAZT8+fMrLVu2VKZNm6ZcvHhRp96YMWMUQNm8ebPOtrTnalYfpzJlyiiPHz9W623fvl0BlDFjxqhlFSpUUAoVKqTcu3dPLYuMjFT09PQUf39/tSztMXn5dZeepUuXqu+l3t7eyujRo5VDhw7pPA//+eefDN/jXn1/SNO5c2fF3t5evZ/2/v7tt9+qZc+fP1c8PDx03tfq1aunlC1bVnny5IlalpqaqtSqVUtxcXHROc/69etrvUcMHjxY0dfX13odli5dOt04y5cvrzRu3Di9y/NaaY/vy/9zPT09dd4vkpOTFRsbG6V169ZvbDPt9aYoitKlSxfFyMhI+fPPP7WOl95ng8DAQCVv3ryKqamp0qFDB61tFStWVCwsLLJ8fq8jQ+CE+IQ8ePAAADMzs9fWS9uemJioVZ727XaatFVcdu7cCbxYXCE1NZW2bdty9+5d9WZjY4OLiwsHDhwAUHt4du/erTV0J7v09PTw8/Nj27Zt6jnCi2+ka9WqRYkSJd7YxqpVq2jcuLF67i4uLlSuXDndYXAA3bp10+rFqF69Ooqi0K1bN7VMX1+fKlWq8Mcff6hlO3fuRF9fnwEDBmi1N3ToUBRF4ZdfftEqr1+/vvptNLz4RtLc3FxtMyUlhb1799KiRQutb8+dnZ0z/U0cvBiWZ21tjbW1Nc7Ozvzvf/+jZs2a6Q51yqyePXtqfXPep08f8uTJoz5fMuOff/7h4MGDdO3aleLFi2tty2wvUs+ePfn11191bqVKlcpwnw0bNuDu7k7JkiW1nst169YFUJ/LaerVq6f1zXT16tUBaN26tdbrLa087fGLiIjg6tWrdOzYkXv37qnHefjwIfXq1ePgwYM6w5p69+6tdd/Dw4N79+7pvF7TY2xsrP797Nkz7t27h7OzM5aWlpw5c0anfo8ePdDX19cq8/f3Jzk5WWvp43Xr1vH8+fM3zrUyNDRUFzZJSUnh3r17mJqa4ubmlu7xu3TpotUDm9ZznXb9Tp8+zZ07d+jdu7dWvbQhSFmhr69P27ZtWbNmDfDiPcHOzi7D3vJXpT2vX31tDxo0SOt+SkoKu3fvpkWLFlrPaXd393SH2r1qw4YNeHh4kD9/fq3nZv369UlJSeHgwYOv3T8kJIS5c+dSokQJfvrpJ4KCgnB3d6devXpaw9E2bdpE+fLl010Q59XXXmYfp759+2rNKWncuDElS5ZURxzExcURERFBQEAABQoUUOuVK1eOBg0aZOm9I03Xrl3ZtWsXXl5eHD58mPHjx+Ph4YGLiwtHjx7Ncnuvs3PnTvLkyUOfPn3UMn19fZ0Vz/7991/2799P27ZtefDggfoY3rt3Dx8fH65evaozNLBnz55a193Dw4OUlBRu3LjxxrgsLS25cOECV69efcszfMHU1FTrtW5gYEC1atW0/tdlxtdff83z588ztSLnxIkTsbKyQk9PT2ekRGJi4hs/12SVJEBCfELS3iBeThLSk1Gi5OLionXfyckJPT09df7A1atXURQFFxcX9cN02u3ixYvqhNMSJUowZMgQlixZQsGCBfHx8eGHH37Qmv+TVf7+/jx+/Fj9wH758mV+++23THWJX7x4kbNnz1K7dm2uXbum3ry8vNi+fXu6Hyxf/TCe9mHr1SE3FhYWWvNebty4QZEiRXSubdqQvlf/mb16HID8+fOrbd65c4fHjx/j7OysUy+9sowYGRmpicHBgwe5efMmR44ceauFMF59vpiammJra5ulZczT/qGWKVPmreKoX7++zs3c3DzDfa5evcqFCxd0nseurq6A7uTprDwfAPXxS/tA0rlzZ51jLVmyhOTkZJ3XxavHyp8/v1abr/P48WPGjBmjzh0pWLAg1tbWxMfHp/v6S+/Lg5IlS1K1alWtLwdWrVpFjRo13vicS01NZebMmbi4uGgd/9y5c+ke/03nmvZ6efW5ljdv3mw9dzt27EhUVBSRkZGsXr2a9u3bZzrRvnHjBnp6elpfWAA6cxD/+ecfHj9+rBNzenXTc/XqVXbt2qXzfElbxvtNE/v19PTo168fv/32G3fv3mXr1q00bNiQ/fv30759e7VedHR0pl93mX2c0ju/kiVLqttfV8/d3V39ciCrfHx82L17N/Hx8Rw8eJB+/fpx48YNmjRp8k4XQrhx4wa2traYmppqlb96PteuXUNRFEaPHq3zOKYN2X7Te0xWXvfffPMN8fHxuLq6UrZsWb766ivOnTuX5fNLU6xYMZ3Xxcv/lzLL0dGRTp06sWjRIuLi4l5b19zcHDc3N+zs7HSGipqbm7/xc01WyRwgIT4hFhYW2NravvGN79y5cxQtWvS1HxBB91vA1NRUNBoNv/zyi863xoDWP4Xp06cTEBDA1q1b2bNnDwMGDFDnFmU0Tvt1SpUqReXKlfnxxx/x9/fnxx9/xMDAgLZt275x3x9//BGAwYMHM3jwYJ3tmzZtokuXLlpl6Z1fRuXKK4sbZEVGx3mbNjM6Tka/g/ImKSkp7zSW/4LU1FTKli3LjBkz0t3+amKTlecD/N/jl9a7891331GhQoV06776YeptnhP9+/cnJCSEQYMGUbNmTSwsLNBoNLRv3z7dCfQv9xi9zN/fn4EDB3Lr1i2Sk5M5fvw4c+fOfePxJ02axOjRo+natSvjx4+nQIEC6OnpMWjQoHSP/6Ge/2mqV6+Ok5MTgwYN4vr16+oSyf8lqampNGjQgGHDhqW7PS1JzwwrKyuaNWtGs2bN8PLyIjw8nBs3bqhzhTLrQz9O2ZUvXz48PDzw8PCgYMGCBAcH88svv6Q7R+dlGo0m3XPJ7ntf2nM9KCgow16/V79MeJtrXKdOHaKjo9X/t0uWLGHmzJksWLCA7t27ZzH6d/t4jxo1ipUrVzJ16tRsL9tfsmRJzp49y82bN7M07+91JAES4hPTpEkTFi9ezOHDh9NdLeXQoUPExMTQq1cvnW1Xr17V+kb42rVrpKamqkN/nJycUBSFEiVKZOqfcNmyZSlbtixff/01R48epXbt2ixYsIAJEyakW/9N38T6+/szZMgQ4uLiWL16NY0bN1a/JcuIoiisXr0ab29v+vbtq7N9/PjxrFq1SicByi57e3v27t3LgwcPtHqBLl26pG7PikKFCmFkZJTuikvplb2N/Pnz66xm9PTp0wy/ubt69Sre3t7q/aSkJOLi4tL9TZ6MpH2L//vvv2c94Lfg5OREZGQk9erVe6+/BZXWW2Bubp7tBDQ9GcW8ceNGOnfuzPTp09WyJ0+eZLhKVUbat2/PkCFDWLNmjfq7Te3atXvjfhs3bsTb25ulS5dqlcfHx2tNqs+stNfL1atX1eGJ8GJ43/Xr1ylfvnyW2+zQoQMTJkzA3d09w6Q0o1hSU1OJjo7W+sb/8uXLWvXSVjJMbzjSq3XT4+TkRFJS0jt9vgBUqVKF8PBw4uLisLe3x8nJ6Z297tIep8uXL2s9TmlladtfrveqS5cuUbBgwXe2FHuVKlUA1Pev173O8+fPn+7wrld77NMWXEhKStL64uLV80l7X8ubN+8Hed0DFChQgC5dutClSxeSkpKoU6cO48aNy1YC9C45OTnx5ZdfsnDhQnWIcFY1bdqUNWvW8OOPPzJy5Mh3EpcMgRPiE/PVV19hbGxMr169uHfvnta2f//9l969e5MvXz6++uornX1/+OEHrftz5swBUOeatGrVCn19fYKDg3W+CVIURT1eYmIiz58/19petmxZ9PT0dJYYflnaP76MPqx16NABjUbDwIED+eOPPzL12y9HjhwhJiaGLl260KZNG51bu3btOHDgQJZ/RTojjRo1IiUlRefb8pkzZ6LRaLI0bwf+r+dmy5YtWjFeu3ZNZz7R23JyctKZX7Bo0aIMvwVdtGiR1tLk8+fP5/nz51k6R2tra+rUqcOyZcuIjY3V2vY+v11u27Ytt2/fZvHixTrbHj9+nK1hOOmpXLkyTk5OTJs2jaSkJJ3t2f1dFhMTk3RfJ/r6+jrXbc6cOVn+JrtgwYI0bNiQH3/8kVWrVuHr65upBCa942/YsCHdpZAzo0qVKlhbW7NgwQKePn2qloeGhmY5qUvTvXt3xo4dq5UkZkba8/rVFa1eXZVNX18fHx8ftmzZovWcvnjxIrt3737jcdq2bcuxY8fSrRsfH6/z3vqyv/76i6ioKJ3yp0+fsm/fPvT09NSeh9atWxMZGZnuPMCsvvaqVKlCoUKFWLBggdZ7/C+//MLFixfVlfJsbW2pUKECy5cv13r8fv/9d/bs2ZOlL0/S7Nu3L93ytPlEaclq2opi6T1vnJycuHTpktbrMTIyUmep+kaNGvH8+XPmz5+vlqWkpKj/K9MUKlQILy8vFi5cmO4XSO/6df/q/3pTU1OcnZ1f+//2Q/r666959uxZlpbSflmbNm0oW7YsEydOTHcZ/gcPHmT5ZxOkB0iIT4yLiwvLly/Hz8+PsmXL0q1bN0qUKEFMTAxLly7l7t27rFmzRmccO7z4DYlmzZrh6+vLsWPH1OVe075ldXJyYsKECYwcOZKYmBhatGiBmZkZ169f56effqJnz54EBQWxf/9+AgMD+eKLL3B1deX58+esXLkSfX19WrdunWHsFSpUQF9fn6lTp5KQkIChoSF169ZVf8vB2toaX19fNmzYgKWlZbrLz75q1apV6OvrZ1i3WbNmjBo1irVr1zJkyJDMXOLXatq0Kd7e3owaNYqYmBjKly/Pnj172Lp1K4MGDUr3ur/JuHHj2LNnD7Vr16ZPnz5qglWmTBkiIiLeOuY03bt3p3fv3rRu3ZoGDRoQGRnJ7t27M/zg+/TpU+rVq0fbtm25fPky8+bN47PPPqNZs2ZZOu7s2bP57LPPqFSpEj179lSfrzt27MjU+Z05c0Yd5viy1y3Z3KlTJ9avX0/v3r05cOAAtWvXJiUlhUuXLrF+/Xp2796tfoP8NvT09FiyZAkNGzakdOnSdOnShaJFi3L79m0OHDiAubk5P//8c5bbrVy5Mnv37lV/xLZEiRJUr16dJk2asHLlSiwsLChVqhTHjh1j79692Vrq3N/fnzZt2gAvekozo0mTJnzzzTd06dKFWrVqcf78eVatWpXtuWZ58+ZlwoQJ9OrVi7p169KuXTuuX79OSEhIttu0t7dP9/eu3qRChQp06NCBefPmkZCQQK1atdi3b1+6PbHBwcHs2rULDw8P+vbty/Pnz5kzZw6lS5d+4xDlr776im3bttGkSRMCAgKoXLkyDx8+5Pz582zcuJGYmJgMX5O3bt2iWrVq1K1bl3r16mFjY8OdO3dYs2YNkZGRDBo0SN33q6++YuPGjXzxxRd07dqVypUr8++//7Jt2zYWLFiQpd61vHnzMnXqVLp06YKnpycdOnRQl8F2cHDQGnr83Xff0bBhQ2rWrEm3bt3UZbAtLCyy9bg0b96cEiVK0LRpU5ycnHj48CF79+7l559/pmrVqjRt2hR4MdyzVKlSrFu3DldXVwoUKECZMmUoU6YMXbt2ZcaMGfj4+NCtWzfu3LnDggULKF26tNYc0aZNm1K7dm1GjBhBTEwMpUqVYvPmzenOb/vhhx/47LPPKFu2LD169MDR0ZG///6bY8eOcevWLZ3fxsqMypUrM3/+fCZMmICzszOFChWibt26lCpVCi8vLypXrkyBAgU4ffo0GzduJDAwMMvHeB/SeoHSfoYiq/LmzcvmzZupX78+derUoW3bttSuXZu8efNy4cIFVq9eTf78+bP2W0DvdE05IcR/xrlz55QOHTootra2St68eRUbGxulQ4cO6rKlL0tb7jUqKkpp06aNYmZmpuTPn18JDAzUWtI0zaZNm5TPPvtMMTExUUxMTJSSJUsq/fr1Uy5fvqwoiqL88ccfSteuXRUnJyfFyMhIKVCggOLt7a3s3btXq51Xl39VFEVZvHix4ujoqC4X++qS2OvXr1cApWfPnm+8Bk+fPlWsrKwUDw+P19YrUaKEUrFiRUVRlHSXw335Gv3zzz9a5WlLTL/swYMHyuDBg5UiRYooefPmVVxcXJTvvvtOZ1lnQOnXr59OPOldl3379ikVK1ZUDAwMFCcnJ2XJkiXK0KFDFSMjo9eeW0YxpiclJUUZPny4UrBgQSVfvnyKj4+Pcu3atQyXwQ4PD1d69uyp5M+fXzE1NVX8/Py0lrZVlMwtg60oivL7778rLVu2VCwtLRUjIyPFzc1NGT169GvjfdMy2C/HnN4yt0+fPlWmTp2qlC5dWjE0NFTy58+vVK5cWQkODlYSEhLUeuk9TmnH/u6777TKM1rm9ezZs0qrVq0UKysrxdDQULG3t1fatm2r7Nu3T62T0XMsveWAL126pNSpU0cxNjbWOtf79+8rXbp0UQoWLKiYmpoqPj4+yqVLlzJ8DF99nr8sOTlZyZ8/v2JhYZHu+0B6njx5ogwdOlSxtbVVjI2Nldq1ayvHjh3Tuf4ZXaeMnh/z5s1TSpQooRgaGipVqlRRDh48mOHSxa96eVnejGRmGWxFUZTHjx8rAwYMUKysrBQTExOladOmys2bN9NdXjk8PFypXLmyYmBgoDg6OioLFixIt830Xu8PHjxQRo4cqTg7OysGBgZKwYIFlVq1ainTpk3TWnr+VYmJicqsWbMUHx8fpVixYkrevHkVMzMzpWbNmsrixYt13oPu3bunBAYGKkWLFlUMDAyUYsWKKZ07d1bu3r2rKErWH6d169YpFStWVAwNDZUCBQoofn5+yq1bt3Ti3Lt3r1K7dm3F2NhYMTc3V5o2bapERUVp1cnsMthr1qxR2rdvrzg5OSnGxsaKkZGRUqpUKWXUqFFaS9QriqIcPXpUfUxefcx+/PFHxdHRUTEwMFAqVKig7N69W2cZ7LRr1qlTJ8Xc3FyxsLBQOnXqpP70w6vXIzo6WvH391dsbGyUvHnzKkWLFlWaNGmibNy4Uec8X30tprdE9V9//aU0btxYMTMz01oGfsKECUq1atUUS0tLxdjYWClZsqQyceLE1z5XMjqGp6enUrp0aZ266V2L9GT0ert69ar6fz2jn8jI6Nhp7t+/r4wZM0YpW7aski9fPsXIyEgpU6aMMnLkSCUuLu6Nsb1Moyj/sRlsQgjxGlu3bqVFixYcPHgw08vXfqpatGjxTpc+FeJlz58/p0iRIjRt2lRnTo8QQnzMZA6QEOKjsnjxYhwdHdNd4OFT9vjxY637V69eZefOnXh5eeVMQOKTt2XLFv755x/8/f1zOhQhhHinZA6QEOKjsHbtWs6dO8eOHTuYNWvWe12567/I0dGRgIAAHB0duXHjBvPnz8fAwCDDpXKFyK4TJ05w7tw5xo8fT8WKFfH09MzpkIQQ4p2SIXBCiI+CRqPB1NSUdu3asWDBAvLkyV3f33Tp0oUDBw7w119/YWhoSM2aNZk0aRKVKlXK6dDEJyYgIIAff/yRChUqEBoa+lY/UiuEEP9FkgAJIYQQQgghcg2ZAySEEEIIIYTINSQBEkIIIYQQQuQauWsQvRDio5aamsqff/6JmZlZrlsEQQghhHgbiqLw4MEDihQpgp5e7u4DkQRICPHR+PPPP7Gzs8vpMIQQQoiP1s2bNylWrFhOh5GjJAESQnw0zMzMgBdv3ubm5jkcjRBCCPHxSExMxM7OTv1fmptJAiSE+GikDXszNzeXBEgIIYTIBhlCLosgCCGEEEIIIXIRSYCEEEIIIYQQuYYkQEIIIYQQQohcQxIgIYQQQgghRK4hCZAQQgghhBAi15AESAghhBBCCJFrSAIkhBBCCCGEyDUkARJCCCGEEELkGpIACSGEEEIIIXINSYCEEEIIIYQQuYYkQEIIIYQQQohcQxIgIYQQQgghRK4hCZAQQgghhBAi15AESAghhBBCCJFrSAIkhBBCCCGEyDUkARJCCCGEEELkGpIACSGEEEIIIXINSYCEEEIIIYQQuYYkQEIIIYQQQohcQxIgIYQQQgghRK4hCZAQQgghhBAi15AESAghhBBCCJFrSAIkhBBCCCGEyDUkARJCCCGEEELkGpIACSGEEEIIIXINSYCEEEIIIYQQuYYkQEIIIYQQQohcQxIgIYQQQgghRK4hCZAQQgghhBAi15AESAghhBBCCJFrSAIkhBBCCCGEyDUkARJCCCGEEELkGpIACSGEEEIIIXINSYCEEEIIIYQQuYYkQEIIIYQQQohcQxIgIYQQQgghRK4hCZAQQgghhBAi15AESAghhBBCCJFrSAIkhBBCCCGEyDXy5HQAQgiRVWXG7kbPMF9OhyHeUsyUxjkdghBCiFxIeoCEEEIIIYQQuYYkQOKjEhoaiqWlZabrOzg48P3337/zOMaNG0eFChXU+wEBAbRo0UK97+XlxaBBg975cf/LNBoNW7ZsyekwhBBCCCFeSxKgT9xff/3FwIEDcXZ2xsjIiMKFC1O7dm3mz5/Po0ePcjq8LGvXrh1Xrlx5b+03bdoUX1/fdLcdOnQIjUbDuXPnCAoKYt++fe8tjg/tp59+okaNGlhYWGBmZkbp0qVzXQInhBBCiNxB5gB9wv744w9q166NpaUlkyZNomzZshgaGnL+/HkWLVpE0aJFadasWbr7Pnv2jLx5837giN/M2NgYY2Pj99Z+t27daN26Nbdu3aJYsWJa20JCQqhSpQrlypUDwNTU9L3F8SHt27ePdu3aMXHiRJo1a4ZGoyEqKopff/01p0MTQgghhHjnpAfoE9a3b1/y5MnD6dOnadu2Le7u7jg6OtK8eXN27NhB06ZN1boajYb58+fTrFkzTExMmDhxIgBbt26lUqVKGBkZ4ejoSHBwMM+fP1f3i4+Pp3v37lhbW2Nubk7dunWJjIxUt6cNFVu5ciUODg5YWFjQvn17Hjx4AMD27duxtLQkJSUFgIiICDQaDSNGjFDb6N69O19++SWQ/hC4n3/+mapVq2JkZETBggVp2bKl1vZHjx7RtWtXzMzMKF68OIsWLcrwmjVp0gRra2tCQ0O1ypOSktiwYQPdunXTOq/MWrlyJVWqVMHMzAwbGxs6duzInTt3tOps27YNFxcXjIyM8Pb2Zvny5Wg0GuLj49U6hw8fxsPDA2NjY+zs7BgwYAAPHz7MdBzp+fnnn6lduzZfffUVbm5uuLq60qJFC3744QetevPnz8fJyQkDAwPc3NxYuXKlTlt3796lZcuW5MuXDxcXF7Zt26a1PTw8nGrVqmFoaIitrS0jRozQej4JIYQQQrxvkgB9ou7du8eePXvo168fJiYm6dbRaDRa98eNG0fLli05f/48Xbt25dChQ/j7+zNw4ECioqJYuHAhoaGhanIE8MUXX3Dnzh1++eUXfvvtNypVqkS9evX4999/1TrR0dFs2bKF7du3s337dsLDw5kyZQoAHh4ePHjwgLNnzwIvPiAXLFiQsLAwdf/w8HC8vLzSPYcdO3bQsmVLGjVqxNmzZ9m3bx/VqlXTqjN9+nSqVKnC2bNn6du3L3369OHy5cvptpcnTx78/f0JDQ1FURS1fMOGDaSkpNChQ4d093uTZ8+eMX78eCIjI9myZQsxMTEEBASo269fv06bNm1o0aIFkZGR9OrVi1GjRmm1ER0dja+vL61bt+bcuXOsW7eOw4cPExgYmK2Y0tjY2HDhwgV+//33DOv89NNPDBw4kKFDh/L777/Tq1cvunTpwoEDB7TqBQcH07ZtW86dO0ejRo3w8/NTnwu3b9+mUaNGVK1alcjISObPn8/SpUuZMGFChsdNTk4mMTFR6yaEEEII8TYkAfpEXbt2DUVRcHNz0yovWLAgpqammJqaMnz4cK1tHTt2pEuXLjg6OlK8eHGCg4MZMWIEnTt3xtHRkQYNGjB+/HgWLlwIvOiNOHnyJBs2bKBKlSq4uLgwbdo0LC0t2bhxo9puamoqoaGhlClTBg8PDzp16qTOn7GwsKBChQpqwhMWFsbgwYM5e/YsSUlJ3L59m2vXruHp6ZnueU6cOJH27dsTHByMu7s75cuXZ+TIkVp1GjVqRN++fXF2dmb48OEULFhQ54P7y7p27Up0dDTh4eFqWUhICK1bt8bCwuINVz7jNhs2bIijoyM1atRg9uzZ/PLLLyQlJQGwcOFC3Nzc+O6773Bzc6N9+/ZaCRLA5MmT8fPzY9CgQbi4uFCrVi1mz57NihUrePLkSbbiAujfvz9Vq1albNmyODg40L59e5YtW0ZycrJaZ9q0aQQEBNC3b19cXV0ZMmQIrVq1Ytq0aVptBQQE0KFDB5ydnZk0aRJJSUmcPHkSgHnz5mFnZ8fcuXMpWbIkLVq0IDg4mOnTp5OamppubJMnT8bCwkK92dnZZfs8hRBCCCFAEqBc5+TJk0RERFC6dGmtD7gAVapU0bofGRnJN998oyZMpqam9OjRg7i4OB49ekRkZCRJSUlYWVlp1bl+/TrR0dFqOw4ODpiZman3bW1ttYZ/eXp6EhYWhqIoHDp0iFatWuHu7s7hw4cJDw+nSJEiuLi4pHs+ERER1KtX77XnnDZnB170etnY2OgMP3tZyZIlqVWrFsuWLQNeJJOHDh1Sh79lx2+//UbTpk0pXrw4ZmZmakIXGxsLwOXLl6latarWPq/2ZEVGRhIaGqp1rX18fEhNTeX69es6x4yNjdWqO2nSpHRjMzExYceOHVy7do2vv/4aU1NThg4dSrVq1dSFMi5evEjt2rW19qtduzYXL17UKnv5WpuYmGBubq5e64sXL1KzZk2tnsfatWuTlJTErVu30o1t5MiRJCQkqLebN2+mW08IIYQQIrNkEYRPlLOzMxqNRmeol6OjI0C6Cwm8OlQuKSmJ4OBgWrVqpVPXyMiIpKQkbG1ttYarpXl5ns6riyloNBqtb/y9vLxYtmwZkZGR5M2bl5IlS+Ll5UVYWBj379/PsPcno/N41ZuOn55u3brRv39/fvjhB0JCQnBycnptHK/z8OFDfHx88PHxYdWqVVhbWxMbG4uPjw9Pnz7NdDtJSUn06tWLAQMG6GwrXry4TlmRIkWIiIhQ7xcoUOC17Ts5OeHk5ET37t0ZNWoUrq6urFu3ji5dumQ6xuxc69cxNDTE0NAw2/sLIYQQQrxKEqBPlJWVFQ0aNGDu3Ln0798/w3lAr1OpUiUuX76Ms7Nzhtv/+usv8uTJg4ODQ7ZjTZsHNHPmTDXJ8PLyYsqUKdy/f5+hQ4dmuG+5cuXYt29flj6kZ0bbtm0ZOHAgq1evZsWKFfTp00dnzlRmXbp0iXv37jFlyhR1CNfp06e16ri5ubFz506tslOnTmndr1SpElFRURk+Hq/KkydPpuu+ysHBgXz58qkLLLi7u3PkyBE6d+6s1jly5AilSpXKdJvu7u5s2rQJRVHUa3nkyBHMzMx0VtwTQgghhHhfZAjcJ2zevHk8f/6cKlWqsG7dOi5evMjly5f58ccfuXTpEvr6+q/df8yYMaxYsYLg4GAuXLjAxYsXWbt2LV9//TUA9evXp2bNmrRo0YI9e/YQExPD0aNHGTVqlM4H/NfJnz8/5cqVY9WqVepiB3Xq1OHMmTNcuXLltT0vY8eOZc2aNYwdO5aLFy9y/vx5pk6dmuljZ8TU1JR27doxcuRI4uLidObjZEXx4sUxMDBgzpw5/PHHH2zbto3x48dr1enVqxeXLl1i+PDhXLlyhfXr16sr0aUlC8OHD+fo0aMEBgYSERHB1atX2bp161svgjBu3DiGDRtGWFgY169f5+zZs3Tt2pVnz57RoEEDAL766itCQ0OZP38+V69eZcaMGWzevJmgoKBMH6dv377cvHmT/v37c+nSJbZu3crYsWMZMmQIenryViSEEEKID0M+dXzCnJycOHv2LPXr12fkyJGUL1+eKlWqMGfOHIKCgnQ+hL/Kx8eH7du3s2fPHqpWrUqNGjWYOXMm9vb2wIsP5jt37qROnTp06dIFV1dX2rdvz40bNyhcuHCWYvX09CQlJUVNgAoUKECpUqWwsbHRWcjhZV5eXmzYsIFt27ZRoUIF6tatq066f1vdunXj/v37+Pj4UKRIkWy3k7as9oYNGyhVqhRTpkzRWTygRIkSbNy4kc2bN1OuXDnmz5+vrgKXNgSsXLlyhIeHc+XKFTw8PKhYsSJjxox5q9jgxbX/448/8Pf3p2TJkjRs2JC//vqLPXv2qNe+RYsWzJo1i2nTplG6dGkWLlxISEhIhqvzpado0aLs3LmTkydPUr58eXr37k23bt3UhFoIIYQQ4kPQKC+v9SuE+M+YOHEiCxYskIn/L0lMTHyxGtyg9egZ5svpcMRbipnSOKdDEEKIXCPtf2hCQgLm5uY5HU6OkjlAQvxHzJs3j6pVq2JlZcWRI0f47rvv3np426fq92CfXP/mLYQQQojskQRIiP+Iq1evMmHCBP7991+KFy/O0KFDdX7TSAghhBBCvB0ZAieE+GhI970QQgiRPfI/9P9ID5AQ4qNTZuxumQMkPikyH0oIIT4cWQVOCCGEEEIIkWtIAiSEyLKYmBg0Gg0REREZ1gkLC0Oj0RAfH//B4hJCCCGEeBNJgMQnx8vLi0GDBumUh4aGYmlp+cHjyay0pCK92/Hjx9/JMTK6Nq+6fv06HTt2pEiRIhgZGVGsWDGaN2/OpUuXALCzsyMuLo4yZcq8k7iEEEIIIT4UmQMkxAeWkpKCRqNBTy/97x/27t1L6dKltcqsrKw+RGgAPHv2jAYNGuDm5sbmzZuxtbXl1q1b/PLLL2pvjr6+PjY2Nh8sJiGEEEKId0V6gESuFRAQQIsWLQgODsba2hpzc3N69+7N06dP1TpeXl4EBgYSGBiIhYUFBQsWZPTo0by8eGJycjJBQUEULVoUExMTqlevTlhYmLo9redp27ZtlCpVCkNDQ2JjYzOMy8rKChsbG61b3rx5AYiOjqZ58+YULlwYU1NTqlatyt69e7X2nzdvHi4uLhgZGVG4cGHatGmjnm94eDizZs1Se5ZiYmJ0jn/hwgWio6OZN28eNWrUwN7entq1azNhwgRq1KgBpD8EbufOnbi6umJsbIy3t3e6bR8+fBgPDw+MjY2xs7NjwIABPHz4MMNrIYQQQgjxrkkCJHK1ffv2cfHiRcLCwlizZg2bN28mODhYq87y5cvJkycPJ0+eZNasWcyYMYMlS5ao2wMDAzl27Bhr167l3LlzfPHFF/j6+nL16lW1zqNHj5g6dSpLlizhwoULFCpUKFvxJiUl0ahRI/bt28fZs2fx9fWladOmakJ1+vRpBgwYwDfffMPly5fZtWsXderUAWDWrFnUrFmTHj16EBcXR1xcHHZ2djrHsLa2Rk9Pj40bN5KSkpKpuG7evEmrVq1o2rQpERERdO/enREjRmjViY6OxtfXl9atW3Pu3DnWrVvH4cOHX/tjr8nJySQmJmrdhBBCCCHehgyBE7magYEBy5YtI1++fJQuXZpvvvmGr776ivHjx6tD1Ozs7Jg5cyYajQY3NzfOnz/PzJkz6dGjB7GxsYSEhBAbG0uRIkUACAoKYteuXYSEhDBp0iTgxbCyefPmUb58+TfGVKtWLZ3hcUlJSQCUL19eq43x48fz008/sW3bNgIDA4mNjcXExIQmTZpgZmaGvb09FStWBMDCwgIDAwPy5cv32uFrRYsWZfbs2QwbNozg4GCqVKmCt7c3fn5+ODo6prvP/PnzcXJyYvr06QDqdZo6dapaZ/Lkyfj5+alzkFxcXJg9ezaenp7Mnz8fIyMjnXYnT56sk5AKIYQQQrwN6QESuVr58uXJl+//fk+mZs2aJCUlcfPmTbWsRo0aaDQarTpXr14lJSWF8+fPk5KSgqurK6ampuotPDyc6OhodR8DAwPKlSuXqZjWrVtHRESE1i1NUlISQUFBuLu7Y2lpiampKRcvXlR7gBo0aIC9vT2Ojo506tSJVatW8ejRoyxfl379+vHXX3+xatUqatasyYYNGyhdujS//vpruvUvXrxI9erVtcpq1qypdT8yMpLQ0FCt6+Tj40NqairXr19Pt92RI0eSkJCg3l5+XIQQQgghskN6gMQnx9zcnISEBJ3y+Ph4LCws3umxkpKS0NfX57fffkNfX19rm6mpqfq3sbGxVhL1OnZ2djg7O6e7LSgoiF9//ZVp06bh7OyMsbExbdq0UectmZmZcebMGcLCwtizZw9jxoxh3LhxnDp1Kssr4JmZmdG0aVOaNm3KhAkT8PHxYcKECTRo0CBL7aRJSkqiV69eDBgwQGdb8eLF093H0NAQQ0PDbB1PCCGEECI9kgCJT46bmxt79uzRKT9z5gyurq5aZZGRkTx+/BhjY2MAjh8/jqmpqdbcmBMnTmjtc/z4cVxcXNDX16dixYqkpKRw584dPDw83sPZaDty5AgBAQG0bNkSeJFUvLrYQJ48eahfvz7169dn7NixWFpasn//flq1aoWBgUGm5/W8TKPRULJkSY4ePZrudnd3d7Zt26ZV9urS3ZUqVSIqKirD5E4IIYQQ4kOQIXDik9OnTx+uXLnCgAEDOHfuHJcvX2bGjBmsWbOGoUOHatV9+vQp3bp1Iyoqip07dzJ27FgCAwO15uDExsYyZMgQLl++zJo1a5gzZw4DBw4EwNXVFT8/P/z9/dm8eTPXr1/n5MmTTJ48mR07dmQr/nv37vHXX39p3Z48eQK8mDezefNmIiIiiIyMpGPHjqSmpqr7bt++ndmzZxMREcGNGzdYsWIFqampuLm5AeDg4MCJEyeIiYnh7t27WvumiYiIoHnz5mzcuJGoqCiuXbvG0qVLWbZsGc2bN0835t69e3P16lW++uorLl++zOrVqwkNDdWqM3z4cI4ePUpgYCARERFcvXqVrVu3vnYRBCGEEEKId016gMQnx9HRkYMHDzJq1Cjq16/P06dPKVmyJBs2bMDX11erbr169XBxcaFOnTokJyfToUMHxo0bp1XH39+fx48fU61aNfT19Rk4cCA9e/ZUt4eEhDBhwgSGDh3K7du3KViwIDVq1KBJkybZir9+/fo6ZWvWrKF9+/bMmDGDrl27UqtWLQoWLMjw4cO1VkaztLRk8+bNjBs3jidPnuDi4sKaNWvU3xUKCgqic+fOlCpVisePH3P9+nUcHBy0jlWsWDEcHBwIDg5Wl7tOuz948OB0Yy5evDibNm1i8ODBzJkzh2rVqjFp0iS6du2q1ilXrhzh4eGMGjUKDw8PFEXBycmJdu3aZes6CSGEEEJkh0Z5+QdNhMhFAgICiI+PZ8uWLRnW8fLyokKFCnz//fcfLC6RscTERCwsLLAbtB49w3xv3kGIj0TMlMY5HYIQ4hOX9j80ISEBc3PznA4nR0kPkBDio/N7sE+uf/MWQgghRPbIHCAhhBBCCCFEriFD4IQQHw3pvhdCCCGyR/6H/h/pARJCCCGEEELkGjIHSAjx0SkzdrcsgiA+ebIwghBCvB/SAySEEEIIIYTINSQBEuITFBoaiqWlZU6HIYQQQgjxnyMJkPhoBAQE0KJFi5wOI8sCAgLQaDT07t1bZ1u/fv3QaDQEBAR8+MAyQaPR6PxO0rhx46hQoUKOxCOEEEII8bYkARLiHXn69GmG2+zs7Fi7di2PHz9Wy548ecLq1aspXrz4hwhPCCGEEEIgCZD4hISHh1OtWjUMDQ2xtbVlxIgRPH/+HIDt27djaWlJSkoKABEREWg0GkaMGKHu3717d7788kv1/uHDh/Hw8MDY2Bg7OzsGDBjAw4cP1e0ODg6MHz8ef39/zM3N6dmzZ4axVapUCTs7OzZv3qyWbd68meLFi1OxYkWturt27eKzzz7D0tISKysrmjRpQnR0tLo9JiYGjUbD5s2b8fb2Jl++fJQvX55jx47pHHf37t24u7tjamqKr68vcXFx6rZTp07RoEEDChYsiIWFBZ6enpw5c0br/ABatmyJRqPBwcGB0NBQgoODiYyMRKPRoNFoCA0NBWDGjBmULVsWExMT7Ozs6Nu3L0lJSWp7acPyXheTEEIIIcT7JgmQ+CTcvn2bRo0aUbVqVSIjI5k/fz5Lly5lwoQJAHh4ePDgwQPOnj0LvEiWChYsSFhYmNpGeHg4Xl5eAERHR+Pr60vr1q05d+4c69at4/DhwwQGBmodd9q0aZQvX56zZ88yevTo18bYtWtXQkJC1PvLli2jS5cuOvUePnzIkCFDOH36NPv27UNPT4+WLVuSmpqqVW/UqFEEBQURERGBq6srHTp0UBM+gEePHjFt2jRWrlzJwYMHiY2NJSgoSN3+4MEDOnfuzOHDhzl+/DguLi40atSIBw8eAC8SJICQkBDi4uI4deoU7dq1Y+jQoZQuXZq4uDji4uJo164dAHp6esyePZsLFy6wfPly9u/fz7Bhw7RiflNMr0pOTiYxMVHrJoQQQgjxNmQZbPFJmDdvHnZ2dsydOxeNRkPJkiX5888/GT58OGPGjMHCwoIKFSoQFhZGlSpVCAsLY/DgwQQHB5OUlERCQgLXrl3D09MTgMmTJ+Pn58egQYMAcHFxYfbs2Xh6ejJ//nyMjIwAqFu3LkOHDs1UjF9++SUjR47kxo0bABw5coS1a9dqJWEArVu31rq/bNkyrK2tiYqKokyZMmp5UFAQjRu/WCY3ODiY0qVLc+3aNUqWLAnAs2fPWLBgAU5OTgAEBgbyzTffqPvXrVtX6ziLFi3C0tKS8PBwmjRpgrW1NQCWlpbY2Nio9UxNTcmTJ49WGaBeK3jRezRhwgR69+7NvHnz1PI3xfSqyZMnExwcnOF2IYQQQoiskh4g8Um4ePEiNWvWRKPRqGW1a9cmKSmJW7duAeDp6UlYWBiKonDo0CFatWqFu7s7hw8fJjw8nCJFiuDi4gJAZGQkoaGhmJqaqjcfHx9SU1O5fv26eowqVapkOkZra2saN25MaGgoISEhNG7cmIIFC+rUu3r1Kh06dMDR0RFzc3N1KFpsbKxWvXLlyql/29raAnDnzh21LF++fGqikVbn5e1///03PXr0wMXFBQsLC8zNzUlKStI5Tmbt3buXevXqUbRoUczMzOjUqRP37t3j0aNHmY7pVSNHjiQhIUG93bx5M1uxCSGEEEKkkR4gkWt4eXmxbNkyIiMjyZs3LyVLlsTLy4uwsDDu37+v9v4AJCUl0atXLwYMGKDTzsuLFpiYmGQphq5du6rD6H744Yd06zRt2hR7e3sWL15MkSJFSE1NpUyZMjqLLOTNm1f9Oy3xe3mY3Mvb0+ooiqLe79y5M/fu3WPWrFnY29tjaGhIzZo1X7uYQ0ZiYmJo0qQJffr0YeLEiRQoUIDDhw/TrVs3nj59Sr58+TIV06sMDQ0xNDTMcjxCCCGEEBmRBEh8Etzd3dm0aROKoqjJwJEjRzAzM6NYsWLA/80DmjlzpprseHl5MWXKFO7fv681lK1SpUpERUXh7Oz8TuP09fXl6dOnaDQafHx8dLbfu3ePy5cvs3jxYjw8PIAXizG8D0eOHGHevHk0atQIgJs3b3L37l2tOnnz5lUXjkhjYGCgU/bbb7+RmprK9OnT0dN70bG8fv369xK3EEIIIcTbkCFw4qOSkJBARESE1u3mzZv07duXmzdv0r9/fy5dusTWrVsZO3YsQ4YMUT+Q58+fn3LlyrFq1Sp1sYM6depw5swZrly5otUDNHz4cI4ePUpgYCARERFcvXqVrVu36iyCkFX6+vpcvHiRqKgo9PX1dbbnz58fKysrFi1axLVr19i/fz9Dhgx5q2NmxMXFhZUrV3Lx4kVOnDiBn58fxsbGWnUcHBzYt28ff/31F/fv31fLrl+/TkREBHfv3iU5ORlnZ2eePXvGnDlz+OOPP1i5ciULFix4L3ELIYQQQrwNSYDERyUsLIyKFStq3YKDgylatCg7d+7k5MmTlC9fnt69e9OtWze+/vprrf09PT1JSUlRE6ACBQpQqlQpbGxscHNzU+uVK1eO8PBwrly5goeHBxUrVmTMmDEUKVLkrc/B3Nwcc3PzdLfp6emxdu1afvvtN8qUKcPgwYP57rvv3vqY6Vm6dCn379+nUqVKdOrUiQEDBlCoUCGtOtOnT+fXX3/Fzs5OXa67devW+Pr64u3tjbW1NWvWrKF8+fLMmDGDqVOnUqZMGVatWsXkyZPfS9xCCCGEEG9Do7xuAL4QQvyHJCYmYmFhgd2g9egZ5svpcIR4r2KmNM7pEIQQn5C0/6EJCQkZfhGbW8gcICHER+f3YJ9c/+YthBBCiOyRIXBCCCGEEEKIXEMSICGEEEIIIUSuIUPghBAfnTJjd8scICHSIfOGhBDizaQHSAghhBBCCJFrSAIkhBBCCCGEyDUkARKfpJiYGDQaDRERERnWCQsLQ6PREB8f/8HiSs+4ceOoUKFCtvYNCAigRYsW7zSe9yU0NBRLS8ucDkMIIYQQuZwkQOKdCwgIQKPRqDcrKyt8fX05d+7cB4vBzs6OuLg4ypQp88GOmZE3JWNBQUHs27dPvZ9eUpOZhC67vLy80Gg0rF27Vqv8+++/x8HB4Z0fTwghhBAiJ0kCJN4LX19f4uLiiIuLY9++feTJk4cmTZp8sOPr6+tjY2NDnjz//XU+TE1NsbKyytEYjIyM+Prrr3n27FmOxiGEEEII8b5JAiTeC0NDQ2xsbLCxsaFChQqMGDGCmzdv8s8//6h1hg8fjqurK/ny5cPR0ZHRo0erH8BjYmLQ09Pj9OnTWu1+//332Nvbk5qayv379/Hz88Pa2hpjY2NcXFwICQlR93+1x2Tnzp24urpibGyMt7c3MTExOnEfPnwYDw8PjI2NsbOzY8CAATx8+PDdX6CXvDwEbty4cSxfvpytW7eqPWhhYWGUKFECgIoVK6LRaPDy8kq3rdTUVCZPnkyJEiUwNjamfPnybNy48Y0xdOjQgfj4eBYvXvzaelu3bqVSpUoYGRnh6OhIcHAwz58/V7fHx8fTq1cvChcujJGREWXKlGH79u3ptvXPP/9QpUoVWrZsSXJycrp1kpOTSUxM1LoJIYQQQryN//7X4+Kjl5SUxI8//oizs7NWT4eZmRmhoaEUKVKE8+fP06NHD8zMzBg2bBgODg7Ur1+fkJAQqlSpou4TEhJCQEAAenp6jB49mqioKH755RcKFizItWvXePz4cbox3Lx5k1atWtGvXz969uzJ6dOnGTp0qFad6OhofH19mTBhAsuWLeOff/4hMDCQwMBANbF634KCgrh48SKJiYnqMQsUKMDJkyepVq0ae/fupXTp0hgYGKS7/+TJk/nxxx9ZsGABLi4uHDx4kC+//BJra2s8PT0zPK65uTmjRo3im2++oXPnzpiYmOjUOXToEP7+/syePRsPDw+io6Pp2bMnAGPHjiU1NZWGDRvy4MEDfvzxR5ycnIiKikJfX1+nrZs3b9KgQQNq1KjB0qVL062Tdj7BwcFvvG5CCCGEEJklCZB4L7Zv346pqSkADx8+xNbWlu3bt6On93+djl9//bX6t4ODA0FBQaxdu5Zhw4YB0L17d3r37s2MGTMwNDTkzJkznD9/nq1btwIQGxtLxYoV1QTpdfNV5s+fj5OTE9OnTwfAzc2N8+fPM3XqVLXO5MmT8fPzY9CgQQC4uLgwe/ZsPD09mT9/PkZGRm9/Yd7A1NQUY2NjkpOTsbGxUcutra0BsLKy0ip/WXJyMpMmTWLv3r3UrFkTAEdHRw4fPszChQtfmwAB9O3bl1mzZjFjxgxGjx6tsz04OJgRI0bQuXNnte3x48czbNgwxo4dy969ezl58iQXL17E1dVVrfOqy5cv06BBA1q2bMn333+PRqPJMKaRI0cyZMgQ9X5iYiJ2dnavPQ8hhBBCiNeRIXDivfD29iYiIoKIiAhOnjyJj48PDRs25MaNG2qddevWUbt2bWxsbDA1NeXrr78mNjZW3d6iRQv09fX56aefgBeriHl7e6uJTp8+fVi7di0VKlRg2LBhHD16NMN4Ll68SPXq1bXK0pKENJGRkYSGhmJqaqrefHx8SE1N5fr16zptxsbGatWdNGlSlq/Tu3Tt2jUePXpEgwYNtOJasWIF0dHRb9zf0NCQb775hmnTpnH37l2d7ZGRkXzzzTdabffo0YO4uDgePXpEREQExYoVU5Of9Dx+/BgPDw9atWrFrFmzXpv8pMVkbm6udRNCCCGEeBvSAyTeCxMTE5ydndX7S5YswcLCgsWLFzNhwgSOHTuGn58fwcHB+Pj4YGFhwdq1a9UeGgADAwP8/f0JCQmhVatWrF69mlmzZqnb0xKqnTt38uuvv1KvXj369evHtGnTshVzUlISvXr1YsCAATrbihcvrlNWpEgRrTlGBQoUyNZx35WkpCQAduzYQdGiRbW2GRoaZqqNL7/8kmnTpjFhwgSdHrWkpCSCg4Np1aqVzn5GRkYYGxu/sX1DQ0Pq16/P9u3b+eqrr3TiFEIIIYR43yQBEh+ERqNBT09PnaNz9OhR7O3tGTVqlFrn5d6hNN27d6dMmTLMmzeP58+f63z4tra2pnPnznTu3BkPDw+++uqrdBMgd3d3tm3bplV2/PhxrfuVKlUiKipKK3F7nTx58mS6blYYGBiQkpKiUwbolL+sVKlSGBoaEhsb+8bhbhnR09Nj8uTJtGrVij59+mhtq1SpEpcvX87wnMuVK8etW7e4cuVKhr1Aenp6rFy5ko4dO+Lt7U1YWBhFihTJVqxCCCGEENkhCZB4L5KTk/nrr78AuH//PnPnziUpKYmmTZsCL+bXxMbGsnbtWqpWrcqOHTvUoW4vc3d3p0aNGgwfPpyuXbtq9TKMGTOGypUrU7p0aZKTk9m+fTvu7u7pxtO7d2+mT5/OV199Rffu3fntt98IDQ3VqjN8+HBq1KhBYGAg3bt3x8TEhKioKH799Vfmzp371tfk8uXLOmWlS5fWKXNwcGD37t1cvnwZKysrLCwsKFSoEMbGxuzatYtixYphZGSEhYWF1n5mZmYEBQUxePBgUlNT+eyzz0hISODIkSOYm5urc3fepHHjxlSvXp2FCxdSuHBhtXzMmDE0adKE4sWL06ZNG/T09IiMjOT3339nwoQJeHp6UqdOHVq3bs2MGTNwdnbm0qVLaDQafH191Xb09fVZtWoVHTp0oG7duoSFhWU4r0kIIYQQ4l2TOUDivdi1axe2trbY2tpSvXp1Tp06xYYNG9Tlm5s1a8bgwYMJDAykQoUKHD16NN2J9wDdunXj6dOndO3aVavcwMCAkSNHUq5cOerUqYO+vr7Oj3mmKV68OJs2bWLLli2UL1+eBQsW6MzZKVeuHOHh4Vy5cgUPDw8qVqzImDFj3lkPRfv27alYsaLW7e+//9ap16NHD9zc3KhSpQrW1tYcOXKEPHnyMHv2bBYuXEiRIkVo3rx5uscYP348o0ePZvLkybi7u+Pr68uOHTvUZbQza+rUqTx58kSrzMfHh+3bt7Nnzx6qVq1KjRo1mDlzJvb29mqdTZs2UbVqVTp06ECpUqUYNmxYur1WefLkYc2aNZQuXZq6dety586dLMUnhBBCCJFdGkVRlJwOQojXGT9+PBs2bODcuXM5HYrIYYmJiVhYWGA3aD16hvlyOhwh/nNipjTO6RCEEP9Raf9DExIScv2iQjIETvxnJSUlERMTw9y5c5kwYUJOhyP+Q34P9sn1b95CCCGEyB4ZAif+swIDA6lcuTJeXl46w9+EEEIIIYTIDhkCJ4T4aEj3vRBCCJE98j/0/8gQOCHER6fM2N0yB0iItyBzhYQQuZkMgRNCCCGEEELkGpIAiU+aRqNhy5Ytb9WGl5cXgwYNeifx5LSwsDA0Gg3x8fEAhIaGYmlpmaMxCSGEEEJ8SJIAiY/WX3/9Rf/+/XF0dMTQ0BA7OzuaNm3Kvn37cjq0HHP27Fm++OILChcujJGRES4uLvTo0YMrV66kW79du3YZbsvIp5QQCiGEECL3kQRIfJRiYmKoXLky+/fv57vvvuP8+fPs2rULb29v+vXrl9Ph5Yjt27dTo0YNkpOTWbVqFRcvXuTHH3/EwsIiwx+ZNTY2plChQh84UiGEEEKInCMJkPgo9e3bF41Gw8mTJ2ndujWurq6ULl2aIUOGcPz4ca26d+/epWXLluTLlw8XFxe2bdumtf3333+nYcOGmJqaUrhwYTp16sTdu3czPPa8efNwcXHByMiIwoUL06ZNG3VbamoqkydPpkSJEhgbG1O+fHk2btyobk9JSaFbt27qdjc3N2bNmvXW1+PRo0d06dKFRo0asW3bNurXr0+JEiWoXr0606ZNY+HChenu9+oQuHHjxlGhQgVWrlyJg4MDFhYWtG/fngcPHgAQEBBAeHg4s2bNQqPRoNFoiImJASA8PJxq1aphaGiIra0tI0aM4Pnz52rbXl5eDBgwgGHDhlGgQAFsbGwYN27cW5+7EEIIIURWSAIkPjr//vsvu3btol+/fpiYmOhsf3VOS3BwMG3btuXcuXM0atQIPz8//v33XwDi4+OpW7cuFStW5PTp0+zatYu///6btm3bpnvs06dPM2DAAL755hsuX77Mrl27qFOnjrp98uTJrFixggULFnDhwgUGDx7Ml19+SXh4OPAiQSpWrBgbNmwgKiqKMWPG8L///Y/169e/1TXZvXs3d+/eZdiwYeluz8o8n+joaLZs2cL27dvZvn074eHhTJkyBYBZs2ZRs2ZNevToQVxcHHFxcdjZ2XH79m0aNWpE1apViYyMZP78+SxdulTnB2yXL1+OiYkJJ06c4Ntvv+Wbb77h119/zTCW5ORkEhMTtW5CCCGEEG9DlsEWH51r166hKAolS5bMVP2AgAA6dOgAwKRJk5g9ezYnT57E19eXuXPnUrFiRSZNmqTWX7ZsGXZ2dly5cgVXV1ettmJjYzExMaFJkyaYmZlhb29PxYoVgRcf1idNmsTevXupWbMmAI6Ojhw+fJiFCxfi6elJ3rx5CQ4OVtsrUaIEx44dY/369RkmXZlx9epVgExfk9dJTU0lNDQUMzMzADp16sS+ffuYOHEiFhYWGBgYkC9fPmxsbNR95s2bh52dHXPnzkWj0VCyZEn+/PNPhg8fzpgxY9DTe/FdS7ly5Rg7diwALi4uzJ07l3379tGgQYN0Y5k8ebLW9RJCCCGEeFvSAyQ+Oln97d5y5cqpf5uYmGBubs6dO3cAiIyM5MCBA5iamqq3tCQiOjpap60GDRpgb2+Po6MjnTp1YtWqVTx69Ah4kZg9evSIBg0aaLW3YsUKrbZ++OEHKleujLW1NaampixatIjY2NgM4y9durTaVsOGDd/JNXkdBwcHNfkBsLW1Va9XRi5evEjNmjXRaDRqWe3atUlKSuLWrVtq2cuPRWbaHjlyJAkJCert5s2bWT0dIYQQQggt0gMkPjouLi5oNBouXbqUqfp58+bVuq/RaEhNTQUgKSmJpk2bMnXqVJ39bG1tdcrMzMw4c+YMYWFh7NmzhzFjxjBu3DhOnTpFUlISADt27KBo0aJa+xkaGgKwdu1agoKCmD59OjVr1sTMzIzvvvuOEydOZBj/zp07efbsGfBi0YL0pPVUXbp0Se19yq7XXa+3ldW2DQ0N1WsnhBBCCPEuSAIkPjoFChTAx8eHH374gQEDBujMA4qPj8/0nJdKlSqxadMmHBwcyJMncy+HPHnyUL9+ferXr8/YsWOxtLRk//79NGjQAENDQ2JjY/H09Ex33yNHjlCrVi369u2rlqXX0/Qye3v7N8b0+eefU7BgQb799lt++uknne1ZuSZvYmBgQEpKilaZu7s7mzZtQlEUtRfoyJEjmJmZUaxYsXdyXCGEEEKId0GGwImP0g8//EBKSgrVqlVj06ZNXL16lYsXLzJ79uws9YD069ePf//9lw4dOnDq1Cmio6PZvXs3Xbp00fmQDy+Wmp49ezYRERHcuHGDFStWkJqaipubG2ZmZgQFBTF48GCWL19OdHQ0Z86cYc6cOSxfvhx40Xt1+vRpdu/ezZUrVxg9ejSnTp166+thYmLCkiVL2LFjB82aNWPv3r3ExMRw+vRphg0bRu/evd/6GGkcHBw4ceIEMTEx3L17l9TUVPr27cvNmzfp378/ly5dYuvWrYwdO5YhQ4ao83+EEEIIIf4L5JOJ+Cg5Ojpy5swZvL29GTp0KGXKlKFBgwbs27eP+fPnZ7qdIkWKcOTIEVJSUvj8888pW7YsgwYNwtLSMt0P7paWlmzevJm6devi7u7OggULWLNmDaVLlwZg/PjxjB49msmTJ+Pu7o6vry87duygRIkSAPTq1YtWrVrRrl07qlevzr1797R6g95G8+bNOXr0KHnz5qVjx46ULFmSDh06kJCQoLMa29sICgpCX1+fUqVKYW1tTWxsLEWLFmXnzp2cPHmS8uXL07t3b7p168bXX3/9zo4rhBBCCPEuaJR3OXtaCCHeo8TERCwsLLAbtB49w3w5HY4QH62YKY1zOgQhxAeW9j80ISEBc3PznA4nR8kcICHER+f3YJ9c/+YthBBCiOyRIXBCCCGEEEKIXEMSICGEEEIIIUSuIQmQEEIIIYQQIteQOUBCiI9OmbG7ZREEId4TWSBBCPGpkx4gIYQQQgghRK4hCZDItby8vBg0aFBOh/HJ02g0bNmyBYCYmBg0Gg0REREAhIWFodFoiI+Pz7H4hBBCCJG7SAL0H/DXX38xcOBAnJ2dMTIyonDhwtSuXZv58+fz6NGjnA4vx3l5eaHRaNBoNBgZGVGqVCnmzZuX02Fl2rhx49BoNPj6+ups++6779BoNHh5eX34wN7C6xIXBwcHvv/+e/V+XFwcDRs2/HDBCSGEEEK8hiRAOeyPP/6gYsWK7Nmzh0mTJnH27FmOHTvGsGHD2L59O3v37s1w32fPnn3ASN/s6dOn763tHj16EBcXR1RUFG3btqVfv36sWbMmW229zzgzYmtry4EDB7h165ZW+bJlyyhevPhbt5/eOaWkpJCamvrWbb8tGxsbDA0NczoMIYQQQghAEqAc17dvX/LkycPp06dp27Yt7u7uODo60rx5c3bs2EHTpk3VuhqNhvnz59OsWTNMTEyYOHEiKSkpdOvWjRIlSmBsbIybmxuzZs3SOkZAQAAtWrRg0qRJFC5cGEtLS7755hueP3/OV199RYECBShWrBghISFa+928eZO2bdtiaWlJgQIFaN68OTExMTrtTpw4kSJFiuDm5gbArVu36NChAwUKFMDExIQqVapw4sQJYmJi0NPT4/Tp01rH+f7777G3t3/th/V8+fJhY2ODo6Mj48aNw8XFhW3btgEwfPhwXF1dyZcvH46OjowePVorORw3bhwVKlRgyZIllChRAiMjo3SPsWPHDiwsLFi1atVrHrHsKVSoEJ9//jnLly9Xy44ePcrdu3dp3Fh7wnF6Q/NatGhBQECAet/BwYHx48fj7++Pubk5PXv2JDQ0FEtLS7Zt20apUqUwNDQkNjaWU6dO0aBBAwoWLIiFhQWenp6cOXNGbatr1640adJE63jPnj2jUKFCLF269K3P/eUhcEIIIYQQOU0SoBx079499uzZQ79+/TAxMUm3jkaj0bo/btw4WrZsyfnz5+natSupqakUK1aMDRs2EBUVxZgxY/jf//7H+vXrtfbbv38/f/75JwcPHmTGjBmMHTuWJk2akD9/fk6cOEHv3r3p1auX2kPx7NkzfHx8MDMz49ChQxw5cgRTU1N8fX21ehv27dvH5cuX+fXXX9m+fTtJSUl4enpy+/Zttm3bRmRkJMOGDSM1NRUHBwfq16+vk2iFhIQQEBCAnl7mn47GxsZqHGZmZoSGhhIVFcWsWbNYvHgxM2fO1Kp/7do1Nm3axObNm9X5Jy9bvXo1HTp0YNWqVfj5+WU6jqzo2rUroaGh6v1ly5bh5+eHgYFBttqbNm0a5cuX5+zZs4wePRqAR48eMXXqVJYsWcKFCxcoVKgQDx48oHPnzhw+fJjjx4/j4uJCo0aNePDgAQDdu3dn165dxMXFqW1v376dR48e0a5du+yf8DuQnJxMYmKi1k0IIYQQ4m3IMtg56Nq1ayiKovacpClYsCBPnjwBoF+/fkydOlXd1rFjR7p06aJVPzg4WP27RIkSHDt2jPXr19O2bVu1vECBAsyePRs9PT3c3Nz49ttvefToEf/73/8AGDlyJFOmTOHw4cO0b9+edevWkZqaypIlS9QkLCQkBEtLS8LCwvj8888BMDExYcmSJeqH+EWLFvHPP/9w6tQpChQoAICzs7MaR/fu3enduzczZszA0NCQM2fOcP78ebZu3Zqpa5aSksKaNWs4d+4cPXv2BODrr79Wtzs4OBAUFMTatWsZNmyYWv706VNWrFiBtbW1Tps//PADo0aN4ueff8bT0zNTcWRHkyZN6N27NwcPHqRy5cqsX7+ew4cPs2zZsmy1V7duXYYOHareP3ToEM+ePWPevHmUL19eq97LFi1ahKWlJeHh4TRp0oRatWrh5ubGypUr1WsWEhLCF198gamp6WtjKFasmE7Zu5y3NnnyZK3ntxBCCCHE25IeoP+gkydPEhERQenSpUlOTtbaVqVKFZ36P/zwA5UrV8ba2hpTU1MWLVpEbGysVp3SpUtr9bAULlyYsmXLqvf19fWxsrLizp07AERGRnLt2jXMzMwwNTXF1NSUAgUK8OTJE6Kjo9X9ypYtq9WDERERQcWKFdXk51UtWrRAX1+fn376CYDQ0FC8vb1xcHB47TWZN28epqamGBsb06NHDwYPHkyfPn0AWLduHbVr18bGxgZTU1O+/vprnfO3t7dPN/nZuHEjgwcP5tdff31j8lO6dGn1WmRnUn/evHn58ssvCQkJYcOGDbi6ulKuXLkst5MmveeCgYGBTpt///03PXr0wMXFBQsLC8zNzUlKStK6Rt27d1d75v7++29++eUXunbt+sYYDh06REREhNatSJEi2T6nV40cOZKEhAT1dvPmzXfWthBCCCFyJ+kBykHOzs5oNBouX76sVe7o6Ai8GOb1qleHyq1du5agoCCmT59OzZo1MTMz47vvvuPEiRNa9fLmzat1X6PRpFuWNg8nKSmJypUrpzsf5uVE4tV40ov5ZQYGBvj7+xMSEkKrVq1YvXq1zpyl9Pj5+TFq1CiMjY2xtbVVk7ljx47h5+dHcHAwPj4+WFhYsHbtWqZPn661f0ZDDCtWrMiZM2dYtmwZVapU0Rly+LKdO3eqc4vedJ4Z6dq1K9WrV+f333/PMMHQ09NDURStsvQWvEjvnIyNjXXOoXPnzty7d49Zs2Zhb2+PoaEhNWvW1BrK6O/vz4gRIzh27BhHjx6lRIkSeHh4vPF8SpQogaWlpVZZnjzv7m3F0NBQFlAQQgghxDslCVAOsrKyokGDBsydO5f+/ftn+CH9dY4cOUKtWrXo27evWvZyD012VapUiXXr1lGoUCHMzc0zvV+5cuVYsmQJ//77b4a9QN27d6dMmTLMmzeP58+f06pVqze2a2FhoTWULs3Ro0ext7dn1KhRatmNGzcyHa+TkxPTp0/Hy8sLfX195s6dm2Fde3v7TLebkdKlS1O6dGnOnTtHx44d061jbW2tNR8nJSWF33//HW9v72wd88iRI8ybN49GjRoBLxa3uHv3rlYdKysrWrRoQUhICMeOHdMZZimEEEII8amQIXA5LC0JqFKlCuvWrePixYtcvnyZH3/8kUuXLqGvr//a/V1cXDh9+jS7d+/mypUrjB49mlOnTr11XH5+fhQsWJDmzZtz6NAhrl+/TlhYGAMGDNBZyvllHTp0wMbGhhYtWnDkyBH++OMPNm3axLFjx9Q67u7u1KhRg+HDh9OhQ4ds96bAi/OPjY1l7dq1REdHM3v2bHV4XWa5urpy4MABNm3a9EF+GHX//v3ExcXp9JykqVu3Ljt27GDHjh1cunSJPn36vNUPhbq4uLBy5UouXrzIiRMn8PPzS/ead+/eneXLl3Px4kU6d+6c7eMJIYQQQvyXSQKUw5ycnDh79iz169dn5MiRlC9fnipVqjBnzhyCgoIYP378a/fv1asXrVq1ol27dlSvXp179+5p9QZlV758+Th48CDFixenVatWuLu7061bN548efLaHiEDAwP27NlDoUKFaNSoEWXLlmXKlCk6iVy3bt14+vRppuaZvE6zZs0YPHgwgYGBVKhQgaNHj6oromWFm5sb+/fvZ82aNVoLC7wPJiYmGSY/8GKYXOfOnfH398fT0xNHR8ds9/4ALF26lPv371OpUiU6derEgAEDKFSokE69+vXrY2tri4+PzzudxyOEEEII8V+iUV6dbCDEBzB+/Hg2bNjAuXPncjoU8f8lJSVRtGhRdX7Wf1FiYiIWFhbYDVqPnmG+nA5HiE9SzJTGb64khPjopP0PTUhIyNL0hk+RzAESH1RSUhIxMTHMnTuXCRMm5HQ4AkhNTeXu3btMnz4dS0tLmjVrltMhvdHvwT65/s1bCCGEENkjQ+DEBxUYGEjlypXx8vJ66+Fv4t2IjY2lcOHCrF69mmXLlr3TVdyEEEIIIf5rZAicEOKjId33QgghRPbI/9D/I1/1CiE+OmXG7pY5QEL8x8lcIiHEf5UMgRNCCCGEEELkGpIACSGyRaPRsGXLlgy3x8TEoNFoiIiI+GAxCSGEEEK8iSRA4qPn5eWV7g+YhoaGvvb3dnKara0tU6ZM0SobMWIEGo2GsLAwrXIvLy86der01scMCAigRYsWb6z3zz//0KdPH4oXL46hoSE2Njb4+Phw5MgRtU5cXBwNGzZ865iEEEIIIT4kSYCEeM9SUlJITU3VKffy8tJJdA4cOICdnZ1W+ZMnTzh+/Dh169Z9z5H+n9atW3P27FmWL1/OlStX2LZtG15eXty7d0+tY2Njg6Gh4QeLSQghhBDiXZAESOQaab0fwcHBWFtbY25uTu/evXn69Klax8vLi8DAQAIDA7GwsKBgwYKMHj2alxdLTE5OJigoiKJFi2JiYkL16tW1Epa0nqdt27ZRqlQpDA0NiY2N1YnH29ubI0eO8Pz5cwAePHjA2bNnGT58uFZ7x44dIzk5GW9vbwB+//13GjZsiKmpKYULF6ZTp07cvXtXrb9x40bKli2LsbExVlZW1K9fn4cPHzJu3DiWL1/O1q1b0Wg06fY0AcTHx3Po0CGmTp2Kt7c39vb2VKtWjZEjR2r9RtCrQ+BOnjxJxYoVMTIyokqVKpw9e1an7TfFLoQQQgjxvkkCJHKVffv2cfHiRcLCwlizZg2bN28mODhYq87y5cvJkycPJ0+eZNasWcyYMYMlS5ao2wMDAzl27Bhr167l3LlzfPHFF/j6+nL16lW1zqNHj5g6dSpLlizhwoULFCpUSCcWb29vkpKSOHXqFACHDh3C1dWV1q1bc+LECZ48eQK86BVycHDAwcGB+Ph46tatS8WKFTl9+jS7du3i77//pm3btsCLYWkdOnSga9eu6nm2atUKRVEICgqibdu2+Pr6EhcXR1xcHLVq1dKJy9TUFFNTU7Zs2UJycnKmrmtSUhJNmjShVKlS/Pbbb4wbN46goCCtOm+KPT3JyckkJiZq3YQQQggh3oYsgy1yFQMDA5YtW0a+fPkoXbo033zzDV999RXjx49HT+/F9wF2dnbMnDkTjUaDm5sb58+fZ+bMmfTo0YPY2FhCQkKIjY2lSJEiAAQFBbFr1y5CQkKYNGkSAM+ePWPevHmUL18+w1hcXFwoWrQoYWFh1KxZk7CwMDw9PbGxsaF48eIcO3YMb29vwsLC1N6fuXPnUrFiRfU4AMuWLcPOzo4rV66QlJTE8+fPadWqFfb29gCULVtWrWtsbExycjI2NjYZxpUnTx5CQ0Pp0aMHCxYsoFKlSnh6etK+fXvKlSuX7j6rV68mNTWVpUuXYmRkROnSpbl16xZ9+vRR67wpdldXV512J0+erJOgCiGEEEK8DekBErlK+fLlyZfv/34/pmbNmiQlJXHz5k21rEaNGmg0Gq06V69eJSUlhfPnz5OSkoKrq6vaU2Jqakp4eDjR0dHqPgYGBhkmCy97eR5QWFgYXl5eAHh6ehIWFsbjx485ceKEmgBFRkZy4MABrWOXLFkSgOjoaMqXL0+9evUoW7YsX3zxBYsXL+b+/ftZvk6tW7fmzz//ZNu2bfj6+hIWFkalSpUIDQ1Nt/7FixcpV64cRkZGWtftZW+KPT0jR44kISFBvb38OAkhhBBCZIf0AImPnrm5OQkJCTrl8fHxWFhYvNNjJSUloa+vz2+//Ya+vr7WNlNTU/VvY2NjrSQqI97e3gwcOJB79+5x9uxZPD09gRcJ0MKFC6lTpw5Pnz5VF0BISkqiadOmTJ06VactW1tb9PX1+fXXXzl69Ch79uxhzpw5jBo1ihMnTlCiRIksnauRkRENGjSgQYMGjB49mu7duzN27FgCAgKy1E6aN8WeHkNDQ1loQQghhBDvlPQAiY+em5sbZ86c0Sk/c+aMzrCqyMhIHj9+rN4/fvw4pqam2NnZqWUnTpzQ2uf48eO4uLigr69PxYoVSUlJ4c6dOzg7O2vdXjesLCPe3t48fPiQGTNm4OLios4VqlOnDidPnuSXX35Rh8oBVKpUiQsXLuDg4KBzfBMTE+DF4gS1a9cmODiYs2fPYmBgwE8//QS86JlKSUnJcpwApUqV4uHDh+luc3d359y5c+q8JXhx3V6WmdiFEEIIId43SYDER69Pnz5cuXKFAQMGcO7cOS5fvsyMGTNYs2YNQ4cO1ar79OlTunXrRlRUFDt37mTs2LEEBgaq838AYmNjGTJkCJcvX2bNmjXMmTOHgQMHAuDq6oqfnx/+/v5s3ryZ69evc/LkSSZPnsyOHTuyHLujoyPFixdnzpw5au8PvJiHVKRIERYtWqQOfwPo168f//77Lx06dODUqVNER0eze/duunTpQkpKCidOnGDSpEmcPn2a2NhYNm/ezD///IO7uzsADg4O6jW6e/cuz54904np3r171K1blx9//JFz585x/fp1NmzYwLfffkvz5s3TPY+OHTui0Wjo0aOHem2nTZumVedNsQshhBBCfAiSAImPnqOjIwcPHuTSpUvUr1+f6tWrs379ejZs2ICvr69W3Xr16uHi4kKdOnVo164dzZo1Y9y4cVp1/P39efz4MdWqVaNfv34MHDiQnj17qttDQkLw9/dn6NChuLm50aJFC06dOkXx4sWzFb+3tzcPHjxQ5/+k8fT05MGDB1oJUJEiRThy5AgpKSl8/vnnlC1blkGDBmFpaYmenh7m5uYcPHiQRo0a4erqytdff8306dPVHyzt0aMHbm5uVKlSBWtra60fNk1jampK9erVmTlzJnXq1KFMmTKMHj2aHj16MHfu3HTPwdTUlJ9//pnz589TsWJFRo0apTPU7U2xCyGEEEJ8CBrl5R84EeITFhAQQHx8vNZv17zKy8uLChUq8P3333+wuETmJSYmYmFhgd2g9egZ5nvzDkKIHBMzpXFOhyCEeEna/9CEhATMzc1zOpwcJYsgCCE+Or8H++T6N28hhBBCZI+MOxFCCCGEEELkGjIETgjx0ZDueyGEECJ75H/o/5EeICGEEEIIIUSuIXOAhBAfnTJjd8siCEJ8YmTRBCHEhyI9QEIIIYQQQohcQxKgHOLg4CBLLYuPWkBAAC1atHhtHS8vLwYNGvRB4hFCCCGEyAxJgLIgow9zoaGhWFpaZqmtU6dOaf245vuyePFiypcvj6mpKZaWllSsWJHJkye/9+PmtMx8OP8vCggIQKPR6Nxe/UHX7AoLC0Oj0RAfH//Gum967syaNYvQ0NB3EpcQQgghxIcic4ByiLW19Xs/xrJlyxg0aBCzZ8/G09OT5ORkzp07x++///7ej/0mKSkpaDQa9PRyZw7+9OlTDAwM0t3m6+tLSEiIVpmhoeGHCEuVmeeOhYXFB41JCCGEEOJdyJ2fPt+ztN6HadOmYWtri5WVFf369ePZs2dqnVeHwMXGxtK8eXNMTU0xNzenbdu2/P333+r2cePGUaFCBVauXImDgwMWFha0b9+eBw8eZBjHtm3baNu2Ld26dcPZ2ZnSpUvToUMHJk6cqNZJSUlhyJAhWFpaYmVlxbBhw+jcubNW70l6w/UqVKjAuHHj1PszZsygbNmymJiYYGdnR9++fUlKSlK3p/WSbdu2jVKlSmFoaEhsbCzJyckEBQVRtGhRTExMqF69OmFhYZm/2NkUHh5OtWrVMDQ0xNbWlhEjRvD8+XMAtm/fjqWlJSkpKQBERESg0WgYMWKEun/37t358ssv1fuHDx/Gw8MDY2Nj7OzsGDBgAA8fPlS3Ozg4MH78ePz9/TE3N39t75+hoSE2NjZat/z586vb33Stb9y4QdOmTcmfPz8mJiaULl2anTt3EhMTg7e3NwD58+dHo9EQEBCQbgyZee682sv28OFD/P39MTU1xdbWlunTp+u0m1OPtxBCCCFEGkmA3pMDBw4QHR3NgQMHWL58OaGhoRkOF0pNTaV58+b8+++/hIeH8+uvv/LHH3/Qrl07rXrR0dFs2bKF7du3s337dsLDw5kyZUqGMdjY2HD8+HFu3LiRYZ3p06cTGhrKsmXLOHz4MP/++y8//fRTls9XT0+P2bNnc+HCBZYvX87+/fsZNmyYVp1Hjx4xdepUlixZwoULFyhUqBCBgYEcO3aMtWvXcu7cOb744gt8fX25evVqlmPIrNu3b9OoUSOqVq1KZGQk8+fPZ+nSpUyYMAEADw8PHjx4wNmzZ4EXyVLBggW1PqiHh4fj5eUFvHhcfH19ad26NefOnWPdunUcPnyYwMBAreNOmzaN8uXLc/bsWUaPHp3t+N90rfv160dycjIHDx7k/PnzTJ06FVNTU+zs7Ni0aRMAly9fJi4ujlmzZqV7jMw8d1711VdfER4eztatW9mzZw9hYWGcOXNGq05WH+/k5GQSExO1bkIIIYQQb0MSoPckf/78zJ07l5IlS9KkSRMaN27Mvn370q27b98+zp8/z+rVq6lcuTLVq1dnxYoVhIeHc+rUKbVeamoqoaGhlClTBg8PDzp16pRhmwBjx47F0tISBwcH3NzcCAgIYP369aSmpqp1vv/+e0aOHEmrVq1wd3dnwYIF2RraNGjQILy9vXFwcKBu3bpMmDCB9evXa9V59uwZ8+bNo1atWri5uXH37l1CQkLYsGEDHh4eODk5ERQUxGeffaYzBOxdmjdvHnZ2durj06JFC4KDg5k+fTqpqalYWFhQoUIFNeEJCwtj8ODBnD17lqSkJG7fvs21a9fw9PQEYPLkyfj5+TFo0CBcXFyoVasWs2fPZsWKFTx58kQ9bt26dRk6dChOTk44OTllGN/27dsxNTXVuk2aNEnd/qZrHRsbS+3atSlbtiyOjo40adKEOnXqoK+vT4ECBQAoVKgQNjY2GT7WmXnuvCwpKYmlS5cybdo06tWrR9myZVm+fLnaq5YWV1Yf78mTJ2NhYaHe7OzsMrxuQgghhBCZIQnQe1K6dGn09fXV+7a2tty5cyfduhcvXsTOzk7rw12pUqWwtLTk4sWLapmDgwNmZmaZajNt+7Fjxzh//jwDBw7k+fPndO7cGV9fX1JTU0lISCAuLo7q1aur++TJk4cqVapk+Xz37t1LvXr1KFq0KGZmZnTq1Il79+7x6NEjtY6BgQHlypVT758/f56UlBRcXV21PuyHh4cTHR2d7nF69+6tVTc7Ll68SM2aNdFoNGpZ7dq1SUpK4tatWwB4enoSFhaGoigcOnRITRAPHz5MeHg4RYoUwcXFBYDIyEhCQ0O14vLx8SE1NZXr16+rx8jsdfX29iYiIkLr1rt3b3X7m671gAEDmDBhArVr12bs2LGcO3cuy9foTc+dV0VHR/P06VOt51KBAgVwc3NT72fn8R45ciQJCQnq7ebNm1k+FyGEEEKIl8kiCFlgbm5OQkKCTnl8fLzON+l58+bVuq/RaDL89jyzsttmmTJlKFOmDH379qV37954eHgQHh5OpUqVMnVcPT09FEXRKnt5PlNMTAxNmjShT58+TJw4kQIFCnD48GG6devG06dPyZfvxQ9WGhsbayUdSUlJ6Ovr89tvv2kli0CGyc0333xDUFBQpuJ+G15eXixbtozIyEjy5s1LyZIl8fLyIiwsjPv376u9P/DiPHr16sWAAQN02ilevLj6t4mJSaaObWJigrOzc7rbMnOtu3fvjo+PDzt27GDPnj1MnjyZ6dOn079//yxehYyfO2lzibIiO4+3oaHhB18AQgghhBCfNkmAssDNzY09e/bolJ85cwZXV9dst+vu7s7Nmze5efOm2gsUFRVFfHw8pUqVyna76Ulr7+HDh1hYWGBra8uJEyeoU6cOAM+fP+e3337TSo6sra2Ji4tT7ycmJmr1bPz222+kpqYyffp0dVW3V4e/padixYqkpKRw584dPDw8MhV/oUKFKFSoUKbqZsTd3Z1NmzahKIqakB05cgQzMzOKFSsG/N88oJkzZ6rJjpeXF1OmTOH+/fsMHTpUba9SpUpERUVlmLS8S5m91nZ2dvTu3ZvevXszcuRIFi9eTP/+/dWV59IWeMiKl587r3JyciJv3rycOHFCTfru37/PlStX1OuXncdbCCGEEOJdkwQoC/r06cPcuXMZMGAA3bt3x9DQkB07drBmzRp+/vnnbLdbv359ypYti5+fH99//z3Pnz+nb9++eHp6Zms42svxFilShLp161KsWDHi4uKYMGEC1tbW1KxZE4CBAwcyZcoUXFxcKFmyJDNmzND5jZi6desSGhpK06ZNsbS0ZMyYMVrf4Ds7O/Ps2TPmzJlD06ZNOXLkCAsWLHhjfK6urvj5+eHv78/06dOpWLEi//zzD/v27aNcuXI0btw42+cOkJCQQEREhFaZlZUVffv25fvvv6d///4EBgZy+fJlxo4dy5AhQ9SkIn/+/JQrV45Vq1Yxd+5cAOrUqUPbtm159uyZVg/Q8OHDqVGjBoGBgXTv3h0TExOioqL49ddf1X2zIjk5mb/++kurLE+ePBQsWDBT13rQoEE0bNgQV1dX7t+/z4EDB3B3dwfA3t4ejUbD9u3badSoEcbGxun2vmTmufMyU1NTunXrxldffYWVlRWFChVi1KhRWsucv+/HWwghhBAiM2QOUBY4Ojpy8OBBLl26RP369alevTrr169nw4YNb/VDlRqNhq1bt5I/f37q1KlD/fr1cXR0ZN26dW8Vb/369Tl+/DhffPEFrq6utG7dGiMjI/bt24eVlRUAQ4cOpVOnTnTu3JmaNWtiZmZGy5YttdoZOXIknp6e6mIOLVq00JrEX758eWbMmMHUqVMpU6YMq1atyvSPrYaEhODv78/QoUNxc3OjRYsWnDp1SmvoWHaFhYVRsWJFrVtwcDBFixZl586dnDx5kvLly9O7d2+6devG119/rbW/p6cnKSkp6mpvBQoUoFSpUtjY2GjNbSlXrhzh4eFcuXIFDw8PKlasyJgxYyhSpEi24t61axe2trZat88++wzI3LVOSUmhX79+uLu74+vri6urK/PmzQOgaNGiBAcHM2LECAoXLqyzUl2azDx3XvXdd9/h4eFB06ZNqV+/Pp999hmVK1fWqvM+H28hhBBCiMzQKK9O7hC5XkBAAPHx8WzZsiWnQxFCS2Ji4ovV4AatR88wX06HI4R4h2KmSC+wEO9T2v/QhIQEzM3NczqcHCVD4IQQH53fg31y/Zu3EEIIIbJHhsAJIYQQQgghcg3pARI6QkNDczoEIYQQQggh3gtJgIQQH50yY3fLHCAhcimZKySEeFsyBE4IIYQQQgiRa0gCJHKUl5cXgwYNemftaTSa165eFxYWhkaj0fmto/+y0NBQLC0tczoM4L8VixBCCCFEdkgCJN6rgIAANBqNzu3atWs5Ek+tWrWIi4vDwsIiR46fngMHDtCoUSOsrKzIly8fpUqVYujQody+fTunQ9PRrl07rly5ktNhCCGEEEJkmyRA4r3z9fUlLi5O61aiRIkcicXAwAAbGxs0Gk2OHP9VCxcupH79+tjY2LBp0yaioqJYsGABCQkJTJ8+/YPFkZKSQmpq6hvrGRsbU6hQoQ8QkRBCCCHE+yEJkHjvDA0NsbGx0brp6+unWze9IWyWlpbqynRPnz4lMDAQW1tbjIyMsLe3Z/LkyVr17969S8uWLcmXLx8uLi5s27ZN3fbqELi0IV27d+/G3d0dU1NTNWFL8/z5cwYMGIClpSVWVlYMHz6czp0706JFi7e6Lrdu3WLAgAEMGDCAZcuW4eXlhYODA3Xq1GHJkiWMGTMmw323bt1KpUqVMDIywtHRkeDgYJ4/f65unzFjBmXLlsXExAQ7Ozv69u1LUlKSuj3tvLdt20apUqUwNDRkyZIlGBkZ6QwPHDhwIHXr1tXaL7OxBAUF0aRJE7Xu999/j0ajYdeuXWqZs7MzS5YsyfL1E0IIIYTIDkmAxEdl9uzZbNu2jfXr13P58mVWrVqFg4ODVp3g4GDatm3LuXPnaNSoEX5+fvz7778Ztvno0SOmTZvGypUrOXjwILGxsQQFBanbp06dyqpVqwgJCeHIkSMkJia+dp5RZm3YsIGnT58ybNiwdLdnNNfm0KFD+Pv7M3DgQKKioli4cCGhoaFMnDhRraOnp8fs2bO5cOECy5cvZ//+/TrHefToEVOnTmXJkiVcuHABPz8/LC0t2bRpk1onJSWFdevW4efnl61YPD09OXz4MCkpKQCEh4dTsGBBwsLCALh9+zbR0dF4eXml235ycjKJiYlaNyGEEEKItyEJkHjvtm/fjqmpqXr74osvst1WbGwsLi4ufPbZZ9jb2/PZZ5/RoUMHrToBAQF06NABZ2dnJk2aRFJSEidPnsywzWfPnrFgwQKqVKlCpUqVCAwMZN++fer2OXPmMHLkSFq2bEnJkiWZO3fuO1kI4OrVq5ibm2Nra5ul/YKDgxkxYgSdO3fG0dGRBg0aMH78eBYuXKjWGTRoEN7e3jg4OFC3bl0mTJjA+vXrtdp59uwZ8+bNo1atWri5uWFiYkL79u1ZvXq1Wmffvn3Ex8fTunXrbMXi4eHBgwcPOHv2LIqicPDgQYYOHaomQGFhYRQtWhRnZ+d02588eTIWFhbqzc7OLkvXSgghhBDiVfI7QOK98/b2Zv78+ep9ExOTbLcVEBBAgwYNcHNzw9fXlyZNmvD5559r1SlXrpzWsczNzblz506GbebLlw8nJyf1vq2trVo/ISGBv//+m2rVqqnb9fX1qVy58mvnzJiamqp/f/nllyxYsECnjqIo2ZqLFBkZyZEjR7R6fFJSUnjy5AmPHj0iX7587N27l8mTJ3Pp0iUSExN5/vy51nZ4MR/q5WsF4OfnR40aNfjzzz8pUqQIq1atonHjxhkmfG+KxdLSkvLlyxMWFoaBgQEGBgb07NmTsWPHkpSURHh4OJ6enhme68iRIxkyZIh6PzExUZIgIYQQQrwVSYDEe2diYpLhN/yv0mg0KIqiVfbs2TP170qVKnH9+nV++eUX9u7dS9u2balfvz4bN25U6+TNm1enzdclK+nVfzWGrIqIiFD/Njc3T7eOq6srCQkJxMXFZakXKCkpieDgYFq1aqWzzcjIiJiYGJo0aUKfPn2YOHEiBQoU4PDhw3Tr1o2nT5+qCZCxsbFOAla1alWcnJxYu3Ytffr04aefflLnX2UnFnix1HlYWBiGhoZ4enpSoEAB3N3dOXz4MOHh4QwdOjTD9g0NDTE0NMzMZRFCCCGEyBRJgMR/irW1tdYCBFevXuXRo0dadczNzWnXrh3t2rWjTZs2+Pr68u+//1KgQIF3Ho+FhQWFCxfm1KlT1KlTB3jRw3HmzBkqVKiQ4X6ZSfjatGnDiBEj+Pbbb5k5c6bO9vj4+HR7XipVqsTly5czPMZvv/1Gamoq06dPR0/vxSjXV4e/vY6fnx+rVq2iWLFi6Onp0bhxxr+6/qZY4MU8oGXLlpEnTx58fX2BF0nRmjVruHLlSobzf4QQQggh3gdJgMR/St26dZk7dy41a9YkJSWF4cOHa/XQzJgxA1tbWypWrIienh4bNmzAxsbmvf44Z//+/Zk8eTLOzs6ULFmSOXPmcP/+/bdeStvOzo6ZM2cSGBhIYmIi/v7+ODg4cOvWLVasWIGpqWm6S2GPGTOGJk2aULx4cdq0aYOenh6RkZH8/vvvTJgwAWdnZ549e8acOXNo2rQpR44cSXcIXkb8/PwYN24cEydOpE2bNq/tgXlTLAB16tThwYMHbN++nSlTpgAvEqA2bdpga2uLq6trFq+cEEIIIUT2ySII4j9l+vTp2NnZ4eHhQceOHQkKClKHbAGYmZnx7bffUqVKFapWrUpMTAw7d+5Uezreh+HDh9OhQwf8/f2pWbMmpqam+Pj4qEO83kbfvn3Zs2cPt2/fVhdZ6N69O+bm5lor0b3Mx8eH7du3s2fPHqpWrUqNGjWYOXMm9vb2AJQvX54ZM2YwdepUypQpw6pVq3SWCn8dZ2dnqlWrxrlz5zJc/S2zsQDkz5+fsmXLYm1tTcmSJYEXSVFqaupr5/8IIYQQQrwPGuVtJzsIkcukpqbi7u5O27ZtGT9+fE6Hk6skJia+WA1u0Hr0DPO9eQchxCcnZkrGw3KFEBlL+x+akJCQ4fzk3EKGwAnxBjdu3GDPnj14enqSnJzM3LlzuX79Oh07dszp0HKt34N9cv2btxBCCCGyR4bACfEGenp6hIaGUrVqVWrXrs358+fZu3cv7u7uOR2aEEIIIYTIIukBEuIN7OzsOHLkSE6HIYQQQggh3gHpARJCCCGEEELkGtIDJIT46JQZu1sWQRBCZIosmiCEeJX0AAkhhBBCCCFyDUmAhHgPAgICaNGiRU6HkS2hoaHv9YdlhRBCCCFykiRAIlcICAhAo9Ho3K5du5bToalCQ0PRaDTpri63YcMGNBoNDg4OHz4wIYQQQohPiCRAItfw9fUlLi5O61aiRAmdek+fPs2B6F4wMTHhzp07HDt2TKt86dKlFC9ePIeiEkIIIYT4dEgCJHINQ0NDbGxstG76+vp4eXkRGBjIoEGDKFiwID4+PgD8/vvvNGzYEFNTUwoXLkynTp24e/eu2t7GjRspW7YsxsbGWFlZUb9+fR4+fKh1zGnTpmFra4uVlRX9+vXj2bNnr40xT548dOzYkWXLlqllt27dIiwsLN0fXt26dSuVKlXCyMgIR0dHgoODef78ubp9xowZlC1bFhMTE+zs7Ojbty9JSUlabYSGhlK8eHHy5ctHy5YtuXfvns5x5s+fj5OTEwYGBri5ubFy5Up1W1BQEE2aNFHvf//992g0Gnbt2qWWOTs7s2TJEgDCwsKoVq0aJiYmWFpaUrt2bW7cuPHa6yKEEEII8a5IAiQEsHz5cgwMDDhy5AgLFiwgPj6eunXrUrFiRU6fPs2uXbv4+/+xd99hWZX/A8ffDyB7KwoYiggoKIK4NQFX4CAcueKr4sw9keSbC1PREldmmhY4MLU0NTQXCiKZG1yEiiKUOHKAOBDB3x/8ON+eQAUXmZ/XdZ3r4pz7Pvf5nPMwng/3eK5epVu3bgBkZGTQs2dP+vXrR1JSEjExMXTu3JnHjx8rbe7du5eUlBT27t3LihUriIiIICIi4pmx9OvXj/Xr13Pv3j2gIEHx8fGhUqVKavXi4uLo3bs3o0aN4syZMyxdupSIiAhmzJih1NHQ0GDhwoWcPn2aFStWsGfPHoKCgpTygwcP0r9/f4YPH05CQgItWrRg+vTpatf58ccfGTVqFOPGjePUqVN89NFH9O3bl7179wLg6enJ/v37ycvLAyA2NpYKFSoQExMDwB9//EFKSgpeXl48evSIjh074unpyYkTJzhw4ACDBg1CpVIV+yxycnLIyspS24QQQgghXoTq8V/fsQnxLxUQEMDq1avR1dVVjrVt25bvv/8eLy8vsrKyOHbsmFI2ffp04uLi2LFjh3Ls999/x8bGhuTkZLKzs6lXrx6pqalUrVq12OvFxMSQkpKCpqYmAN26dUNDQ4O1a9cWG2NERASjR4/m9u3b1K1blzFjxtCrVy8cHByYO3cuFy5cYP78+aSmpgLQunVrWrVqRXBwsNLG6tWrCQoK4vLly8Ve44cffmDw4MFKT9aHH35IZmYmW7duVer06NGD7du3c/v2bQCaNWtGrVq1+Prrr5U63bp14+7du2zdupXbt29Tvnx5Dh48SL169ahQoQLjx49n06ZN/Prrr0RGRvLxxx/z+++/c/PmTcqXL09MTAyenp7FxvhXU6dOJSQkpMhxm9HrZRlsIUSJyDLYQhTIysrCxMSEzMxMjI2NyzqcMiU9QOKt0aJFCxISEpRt4cKFSlm9evXU6iYmJrJ3714MDQ2VrWbNmgCkpKTg6upKq1atcHFxoWvXrixbtoxbt26ptVGrVi0l+QGwsrLi2rVrJYq1X79+hIeHExsby927d2nXrl2ROomJiUybNk0txoEDB5KRkaH0Hu3evZtWrVpRuXJljIyM6NWrFzdu3FDKk5KSaNSokVq7TZo0UdtPSkqiWbNmaseaNWtGUlISAKampri6uhITE8PJkyfR1tZm0KBBHD9+nOzsbGJjY5Vkx9zcnICAALy9vfH19WXBggVkZGQ88TkEBweTmZmpbOnp6SV6fkIIIYQQTyIJkHhrGBgYYG9vr2xWVlZqZX+VnZ2Nr6+vWsKUkJDAuXPn8PDwQFNTk127dvHzzz/j7OzMF198QY0aNbh48aLSRrly5dTaVKlU5OfnlyhWf39/fv31V6ZOnUqvXr3Q0ir6mcXZ2dmEhISoxXfy5EnOnTuHrq4uqampdOjQgTp16rBhwwaOHj3Kl19+Cbz8hR68vLyIiYlRkh1zc3OcnJzYv3+/WgIEEB4ezoEDB2jatCnr1q3D0dGRX3/9tdh2dXR0MDY2VtuEEEIIIV6EJEBCFMPd3Z3Tp09ja2urljTZ29sryZJKpaJZs2aEhIRw/PhxtLW1+fHHH1/K9c3NzXn//feJjY2lX79+T4wxOTm5SHz29vZoaGhw9OhR8vPzCQsLo3Hjxjg6OhYZGufk5MTBgwfVjv09GXFyciI+Pl7tWHx8PM7Ozsp+4Tyg6OhovLy8gIKk6LvvvuPs2bPKsUJ169YlODiYX375hdq1a7NmzZrSPB4hhBBCiOcmCZAQxRg2bBg3b96kZ8+eHD58mJSUFHbs2EHfvn3Jy8vj4MGDzJw5kyNHjpCWlsbGjRu5fv16sZ/h87wiIiL4888/laF3fzd58mRWrlxJSEgIp0+fJikpibVr1zJx4kSgYOW13NxcvvjiCy5cuMCqVatYsmSJWhsjR45k+/btzJkzh3PnzrFo0SK11dsAxo8fT0REBF999RXnzp1j7ty5bNy4kcDAQKWOh4cHd+7cISoqSi0BioyMxMrKCkdHRwAuXrxIcHAwBw4c4NKlS+zcuZNz58691OcmhBBCCPE0kgAJUQxra2vi4+PJy8vjvffew8XFhdGjR2NqaoqGhgbGxsbs27ePdu3a4ejoyMSJEwkLC6Nt27YvLYbC5bWfxNvbm6ioKHbu3EmDBg1o3Lgx8+bNUxZlcHV1Ze7cucyePZvatWsTGRlJaGioWhuNGzdm2bJlLFiwAFdXV3bu3KkkUIU6duzIggULmDNnDrVq1WLp0qWEh4er9eqYmZnh4uKChYWFkrB5eHiQn5+vNvxNX1+f3377jS5duuDo6MigQYMYNmwYH3300Ys+LiGEEEKIEpFV4IQQb4zCFWxkFTghREnJKnBCFJBV4P6n6MxqIYT4hzsV4v3W//IWQgghxPORIXBCCCGEEEKIt4YkQEIIIYQQQoi3hgyBE0K8cWpP2SFzgIQQL53MFxLi7SA9QEIIIYQQQoi3hiRAQgghhBBCiLeGJEBClFJERASmpqalOicgIICOHTu+knheBVtbW+bPn1/WYQghhBBCvHSSAJWhgIAAVCoVKpWKcuXKUalSJdq0acO3335Lfn5+mcb2PG/y/8lSU1NRqVQkJCQUKfPy8mL06NElbqt79+6cPXv25QX3/15X0nHv3j2Cg4OpXr06urq6WFhY4OnpyebNm1/5tYUQQgghyposglDGfHx8CA8PJy8vj6tXr7J9+3ZGjRrFDz/8wJYtW9DSkpfon0ZPTw89Pb2yDuO5DR48mIMHD/LFF1/g7OzMjRs3+OWXX7hx40ZZhyaEEEII8cpJD1AZ09HRwdLSksqVK+Pu7s5///tfNm/ezM8//0xERIRSLy0tDT8/PwwNDTE2NqZbt25cvXoVgMzMTDQ1NTly5AgA+fn5mJub07hxY+X81atXY2NjA/yvN2Tjxo20aNECfX19XF1dOXDgAAAxMTH07duXzMxMpYdq6tSpANy6dYvevXtjZmaGvr4+bdu25dy5cwA8fvwYCwsLfvjhB+W6bm5uWFlZKfv79+9HR0eHe/fuAaBSqVi+fDmdOnVCX18fBwcHtmzZ8pKfcunk5OQQGBhI5cqVMTAwoFGjRsTExCjlxfWOTZ8+nYoVK2JkZMSAAQOYMGECbm5uRdqeM2cOVlZWlC9fnmHDhpGbmwsU9EJdunSJMWPGKM8c4NKlS/j6+mJmZoaBgQG1atVi27ZtL3R/W7Zs4b///S/t2rXD1taWevXqMWLECPr16/fEc572/QcwdepU3NzcWLp0KTY2Nujr69OtWzcyMzPV2lm+fDlOTk7o6upSs2ZNFi9e/NRYc3JyyMrKUtuEEEIIIV6EJED/QC1btsTV1ZWNGzcCBQmNn58fN2/eJDY2ll27dnHhwgW6d+8OgImJCW5ubsqb9JMnT6JSqTh+/DjZ2dkAxMbG4unpqXadTz75hMDAQBISEnB0dKRnz548evSIpk2bMn/+fIyNjcnIyCAjI4PAwECgYNjekSNH2LJlCwcOHODx48e0a9eO3NxcVCoVHh4eShy3bt0iKSmJ+/fv89tvvylxNGjQAH39/y1hHBISQrdu3Thx4gTt2rXD39+fmzdvvrLn+yzDhw/nwIEDrF27lhMnTtC1a1d8fHyURO/vIiMjmTFjBrNnz+bo0aNUqVKFr776qki9vXv3kpKSwt69e1mxYgURERFKkrtx40beeecdpk2bpjxzgGHDhpGTk8O+ffs4efIks2fPxtDQ8IXuz9LSkm3btnHnzp0S1X/W91+h8+fPs379en766Se2b9/O8ePHGTp0qFIeGRnJ5MmTmTFjBklJScycOZNJkyaxYsWKJ147NDQUExMTZStM4oUQQgghnpckQP9QNWvWJDU1FYDo6GhOnjzJmjVrqFevHo0aNWLlypXExsZy+PBhoKAHoTDxiImJoU2bNjg5ObF//37l2N8ToMDAQNq3b4+joyMhISFcunSJ8+fPo62tjYmJCSqVCktLSywtLTE0NOTcuXNs2bKF5cuX07x5c1xdXYmMjOSPP/5g06ZNReLYt28fdevWLRLb3+MICAigZ8+e2NvbM3PmTLKzszl06NDLf6hA06ZNMTQ0VNvi4uKU8rS0NMLDw/n+++9p3rw51atXJzAwkHfffZfw8PBi2/ziiy/o378/ffv2xdHRkcmTJ+Pi4lKknpmZGYsWLaJmzZp06NCB9u3bEx0dDYC5uTmampoYGRkpz7wwnmbNmuHi4oKdnR0dOnTAw8PjhZ7B119/zS+//EL58uVp0KABY8aMIT4+/on1S/L9B/DgwQNWrlyJm5sbHh4efPHFF6xdu5YrV64AMGXKFMLCwujcuTPVqlWjc+fOjBkzhqVLlz7x2sHBwWRmZipbenr6C927EEIIIYQkQP9Qjx8/VoZBJSUlYWNjo/bfb2dnZ0xNTUlKSgLA09OT/fv3k5eXR2xsLF5eXkricfnyZc6fP4+Xl5faNerUqaN8XThM7dq1a0+MKSkpCS0tLRo1aqQcK1++PDVq1FCL48yZM1y/fr1IHLm5ufzyyy9PjcPAwABjY+OnxvFXaWlpasnMzJkzn1p/3bp1JCQkqG3169dXyk+ePEleXh6Ojo5q7cbGxpKSklJsm8nJyTRs2FDt2N/3AWrVqoWmpqayb2Vl9cz7HDlyJNOnT6dZs2ZMmTKFEydOPLHuzJkz1WJOS0srtp6HhwcXLlwgOjqaDz74gNOnT9O8eXM+/fTTYuuX5PsPoEqVKlSuXFnZb9KkCfn5+SQnJ3P37l1SUlLo37+/WozTp09/4nOFgiGixsbGapsQQgghxIuQGfb/UElJSVSrVq3E9T08PLhz5w7Hjh1j3759zJw5E0tLS2bNmoWrqyvW1tY4ODionVOuXDnl68Jk60VXn3NxccHc3JzY2FhiY2OZMWMGlpaWzJ49m8OHD5Obm0vTpk2fGEdhLCWNw9raWm1lN3Nz86fWt7Gxwd7eXu3YXxc0yM7ORlNTk6NHj6olK8ALDz17nvscMGAA3t7ebN26lZ07dxIaGkpYWBgjRowoUnfw4MF069ZN2be2tn5qLM2bN6d58+Z8/PHHTJ8+nWnTpvHxxx+jra1dyjt7tsKhmMuWLVNLoIEiz1kIIYQQ4lWSBOgfaM+ePZw8eZIxY8YA4OTkRHp6Ounp6cp/4c+cOcPt27dxdnYGwNTUlDp16rBo0SLKlStHzZo1qVixIt27dycqKqrIsLNn0dbWJi8vT+2Yk5MTjx494uDBg0oSc+PGDZKTk5U4VCoVzZs3Z/PmzZw+fZp3330XfX19cnJyWLp0KfXr18fAwOCFns9faWlpFUloXkTdunXJy8vj2rVrNG/evETn1KhRg8OHD9O7d2/l2F+HhpVUcc8cCpK2wYMHM3jwYIKDg1m2bFmxCZC5ufkzE8AncXZ25tGjRzx48KBIAlSS7z8o6I27fPmyknj9+uuvaGhoUKNGDSpVqoS1tTUXLlzA39//uWIUQgghhHgZZAhcGcvJyeHKlSv88ccfHDt2jJkzZ+Ln50eHDh2UN9StW7fGxcUFf39/jh07xqFDh+jduzeenp5qw7e8vLyIjIxUkh1zc3OcnJxYt25dqRMgW1tbsrOziY6O5s8//+TevXs4ODjg5+fHwIED2b9/P4mJifznP/+hcuXK+Pn5qcXx3Xff4ebmhqGhIRoaGnh4eKjF9k/l6OiIv78/vXv3ZuPGjVy8eJFDhw4RGhrK1q1biz1nxIgRfPPNN6xYsYJz584xffp0Tpw4ofSqlZStrS379u3jjz/+4M8//wRg9OjR7Nixg4sXL3Ls2DH27t2Lk5PTC92jl5cXS5cu5ejRo6SmprJt2zb++9//0qJFi2KHmJX0+09XV5c+ffqQmJhIXFwcI0eOpFu3bsp8ppCQEEJDQ1m4cCFnz57l5MmThIeHM3fu3Be6HyGEEEKI0pAEqIxt374dKysrbG1t8fHxYe/evSxcuJDNmzcrQ4NUKhWbN2/GzMwMDw8PWrdujZ2dHevWrVNry9PTk7y8PLU5Nl5eXkWOlUTTpk0ZPHgw3bt3x8LCgs8++wyA8PBw6tWrR4cOHWjSpAmPHz9m27ZtasO7XmYcZSE8PJzevXszbtw4atSoQceOHTl8+DBVqlQptr6/vz/BwcEEBgbi7u7OxYsXCQgIQFdXt1TXnTZtGqmpqVSvXh0LCwsA8vLyGDZsGE5OTvj4+ODo6PjMpaOfxdvbmxUrVvDee+/h5OTEiBEj8Pb2Zv369cXWL+n3n729PZ07d6Zdu3a899571KlTRy3WAQMGsHz5csLDw3FxccHT05OIiIhSDfUUQgghhHhRqsePHz8u6yCE+Ldp06YNlpaWrFq1qqxDeS2mTp3Kpk2b1OZjvQpZWVkFy2GPXo+Gjv6zTxBCiFJIndW+rEMQ4pUp/BuamZn51i8qJHOAhHhB9+7dY8mSJXh7e6Opqcl3333H7t272bVrV1mH9q91KsT7rf/lLYQQQojnIwmQEC9IpVKxbds2ZsyYwYMHD6hRowYbNmygdevWZR2aEEIIIYT4GxkCJ4R4Y0j3vRBCCPF85G/o/0gPkBDijVN7yg6ZAySEKBMyT0iIN5+sAieEEEIIIYR4a0gCJNRMnToVNze3V36dmJgYVCoVt2/ffuXXUqlUbNq06ZVf50W8zufxdxEREZiamr726wohhBBClAVJgEroypUrjBgxAjs7O3R0dLCxscHX15fo6OiyDu2ZXldSUxauX7/OkCFDqFKlCjo6OlhaWuLt7U18fHxZh/avolKplE1LS4sqVaowduxYcnJyyjo0IYQQQohSkTlAJZCamkqzZs0wNTXl888/x8XFhdzcXHbs2MGwYcP47bffyjrEt1aXLl14+PAhK1aswM7OjqtXrxIdHc2NGzfKOrR/nfDwcHx8fMjNzSUxMZG+fftiYGDAp59+WtahCSGEEEKUmPQAlcDQoUNRqVQcOnSILl264OjoSK1atRg7diy//vqrUi8tLQ0/Pz8MDQ0xNjamW7duXL16VSkv7IlZtWoVtra2mJiY0KNHD+7cuaPUyc/PJzQ0lGrVqqGnp4erqys//PADAI8fP8be3p45c+aoxZeQkIBKpeL8+fMlup+YmBgaNmyIgYEBpqamNGvWjEuXLhVb9/Dhw7Rp04YKFSpgYmKCp6cnx44dU6ujUqlYvnw5nTp1Ql9fHwcHB7Zs2aJWZ9u2bTg6OqKnp0eLFi1ITU0tUaxPc/v2beLi4pg9ezYtWrSgatWqNGzYkODgYN5//321un/++edT4zt16hRt27bF0NCQSpUq0atXL/7880+l/GmvC/xvCNvWrVupU6cOurq6NG7cmFOnTil1Ll26hK+vL2ZmZhgYGFCrVi22bdumFsfRo0epX78++vr6NG3alOTkZLXyzZs34+7ujq6uLnZ2doSEhPDo0SOlfO7cubi4uGBgYICNjQ1Dhw4lOztbrY2IiAiqVKmCvr4+nTp1KnGyaGpqiqWlJTY2NnTo0AE/Pz+174WUlBT8/PyoVKkShoaGNGjQgN27dyvl06ZNo3bt2kXadXNzY9KkSSWKQQghhBDiRUkC9Aw3b95k+/btDBs2DAMDgyLlhXMn8vPz8fPz4+bNm8TGxrJr1y4uXLhA9+7d1eqnpKSwadMmoqKiiIqKIjY2llmzZinloaGhrFy5kiVLlnD69GnGjBnDf/7zH2JjY1GpVPTr14/w8HC1NsPDw/Hw8MDe3v6Z9/Po0SM6duyIp6cnJ06c4MCBAwwaNAiVSlVs/Tt37tCnTx/279/Pr7/+ioODA+3atVNL2gBCQkLo1q0bJ06coF27dvj7+3Pz5k0A0tPT6dy5M76+viQkJDBgwAAmTJjwzFifxdDQEENDQzZt2vTMoVhPi+/27du0bNmSunXrcuTIEbZv387Vq1fp1q2bcv7TXpe/Gj9+PGFhYRw+fBgLCwt8fX3Jzc0FYNiwYeTk5LBv3z5OnjzJ7NmzMTQ0VDv/k08+ISwsjCNHjqClpUW/fv2Usri4OHr37s2oUaM4c+YMS5cuJSIighkzZih1NDQ0WLhwIadPn2bFihXs2bOHoKAgpfzgwYP079+f4cOHk5CQQIsWLZg+fXopnzycPXuWPXv20KhRI+VYdnY27dq1Izo6muPHj+Pj44Ovry9paWkA9OvXj6SkJA4fPqycc/z4cU6cOEHfvn2LvU5OTg5ZWVlqmxBCCCHEi5DPAXqGQ4cO0ahRIzZu3EinTp2eWG/Xrl20bduWixcvYmNjA8CZM2eoVasWhw4dokGDBkydOpXPP/+cK1euYGRkBEBQUBD79u3j119/JScnB3Nzc3bv3k2TJk2UtgcMGMC9e/dYs2YNly9fpkqVKvzyyy80bNiQ3NxcrK2tmTNnDn369Ck2tqlTp7Jp0yYSEhK4efMm5cuXJyYmBk9Pz6fWLU5+fj6mpqasWbOGDh06AAU9QBMnTlSGQt29exdDQ0N+/vlnfHx8+O9//8vmzZs5ffq00s6ECROYPXs2t27deqEJ+Bs2bGDgwIHcv38fd3d3PD096dGjB3Xq1FHqPCu+6dOnExcXx44dO5Rzfv/9d2xsbEhOTqZq1arPfF1iYmJo0aIFa9euVZLemzdv8s477xAREUG3bt2oU6cOXbp0YcqUKUXuo/D83bt306pVK6Cg16x9+/bcv38fXV1dWrduTatWrQgODlbOW716NUFBQVy+fLnY5/PDDz8wePBgpTfrww8/JDMzk61btyp1evTowfbt25+6AINKpUJXVxdNTU0ePXpETk4OHTp0YOPGjZQrV+6J59WuXZvBgwczfPhwANq1a4etrS2LFy8GYOTIkZw8eZK9e/cWe/7UqVMJCQkpctxm9HpZBlsIUSZkGWzxppLPAfof6QF6hpLmh0lJSdjY2CjJD4CzszOmpqYkJSUpx2xtbZXkB8DKyopr164BcP78ee7du0ebNm2U3g1DQ0NWrlxJSkoKANbW1rRv355vv/0WgJ9++omcnBy6du1aojjNzc0JCAjA29sbX19fFixYQEZGxhPrX716lYEDB+Lg4ICJiQnGxsZkZ2cr/9Uv9NeEw8DAAGNjY+W+kpKS1HoKALVEojiDBw9WewZP0qVLFy5fvsyWLVvw8fEhJiYGd3d3IiIiShxfYmIie/fuVbtezZo1gYIeu5K8LsXdl7m5OTVq1FBe/5EjRzJ9+nSaNWvGlClTOHHiRJH7+WucVlZWAGpxTps2TS2GgQMHkpGRwb179wCUBKpy5coYGRnRq1cvbty4oZQ/z2tRaN68eSQkJJCYmEhUVBRnz56lV69eSnl2djaBgYE4OTlhamqKoaEhSUlJat8rAwcO5LvvvuPBgwc8fPiQNWvWqPVy/V1wcDCZmZnKlp6eXqJYhRBCCCGeRBZBeAYHBwdUKtVLW+jg7/8tV6lU5OfnAyhzNbZu3UrlypXV6uno6ChfDxgwgF69ejFv3jzCw8Pp3r07+vol/294eHg4I0eOZPv27axbt46JEyeya9cuGjduXKRunz59uHHjBgsWLKBq1aro6OjQpEkTHj58WOL7eh7Tpk0jMDCwRHV1dXVp06YNbdq0YdKkSQwYMIApU6YQEBBQoviys7Px9fVl9uzZRdq2srJS5vE863V5lgEDBuDt7c3WrVvZuXMnoaGhhIWFMWLEiGLjLByW+Nc4Q0JC6Ny5c7HPIDU1lQ4dOjBkyBBmzJiBubk5+/fvp3///jx8+LBU3yPFsbS0VIZZ1qhRgzt37tCzZ0+mT5+Ovb09gYGB7Nq1izlz5mBvb4+enh4ffPCB2veKr68vOjo6/Pjjj2hra5Obm8sHH3zwxGvq6OiU6hkLIYQQQjyLJEDPYG5ujre3N19++SUjR44sMg/o9u3bmJqa4uTkRHp6Ounp6WpD4G7fvo2zs3OJruXs7IyOjg5paWnFDk8r1K5dOwwMDPjqq6/Yvn07+/btK/V91a1bl7p16xIcHEyTJk1Ys2ZNsQlQfHw8ixcvpl27dkDBfJ6/Lg5QEk5OTkUWHfjr4hHFqVixIhUrVizVdQo5OzuX6nN/3N3d2bBhA7a2tmhpFf2RKOnrAgX3VaVKFQBu3brF2bNncXJyUsptbGwYPHgwgwcPJjg4mGXLlqklQM+KMzk5+YlzvY4ePUp+fj5hYWFoaBR07q5fv16tjpOTEwcPHiwS8/PQ1NQE4P79+0DB90pAQIAyVDQ7O7vIYhdaWlr06dOH8PBwtLW16dGjB3p6es91fSGEEEKI5yEJUAl8+eWXNGvWjIYNGzJt2jTq1KnDo0eP2LVrF1999RVJSUm0bt0aFxcX/P39mT9/Po8ePWLo0KF4enpSv379El3HyMiIwMBAxowZQ35+Pu+++y6ZmZnEx8djbGyszPHR1NQkICCA4OBgHBwcSjyECeDixYt8/fXXvP/++1hbW5OcnMy5c+fo3bt3sfUdHBxYtWoV9evXJysri/Hjx5f6DevgwYMJCwtj/PjxDBgwgKNHjxYZovY8bty4QdeuXenXrx916tTByMiII0eO8Nlnn+Hn51fidoYNG8ayZcvo2bMnQUFBmJubc/78edauXcvy5ctL/LpAQc9V+fLlqVSpEp988gkVKlSgY8eOAIwePZq2bdvi6OjIrVu32Lt3r1py9CyTJ0+mQ4cOVKlShQ8++AANDQ0SExM5deqU0guTm5vLF198ga+vL/Hx8SxZskStjZEjR9KsWTPmzJmDn58fO3bsYPv27SW6/u3bt7ly5Qr5+fmcO3eOadOm4ejoqNyDg4MDGzduxNfXF5VKxaRJk4rtBRwwYIByjnxekxBCCCFeN5kDVAJ2dnYcO3aMFi1aMG7cOGrXrk2bNm2Ijo7mq6++AgqGK23evBkzMzM8PDxo3bo1dnZ2rFu3rlTX+vTTT5k0aRKhoaE4OTnh4+PD1q1bqVatmlq9wmFNT1o960n09fX57bfflOW8Bw0axLBhw/joo4+Krf/NN99w69Yt3N3d6dWrFyNHjix1z0yVKlXYsGEDmzZtwtXVlSVLljBz5sxStVEcQ0NDGjVqxLx58/Dw8KB27dpMmjSJgQMHsmjRohK3Y21tTXx8PHl5ebz33nu4uLgwevRoTE1NlZ6Ukr4us2bNYtSoUdSrV48rV67w008/oa2tDUBeXh7Dhg1Tznd0dFQWAygJb29voqKi2LlzJw0aNKBx48bMmzePqlWrAuDq6srcuXOZPXs2tWvXJjIyktDQULU2GjduzLJly1iwYAGurq7s3LmTiRMnluj6ffv2xcrKinfeeYeePXtSq1Ytfv75Z6XXbO7cuZiZmdG0aVN8fX3x9vbG3d29SDsODg40bdqUmjVrFpmPJIQQQgjxqskqcG+ouLg4WrVqRXp6OpUqVSrrcN56hau4veiqdm+Dx48f4+DgwNChQxk7dmypzi1cwUZWgRNClBVZBU68qWQVuP+RIXBvmJycHK5fv87UqVPp2rWrJD/ijXL9+nXWrl3LlStXSt17+VenQrzf+l/eQgghhHg+kgC9Yb777jv69++Pm5sbK1euLOtwhCiVihUrUqFCBb7++mvMzMzKOhwhhBBCvIVkCJwQ4o0h3fdCCCHE85G/of8jiyAIIYQQQggh3hoyBE4I8capPWWHLIIghPhHkcURhHhzSA+QEEIIIYQQ4q0hCZAQ/3IqlYpNmzaVdRgAeHl5MXr06LIOQwghhBBvMUmAhHiCgIAAVCqVspUvXx4fHx9OnDhR1qG9cl5eXsp96+rq4uzsXKoPbRVCCCGE+KeSBEiIp/Dx8SEjI4OMjAyio6PR0tKiQ4cOL9Tmw4cPX1J0r9bAgQPJyMjgzJkzdOvWjWHDhvHdd989V1tvyj0LIYQQ4t9PEiAhnkJHRwdLS0ssLS1xc3NjwoQJpKenc/36daXOyZMnadmyJXp6epQvX55BgwaRnZ2tlAcEBNCxY0dmzJiBtbU1NWrUKNF5xQ0X69ixIwEBAcp+RkYG7du3R09Pj2rVqrFmzRpsbW2ZP3++2nl//vknnTp1Ql9fHwcHB7Zs2fLMe9fX18fS0hI7OzumTp2qdt7HH3+Mo6Mj+vr62NnZMWnSJHJzc5Vzp06dipubG8uXL6datWro6uoWe42tW7diYmJCZGTkM+MRQgghhHgZJAESooSys7NZvXo19vb2lC9fHoC7d+/i7e2NmZkZhw8f5vvvv2f37t0MHz5c7dzo6GiSk5PZtWsXUVFRJT7vWXr37s3ly5eJiYlhw4YNfP3111y7dq1IvZCQELp168aJEydo164d/v7+3Lx5s1TX0tPTU3pyjIyMiIiI4MyZMyxYsIBly5Yxb948tfrnz59nw4YNbNy4kYSEhCLtrVmzhp49exIZGYm/v3+x18zJySErK0ttE0IIIYR4EbIMthBPERUVhaGhIVCQ7FhZWREVFYWGRsH/DtasWcODBw9YuXIlBgYGACxatAhfX19mz55NpUqVADAwMGD58uVoa2sDsGzZshKd9zS//fYbu3fv5vDhw9SvXx+A5cuX4+DgUKRuQEAAPXv2BGDmzJksXLiQQ4cO4ePj88zr5OXl8d1333HixAkGDRoEwMSJE5VyW1tbAgMDWbt2LUFBQcrxhw8fsnLlSiwsLIq0+eWXX/LJJ5/w008/4enp+cRrh4aGEhIS8swYhRBCCCFKShIgIZ6iRYsWfPXVVwDcunWLxYsX07ZtWw4dOkTVqlVJSkrC1dVVSWIAmjVrRn5+PsnJyUoi4+LioiQ/QInPe5rk5GS0tLRwd3dXjtnb22NmZlakbp06dZSvDQwMMDY2Lran6K8WL17M8uXLefjwIZqamowZM4YhQ4YAsG7dOhYuXEhKSgrZ2dk8evSoyKdKV61atdjk54cffuDatWvEx8fToEGDp8YQHBzM2LFjlf2srCxsbGyeeo4QQgghxNPIEDghnsLAwAB7e3vs7e1p0KABy5cv5+7duyxbtqzU7ZSWhoYGjx8/Vjv213k2pVGuXDm1fZVKRX5+/lPP8ff3JyEhgYsXL3L37l3mzp2LhoYGBw4cwN/fn3bt2hEVFcXx48f55JNPiix08KR7rlu3LhYWFnz77bdF7u/vdHR0MDY2VtuEEEIIIV6EJEBClIJKpUJDQ4P79+8D4OTkRGJiInfv3lXqxMfHo6GhoSx2UJySnGdhYUFGRoZSnpeXx6lTp5T9GjVq8OjRI44fP64cO3/+PLdu3XrxGwVMTEywt7encuXKypA/gF9++YWqVavyySefUL9+fRwcHLh06VKJ261evTp79+5l8+bNjBgx4qXEKoQQQghRUpIACfEUOTk5XLlyhStXrpCUlMSIESPIzs7G19cXKOgl0dXVpU+fPpw6dYq9e/cyYsQIevXq9dRhbCU5r2XLlmzdupWtW7fy22+/MWTIEG7fvq20UbNmTVq3bs2gQYM4dOgQx48fZ9CgQejp6aFSqV7ZM3FwcCAtLY21a9eSkpLCwoUL+fHHH0vVhqOjI3v37mXDhg3ywahCCCGEeK0kARLiKbZv346VlRVWVlY0atRIWbHNy8sLKFgqeseOHdy8eZMGDRrwwQcf0KpVKxYtWvTUdktyXr9+/ejTpw+9e/fG09MTOzs7WrRoodbOypUrqVSpEh4eHnTq1ImBAwdiZGT0xGWnX4b333+fMWPGMHz4cNzc3Pjll1+YNGlSqdupUaMGe/bs4bvvvmPcuHGvIFIhhBBCiKJUj581CF8I8cb4/fffsbGxYffu3bRq1aqsw3npsrKyMDExwWb0ejR09Ms6HCGEUKTOal/WIQjxVIV/QzMzM9/6ObWSAAnxBtuzZw/Z2dm4uLiQkZFBUFAQf/zxB2fPni2y8MG/gfzyFkIIIZ6P/A39H1kGW4g3WG5uLv/973+5cOECRkZGNG3alMjIyH9l8iOEEEII8TJID5AQ4o0h/70SQgghno/8Df0f6QESQrxxak/ZIXOAhBBvDJkfJMQ/i6wCJ4QQQgghhHhrSAIk3ihTp07Fzc2trMP41yvJcw4ICKBjx46vJR4hhBBCiJdFEqC3QEBAACqVStnKly+Pj48PJ06cKOvQ3hipqamoVCoSEhJeSnu2trbK66GpqYm1tTX9+/fn1q1bL6X9p/nr94KxsTENGjRg8+bNanUCAwOJjo5+5bEIIYQQQrxukgC9JXx8fMjIyCAjI4Po6Gi0tLTo0KFDWYf1j5Gbm/varzlt2jQyMjJIS0sjMjKSffv2MXLkyNdy7fDwcDIyMjhy5AjNmjXjgw8+4OTJk0q5oaEh5cuXfy2xCCGEEEK8TpIAvSV0dHSwtLTE0tISNzc3JkyYQHp6OtevX1fqpKen061bN0xNTTE3N8fPz4/U1FSlvHDI05w5c7CysqJ8+fIMGzZMLXlYvHgxDg4O6OrqUqlSJT744AOlLCcnh5EjR1KxYkV0dXV59913OXz4sFIeExODSqUiOjqa+vXro6+vT9OmTUlOTi5yP6tWrcLW1hYTExN69OjBnTt3lDJbW1vmz5+vVt/NzY2pU6cq+yqViq+++or3338fAwMDZsyYwa1bt/D398fCwgI9PT0cHBwIDw8HoFq1agDUrVsXlUqFl5dXqZ5/cYyMjLC0tKRy5cq0aNGCPn36cOzYMaX8xo0b9OzZk8qVK6Ovr4+LiwvfffedUr5y5UrKly9PTk6OWrsdO3akV69eT722qakplpaWODo68umnn/Lo0SP27t2rlP99CFxeXh5jx47F1NSU8uXLExQUxN8XkLxz5w7+/v4YGBhgZWXFvHnz8PLyYvTo0UqdnJwcAgMDqVy5MgYGBjRq1IiYmJhSPDUhhBBCiBcjCdBbKDs7m9WrV2Nvb6/8lz83Nxdvb2+MjIyIi4sjPj4eQ0NDfHx8ePjwoXLu3r17SUlJYe/evaxYsYKIiAgiIiIAOHLkCCNHjmTatGkkJyezfft2PDw8lHODgoLYsGEDK1as4NixY9jb2+Pt7c3NmzfV4vvkk08ICwvjyJEjaGlp0a9fP7XylJQUNm3aRFRUFFFRUcTGxjJr1qxSP4epU6fSqVMnTp48Sb9+/Zg0aRJnzpzh559/Jikpia+++ooKFSoAcOjQIQB2795NRkYGGzduLPX1nuaPP/7gp59+olGjRsqxBw8eUK9ePbZu3cqpU6cYNGgQvXr1UmLp2rUreXl5bNmyRTnn2rVrbN26tcgze5JHjx7xzTffAKCtrf3EemFhYURERPDtt9+yf/9+bt68yY8//qhWZ+zYscTHx7NlyxZ27dpFXFycWkIHMHz4cA4cOMDatWs5ceIEXbt2xcfHh3PnzhV73ZycHLKystQ2IYQQQogXIctgvyWioqIwNDQE4O7du1hZWREVFYWGRkEOvG7dOvLz81m+fDkqlQooGCZlampKTEwM7733HgBmZmYsWrQITU1NatasSfv27YmOjmbgwIGkpaVhYGBAhw4dMDIyomrVqtStW1e55ldffUVERARt27YFYNmyZezatYtvvvmG8ePHK7HOmDEDT09PACZMmED79u158OABurq6AOTn5xMREYGRkREAvXr1Ijo6mhkzZpTqmXz44Yf07dtX2U9LS6Nu3brUr18fKOhJKmRhYQFA+fLlsbS0LNV1nuTjjz9m4sSJ5OXl8eDBAxo1asTcuXOV8sqVKxMYGKjsjxgxgh07drB+/XoaNmyInp4eH374IeHh4XTt2hWA1atXU6VKlWf2UPXs2RNNTU3u379Pfn4+tra2dOvW7Yn158+fT3BwMJ07dwZgyZIl7NixQym/c+cOK1asYM2aNbRq1Qoo+P6xtrZW6qSlpREeHk5aWppyPDAwkO3btxMeHs7MmTOLXDc0NJSQkJCn3osQQgghRGlID9BbokWLFiQkJJCQkMChQ4fw9vambdu2XLp0CYDExETOnz+PkZERhoaGGBoaYm5uzoMHD0hJSVHaqVWrFpqamsq+lZUV165dA6BNmzZUrVoVOzs7evXqRWRkJPfu3QMKem1yc3Np1qyZcm65cuVo2LAhSUlJarHWqVNHrX1AuQYUJCaFyc/fYyiNwkSn0JAhQ1i7di1ubm4EBQXxyy+/lLrNWrVqKc+vMNF7kvHjx5OQkMCJEyeUBQfat29PXl4eUDDs7NNPP8XFxQVzc3MMDQ3ZsWMHaWlpShsDBw5k586d/PHHHwBEREQoi148zbx580hISODnn3/G2dmZ5cuXY25uXmzdzMxMMjIy1HqntLS01J7fhQsXyM3NpWHDhsoxExMTatSooeyfPHmSvLw8HB0dlWdkaGhIbGys2vfYXwUHB5OZmals6enpT70vIYQQQohnkR6gt4SBgQH29vbK/vLlyzExMWHZsmVMnz6d7Oxs6tWrR2RkZJFzC3s/oCBp+SuVSkV+fj5QMKfl2LFjxMTEsHPnTiZPnszUqVPV5vmUxF+vUfhGvvAaz4oBQENDo8j8lOIWOTAwMFDbL0wIt23bxq5du2jVqhXDhg1jzpw5JY5927ZtyrX09PSeWrdChQrKa+Lg4MD8+fNp0qQJe/fupXXr1nz++ecsWLCA+fPn4+LigoGBAaNHj1Ybkli3bl1cXV1ZuXIl7733HqdPn2br1q3PjNPS0hJ7e3vs7e0JDw+nXbt2nDlzhooVK5b4XksrOzsbTU1Njh49qpZEA0rv5N/p6Oigo6PzymISQgghxNtHeoDeUiqVCg0NDe7fvw+Au7s7586do2LFisob48LNxMSkxO1qaWnRunVrPvvsM06cOEFqaip79uyhevXqaGtrEx8fr9TNzc3l8OHDODs7v9R7s7CwICMjQ9nPysri4sWLJT63T58+rF69mvnz5/P1118D/5sfU9g78yRVq1ZVnlvlypVLFXdhUlD4msTHx+Pn58d//vMfXF1dsbOz4+zZs0XOGzBgABEREYSHh9O6dWtsbGxKdd2GDRtSr169Jw4hNDExwcrKioMHDyrHHj16xNGjR5V9Ozs7ypUrp5bsZmZmqsVbt25d8vLyuHbtWpHvsZc1rFAIIYQQ4lkkAXpL5OTkcOXKFa5cuUJSUhIjRowgOzsbX19fAPz9/alQoQJ+fn7ExcVx8eJFYmJiGDlyJL///nuJrhEVFcXChQtJSEjg0qVLrFy5kvz8fGrUqIGBgQFDhgxh/PjxbN++nTNnzjBw4EDu3btH//79X+q9tmzZklWrVhEXF8fJkyfp06dPkR6H4kyePJnNmzdz/vx5Tp8+TVRUFE5OTgBUrFgRPT09tm/fztWrV8nMzHzhOO/cucOVK1fIyMjg0KFDjB8/HgsLC5o2bQoU9Art2rWLX375haSkJD766COuXr1apJ0PP/yQ33//nWXLlpV48YO/Gz16NEuXLlWG0v3dqFGjmDVrFps2beK3335j6NCh3L59Wyk3MjKiT58+jB8/nr1793L69Gn69++PhoaG0ovn6OiIv78/vXv3ZuPGjVy8eJFDhw4RGhpaol4rIYQQQoiXQRKgt8T27duxsrLCysqKRo0acfjwYb7//ntlsry+vj779u2jSpUqdO7cGScnJ/r378+DBw8wNjYu0TVMTU3ZuHEjLVu2xMnJiSVLlvDdd99Rq1YtAGbNmkWXLl3o1asX7u7unD9/nh07dmBmZvZS7zU4OBhPT086dOhA+/bt6dixI9WrV3/medra2gQHB1OnTh08PDzQ1NRk7dq1QEHP1sKFC1m6dCnW1tb4+fm9cJyTJ0/GysoKa2trOnTogIGBATt37lRW5ps4cSLu7u54e3vj5eWFpaUlHTt2LNKOiYkJXbp0wdDQsNjykvDx8aFatWpP7AUaN24cvXr1ok+fPjRp0gQjIyM6deqkVmfu3Lk0adKEDh060Lp1a5o1a4aTk5OyeAUULIzQu3dvxo0bR40aNejYsSOHDx+mSpUqzxW3EEIIIURpqR7/fbKEEOKN06pVK2rVqsXChQvLOhTF3bt3qVy5MmFhYS+tly8rKwsTExNsRq9HQ0f/pbQphBCvWuqs9mUdghDK39DMzMwS/3P730oWQRDiDXbr1i1iYmKIiYlh8eLFZRrL8ePH+e2332jYsCGZmZlMmzYN4KX0lv3dqRDvt/6XtxBCCCGejyRAQrzB6taty61bt5g9e7baktNlZc6cOSQnJ6OtrU29evWIi4tTPkxWCCGEEOKfQIbACSHeGNJ9L4QQQjwf+Rv6P7IIghBCCCGEEOKtIUPghBBvnNpTdsgiCEKIfwVZIEGI1096gIQQQgghhBBvDUmARLFSU1NRqVQkJCQ8sU5MTAwqlUrtAzH/LQICAp77M3XeNl5eXowePVrZt7W1Zf78+cq+SqVi06ZNrz0uIYQQQojiSAL0FgoICEClUqFSqShXrhzVqlUjKCiIBw8eKHVsbGzIyMigdu3aZRjpm6/wOf91e/fdd8s8ppIkJE+q9/fkcOPGjXz66acvL0AhhBBCiFdI5gC9pXx8fAgPDyc3N5ejR4/Sp08fVCoVs2fPBkBTUxNLS8syjvLfITw8HB8fH2VfW1v7udvKzc2lXLlyLyOsl8bc3LysQxBCCCGEKDHpAXpL6ejoYGlpiY2NDR07dqR169bs2rVLKS9uCNy2bdtwdHRET0+PFi1akJqaWqTdZcuWYWNjg76+Pp06dWLu3LmYmpqq1dm8eTPu7u7o6upiZ2dHSEgIjx49AiAwMJAOHToodefPn49KpWL79u3KMXt7e5YvXw5Afn4+06ZN45133kFHRwc3Nze1ugAnT56kZcuW6OnpUb58eQYNGkR2drZSnpeXx9ixYzE1NaV8+fIEBQXxMleHNzU1xdLSUtkKE4ZnxV74Gqxbtw5PT090dXWJjIwEYPny5Tg5OaGrq0vNmjXVPgT14cOHDB8+HCsrK3R1dalatSqhoaFAwfA0gE6dOqFSqZT9F/H3IXBP87TYhBBCCCFeB0mABKdOneKXX355as9Eeno6nTt3xtfXl4SEBAYMGMCECRPU6sTHxzN48GBGjRpFQkICbdq0YcaMGWp14uLi6N27N6NGjeLMmTMsXbqUiIgIpZ6npyf79+8nLy8PgNjYWCpUqEBMTAwAf/zxBykpKXh5eQGwYMECwsLCmDNnDidOnMDb25v333+fc+fOAXD37l28vb0xMzPj8OHDfP/99+zevZvhw4crMYWFhREREcG3337L/v37uXnzJj/++OMLPdOSeFbshSZMmMCoUaNISkrC29ubyMhIJk+ezIwZM0hKSmLmzJlMmjSJFStWALBw4UK2bNnC+vXrSU5OJjIyUkl0Dh8+DBT0SmVkZCj7r8vTYitOTk4OWVlZapsQQgghxIuQIXBvqaioKAwNDXn06BE5OTloaGiwaNGiJ9b/6quvqF69OmFhYQDUqFGDkydPKkPmAL744gvatm1LYGAgAI6Ojvzyyy9ERUUpdUJCQpgwYQJ9+vQBwM7Ojk8//ZSgoCCmTJlC8+bNuXPnDsePH6devXrs27eP8ePHK3NRYmJiqFy5Mvb29gDMmTOHjz/+mB49egAwe/Zs9u7dy/z58/nyyy9Zs2YNDx48YOXKlRgYGACwaNEifH19mT17NpUqVWL+/PkEBwfTuXNnAJYsWcKOHTtexmMGoGfPnmhqair7q1evpmPHjs+MvdDo0aOV2ACmTJlCWFiYcqxatWpKMtmnTx/S0tJwcHDg3XffRaVSUbVqVeVcCwsL4H+9UqWNHQqSkvbtn2/Z1qfFVpzQ0FBCQkKe61pCCCGEEMWRBOgt1aJFC7766ivu3r3LvHnz0NLSokuXLk+sn5SURKNGjdSONWnSRG0/OTmZTp06qR1r2LChWgKUmJhIfHy8Ws9QXl4eDx484N69e5iamuLq6kpMTAza2tpoa2szaNAgpkyZQnZ2NrGxsXh6egIFn2h8+fJlmjVrpnbNZs2akZiYqMTt6uqqJD+F5fn5+SQnJ6Orq0tGRobavWlpaVG/fv2nDoMzNDRUvv7Pf/7DkiVLnlh33rx5tG7dWtm3srIqUeyF6tevr3x99+5dUlJS6N+/PwMHDlSOP3r0CBMTE6BgkYI2bdpQo0YNfHx86NChA++9994T43uav8cO8PHHHys9dKVV2tiCg4MZO3assp+VlYWNjc1zXVsIIYQQAiQBemsZGBgovSjffvstrq6ufPPNN/Tv3/+VXjc7O5uQkBC1Ho1Curq6QMGckpiYGHR0dPD09MTc3BwnJyf2799PbGws48aNe6UxlsRf50YZGxs/ta6lpaXyrAuVZijXX5O3wrlLy5YtK5KQFvbUuLu7c/HiRX7++Wd2795Nt27daN26NT/88EOJr/m02I2MjJ576fPSxqajo4OOjs5zXUsIIYQQojgyB0igoaHBf//7XyZOnMj9+/eLrePk5MShQ4fUjv36669q+zVq1Cgyp+Tv++7u7iQnJ2Nvb19k09Ao+HYsnAcUHR2tzPXx8vLiu+++4+zZs8oxY2NjrK2tiY+PV7tGfHw8zs7OStyJiYncvXtXrVxDQ4MaNWpgYmKClZUVBw8eVMofPXrE0aNHn/bI1OKuWLHiU+sWpySxF6dSpUpYW1tz4cKFIs+vWrVqau13796dZcuWsW7dOjZs2MDNmzcBKFeu3HP34LwMT4tNCCGEEOJVkx4gAUDXrl0ZP348X375pTKH568GDx5MWFgY48ePZ8CAARw9epSIiAi1OiNGjMDDw4O5c+fi6+vLnj17+Pnnn1GpVEqdyZMn06FDB6pUqcIHH3yAhoYGiYmJnDp1iunTpwPg4eHBnTt3iIqKYtasWUBBAvTBBx9gZWWFo6Oj0t748eOZMmUK1atXx83NjfDwcBISEpTV0vz9/ZkyZQp9+vRh6tSpXL9+nREjRtCrVy8qVaoEwKhRo5g1axYODg7UrFmTuXPnvpYPd31W7E8SEhLCyJEjMTExwcfHh5ycHI4cOcKtW7cYO3Ysc+fOxcrKirp166KhocH333+PpaWlshqfra0t0dHRNGvWDB0dHczMzF75vRZ6VmxCCCGEEK+a9AAJoGDey/Dhw/nss8/UeksKValShQ0bNrBp0yZcXV1ZsmQJM2fOVKvTrFkzlixZwty5c3F1dWX79u2MGTNGGdoG4O3tTVRUFDt37qRBgwY0btyYefPmqU2GNzMzw8XFBQsLC2rWrAkUJEX5+fnK/J9CI0eOZOzYsYwbNw4XFxe2b9/Oli1bcHBwAEBfX58dO3Zw8+ZNGjRowAcffECrVq3UFnwYN24cvXr1ok+fPjRp0gQjI6Mic5lehWfF/iQDBgxg+fLlhIeH4+LigqenJxEREUoPkJGREZ999hn169enQYMGpKamsm3bNqWHLSwsjF27dmFjY0PdunVf+X3+1bNiE0IIIYR41VSPX+YHngjxNwMHDuS3334jLi6urEMR/wJZWVmYmJhgM3o9Gjr6ZR2OEEK8sNRZz7eqphClVfg3NDMz85nzl//tZAiceKnmzJlDmzZtMDAw4Oeff2bFihVqH9IpxMtwKsT7rf/lLYQQQojnIwmQeKkOHTrEZ599xp07d7Czs2PhwoUMGDCgrMMSQgghhBACkARIvGTr168v6xCEEEIIIYR4IkmAhBBvnNpTdsgcICHEW0HmCAnx8snSS0IIIYQQQoi3hiRAQvzLREREyOfqCCGEEEI8gSRAQrxiAQEBqFQqBg8eXKRs2LBhqFQqAgICXn9gz6BSqdi0aZPasalTp+Lm5lYm8QghhBBCvAySAAnxGtjY2LB27Vru37+vHHvw4AFr1qyhSpUqZRiZEEIIIcTbRRIgIV4Dd3d3bGxs2Lhxo3Js48aNVKlShbp16yrHtm/fzrvvvoupqSnly5enQ4cOpKSkKOWpqamoVCo2btxIixYt0NfXx9XVlQMHDhS55o4dO3BycsLQ0BAfHx8yMjKUssOHD9OmTRsqVKiAiYkJnp6eHDt2TCm3tbUFoFOnTqhUKmxtbYmIiCAkJITExERUKhUqlYqIiAgA5s6di4uLCwYGBtjY2DB06FCys7OV9gqH5T0tJiGEEEKI10ESICFek379+hEeHq7sf/vtt/Tt21etzt27dxk7dixHjhwhOjoaDQ0NOnXqRH5+vlq9Tz75hMDAQBISEnB0dKRnz548evRIKb937x5z5sxh1apV7Nu3j7S0NAIDA5XyO3fu0KdPH/bv38+vv/6Kg4MD7dq1486dO0BBggQQHh5ORkYGhw8fpnv37owbN45atWqRkZFBRkYG3bt3B0BDQ4OFCxdy+vRpVqxYwZ49ewgKClKL+VkxFScnJ4esrCy1TQghhBDiRcgy2EK8Jv/5z38IDg7m0qVLAMTHx7N27VpiYmKUOl26dFE759tvv8XCwoIzZ85Qu3Zt5XhgYCDt2xcsjRoSEkKtWrU4f/48NWvWBCA3N5clS5ZQvXp1AIYPH860adOU81u2bKl2na+//hpTU1NiY2Pp0KEDFhYWAJiammJpaanUMzQ0REtLS+0YwOjRo5WvbW1tmT59OoMHD2bx4sXK8WfFVJzQ0FBCQkKeWkcIIYQQojSkB0iI18TCwoL27dsTERFBeHg47du3p0KFCmp1zp07R8+ePbGzs8PY2FgZipaWlqZWr06dOsrXVlZWAFy7dk05pq+vryQahXX+Wn716lUGDhyIg4MDJiYmGBsbk52dXeQ6JbV7925atWpF5cqVMTIyolevXty4cYN79+6VOKbiBAcHk5mZqWzp6enPFZ8QQgghRCHpARLiNerXrx/Dhw8H4MsvvyxS7uvrS9WqVVm2bBnW1tbk5+dTu3ZtHj58qFavXLlyytcqlQpAbZjcX8sL6zx+/FjZ79OnDzdu3GDBggVUrVoVHR0dmjRpUuQ6JZGamkqHDh0YMmQIM2bMwNzcnP3799O/f38ePnyIvr5+iWIqjo6ODjo6OqWOSQghhBDiSSQBEuI18vHx4eHDh6hUKry9vdXKbty4QXJyMsuWLaN58+YA7N+//5XEER8fz+LFi2nXrh0A6enp/Pnnn2p1ypUrR15entoxbW3tIseOHj1Kfn4+YWFhaGgUdCqvX7/+lcQthBBCCPGiJAES4jXS1NQkKSlJ+fqvzMzMKF++PF9//TVWVlakpaUxYcKEVxKHg4MDq1aton79+mRlZTF+/Hj09PTU6tja2hIdHU2zZs3Q0dHBzMwMW1tbLl68SEJCAu+88w5GRkbY29uTm5vLF198ga+vL/Hx8SxZsuSVxC2EEEII8aJkDpAQr5mxsTHGxsZFjmtoaLB27VqOHj1K7dq1GTNmDJ9//vkrieGbb77h1q1buLu706tXL0aOHEnFihXV6oSFhbFr1y5sbGyUpbq7dOmCj48PLVq0wMLCgu+++w5XV1fmzp3L7NmzqV27NpGRkYSGhr6SuIUQQgghXpTq8bMG4QshxD9EVlYWJiYm2Ixej4aOflmHI4QQr1zqrPZlHYL4lyj8G5qZmVnsP2LfJjIETgjxxjkV4v3W//IWQgghxPORIXBCCCGEEEKIt4YkQEIIIYQQQoi3hiRAQgghhBBCiLeGzAESQrxxak/ZIYsgCCHeSrIoghAvTnqAhBBCCCGEEG8NSYCEEEIIIYQQbw1JgIT4i5iYGFQqFbdv3y7rUIQQQgghxCsgCZD4x7l+/TpDhgyhSpUq6OjoYGlpibe3N/Hx8S/1Ol5eXowePfqltvkylCYJy8vLY968ebi4uKCrq4uZmRlt27Z96c9KCCGEEOLfQhZBEP84Xbp04eHDh6xYsQI7OzuuXr1KdHQ0N27cKOvQ/lEeP35Mjx492L17N59//jmtWrUiKyuLL7/8Ei8vL77//ns6duxY1mEKIYQQQvyjSA+Q+Ee5ffs2cXFxzJ49mxYtWlC1alUaNmxIcHAw77//vlIvLS0NPz8/DA0NMTY2plu3bly9elUpDwgIKPLmf/To0Xh5eSnlsbGxLFiwAJVKhUqlIjU1Val79OhR6tevj76+Pk2bNiU5OVmtrc2bN+Pu7o6uri52dnaEhITw6NEjpXzu3Lm4uLhgYGCAjY0NQ4cOJTs7Wym/dOkSvr6+mJmZYWBgQK1atdi2bRupqam0aNECADMzM1QqFQEBAcU+q/Xr1/PDDz+wcuVKBgwYQLVq1XB1deXrr7/m/fffZ8CAAdy9e7dEzwMgPz+f0NBQqlWrhp6eHq6urvzwww9q55w6dYq2bdtiaGhIpUqV6NWrF3/++adS7uXlxciRIwkKCsLc3BxLS0umTp2qlD9+/JipU6cqvXvW1taMHDmy2PsDyMnJISsrS20TQgghhHgRkgCJfxRDQ0MMDQ3ZtGkTOTk5xdbJz8/Hz8+PmzdvEhsby65du7hw4QLdu3cv8XUWLFhAkyZNGDhwIBkZGWRkZGBjY6OUf/LJJ4SFhXHkyBG0tLTo16+fUhYXF0fv3r0ZNWoUZ86cYenSpURERDBjxgyljoaGBgsXLuT06dOsWLGCPXv2EBQUpJQPGzaMnJwc9u3bx8mTJ5k9ezaGhobY2NiwYcMGAJKTk8nIyGDBggXF3sOaNWtwdHTE19e3SNm4ceO4ceMGu3btKvEzCQ0NZeXKlSxZsoTTp08zZswY/vOf/xAbGwsUJKctW7akbt26HDlyhO3bt3P16lW6deum1s6KFSswMDDg4MGDfPbZZ0ybNk2JY8OGDcybN4+lS5dy7tw5Nm3ahIuLy1NjMjExUba/vkZCCCGEEM9DhsCJfxQtLS0iIiIYOHAgS5Yswd3dHU9PT3r06EGdOnUAiI6O5uTJk1y8eFF5Q7xy5Upq1arF4cOHadCgwTOvY2Jigra2Nvr6+lhaWhYpnzFjBp6engBMmDCB9u3b8+DBA3R1dQkJCWHChAn06dMHADs7Oz799FOCgoKYMmUKgNrcIltbW6ZPn87gwYNZvHgxUNCD1aVLF+XNv52dnVLf3NwcgIoVK2JqavrEezh79ixOTk7FlhUeP3v27DOfBRT0tMycOZPdu3fTpEkTJab9+/ezdOlSPD09WbRoEXXr1mXmzJnKed9++y02NjacPXsWR0dHAOrUqaM8BwcHBxYtWkR0dDRt2rQhLS0NS0tLWrduTbly5ahSpQoNGzZ8YlzBwcGMHTtW2c/KypIkSAghhBAvRHqAxD9Oly5duHz5Mlu2bMHHx4eYmBjc3d2JiIgAICkpCRsbG7U3ws7OzpiampKUlPRSYihMtgCsrKwAuHbtGgCJiYlMmzZN6a0yNDRUepLu3bsHwO7du2nVqhWVK1fGyMiIXr16cePGDaV85MiRTJ8+nWbNmjFlyhROnDjxXHE+fvz4qeXa2tolauf8+fPcu3ePNm3aqN3XypUrSUlJUe577969auU1a9YEUOqA+rODgudX+Oy6du3K/fv3sbOzY+DAgfz4449qQwf/TkdHB2NjY7VNCCGEEOJFSAIk/pF0dXVp06YNkyZN4pdffiEgIEDpVSgJDQ2NIslBbm5uic8vV66c8rVKpQIKht4BZGdnExISQkJCgrKdPHmSc+fOoaurS2pqKh06dKBOnTps2LCBo0eP8uWXXwLw8OFDAAYMGMCFCxfo1asXJ0+epH79+nzxxRcljg8KeleelPAVHi/slXnW8yicn7R161a1+zpz5owyDyg7OxtfX1+18oSEBM6dO4eHh0exz67w+RU+OxsbG5KTk1m8eDF6enoMHToUDw+PUr02QgghhBAvQhIg8UZwdnZWJvQ7OTmRnp5Oenq6Un7mzBlu376Ns7MzABYWFmRkZKi1kZCQoLavra1NXl5eqWNxd3cnOTkZe3v7IpuGhgZHjx4lPz+fsLAwGjdujKOjI5cvXy7Sjo2NDYMHD2bjxo2MGzeOZcuWKXEBz4ytZ8+enDt3jp9++qlIWVhYGNbW1rRp0wZ49vNwdnZGR0eHtLS0IvdU2NPm7u7O6dOnsbW1LVLHwMCgxM9PT08PX19fFi5cSExMDAcOHODkyZMlPl8IIYQQ4kVIAiT+UW7cuEHLli1ZvXo1J06c4OLFi3z//fd89tln+Pn5AdC6dWtcXFzw9/fn2LFjHDp0iN69e+Pp6Un9+vUBaNmyJUeOHGHlypWcO3eOKVOmcOrUKbVr2dracvDgQVJTU/nzzz+VXopnmTx5MitXriQkJITTp0+TlJTE2rVrmThxIgD29vbk5ubyxRdfcOHCBVatWsWSJUvU2hg9ejQ7duzg4sWLHDt2jL179yrzdqpWrYpKpSIqKorr16+rrR73Vz169KBjx4706dOHb775htTUVE6cOMFHH31EVFQUq1evVnpjnvU8jIyMCAwMZMyYMaxYsYKUlBSOHTvGF198wYoVK4CChRtu3rxJz549OXz4MCkpKezYsYO+ffuWOJGMiIjgm2++4dSpU1y4cIHVq1ejp6dH1apVS3S+EEIIIcSLkgRI/KMYGhrSqFEj5s2bh4eHB7Vr12bSpEkMHDiQRYsWAQVDqjZv3oyZmRkeHh60bt0aOzs71q1bp7Tj7e3NpEmTCAoKokGDBty5c4fevXurXSswMBBNTU2cnZ2xsLAgLS2tRDF6e3sTFRXFzp07adCgAY0bN2bevHnKm3hXV1fmzp3L7NmzqV27NpGRkYSGhqq1kZeXx7Bhw3BycsLHxwdHR0dlgYTKlSsrCy1UqlSJ4cOHFxuHSqXi+++/57///S/z5s2jRo0aytLVx48fV5bTLunz+PTTT5k0aRKhoaFKXFu3bqVatWoAWFtbEx8fT15eHu+99x4uLi6MHj0aU1NTNDRK9qvE1NSUZcuW0axZM+rUqcPu3bv56aefKF++fInOF0IIIYR4UarHz5pFLYR4Yxw7dozWrVvTv39/Pv/887IO56XLysrCxMSEzMxMWRBBCCGEKAX5G/o/0gMkxL+Iu7s70dHRGBgYqK3MJoQQQgghCsjnAAnxL1O3bl3q1q1b1mEIIYQQQvwjSQIkhHjj1J6yAw0d/bIOQwghXrvUWe3LOgQh3ngyBE4IIYQQQgjx1pAESAghhBBCCPHWkARIvBIxMTGoVCpu375d1qE8Fy8vL0aPHl3WYfyj/f01joiIwNTUVCmfOnUqbm5uZRKbEEIIIcSTSAL0L3b9+nWGDBlClSpV0NHRwdLSEm9vb+Lj41/qdV5msqBSqZRNS0uLKlWqMHbsWHJycl5K+2UpICBA7f7+vtna2j71/OKec1kmmk2bNiUjIwMTE5PXfm0hhBBCiOcliyD8i3Xp0oWHDx+yYsUK7OzsuHr1KtHR0dy4caOsQ3uq8PBwfHx8yM3NJTExkb59+2JgYMCnn35a1qG9kAULFjBr1ixl38rKSrlXAE1NzbIK7bloa2tjaWlZ1mEIIYQQQpSK9AD9S92+fZu4uDhmz55NixYtqFq1Kg0bNiQ4OJj3339fqZeWloafnx+GhoYYGxvTrVs3rl69qpQHBATQsWNHtbZHjx6Nl5eXUh4bG8uCBQuUnozU1FSl7tGjR6lfvz76+vo0bdqU5OTkZ8ZuamqKpaUlNjY2dOjQAT8/P44dO6ZWZ/Pmzbi7u6Orq4udnR0hISE8evRIKZ87dy4uLi4YGBhgY2PD0KFDyc7OVmsjPj4eLy8v9PX1MTMzw9vbm1u3binl+fn5BAUFYW5ujqWlJVOnTn1m7E9jYmKCpaWlsv31Xi0tLTlz5gwNGzZER0cHKysrJkyYoNzTk55zixYtADAzM0OlUhEQEKDEHhoaSrVq1dDT08PV1ZUffvhBiaWw5yg6OrrY1+fs2bOoVCp+++03tXuYN28e1atXV2ujNL1Py5cvx8nJCV1dXWrWrMnixYufWj8nJ4esrCy1TQghhBDiRUgC9C9laGiIoaEhmzZteuLwsfz8fPz8/Lh58yaxsbHs2rWLCxcu0L179xJfZ8GCBTRp0oSBAweSkZFBRkYGNjY2Svknn3xCWFgYR44cQUtLi379+pXqPs6ePcuePXto1KiRciwuLo7evXszatQozpw5w9KlS4mIiGDGjBlKHQ0NDRYuXMjp06dZsWIFe/bsISgoSClPSEigVatWODs7c+DAAfbv34+vry95eXlKnRUrVmBgYMDBgwf57LPPmDZtGrt27SpV/CX1xx9/0K5dOxo0aEBiYiJfffUV33zzDdOnTwee/Jw3bNgAQHJyMhkZGSxYsACA0NBQVq5cyZIlSzh9+jRjxozhP//5D7GxsWrXfdLr4+joSP369YmMjFSrHxkZyYcffvhc9xgZGcnkyZOZMWMGSUlJzJw5k0mTJrFixYonnhMaGoqJiYmy/fV7SwghhBDiecgQuH8pLS0tIiIiGDhwIEuWLMHd3R1PT0969OhBnTp1AIiOjubkyZNcvHhReWO5cuVKatWqxeHDh2nQoMEzr2NiYoK2tjb6+vrFDoeaMWMGnp6eAEyYMIH27dvz4MEDdHV1n9hmz5490dTU5NGjR+Tk5NChQweCg4OV8pCQECZMmECfPn0AsLOz49NPPyUoKIgpU6YAqM2VsbW1Zfr06QwePFjpcfjss8+oX7++Wg9ErVq11OKoU6eO0p6DgwOLFi0iOjqaNm3aPPO5lNbixYuxsbFh0aJFqFQqatasyeXLl/n444+ZPHnyE5+zubk5ABUrVlQWIMjJyWHmzJns3r2bJk2aAAXPaP/+/SxdulR5PeDpr4+/vz+LFi1Shh6ePXuWo0ePsnr16ue6xylTphAWFkbnzp0BqFatmpLAFr6WfxccHMzYsWOV/aysLEmChBBCCPFCpAfoX6xLly5cvnyZLVu24OPjQ0xMDO7u7kRERACQlJSEjY2N2htKZ2dnTE1NSUpKeikxFCZbUDDnBeDatWtPPWfevHkkJCSQmJhIVFQUZ8+epVevXkp5YmIi06ZNU3q5DA0NlZ6Re/fuAbB7925atWpF5cqVMTIyolevXty4cUMpL+wBKmnshfE/Kfa4uDi1eP7ec/IsSUlJNGnSBJVKpRxr1qwZ2dnZ/P7776Vq6/z589y7d482bdqoxbRy5UpSUlLU6j7t9enRowepqan8+uuvQEEPjru7OzVr1ixVPAB3794lJSWF/v37q8U0ffr0IjH9lY6ODsbGxmqbEEIIIcSLkB6gfzldXV3atGlDmzZtmDRpEgMGDGDKlCnKXJFn0dDQ4PHjx2rHcnNzS3z9cuXKKV8XvrnPz89/6jmWlpbY29sDUKNGDe7cuUPPnj2ZPn069vb2ZGdnExISovQk/JWuri6pqal06NCBIUOGMGPGDMzNzdm/fz/9+/fn4cOH6Ovro6enV6rYC+N/Uuz169cnISFB2a9UqdIz239VCuc6bd26lcqVK6uV6ejoqO0/7fWxtLSkZcuWrFmzhsaNG7NmzRqGDBnyQjEtW7ZMbTgjvHmLPwghhBDizSYJ0FvG2dmZTZs2AeDk5ER6ejrp6elKL9CZM2e4ffs2zs7OAFhYWHDq1Cm1NhISEtTeOGtra6vNnXnZCt8g379/HwB3d3eSk5OVJOnvjh49Sn5+PmFhYWhoFHRyrl+/Xq1OnTp1iI6OJiQk5KXEqKen98R4SsLJyYkNGzbw+PFjJRGJj4/HyMiId955Byj+OWtrawOoHXd2dkZHR4e0tDS14W7Pw9/fn6CgIHr27MmFCxfo0aPHc7VTqVIlrK2tuXDhAv7+/i8UkxBCCCHEi5AE6F/qxo0bdO3alX79+lGnTh2MjIw4cuQIn332GX5+fgC0bt0aFxcX/P39mT9/Po8ePWLo0KF4enpSv359AFq2bMnnn3/OypUradKkCatXr+bUqVPUrVtXuZatrS0HDx4kNTUVQ0NDZV7K87p9+zZXrlwhPz+fc+fOMW3aNBwdHXFycgJg8uTJdOjQgSpVqvDBBx+goaFBYmIip06dUnqJcnNz+eKLL/D19SU+Pp4lS5aoXSM4OBgXFxeGDh3K4MGD0dbWZu/evXTt2pUKFSq8UPzPY+jQocyfP58RI0YwfPhwkpOTmTJlCmPHjlWSuOKec9WqVVGpVERFRdGuXTv09PQwMjIiMDCQMWPGkJ+fz7vvvktmZibx8fEYGxs/cb5NcTp37syQIUMYMmQILVq0wNra+rnvMSQkhJEjR2JiYoKPjw85OTkcOXKEW7duqc3zEUIIIYR4lWQO0L+UoaEhjRo1Yt68eXh4eFC7dm0mTZrEwIEDWbRoEVAw5Gnz5s2YmZnh4eFB69atsbOzY926dUo73t7eTJo0iaCgIBo0aMCdO3fo3bu32rUCAwPR1NTE2dkZCwsL0tLSXij2vn37YmVlxTvvvEPPnj2pVasWP//8M1paWkpMUVFR7Ny5kwYNGtC4cWPmzZtH1apVAXB1dWXu3LnMnj2b2rVrExkZSWhoqNo1HB0d2blzJ4mJiTRs2JAmTZqwefNm5RqvW+XKldm2bRuHDh3C1dWVwYMH079/fyZOnKjUKe45V65cWVkUolKlSgwfPhyATz/9lEmTJhEaGoqTkxM+Pj5s3bqVatWqlSouIyMjfH19SUxMfOGemwEDBrB8+XLCw8NxcXHB09OTiIiIUsckhBBCCPEiVI//PsFDCCH+obKysgqWwx69Hg0d/bIORwghXrvUWe3LOgTxhir8G5qZmfnWLyokQ+CEEG+cUyHeb/0vbyGEEEI8HxkCJ4QQQgghhHhrSAIkhBBCCCGEeGvIEDghxBun9pQdMgdICCGKIXOEhHg26QESQgghhBBCvDUkARJCCCGEEEK8NSQBEkIIIYQQQrw1JAES4g2Xnp5Ov379sLa2Rltbm6pVqzJq1Chu3LhR1qEJIYQQQvzjSAIkxBvswoUL1K9fn3PnzvHdd99x/vx5lixZQnR0NE2aNOHmzZtlHaIQQgghxD+KJEBCvMGGDRuGtrY2O3fuxNPTkypVqtC2bVt2797NH3/8wSeffAKASqVi06ZNaueampoSERGh7Kenp9OtWzdMTU0xNzfHz8+P1NRUtXOWL1+Ok5MTurq61KxZk8WLFytlqampqFQqNm7cSIsWLdDX18fV1ZUDBw4odS5duoSvry9mZmYYGBhQq1Yttm3b9sT7y8nJISsrS20TQgghhHgRkgAJ8Ya6efMmO3bsYOjQoejp6amVWVpa4u/vz7p163j8+PEz28rNzcXb2xsjIyPi4uKIj4/H0NAQHx8fHj58CEBkZCSTJ09mxowZJCUlMXPmTCZNmsSKFSvU2vrkk08IDAwkISEBR0dHevbsyaNHj4CChC0nJ4d9+/Zx8uRJZs+ejaGh4RPjCg0NxcTERNlsbGxK+5iEEEIIIdTI5wAJ8YY6d+4cjx8/xsnJqdhyJycnbt26xfXr15/Z1rp168jPz2f58uWoVCoAwsPDMTU1JSYmhvfee48pU6YQFhZG586dAahWrRpnzpxh6dKl9OnTR2krMDCQ9u0LPociJCSEWrVqcf78eWrWrElaWhpdunTBxcUFADs7u6fGFRwczNixY5X9rKwsSYKEEEII8UIkARLiDfesHh5tbe1ntpGYmMj58+cxMjJSO/7gwQNSUlK4e/cuKSkp9O/fn4EDByrljx49wsTERO2cOnXqKF9bWVkBcO3aNWrWrMnIkSMZMmQIO3fupHXr1nTp0kWt/t/p6Oigo6PzzPiFEEIIIUpKEiAh3lD29vaoVCqSkpLo1KlTkfKkpCQsLCwwNTVFpVIVSZRyc3OVr7Ozs6lXrx6RkZFF2rGwsCA7OxuAZcuW0ahRI7VyTU1Ntf1y5copXxf2JuXn5wMwYMAAvL292bp1Kzt37iQ0NJSwsDBGjBhRmlsXQgghhHhuMgdIiDdU+fLladOmDYsXL+b+/ftqZVeuXCEyMpKAgACgIInJyMhQys+dO8e9e/eUfXd3d86dO0fFihWxt7dX20xMTKhUqRLW1tZcuHChSHm1atVKFbeNjQ2DBw9m48aNjBs3jmXLlj3/QxBCCCGEKCVJgIR4gy1atIicnBy8vb3Zt28f6enpbN++nTZt2uDo6MjkyZMBaNmyJYsWLeL48eMcOXKEwYMHq/XU+Pv7U6FCBfz8/IiLi+PixYvExMQwcuRIfv/9d6BgPk9oaCgLFy7k7NmznDx5kvDwcObOnVvieEePHs2OHTu4ePEix44dY+/evU+cwySEEEII8SpIAiTEG8zBwYHDhw9jZ2dHt27dqFq1Km3btsXR0VFZyQ0gLCwMGxsbmjdvzocffkhgYCD6+vpKO/r6+uzbt48qVarQuXNnnJyc6N+/Pw8ePMDY2BgoGL62fPlywsPDcXFxwdPTk4iIiFL1AOXl5TFs2DCcnJzw8fHB0dFRbSltIYQQQohXTfW4JGvkCiHeGFOmTGHu3Lns2rWLxo0bl3U4L1VWVhYmJiZkZmYqiZkQQgghnk3+hv6PLIIgxL9MSEgItra2/PrrrzRs2BANDenoFUIIIYQoJAmQEP9Cffv2LesQhBBCCCH+keRfw0IIIYQQQoi3hvQACSHeOLWn7EBDR//ZFYUQQjxV6qz2ZR2CEK+d9AAJIYQQQggh3hqSAAkhnotKpWLTpk1lHYYQQgghRKnIEDgh3jABAQHcvn27zJOPjIwMzMzMyjQGIYQQQojSkgRICPFcLC0tyzoEIYQQQohSkyFwQrzBtm/fzrvvvoupqSnly5enQ4cOpKSkKOWpqamoVCrWr19P8+bN0dPTo0GDBpw9e5bDhw9Tv359DA0Nadu2LdevX1fOO3z4MG3atKFChQqYmJjg6enJsWPH1K799yFwv//+Oz179sTc3BwDAwPq16/PwYMHAUhJScHPz49KlSphaGhIgwYN2L1796t9OEIIIYQQxZAESIg32N27dxk7dixHjhwhOjoaDQ0NOnXqRH5+vlq9KVOmMHHiRI4dO4aWlhYffvghQUFBLFiwgLi4OM6fP8/kyZOV+nfu3KFPnz7s37+fX3/9FQcHB9q1a8edO3eKjSM7OxtPT0/++OMPtmzZQmJiIkFBQUoc2dnZtGvXjujoaI4fP46Pjw++vr6kpaU99f5ycnLIyspS24QQQgghXoQMgRPiDdalSxe1/W+//RYLCwvOnDlD7dq1leOBgYF4e3sDMGrUKHr27El0dDTNmjUDoH///kRERCj1W7Zsqdbu119/jampKbGxsXTo0KFIHGvWrOH69escPnwYc3NzAOzt7ZVyV1dXXF1dlf1PP/2UH3/8kS1btjB8+PAn3l9oaCghISHPegxCCCGEECUmPUBCvMHOnTtHz549sbOzw9jYGFtbW4AiPSt16tRRvq5UqRIALi4uaseuXbum7F+9epWBAwfi4OCAiYkJxsbGZGdnP7HHJiEhgbp16yrJz99lZ2cTGBiIk5MTpqamGBoakpSU9MweoODgYDIzM5UtPT39qfWFEEIIIZ5FeoCEeIP5+vpStWpVli1bhrW1Nfn5+dSuXZuHDx+q1StXrpzytUqlKvbYX4fN9enThxs3brBgwQKqVq2Kjo4OTZo0KdJuIT09vafGGRgYyK5du5gzZw729vbo6enxwQcfPLG9Qjo6Oujo6Dy1jhBCCCFEaUgCJMQb6saNGyQnJ7Ns2TKaN28OwP79+19K2/Hx8SxevJh27doBkJ6ezp9//vnE+nXq1GH58uXcvHmz2F6g+Ph4AgIC6NSpE1DQI5SamvpSYhVCCCGEKA0ZAifEG8rMzIzy5cvz9ddfc/78efbs2cPYsWNfStsODg6sWrWKpKQkDh48iL+//1N7eXr27ImlpSUdO3YkPj6eCxcusGHDBg4cOKC0t3HjRhISEkhMTOTDDz8sslCDEEIIIcTrIAmQEG+Y/Px8tLS00NDQYO3atRw9epTatWszZswYPv/885dyjW+++YZbt27h7u5Or169GDlyJBUrVnxifW1tbXbu3EnFihVp164dLi4uzJo1C01NTQDmzp2LmZkZTZs2xdfXF29vb9zd3V9KrEIIIYQQpaF6/Pjx47IOQghRcj4+Ptjb27No0aKyDuW1y8rKwsTEBJvR69HQ0S/rcIQQ4o2XOqt9WYcgXpPCv6GZmZkYGxuXdThlSuYACfGGuHXrFvHx8cTExDB48OCyDqdMnQrxfut/eQshhBDi+UgCJMQbol+/fhw+fJhx48bh5+dX1uEIIYQQQryRJAES4g3x448/lnUIQgghhBBvPEmAhBBvnNpTdsgcICGEeAlkDpB4G8kqcEIIIYQQQoi3hiRAQgghhBBCiLeGJEDirRcTE4NKpeL27dtlHYoQQgghhHjFJAES/wjXr19nyJAhVKlSBR0dHSwtLfH29iY+Pv6lXsfLy4vRo0e/1DZftqlTp+Lm5laiujdv3mT06NFUrVoVbW1trK2t6devH2lpaa82SCGEEEKIN5QsgiD+Ebp06cLDhw9ZsWIFdnZ2XL16lejoaG7cuFHWof1j3bx5k8aNG6Otrc2SJUuoVasWqampTJw4kQYNGnDgwAHs7OzKOkwhhBBCiH+UEvUAde7cucSbEKV1+/Zt4uLimD17Ni1atKBq1ao0bNiQ4OBg3n//faVeWloafn5+GBoaYmxsTLdu3bh69apSHhAQQMeOHdXaHj16NF5eXkp5bGwsCxYsQKVSoVKpSE1NVeoePXqU+vXro6+vT9OmTUlOTgYgMzMTTU1Njhw5AkB+fj7m5uY0btxYOXf16tXY2Ngo++np6XTr1g1TU1PMzc3x8/NTu1ZMTAwNGzbEwMAAU1NTmjVrxqVLl4iIiCAkJITExEQlxoiIiGKf2yeffMLly5fZvXs3bdu2pUqVKnh4eLBjxw7KlSvHsGHDlLq2trbMnz9f7Xw3NzemTp2q9joMGDAACwsLjI2NadmyJYmJiWrnbN68GXd3d3R1dbGzsyMkJIRHjx4p5SqViuXLl9OpUyf09fVxcHBgy5YtSvmtW7fw9/fHwsICPT09HBwcCA8PL/b+AHJycsjKylLbhBBCCCFeRIkSIBMTE2UzNjYmOjpaeTMIBW8co6OjMTExeWWBin8vQ0NDDA0N2bRpEzk5OcXWyc/Px8/Pj5s3bxIbG8uuXbu4cOEC3bt3L/F1FixYQJMmTRg4cCAZGRlkZGSoJS2ffPIJYWFhHDlyBC0tLfr16wcUfP+7ubkRExMDwMmTJ1GpVBw/fpzs7GwAYmNj8fT0BCA3Nxdvb2+MjIyIi4sjPj4eQ0NDfHx8ePjwIY8ePaJjx454enpy4sQJDhw4wKBBg1CpVHTv3p1x48ZRq1YtJcbi7jE/P5+1a9fi7++PpaWlWpmenh5Dhw5lx44d3Lx5s8TPp2vXrly7do2ff/6Zo0eP4u7uTqtWrZQ24uLi6N27N6NGjeLMmTMsXbqUiIgIZsyYodZOSEgI3bp148SJE7Rr1w5/f3+ljUmTJnHmzBl+/vlnkpKS+Oqrr6hQocITYwoNDVX7/fPX10sIIYQQ4nmUaAjcX/9D+/HHH9OtWzeWLFmCpqYmAHl5eQwdOhRjY+NXE6X4V9PS0iIiIoKBAweyZMkS3N3d8fT0pEePHtSpUweA6OhoTp48ycWLF5U3wStXrqRWrVocPnyYBg0aPPM6JiYmaGtro6+vXyRpAJgxY4aSxEyYMIH27dvz4MEDdHV18fLyIiYmhsDAQGJiYmjTpg2//fYb+/fvx8fHh5iYGIKCggBYt24d+fn5LF++HJVKBRT8DJmamhITE0P9+vXJzMykQ4cOVK9eHQAnJyclDkNDQ7S0tIqNsdD169e5ffu22nl/5eTkxOPHjzl//jwNGzZ85rPZv38/hw4d4tq1a+jo6AAwZ84cNm3axA8//MCgQYMICQlhwoQJ9OnTBwA7Ozs+/fRTgoKCmDJlitJWQEAAPXv2BGDmzJksXLiQQ4cO4ePjQ1paGnXr1qV+/fpAQc/U0wQHBzN27FhlPysrS5IgIYQQQryQUi+C8O233xIYGKgkPwCampqMHTuWb7/99qUGJ94eXbp04fLly2zZskVJKNzd3ZXhX0lJSdjY2Ki9+XV2dsbU1JSkpKSXEkNhsgVgZWUFwLVr1wDw9PRk//795OXlERsbi5eXl5IUXb58mfPnzytD7RITEzl//jxGRkZK75a5uTkPHjwgJSUFc3NzAgIC8Pb2xtfXlwULFpCRkfFcMT9+/Pip5dra2iVqJzExkezsbMqXL6/EbGhoyMWLF0lJSVHqTJs2Ta28sDft3r17Slt/fY4GBgYYGxsrz3HIkCGsXbsWNzc3goKC+OWXX54al46ODsbGxmqbEEIIIcSLKPUiCI8ePeK3336jRo0aasd/++038vPzX1pg4u2jq6tLmzZtaNOmDZMmTWLAgAFMmTKFgICAEp2voaFRJCHIzc0t8fXLlSunfF3Yc1P4Pe3h4cGdO3c4duwY+/btY+bMmVhaWjJr1ixcXV2xtrbGwcEBgOzsbOrVq0dkZGSRa1hYWAAFPUIjR45k+/btrFu3jokTJ7Jr1y61eUVPY2Fh8dTkLykpCS0tLapVqwY8+9lkZ2djZWWlDPP7K1NTU6VOSEhIsXP9dHV1la//+hyh4FkWPse2bdty6dIltm3bxq5du2jVqhXDhg1jzpw5z75pIYQQQoiXoNQJUN++fenfvz8pKSnK0JqDBw8ya9Ys+vbt+9IDFG8vZ2dnNm3aBBQM6UpPTyc9PV3pBTpz5gy3b9/G2dkZKEgKTp06pdZGQkKC2htybW1t8vLySh2LqakpderUYdGiRZQrV46aNWtSsWJFunfvTlRUlDJ0DsDd3Z1169ZRsWLFp/ZY1K1bl7p16xIcHEyTJk1Ys2aNsqrbs2LU0NCgW7duREZGMm3aNLXhcvfv32fx4sV06tRJmZdnYWGh1suUlZXFxYsX1WK+cuUKWlpaTxyW5u7uTnJyMvb29k+N7VksLCzo06cPffr0oXnz5owfP14SICGEEEK8NqUeAjdnzhyCgoIICwvDw8MDDw8P5s6dy/jx4/n8889fRYziX+7GjRu0bNmS1atXc+LECS5evMj333/PZ599hp+fHwCtW7fGxcUFf39/jh07xqFDh+jduzeenp7KfJKWLVty5MgRVq5cyblz55gyZUqRhMjW1paDBw+SmprKn3/+WapeSy8vLyIjI5Vkx9zcHCcnJ9atW6eWAPn7+1OhQgX8/PyIi4vj4sWLxMTEMHLkSH7//XcuXrxIcHAwBw4c4NKlS+zcuZNz584p83lsbW25ePEiCQkJ/Pnnn09cGGLGjBlYWlrSpk0bfv75Z9LT09m3bx/e3t5oaGiwYMECpW7Lli1ZtWoVcXFxnDx5kj59+qgNY23dujVNmjShY8eO7Ny5k9TUVH755Rc++eQTZcGTyZMns3LlSkJCQjh9+jRJSUmsXbuWiRMnlvgZTp48mc2bN3P+/HlOnz5NVFTUE+cxCSGEEEK8CqVOgDQ0NAgKCuKPP/7g9u3b3L59mz/++IOgoCC1N1RClJShoSGNGjVi3rx5eHh4ULt2bSZNmsTAgQNZtGgRUDCMavPmzZiZmeHh4UHr1q2xs7Nj3bp1Sjve3t5MmjSJoKAgGjRowJ07d+jdu7fatQrnrzk7O2NhYVGqDwz19PQkLy9PmesDBUnR34/p6+uzb98+qlSpQufOnXFycqJ///48ePAAY2Nj9PX1+e233+jSpQuOjo4MGjSIYcOG8dFHHwEF86F8fHxo0aIFFhYWfPfdd8XGU6FCBX799VdatGjBRx99RLVq1ZQYExISlHlMULCYgKenJx06dKB9+/Z07NhRWYCh8Plu27YNDw8P+vbti6OjIz169ODSpUtUqlRJeb5RUVHs3LmTBg0a0LhxY+bNm0fVqlVL/Ay1tbUJDg6mTp06eHh4oKmpydq1a0t8vhBCCCHEi1I9ftYs6ie4fv268jkpNWvWfOpStkKI1+Obb75h6NChrFu3rshnIv0bZGVlYWJiQmZmpiyIIIQQQpSC/A39n1L3AN29e5d+/fphZWWlDIGzsrKif//+aitBCSFev/79+7N27VqSkpK4f/9+WYcjhBBCCPGPU+oEaOzYscTGxvLTTz8pQ+A2b95MbGws48aNexUxCiFKoVOnTgQHB6Onp1fWoQghhBBC/OOUeghchQoV+OGHH9TmPADs3buXbt26cf369ZcZnxBCKKT7XgghhHg+8jf0f0q9DPa9e/eUSdF/VbFiRRkCJ4R4LWpP2YGGjn5ZhyGEEP8qqbPal3UIQrwWpR4C16RJE6ZMmcKDBw+UY/fv3yckJIQmTZq81OCEEEIIIYQQ4mUqdQ/QggUL8Pb25p133sHV1RWAxMREdHV12bFjx0sPUAjx+gUEBHD79m3lg2j/burUqWzatImEhITXGpcQQgghxIsqdQ9Q7dq1OXfuHKGhobi5ueHm5sasWbM4d+4ctWrVehUxCvFWCggIQKVSKVv58uXx8fHhxIkTZR2aEEIIIcQbq9Q9QFDwQY8DBw582bEIIf7Gx8eH8PBwAK5cucLEiRPp0KHDEz/ANTc3l3Llyr3OEIUQQggh3iil7gECSElJYcSIEbRu3ZrWrVszatQoUlJSXnZsQrz1dHR0sLS0xNLSEjc3NyZMmEB6ejrXr18nNTUVlUrFunXr8PT0RFdXl8jISPLz85k2bRrvvPMOOjo6uLm5sX37drV2T548ScuWLdHT06N8+fIMGjSI7OzsJ8Zx+PBhLCwsmD17dpGyffv2Ua5cOa5cuaJ2fPTo0TRv3hyAiIgITE1N2bFjB05OThgaGuLj40NGRsZLeEpCCCGEECVX6gRox44dODs7c+jQIerUqUOdOnX49ddfqVWrFrt27XoVMQohgOzsbFavXo29vT3ly5dXjk+YMIFRo0aRlJSEt7c3CxYsICwsjDlz5nDixAm8vb15//33OXfuHFDwYcbe3t6YmZlx+PBhvv/+e3bv3s3w4cOLve6ePXto06YNM2bM4OOPPy5S7uHhgZ2dHatWrVKO5ebmEhkZSb9+/ZRj9+7dY86cOaxatYp9+/aRlpZGYGDgU+85JyeHrKwstU0IIYQQ4kWUegjchAkTGDNmDLNmzSpy/OOPP6ZNmzYvLTgh3nZRUVEYGhoCBYmLlZUVUVFRaGj8738Xo0ePpnPnzsr+nDlz+Pjjj+nRowcAs2fPZu/evcyfP58vv/ySNWvW8ODBA1auXImBgQEAixYtwtfXl9mzZ6stc//jjz/Su3dvli9fTvfu3Z8YZ//+/QkPD2f8+PEA/PTTTzx48IBu3bopdXJzc1myZAnVq1cHYPjw4UybNu2p9x8aGkpISEiJnpUQQgghREmUugcoKSmJ/v37Fzner18/zpw581KCEkIUaNGiBQkJCSQkJHDo0CG8vb1p27Ytly5dUurUr19f+TorK4vLly/TrFkztXaaNWtGUlISUPAz7OrqqiQ/heX5+fkkJycrxw4ePEjXrl1ZtWrVU5MfKFiw4fz58/z6669AwZC3bt26qV1DX19fSX4ArKysuHbt2lPbDQ4OJjMzU9nS09OfWl8IIYQQ4llKnQBZWFgUu/RtQkICFStWfBkxCSH+n4GBAfb29tjb29OgQQOWL1/O3bt3WbZsmVqdV6F69erUrFmTb7/9ltzc3KfWrVixIr6+voSHh3P16lV+/vlnteFvQJHFGVQqFY8fP35quzo6OhgbG6ttQgghhBAvotQJ0MCBAxk0aBCzZ88mLi6OuLg4Zs2axUcffSQrwwnxiqlUKjQ0NLh//36x5cbGxlhbWxMfH692PD4+HmdnZwCcnJxITEzk7t27auUaGhrUqFFDOVahQgX27NnD+fPn6dat2zOToAEDBrBu3Tq+/vprqlevXqQXSgghhBDin6DUc4AmTZqEkZERYWFhBAcHA2Btbc3UqVMZOXLkSw9QiLdZTk6OsrrarVu3WLRoEdnZ2fj6+j7xnPHjxzNlyhSqV6+Om5sb4eHhJCQkEBkZCYC/vz9TpkyhT58+TJ06levXrzNixAh69eqlNv8HCnp29uzZQ4sWLejZsydr165FS6v4Xxve3t4YGxszffr0Z87tEUIIIYQoK6XuAVKpVIwZM4bff/9dGZf/+++/M2rUKFQq1auIUYi31vbt27GyssLKyopGjRopq7Z5eXk98ZyRI0cyduxYxo0bh4uLC9u3b2fLli04ODgABXNxduzYwc2bN2nQoAEffPABrVq1YtGiRcW2Z2lpyZ49ezh58iT+/v7k5eUVW09DQ4OAgADy8vLo3bv3C9+7EEIIIcSroHr8rEH4QghRQv379+f69ets2bLllbSflZWFiYkJNqPXo6Gj/0quIYQQb6vUWe3LOgTxChX+Dc3MzHzr59SWegjc1atXCQwMJDo6mmvXrhWZxPyk/w4LIf69MjMzOXnyJGvWrHllyc9fnQrxfut/eQshhBDi+ZQ6AQoICCAtLY1JkyZhZWUlw96EEPj5+XHo0CEGDx4snwUmhBBCiH+0UidA+/fvJy4uDjc3t1cQjhDiTRQTE1PWIQghhBBClEipEyAbG5tnfnaHEEK8SrWn7JA5QEII8YrIXCDxb1fqVeDmz5/PhAkTSE1NfQXhCCGEEEIIIcSrU6IeIDMzM7W5Pnfv3qV69ero6+sX+XT3mzdvvtwIhRAvTUREBKNHj+b27dsvtd3U1FSqVavG8ePHZXisEEIIIf7RSpQAzZ8//xWHIcQ/R0BAACtWrCA0NJQJEyYoxzdt2kSnTp1eyxDQs2fP4ubmxvLly/nwww+V4/n5+bz77rtYW1vzww8/vPI4Cp0/f54ZM2awa9curl+/jrW1NY0bN2bcuHHUr18fGxsbMjIyqFChAlAwJ6hFixbcunULU1PT1xanEEIIIcSzlCgB6tOnDwC5ubl89NFHTJo0iWrVqr3SwIQoS7q6usyePZuPPvoIMzOz1359R0dHZs2axYgRI2jRogVWVlYAhIWFceHChedaajo3N/e5Yjly5AitWrWidu3aLF26lJo1a3Lnzh02b97MuHHjiI2NRVNTE0tLy+dqXwghhBDidSrVHKBy5cqxYcOGVxWLEP8YrVu3xtLSktDQ0KfW279/P82bN0dPTw8bGxtGjhzJ3bt3AVi0aBG1a9dW6m7atAmVSsWSJUvUrjNx4sRi2x4xYgSurq4MHDgQgN9++43Jkyfz9ddfY25uzrRp03jnnXfQ0dHBzc2N7du3K+empqaiUqlYt24dnp6e6OrqEhkZWeQa169fp379+nTq1ImcnJwi5Y8fPyYgIAAHBwfi4uJo37491atXx83NjSlTprB582a16yUkJJCamkqLFi2A/w2fDQgIYOXKlZQvX77IdTp27EivXr2e+pyFEEIIIV6WUi+C0LFjRzZt2vQKQhHin0NTU5OZM2fyxRdf8PvvvxdbJyUlBR8fH7p06cKJEydYt24d+/fvZ/jw4QB4enpy5swZrl+/DkBsbCwVKlRQlozOzc3lwIEDeHl5Fdu+SqUiPDycuLg4li1bRkBAAD169OD9999nwYIFhIWFMWfOHE6cOIG3tzfvv/8+586dU2tjwoQJjBo1iqSkJLy9vdXK0tPTad68ObVr1+aHH35AR0enSAwJCQmcPn2acePGoaFR9NdFccPbbGxslH+UJCcnk5GRwYIFC+jatSt5eXlqvVfXrl1j69at9OvXr9hnkJOTQ1ZWltomhBBCCPEiSr0MtoODA9OmTSM+Pp569ephYGCgVj5y5MiXFpwQZalTp05KT8c333xTpDw0NBR/f39Gjx4NFPxsLFy4EE9PT7766itq166Nubk5sbGxfPDBB8TExDBu3DgWLFgAwKFDh8jNzaVp06ZPjKFq1arMnz+fAQMG8M4777Bz504A5syZw8cff0yPHj0AmD17Nnv37mX+/Pl8+eWXyvmjR4+mc+fORdpNTk6mTZs2dOrUifnz5z/xA40LE6qaNWuW4IkV0NTUxNzcHICKFSuqJUkffvgh4eHhdO3aFYDVq1dTpUqVJyaBoaGhhISElPjaQgghhBDPUuoeoG+++QZTU1OOHj3K119/zbx585RNFksQ/zazZ89mxYoVJCUlFSlLTEwkIiICQ0NDZfP29iY/P5+LFy+iUqnw8PAgJiaG27dvc+bMGYYOHUpOTg6//fYbsbGxNGjQAH39p3+eTd++fbGysmLEiBEYGxuTlZXF5cuXadasmVq9Zs2aFYmzfv36Rdq7f/8+zZs3p3PnzixYsOCJyQ/w0hd8GDhwIDt37uSPP/4AClalCwgIeGIMwcHBZGZmKlt6evpLjUcIIYQQb59S9wBdvHjxVcQhxD+Sh4cH3t7eBAcHExAQoFaWnZ3NRx99VGyvZ5UqVQDw8vLi66+/Ji4ujrp162JsbKwkRbGxsXh6epYoDi0tLbS0Sv3jWqSHFkBHR4fWrVsTFRXF+PHjqVy58hPPd3R0BArmH9WtW7fU1/+7unXr4urqysqVK3nvvfc4ffo0W7dufWJ9HR2dYofmCSGEEEI8r1L3AP3V48ePX8uSwEKUpVmzZvHTTz9x4MABtePu7u6cOXMGe3v7Ipu2tjbwv3lA33//vTLMy8vLi927dxMfH//EoV9PY2xsjLW1NfHx8WrH4+PjcXZ2fub5GhoarFq1inr16tGiRQsuX778xLpubm44OzsTFhZGfn5+kfInfZ5Q4f3n5eUVKRswYAARERGEh4fTunVrbGxsnhmzEEIIIcTL8lwJ0MqVK3FxcUFPTw89PT3q1KnDqlWrXnZsQvwjuLi44O/vz8KFWmCTWwABAABJREFUC9WOf/zxx/zyyy8MHz6chIQEzp07x+bNm5VFEADq1KmDmZkZa9asUUuANm3aRE5OTpFhbCU1fvx4Zs+ezbp160hOTmbChAkkJCQwatSoEp2vqalJZGQkrq6utGzZkitXrhRbr3AhhrNnz9K8eXO2bdvGhQsXOHHiBDNmzMDPz6/Y86pWrYpKpSIqKorr16+TnZ2tlH344Yf8/vvvLFu27ImLHwghhBBCvCqlToDmzp3LkCFDaNeuHevXr2f9+vX4+PgwePBg5s2b9ypiFKLMTZs2rUgPSJ06dYiNjVWSg7p16zJ58mSsra2VOiqViubNm6NSqXj33XeV84yNjalfv36xQ9RKYuTIkYwdO5Zx48bh4uLC9u3b2bJlCw4ODiVuQ0tLi++++45atWrRsmVLrl27Vmy9hg0bcuTIEezt7Rk4cCBOTk68//77nD59+onz/ipXrkxISAgTJkygUqVKakmhiYkJXbp0wdDQkI4dO5bmtoUQQgghXpjqcSnHsFWrVo2QkBB69+6tdnzFihVMnTpV5ggJIZ6pVatW1KpVq0iv2rNkZWVhYmKCzej1aOg8ffEIIYQQzyd1VvuyDkG8AoV/QzMzMzE2Ni7rcMpUqWdVZ2RkFLtsb9OmTcnIyHgpQQkh/p1u3bpFTEwMMTExLF68+LnbORXi/db/8hZCCCHE8yn1EDh7e3vWr19f5Pi6detKNfxGCPH2qVu3LgEBAcyePZsaNWqUdThCCCGEeAuVugcoJCSE7t27s2/fPmUCd3x8PNHR0cUmRkIIUSg1NbWsQxBCCCHEW67UPUBdunTh4MGDVKhQgU2bNrFp0yYqVKjAoUOH6NSp06uIUQghhBBCCCFeilIvgiCEEGVFFkEQQoiyIQsjvPlkEYT/Y+/e43o8/weOvz6VzudEIUJnneQ0ciiycprTnGZoTtsIjZzmGDPHHDYbm0MxDHOeM6lGLKEcJqEh2zLnWralg98fHt1fHxWVLH7ez8fjfsx939d93e/7+ow+767D/T8lf7U8j19uuHXrVpKSkgBwcXGhY8eOpXpTvRBCCCGEEEL8V0o8BO6XX37BwcGBfv36sXXrVrZu3Uq/fv2wt7fn3LlzLyNGIcR/LDAw8D95R09ERASmpqYv/T5CCCGEEPlKnAANHDiQOnXq8Ntvv3Hq1ClOnTrF9evXcXd3Z/DgwS8jRiHK1a1bt/j444+pXr06Ojo6WFlZ4e/vT2xsrFJGpVKxbdu2Etdta2tb5MtEy9p/ldQIIYQQQrzKSjxmLTExkRMnTmBmZqYcMzMzY8aMGTRo0KBMgxPiVdC1a1cePnzIqlWrqFWrFn/++SeRkZHcuXOnvEMTQgghhBAlVOIeIAcHB/78888Cx2/evImdnV2ZBCXEq+L+/fscPnyY2bNn4+vrS40aNWjYsCHjx4/nnXfeAR734gB07twZlUql7KekpNCxY0cqV66MoaEhDRo04ODBg0rdPj4+XLt2jU8++QSVSoVKpVLOHTlyhGbNmqGnp4eNjQ3Dhw/nwYMHynlbW1s+//xz+vfvj5GREdWrV+fbb78t0bNt2rQJNzc39PT0sLCwwM/PT+0eT9q7dy9NmzbF1NQUCwsL2rdvT0pKinL+6tWrqFQqtmzZgq+vL/r6+nh4eHDs2DG1eiIiIqhevTr6+vp07txZkkghhBBC/OeKlQBlZGQo28yZMxk+fDibNm3it99+47fffmPTpk0EBwcze/bslx2vEP8pQ0NDDA0N2bZtG1lZWYWWiY+PByA8PJy0tDRlPzMzk7Zt2xIZGUlCQgIBAQF06NCB1NRUALZs2UK1atWYNm0aaWlppKWlAY8Tp4CAALp27cqZM2fYsGEDR44cISgoSO2+YWFh1K9fn4SEBIYMGcLHH39McnJysZ4rLS2NXr160b9/f5KSkoiOjqZLly4UtSjkgwcPGDlyJCdOnCAyMhINDQ06d+5MXl6eWrkJEyYQEhJCYmIiDg4O9OrVi5ycHADi4uIYMGAAQUFBJCYm4uvry2efffbMOLOystT+/cnIyCjW8wkhhBBCFKVYy2BraGio/XY6/5L8Y0/u5+bmvow4hSg3mzdvZtCgQfzzzz94eXnRokULevbsibu7u1JGpVKxdevW586xcXV15aOPPlKSGVtbW4KDgwkODlbKDBw4EE1NTb755hvl2JEjR2jRogUPHjxAV1cXW1tbmjVrxnfffQc8/jtoZWVFaGgoH330UaH3DgwM5P79+2zbto1Tp05Rr149rl69So0aNZ5ZtjC3b9/G0tKSs2fP4urqytWrV6lZsybLly9nwIABAJw/f546deqQlJSEk5MT7733Hunp6ezatUupp2fPnuzdu5f79+8Xep+pU6cSGhpa4Lgsgy2EEP8tWQb79SfLYP9PseYARUVFvew4hHhlde3alXbt2nH48GF+/vln9uzZw5w5c1i+fDmBgYFFXpeZmcnUqVPZtWsXaWlp5OTk8M8//yg9QEU5ffo0Z86cYe3atcqxR48ekZeXx5UrV3B2dgYokIBZWVlx8+bNYj2Th4cHrVq1ws3NDX9/f95++23effddtbl9T7p06RKTJ08mLi6O27dvKz0/qampuLq6KuWejMna2hp4PDzWycmJpKSkAi9Lbty4MXv37i0yzvHjxzNy5EhlPyMjAxsbm2I9oxBCCCFEYYqVALVo0eJlxyHEK01XV5fWrVvTunVrJk2axMCBA5kyZcozE6CQkBAOHDjAvHnzsLOzQ09Pj3fffZeHDx8+816ZmZl8+OGHDB8+vMC56tWrK3+uUKGC2jmVSlVgSFpRNDU1OXDgAEePHmX//v18+eWXTJgwgbi4OGrWrFmgfIcOHahRowbLli2jSpUq5OXl4erqWuBZnowpv4e4uDEVRkdHBx0dnVJfL4QQQgjxtFK9ufT+/fscP36cmzdvFvhy07dv3zIJTIhXmYuLi9rwsAoVKhQY/hkbG0tgYKDS65GZmcnVq1fVymhraxe4zsvLi/Pnz7/0RUVUKhXe3t54e3szefJkatSowdatW9V6XADu3LlDcnIyy5Yto1mzZsDjIXkl5ezsTFxcnNqxn3/+ufQPIIQQQghRCiVOgH788Ud69+5NZmYmxsbGanODVCqVJEDi/5U7d+7QrVs3+vfvj7u7O0ZGRpw4cYI5c+bQsWNHpZytrS2RkZF4e3ujo6ODmZkZ9vb2bNmyhQ4dOqBSqZg0aVKBXxjY2try008/0bNnT3R0dKhYsSJjx47lrbfeIigoiIEDB2JgYMD58+c5cOAAixcvLpPniouLIzIykrfffptKlSoRFxfHrVu3lOF1TzIzM8PCwoJvv/0Wa2trUlNTGTduXInvOXz4cLy9vZk3bx4dO3Zk3759zxz+JoQQQgjxMpR4GexRo0bRv39/MjMzuX//Pvfu3VO2u3fvvowYhSg3hoaGNGrUiAULFtC8eXNcXV2ZNGkSgwYNUktGwsLCOHDgADY2NtStWxeA+fPnY2ZmRpMmTejQoQP+/v54eXmp1T9t2jSuXr1K7dq1sbS0BB7Po4mJieHixYs0a9aMunXrMnnyZKpUqVJmz2VsbMxPP/1E27ZtcXBwYOLEiYSFhdGmTZsCZTU0NFi/fj0nT57E1dWVTz75hLlz55b4nm+99RbLli1j0aJFeHh4sH//fiZOnFgWjyOEEEIIUWzFWgXuSQYGBpw9e5ZatWq9rJiEEKJQ+SvYyCpwQgjx35JV4F5/sgrc/5R4CJy/vz8nTpyQBEgIUW7Ohfq/8f94CyGEEKJ0ipUA7dixQ/lzu3btGD16NOfPn8fNza3ASlTvvPNO2UYohBBCCCGEEGWk2C9CLVZl8iJUIcRLJN33QgghROnIz9D/KVYP0Iu8x0MIIcqa65R9MgdICCHKicwHEq+7Eq8CJ4QQQgghhBCvqxIvgvDFF18UelylUqGrq4udnR3NmzdHU1PzhYMTQgghhBBCiLJU4gRowYIF3Lp1i7///hszMzMA7t27h76+PoaGhty8eZNatWoRFRWFjY1NmQcs3hwREREEBwdz//79V6KeZwkMDOT+/fts27btpd2jMNHR0fj6+nLv3j1MTU3LvZ5nmTp1Ktu2bSMxMfGl1C+EEEIIURwlHgL3+eef06BBAy5dusSdO3e4c+cOFy9epFGjRixatIjU1FSsrKz45JNPXka8ogwEBgaiUqkKbAEBAWVSf3R0NCqV6rkJR365p7cXeTmmra0tCxcuLPX1r5qrV68W2kbvv/9+qev08fEhODi47IIUQgghhHiNlLgHaOLEiWzevJnatWsrx+zs7Jg3bx5du3bl119/Zc6cOXTt2rVMAxVlKyAggPDwcLVjOjo65RJLcnKy2mokhoaG5RLHq+zgwYPUqVNH2dfT0yvHaIQQQgghXl8l7gFKS0sjJyenwPGcnBxu3LgBQJUqVfjrr79ePDrx0ujo6GBlZaW25Q9pBJg/fz5ubm4YGBhgY2PDkCFDyMzMVM5fu3aNDh06YGZmhoGBAXXq1GH37t1cvXoVX19fAMzMzFCpVAQGBj4zlkqVKqnFUVQClJKSQseOHalcuTKGhoY0aNCAgwcPKud9fHy4du0an3zyidJT8qRt27Zhb2+Prq4u/v7+XL9+XTkXGBhIp06d1MoHBwfj4+Oj7G/atAk3Nzf09PSwsLDAz8+PBw8eqF0zb948rK2tsbCwYOjQoWRnZz/z2YvLwsJCrY1MTEwKLXfnzh169epF1apV0dfXx83Nje+//17tOWNiYli0aJHSRlevXlXOx8bG4u7ujq6uLm+99Rbnzp1Tzk2dOhVPT0+1+y1cuBBbW1tlPzo6moYNG2JgYICpqSne3t5cu3ZN7ZrvvvsOW1tbTExM6Nmzp/xbIYQQQoj/VIkTIF9fXz788EMSEhKUYwkJCXz88ce0bNkSgLNnz1KzZs2yi1L85zQ0NPjiiy/45ZdfWLVqFYcOHWLMmDHK+aFDh5KVlcVPP/3E2bNnmT17NoaGhtjY2LB582bgcc9OWloaixYtKpOYMjMzadu2LZGRkSQkJBAQEECHDh1ITU0FYMuWLVSrVo1p06aRlpZGWlqacu3ff//NjBkzWL16NbGxsdy/f5+ePXsW+95paWn06tWL/v37k5SURHR0NF26dOHJ12hFRUWRkpJCVFQUq1atIiIigoiIiDJ59uL6999/qVevHrt27eLcuXMMHjyYPn36cPz4cQAWLVpE48aNGTRokNJGT87VGz16NGFhYcTHx2NpaUmHDh2KncTl5OTQqVMnWrRowZkzZzh27BiDBw9WS0RTUlLYtm0bO3fuZOfOncTExDBr1qwi68zKyiIjI0NtE0IIIYR4ESUeArdixQr69OlDvXr1qFChAvD4i0+rVq1YsWIF8HgIU1hYWNlGKsrUzp07C/S0fPrpp3z66acAanNEbG1t+eyzz/joo4/4+uuvAUhNTaVr1664ubkBUKtWLaW8ubk58LhnpzgT6qtVq6a2f+3aNSwsLAqU8/DwwMPDQ9mfPn06W7duZceOHQQFBWFubo6mpiZGRkZYWVmpXZudnc3ixYtp1KgRAKtWrcLZ2Znjx4/TsGHD58aY3/PZpUsXatSoAaA8ez4zMzMWL16MpqYmTk5OtGvXjsjISAYNGvTc+p+nSZMmai8kPnz4MHXr1i1QrmrVqoSEhCj7w4YNY9++fWzcuJGGDRtiYmKCtrY2+vr6BdoIYMqUKbRu3Rp43EbVqlVj69atdO/e/bkxZmRkkJ6eTvv27ZUhss7Ozmpl8vLyiIiIwMjICIA+ffoQGRnJjBkzCq1z5syZhIaGPvfeQgghhBDFVeIEyMrKigMHDnDhwgUuXrwIgKOjI46OjkqZ/CFQ4tXl6+vLkiVL1I7lJy7weM7JzJkzuXDhAhkZGeTk5PDvv//y999/o6+vz/Dhw/n444/Zv38/fn5+dO3aFXd391LFcvjwYeULMaA2FO9JmZmZTJ06lV27dikJyT///KP0AD2LlpYWDRo0UPadnJwwNTUlKSmpWAmQh4cHrVq1ws3NDX9/f95++23effddtVjr1Kmjtvy7tbU1Z8+eLbS+1NRUXFxclP0nk8/CbNiwQS2ZKGqFxdzcXD7//HM2btzI77//zsOHD8nKykJfv3gvDW3cuLHyZ3NzcxwdHUlKSirWtebm5gQGBuLv70/r1q3x8/Oje/fuWFtbK2VsbW3VPmtra2tu3rxZZJ3jx49n5MiRyn5GRoasLimEEEKIF1LiBCifk5MTTk5OZRmL+A8ZGBhgZ2dX6LmrV6/Svn17Pv74Y2bMmIG5uTlHjhxhwIABPHz4EH19fQYOHIi/vz+7du1i//79zJw5k7CwMIYNG1biWGrWrFmsnqKQkBAOHDjAvHnzsLOzQ09Pj3fffZeHDx+W+J5P09DQUBvOBqgN/dLU1OTAgQMcPXqU/fv38+WXXzJhwgTi4uKU4Z75PaL5VCoVeXl5hd6vSpUqastBP5l8FsbGxqbIz+tJc+fOZdGiRSxcuFCZwxUcHPyftBFAeHg4w4cPZ+/evWzYsIGJEydy4MAB3nrrLaBkbQSP56qV1+IcQgghhPj/qVgJ0MiRI5k+fToGBgZqv40tzPz588skMFF+Tp48SV5eHmFhYcqwq40bNxYoZ2Njw0cffcRHH33E+PHjWbZsGcOGDUNbWxt43BtRlmJjYwkMDKRz587A4x6hJyfwA2hraxd635ycHE6cOKH09iQnJ3P//n2lV8XS0lJtwj9AYmKi2hd2lUqFt7c33t7eTJ48mRo1arB169bn/p0ojJaWVrESmpKKjY2lY8eOyjLZeXl5XLx4Ua23qag2Avj555+pXr068Pj9XhcvXlRroxs3bvDo0SNlXk9h7/SpW7cudevWZfz48TRu3Jh169YpCZAQQgghRHkrVgKUkJCg/Kb3ycUPnvb0qlvi1ZWVlaWs2pdPS0uLihUrYmdnR3Z2Nl9++SUdOnQgNjaWpUuXqpUNDg6mTZs2ODg4cO/ePaKiopQvyjVq1EClUrFz507atm2Lnp5emSxtbW9vz5YtW+jQoQMqlYpJkyYV6D2wtbXlp59+omfPnujo6FCxYkXgcc/DsGHD+OKLL9DS0iIoKIi33npLSYhatmzJ3LlzWb16NY0bN2bNmjWcO3dOmWcTFxdHZGQkb7/9NpUqVSIuLo5bt24VmONS3uzt7dm0aRNHjx7FzMyM+fPn8+eff6olQLa2tsTFxXH16lUMDQ3Vep+mTZuGhYUFlStXZsKECVSsWFFZHc/Hx4dbt24xZ84c3n33Xfbu3cuePXuUJcyvXLnCt99+yzvvvEOVKlVITk7m0qVL9O3b9z9tAyGEEEKIZynWKnBRUVHKEKWoqKgit0OHDr3MWEUZ2rt3L9bW1mpb06ZNgcfzXebPn8/s2bNxdXVl7dq1zJw5U+363Nxchg4dirOzMwEBATg4OCgLJFStWpXQ0FDGjRtH5cqVCQoKKpOY58+fj5mZGU2aNKFDhw74+/vj5eWlVmbatGlcvXqV2rVrY2lpqRzX19dn7NixvPfee3h7e2NoaMiGDRuU8/7+/kyaNIkxY8bQoEED/vrrL7Uv7sbGxvz000+0bdsWBwcHJk6cSFhYGG3atCmTZysrEydOxMvLC39/f3x8fLCysiqwvHdISAiampq4uLhgaWmpNodq1qxZjBgxgnr16nHjxg1+/PFHpUfP2dmZr7/+mq+++goPDw+OHz+utuCCvr4+Fy5coGvXrjg4ODB48GCGDh3Khx9++J88uxBCCCFEcagePT2ov5guX75MSkoKzZs3R09PT21YjBBCvAwZGRmYmJhgE7wRDZ3iLewghBCibF2d1a68QxClkP8zND09Xe0F9G+iEi+CcOfOHbp3705UVBQqlYpLly5Rq1YtBgwYgJmZmSx/LYR46c6F+r/x/3gLIYQQonRK/CLUTz75hAoVKpCamqq2tG6PHj3Yu3dvmQYnhBBCCCGEEGWpxD1A+/fvZ9++fQVeXmlvb8+1a9fKLDAhhBBCCCGEKGslToAePHhQ6EsV7969K+/rEEL8J1yn7JM5QEIIUU5kDpB43ZV4CFyzZs1YvXq1sp//IsM5c+bg6+tbpsEJIYQQQgghRFkqcQ/QnDlzaNWqFSdOnODhw4eMGTOGX375hbt37xIbG/syYhTilRUYGMj9+/fZtm1beYcihBBCCCGKocQ9QK6urly8eJGmTZvSsWNHHjx4QJcuXUhISKB27dovI0YhniswMBCVSsWsWbPUjm/btq1Mlme/evUqKpWKxMTEF66rrAUGBhZ4109R5VQqlbJZWFgQEBDAmTNnXn6QQgghhBCviBL3AAGYmJgwYcKEso5FiBeiq6vL7Nmz+fDDDzEzMyuzeh8+fFhmdZW3gIAAwsPDAbhx4wYTJ06kffv2ai9DfVp2djYVKlT4r0IUQgghhHipit0DlJqaWqxNiPLi5+eHlZUVM2fOfGa5zZs3U6dOHXR0dLC1tS3w7ipbW1umT59O3759MTY2ZvDgwdSsWROAunXrolKp8PHxUbtm3rx5WFtbY2FhwdChQ8nOzlbOZWVlERISQtWqVTEwMKBRo0ZER0cr5+/cuUOvXr2oWrUq+vr6uLm58f3336vVv2nTJtzc3NDT08PCwgI/Pz8ePHjA1KlTWbVqFdu3b1d6dp6s+2k6OjpYWVlhZWWFp6cn48aN4/r169y6dQv4X0/Xhg0baNGiBbq6uqxdu5a8vDymTZtGtWrV0NHRwdPTU23Z+/zrtmzZgq+vL/r6+nh4eHDs2DGlTP/+/XF3dycrKwt4nFjWrVuXvn37PvPzEkIIIYQoS8VOgGxtbalZs2aB7cnjtWrVepmxCvFMmpqafP7553z55Zf89ttvhZY5efIk3bt3p2fPnpw9e5apU6cyadIkIiIi1MrNmzcPDw8PEhISmDRpEsePHwfg4MGDpKWlsWXLFqVsVFQUKSkpREVFsWrVKiIiItTqCwoK4tixY6xfv54zZ87QrVs3AgICuHTpEgD//vsv9erVY9euXZw7d47BgwfTp08f5Z5paWn06tWL/v37k5SURHR0NF26dOHRo0eEhITQvXt3AgICSEtLIy0tjSZNmhSrvTIzM1mzZg12dnZYWFionRs3bhwjRowgKSkJf39/Fi1aRFhYGPPmzePMmTP4+/vzzjvvKM+Qb8KECYSEhJCYmIiDgwO9evUiJycHgC+++IIHDx4wbtw4pez9+/dZvHhxkTFmZWWRkZGhtgkhhBBCvIhiD4FLSEgo9PijR49Yv349X3zxBYaGhmUWmBCl0blzZzw9PZkyZQorVqwocH7+/Pm0atWKSZMmAeDg4MD58+eZO3cugYGBSrmWLVsyatQoZV9TUxMACwsLrKys1Oo0MzNj8eLFaGpq4uTkRLt27YiMjGTQoEGkpqYSHh5OamoqVapUASAkJIS9e/cSHh7O559/TtWqVQkJCVHqGzZsGPv27WPjxo00bNiQtLQ0cnJy6NKlCzVq1ADAzc1NKa+np0dWVlaBuAqzc+dO5e/pgwcPsLa2ZufOnWhoqP8uJDg4mC5duij78+bNY+zYsfTs2ROA2bNnExUVxcKFC/nqq6+UciEhIbRr93h51NDQUOrUqcPly5dxcnLC0NCQNWvW0KJFC4yMjFi4cCFRUVEYGxsXGe/MmTMJDQ197nMJIYQQQhRXsXuAPDw8Cmy3bt1i4MCBfP3114wZM4aUlJSXGasQxTJ79mxWrVpFUlJSgXNJSUl4e3urHfP29ubSpUvk5uYqx+rXr1/s+9WpU0dJkACsra25efMmAGfPniU3NxcHBwcMDQ2VLSYmRvn7kpuby/Tp03Fzc8Pc3BxDQ0P27dunDCn18PCgVatWuLm50a1bN5YtW8a9e/eK3yBP8PX1JTExkcTERI4fP46/vz9t2rQp8BLjJ58/IyODP/74o9B2e7qN3d3d1doBUNoCoHHjxoSEhDB9+nRGjRpF06ZNnxnv+PHjSU9PV7br16+X7IGFEEIIIZ5SqkUQTp06xdixYzl8+DADBw5k9+7dVKpUqaxjE6JUmjdvjr+/P+PHj1fr1SkJAwODYpd9eoGA/HdjweNhZpqampw8eVItSQKUnpi5c+eyaNEiFi5ciJubGwYGBgQHByuLL2hqanLgwAGOHj3K/v37+fLLL5kwYQJxcXHK3KSSPJednZ2yv3z5ckxMTFi2bBmfffZZqZ7/SU+2Rf7qe/ltkf/n2NhYNDU1uXz58nPr09HRkRcsCyGEEKJMlWgZ7JSUFHr06EHDhg2xtLTk/PnzLF68WJIf8cqZNWsWP/74o9okfABnZ+cC76uKjY3FwcGhQILyJG1tbQC1XqLiqFu3Lrm5udy8eRM7Ozu1LX/IWmxsLB07duT999/Hw8ODWrVqcfHiRbV6VCoV3t7ehIaGkpCQgLa2Nlu3blViK2lcT9aroaHBP//8U2QZY2NjqlSpUmi7ubi4lOh+c+fO5cKFC8TExCjDAIUQQggh/kvF7gEaMmQIK1aswNfXlxMnTuDp6fkSwxLixbi5udG7d2+++OILteOjRo2iQYMGTJ8+nR49enDs2DEWL17M119//cz6KlWqhJ6eHnv37qVatWro6upiYmLy3DgcHBzo3bs3ffv2JSwsjLp163Lr1i0iIyNxd3enXbt22Nvbs2nTJo4ePYqZmRnz58/nzz//VJKLuLg4IiMjefvtt6lUqRJxcXHcunULZ2dn4PECJfv27SM5ORkLCwtMTEyKXLY6KyuLGzduAHDv3j0WL15MZmYmHTp0eOZzjB49milTplC7dm08PT0JDw8nMTGRtWvXPrcN8iUkJDB58mQ2bdqEt7c38+fPZ8SIEbRo0UIWUBFCCCHEf6bYCdDSpUvR1dXl5s2b9O/fv8hyp06dKpPAhHhR06ZNY8OGDWrHvLy82LhxI5MnT2b69OlYW1szbdq05w6V09LS4osvvmDatGlMnjyZZs2aPXO56SeFh4fz2WefMWrUKH7//XcqVqzIW2+9Rfv27QGYOHEiv/76K/7+/ujr6zN48GA6depEeno68LgH5qeffmLhwoVkZGRQo0YNwsLCaNOmDQCDBg0iOjqa+vXrk5mZSVRUVIFluvPt3btXmZtjZGSEk5MTP/zwQ5Hl8w0fPpz09HRGjRrFzZs3cXFxYceOHdjb2xerDf7991/ef/99AgMDlWRr8ODB7Nq1iz59+vDTTz89swdOCCGEEKKsqB49evSoOAWLuxLTlClTXiggIYQoSkZGBiYmJtgEb0RDR7+8wxFCiDfS1VntyjsEUQr5P0PT09OfuQLrm6DYCZAQQpQ3+cdbCCGEKB35Gfo/JVoEQQghhBBCCCFeZ5IACSGEEEIIId4YkgAJIYQQQggh3hilehGqEEKUJ9cp+2QRBCGEKGeyGIJ4XUkPkBBCCCGEEOKNUewE6NChQ7i4uJCRkVHgXHp6OnXq1OHw4cNlGpx4swUGBtKpU6eXfp+IiAhMTU1fmXr+v/Dx8SE4OLi8wxBCCCGEUFPsBGjhwoUMGjSo0GXzTExM+PDDD5k/f36ZBidK779KHkrqVY2rOKKiomjbti0WFhbo6+vj4uKivNwUoEePHly8eFEpP3XqVDw9Pf/zOD/88EM0NTX54YcfSnRdWce7ZcsWpk+fXmb1CSGEEEKUhWInQKdPnyYgIKDI82+//TYnT54sk6CEeNV88803+Pn5YWVlxebNmzl//jxLly4lPT2dsLAwAPT09KhUqVK5xvn333+zfv16xowZw8qVK8slhocPHwJgbm6OkZFRucQghBBCCFGUYidAf/75JxUqVCjyvJaWFrdu3SqToMTLFxMTQ8OGDdHR0cHa2ppx48aRk5OjnPfx8WH48OGMGTMGc3NzrKysmDp1qlodFy5coGnTpujq6uLi4sLBgwdRqVRs27at2HFs2rQJNzc39PT0sLCwwM/PjwcPHhRadu/evTRt2hRTU1MsLCxo3749KSkpyvmrV6+iUqnYsmULvr6+6Ovr4+HhwbFjx9TqiYiIoHr16ujr69O5c2fu3LnzzBh/++03hg8fzvDhw1m5ciU+Pj7Y2trSvHlzli9fzuTJk5V684fARUREEBoayunTp1GpVKhUKiIiIujfvz/t27dXqz87O5tKlSqxYsWKYrdbUX744QdcXFwYN24cP/30E9evX1c7Hx0dTcOGDTEwMMDU1BRvb2+uXbtWZLwAqampdOzYEUNDQ4yNjenevTt//vmnUmd+z9Hy5cupWbMmurq6QMEhcN999x3169fHyMgIKysr3nvvPW7evPnCzyyEEEIIURLFToCqVq3KuXPnijx/5swZrK2tyyQo8XL9/vvvtG3blgYNGnD69GmWLFnCihUr+Oyzz9TKrVq1CgMDA+Li4pgzZw7Tpk3jwIEDAOTm5tKpUyf09fWJi4vj22+/ZcKECSWKIy0tjV69etG/f3+SkpKIjo6mS5cuPHr0qNDyDx48YOTIkZw4cYLIyEg0NDTo3LkzeXl5auUmTJhASEgIiYmJODg40KtXLyW5i4uLY8CAAQQFBZGYmIivr2+B537aDz/8wMOHDxkzZkyh5wub99OjRw9GjRpFnTp1SEtLIy0tjR49ejBw4ED27t1LWlqaUnbnzp38/fff9OjR45lxFMeKFSt4//33MTExoU2bNkoSA5CTk0OnTp1o0aIFZ86c4dixYwwePBiVSlVkvHl5eXTs2JG7d+8SExPDgQMH+PXXXwvEevnyZTZv3syWLVtITEwsNLbs7GymT5/O6dOn2bZtG1evXiUwMPCZz5OVlUVGRobaJoQQQgjxIoq9DHbbtm2ZNGkSAQEBym948/3zzz9MmTKlwG+2xavp66+/xsbGhsWLF6NSqXBycuKPP/5g7NixTJ48GQ2Nx3mxu7s7U6ZMAcDe3p7FixcTGRlJ69atOXDgACkpKURHR2NlZQXAjBkzaN26dbHjSEtLIycnhy5dulCjRg0A3NzciizftWtXtf2VK1diaWnJ+fPncXV1VY6HhITQrt3jpTlDQ0OpU6cOly9fxsnJiUWLFhEQEKAkMw4ODhw9epS9e/cWed9Lly5hbGxcogRfT08PQ0NDtLS0lPYBaNKkCY6Ojnz33XdKDOHh4XTr1g1DQ8Ni119UnD///DNbtmwB4P3332fkyJFMnDgRlUpFRkYG6enptG/fntq1awPg7OysXF9YvAcOHODs2bNcuXIFGxsbAFavXk2dOnWIj4+nQYMGwONhb6tXr8bS0rLI+Pr376/8uVatWnzxxRc0aNCAzMzMIp995syZhIaGlrJFhBBCCCEKKnYP0MSJE7l79y4ODg7MmTOH7du3s337dmbPno2joyN3794tcQ+AKB9JSUk0btwYlUqlHPP29iYzM5PffvtNOebu7q52nbW1tTJkKTk5GRsbG7Uvyw0bNixRHB4eHrRq1Qo3Nze6devGsmXLuHfvXpHlL126RK9evahVqxbGxsbY2toCj4doPenJuPOTlvy4k5KSaNSokVr5xo0bPzPOR48eqbXVixo4cCDh4eHA46Gle/bsUUsOnmZoaKhsH330UZHlVq5cib+/PxUrVgQe/9IiPT2dQ4cOAY/n5AQGBuLv70+HDh1YtGiRWk9UYZKSkrCxsVGSHwAXFxdMTU1JSkpSjtWoUeOZyQ/AyZMn6dChA9WrV8fIyIgWLVoABT+/J40fP5709HRle3pInxBCCCFESRU7AapcuTKxsbG4uroyfvx4OnfuTOfOnfn0009xdXXlyJEjVK5c+WXGKv5jT8/5UqlUBYabvQhNTU0OHDjAnj17cHFx4csvv8TR0ZErV64UWr5Dhw7cvXuXZcuWERcXR1xcHPC/SfeFxZ2fuLxI3A4ODqSnpz83WSiuvn378uuvv3Ls2DHWrFlDzZo1adasWZHlExMTlW3atGmFlsnNzWXVqlXs2rULLS0ttLS00NfX5+7du2qLIYSHh3Ps2DGaNGnChg0bcHBw4Oeff37hZzIwMHjm+QcPHuDv74+xsTFr164lPj6erVu3AgU/vyfp6OhgbGystgkhhBBCvIhiJ0Bff/01tra27N69m9u3bxMXF8fPP//M7du32b17NzVr1nyZcYoy5OzszLFjx9Tm2sTGxmJkZES1atWKVYejoyPXr19XmwwfHx9f4lhUKhXe3t6EhoaSkJCAtra28sX4SXfu3CE5OZmJEyfSqlUrnJ2dn9lbVBRnZ2clccr3vATg3XffRVtbmzlz5hR6/v79+4Ue19bWJjc3t8BxCwsLOnXqRHh4OBEREXzwwQfPvL+dnZ2yFbXK3O7du/nrr79ISEhQS5i+//57tmzZohZj3bp1GT9+PEePHsXV1ZV169YVGa+zszPXr19X63k5f/489+/fx8XF5ZlxP+nChQvcuXOHWbNm0axZM5ycnGQBBCGEEEKUi2LPAZo4cSLbt28nPDycKlWqKGP/xasrPT29wIR0CwsLhgwZwsKFCxk2bBhBQUEkJyczZcoURo4cqcz/eZ7WrVtTu3Zt+vXrx5w5c/jrr7+YOHEiQLGHi8XFxREZGcnbb79NpUqViIuL49atW2rzUvKZmZlhYWHBt99+i7W1NampqYwbN65Y93nS8OHD8fb2Zt68eXTs2JF9+/Y9c/4PgI2NDQsWLCAoKIiMjAz69u2Lra0tv/32G6tXr8bQ0FBZCvtJtra2XLlyhcTERKpVq4aRkRE6OjrA42Fw7du3Jzc3l379+pX4OZ62YsUK2rVrh4eHh9pxFxcXPvnkE9auXUvbtm359ttveeedd6hSpQrJyclcunSJvn37Fhmvn58fbm5u9O7dm4ULF5KTk8OQIUNo0aIF9evXL3Z81atXR1tbmy+//JKPPvqIc+fOyTuChBBCCFEuit0DdO7cObS0tHB1dWXNmjUvMyZRRqKjo6lbt67aFhoaStWqVdm9ezfHjx/Hw8ODjz76iAEDBigJTHFoamqybds2MjMzadCgAQMHDlTmgD29SEZRjI2N+emnn2jbti0ODg5MnDiRsLAw2rRpU6CshoYG69ev5+TJk7i6uvLJJ58wd+7cYseb76233mLZsmUsWrQIDw8P9u/fX6znHjJkCPv37+f333+nc+fOODk5MXDgQIyNjQkJCSn0mq5duxIQEICvry+WlpZ8//33yjk/Pz+sra3x9/enSpUqJX6OJ/3555/s2rWrwCIRgLJS3ooVK9DX1+fChQt07doVBwcHBg8ezNChQ/nwww+LjFelUrF9+3bMzMxo3rw5fn5+1KpViw0bNpQoRktLSyIiIpRlumfNmsW8efNe6LmFEEIIIUpD9aioNYeLEBERwciRI/H19WXChAloaal3Ij09cV68OWJjY2natCmXL19WVhkThcvMzKRq1aqEh4fTpUuX8g7ntZGRkYGJiQk2wRvR0NEv73CEEOKNdnVWu/IOQZRA/s/Q9PT0N35ObYkTIICDBw8SEBDAo0ePlBWy8v9b2JwH8f/T1q1bMTQ0xN7ensuXLzNixAjMzMw4cuRIeYf2ysrLy+P27duEhYWxfv16UlJSCvwSQRRN/vEWQgghSkd+hv5Pib95zZ8/n0mTJvH+++8zadIk+fL2Bvvrr78YO3YsqampVKxYET8/v0Lnwoj/SU1NpWbNmlSrVo2IiAj5+yOEEEII8R8rdg/Qr7/+Sr9+/bh06RLffPMNHTt2fNmxCSGEGvntlRBCCFE68jP0f4r962d3d3cCAgLYunWr8qJFIYQoD65T9skcICGEKGcyB0i8roqdAC1dupT333//ZcYihBBCCCGEEC9VsZfBluRHvMmuXr2KSqUq8F6l1zWO//J5bG1tWbhw4Uu/jxBCCCFEcRQ7AdLQ0EBTU/OZm0zoFs9y48YNhg0bRq1atdDR0cHGxoYOHToQGRlZ3qE9l42NDWlpabi6ur70e6lUqgJb06ZNS11fYGAgnTp1KrsAhRBCCCFeY8XOWLZs2YJKpSr03LFjx/jiiy/Iy8srs8DE/y9Xr17F29sbU1NT5s6di5ubG9nZ2ezbt4+hQ4dy4cKFco0vOzubChUqFHleU1MTKyur/yye8PBwAgIClH1tbe3/7N5CCCGEEP+fFbsHqFOnTnTs2FFtc3JyIiIignnz5tGtWzeSk5NfZqziNTZkyBBUKhXHjx+na9euODg4UKdOHUaOHMnPP/+slJs/fz5ubm4YGBhgY2PDkCFDyMzMVM5HRERgamrKvn37cHZ2xtDQkICAANLS0pQy8fHxtG7dmooVK2JiYkKLFi04deqUWjwqlYolS5bwzjvvYGBgwIwZM7h37x69e/fG0tISPT097O3tCQ8PBwofMnbu3DnatGmDoaEhlStXpk+fPty+fbtM2svU1BQrKytlMzc3L7Rcbm4uAwYMoGbNmujp6eHo6MiiRYuU81OnTmXVqlVs375d6U2Kjo4ucT3wv56kefPmYW1tjYWFBUOHDiU7O1spc/PmTTp06ICenh41a9Zk7dq1anU8evSIqVOnUr16dXR0dKhSpQrDhw9/gZYSQgghhCiZYidAT/rjjz8YNGgQbm5u5OTkkJiYyKpVq6hRo0ZZxyf+H7h79y579+5l6NChGBgYFDhvamqq/FlDQ4MvvviCX375hVWrVnHo0CHGjBmjVv7vv/9m3rx5fPfdd/z000+kpqYSEhKinP/rr7/o168fR44c4eeff8be3p62bdvy119/qdUzdepUOnfuzNmzZ+nfvz+TJk3i/Pnz7Nmzh6SkJJYsWVLkiof379+nZcuW1K1blxMnTrB3717+/PNPunfv/gItVXJ5eXlUq1aNH374gfPnzzN58mQ+/fRTNm7cCEBISAjdu3dXksS0tDSaNGlS4nryRUVFkZKSQlRUFKtWrSIiIoKIiAjlfGBgINevXycqKopNmzbx9ddfc/PmTeX85s2bWbBgAd988w2XLl1i27ZtuLm5Ffl8WVlZZGRkqG1CCCGEEC+iRJN20tPT+fzzz/nyyy/x9PQkMjKSZs2avazYxP8Tly9f5tGjRzg5OT23bHBwsPJnW1tbPvvsMz766CO+/vpr5Xh2djZLly6ldu3aAAQFBTFt2jTlfMuWLdXq/PbbbzE1NSUmJob27dsrx9977z0++OADZT81NZW6detSv3595f5FWbx4MXXr1uXzzz9Xjq1cuRIbGxsuXryIg4PDc5/1WXr16oWmpqayv2bNmkLn8VSoUIHQ0FBlv2bNmhw7doyNGzfSvXt3DA0N0dPTIysr65lD+J5XTz4zMzMWL16MpqYmTk5OtGvXjsjISAYNGsTFixfZs2cPx48fp0GDBgCsWLECZ2dn5frU1FSsrKzw8/OjQoUKVK9enYYNGxYZ18yZM9XiEkIIIYR4UcXuAZozZw61atVi586dfP/99xw9elSSH1EsxXzXLgAHDx6kVatWVK1aFSMjI/r06cOdO3f4+++/lTL6+vpK8gNgbW2t1svw559/MmjQIOzt7TExMcHY2JjMzExSU1PV7pWf6OT7+OOPWb9+PZ6enowZM4ajR48WGefp06eJiorC0NBQ2fITvJSUlEKvebLsRx999Mx2WLBgAYmJicrWunXrIst+9dVX1KtXD0tLSwwNDfn2228LPGtxFKeeOnXqqCVmT7Z9UlISWlpa1KtXTznv5OSk1sPXrVs3/vnnH2rVqsWgQYPYunUrOTk5RcY0fvx40tPTle369eslfi4hhBBCiCcVuwdo3Lhx6OnpYWdnx6pVq1i1alWh5bZs2VJmwYn/H+zt7VGpVM9d6ODq1au0b9+ejz/+mBkzZmBubs6RI0cYMGAADx8+RF//8Ysvn16sQKVSqSVZ/fr1486dOyxatIgaNWqgo6ND48aNefjwodp1Tw/Ha9OmDdeuXWP37t0cOHCAVq1aMXToUObNm1cg1szMTDp06MDs2bMLnLO2ti70+Z6cP/S8NzBbWVlhZ2f3zDIA69evJyQkhLCwMBo3boyRkRFz584lLi7uudeWpp7C2r4ki5/Y2NiQnJzMwYMHOXDgAEOGDGHu3LnExMQUugiFjo4OOjo6JXoWIYQQQohnKXYC1Ldv3yJXgRPiWczNzfH39+err75i+PDhBRKP+/fvY2pqysmTJ8nLyyMsLAwNjcedk0/PQSmO2NhYvv76a9q2bQvA9evXi704gaWlJf369aNfv340a9aM0aNHF5oAeXl5sXnzZmxtbYu9/HtxEpqSio2NpUmTJgwZMkQ59nQPlLa2Nrm5uS9cz/M4OTmRk5PDyZMnlSFwycnJ3L9/X62cnp4eHTp0oEOHDgwdOhQnJyfOnj2Ll5dXie4nhBBCCFEaxU6AnpzoLERJffXVV3h7e9OwYUOmTZuGu7s7OTk5HDhwgCVLlpCUlISdnR3Z2dl8+eWXdOjQgdjYWJYuXVrie9nb2/Pdd99Rv359MjIyGD16NHp6es+9bvLkydSrV486deqQlZXFzp071eavPGno0KEsW7aMXr16MWbMGMzNzbl8+TLr169n+fLlasPEXiZ7e3tWr17Nvn37qFmzJt999x3x8fHUrFlTKWNra8u+fftITk7GwsICExOTUtXzPI6OjgQEBPDhhx+yZMkStLS0CA4OVmv7iIgIcnNzadSoEfr6+qxZswY9PT1ZQEUIIYQQ/5lSrQInREnVqlWLU6dO4evry6hRo3B1daV169ZERkayZMkSADw8PJg/fz6zZ8/G1dWVtWvXMnPmzBLfa8WKFdy7dw8vLy/69OnD8OHDqVSp0nOv09bWZvz48bi7u9O8eXM0NTVZv359oWWrVKlCbGwsubm5vP3227i5uREcHIypqanSe/Vf+PDDD+nSpQs9evSgUaNG3LlzR60XB2DQoEE4OjpSv359LC0tiY2NLVU9xREeHk6VKlVo0aIFXbp0YfDgwWptb2pqyrJly/D29sbd3Z2DBw/y448/YmFhUfKHF0IIIYQoBdWjksxQF0KIcpSRkYGJiQk2wRvR0NEv73CEEOKNdnVWu/IOQZRA/s/Q9PT0585F/v+uRMtgCyHEq+BcqP8b/4+3EEIIIUpHhsAJIYQQQggh3hiSAAkhhBBCCCHeGJIACSGEEEIIId4YMgdICPHacZ2yTxZBEEKIV4gsiCBeJ9IDJIQQQgghhHhjSAIkxP9DgYGBdOrUqbzDEEIIIYR45UgCJEQ5CAwMRKVSoVKpqFChAjVr1mTMmDH8+++/5R2aEEIIIcT/azIHSIhyEhAQQHh4ONnZ2Zw8eZJ+/fqhUqmYPXt2eYcmhBBCCPH/lvQACVFOdHR0sLKywsbGhk6dOuHn58eBAwcAyMrKYvjw4VSqVAldXV2aNm1KfHy82vW//PIL7du3x9jYGCMjI5o1a0ZKSkqh94qPj8fS0lJJrvbu3UvTpk0xNTXFwsKC9u3bq1377rvvEhQUpOwHBwejUqm4cOECAA8fPsTAwICDBw8Wq76WLVuq1Qdw69YttLW1iYyMLG0TCiGEEEKUmCRAQrwCzp07x9GjR9HW1gZgzJgxbN68mVWrVnHq1Cns7Ozw9/fn7t27APz+++80b94cHR0dDh06xMmTJ+nfvz85OTkF6j506BCtW7dmxowZjB07FoAHDx4wcuRITpw4QWRkJBoaGnTu3Jm8vDwAWrRoQXR0tFJHTEwMFStWVI7Fx8eTnZ1NkyZNilXfwIEDWbduHVlZWUqda9asoWrVqrRs2bLIdsnKyiIjI0NtE0IIIYR4EapHjx49Ku8ghHjTBAYGsmbNGnR1dcnJySErKwsNDQ02btxIQEAAZmZmRERE8N577wGQnZ2Nra0twcHBjB49mk8//ZT169eTnJxMhQoVCq3//v379OvXj759+7J8+XJ69OhRZDy3b9/G0tKSs2fP4urqytmzZ/Hw8ODPP/9ES0sLKysrJk2axLlz51i/fj0zZsxg9+7dxMbGFqu+f//9lypVqrB06VK6d+8OgIeHB126dGHKlClFxjV16lRCQ0MLHLcJ3ijLYAshxCtElsF+9WVkZGBiYkJ6ejrGxsblHU65kh4gIcqJr68viYmJxMXF0a9fPz744AO6du1KSkoK2dnZeHt7K2UrVKhAw4YNSUpKAiAxMZFmzZoVmvzki4uLo1u3bnz33XcFkp9Lly7Rq1cvatWqhbGxMba2tgCkpqYC4Orqirm5OTExMRw+fJi6devSvn17YmJigMc9Qj4+PsWuT1dXlz59+rBy5UoATp06xblz5wgMDHxmG40fP5709HRlu379+rMbVQghhBDiOWQRBCHKiYGBAXZ2dgCsXLkSDw8PVqxYQYMGDZ57rZ6e3nPL1K5dGwsLC1auXEm7du3UkqUOHTpQo0YNli1bRpUqVcjLy8PV1ZWHDx8CoFKpaN68OdHR0ejo6ODj44O7uztZWVnKcL2QkJBi1wePh8F5enry22+/ER4eTsuWLalRo8Yzn0FHRwcdHZ3nPqsQQgghRHFJD5AQrwANDQ0+/fRTJk6cSO3atdHW1lYbXpadnU18fDwuLi4AuLu7c/jwYbKzs4uss2LFihw6dIjLly/TvXt3peydO3dITk5m4sSJtGrVCmdnZ+7du1fg+vx5QNHR0fj4+KChoUHz5s2ZO3cuWVlZSg9Vcetzc3Ojfv36LFu2jHXr1tG/f/8XajMhhBBCiNKQBEiIV0S3bt3Q1NRkyZIlfPzxx4wePZq9e/dy/vx5Bg0axN9//82AAQMACAoKIiMjg549e3LixAkuXbrEd999R3JyslqdlSpV4tChQ1y4cIFevXqRk5ODmZkZFhYWfPvtt1y+fJlDhw4xcuTIAvH4+Phw/vx5fvnlF5o2baocW7t2LfXr18fAwACg2PXB416gWbNm8ejRIzp37lyWzSeEEEIIUSySAAnxitDS0iIoKIg5c+YwY8YMunbtSp8+ffDy8uLy5cvs27cPMzMzACwsLDh06BCZmZm0aNGCevXqsWzZskLnBFlZWXHo0CHOnj1L7969efToEevXr+fkyZO4urryySefMHfu3ALXubm5YWpqiqenJ4aGhsDjBCg3N1dt/o+Ghkax6gPo1asXWlpa9OrVC11d3TJoNSGEEEKIkpFV4IQQ/5mrV69Su3Zt4uPj8fLyKvH1+SvYyCpwQgjxapFV4F59sgrc/8giCEKIly47O5s7d+4wceJE3nrrrVIlP086F+r/xv/jLYQQQojSkSFwQoiXLjY2Fmtra+Lj41m6dGl5hyOEEEKIN5j0AAkhXjofHx9ktK0QQgghXgWSAAkhXjuuU/bJHCAhhHjFybwg8aqSIXBCCCGEEEKIN4YkQEL8h6Kjo1GpVNy/fx+AiIgITE1NlfNTp07F09Pzpd3fx8eH4ODgl1b/szz9rEIIIYQQ5UESICFKaenSpRgZGZGTk6Mcy8zMpEKFCmrvyYH/JT7W1takpaVhYmLyH0crhBBCCCFAEiAhSs3X15fMzExOnDihHDt8+DBWVlbExcXx77//KsejoqKoXr06jo6OWFlZoVKpyiPkUnn48GF5hyCEEEIIUWYkARKilBwdHbG2tiY6Olo5Fh0dTceOHalZsyY///yz2nFfX98CQ+CeJy8vj2nTplGtWjV0dHTw9PRk7969yvl3332XoKAgZT84OBiVSsWFCxeAx8mLgYEBBw8eVMrk5OQQFBSEiYkJFStWZNKkSWortNna2jJ9+nT69u2LsbExgwcPBmDz5s3UqVMHHR0dbG1tCQsLU4v13r179O3bFzMzM/T19WnTpg2XLl0q8tlu3bpF/fr16dy5M1lZWcVqDyGEEEKIFyUJkBAvwNfXl6ioKGU/KioKHx8fWrRooRz/559/iIuLw9fXt8T1L1q0iLCwMObNm8eZM2fw9/fnnXfeURKLFi1aqCVgMTExVKxYUTkWHx9PdnY2TZo0UcqsWrUKLS0tjh8/zqJFi5g/fz7Lly9Xu++8efPw8PAgISGBSZMmcfLkSbp3707Pnj05e/YsU6dOZdKkSURERCjXBAYGcuLECXbs2MGxY8d49OgRbdu2JTs7u8BzXb9+nWbNmuHq6sqmTZvQ0dEp9PmzsrLIyMhQ24QQQgghXoQkQEK8AF9fX2JjY8nJyeGvv/4iISGBFi1a0Lx5cyUJOXbsGFlZWaVKgObNm8fYsWPp2bMnjo6OzJ49G09PTxYuXAg8XtTg/Pnz3Lp1i3v37nH+/HlGjBih3Ds6OpoGDRqgr/+/JaNtbGxYsGABjo6O9O7dm2HDhrFgwQK1+7Zs2ZJRo0ZRu3Ztateuzfz582nVqhWTJk3CwcGBwMBAgoKCmDt3LgCXLl1ix44dLF++nGbNmuHh4cHatWv5/fff2bZtm1rdycnJeHt74+/vT3h4OJqamkU+/8yZMzExMVE2GxubErehEEIIIcSTJAES4gX4+Pjw4MED4uPjOXz4MA4ODlhaWtKiRQtlHlB0dDS1atWievXqJao7IyODP/74A29vb7Xj3t7eJCUlAeDq6oq5uTkxMTEcPnyYunXr0r59e2JiYoDHPUJPL8jw1ltvqc1Baty4MZcuXSI3N1c5Vr9+fbVrkpKSCo0j/7qkpCS0tLRo1KiRct7CwgJHR0clVnjcG9asWTO6dOnCokWLnjsXavz48aSnpyvb9evXn1leCCGEEOJ5JAES4gXY2dlRrVo1oqKiiIqKokWLFgBUqVIFGxsbjh49SlRUFC1btnwp91epVEpvU36y4+7uTlZWFufOnePo0aNKTCVhYGDwEqIFHR0d/Pz82LlzJ7///nuxyhsbG6ttQgghhBAvQhIgIV5Q/uIG0dHRar0tzZs3Z8+ePRw/frxUw9+MjY2pUqUKsbGxasdjY2NxcXFR9vPnAeXfX0NDg+bNmzN37lyysrIK9NzExcWp7f/888/Y29s/cyias7NzoXE4ODigqamJs7MzOTk5anXfuXOH5ORktVg1NDT47rvvqFevHr6+vvzxxx/FbxAhhBBCiDIgCZAQL8jX15cjR46QmJio1tvSokULvvnmGx4+fFiqBAhg9OjRzJ49mw0bNpCcnMy4ceNITExkxIgRSpn8eUC//PILTZs2VY6tXbuW+vXrF+jNSU1NZeTIkSQnJ/P999/z5ZdfqtVXmFGjRhEZGcn06dO5ePEiq1atYvHixYSEhABgb29Px44dGTRoEEeOHOH06dO8//77VK1alY4dO6rVpampydq1a/Hw8KBly5bcuHGjVG0jhBBCCFEaWuUdgBCvO19fX/755x+cnJyoXLmycrxFixb89ddfynLZpTF8+HDS09MZNWoUN2/exMXFhR07dmBvb6+UcXNzw9TUFAcHBwwNDYHHCVBubm6B+T8Affv25Z9//qFhw4ZoamoyYsQIZanronh5ebFx40YmT57M9OnTsba2Ztq0aQQGBiplwsPDGTFiBO3bt+fhw4c0b96c3bt3U6FChQL1aWlp8f3339OjRw9atmxJdHQ0lSpVKlUbCSGEEEKUhOrRky8AEUKIV1hGRsbj1eCCN6Kho//8C4QQQpSbq7PalXcI4gn5P0PT09Pf+Dm10gMkhHjtnAv1f+P/8RZCCCFE6cgcICGEEEIIIcQbQxIgIYQQQgghxBtDEiAhhBBCCCHEG0PmAAkhXjuuU/bJIghCCPEakoURxKtAeoCEEEIIIYQQb4w3OgEKDAykU6dOyv6jR48YPHgw5ubmqFQqEhMTy/R+Pj4+BAcHl2mdQpSF0vy/qVKp2LZt20uJRwghhBDiZXnlE6DAwEBUKpWyWVhYEBAQwJkzZ8r8Xnv37iUiIoKdO3eSlpaGq6trmd/jWXJzc5k1axZOTk7o6elhbm5Oo0aNWL58uVLmTU+iyvpL9+XLl/nggw+oVq0aOjo61KxZk169enHixIkyu8fLMnXqVDw9PQscv3r1aokT+C1btjB9+vSyCw6Ijo5GpVJx//79Mq1XCCGEEOJFvPIJEEBAQABpaWmkpaURGRmJlpYW7du3L/P7pKSkYG1tTZMmTbCyskJLq+RTpB49ekROTk6p7h8aGsqCBQuYPn0658+fJyoqisGDB8sXyJfkxIkT1KtXj4sXL/LNN99w/vx5tm7dipOTE6NGjSryuuzs7P8wyv+Gubk5RkZG5R2GEEIIIcRL91okQDo6OlhZWWFlZYWnpyfjxo3j+vXr3Lp1Sylz/fp1unfvjqmpKebm5nTs2JGrV68q53Nzcxk5ciSmpqZYWFgwZswYHj16pJwPDAxk2LBhpKamolKpsLW1BSArK4vhw4dTqVIldHV1adq0KfHx8cp1+b/l3rNnD/Xq1UNHR4cjR47w4MED+vbti6GhIdbW1oSFhT33OXfs2MGQIUPo1q0bNWvWxMPDgwEDBhASEqLEGBMTw6JFi5QesatXrxIREYGpqalaXdu2bUOlUgGPewQ0NDQK9GosXLiQGjVqkJeXR7Vq1ViyZIna+YSEBDQ0NLh27RoA9+/fZ+DAgVhaWmJsbEzLli05ffq0Uv706dP4+vpiZGSEsbEx9erVU+55584devXqRdWqVdHX18fNzY3vv/9e7X4+Pj4MHz6cMWPGYG5ujpWVFVOnTlXO538mnTt3VvuMSuPRo0cEBgZib2/P4cOHadeuHbVr18bT05MpU6awfft2pe1UKhUbNmygRYsW6OrqsnbtWvLy8pg2bZrSc+Tp6cnevXuV+t99912CgoKU/eDgYFQqFRcuXADg4cOHGBgYcPDgwWI9+4s6d+4cbdq0wdDQkMqVK9OnTx9u376tnH+6ZzEtLY127dqhp6dHzZo1WbduHba2tixcuFCt3tu3b9O5c2f09fWxt7dnx44dSrv5+voCYGZmhkqlIjAwEIBNmzbh5uaGnp4eFhYW+Pn58eDBgzJ7ViGEEEKIZ3ktEqAnZWZmsmbNGuzs7LCwsAAe/0be398fIyMjDh8+TGxsLIaGhgQEBPDw4UMAwsLCiIiIYOXKlRw5coS7d++ydetWpd5FixYpX2jT0tKUJGfMmDFs3ryZVatWcerUKezs7PD39+fu3btqcY0bN45Zs2aRlJSEu7s7o0ePJiYmhu3bt7N//36io6M5derUM5/NysqKQ4cOqSV2T1q0aBGNGzdm0KBBSo+YjY3Nc9vM1tYWPz8/wsPD1Y6Hh4cTGBiIhoYGvXr1Yt26dWrn165di7e3NzVq1ACgW7du3Lx5kz179nDy5Em8vLxo1aqV0ha9e/emWrVqxMfHc/LkScaNG0eFChUA+Pfff6lXrx67du3i3LlzDB48mD59+nD8+HG1e65atQoDAwPi4uKYM2cO06ZN48CBAwDKZxIeHq72GZVGYmIiv/zyC6NGjUJDo+Bfg6cTynHjxjFixAiSkpLw9/dn0aJFhIWFMW/ePM6cOYO/vz/vvPMOly5dAqBFixZER0cr18fExFCxYkXlWHx8PNnZ2TRp0qRYz/4i7t+/T8uWLalbty4nTpxg7969/Pnnn3Tv3r3Ia/r27csff/xBdHQ0mzdv5ttvv+XmzZsFyoWGhtK9e3fOnDlD27Zt6d27N3fv3sXGxobNmzcDkJycTFpaGosWLSItLY1evXrRv39/kpKSiI6OpkuXLmq/jHhSVlYWGRkZapsQQgghxIt4LRKgnTt3YmhoiKGhIUZGRuzYsYMNGzYoX1w3bNhAXl4ey5cvx83NDWdnZ8LDw0lNTVW+cC5cuJDx48fTpUsXnJ2dWbp0KSYmJso9TExMMDIyQlNTEysrKywtLXnw4AFLlixh7ty5tGnTBhcXF5YtW4aenh4rVqxQi3HatGm0bt2a2rVro62tzYoVK5g3bx6tWrXCzc2NVatWPXdo3Pz587l16xZWVla4u7vz0UcfsWfPHrUYtbW10dfXV3rENDU1i9WGAwcO5PvvvycrKwuAU6dOcfbsWT744APgcfISGxtLamoqAHl5eaxfv57evXsDcOTIEY4fP84PP/xA/fr1sbe3Z968eZiamrJp0yYAUlNT8fPzw8nJCXt7e7p164aHhwcAVatWJSQkBE9PT2rVqsWwYcMICAhg48aNanG6u7szZcoU7O3t6du3L/Xr1ycyMhIAS0tL4HFykv8ZlVZ+ouLk5FSs8sHBwXTp0oWaNWtibW3NvHnzGDt2LD179sTR0ZHZs2fj6emp9JD4+Phw/vx5bt26xb179zh//jwjRoxQ/n+Mjo6mQYMG6Ov/bynnZz17Uc6ePav83cjf6tSpo1Zm8eLF1K1bl88//xwnJyfq1q3LypUriYqK4uLFiwXqvHDhAgcPHmTZsmU0atQILy8vli9fzj///FOgbGBgIL169cLOzo7PP/+czMxMjh8/jqamJubm5gBUqlQJKysrTExMSEtLIycnhy5dumBra4ubmxtDhgzB0NCw0OebOXMmJiYmylachF8IIYQQ4lleiwTI19eXxMREEhMTOX78OP7+/rRp00YZmnX69GkuX76MkZGR8iXQ3Nycf//9l5SUFNLT00lLS6NRo0ZKnVpaWtSvX/+Z901JSSE7Oxtvb2/lWIUKFWjYsCFJSUlqZZ+sKyUlhYcPH6rdz9zcHEdHx2fez8XFhXPnzvHzzz/Tv39/bt68SYcOHRg4cODzG+k5OnXqhKamptLrFRERga+vrzKMzNPTE2dnZ6UXKCYmhps3b9KtWzfgcRtnZmZiYWGh9mX7ypUrpKSkADBy5EgGDhyIn58fs2bNUo7D4yGI06dPx83NDXNzcwwNDdm3b5+ScOVzd3dX27e2ti605+FZ8od6FZYM5Cuqx6EoT36+GRkZ/PHHH2r/XwB4e3sr/1+4urpibm5OTEwMhw8fpm7durRv356YmBjgcfv6+PioXV+aZ3d0dFT+buRvu3fvVitz+vRpoqKi1D63/MTvyc8oX3JyMlpaWnh5eSnH7OzsMDMzK1D2yZgNDAwwNjZ+ZsweHh7KLwW6devGsmXLuHfvXpHlx48fT3p6urJdv3696MYQQgghhCiG1+JFqAYGBtjZ2Sn7y5cvx8TEhGXLlvHZZ5+RmZlJvXr1WLt2bYFrX6SXoKQxlgUNDQ0aNGhAgwYNCA4OZs2aNfTp04cJEyZQs2bNIq95+gv90xP1tbW16du3L+Hh4XTp0oV169axaNEitTK9e/dm3bp1jBs3jnXr1hEQEKAMM8zMzMTa2lptWFe+/OFiU6dO5b333mPXrl3s2bOHKVOmsH79ejp37szcuXNZtGgRCxcuxM3NDQMDA4KDg5Uhivnyh8zlU6lU5OXlPbfdnvRkb8XT9eVzcHAAHvd21K1b97l1lvTzValUNG/enOjoaHR0dPDx8cHd3Z2srCzOnTvH0aNHlbld+Urz7Nra2mp/N4ACi3dkZmbSoUMHZs+eXeB6a2vrkjxWASWNWVNTkwMHDnD06FH279/Pl19+yYQJE4iLiyv0/28dHR10dHReKEYhhBBCiCe9Fj1AT1OpVGhoaChfcr28vLh06RKVKlXCzs5ObcsfOmNtbU1cXJxSR05ODidPnnzmffKHs8XGxirHsrOziY+Px8XF5ZnXVahQQe1+9+7dK3S40fPk3yd/kri2tja5ublqZSwtLfnrr7/UJpIXtgTywIEDOXjwIF9//bUyDOlJ7733HufOnePkyZNs2rRJGf4Gj9v4xo0baGlpFWjjihUrKuUcHBz45JNP2L9/P126dFHmHcXGxtKxY0fef/99PDw8qFWrVqnao0KFCgWe/2lVq1ZVYsufv/Q0T09PXFxcCAsLK/QL+7NW3jM2NqZKlSpq/1/A42d88v+L/HlA0dHR+Pj4oKGhQfPmzZk7dy5ZWVkFepBeFi8vL3755RdsbW0LfHaFJXaOjo7k5OSQkJCgHLt8+fIze2oKo62tDVDg81KpVHh7exMaGkpCQgLa2tpq8/GEEEIIIV6m1yIBysrK4saNG9y4cYOkpCSGDRum/FYbHvdcVKxYkY4dO3L48GGuXLlCdHQ0w4cP57fffgNgxIgRzJo1i23btnHhwgWGDBny3OWlDQwM+Pjjjxk9ejR79+7l/PnzDBo0iL///psBAwYUeZ2hoSEDBgxg9OjRHDp0iHPnzimLDTzLu+++y4IFC4iLi+PatWtER0czdOhQHBwclCFLtra2xMXFcfXqVW7fvk1eXh6NGjVCX1+fTz/9lJSUFNatW0dERESB+p2dnXnrrbcYO3YsvXr1Qk9PT+28ra0tTZo0YcCAAeTm5vLOO+8o5/z8/GjcuDGdOnVi//79XL16laNHjzJhwgROnDjBP//8Q1BQENHR0Vy7do3Y2Fji4+NxdnYGwN7eXvnNf1JSEh9++CF//vnnM9ujMLa2tkRGRnLjxo0SfyF/kkqlIjw8nIsXL9KsWTN2797Nr7/+ypkzZ5gxYwYdO3Z85vWjR49m9uzZbNiwgeTkZMaNG0diYiIjRoxQyuTPA/rll19o2rSpcmzt2rXUr1+/zHoNn2fo0KHcvXuXXr16ER8fT0pKCvv27eODDz4oNJl0cnLCz8+PwYMHc/z4cRISEhg8eDB6enrKyoLFUaNGDVQqFTt37uTWrVtkZmYSFxfH559/zokTJ0hNTWXLli3cunVL+f9ECCGEEOJley0SoL1792JtbY21tTWNGjUiPj6eH374QZlDoa+vz08//UT16tWVRQ4GDBjAv//+i7GxMQCjRo2iT58+9OvXj8aNG2NkZETnzp2fe+9Zs2bRtWtX+vTpg5eXF5cvX2bfvn2Fzod40ty5c2nWrBkdOnTAz8+Ppk2bUq9evWde4+/vz48//kiHDh1wcHCgX79+ODk5sX//fmVYU0hICJqamri4uGBpaUlqairm5uasWbOG3bt3K8tLF7WE8oABA3j48CH9+/cv9Hzv3r05ffo0nTt3VkuQVCoVu3fvpnnz5nzwwQc4ODjQs2dPrl27RuXKldHU1OTOnTv07dsXBwcHunfvTps2bQgNDQVg4sSJeHl54e/vj4+PD1ZWVnTq1OmZ7VGYsLAwDhw4gI2NTbGGrj1Lw4YNOXHiBHZ2dgwaNAhnZ2feeecdfvnllwLLPT9t+PDhjBw5klGjRuHm5sbevXvZsWMH9vb2Shk3NzdMTU3x9PRUJvn7+PiQm5tbYP7Py5TfW5Wbm8vbb7+Nm5sbwcHBmJqaFpmUr169msqVK9O8eXM6d+7MoEGDMDIyQldXt9j3rVq1KqGhoYwbN47KlSsTFBSEsbExP/30E23btsXBwYGJEycSFhZGmzZtyupxhRBCCCGeSfWopLPBxWtt+vTp/PDDD5w5c6a8QxGvkd9++w0bGxsOHjxIq1atyi2OjIyMx6vBBW9EQ0f/+RcIIYR4pVyd1a68Q3hj5f8MTU9PVzoI3lSvxSII4sVlZmZy9epVFi9ezGeffVbe4YhX3KFDh8jMzMTNzY20tDTGjBmDra0tzZs3L+/QADgX6v/G/+MthBBCiNJ5LYbAiRcXFBREvXr18PHxKXL4mxD5srOz+fTTT6lTpw6dO3fG0tKS6OjoIlfVE0IIIYR4XcgQOCHEa0O674UQQojSkZ+h/yND4IQQrx3XKftkDpAQQryGZA6QeBXIEDghhBBCCCHEG0MSICGEEEIIIcQbQxIg8Z+LiIjA1NRU2Z86dSqenp7lFs/L8P/xmcqCra3tc9+xJIQQQgjxMkkCJEosMDAQlUqFSqVCW1sbOzs7pk2bRk5OTnmH9tJFR0crz17UFh0dXd5hlkj+M9WpU4fc3Fy1c6ampkRERJRPYEIIIYQQL4EkQKJUAgICSEtL49KlS4waNYqpU6cyd+7c8g7rpWvSpAlpaWnK1r17d6Ut8rcmTZqUqu6HDx+WcbQl8+uvv7J69epyjUEIIYQQ4mWTBEiUio6ODlZWVtSoUYOPP/4YPz8/duzYAUBWVhYhISFUrVoVAwMDGjVqVKxeke+++w5bW1tMTEzo2bMnf/31l3Ju7969NG3aFFNTUywsLGjfvj0pKSnK+atXr6JSqdi4cSPNmjVDT0+PBg0acPHiReLj46lfvz6Ghoa0adOGW7dulfq5tbW1sbKyUjY9PT2lLfI3bW3tYj2Tj48PQUFBBAcHU7FiRfz9/QGIiYmhYcOG6OjoYG1tzbhx49R61/766y969+6NgYEB1tbWLFiwAB8fH4KDg5UyX3/9Nfb29ujq6lK5cmXefffd5z7bsGHDmDJlCllZWUWWuX//PgMHDsTS0hJjY2NatmzJ6dOn1cr8+OOPNGjQAF1dXSpWrEjnzp2LrG/58uWYmpoSGRn53PiEEEIIIcqCJECiTOjp6Sk9GEFBQRw7doz169dz5swZunXrRkBAAJcuXSry+pSUFLZt28bOnTvZuXMnMTExzJo1Szn/4MEDRo4cyYkTJ4iMjERDQ4POnTuTl5enVs+UKVOYOHEip06dQktLi/fee48xY8awaNEiDh8+zOXLl5k8efLLaYQSPhPAqlWr0NbWJjY2lqVLl/L777/Ttm1bGjRowOnTp1myZAkrVqzgs88+U64ZOXIksbGx7NixgwMHDnD48GFOnTqlnD9x4gTDhw9n2rRpJCcns3fvXpo3b/7ceIODg8nJyeHLL78ssky3bt24efMme/bs4eTJk3h5edGqVSvu3r0LwK5du+jcuTNt27YlISGByMhIGjZsWGhdc+bMYdy4cezfv59WrVoVWiYrK4uMjAy1TQghhBDiRch7gMQLefToEZGRkezbt49hw4aRmppKeHg4qampVKlSBYCQkBD27t1LeHg4n3/+eaH15OXlERERgZGREQB9+vQhMjKSGTNmANC1a1e18itXrsTS0pLz58/j6uqqHA8JCVF6UkaMGEGvXr2IjIzE29sbgAEDBvxnc1qe90wA9vb2zJkzR9mfMGECNjY2LF68GJVKhZOTE3/88Qdjx45l8uTJPHjwgFWrVrFu3TolaQgPD1faGiA1NRUDAwPat2+PkZERNWrUoG7dus+NV19fnylTpvDpp58yaNAgTExM1M4fOXKE48ePc/PmTXR0dACYN28e27ZtY9OmTQwePJgZM2bQs2dPQkNDles8PDwK3Gvs2LF89913xMTEUKdOnSJjmjlzplpdQgghhBAvSnqARKns3LkTQ0NDdHV1adOmDT169GDq1KmcPXuW3NxcHBwcMDQ0VLaYmBi1IWtPs7W1VRIFAGtra27evKnsX7p0iV69elGrVi2MjY2xtbUFHn/Zf5K7u7vy58qVKwPg5uamduzJep9Wp04dJeY2bdoUrzFK+UwA9erVU9tPSkqicePGqFQq5Zi3tzeZmZn89ttv/Prrr2RnZ6v1qpiYmODo6Kjst27dmho1alCrVi369OnD2rVr+fvvv4sV84ABA7CwsGD27NkFzp0+fZrMzEwsLCzUPtsrV64on21iYmKRvTn5wsLCWLZsGUeOHHlm8gMwfvx40tPTle369evFeg4hhBBCiKJID5AoFV9fX5YsWYK2tjZVqlRBS+vx/0qZmZloampy8uRJNDU11a4xNDQssr4KFSqo7atUKrXhbR06dKBGjRosW7aMKlWqkJeXh6ura4GFA56sJz+JePrY08PmnrR7926ys7OBx8P6XsTzngnAwMDghe5RGCMjI06dOkV0dDT79+9n8uTJTJ06lfj4eLXlxwujpaXFjBkzCAwMJCgoSO1cZmYm1tbWhc7nyq+3OG3WrFkzdu3axcaNGxk3btwzy+ro6Ci9TUIIIYQQZUESIFEqBgYG2NnZFThet25dcnNzuXnzJs2aNSuTe925c4fk5GSWLVum1HnkyJEyqftpNWrUeCn1FpezszObN2/m0aNHSgIXGxuLkZER1apVw8zMjAoVKhAfH0/16tUBSE9P5+LFi2rzfLS0tPDz88PPz48pU6ZgamrKoUOH6NKly3Nj6NatG3Pnzi0w9MzLy4sbN26gpaWl9MA9zd3dncjISD744IMi62/YsCFBQUEEBASgpaVFSEjIc2MSQgghhCgrkgCJMuXg4EDv3r3p27cvYWFh1K1bl1u3bhEZGYm7uzvt2rUrcZ1mZmZYWFjw7bffYm1tTWpq6nN7Dl5XQ4YMYeHChQwbNoygoCCSk5OZMmUKI0eORENDAyMjI/r168fo0aMxNzenUqVKTJkyBQ0NDSVh2rlzJ7/++ivNmzfHzMyM3bt3k5eXpzZM7nlmzZqlzKXK5+fnR+PGjenUqRNz5szBwcGBP/74Q1n4oH79+kyZMoVWrVpRu3ZtevbsSU5ODrt372bs2LFqdTVp0oTdu3fTpk0btLS01FawE0IIIYR4mWQOkChz4eHh9O3bl1GjRuHo6EinTp3UeixKSkNDg/Xr13Py5ElcXV355JNP/t++c6hq1ars3r2b48eP4+HhwUcffcSAAQOYOHGiUmb+/Pk0btyY9u3b4+fnh7e3N87Ozujq6gKPh6Nt2bKFli1b4uzszNKlS/n++++fO9/mSS1btqRly5Zqy2+rVCp2795N8+bN+eCDD3BwcKBnz55cu3ZNmW/l4+PDDz/8wI4dO/D09KRly5YcP3680Hs0bdqUXbt2MXHixGeuPCeEEEIIUZZUjx49elTeQQghSu/BgwdUrVqVsLAwBgwYUN7hvFQZGRmYmJhgE7wRDR398g5HCCFECV2dVfKRIKJs5P8MTU9Px9jYuLzDKVcyBE6I10xCQgIXLlygYcOGpKenM23aNAA6duxYzpH9d86F+r/x/3gLIYQQonQkARLiNTRv3jySk5PR1tamXr16HD58mIoVK5Z3WEIIIYQQrzxJgIR4zdStW5eTJ0+WdxhCCCGEEK8lSYCEEK8d1yn7ZA6QEEK8xmQukChPsgqcEEIIIYQQ4o0hCZAQrzAfH59ivyMnOjoalUrF/fv3X2pMZakkzyeEEEIIURYkARJvhMDAQFQqFSqVCm1tbezs7Jg2bZrae25KW2+nTp1KfF1+spK/WVpa0rZtW86ePatWbsuWLUyfPv2FYhRCCCGEEP8jCZB4YwQEBJCWlsalS5cYNWoUU6dOLfULVXNzc8nLy3vhmJKTk0lLS2Pfvn1kZWXRrl07Hj58qJw3NzfHyMjohe8jhBBCCCEekwRIvDF0dHSwsrKiRo0afPzxx/j5+bFjxw4A7t27R9++fTEzM0NfX582bdpw6dIl5dqIiAhMTU3ZsWMHLi4u6Ojo0L9/f1atWsX27duVnpzo6OgSxVSpUiWsrKzw8vIiODiY69evc+HCBeX800PEsrKyGDt2LDY2Nujo6GBnZ8eKFSvU6jx58iT169dHX1+fJk2akJycrJybOnUqnp6erFy5kurVq2NoaMiQIUPIzc1lzpw5WFlZUalSJWbMmKFWZ2pqKh07dsTQ0BBjY2O6d+/On3/+WaDe7777DltbW0xMTOjZsyd//fWXUubBgwf07dsXQ0NDrK2tCQsLK1FbCSGEEEKUBVkFTryx9PT0uHPnDvB4KNulS5fYsWMHxsbGjB07lrZt23L+/HkqVKgAwN9//83s2bNZvnw5FhYWWFtb888//5CRkUF4eDjwuMemNNLT01m/fj0A2traRZbr27cvx44d44svvsDDw4MrV65w+/ZttTITJkwgLCwMS0tLPvroI/r3709sbKxyPiUlhT179rB3715SUlJ49913+fXXX3FwcCAmJoajR4/Sv39//Pz8aNSoEXl5eUryExMTQ05ODkOHDqVHjx5qCV9KSgrbtm1j586d3Lt3j+7duzNr1iwlmRo9ejQxMTFs376dSpUq8emnn3Lq1Ck8PT2LfN6srCyysrKU/YyMjJI0qxBCCCFEAZIAiTfOo0ePiIyMZN++fQwbNkxJfGJjY2nSpAkAa9euxcbGhm3bttGtWzcAsrOz+frrr/Hw8FDq0tPTIysrCysrq1LFUq1aNeBx7wjAO++8g5OTU6FlL168yMaNGzlw4AB+fn4A1KpVq0C5GTNm0KJFCwDGjRtHu3bt+Pfff9HV1QUgLy+PlStXYmRkhIuLC76+viQnJ7N79240NDRwdHRk9uzZREVF0ahRIyIjIzl79ixXrlzBxsYGgNWrV1OnTh3i4+Np0KCBUm9ERIQyZK9Pnz5ERkYyY8YMMjMzWbFiBWvWrKFVq1YArFq1Snn+osycOZPQ0NDiN6gQQgghxHPIEDjxxti5cyeGhobo6urSpk0bevTowdSpU0lKSkJLS4tGjRopZS0sLHB0dCQpKUk5pq2tjbu7e5nGdPjwYU6ePElERAQODg4sXbq0yLKJiYloamoqyU1RnozR2toagJs3byrHbG1t1eYVVa5cGRcXFzQ0NNSO5V+TlJSEjY2NkvwAuLi4YGpqqtY+T9drbW2t1JGSksLDhw/V2tjc3BxHR8dnPsv48eNJT09XtuvXrz+zvBBCCCHE80gPkHhj+Pr6smTJErS1talSpQpaWiX7319PTw+VSlWmMdWsWRNTU1McHR25efMmPXr04Keffiry/sWRP2QPUOJ9csGGJ8/nlynsWEkXeSiLOp6mo6ODjo7OC9UhhBBCCPEk6QESbwwDAwPs7OyoXr26WvLj7OxMTk4OcXFxyrE7d+6QnJyMi4vLM+vU1tYmNze3TOIbOnQo586dY+vWrYWed3NzIy8vj5iYmDK5X3E5Oztz/fp1td6X8+fPc//+/ee2T77atWtToUIFtTa+d+8eFy9eLPN4hRBCCCGeRRIg8cazt7enY8eODBo0iCNHjnD69Gnef/99qlatSseOHZ95ra2tLWfOnCE5OZnbt2+TnZ1d6jj09fUZNGgQU6ZM4dGjR4Xeq1+/fvTv359t27Zx5coVoqOj2bhxY6nvWRx+fn64ubnRu3dvTp06xfHjx+nbty8tWrSgfv36xarD0NCQAQMGMHr0aA4dOsS5c+cIDAxUG3YnhBBCCPFfkG8fQgDh4eHUq1eP9u3b07hxYx49esTu3bsLDOt62qBBg3B0dKR+/fpYWlqqrbZWGkFBQSQlJfHDDz8Uen7JkiW8++67DBkyBCcnJwYNGqQsoPCyqFQqtm/fjpmZGc2bN8fPz49atWqxYcOGEtUzd+5cmjVrRocOHfDz86Np06bUq1fvJUUthBBCCFE41aPCftUshBCvoIyMDExMTLAJ3oiGjn55hyOEEKKUrs5qV94hvHHyf4amp6djbGxc3uGUK1kEQQjx2jkX6v/G/+MthBBCiNKRIXBCCCGEEEKIN4YkQEIIIYQQQog3hiRAQgghhBBCiDeGzAESQrx2XKfsk0UQhBDiNScLIYjyIj1AQgghhBBCiDeGJEBCiP+Mra0tCxcuLO8whBBCCPEGkwRIiDJw69YtPv74Y6pXr46Ojg5WVlb4+/u/8ItRy1pxExBbW1tUKhUqlQoDAwO8vLyKfDmrEEIIIcTrRBIgIcpA165dSUhIYNWqVVy8eJEdO3bg4+PDnTt3yju0Ups2bRppaWkkJCTQoEEDevTowdGjR0tV18OHD8s4OiGEEEKI0pEESIgXdP/+fQ4fPszs2bPx9fWlRo0aNGzYkPHjx/POO+8AcPXqVVQqFYmJiWrXqVQqoqOjAYiOjkalUhEZGUn9+vXR19enSZMmJCcnK9ecPn0aX19fjIyMMDY2pl69epw4cUI5f+TIEZo1a4aenh42NjYMHz6cBw8eAODj48O1a9f45JNPlN6dZzEyMsLKygoHBwe++uor9PT0+PHHH8nNzWXAgAHUrFkTPT09HB0dWbRokdq1gYGBdOrUiRkzZlClShUcHR0Lvcfy5csxNTUlMjKy2O0thBBCCPEiJAES4gUZGhpiaGjItm3byMrKeuH6JkyYQFhYGCdOnEBLS4v+/fsr53r37k21atWIj4/n5MmTjBs3jgoVKgCQkpJCQEAAXbt25cyZM2zYsIEjR44QFBQEwJYtW6hWrZrSs5OWllbsmLS0tKhQoQIPHz4kLy+PatWq8cMPP3D+/HkmT57Mp59+ysaNG9WuiYyMJDk5mQMHDrBz584Cdc6ZM4dx48axf/9+WrVqVeh9s7KyyMjIUNuEEEIIIV6ELIMtxAvS0tIiIiKCQYMGsXTpUry8vGjRogU9e/bE3d29xPXNmDGDFi1aADBu3DjatWvHv//+i66uLqmpqYwePRonJycA7O3tletmzpxJ7969CQ4OVs598cUXtGjRgiVLlmBubo6mpqbSs1NcDx8+JCwsjPT0dFq2bEmFChUIDQ1VztesWZNjx46xceNGunfvrhw3MDBg+fLlaGtrF6hz7NixfPfdd8TExFCnTp0i7z1z5ky1ewkhhBBCvCjpARKiDHTt2pU//viDHTt2EBAQQHR0NF5eXkRERJS4rieTJmtrawBu3rwJwMiRIxk4cCB+fn7MmjWLlJQUpezp06eJiIhQeqQMDQ3x9/cnLy+PK1eulDiOsWPHYmhoiL6+PrNnz2bWrFm0a/f4nQ1fffUV9erVw9LSEkNDQ7799ltSU1PVrndzcys0+QkLC2PZsmUcOXLkmckPwPjx40lPT1e269evl/g5hBBCCCGeJAmQEGVEV1eX1q1bM2nSJI4ePUpgYCBTpkwBQEPj8V+1R48eKeWzs7MLrSd/SBugzNPJy8sDYOrUqfzyyy+0a9eOQ4cO4eLiwtatWwHIzMzkww8/JDExUdlOnz7NpUuXqF27domfZ/To0SQmJvLbb79x7949xo4dC8D69esJCQlhwIAB7N+/n8TERD744IMCCx0YGBgUWm+zZs3Izc0tMGSuMDo6OhgbG6ttQgghhBAvQobACfGSuLi4sG3bNgAsLS0BSEtLo27dugBqCyKUhIODAw4ODnzyySf06tWL8PBwOnfujJeXF+fPn8fOzq7Ia7W1tcnNzS3WfSpWrFhoXbGxsTRp0oQhQ4Yox57siXqehg0bEhQUREBAAFpaWoSEhBT7WiGEEEKIFyU9QEK8oDt37tCyZUvWrFnDmTNnuHLlCj/88ANz5syhY8eOAOjp6fHWW28xa9YskpKSiImJYeLEiSW6zz///ENQUBDR0dFcu3aN2NhY4uPjcXZ2Bh4PWTt69ChBQUEkJiZy6dIltm/friyCAI/f7/PTTz/x+++/c/v27VI9r729PSdOnGDfvn1cvHiRSZMmER8fX6I6mjRpwu7duwkNDZUXowohhBDiPyU9QEK8IENDQxo1asSCBQtISUkhOzsbGxsbBg0axKeffqqUW7lyJQMGDKBevXo4OjoyZ84c3n777WLfR1NTkzt37tC3b1/+/PNPKlasSJcuXZRFAtzd3YmJiWHChAk0a9aMR48eUbt2bXr06KHUMW3aND788ENq165NVlaW2pC84vrwww9JSEigR48eqFQqevXqxZAhQ9izZ0+J6mnatCm7du2ibdu2aGpqMmzYsBLHIoQQQghRUqpHpfkGJIQQ5SAjIwMTExNsgjeioaNf3uEIIYR4AVdntSvvEN4o+T9D09PT3/g5tdIDJIR47ZwL9X/j//EWQgghROnIHCAhhBBCCCHEG0MSICGEEEIIIcQbQ4bACSFeO65T9skcICGEeM3JHCBRXqQHSAghhBBCCPHGkARIFJuPjw/BwcH/2f2uXr2KSqUq1QtDp06diqen5zPLBAYG0qlTp1LFVh5epD3KgkqlUl7sWhzF+QyEEEIIIf5rkgAJoPBkYNOmTejq6hIWFgbAli1bmD59ejlEV3IhISFERkaWdxjFFhgYiEqlQqVSUaFCBWrWrMmYMWP4999/lTI2NjakpaXh6upajpEKIYQQQrzeZA6QKNTy5csZOnQoS5cu5YMPPgDA3Ny8nKN6vkePHpGbm4uhoSGGhoblHU6JBAQEEB4eTnZ2NidPnqRfv36oVCpmz54NPH4RqpWV1UuN4eHDh2hra7/UewghhBBClCfpARIFzJkzh2HDhrF+/Xol+YGCQ+BsbW35/PPP6d+/P0ZGRlSvXp1vv/1Wra6jR4/i6emJrq4u9evXZ9u2bWrDuO7du0fv3r2xtLRET08Pe3t7wsPD1eq4cOECTZo0QVdXF1dXV2JiYpRz0dHRqFQq9uzZQ7169dDR0eHIkSMFhl/l5uYycuRITE1NsbCwYMyYMTz9DuC//vqL3r17Y2BggLW1NQsWLCjwzFlZWYSEhFC1alUMDAxo1KgR0dHRpWvop+jo6GBlZYWNjQ2dOnXCz8+PAwcOKOefHAKXl5dHtWrVWLJkiVodCQkJaGhocO3aNQDu37/PwIEDsbS0xNjYmJYtW3L69GmlfH47LV++nJo1a6KrqwvApUuXaN68Obq6uri4uKjFkW/s2LE4ODigr69PrVq1mDRpEtnZ2c98xuXLl+Ps7Iyuri5OTk58/fXXpW4vIYQQQojSkARIqBk7dizTp09n586ddO7c+bnlw8LCqF+/PgkJCQwZMoSPP/6Y5ORk4PEbhzt06ICbmxunTp1i+vTpjB07Vu36SZMmcf78efbs2UNSUhJLliyhYsWKamVGjx7NqFGjSEhIoHHjxnTo0IE7d+6olRk3bhyzZs0iKSkJd3f3QuOMiIhg5cqVHDlyhLt377J161a1MiNHjiQ2NpYdO3Zw4MABDh8+zKlTp9TKBAUFcezYMdavX8+ZM2fo1q0bAQEBXLp06bltVRLnzp3j6NGjRfbGaGho0KtXL9atW6d2fO3atXh7e1OjRg0AunXrxs2bN9mzZw8nT57Ey8uLVq1acffuXeWay5cvs3nzZrZs2aIkV126dEFbW5u4uDiWLl1a4HMDMDIyIiIigvPnz7No0SKWLVvGggULinymtWvXMnnyZGbMmEFSUhKff/45kyZNYtWqVUVek5WVRUZGhtomhBBCCPEiZAicUOzZs4ft27cTGRlJy5Yti3VN27ZtGTJkCPA4eVqwYAFRUVE4Ojqybt06VCoVy5YtU3oSfv/9dwYNGqRcn5qaSt26dalfvz7wuFfpaUFBQXTt2hWAJUuWsHfvXlasWMGYMWOUMtOmTaN169ZFxrlw4ULGjx9Ply5dAFi6dCn79u1Tzv/111+sWrWKdevW0apVKwDCw8OpUqWKWqzh4eGkpqYqx0NCQti7dy/h4eF8/vnnxWqzouzcuRNDQ0NycnLIyspCQ0ODxYsXF1m+d+/ehIWFkZqaSvXq1cnLy2P9+vVMnDgRgCNHjnD8+HFu3ryJjo4OAPPmzWPbtm1s2rSJwYMHA4+Hva1evRpLS0sA9u/fz4ULF9i3b5/ynJ9//jlt2rRRu3/+feDx5xYSEsL69evVPpcnTZkyhbCwMOUzqFmzJufPn+ebb76hX79+hV4zc+ZMQkNDn9t2QgghhBDFJQmQULi7u3P79m2mTJlCw4YNizWH5sneFpVKhZWVFTdv3gQgOTkZd3d3ZVgVQMOGDdWu//jjj+natSunTp3i7bffplOnTjRp0kStTOPGjZU/a2lpUb9+fZKSktTK5CdQhUlPTyctLY1GjRoVqCd/GNyvv/5Kdna2WnwmJiY4Ojoq+2fPniU3NxcHBwe1+rOysrCwsCj03h999BFr1qxR9jMzM4uM09fXlyVLlvDgwQMWLFiAlpaWkvgVxtPTE2dnZ9atW8e4ceOIiYnh5s2bdOvWDYDTp0+TmZlZILZ//vmHlJQUZb9GjRpK8gOQlJSEjY2NWvL35GeQb8OGDXzxxRekpKSQmZlJTk4OxsbGhcb64MEDUlJSGDBggFoCnJOTg4mJSZHPOH78eEaOHKnsZ2RkYGNjU2R5IYQQQojnkQRIKKpWrcqmTZvw9fUlICCAPXv2YGRk9MxrKlSooLavUqnIy8sr9j3btGnDtWvX2L17NwcOHKBVq1YMHTqUefPmlSh2AwODEpUvjczMTDQ1NTl58iSamppq54pKFqdNm0ZISEix6jcwMMDOzg6AlStX4uHhwYoVKxgwYECR1/Tu3VtJgNatW0dAQICS8GRmZmJtbV3oHCVTU1O1+5bUsWPH6N27N6Ghofj7+2NiYsL69euVFQOflp/4LVu2TC0RBQq05ZN0dHSU3ishhBBCiLIgc4CEmho1ahATE8ONGzcICAjgr7/+KnVdjo6OnD17lqysLOVYfHx8gXKWlpb069ePNWvWsHDhwgILKfz888/Kn3Nycjh58iTOzs7FjsPExARra2vi4uIK1JOvVq1aVKhQQS2+9PR0Ll68qOzXrVuX3Nxcbt68iZ2dndpW1OpslSpVUitXXBoaGnz66adMnDiRf/75p8hy7733HufOnePkyZNs2rSJ3r17K+e8vLy4ceMGWlpaBeJ9ep7Vk5ydnbl+/TppaWnKsSc/A3i8uEWNGjWYMGEC9evXx97eXll4oTCVK1emSpUq/PrrrwViqVmzZnGaRAghhBCiTEgCJAqwsbEhOjqamzdv4u/vX+qJ5++99x55eXkMHjyYpKQk9u3bp/TsqFQqACZPnsz27du5fPkyv/zyCzt37iyQ3Hz11Vds3bqVCxcuMHToUO7du0f//v1LFMuIESOYNWsW27Zt48KFCwwZMoT79+8r542MjOjXrx+jR48mKiqKX375hQEDBqChoaHE6uDgQO/evenbty9btmzhypUrHD9+nJkzZ7Jr165StdGzdOvWDU1NTb766qsiy9ja2tKkSRMGDBhAbm4u77zzjnLOz8+Pxo0b06lTJ/bv38/Vq1c5evQoEyZM4MSJE0XW6efnh4ODA/369eP06dMcPnyYCRMmqJWxt7cnNTWV9evXk5KSwhdffFFgUYmnhYaGMnPmTL744gsuXrzI2bNnCQ8PZ/78+cVsESGEEEKIFycJkChUtWrViI6O5vbt26VOgoyNjfnxxx9JTEzE09OTCRMmMHnyZABlXpC2tjbjx4/H3d2d5s2bo6mpyfr169XqmTVrFrNmzcLDw4MjR46wY8eOZ/ZgFGbUqFH06dOHfv360bhxY4yMjAqscjd//nwaN25M+/bt8fPzw9vbW1myOV94eDh9+/Zl1KhRODo60qlTJ+Lj46levXqJ2+d5tLS0CAoKYs6cOTx48KDIcr179+b06dN07twZPT095bhKpWL37t00b96cDz74AAcHB3r27Mm1a9eoXLlykfVpaGiwdetW/vnnHxo2bMjAgQOZMWOGWpl33nmHTz75hKCgIDw9PTl69CiTJk165vMMHDiQ5cuXEx4ejpubGy1atCAiIkJ6gIQQQgjxn1I9evplKEK8RGvXruWDDz4gPT1d7cv6q+jBgwdUrVqVsLCwZ87DEf+djIwMTExMsAneiIaOfnmHI4QQ4gVcndWuvEN4o+T/DE1PTy9y0aI3hSyCIF6q1atXU6tWLapWrcrp06cZO3Ys3bt3fyWTn4SEBC5cuEDDhg1JT09n2rRpAHTs2LGcIxNPOxfq/8b/4y2EEEKI0pEESLxUN27cYPLkydy4cQNra2u6detWYDjVq2TevHkkJyejra1NvXr1OHz4cImH2wkhhBBCiFeXDIETQrw2pPteCCGEKB35Gfo/sgiCEEIIIYQQ4o0hQ+CEEK8d1yn7ZBEEIYT4f0YWRRD/FekBEkIIIYQQQrwxJAESrwWVSsW2bdvKOwwhhBBCCPGakwRIFMutW7f4+OOPqV69Ojo6OlhZWeHv709sbKxS5lVKUgIDA+nUqVN5h6Fm69atvPXWW5iYmGBkZESdOnUIDg5Wzk+dOhVPT89S179582ZatmyJmZkZenp6ODo60r9/fxISEl48eCGEEEKI/yckARLF0rVrVxISEli1ahUXL15kx44d+Pj4cOfOnfIO7bUQGRlJjx496Nq1K8ePH+fkyZPMmDGD7OzsMql/7Nix9OjRA09PT3bs2EFycjLr1q2jVq1ajB8/vkzuUZSHDx++1PqFEEIIIcqSJEDiue7fv8/hw4eZPXs2vr6+1KhRg4YNGzJ+/HjeeecdAGxtbQHo3LkzKpVK2U9JSaFjx45UrlwZQ0NDGjRowMGDB9Xqt7W1Zfr06fTq1QsDAwOqVq3KV1999cyYrl+/Tvfu3TE1NcXc3JyOHTty9epV4HFPyqpVq9i+fTsqlQqVSkV0dDQAZ8+epWXLlujp6WFhYcHgwYPJzMxU6s3vOZo3bx7W1tZYWFgwdOjQF05UfvzxR7y9vRk9ejSOjo44ODjQqVMn5TkjIiIIDQ3l9OnTSswRERHFqvvnn39mzpw5zJ8/n/nz59OsWTOqV69OvXr1mDhxInv27FErv337dry8vNDV1aVWrVqEhoaSk5OjnE9NTaVjx44YGhpibGxM9+7d+fPPP5Xz+T1Vy5cvp2bNmujq6gJw4cIFmjZtiq6uLi4uLhw8eLBAr+CzPjchhBBCiP+CJEDiuQwNDTE0NGTbtm1kZWUVWiY+Ph6A8PBw0tLSlP3MzEzatm1LZGQkCQkJBAQE0KFDB1JTU9Wunzt3Lh4eHiQkJDBu3DhGjBjBgQMHCr1XdnY2/v7+GBkZcfjwYWJjYzE0NCQgIICHDx8SEhJC9+7dCQgIIC0tjbS0NJo0acKDBw/w9/fHzMyM+Ph4fvjhBw4ePEhQUJBa/VFRUaSkpBAVFcWqVauIiIgodjJSFCsrK3755RfOnTtX6PkePXowatQo6tSpo8Tco0ePYtX9/fffY2hoyJAhQwo9r1KplD8fPnyYvn37MmLECM6fP88333xDRESE8nLavLw8OnbsyN27d4mJieHAgQP8+uuvBWK5fPkymzdvZsuWLSQmJpKbm0unTp3Q19cnLi6Ob7/9lgkTJqhd87zPrTBZWVlkZGSobUIIIYQQL0ISIPFcWlpaREREsGrVKkxNTfH29ubTTz/lzJkzShlLS0sATE1NsbKyUvY9PDz48MMPcXV1xd7enunTp1O7dm127Nihdg9vb2/GjRuHg4MDw4YN491332XBggWFxrNhwwby8vJYvnw5bm5uODs7Ex4eTmpqKtHR0RgaGqKnp6fMVbKyskJbW5t169bx77//snr1alxdXWnZsiWLFy/mu+++U+vhMDMzY/HixTg5OdG+fXvatWtHZGTkC7XhsGHDaNCgAW5ubtja2tKzZ09WrlypJJR6enoYGhqipaWlxKynp1esui9evEitWrXQ0vrfqvbz589XEldDQ0PS09MBCA0NZdy4cfTr149atWrRunVrpk+fzjfffAM8Hqp39uxZ1q1bR7169WjUqBGrV68mJiZGSWrh8bC31atXU7duXdzd3Tlw4AApKSmsXr0aDw8PmjZtqiRV+Z73uRVm5syZmJiYKJuNjU2x21wIIYQQojCSAIli6dq1K3/88Qc7duwgICCA6OhovLy8ntszkpmZSUhICM7OzpiammJoaEhSUlKBHqDGjRsX2E9KSiq0ztOnT3P58mWMjIyUL/jm5ub8+++/pKSkFBlLUlISHh4eGBgYKMe8vb3Jy8sjOTlZOVanTh00NTWVfWtra27evFlonampqWqJxueff15oOQMDA3bt2sXly5eZOHEihoaGjBo1ioYNG/L3338XGXNp9e/fn8TERL755hsePHjAo0ePgMdtN23aNLWYBw0aRFpaGn///TdJSUnY2NioJRouLi6YmpqqfR41atRQklyA5ORkbGxssLKyUo41bNhQLabSfG7jx48nPT1d2a5fv14m7SOEEEKIN5e8CFUUm66uLq1bt6Z169ZMmjSJgQMHMmXKFAIDA4u8JiQkhAMHDjBv3jzs7OzQ09Pj3XfffaGJ85mZmdSrV4+1a9cWOPfkl/LSqlChgtq+SqUiLy+v0LJVqlQhMTFR2Tc3N39m3bVr16Z27doMHDiQCRMm4ODgwIYNG/jggw9KHa+9vT1HjhwhOztbid3U1BRTU1N+++03tbKZmZmEhobSpUuXAvXkz+UpjieTyOIqzeemo6ODjo5Oie8lhBBCCFEUSYBEqbm4uKhNcK9QoQK5ublqZWJjYwkMDKRz587A4y/BhU16//nnnwvsOzs7F3pfLy8vNmzYQKVKlTA2Ni60jLa2doFYnJ2diYiI4MGDB8oX+NjYWDQ0NHB0dHzmsxZFS0sLOzu7Ul1ra2uLvr4+Dx48KDLm4ujVqxdffvklX3/9NSNGjHhmWS8vL5KTk4uM2dnZmevXr3P9+nWlF+j8+fPcv38fFxeXIut1dHTk+vXr/Pnnn1SuXBlAbchc/r2f97kJIYQQQrxsMgROPNedO3do2bIla9as4cyZM1y5coUffviBOXPm0LFjR6Wcra0tkZGR3Lhxg3v37gGPeyfyJ8qfPn2a9957r9DelNjYWObMmcPFixf56quv+OGHH4r8Mt+7d28qVqxIx44dOXz4MFeuXCE6Oprhw4crPR62tracOXOG5ORkbt++TXZ2Nr1790ZXV5d+/fpx7tw5oqKiGDZsGH369FG+tL8sU6dOZcyYMURHR3PlyhUSEhLo378/2dnZtG7dWon5ypUrJCYmcvv2bWV+UN++fZ+5lHXjxo0ZNWoUo0aNYuTIkRw5coRr167x888/s2LFClQqFRoaj/+qT548mdWrVxMaGsovv/xCUlIS69evZ+LEiQD4+fnh5uZG7969OXXqFMePH6dv3760aNGC+vXrFxlD69atqV27Nv369ePMmTPExsYqdeYvwlCcz00IIYQQ4mWTBEg8l6GhIY0aNWLBggU0b94cV1dXJk2axKBBg1i8eLFSLiwsjAMHDmBjY0PdunWBx5PxzczMaNKkCR06dMDf3x8vL68C9xg1ahQnTpygbt26fPbZZ8yfPx9/f/9C49HX1+enn36ievXqdOnSBWdnZwYMGMC///6r9CwMGjQIR0dH6tevj6WlJbGxsejr67Nv3z7u3r1LgwYNePfdd2nVqpXaM7wsLVq04Ndff6Vv3744OTnRpk0bbty4wf79+5Xep65duxIQEICvry+WlpZ8//33wON5Rmlpac+sf968eaxbt46EhATat2+Pvb093bp1Iy8vj2PHjint4u/vz86dO9m/fz8NGjTgrbfeYsGCBdSoUQN4nKxs374dMzOz/2Pv3uN6vP/Hjz/eReeTQxQi6SAhEpZMRVaYMdscZshxzscMH3OIOccwc9iMzMxhY+zrTKuQUw5hkxDJPstsDqVFx+v3h1/Xx1sHpYj1vN9u103X63pdr+v5evVW72ev63q9adWqFb6+vtjZ2bF58+YCr6+rq8v27dtJSUmhadOm6i1+8L9b6wrzfRNCCCGEeNE0Ss7T0UKUEltbW0aPHs3o0aNLOxRRgiIjI2nZsiVXr16lTp06JdJmcnLy49XgRm9BR9+oRNoUQgjxaoif26G0Q/hXy/kdmpSUVOb/8CjPAAkhSsRPP/2EiYkJDg4OXL16lVGjRuHp6Vliyc+Tfg3yK/M/vIUQQgjxfCQBEkKUiAcPHjBhwgQSEhKoXLkyvr6+LFy4sLTDEkIIIYTQIrfACSFeGzJ9L4QQQjwf+R36PzIDJIR47dSftk+eARJCiDJAngsSL4KsAieEEEIIIYQoMyQBEkIIIYQQQpQZkgAJIYQQQgghygxJgIQowMqVKzE1NSUzM1MtS0lJoXz58nh7e2vVDQ8PR6PREBcXV6xrxsfHo9FoiI6OLlT9devW0bRpU4yMjDA1NcXLy4udO3cWKwYhhBBCiH8rSYCEKICPjw8pKSmcOnVKLTt8+DBWVlacOHGCR48eqeVhYWHUrFnzhXzuTX4CAwP5+OOP6datG+fPn+fkyZO0bNmSTp06sWzZspcWhxBCCCHE60ISICEK4OTkhLW1NeHh4WpZeHg4nTp1onbt2hw/flyr3MfHB4Ds7GzmzJlD7dq1MTQ0xNXVlR9//FGte+/ePXr27ImlpSWGhoY4ODiwdu1aAGrXrg1A48aN0Wg0uWaachw/fpyFCxeyYMECAgMDsbe3x9nZmVmzZjF69GjGjh3LzZs3AZg+fTqNGjXSOn/x4sXY2tpqla1evRpnZ2cMDAyoW7cuy5cv1zp+8+ZNunbtioWFBRUrVqRTp07Ex8erxwMCAujcuTPBwcFYW1tTqVIlhg0bRkZGhlpn+fLlODg4YGBgQNWqVXn//ffzHf+0tDSSk5O1NiGEEEKI4pAESIhn8PHxISwsTN0PCwvD29sbLy8vtfzhw4ecOHFCTYDmzJnDt99+y8qVK/ntt98YM2YMH330EREREQBMmTKFixcvsmfPHmJiYlixYgWVK1cG4OTJkwAcPHiQxMREtm3blmdcGzduxMTEhI8//jjXsXHjxpGRkcHWrVsL3c8NGzYwdepUZs2aRUxMDLNnz2bKlCmsW7cOgIyMDPz8/DA1NeXw4cNERkZiYmKCv78/6enpWuMTFxdHWFgY69atIyQkhJCQEABOnTrFyJEjmTFjBrGxsezdu5dWrVrlG9OcOXMwNzdXNxsbm0L3RwghhBAiL/I5QEI8g4+PD6NHjyYzM5OHDx9y9uxZvLy8yMjIYOXKlQAcO3aMtLQ0fHx8SEtLY/bs2Rw8eBAPDw8A7OzsOHLkCKtWrcLLy4uEhAQaN26Mu7s7gNZMjKWlJQCVKlXCysoq37guX75MnTp10NPTy3WsWrVqmJmZcfny5UL3c9q0aSxcuJAuXboAj2eiLl68yKpVq+jTpw+bN28mOzub1atXo9FoAFi7di0WFhaEh4fz1ltvAVChQgWWLVuGrq4udevWpUOHDoSGhjJw4EASEhIwNjbm7bffxtTUlFq1atG4ceN8Y5o0aRJjx45V95OTkyUJEkIIIUSxSAIkxDN4e3vzzz//EBUVxb1793B0dMTS0hIvLy/69u3Lo0ePCA8Px87Ojpo1a/Lbb7+RmppK27ZttdpJT09X3+wPGTKE9957jzNnzvDWW2/RuXNnWrRoUeTYFEUp8HheyVFe/vnnH+Li4ujfvz8DBw5UyzMzMzE3Nwfg3LlzXL16FVNTU61zHz16pLXwg4uLC7q6uuq+tbU1Fy5cAKBt27bUqlULOzs7/P398ff3591338XIKO8PNdXX10dfX79QfRBCCCGEKAxJgIR4Bnt7e2rUqEFYWBj37t3Dy8sLeDzLYmNjw9GjRwkLC6N169bA41XiAHbt2kX16tW12sp5M9+uXTtu3LjB7t27OXDgAG3atGHYsGEEBwcXOi4HBweOHDlCenp6rkTnjz/+IDk5GUdHRwB0dHRyJUtPPpeTE/PXX39N8+bNterlJDMpKSk0adKEDRs25IolZ9YKoHz58lrHNBoN2dnZAJiamnLmzBnCw8PZv38/U6dOZfr06URFRWFhYVHovgshhBBCPC95BkiIQvDx8SE8PJzw8HCtRQlatWrFnj17OHnypPr8T7169dDX1ychIQF7e3ut7cnbtywtLenTpw/fffcdixcv5quvvgL+N2uTlZVVYEw9evQgJSWFVatW5ToWHByMgYEB3bp1U69169YtrSToyWW2q1atSrVq1bh27VqumHMWZXBzc+PKlStUqVIlV52cWaLCKFeuHL6+vsyfP5/z588THx/PL7/8UujzhRBCCCGKQ2aAhCgEHx8fdTWznBkgAC8vL4YPH056erqaAJmamhIYGMiYMWPIzs6mZcuWJCUlERkZiZmZGX369GHq1Kk0adIEFxcX0tLS2LlzJ87OzgBUqVIFQ0ND9u7dS40aNTAwMMgzwfDw8GDUqFGMHz+e9PR0OnfuTEZGBt999x1Lly4lJCSESpUqAY9v4/vrr7+YP38+77//Pnv37mXPnj2YmZmp7QUFBTFy5EjMzc3x9/cnLS2NU6dOce/ePcaOHUvPnj1ZsGABnTp1YsaMGdSoUYMbN26wbds2PvnkE2rUqPHMcdy5cyfXrl2jVatWVKhQgd27d5OdnY2Tk1Oxvj9CCCGEEIUlM0BCFIKPjw8PHz7E3t6eqlWrquVeXl48ePBAXS47x8yZM5kyZQpz5szB2dkZf39/du3apc6m6OnpMWnSJBo2bEirVq3Q1dVl06ZNwOMZkqVLl7Jq1SqqVatGp06d8o1r8eLFLF++nI0bN1K/fn2cnZ1ZsGABv/zyCx999JFaz9nZmeXLl/Pll1/i6urKyZMnCQwM1GprwIABrF69mrVr19KgQQO8vLwICQlRYzYyMuLQoUPUrFmTLl264OzsTP/+/Xn06JFWIlUQCwsLtm3bRuvWrXF2dmblypVs3LgRFxeXQp0vhBBCCFFcGuVZT1ELIV4b8fHxeHl54eHhwYYNG7QWI/g3SE5OxtzcnKSkpEInXUIIIYSQ36FPkhkgIf5FbG1tCQ8Pp27dulrP+AghhBBCiMdkBkgI8dqQv14JIYQQz0d+h/6PzAAJIYQQQgghygxZBU4I8dqpP20fOvp5f3iqEEKIf6f4uR1KOwTxLyEzQEIIIYQQQogyQxKg52Rra8vixYvLfAyvg4CAADp37vxSr6nRaNi+fXu+x+Pj49FoNK/MQgXTp0+nUaNGRTrH29ub0aNHv5B4hBBCCCFelFJPgG7dusWIESOws7NDX18fGxsbOnbsSGhoaIle52W/WcvvDeWr9sb3RQkPD0ej0VChQgUePXqkdSwqKgqNRoNGo3kpsSxZsoSQkJCXcq0ciYmJtGvX7oVeI2eM79+/n+tYUZPjwMDAEv8/B89OBIUQQgghXrZSTYDi4+Np0qQJv/zyCwsWLODChQvs3bsXHx8fhg0b9tLjURSFzMzMl37dokpPTy/tEArN1NSUn376Savsm2++oWbNmsVuu7DjYG5ujoWFRbGvVxRWVlbo6+u/1GsWh4mJCZUqVSrtMIQQQgghXrhSTYCGDh2KRqPh5MmTvPfeezg6OuLi4sLYsWM5fvy4Wu/+/fsMGDAAS0tLzMzMaN26NefOnVOP58y2rF+/HltbW8zNzenevTsPHjwAHt8CFRERwZIlS9SZh/j4ePUv6Hv27KFJkybo6+tz5MgR4uLi6NSpE1WrVsXExISmTZty8ODBFzIGWVlZ9O/fn9q1a2NoaIiTkxNLlizRqpNzC9esWbOoVq0aTk5OebZV2HFas2YNNWvWxMTEhKFDh5KVlcX8+fOxsrKiSpUqzJo1q8T616dPH9asWaPuP3z4kE2bNtGnT59cdbdu3YqLiwv6+vrY2tqycOFCreO2trbMnDmT3r17Y2ZmxqBBgwgJCcHCwoJ9+/bh7OyMiYkJ/v7+JCYmquc9fQuct7c3I0eO5JNPPqFixYpYWVkxffp0rWtdunSJli1bYmBgQL169Th48KDWbEZ6ejrDhw/H2toaAwMDatWqxZw5c9Tzn575OHnyJI0bN8bAwAB3d3fOnj2bq/+//vor7dq1w8TEhKpVq9KrVy/+/vvvwgzzMxX2tZEjMzOTkSNHYmFhQaVKlZgwYQJ9+vTJdSthdnZ2vuNoa2sLwLvvvotGo1H3z507h4+PD6amppiZmdGkSRNOnTpVIv0UQgghhHiWUkuA7t69y969exk2bBjGxsa5jj/5F/sPPviA27dvs2fPHk6fPo2bmxtt2rTh7t27ap24uDi2b9/Ozp072blzJxEREcydOxd4fAuUh4cHAwcOJDExkcTERGxsbNRzJ06cyNy5c4mJiaFhw4akpKTQvn17QkNDOXv2LP7+/nTs2JGEhIQSH4fs7Gxq1KjBDz/8wMWLF5k6dSr/+c9/2LJli1a90NBQYmNjOXDgADt37syzrcKO0549e9i7dy8bN27km2++oUOHDvz+++9EREQwb948Pv30U06cOFEi/evVqxeHDx9Wx27r1q3Y2tri5uamVe/06dN07dqV7t27c+HCBaZPn86UKVNy3boWHByMq6srZ8+eZcqUKQCkpqYSHBzM+vXrOXToEAkJCQQGBhYY17p16zA2NubEiRPMnz+fGTNmcODAAeBxUtq5c2eMjIw4ceIEX331FZMnT9Y6f+nSpfz8889s2bKF2NhYNmzYoL7Bf1pKSgpvv/029erV4/Tp00yfPj1XfPfv36d169Y0btyYU6dOsXfvXv7880+6du1aYD8KqzCvjSfNmzePDRs2sHbtWiIjI0lOTs7zVraCxjEqKgqAtWvXkpiYqO737NmTGjVqEBUVxenTp5k4cSLly5fPM460tDSSk5O1NiGEEEKI4ii1ZbCvXr2KoijUrVu3wHpHjhzh5MmT3L59W72lKDg4mO3bt/Pjjz8yaNAg4HEiERISgqmpKfD4jXdoaCizZs3C3NwcPT09jIyMsLKyynWNGTNm0LZtW3W/YsWKuLq6qvszZ87kp59+4ueff2b48OGF7uOFCxcwMTHRKnv6c2fLly9PUFCQul+7dm2OHTvGli1btN78Ghsbs3r1avT09PK8VlHGac2aNZiamlKvXj18fHyIjY1l9+7d6Ojo4OTkxLx58wgLC6N58+aF7mt+qlSpQrt27QgJCWHq1KmsWbOGfv365aq3aNEi2rRpoyY1jo6OXLx4kQULFhAQEKDWa926NePGjVP3Dx8+TEZGBitXrqROnToADB8+nBkzZhQYV8OGDZk2bRoADg4OLFu2jNDQUNq2bcuBAweIi4sjPDxcfb3MmjVL6zWSkJCAg4MDLVu2RKPRUKtWrXyv9f3335Odnc0333yDgYEBLi4u/P777wwZMkSts2zZMho3bszs2bPVsjVr1mBjY8Ply5dxdHTMt/0aNWrkKktNTVW/Luxr40lffPEFkyZN4t1331Xj2717d656BY2jpaUl8PiPGU/+v0tISGD8+PHq/30HB4d8+zZnzhyt/x9CCCGEEMVVajNATycC+Tl37hwpKSlUqlQJExMTdbt+/TpxcXFqPVtbWzX5AbC2tub27duFuoa7u7vWfkpKCoGBgTg7O2NhYYGJiQkxMTFFngFycnIiOjpaa8vrTeSXX35JkyZNsLS0xMTEhK+++irXtRo0aJBv8gPPP05Vq1alXr166OjoaJXlN3aHDx/Wan/Dhg3PHId+/foREhLCtWvXOHbsGD179sxVJyYmBk9PT60yT09Prly5QlZWllr29PcKwMjISE1+oHDf+4YNG2rtP3lObGwsNjY2Wm/amzVrplU/ICCA6OhonJycGDlyJPv378/3WjkziwYGBmqZh4eHVp1z584RFhamNbY5CcKT37+8HD58ONfrrFq1alptF+a1kSMpKYk///xTq8+6uro0adIkV92CxjE/Y8eOZcCAAfj6+jJ37twC+zdp0iSSkpLU7ebNmwW2LYQQQgjxLKU2A+Tg4IBGo+HSpUsF1ktJScHa2prw8PBcx568Te7pW2g0Gg3Z2dmFiuXpW/ACAwM5cOAAwcHB2NvbY2hoyPvvv1/kxQf09PSwt7fXKitXTnvIN23aRGBgIAsXLsTDwwNTU1MWLFiQ6xa0vG4TfFJxxqkoY+fu7q61gl3VqlULjAugXbt2DBo0iP79+9OxY8diPWyf1zjkFf+zEuzivF4A3NzcuH79Onv27OHgwYN07doVX19ffvzxx0K38aSUlBQ6duzIvHnzch2ztrYu8NzatWvnWuThyddZYV8bz+N5xnH69Ol8+OGH7Nq1iz179jBt2jQ2bdqkzjY9SV9f/7VaTEIIIYQQr75SS4AqVqyIn58fX375JSNHjsz1xvb+/ftYWFjg5ubGrVu3KFeuXL7PWBSGnp6e1kxCQSIjIwkICFDfkKWkpBAfH//c137WtVq0aMHQoUPVsmf9xT8vJTVOz2JoaJgrqXuWcuXK0bt3b+bPn8+ePXvyrOPs7ExkZKRWWWRkJI6Ojujq6j53vM/DycmJmzdv8ueff6oJXs7zK08yMzOjW7dudOvWjffffx9/f3/u3r1LxYoVteo5Ozuzfv16Hj16pM4CPbnIBzz+/uU8H/V0klxcRX1tmJubU7VqVaKiomjVqhXw+LmoM2fOFPmzgsqXL5/n/ztHR0ccHR0ZM2YMPXr0YO3atXkmQEIIIYQQJa1UV4H78ssvycrKolmzZmzdupUrV64QExPD0qVL1VuEfH198fDwoHPnzuzfv5/4+HiOHj3K5MmTi7RylK2tLSdOnCA+Pp6///67wL9SOzg4sG3bNqKjozl37hwffvhhkWYHisLBwYFTp06xb98+Ll++zJQpU/J8s/0sJTVOL8rMmTP566+/8PPzy/P4uHHjCA0NZebMmVy+fJl169axbNmyZy5m8CK0bduWOnXq0KdPH86fP09kZCSffvopgPrZRYsWLWLjxo1cunSJy5cv88MPP2BlZZXnjMqHH36IRqNh4MCBXLx4kd27dxMcHKxVZ9iwYdy9e5cePXoQFRVFXFwc+/bto2/fvoVO3PPzPK+NESNGMGfOHHbs2EFsbCyjRo3i3r17Rf7sJltbW0JDQ7l16xb37t3j4cOHDB8+nPDwcG7cuEFkZCRRUVE4OzsXq49CCCGEEIVVqgmQnZ0dZ86cwcfHh3HjxlG/fn3atm1LaGgoK1asAB6/4dy9ezetWrWib9++ODo60r17d27cuFGo269yBAYGoqurS7169bC0tCzweZ5FixZRoUIFWrRoQceOHfHz88u1allJ+fjjj+nSpQvdunWjefPm3LlzR2s2qLBKapxeFD09PSpXrpzvG2g3Nze2bNnCpk2bqF+/PlOnTmXGjBlaCyC8LLq6umzfvp2UlBSaNm3KgAED1FXgcmZwTE1NmT9/Pu7u7jRt2pT4+Hh1IYmnmZiY8H//939cuHCBxo0bM3ny5Fy3ulWrVo3IyEiysrJ46623aNCgAaNHj8bCwiLPNovieV4bEyZMoEePHvTu3RsPDw9MTEzw8/PTeo6pMBYuXMiBAwewsbGhcePG6OrqcufOHXr37o2joyNdu3alXbt2stCBEEIIIV4ajVLY1QiEKMMiIyNp2bIlV69e1VpwoazIzs7G2dmZrl27MnPmzFKLIzk5GXNzc2xGb0FH36jU4hBCCPHyxc/tUNohvNZyfocmJSVhZmZW2uGUqlJ7BkiIV9lPP/2EiYkJDg4OXL16lVGjRuHp6Vlmkp8bN26wf/9+vLy8SEtLY9myZVy/fp0PP/ywtEMD4NcgvzL/w1sIIYQQz0cSICHy8ODBAyZMmEBCQgKVK1fG19eXhQsXlnZYL42Ojg4hISEEBgaiKAr169fn4MGD8qyOEEIIIV57cgucEOK1IdP3QgghxPOR36H/U6qLIAghhBBCCCHEyyS3wAkhXjv1p+2TRRCEEELIwgjiucgMkBBCCCGEEKLMkARICCGEEEIIUWZIAiREGRIQEIBGo1G3SpUq4e/vz/nz50s7NCGEEEKIl0ISICHKGH9/fxITE0lMTCQ0NJRy5crx9ttv51s/IyPjJUYnhBBCCPFiSQIkRBmjr6+PlZUVVlZWNGrUiIkTJ3Lz5k3++usv4uPj0Wg0bN68GS8vLwwMDNiwYQPZ2dnMmDGDGjVqoK+vT6NGjdi7d6/aZs5527Ztw8fHByMjI1xdXTl27Jhap1+/fjRs2JC0tDQA0tPTady4Mb17937pYyCEEEKIsksSICHKsJSUFL777jvs7e2pVKmSWj5x4kRGjRpFTEwMfn5+LFmyhIULFxIcHMz58+fx8/PjnXfe4cqVK1rtTZ48mcDAQKKjo3F0dKRHjx5kZmYCsHTpUv755x8mTpyo1r1//z7Lli3LN760tDSSk5O1NiGEEEKI4pBlsIUoY3bu3ImJiQkA//zzD9bW1uzcuRMdnf/9PWT06NF06dJF3Q8ODmbChAl0794dgHnz5hEWFsbixYv58ssv1XqBgYF06PB4SdKgoCBcXFy4evUqdevWxcTEhO+++w4vLy9MTU1ZvHgxYWFhBX4Y25w5cwgKCirR/gshhBCibJMZICHKGB8fH6Kjo4mOjubkyZP4+fnRrl07bty4odZxd3dXv05OTuaPP/7A09NTqx1PT09iYmK0yho2bKh+bW1tDcDt27fVMg8PDwIDA5k5cybjxo2jZcuWBcY6adIkkpKS1O3mzZtF77AQQgghxBNkBkiIMsbY2Bh7e3t1f/Xq1Zibm/P1118zYMAAtc7zKF++vPq1RqMBIDs7Wy3Lzs4mMjISXV1drl69+sz29PX10dfXf65YhBBCCCHyIjNAQpRxGo0GHR0dHj58mOdxMzMzqlWrRmRkpFZ5ZGQk9erVK9K1FixYwKVLl4iIiGDv3r2sXbv2ueMWQgghhHgeMgMkRBmTlpbGrVu3ALh37x7Lli0jJSWFjh075nvO+PHjmTZtGnXq1KFRo0asXbuW6OhoNmzYUOjrnj17lqlTp/Ljjz/i6enJokWLGDVqFF5eXtjZ2RW7X0IIIYQQhSEJkBBlzN69e9Xnc0xNTalbty4//PAD3t7exMfH53nOyJEjSUpKYty4cdy+fZt69erx888/4+DgUKhrPnr0iI8++oiAgAA10Ro0aBC7du2iV69eHDp0CF1d3RLpnxBCCCFEQTSKoiilHYQQQhRGcnIy5ubm2Izego6+UWmHI4QQopTFz+1Q2iG8NnJ+hyYlJRW4AmtZIDNAQojXzq9BfmX+h7cQQgghno8sgiCEEEIIIYQoMyQBEkIIIYQQQpQZcgucEOK1U3/aPnkGSAghRIHk+SCRH5kBEkIIIYQQQpQZkgAJIYolJCQECwuL0g5DCCGEEKJQJAES4gW6desWo0aNwt7eHgMDA6pWrYqnpycrVqwgNTW1tMMrEd26dePy5ctFOsfb25vRo0e/mICEEEIIIQogzwAJ8YJcu3YNT09PLCwsmD17Ng0aNEBfX58LFy7w1VdfUb16dd55551c52VkZFC+fPlSiPj5GBoaYmhoWNphCCGEEEIUiswACfGCDB06lHLlynHq1Cm6du2Ks7MzdnZ2dOrUiV27dtGxY0cANBoNK1as4J133sHY2JhZs2YBsGPHDtzc3DAwMMDOzo6goCAyMzPV9u/fv8+AAQOwtLTEzMyM1q1bc+7cOfX49OnTadSoEevXr8fW1hZzc3O6d+/OgwcP1Dre3t4MHz6c4cOHY25uTuXKlZkyZQpPfj7yvXv36N27NxUqVMDIyIh27dpx5coV9fjTt8A967oBAQFERESwZMkSNBoNGo2G+Pj4Eh17IYQQQoj8SAIkxAtw584d9u/fz7BhwzA2Ns6zjkajUb+ePn067777LhcuXKBfv34cPnyY3r17M2rUKC5evMiqVasICQlRkyOADz74gNu3b7Nnzx5Onz6Nm5sbbdq04e7du2qduLg4tm/fzs6dO9m5cycRERHMnTtXK45169ZRrlw5Tp48yZIlS1i0aBGrV69WjwcEBHDq1Cl+/vlnjh07hqIotG/fnoyMjHz7X9B1lyxZgoeHBwMHDiQxMZHExERsbGzybCctLY3k5GStTQghhBCiOCQBEuIFuHr1Koqi4OTkpFVeuXJlTExMMDExYcKECWr5hx9+SN++fbGzs6NmzZoEBQUxceJE+vTpg52dHW3btmXmzJmsWrUKgCNHjnDy5El++OEH3N3dcXBwIDg4GAsLC3788Ue13ezsbEJCQqhfvz5vvvkmvXr1IjQ0VCsmGxsbPv/8c5ycnOjZsycjRozg888/B+DKlSv8/PPPrF69mjfffBNXV1c2bNjAf//7X7Zv355v/wu6rrm5OXp6ehgZGWFlZYWVlRW6urp5tjNnzhzMzc3VLb9ESQghhBCisCQBEuIlOnnyJNHR0bi4uJCWlqaWu7u7a9U7d+4cM2bMUJMlExMTdcYkNTWVc+fOkZKSQqVKlbTqXL9+nbi4OLUdW1tbTE1N1X1ra2tu376tda033nhDazbKw8ODK1eukJWVRUxMDOXKlaN58+bq8UqVKuHk5ERMTEy+/SzMdQtj0qRJJCUlqdvNmzeL3IYQQgghxJNkEQQhXgB7e3s0Gg2xsbFa5XZ2dgC5Fg14+ja5lJQUgoKC6NKlS662DQwMSElJwdramvDw8FzHn3we5+nFFDQaDdnZ2UXpynMpqevq6+ujr69fUmEJIYQQQkgCJMSLUKlSJdq2bcuyZcsYMWJEvs8B5cfNzY3Y2Fjs7e3zPX7r1i3KlSuHra1tsWI9ceKE1v7x48dxcHBAV1cXZ2dnMjMzOXHiBC1atAAeP98UGxtLvXr1nvuaenp6ZGVlFStuIYQQQojnIbfACfGCLF++nMzMTNzd3dm8eTMxMTHExsby3XffcenSpXyfewGYOnUq3377LUFBQfz222/ExMSwadMmPv30UwB8fX3x8PCgc+fO7N+/n/j4eI4ePcrkyZM5depUkeJMSEhg7NixxMbGsnHjRr744gtGjRoFgIODA506dWLgwIEcOXKEc+fO8dFHH1G9enU6der03GNja2vLiRMniI+P5++//34ps1JCCCGEECAJkBAvTJ06dTh79iy+vr5MmjQJV1dX3N3d+eKLLwgMDGTmzJn5nuvn58fOnTvZv38/TZs25Y033uDzzz+nVq1awONbynbv3k2rVq3o27cvjo6OdO/enRs3blC1atUixdm7d28ePnxIs2bNGDZsGKNGjWLQoEHq8bVr19KkSRPefvttPDw8UBSF3bt3F+uzigIDA9HV1aVevXpYWlqSkJDw3G0JIYQQQhSFRnnyAz+EEGWKt7c3jRo1YvHixaUdSqEkJyc/Xg1u9BZ09I1KOxwhhBCvsPi5HUo7hFdKzu/QpKQkzMzMSjucUiXPAAkhXju/BvmV+R/eQgghhHg+cgucEEIIIYQQosyQGSAhyrC8ltEWQgghhPg3kxkgIYQQQgghRJkhM0BCiNdO/Wn7ZBEEIYQQBZJFEER+ZAZICCGEEEIIUWZIAiTyFBISgoWFRZHOCQgIoHPnzi8knrzEx8ej0WiIjo7Ot054eDgajYb79++/tLheVS/7+yNjL4QQQohXkSRAZUx+b4KffrParVs3Ll++/MLjCQkJQaPRqJuJiQlNmjRh27ZtzzzXxsaGxMRE6tev/8LjLAk5Y1yhQgUePXqkdSwqKkodgxdlyZIlhISEvLD2n9aiRQsSExMxNzd/adcUQgghhHgWSYBEngwNDalSpcpLuZaZmRmJiYkkJiZy9uxZ/Pz86Nq1K7Gxsfmek56ejq6uLlZWVpQr93o9ymZqaspPP/2kVfbNN99Qs2bNYrednp6eqywrK4vs7GzMzc2LPKtXHHp6elhZWb3QpE4IIYQQoqgkARJ5yusWuM8++4wqVapgamrKgAEDmDhxIo0aNcp1bnBwMNbW1lSqVIlhw4aRkZFR4LU0Gg1WVlZYWVnh4ODAZ599ho6ODufPn1fr2NraMnPmTHr37o2ZmRmDBg3K8xa43bt34+joiKGhIT4+PsTHx+e63tdff42NjQ1GRka8++67LFq0KFdfd+zYgZubGwYGBtjZ2REUFERmZuazhq1Q+vTpw5o1a9T9hw8fsmnTJvr06ZOr7tatW3FxcUFfXx9bW1sWLlyodTyvccn53v3888/Uq1cPfX19EhIScs3+/fjjjzRo0ABDQ0MqVaqEr68v//zzD/B4Rqpt27ZUrlwZc3NzvLy8OHPmjNa1NRoNq1ev5t1338XIyAgHBwd+/vln9fjTs4p37tyhR48eVK9eHSMjIxo0aMDGjRuLO5xCCCGEEEUiCZAolA0bNjBr1izmzZvH6dOnqVmzJitWrMhVLywsjLi4OMLCwli3bh0hISFFuu0qKyuLdevWAeDm5qZ1LDg4GFdXV86ePcuUKVNynXvz5k26dOlCx44diY6OVpO0J0VGRjJ48GBGjRpFdHQ0bdu2ZdasWVp1Dh8+TO/evRk1ahQXL15k1apVhISE5Kr3vHr16sXhw4dJSEgAHic5tra2ufp7+vRpunbtSvfu3blw4QLTp09nypQpucYzr3FJTU1l3rx5rF69mt9++y3XbF5iYiI9evSgX79+xMTEEB4eTpcuXVAUBYAHDx7Qp08fjhw5wvHjx3FwcKB9+/Y8ePBAq52goCC6du3K+fPnad++PT179uTu3bt59vvRo0c0adKEXbt28euvvzJo0CB69erFyZMn8x2rtLQ0kpOTtTYhhBBCiOJ4ve4dEiVi586dmJiYaJVlZWUVeM4XX3xB//796du3LwBTp05l//79pKSkaNWrUKECy5YtQ1dXl7p169KhQwdCQ0MZOHBgvm0nJSWp8Tx8+JDy5cvz1VdfUadOHa16rVu3Zty4cer+07M7K1asoE6dOuosiZOTExcuXGDevHla/WjXrh2BgYEAODo6cvToUXbu3KnWCQoKYuLEieqMjJ2dHTNnzuSTTz5h2rRpBY5TYVSpUoV27doREhLC1KlTWbNmDf369ctVb9GiRbRp00ZNahwdHbl48SILFiwgICBArff0uBw+fJiMjAyWL1+Oq6trnjEkJiaSmZlJly5dqFWrFgANGjTQavNJX331FRYWFkRERPD222+r5QEBAfTo0QOA2bNns3TpUk6ePIm/v3+ua1avXl0dd4ARI0awb98+tmzZQrNmzfKMc86cOQQFBeV5TAghhBDiecgMUBnk4+NDdHS01rZ69eoCz4mNjc31JjWvN60uLi7o6uqq+9bW1ty+fbvAtk1NTdU4zp49y+zZsxk8eDD/93//p1XP3d29wHZiYmJo3ry5VpmHh0eR+3Hu3DlmzJiBiYmJug0cOJDExERSU1NzXffw4cNadTds2FBgnAD9+vUjJCSEa9eucezYMXr27Jlnfzw9PbXKPD09uXLlilbCmte46Onp0bBhw3yv7+rqSps2bWjQoAEffPABX3/9Nffu3VOP//nnnwwcOBAHBwfMzc0xMzMjJSVFnbXK8eQ1jI2NMTMzy/f7nZWVxcyZM2nQoAEVK1bExMSEffv25WrzSZMmTSIpKUndbt68mW9dIYQQQojCkBmgMsjY2Bh7e3utst9//71E2i5fvrzWvkajITs7u8BzdHR0tOJp2LAh+/fvZ968eXTs2FEtNzY2LpEYnyUlJYWgoCC6dOmS65iBgUGuMnd3d63nkKpWrfrMa7Rr145BgwbRv39/OnbsSKVKlZ473rzGxdDQsMDFB3R1dTlw4ABHjx5l//79fPHFF0yePJkTJ05Qu3Zt+vTpw507d1iyZAm1atVCX18fDw+PXIssFOX7vWDBApYsWcLixYtp0KABxsbGjB49Os+FG3Lo6+ujr69fUPeFEEIIIYpEZoBEoTg5OREVFaVV9vR+SdLV1eXhw4dFOsfZ2TnX8yTHjx/X2i9MP9zc3IiNjcXe3j7XpqOT+7+MoaGhVh1TU9NnxlquXDl69+5NeHh4nre/5fQnMjJSqywyMhJHR0etWbbnpdFo8PT0JCgoiLNnz6Knp6euThcZGcnIkSNp3769ugjD33//XazrRUZG0qlTJz766CNcXV2xs7N7KUutCyGEEEI8SWaARKGMGDGCgQMH4u7uTosWLdi8eTPnz5/Hzs6u2G0risKtW7eAx88AHThwgH379jF16tQitTN48GAWLlzI+PHjGTBgAKdPn861YMCIESNo1aoVixYtomPHjvzyyy/s2bNHa7Zk6tSpvP3229SsWZP3338fHR0dzp07x6+//spnn31W7P7mmDlzJuPHj8939mfcuHE0bdqUmTNn0q1bN44dO8ayZctYvnx5sa994sQJQkNDeeutt6hSpQonTpzgr7/+wtnZGQAHBwfWr1+Pu7s7ycnJjB8/HkNDw2Jd08HBgR9//JGjR49SoUIFFi1axJ9//km9evWK3R8hhBBCiMKSGSBRKD179mTSpEkEBgbi5ubG9evXCQgIyPOWsKJKTk7G2toaa2trnJ2dWbhwITNmzGDy5MlFaqdmzZps3bqV7du34+rqysqVK5k9e7ZWHU9PT1auXMmiRYtwdXVl7969jBkzRqsffn5+7Ny5k/3799O0aVPeeOMNPv/8c3WxgJKip6dH5cqV871Vzc3NjS1btrBp0ybq16/P1KlTmTFjhtYCCM/LzMyMQ4cO0b59exwdHfn0009ZuHAh7dq1Ax5/LtG9e/dwc3OjV69ejBw5stifC/Xpp5/i5uaGn58f3t7eWFlZ5fmhvEIIIYQQL5JGyVn3Vogiatu2LVZWVqxfv760QymWgQMHcunSJQ4fPlzaoYhnSE5OxtzcHJvRW9DRNyrtcIQQQrzC4ud2KO0QXik5v0OTkpIwMzMr7XBKldwCJwolNTWVlStX4ufnh66uLhs3buTgwYMcOHCgtEMrsuDgYNq2bYuxsTF79uxh3bp1JXJbmXh5fg3yK/M/vIUQQgjxfCQBEoWi0WjYvXs3s2bN4tGjRzg5ObF161Z8fX1LO7QiO3nyJPPnz+fBgwfY2dmxdOlSBgwYUNphCSGEEEKIl0BugRNCvDZk+l4IIYR4PvI79H9kBkgI8dqpP22fPAMkhBDimeQ5IJEXWQVOCCGEEEIIUWZIAiSEeGk0Gg3bt28v7TCEEEIIUYZJAiQEEBAQgEajybX5+/uXSPvh4eFoNBru379fqHouLi5kZWVpHbOwsMj1wa4vgqIo+Pr64ufnl+vY8uXLsbCw4Pfff3/hcQghhBBCvAiSAAnx//n7+5OYmKi1bdy4sVRiuXbtGt9++22pXFuj0bB27VpOnDjBqlWr1PLr16/zySef8MUXX1CjRo0itZmenl7SYQohhBBCPBdJgIT4//T19bGystLaKlSooB5ftGgRDRo0wNjYGBsbG4YOHUpKSop6/MaNG3Ts2JEKFSpgbGyMi4sLu3fvJj4+Hh8fHwAqVKiARqMhICCgwFhGjBjBtGnTSEtLy7fO/fv3GTBgAJaWlpiZmdG6dWvOnTsHQFJSErq6upw6dQqA7OxsKlasyBtvvKGe/91332FjY5Nn2zY2NixZsoTAwECuX7+Ooij079+ft956i169ehEREUGzZs3Q19fH2tqaiRMnkpmZqZ7v7e3N8OHDGT16NJUrV85zNglg2rRpWFtbc/78+QLHQwghhBCipEgCJEQh6ejosHTpUn777TfWrVvHL7/8wieffKIeHzZsGGlpaRw6dIgLFy4wb948TExMsLGxYevWrQDExsaSmJjIkiVLCrzW6NGjyczM5Isvvsi3zgcffMDt27fZs2cPp0+fxs3NjTZt2nD37l3Mzc1p1KgR4eHhAFy4cAGNRsPZs2fVpC0iIgIvL6982+/Tpw9t2rShX79+LFu2jF9//ZVVq1bx3//+l/bt29O0aVPOnTvHihUr+Oabb/jss8+0zl+3bh16enpERkaycuVKrWOKojBixAi+/fZbDh8+TMOGDfOMIS0tjeTkZK1NCCGEEKI4JAES4v/buXMnJiYmWtvs2bPV46NHj8bHxwdbW1tat27NZ599xpYtW9TjCQkJeHp60qBBA+zs7Hj77bdp1aoVurq6VKxYEYAqVapgZWWFubl5gbEYGRkxbdo05syZQ1JSUq7jR44c4eTJk/zwww+4u7vj4OBAcHAwFhYW/Pjjj8DjWZicBCg8PJy2bdvi7OzMkSNH1LKCEiCAr776il9//ZXRo0fz1VdfYWlpyfLly7GxsWHZsmXUrVuXzp07ExQUxMKFC8nOzlbPdXBwYP78+Tg5OeHk5KSWZ2Zm8tFHHxEaGsqRI0ewt7fP9/pz5szB3Nxc3fKbsRJCCCGEKCxJgIT4/3x8fIiOjtbaBg8erB4/ePAgbdq0oXr16piamtKrVy/u3LlDamoqACNHjuSzzz7D09OTadOmFfu2rv79+1OpUiXmzZuX69i5c+dISUmhUqVKWgnb9evXiYuLA8DLy4sjR46QlZVFREQE3t7ealL0xx9/cPXqVby9vQuMoUqVKnz88cc4OzvTuXNnAGJiYvDw8ECj0aj1PD09SUlJ0VocoUmTJnm2OWbMGE6cOMGhQ4eoXr16gdefNGkSSUlJ6nbz5s0C6wshhBBCPIskQEL8f8bGxtjb22ttOTM38fHxvP322zRs2JCtW7dy+vRpvvzyS+B/D/gPGDCAa9eu0atXLy5cuIC7u3uBt7A9S7ly5Zg1axZLlizhjz/+0DqWkpKCtbV1roQtNjaW8ePHA9CqVSsePHjAmTNnOHTokFYCFBERQbVq1XBwcChUHOXKFf0zk42NjfMsb9u2Lf/973/Zt2/fM9vQ19fHzMxMaxNCCCGEKA5JgIQohNOnT5Odnc3ChQt54403cHR0zJWUwOPFAwYPHsy2bdsYN24cX3/9NQB6enoAuZa2fpYPPvgAFxcXgoKCtMrd3Ny4desW5cqVy5W0Va5cGXi8bHbDhg1ZtmwZ5cuXp27durRq1YqzZ8+yc+fOZ97+lh9nZ2eOHTuGoihqWWRkJKampoVaHe6dd97h+++/Z8CAAWzatOm5YhBCCCGEeF6SAAnx/6WlpXHr1i2t7e+//wbA3t6ejIwMvvjiC65du8b69etzPdg/evRo9u3bx/Xr1zlz5gxhYWE4OzsDUKtWLTQaDTt37uSvv/7SWj3uWebOncuaNWv4559/1DJfX188PDzo3Lkz+/fvJz4+nqNHjzJ58mR15Td4/BzQhg0b1GSnYsWKODs7s3nz5udOgIYOHcrNmzcZMWIEly5dYseOHUybNo2xY8eio1O4Hynvvvsu69evp2/fvuozS0IIIYQQL4MkQEL8f3v37sXa2lpra9myJQCurq4sWrSIefPmUb9+fTZs2MCcOXO0zs/KymLYsGE4Ozvj7++Po6Mjy5cvB6B69eoEBQUxceJEqlatyvDhwwsdV+vWrWndurXWMtMajYbdu3fTqlUr+vbti6OjI927d+fGjRtUrVpVrefl5UVWVpbWsz7e3t65yoqievXq7N69m5MnT+Lq6srgwYPp378/n376aZHaef/991m3bh29evVi27ZtzxWLEEIIIURRaZQn72MRQohXWHJy8uPV4EZvQUffqLTDEUII8YqLn9uhtEN4ZeT8Dk1KSirzz9QW/clmIYQoZb8G+ZX5H95CCCGEeD5yC5wQQgghhBCizJAESAghhBBCCFFmSAIkhBBCCCGEKDPkGSAhxGun/rR9sgiCEEKIYpEFEsoumQESQgghhBBClBmSAAkhhBBCCCHKDEmAxCvr1q1bjBgxAjs7O/T19bGxsaFjx46EhoYWu22NRsP27duLH+RLEB4ejkajKXALDw8v7TCLxNvbm9GjR5d2GEIIIYQog+QZIPFKio+Px9PTEwsLCxYsWECDBg3IyMhg3759DBs2jEuXLuV5XkZGBuXLl3/J0b5YLVq0IDExUd0fNWoUycnJrF27Vi2rWLGi+nV6ejp6enovNUYhhBBCiNeFzACJV9LQoUPRaDScPHmS9957D0dHR1xcXBg7dizHjx9X62k0GlasWME777yDsbExs2bNAmDFihXUqVMHPT09nJycWL9+vXqOra0tAO+++y4ajUbdf9Z5OddbvXo17777LkZGRjg4OPDzzz+rx7Oysujfvz+1a9fG0NAQJycnlixZUqyx0NPTw8rKSt0MDQ3R19dX91euXEmzZs1YvXo1tWvXxsDAAID79+8zYMAALC0tMTMzo3Xr1pw7d05td/r06TRq1Ig1a9ZQs2ZNTExMGDp0KFlZWcyfPx8rKyuqVKmijmmOhIQEOnXqhImJCWZmZnTt2pU///wzV7vr16/H1tYWc3NzunfvzoMHDwAICAggIiKCJUuWqDNY8fHxxRojIYQQQojCkgRIvHLu3r3L3r17GTZsGMbGxrmOW1hYaO1Pnz6dd999lwsXLtCvXz9++uknRo0axbhx4/j111/5+OOP6du3L2FhYQBERUUBsHbtWhITE9X9Z52XIygoiK5du3L+/Hnat29Pz549uXv3LgDZ2dnUqFGDH374gYsXLzJ16lT+85//sGXLlpIeJi1Xr15l69atbNu2jejoaAA++OADbt++zZ49ezh9+jRubm60adNGjRUgLi6OPXv2sHfvXjZu3Mg333xDhw4d+P3334mIiGDevHl8+umnnDhxQu1fp06duHv3LhERERw4cIBr167RrVs3rXji4uLYvn07O3fuZOfOnURERDB37lwAlixZgoeHBwMHDiQxMZHExERsbGzy7FdaWhrJyclamxBCCCFEccgtcOKVc/XqVRRFoW7duoWq/+GHH9K3b191v0ePHgQEBDB06FAAddYoODgYHx8fLC0tgceJlJWVlXpecHBwgeflCAgIoEePHgDMnj2bpUuXcvLkSfz9/SlfvjxBQUFq3dq1a3Ps2DG2bNlC165dn3NEni09PZ1vv/1W7duRI0c4efIkt2/fRl9fX+3f9u3b+fHHHxk0aBDwOKFZs2YNpqam1KtXDx8fH2JjY9m9ezc6Ojo4OTkxb948wsLCaN68OaGhoVy4cIHr16+rScu3336Li4sLUVFRNG3aVG03JCQEU1NTAHr16kVoaCizZs3C3NwcPT09jIyMtMY/L3PmzNEaTyGEEEKI4pIZIPHKURSlSPXd3d219mNiYvD09NQq8/T0JCYmpsB2Cntew4YN1a+NjY0xMzPj9u3batmXX35JkyZNsLS0xMTEhK+++oqEhIR8r+vi4oKJiQkmJia0a9euwBjzU6tWLTX5ATh37hwpKSlUqlRJbdvExITr168TFxen1rO1tVWTFICqVatSr149dHR0tMpy+hcTE4ONjY3WjE29evWwsLDQGqen27W2ttYao8KaNGkSSUlJ6nbz5s0ityGEEEII8SSZARKvHAcHBzQaTb4LHTwtr9vkXqSnF1nQaDRkZ2cDsGnTJgIDA1m4cCEeHh6YmpqyYMEC9RayvOzevZuMjAwADA0Nnyump8cgJSUFa2vrPFeHe/IWwrz6UlD/Cqsk2gDQ19dXZ7CEEEIIIUqCzACJV07FihXx8/Pjyy+/5J9//sl1/P79+wWe7+zsTGRkpFZZZGQk9erVU/fLly9PVlZWkc97lsjISFq0aMHQoUNp3Lgx9vb2WjMuealVqxb29vbY29tTvXr1Ql+rIG5ubty6dYty5cqpbedslStXfu52nZ2duXnzptZMzMWLF7l//36RxklPTy/X+AshhBBCvAySAIlX0pdffklWVhbNmjVj69atXLlyhZiYGJYuXYqHh0eB544fP56QkBBWrFjBlStXWLRoEdu2bSMwMFCtY2trS2hoKLdu3eLevXuFPu9ZHBwcOHXqFPv27ePy5ctMmTJFXWThZfL19cXDw4POnTuzf/9+4uPjOXr0KJMnT+bUqVPFardBgwb07NmTM2fOcPLkSXr37o2Xl1euWxELYmtry4kTJ4iPj+fvv/9+rtkhIYQQQojnIQmQeCXZ2dlx5swZfHx8GDduHPXr16dt27aEhoayYsWKAs/t3LkzS5YsITg4GBcXF1atWsXatWvx9vZW6yxcuJADBw5gY2ND48aNC33es3z88cd06dKFbt260bx5c+7cuaMuqvAyaTQadu/eTatWrejbty+Ojo50796dGzduULVq1WK1u2PHDipUqECrVq3w9fXFzs6OzZs3F6mdwMBAdHV1qVevHpaWlgU+IyWEEEIIUZI0SlGfOBdCiFKSnJyMubk5NqO3oKNvVNrhCCGEeI3Fz+1Q2iG8VDm/Q5OSkjAzMyvtcEqVLIIghHjt/BrkV+Z/eAshhBDi+cgtcEIIIYQQQogyQxIgIYQQQgghRJkht8AJIV479aftk2eAhBBClIiy9iyQkBkgIYQQQgghRBkiCZAQQgghhBCizJAESLzSwsPD0Wg03L9/H4CQkBAsLCxKNSbx/Ly9vRk9enRphyGEEEKIMkwSIPFcAgIC0Gg0ubarV6+WdmivHG9vb60xqlq1Kh988AE3btwo7dDy9WTMBgYG1KtXj+XLl5d2WEIIIYQQxSYJkHhu/v7+JCYmam21a9d+rrbS09NLOLpXy8CBA0lMTOSPP/5gx44d3Lx5k48++ijf+oqikJmZ+RIjzC0n5osXL9K1a1eGDRvGxo0bn6utf/v3VwghhBCvD0mAxHPT19fHyspKa9PV1QUgIiKCZs2aoa+vj7W1NRMnTtR6Q+/t7c3w4cMZPXo0lStXxs/PD4Ddu3fj6OiIoaEhPj4+xMfH53ntffv24ezsjImJiZqI5YiKiqJt27ZUrlwZc3NzvLy8OHPmjNb5Go2GVatW8fbbb2NkZISzszPHjh3j6tWreHt7Y2xsTIsWLYiLiyuRsTIyMsLKygpra2veeOMNhg8frhVTzq1+e/bsoUmTJujr63PkyBHS0tIYOXIkVapUwcDAgJYtWxIVFZXrvNDQUNzd3TEyMqJFixbExsYCjxMpX19f/Pz8UBQFgLt371KjRg2mTp1aqJjt7OyYPn06Dg4O/PzzzwBMmDABR0dHjIyMsLOzY8qUKWRkZKjnTp8+nUaNGrF69Wpq166NgYFBntfYtWsX5ubmbNiwIc/jaWlpJCcna21CCCGEEMUhCZAocf/9739p3749TZs25dy5c6xYsYJvvvmGzz77TKveunXr0NPTIzIykpUrV3Lz5k26dOlCx44diY6OZsCAAUycODFX+6mpqQQHB7N+/XoOHTpEQkICgYGB6vEHDx7Qp08fjhw5wvHjx3FwcKB9+/Y8ePBAq52ZM2fSu3dvoqOjqVu3Lh9++CEff/wxkyZN4tSpUyiKwvDhw0t8fO7evcuWLVto3rx5rmMTJ05k7ty5xMTE0LBhQz755BO2bt3KunXrOHPmDPb29vj5+XH37l2t8yZPnszChQs5deoU5cqVo1+/fsDjRG/dunVERUWxdOlSAAYPHkz16tWfmQA9zdDQUJ3JMTU1JSQkhIsXL7JkyRK+/vprPv/8c636V69eZevWrWzbto3o6Ohc7X3//ff06NGDDRs20LNnzzyvOWfOHMzNzdXNxsamSDELIYQQQjxNPgdIPLedO3diYmKi7rdr144ffviB5cuXY2Njw7Jly9BoNNStW5c//viDCRMmMHXqVHR0HufdDg4OzJ8/Xz3/P//5D3Xq1GHhwoUAODk5ceHCBebNm6d13YyMDFauXEmdOnUAGD58ODNmzFCPt27dWqv+V199hYWFBREREbz99ttqed++fenatSvweEbDw8ODKVOmqLNRo0aNom/fvsUeJ4Dly5ezevVqFEUhNTUVR0dH9u3bl6vejBkzaNu2LQD//PMPK1asICQkhHbt2gHw9ddfc+DAAb755hvGjx+vnjdr1iy8vLyAx0lUhw4dePToEQYGBlSvXp1Vq1bRu3dvbt26xe7duzl79izlyhXuv39WVhYbN27k/PnzDBo0CIBPP/1UPW5ra0tgYCCbNm3ik08+UcvT09P59ttvsbS0zNXml19+yeTJk/m///s/Ne68TJo0ibFjx6r7ycnJkgQJIYQQolgkARLPzcfHhxUrVqj7xsbGAMTExODh4YFGo1GPeXp6kpKSwu+//07NmjUBaNKkiVZ7MTExuWZFPDw8cl3XyMhITX4ArK2tuX37trr/559/8umnnxIeHs7t27fJysoiNTWVhIQErXYaNmyofl21alUAGjRooFX26NEjkpOTMTMzyxVHu3btOHz4MAC1atXit99+y1UnR8+ePZk8ebIa3+zZs3nrrbc4ffo0pqamaj13d3f167i4ODIyMvD09FTLypcvT7NmzYiJicm3L9bW1gDcvn1bHesPPviAn376iblz57JixQocHBzyjTVHTtKWnp6Orq4uY8aMYciQIQBs3ryZpUuXEhcXR0pKCpmZmbnGqFatWnkmPz/++CO3b98mMjKSpk2bFhiDvr4++vr6z4xVCCGEEKKwJAESz83Y2Bh7e/tinf88ypcvr7Wv0WjU51sA+vTpw507d1iyZAm1atVCX18fDw+PXA/iP9lOTrKWV1l2dnaecaxevZqHDx/mGdPTzM3N1bGyt7fnm2++wdrams2bNzNgwAC1XkmMSV5xp6amcvr0aXR1dbly5Uqh2sxJ2gwNDbG2tlZn7o4dO0bPnj0JCgrCz88Pc3NzNm3apM7cPasvjRs35syZM6xZswZ3d3etRFkIIYQQ4kWTBEiUOGdnZ7Zu3YqiKOqb28jISExNTalRo0aB5+U8ZJ/j+PHjRb5+ZGQky5cvp3379gDcvHmTv//+u8jtPEv16tWf+9ycxSJyEqi81KlTR31GqlatWsDj2/+ioqKK/Fk648aNQ0dHhz179tC+fXs6dOiQ61bBpz2ZtD3p6NGj1KpVS53RAoq0pHfObY7e3t7o6uqybNmywndECCGEEKKYZBEEUeKGDh3KzZs3GTFiBJcuXWLHjh1MmzaNsWPHqrMIeRk8eDBXrlxh/PjxxMbG8v333xMSElLk6zs4OLB+/XpiYmI4ceIEPXv2xNDQsBg9Kr7U1FRu3brFrVu3OHfuHEOGDMHAwIC33nor33OMjY0ZMmQI48ePZ+/evVy8eJGBAweSmppK//79C33tXbt2sWbNGjZs2EDbtm0ZP348ffr04d69e8/VFwcHBxISEti0aRNxcXEsXbqUn376qUhtODo6EhYWxtatW+WDUYUQQgjxUkkCJEpc9erV2b17NydPnsTV1ZXBgwfTv39/rQfn81KzZk22bt3K9u3bcXV1ZeXKlcyePbvI1//mm2+4d+8ebm5u9OrVS11GujR9/fXXWFtbY21tjY+PD3///Te7d+/GycmpwPPmzp3Le++9R69evXBzc+Pq1avs27ePChUqFOq6f/31F/3792f69Om4ubkBEBQURNWqVRk8ePBz9eWdd95hzJgxDB8+nEaNGnH06FGmTJlS5HacnJz45Zdf2LhxI+PGjXuuWIQQQgghikqjPPnwhBBCvMKSk5MxNzcnKSkpz4UphBBCCJE3+R36PzIDJIQQQgghhCgzJAESQgghhBBClBmSAAkhhBBCCCHKDFkGWwjx2qk/bR86+kalHYYQQoh/gfi5HUo7BPGSyQyQEEIIIYQQosyQBEj8q0yfPp1GjRqVdhhCCCGEEOIVJQnQv1hAQACdO3fOVR4eHo5Go+H+/fslej1bW1sWL15crDa8vb3RaDRoNBoMDAyoV68ey5cvL/T5gYGBhIaGFumaJRF3joCAADQaTZ6fsTNs2DA0Gg0BAQGFbi+/75W3t3ehPkA0v3ohISFYWFgUOg4hhBBCiH8LSYDEK2fgwIEkJiZy8eJFunbtyrBhw9i4cWOhzjUxMaFSpUovOMKC2djYsGnTJh4+fKiWPXr0iO+//56aNWuWYmRCCCGEEEISIJHnbWOLFy/G1tZW3c+ZTQoODsba2ppKlSoxbNgwMjIygMczDTdu3GDMmDHqDA7AjRs36NixIxUqVMDY2BgXFxd2795dYDxGRkZYWVlhZ2fH9OnTcXBw4OeffwYgISGBTp06YWJigpmZGV27duXPP//Mty/PG3dxuLm5YWNjw7Zt29Sybdu2UbNmTRo3bqxVNy0tjZEjR1KlShUMDAxo2bIlUVFRAMTHx+Pj4wNAhQoV1NmjgIAAIiIiWLJkiRpzfHx8sWKOi4ujU6dOVK1aFRMTE5o2bcrBgwfV4//5z39o3rx5rvNcXV2ZMWOGur969WqcnZ0xMDCgbt26WrN38fHxaDQatm3bho+PD0ZGRri6unLs2LFixS6EEEIIURSSAIlCCwsLIy4ujrCwMNatW0dISAghISHA4zf4NWrUYMaMGSQmJpKYmAg8vu0rLS2NQ4cOceHCBebNm4eJiUmRrmtoaEh6ejrZ2dl06tSJu3fvEhERwYEDB7h27RrdunUr8biLq1+/fqxdu1bdX7NmDX379s1V75NPPmHr1q2sW7eOM2fOYG9vj5+fH3fv3sXGxoatW7cCEBsbS2JiIkuWLGHJkiV4eHioM2WJiYnY2NgUK96UlBTat29PaGgoZ8+exd/fn44dO5KQkABAz549OXnyJHFxceo5v/32G+fPn+fDDz8EYMOGDUydOpVZs2YRExPD7NmzmTJlCuvWrdO61uTJkwkMDCQ6OhpHR0d69OhBZmZmnnGlpaWRnJystQkhhBBCFIcsg/0vt3PnzlwJR1ZW1nO1VaFCBZYtW4auri5169alQ4cOhIaGMnDgQCpWrIiuri6mpqZYWVmp5yQkJPDee+/RoEEDAOzs7Ap9vaysLDZu3Mj58+cZNGgQoaGhXLhwgevXr6tv+L/99ltcXFyIioqiadOmJRZ3cX300UdMmjSJGzduABAZGcmmTZsIDw9X6/zzzz+sWLGCkJAQ2rVrB8DXX3/NgQMH+Oabbxg/fjwVK1YEoEqVKlrP7Ojp6akzZc+yfPlyVq9erVWWmZmJgYGBuu/q6oqrq6u6P3PmTH766Sd+/vlnhg8fjouLC66urnz//fdMmTIFeJzwNG/eHHt7ewCmTZvGwoUL6dKlCwC1a9fm4sWLrFq1ij59+qhtBwYG0qHD4yVHg4KCcHFx4erVq9StWzdX7HPmzCEoKOiZfRRCCCGEKCyZAfqX8/HxITo6Wmt7+s1wYbm4uKCrq6vuW1tbc/v27QLPGTlyJJ999hmenp5MmzaN8+fPP/M6y5cvx8TEBENDQwYOHMiYMWMYMmQIMTEx2NjYaM121KtXDwsLC2JiYko07qcNHjwYExMTdXsWS0tLOnToQEhICGvXrqVDhw5UrlxZq05cXBwZGRl4enqqZeXLl6dZs2YF9qeoevbsmes18ORta/B4BigwMBBnZ2csLCwwMTEhJiZGnQHKaef7778HQFEUNm7cSM+ePYHHyVxcXBz9+/fXGqfPPvtMa9YIoGHDhurX1tbWAPl+PyZNmkRSUpK63bx5s/gDIoQQQogyTWaA/uWMjY3Vv9Dn+P3337X2dXR0UBRFqyznGZknlS9fXmtfo9GQnZ1d4PUHDBiAn58fu3btYv/+/cyZM4eFCxcyYsSIfM/p2bMnkydPxtDQEGtra3R0ipenP0/cT5sxYwaBgYFFOqdfv34MHz4cgC+//LJI55Ykc3PzXK+BKlWqaO0HBgZy4MABgoODsbe3x9DQkPfff5/09HS1To8ePZgwYQJnzpzh4cOH3Lx5U739MCUlBXg8g/X0s0JPJp+g/f3IeeYqv++Hvr4++vr6RemuEEIIIUSBJAESWFpacuvWLRRFUd+QRkdHF7kdPT29PG+vs7GxYfDgwQwePJhJkybx9ddfF5gA5fWGHcDZ2ZmbN29y8+ZNdRbo4sWL3L9/n3r16hU53mfF/aQqVarkShqexd/fn/T0dDQaDX5+frmO16lTBz09PSIjI6lVqxbwOPGMiopSl67W09MDct+2WJiYiyIyMpKAgADeffdd4HFC8/TCCjVq1MDLy4sNGzbw8OFD2rZtq45J1apVqVatGteuXVNnhYQQQgghXkVyC5zA29ubv/76i/nz5xMXF8eXX37Jnj17ityOra0thw4d4r///S9///03AKNHj2bfvn1cv36dM2fOEBYWhrOz83PF6evrS4MGDejZsydnzpzh5MmT9O7dGy8vL9zd3Z+rzfziLgm6urrExMRw8eLFXLMg8Hh2bsiQIYwfP569e/dy8eJFBg4cSGpqKv379wegVq1aaDQadu7cyV9//aXOtNja2nLixAni4+P5+++/izyj9TQHBwe2bdtGdHQ0586d48MPP8yzzZ49e7Jp0yZ++OGHXIlOUFAQc+bMYenSpVy+fJkLFy6wdu1aFi1aVKzYhBBCCCFKkiRAAmdnZ5YvX86XX36Jq6srJ0+eLPLtXvD4NrH4+Hjq1KmDpaUl8HjmYtiwYTg7O+Pv74+jo2ORPtj0SRqNhh07dlChQgVatWqFr68vdnZ2bN68+bnaKyjukmJmZoaZmVm+x+fOnct7771Hr169cHNz4+rVq+zbt48KFSoAUL16dYKCgpg4cSJVq1ZVb6kLDAxEV1eXevXqYWlpqfWszvNYtGgRFSpUoEWLFnTs2BE/Pz/c3Nxy1Xv//fe5c+cOqampuT5kd8CAAaxevZq1a9fSoEEDvLy8CAkJoXbt2sWKTQghhBCiJGmUpx/+EEKIV1RycjLm5ubYjN6Cjr5RaYcjhBDiXyB+bofSDuGlyPkdmpSUVOAfZ8sCeQZICPHa+TXIr8z/8BZCCCHE85Fb4IQQQgghhBBlhiRAQgghhBBCiDJDEiAhhBBCCCFEmSHPAAkhXjv1p+2TRRCEEEKUuLKyIEJZJzNAQgghhBBCiDJDEiBRoPDwcDQaDffv3wcgJCQECwsL9fj06dNp1KiRuh8QEJDr82FetqdjEv/z9PevuJ5+fTyLt7c3o0ePLrHrCyGEEEIUlSRAZcTKlSsxNTUlMzNTLUtJSaF8+fJ4e3tr1c15UxsXF0eLFi1ITEzE3Ny8UNdZsmQJISEhJRh52eHt7Y1Go1G3qlWr8sEHH3Djxo3SDi1fRX19CCGEEEKUNkmAyggfHx9SUlI4deqUWnb48GGsrKw4ceIEjx49UsvDwsKoWbMmderUQU9PDysrKzQaTaGuY25uXqIzDK+S9PT0F36NgQMHkpiYyB9//MGOHTu4efMmH3300Qu/7vMq6utDCCGEEKK0SQJURjg5OWFtbU14eLhaFh4eTqdOnahduzbHjx/XKvfx8VG/LsotTk/fArd3715atmyJhYUFlSpV4u233yYuLk49Hh8fj0ajYcuWLbz55psYGhrStGlTLl++TFRUFO7u7piYmNCuXTv++usvrRibNWuGsbExFhYWeHp65popWbVqFTY2NhgZGdG1a1eSkpLUY3nditW5c2cCAgLUfVtbW2bOnEnv3r0xMzNj0KBBAHz99ddqu++++y6LFi0qsaTPyMgIKysrrK2teeONNxg+fDhnzpxRj+d1C9v27du1EpBz587h4+ODqakpZmZmNGnSRCvxBdi3bx/Ozs6YmJjg7+9PYmIiAL/++is6OjrqWN+9excdHR26d++unvvZZ5/RsmVLIO/XR2RkJN7e3hgZGVGhQgX8/Py4d+9env3dtWsX5ubmbNiwoeiDJYQQQgjxHCQBKkN8fHwICwtT98PCwvD29sbLy0stf/jwISdOnFAToOL6559/GDt2LKdOnSI0NBQdHR3effddsrOztepNmzaNTz/9lDNnzlCuXDk+/PBDPvnkE5YsWcLhw4e5evUqU6dOBSAzM5POnTvj5eXF+fPnOXbsGIMGDdJKAq5evcqWLVv4v//7P/bu3cvZs2cZOnRokeMPDg7G1dWVs2fPMmXKFCIjIxk8eDCjRo0iOjqatm3bMmvWrOINUj7u3r3Lli1baN68eZHO69mzJzVq1CAqKorTp08zceJEypcvrx5PTU0lODiY9evXc+jQIRISEggMDATAxcWFSpUqERERATyeJXxyHyAiIiLXbZM5oqOjadOmDfXq1ePYsWMcOXKEjh07kpWVlavu999/T48ePdiwYQM9e/bMs720tDSSk5O1NiGEEEKI4pBlsMsQHx8fRo8eTWZmJg8fPuTs2bN4eXmRkZHBypUrATh27BhpaWkllgC99957Wvtr1qzB0tKSixcvUr9+fbU8MDAQPz8/AEaNGkWPHj0IDQ3F09MTgP79+6vPFiUnJ5OUlMTbb79NnTp1AHB2dta6zqNHj/j222+pXr06AF988QUdOnRg4cKFWFlZFTr+1q1bM27cOHV/8uTJtGvXTk0YHB0dOXr0KDt37ix0mwVZvnw5q1evRlEUUlNTcXR0ZN++fUVqIyEhgfHjx1O3bl0AHBwctI7nfL9zxm748OHMmDEDAI1GQ6tWrQgPD+f9998nPDycvn37snr1ai5dukSdOnU4evQon3zySZ7Xnj9/Pu7u7ixfvlwtc3FxyVXvyy+/ZPLkyfzf//0fXl5e+fZlzpw5BAUFFan/QgghhBAFkRmgMsTb25t//vmHqKgoDh8+jKOjI5aWlnh5eanPAYWHh2NnZ0fNmjVL5JpXrlyhR48e2NnZYWZmhq2tLfD4TfqTGjZsqH5dtWpVABo0aKBVdvv2bQAqVqxIQEAAfn5+dOzYkSVLlqi3cOWoWbOmmvwAeHh4kJ2dTWxsbJHid3d319qPjY2lWbNmWmVP7z+tXbt2mJiYYGJikmcy8KSePXsSHR3NuXPnOHLkCPb29rz11ls8ePCg0DGPHTuWAQMG4Ovry9y5c7VuOYTHt9nlJD8A1tbW6tgCeHl5qbdKRkRE0Lp1azUpioqKIiMjQ01Mn5YzA1SQH3/8kTFjxnDgwIECkx+ASZMmkZSUpG43b94ssL4QQgghxLNIAlSG2NvbU6NGDcLCwggLC1PffFarVg0bGxuOHj1KWFgYrVu3LrFrduzYkbt37/L1119z4sQJTpw4AeReUODJW7RybmV7uuzJ2+bWrl3LsWPHaNGiBZs3b8bR0VHrOaZn0dHRQVEUrbKMjIxc9YyNjQvdZn5Wr15NdHQ00dHR7N69u8C65ubm2NvbY29vj6enJ9988w1Xrlxh8+bNhY57+vTp/Pbbb3To0IFffvmFevXq8dNPP6nHnxxXeDy2T7bp7e3NxYsXuXLlChcvXqRly5Z4e3sTHh5OREQE7u7uGBnl/SGkhoaGzxyPxo0bY2lpyZo1a3L15Wn6+vqYmZlpbUIIIYQQxSEJUBnj4+NDeHg44eHhWs9xtGrVij179nDy5MkSu/3tzp07xMbG8umnn9KmTRucnZ3zfRj+eTRu3JhJkyZx9OhR6tevz/fff68eS0hI4I8//lD3jx8/jo6ODk5OTgBYWlpqzRplZWXx66+/PvOaTk5OREVFaZU9vf+06tWrq0lNrVq1CtW3HLq6usDjZ7Ny4n7w4AH//POPWic6OjrXeY6OjowZM4b9+/fTpUsX1q5dW+hrNmjQgAoVKvDZZ5/RqFEjTExM8Pb2JiIiItfr5mkNGzYkNDS0wPbr1KlDWFgYO3bsYMSIEYWOSwghhBCiJEgCVMb4+Phw5MgRoqOjtW4/8vLyYtWqVaSnp5dYAlShQgUqVarEV199xdWrV/nll18YO3Zssdu9fv06kyZN4tixY9y4cYP9+/dz5coVreeADAwM6NOnD+fOnePw4cOMHDmSrl27qs//tG7dml27drFr1y4uXbrEkCFDCrXS3YgRI9i9ezeLFi3iypUrrFq1ij179pTYMtCpqancunWLW7duce7cOYYMGYKBgQFvvfUWAM2bN8fIyIj//Oc/xMXF8f3332t97tLDhw8ZPnw44eHh3Lhxg8jISKKionI9I1WQnOeANmzYoCY7DRs2JC0tjdDQ0AJvW5s0aRJRUVEMHTqU8+fPc+nSJVasWMHff/+tVc/R0ZGwsDC2bt0qH4wqhBBCiJdKEqAyxsfHh4cPH2Jvb68+awOPE6AHDx6oy2WXBB0dHTZt2sTp06epX78+Y8aMYcGCBcVu18jIiEuXLvHee+/h6OjIoEGDGDZsGB9//LFax97eni5dutC+fXveeustGjZsqPVgfr9+/ejTpw+9e/fGy8sLOzu7QiV+np6erFy5kkWLFuHq6srevXsZM2YMBgYGxe4XPF5i29raGmtra3x8fPj777/ZvXu3OnNVsWJFvvvuO3bv3k2DBg3YuHEj06dPV8/X1dXlzp079O7dG0dHR7p27Uq7du2KvJCAl5cXWVlZagKko6NDq1at0Gg0+T7/A48Tm/3793Pu3DmaNWuGh4cHO3bsoFy53OutODk58csvv7Bx40athSaEEEIIIV4kjfKsm/CFEAUaOHAgly5d4vDhw6Udyr9ecnIy5ubm2Izego5+3s8hCSGEEM8rfm6H0g7hhcn5HZqUlFTmn6mVZbCFKKLg4GDatm2LsbExe/bsYd26dVqzS+LF+zXIr8z/8BZCCCHE85EESIgiOnnyJPPnz+fBgwfY2dmxdOlSBgwYUNphCSGEEEKIQpAESIgi2rJlS2mHIIQQQgghnpMkQEKI1079afvkGSAhhBAvzL/5WSAhq8AJIYQQQgghyhBJgIQQzxQQEEDnzp1LOwwhhBBCiGKTBEiI5xQQEIBGo8m1+fv7l0j74eHhaDSaZ35Aa0H1bG1tWbx4cYnEI4QQQgjxbyDPAAlRDP7+/qxdu1arTF9fv5SiKXlZWVloNJrSDkMIIYQQosTIDJAQxaCvr4+VlZXWVqFCBfX4okWLaNCgAcbGxtjY2DB06FBSUlLU4zdu3KBjx45UqFABY2NjXFxc2L17N/Hx8fj4+ABQoUIFNBoNAQEBxY73WfGEhIRgYWHBzz//TL169dDX1ychISFXO9nZ2cyZM4fatWtjaGiIq6srP/74o3o8Z1Zq3759NG7cGENDQ1q3bs3t27fZs2cPzs7OmJmZ8eGHH5KamlrsfgkhhBBCFJbMAAnxAuno6LB06VJq167NtWvXGDp0KJ988on6wanDhg0jPT2dQ4cOYWxszMWLFzExMcHGxoatW7fy3nvvERsbi5mZGYaGhi88HoDU1FTmzZvH6tWrqVSpElWqVMnVzpw5c/juu+9YuXIlDg4OHDp0iI8++ghLS0u8vLzUetOnT2fZsmUYGRnRtWtXunbtir6+Pt9//z0pKSm8++67fPHFF0yYMCHPeNPS0khLS1P3k5OTiz0GQgghhCjbJAESohh27tyJiYmJVtl//vMf/vOf/wAwevRotdzW1pbPPvuMwYMHqwlHQkIC7733Hg0aNADAzs5OrV+xYkUAqlSpgoWFxTNjqVGjRq6yp2dXnhUPQEZGBsuXL8fV1TXP66SlpTF79mwOHjyIh4eHGveRI0dYtWqVVgL02Wef4enpCUD//v2ZNGkScXFxaj/ff/99wsLC8k2A5syZQ1BQ0DP7LoQQQghRWJIACVEMPj4+rFixQqssJ3EBOHjwIHPmzOHSpUskJyeTmZnJo0ePSE1NxcjIiJEjRzJkyBD279+Pr68v7733Hg0bNnyuWA4fPoypqalWmbe3t9b+s+IB0NPTKzCGq1evkpqaStu2bbXK09PTady4sVbZk+1UrVoVIyMjrSSvatWqnDx5Mt9rTZo0ibFjx6r7ycnJ2NjY5FtfCCGEEOJZJAESohiMjY2xt7fP81h8fDxvv/02Q4YMYdasWVSsWJEjR47Qv39/0tPTMTIyYsCAAfj5+bFr1y7279/PnDlzWLhwISNGjChyLLVr1841U1Su3P/+ixcmHgBDQ8MCFz7IeWZo165dVK9eXevY0wtAlC9fXv1ao9Fo7eeUZWdn53stfX39f9WiEkIIIYQofZIACfGCnD59muzsbBYuXIiOzuP1RrZs2ZKrno2NDYMHD2bw4MFMmjSJr7/+mhEjRqCnpwc8XontZcbzLE8ujvDk7W5CCCGEEK8DSYCEKIa0tDRu3bqlVVauXDkqV66Mvb09GRkZfPHFF3Ts2JHIyEhWrlypVXf06NG0a9cOR0dH7t27R1hYGM7OzgDUqlULjUbDzp07ad++PYaGhrmeNyqKwsRTGKampgQGBjJmzBiys7Np2bIlSUlJREZGYmZmRp8+fZ47RiGEEEKIF02WwRaiGPbu3Yu1tbXW1rJlSwBcXV1ZtGgR8+bNo379+mzYsIE5c+ZonZ+VlcWwYcNwdnbG398fR0dHdUGC6tWrExQUxMSJE6latSrDhw8vVqyFiaewZs6cyZQpU5gzZ44a+65du6hdu3axYhRCCCGEeNE0iqIopR2EEEIURnJyMubm5tiM3oKOvlFphyOEEOJfKn5uh9IOocTl/A5NSkrCzMystMMpVXILnBDitfNrkF+Z/+EthBBCiOcjt8AJIYQQQgghygxJgIQQQgghhBBlhiRAQgghhBBCiDJDngESQrx26k/bJ4sgCCGE+Nf6Ny7C8CqRGSAhhBBCCCFEmSEJ0L9QfHw8Go2G6OjofOuEhIRgYWHx0mJ61dna2rJ48eJC1y/MGItn02g0bN++vbTDEEIIIUQZIgnQC7Zy5UpMTU3JzMxUy1JSUihfvjze3t5adcPDw9FoNMTFxb3wuLp168bly5dLvN2iJhLFERAQQOfOnXOV54zj/fv3C91WVFQUgwYNKrngeLlJpiQSQgghhBCFIwnQC+bj40NKSgqnTp1Syw4fPoyVlRUnTpzg0aNHanlYWBg1a9akTp06LzwuQ0NDqlSp8sKv87qwtLTEyEieKRFCCCGE+LeTBOgFc3JywtramvDwcLUsPDycTp06Ubt2bY4fP65V7uPjA8D69etxd3fH1NQUKysrPvzwQ27fvq3WvXfvHj179sTS0hJDQ0McHBxYu3at1rWvXbuGj48PRkZGuLq6cuzYMfXY07MT06dPp1GjRqxfvx5bW1vMzc3p3r07Dx48UOs8ePCAnj17YmxsjLW1NZ9//jne3t6MHj0aAG9vb27cuMGYMWPQaDRoNBr13K1bt+Li4oK+vj62trYsXLhQK1ZbW1tmz55Nv379MDU1pWbNmnz11VdFH/B8HDlyhDfffBNDQ0NsbGwYOXIk//zzj9b1n5y5unTpEi1btsTAwIB69epx8ODBPGdZ8hvj8PBw+vbtS1JSkjoW06dPB2D58uU4ODhgYGBA1apVef/990usn/C/2/O2bduWZ2yKomBpacmPP/6ontOoUSOsra21xktfX5/U1FQAEhIS6NSpEyYmJpiZmdG1a1f+/PNPreuuWLGCOnXqoKenh5OTE+vXr9c6fuXKFVq1aqWO6YEDB0q030IIIYQQhSEJ0Evg4+NDWFiYuh8WFoa3tzdeXl5q+cOHDzlx4oSaAGVkZDBz5kzOnTvH9u3biY+PJyAgQG1jypQpXLx4kT179hATE8OKFSuoXLmy1nUnT55MYGAg0dHRODo60qNHD61b8Z4WFxfH9u3b2blzJzt37iQiIoK5c+eqx8eOHUtkZCQ///wzBw4c4PDhw5w5c0Y9vm3bNmrUqMGMGTNITEwkMTERgNOnT9O1a1e6d+/OhQsXmD59OlOmTCEkJETr+gsXLsTd3Z2zZ88ydOhQhgwZQmxsbNEGO59++fv7895773H+/Hk2b97MkSNHGD58eJ71s7Ky6Ny5M0ZGRpw4cYKvvvqKyZMn51k3vzFu0aIFixcvxszMTB2LwMBATp06xciRI5kxYwaxsbHs3buXVq1aFbuPRYlNo9HQqlUrNSm/d+8eMTExPHz4kEuXLgEQERFB06ZNMTIyIjs7m06dOnH37l0iIiI4cOAA165do1u3buq1fvrpJ0aNGsW4ceP49ddf+fjjj+nbt6/6+s7OzqZLly7o6elx4sQJVq5cyYQJE57Zh7S0NJKTk7U2IYQQQojikGWwXwIfHx9Gjx5NZmYmDx8+5OzZs3h5eZGRkcHKlSsBOHbsGGlpaWoC1K9fP/V8Ozs7li5dStOmTUlJScHExISEhAQaN26Mu7s78HgG42mBgYF06PB4GcWgoCBcXFy4evUqdevWzTPO7OxsQkJCMDU1BaBXr16EhoYya9YsHjx4wLp16/j+++9p06YNAGvXrqVatWrq+RUrVkRXV1edtcqxaNEi2rRpw5QpUwBwdHTk4sWLLFiwQCupa9++PUOHDgVgwoQJfP7554SFheHk5JTv2O7cuRMTExOtsqysLK39OXPm0LNnT3WmysHBgaVLl+Ll5cWKFSswMDDQqn/gwAHi4uIIDw9X+zFr1izatm2b6/oFjbG5uTkajUZrLBISEjA2Nubtt9/G1NSUWrVq0bhx43z7VxwFxebt7c2qVasAOHToEI0bN8bKyorw8HDq1q1LeHg4Xl5eAISGhnLhwgWuX7+OjY0NAN9++y0uLi5ERUXRtGlTgoODCQgIUL9/Y8eO5fjx4wQHB+Pj48PBgwe5dOkS+/btU18zs2fPpl27dgX2Yc6cOQQFBb2Q8RFCCCFE2SQzQC+Bt7c3//zzD1FRURw+fBhHR0csLS3x8vJSnwMKDw/Hzs6OmjVrAo9nTTp27EjNmjUxNTVV34wmJCQAMGTIEDZt2kSjRo345JNPOHr0aK7rNmzYUP065/amJ2+je5qtra2a/OSck1P/2rVrZGRk0KxZM/W4ubl5gclJjpiYGDw9PbXKPD09uXLlilay8mS8OYlDQfHC4+QyOjpaa1u9erVWnXPnzhESEoKJiYm6+fn5kZ2dzfXr13O1GRsbi42NjVbi8mS/n1TUMW7bti21atXCzs6OXr16sWHDBvU2s7w8GfPgwYPzrVfU2Ly8vLh48SJ//fUXEREReHt74+3tTXh4OBkZGRw9elRdpCMmJgYbGxs1+QGoV68eFhYWxMTEqHXy+h4/edzGxkYrYfbw8HhmHyZNmkRSUpK63bx5s0hjIIQQQgjxNJkBegns7e2pUaMGYWFh3Lt3T01mqlWrho2NDUePHiUsLIzWrVsD8M8//+Dn54efnx8bNmzA0tKShIQE/Pz8SE9PB6Bdu3bcuHGD3bt3c+DAAdq0acOwYcMIDg5Wr1u+fHn165zncbKzs/ON88n6OecUVL+kPc/1jY2Nsbe31yr7/ffftfZTUlL4+OOPGTlyZK7zcxLO51XUMTY1NeXMmTOEh4ezf/9+pk6dyvTp04mKispzxbgnl9k2MzMrsdgaNGhAxYoViYiIICIiglmzZmFlZcW8efOIiooiIyODFi1aFOl6L4K+vj76+vqlHYYQQggh/kVkBugl8fHxITw8nPDwcK3lr1u1asWePXs4efKkevvbpUuXuHPnDnPnzuXNN9+kbt26ec4qWFpa0qdPH7777jsWL15coosGPM3Ozo7y5csTFRWlliUlJeVaSltPTy/XLWjOzs5ERkZqlUVGRuLo6Iiuru4LizmHm5sbFy9exN7ePtemp6eXq76TkxM3b97Uesj/yX4XVl5jAVCuXDl8fX2ZP38+58+fJz4+nl9++SXPNp6MtSRX7dNoNLz55pvs2LGD3377jZYtW9KwYUPS0tJYtWoV7u7uGBsbA4+/fzdv3tSafbl48SL379+nXr16ap28vsdPHr9586b6XBigtQCIEEIIIcTLIgnQS+Lj48ORI0eIjo5WZ4Dg8a1Iq1atIj09XU2AatasiZ6eHl988QXXrl3j559/ZubMmVrtTZ06lR07dnD16lV+++03du7cibOz8wuL39TUlD59+jB+/HjCwsL47bff6N+/Pzo6Olqrvdna2nLo0CH++9//8vfffwMwbtw4QkNDmTlzJpcvX2bdunUsW7aMwMDAFxbvkyZMmMDRo0cZPnw40dHRXLlyhR07duS7CELbtm2pU6cOffr04fz580RGRvLpp58CaPX1WWxtbUlJSSE0NJS///6b1NRUdu7cydKlS4mOjubGjRt8++23ZGdnF+pWwpLm7e3Nxo0badSoESYmJujo6NCqVSs2bNig9Rr19fWlQYMG9OzZkzNnznDy5El69+6Nl5eX+gza+PHjCQkJYcWKFVy5coVFixaxbds29Xvs6+uLo6Mjffr04dy5cxw+fDjfhSWEEEIIIV4kSYBeEh8fHx4+fIi9vT1Vq1ZVy728vHjw4IG6XDY8ntkJCQnhhx9+oF69esydO1fr1jZ4PLswadIkGjZsSKtWrdDV1WXTpk0vtA+LFi3Cw8ODt99+G19fXzw9PXF2dtZaRGDGjBnEx8dTp04dLC0tgcczMFu2bGHTpk3Ur1+fqVOnMmPGDK0FEF6khg0bEhERweXLl3nzzTdp3LgxU6dO1Xoe5Um6urps376dlJQUmjZtyoABA9Q3608vmFCQFi1aMHjwYLp164alpSXz58/HwsKCbdu20bp1a5ydnVm5ciUbN27ExcWlRPpaFF5eXmRlZWnNSHp7e+cq02g07NixgwoVKtCqVSt8fX2xs7Nj8+bNap3OnTuzZMkSgoODcXFxYdWqVaxdu1ZtR0dHh59++omHDx/SrFkzBgwYwKxZs15ST4UQQggh/kejKIpS2kGI19M///xD9erVWbhwIf379y/tcF6oyMhIWrZsydWrV1/KB9WKvCUnJ2Nubo7N6C3o6MsH1wohhPh3ip/bocTbzPkdmpSUVOTniv9tZBEEUWhnz57l0qVLNGvWjKSkJGbMmAFAp06dSjmykvfTTz9hYmKCg4MDV69eZdSoUXh6ekry84r4NcivzP/wFkIIIcTzkQRIFElwcDCxsbHo6enRpEkTDh8+nOsDWP8NHjx4wIQJE0hISKBy5cr4+vqycOHC0g5LCCGEEEIUk9wCJ4R4bcj0vRBCCPF85Hfo/8giCEIIIYQQQogyQxIgIYQQQgghRJkhCZAQQgghhBCizJAESAghhBBCCFFmSAIkhBBCCCGEKDMkARJCCCGEEEKUGZIACSGEEEIIIcoMSYCEEEIIIYQQZYYkQEIIIYQQQogyQxIgIYQQQgghRJkhCZAQQgghhBCizJAESAghhBBCCFFmSAIkhBBCCCGEKDMkARJCCCGEEEKUGZIACSGEEEIIIcoMSYCEEEIIIYQQZYYkQEIIIYQQQogyQxIgIYQQQgghRJkhCZAQQgghhBCizJAESAghhBBCCFFmSAIkhBBCCCGEKDMkARJCCCGEEEKUGZIACSGEEEIIIcoMSYCEEEIIIYQQZYYkQEIIIYQQQogyQxIgIYQQQgghRJkhCZAQQgghhBCizJAESAghhBBCCFFmSAIkhBBCCCGEKDMkARJCCCGEEEKUGZIACSGEEEIIIcoMSYCEEEIIIYQQZYYkQEIIIYQQQogyQxIgIYQQQgghRJkhCZAQQgghhBCizJAESAghhBBCCFFmSAIkhBBCCCGEKDMkARJCCCGEEEKUGeVKOwAhhCgsRVEASE5OLuVIhBBCiNdLzu/OnN+lZZkkQEKI18adO3cAsLGxKeVIhBBCiNfTgwcPMDc3L+0wSpUkQEKI10bFihUBSEhIKPM/vIsrOTkZGxsbbt68iZmZWWmH89qT8Sw5MpYlS8az5LzuY6koCg8ePKBatWqlHUqpkwRICPHa0NF5/Niiubn5a/nL51VkZmYmY1mCZDxLjoxlyZLxLDmv81jKHw8fk0UQhBBCCCGEEGWGJEBCCCGEEEKIMkMSICHEa0NfX59p06ahr69f2qG89mQsS5aMZ8mRsSxZMp4lR8by30OjyFp4QgghhBBCiDJCZoCEEEIIIYQQZYYkQEIIIYQQQogyQxIgIYQQQgghRJkhCZAQQgghhBCizJAESAhRar788ktsbW0xMDCgefPmnDx5ssD6P/zwA3Xr1sXAwIAGDRqwe/dureOKojB16lSsra0xNDTE19eXK1euvMguvFJKejwDAgLQaDRam7+//4vswiujKGP522+/8d5772Fra4tGo2Hx4sXFbvPfpqTHc/r06blem3Xr1n2BPXh1FGUsv/76a958800qVKhAhQoV8PX1zVVffm6W7HiW5Z+brxNJgIQQpWLz5s2MHTuWadOmcebMGVxdXfHz8+P27dt51j969Cg9evSgf//+nD17ls6dO9O5c2d+/fVXtc78+fNZunQpK1eu5MSJExgbG+Pn58ejR49eVrdKzYsYTwB/f38SExPVbePGjS+jO6WqqGOZmpqKnZ0dc+fOxcrKqkTa/Dd5EeMJ4OLiovXaPHLkyIvqwiujqGMZHh5Ojx49CAsL49ixY9jY2PDWW2/x3//+V60jPzdLdjyhbP7cfO0oQghRCpo1a6YMGzZM3c/KylKqVaumzJkzJ8/6Xbt2VTp06KBV1rx5c+Xjjz9WFEVRsrOzFSsrK2XBggXq8fv37yv6+vrKxo0bX0APXi0lPZ6Koih9+vRROnXq9ELifZUVdSyfVKtWLeXzzz8v0TZfdy9iPKdNm6a4urqWYJSvh+K+jjIzMxVTU1Nl3bp1iqLIz82SHk9FKbs/N183MgMkhHjp0tPTOX36NL6+vmqZjo4Ovr6+HDt2LM9zjh07plUfwM/PT61//fp1bt26pVXH3Nyc5s2b59vmv8WLGM8c4eHhVKlSBScnJ4YMGcKdO3dKvgOvkOcZy9Jo83XxIvt+5coVqlWrhp2dHT179iQhIaG44b7SSmIsU1NTycjIoGLFioD83Czp8cxR1n5uvo4kARJCvHR///03WVlZVK1aVau8atWq3Lp1K89zbt26VWD9nH+L0ua/xYsYT3h8G8e3335LaGgo8+bNIyIignbt2pGVlVXynXhFPM9Ylkabr4sX1ffmzZsTEhLC3r17WbFiBdevX+fNN9/kwYMHxQ35lVUSYzlhwgSqVaumvumXn5slO55QNn9uvo7KlXYAQgghXk3du3dXv27QoAENGzakTp06hIeH06ZNm1KMTJR17dq1U79u2LAhzZs3p1atWmzZsoX+/fuXYmSvrrlz57Jp0ybCw8MxMDAo7XBee/mNp/zcfD3IDJAQ4qWrXLkyurq6/Pnnn1rlf/75Z74PPVtZWRVYP+fforT5b/EixjMvdnZ2VK5cmatXrxY/6FfU84xlabT5unhZfbewsMDR0VFem/kIDg5m7ty57N+/n4YNG6rl8nOzZMczL2Xh5+brSBIgIcRLp6enR5MmTQgNDVXLsrOzCQ0NxcPDI89zPDw8tOoDHDhwQK1fu3ZtrKystOokJydz4sSJfNv8t3gR45mX33//nTt37mBtbV0ygb+CnmcsS6PN18XL6ntKSgpxcXHy2szD/PnzmTlzJnv37sXd3V3rmPzcLNnxzEtZ+Ln5WirtVRiEEGXTpk2bFH19fSUkJES5ePGiMmjQIMXCwkK5deuWoiiK0qtXL2XixIlq/cjISKVcuXJKcHCwEhMTo0ybNk0pX768cuHCBbXO3LlzFQsLC2XHjh3K+fPnlU6dOim1a9dWHj58+NL797KV9Hg+ePBACQwMVI4dO6Zcv35dOXjwoOLm5qY4ODgojx49KpU+vixFHcu0tDTl7NmzytmzZxVra2slMDBQOXv2rHLlypVCt/lv9iLGc9y4cUp4eLhy/fp1JTIyUvH19VUqV66s3L59+6X372Uq6ljOnTtX0dPTU3788UclMTFR3R48eKBVR35ulsx4luWfm68bSYCEEKXmiy++UGrWrKno6ekpzZo1U44fP64e8/LyUvr06aNVf8uWLYqjo6Oip6enuLi4KLt27dI6np2drUyZMkWpWrWqoq+vr7Rp00aJjY19GV15JZTkeKampipvvfWWYmlpqZQvX16pVauWMnDgwDLxhl1RijaW169fV4Bcm5eXV6Hb/Lcr6fHs1q2bYm1trejp6SnVq1dXunXrply9evUl9qj0FGUsa9WqledYTps2Ta0jPzdLbjzL+s/N14lGURTl5c45CSGEEEIIIUTpkGeAhBBCCCGEEGWGJEBCCCGEEEKIMkMSICGEEEIIIUSZIQmQEEIIIYQQosyQBEgIIYQQQghRZkgCJIQQQgghhCgzJAESQgghhBBClBmSAAkhhBBCCCHKDEmAhBBCiNfcN998w1tvvVWsNlauXEnHjh1LJJ7IyEgaNGhA+fLl6dy5c7Hb02g0bN++vdjtvM4CAgJKZCyFEJIACSGEKAUBAQFoNBo0Gg16enrY29szY8YMMjMzSzu0Z3rV3ow/evSIKVOmMG3aNLXswIEDODo6YmZmRq9evUhPT1ePJSUl4ejoyI0bN7Ta6devH2fOnOHw4cPFjmns2LE0atSI69evExISkm+93377ja5du2JpaYm+vj6Ojo5MnTqV1NTUYsfwoqWmpjJp0iTq1KmDgYEBlpaWeHl5sWPHDrWOra0tixcvLr0gn2H69Ok0atSotMMQ4qWTBEgIIUSp8Pf3JzExkStXrjBu3DimT5/OggULnqutrKwssrOzSzjC18OPP/6ImZkZnp6eAGRnZ/Phhx8yePBgjh07xqlTp/jqq6/U+hMnTmTw4MHUqlVLqx09PT0+/PBDli5dWuyY4uLiaN26NTVq1MDCwiLPOsePH6d58+akp6eza9cuLl++zKxZswgJCaFt27ZaSduraPDgwWzbto0vvviCS5cusXfvXt5//33u3LlT2qEJIZ5FEUIIIV6yPn36KJ06ddIqa9u2rfLGG28oiqIojx49UsaNG6dUq1ZNMTIyUpo1a6aEhYWpddeuXauYm5srO3bsUJydnRVdXV3l+vXryqNHj5RPPvlEqVGjhqKnp6fUqVNHWb16tXrehQsXFH9/f8XY2FipUqWK8tFHHyl//fWXetzLy0sZMWKEMn78eKVChQpK1apVlWnTpqnHa9WqpQDqVqtWLUVRFOXq1avKO++8o1SpUkUxNjZW3N3dlQMHDmj1748//lDat2+vGBgYKLa2tsqGDRuUWrVqKZ9//rla5969e0r//v2VypUrK6ampoqPj48SHR1d4Fh26NBBCQwMVPf//PNPBVAePnyoKIqifPLJJ8rQoUMVRVGUyMhIpUmTJkpmZmaebUVERCh6enpKampqvtd79OiRMmLECMXS0lLR19dXPD09lZMnTyqKoijXr1/XGh9AWbt2ba42srOzlXr16inu7u5KVlaW1rHo6GhFo9Eoc+fOVcsAZfny5Yq/v79iYGCg1K5dW/nhhx+0zktISFA++OADxdzcXKlQoYLyzjvvKNevX1ePh4WFKU2bNlWMjIwUc3NzpUWLFkp8fLx6fPv27Urjxo0VfX19pXbt2sr06dOVjIyMfMfB3NxcCQkJyfe4l5dXrrFQFEWZNm2a4urqqlX3888/V19LiqIomZmZypgxYxRzc3OlYsWKyvjx45XevXtr/Z/JyspSZs+erdja2ioGBgZKw4YNtcYkLCxMAZSDBw8qTZo0UQwNDRUPDw/l0qVLiqI8/j+U1/cqOztbmTZtmmJjY6Po6ekp1tbWyogRI/LtpxCvI5kBEkII8UowNDRU/+o/fPhwjh07xqZNmzh//jwffPAB/v7+XLlyRa2fmprKvHnzWL16Nb/99htVqlShd+/ebNy4kaVLlxITE8OqVaswMTEB4P79+7Ru3ZrGjRtz6tQp9u7dy59//knXrl214li3bh3GxsacOHGC+fPnM2PGDA4cOABAVFQUAGvXriUxMVHdT0lJoX379oSGhnL27Fn8/f3p2LEjCQkJaru9e/fmjz/+IDw8nK1bt/LVV19x+/ZtrWt/8MEH3L59mz179nD69Gnc3Nxo06YNd+/ezXfcjhw5gru7u7pvaWmJtbU1+/fvJzU1lcOHD9OwYUMyMjIYMmQIq1atQldXN8+23N3dyczM5MSJE/le75NPPmHr1q2sW7eOM2fOYG9vj5+fH3fv3sXGxobExETMzMxYvHgxiYmJdOvWLVcb0dHRXLx4kbFjx6Kjo/1WxNXVFV9fXzZu3KhVPmXKFN577z3OnTtHz5496d69OzExMQBkZGTg5+eHqakphw8fJjIyEhMTE/z9/UlPTyczM5POnTvj5eXF+fPnOXbsGIMGDUKj0QBw+PBhevfuzahRo7h48SKrVq0iJCSEWbNm5TsOVlZW7N69mwcPHuR5fNu2bdSoUYMZM2aQmJhIYmJivm09beHChYSEhLBmzRqOHDnC3bt3+emnn7TqzJkzh2+//ZaVK1fy22+/MWbMGD766CMiIiK06k2ePJmFCxdy6tQpypUrR79+/QDo1q0b48aNw8XFRY2vW7dubN26lc8//5xVq1Zx5coVtm/fToMGDQoduxCvhdLOwIQQQpQ9T84AZWdnKwcOHFD09fWVwMBA5caNG4qurq7y3//+V+ucNm3aKJMmTVIU5X9/vX5ydiQ2NlYBcs285Jg5c6by1ltvaZXdvHlTAZTY2FhFUR7/1b5ly5ZadZo2bapMmDBB3QeUn3766Zl9dHFxUb744gtFURQlJiZGAZSoqCj1+JUrVxRAnQE6fPiwYmZmpjx69EirnTp16iirVq3K8xr37t1TAOXQoUNa5YcPH1bc3d0VW1tbZejQoUp6eroyY8YMZdSoUcqvv/6qtGjRQnF0dFTje1KFChXyndlISUlRypcvr2zYsEEtS09PV6pVq6bMnz9fLTM3N89z5ifHpk2bFEA5e/ZsnsdHjhypGBoaqvuAMnjwYK06zZs3V4YMGaIoiqKsX79ecXJyUrKzs9XjaWlpiqGhobJv3z7lzp07CiwC28oAAAp3SURBVKCEh4fneb02bdoos2fP1ipbv369Ym1tnW8fIiIilBo1aijly5dX3N3dldGjRytHjhzRqvP0DJ+iFG4GyNraWms8MzIylBo1aqj/Zx49eqQYGRkpR48e1Wqnf//+So8ePRRF0Z4ByrFr1y6t2cG8Ylm4cKHi6OiopKen59t3IV535Uon7RJCCFHW7dy5ExMTEzIyMtTnVqZPn054eDhZWVk4Ojpq1U9LS6NSpUrqvp6eHg0bNlT3o6Oj0dXVxcvLK8/rnTt3jrCwMHVG6ElxcXHq9Z5sE8Da2jrXTM3TUlJSmD59Ort27SIxMZHMzEwePnyozgDFxsZSrlw53Nzc1HPs7e2pUKGCVnwpKSlafQR4+PAhcXFxeV734cOHABgYGGiVt2zZUp2dArh8+TLffvstZ8+epVWrVowaNYp27dpRv359WrVqpdVnQ0PDfBchiIuLIyMjQ33eCKB8+fI0a9ZMnY0pCkVRCl3Xw8Mj1350dDTweOyuXr2KqampVp1Hjx4RFxfHW2+9RUBAAH5+frRt2xZfX1+6du2KtbW1en5kZKTWjE9WVhaPHj0iNTUVIyOjXPG0atWKa9eucfz4cY4ePUpoaChLliwhKCiIKVOmFLpfT0tKSiIxMZHmzZurZeXKlcPd3V0dr6tXr5Kamkrbtm21zk1PT6dx48ZaZU9+b3P6e/v2bWrWrJnn9T/44AMWL16MnZ0d/v7+tG/fno4dO1KunLxlFP8e8moWQghRKnx8fFixYgV6enpUq1ZNfYOVkpKCrq4up0+fznWr1pPJi6GhoXoLU85+QVJSUujYsSPz5s3LdSznjSE8fkP/JI1G88wFFgIDAzlw4ADBwcHY29tjaGjI+++/X6QH+VNSUrC2tiY8PDzXsfwWEqhUqRIajYZ79+4V2PbHH3/MwoULyc7O5uzZs3zwwQcYGRnh5eVFRESE1pvku3fvYmlpWei4n0dOshkTE5PrDXtO+dMJcEFSUlJo0qQJGzZsyHUspy9r165l5MiR7N27l82bN/Ppp59y4MAB3njjDVJSUggKCqJLly65zn86uXxS+fLlefPNN3nzzTeZMGECn332GTNmzGDChAno6enleY6Ojk6uxC8jI6PQfYXH/QXYtWsX1atX1zqmr6+fK8YcOf9fCno929jYEBsby8GDBzlw4ABDhw5lwYIFRERE5Pq/IcTrShIgIYQQpcLY2Bh7e/tc5Y0bNyYrK4vbt2/z5ptvFrq9Bg0akJ2dTUREBL6+vrmOu7m5sXXrVmxtbYv11+zy5cuTlZWlVRYZGUlAQADvvvsu8PgNanx8vHrcycmJzMxMzp49S5MmTYDHf8V/MnFxc3Pj1q1blCtXDltb20LFoqenR7169bh48WK+nwP0zTffULFiRd555x31ejlvuDMyMrT6EhcXx6NHj/JMSgDq1KmDnp4ekZGR6ipyGRkZREVFMXr06ELFDNCoUSPq1q3L559/Tvfu3bWeAzp37hwHDx5kzpw5WuccP36c3r17a+3nxOnm5sbmzZupUqUKZmZm+V63cePGNG7cmEmTJuHh4cH333/PG2+8gZubG7GxsXm+HouiXr16ZGZm8ujRI/T09NDT08v1WrG0tOTWrVsoiqImJDkzWQDm5uZYW1tz4sQJWrVqBUBmZqb6TFjOdfT19UlISMh3xrMw8ooPHv8xoWPHjnTs2JFhw4ZRt25dLly4oDWDKcTrTBZBEOL/tXN/IU21cRzAv0JrHYZrDQsMhodpNW+66KKaN2VZ0kWojMAaTCoU+qPL/lxYshAqo24GJv0BJSWiEkyESiWjMhytP5o0i8U8JpZSoyzoP/Tr4qVTe6fvW28vvb3t+7kbz3Oe8+w5uzi/nfN8ieiXMnv2bLjdbng8HjQ3N0PTNASDQVRXV+PcuXMTHqeqKoqKirBu3Tq0tLRA0zRcvnwZZ86cAQBs2rQJz549w+rVq3Hjxg1EIhG0t7dj7dq1494E/tV5Ojs7MTo6qhcUs2bNQnNzM3p7e3Hnzh2sWbMm5l92h8OBnJwclJSUIBgMoqenByUlJTFPsXJycuB0OpGfn4+Ojg4MDg6iu7sbu3btws2bNyecT25uLq5duzZu25MnT7Bnzx7U1NQAAKZNm4bMzEz4/X4EAgF0dnbGvM7W1dUFu92O9PT0ccczmUzYsGEDduzYgba2NvT396O4uBivX7/G+vXrv3kNk5KSUFdXh/7+frhcLgSDQQwNDaGpqQkrV66E0+mMK6iamppQX1+PcDiM3bt3IxgMYvPmzQAAt9uNlJQU5OXloaurS7/2ZWVlGB4ehqZpqKioQCAQwMOHD9HR0YEHDx4gMzMTAODz+dDY2IiqqiqEQiHcu3cPp06dQmVl5YTfYfHixTh69Chu3bqFwcFBnD9/Hjt37kR2drZehKmqiqtXr+LRo0eIRqP6cU+fPsWBAwcQiURQW1uLCxcuxIzt9Xqxf/9+tLS04P79+9i4cSPGxsb09uTkZGzfvh3l5eVoaGhAJBLB7du3UVNTg4aGhm++DqqqQtM09Pb2IhqN4t27dzh+/Djq6upw9+5dDAwM4MSJE1AUJS42neh/7b/dgkRERIlovBjsr71//158Pp+oqioGg0FSU1OloKBA+vr6RORLDPafvXnzRsrLyyU1NVUmT54sGRkZUl9fr7eHw2EpKCgQi8UiiqKIw+GQLVu26JvnFy1aJF6vN2bMvLw8KSoq0j+3trZKRkaGTJo0Sd+4rmmaZGdni6IoYrPZ5NChQ3FjPX78WFasWCFGo1HS0tLk5MmTMmPGDDly5Ije5+XLl1JaWiozZ84Ug8EgNptN3G63DA0NTbhWoVBIFEWRsbGxuLbCwsK4oIPr16+Lw+EQq9UqVVVVMW3Lly+X6urqCc8l8scal5aWSkpKSlwM9md/F4LwWV9fn7hcLrFarWIwGCQ9PV0qKyvl1atXMf0ASG1trSxbtkyMRqOoqiqnT5+O6TMyMiIej0efl91ul+LiYnnx4oWMjo5Kfn6+/rtIS0sTn88XE8Hd1tYmWVlZoiiKmM1mmT9/vhw7dmzCue/bt0+cTqdYrVaZMmWK2O12KSsrk2g0qvcJBAIyd+5cMRqN8vUt1+HDh8Vms4nJZBKPxyN79+6NCUH48OGDeL1eMZvNYrFYZOvWrXEx2B8/fhS/3y9z5swRg8Eg06dPl9zcXLly5YqIfAlBeP78uX5MT0+PANDjwd++fSsul0ssFoseg3327FlZsGCBmM1mMZlMsnDhwpggBaLfQZLId+xAJCIion/F8PAwbDYbLl68iKVLl/7QWKtWrcK8efNQUVHxj8cIhUJYsmQJwuEwpk6d+kPzISL6lfEVOCIiop/g0qVLaG1thaZp6O7uRmFhIVRV1fd5/IiDBw+Om273PUZGRtDY2Mjih4h+e3wCRERE9BO0t7dj27ZtGBgYQHJyMrKysuD3+7m3gojoJ2MBRERERERECYOvwBERERERUcJgAURERERERAmDBRARERERESUMFkBERERERJQwWAAREREREVHCYAFEREREREQJgwUQERERERElDBZARERERESUMD4BpzifaSGlyLsAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Introduction**\n",
        "\n",
        "This visualization depicts a horizontal bar chart that displays this dataset's data containing the percentages of obese adolescents in public elementary and middle schools across various New York City neighborhoods, sorted from the least percentage to the most percentage.\n",
        "\n",
        "**Data Cleansing**\n",
        "\n",
        "We employed 'Open Refine' to process and cleanse the dataset:\n",
        "\n",
        "* Eliminated superfluous headers and columns.\n",
        "* Used GEL commands to separate row cell data into distinct column headers.\n",
        "* Retitled newly created headers to align with additional information.\n",
        "\n",
        "**Objective**\n",
        "\n",
        "The goal is to interpret this dataset on obesity prevalence among public elementary and middle school students in various NYC neighborhoods. The visualization focuses on percentages from the dataset's most recent year, 2011.\n",
        "\n",
        "\n",
        "**Visualization Components**\n",
        "\n",
        "Axes:\n",
        "* x-axis: Percentage of obese adolescents (0.00% to 0.25%)\n",
        "* y-axis: NYC neighborhoods listed vertically\n",
        "\n",
        "Horizontal bar chart for readability.\n",
        "\n",
        "**Results**\n",
        "\n",
        "* Significant differences in obesity rates among public elementary and middle school students in NYC neighborhoods.\n",
        "* Greenwich Village - SoHo and Upper East Side show the lowest rates.\n",
        "* East Harlem, Washington Heights - Inwood, and Williamsburg - Bushwick exhibit the highest obesity percentages.\n",
        "* Suggestive of varying trends across boroughs, with the Bronx and Brooklyn showing higher rates than parts of Manhattan.\n",
        "Scale and Precision:\n",
        "\n",
        "**Further Analysis**\n",
        "\n",
        "* Extend the code to include data from multiple years for trend analysis.\n",
        "* Break down the data by age, gender, etc.\n",
        "* Correlate obesity rates with social or economic factors for deeper insights."
      ],
      "metadata": {
        "id": "I78-HlPUhtNf"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Poor Population Living in Concentrated Poverty Dataset\n",
        "This dataset was obtained from [here](https://data.cccnewyork.org/data/download#0,8/1224)."
      ],
      "metadata": {
        "id": "lGU5K1PEWWjl"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Poor_Population_Living_in_Concentrated_Poverty\n",
        "\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Read the CSV data into a DataFrame\n",
        "df3 = pd.read_csv(\"https://raw.githubusercontent.com/ethanlanders/CS620Project/main/Datasets/Concentrated%20Poverty/Cleaned/Poor_Population_Living_in_Concentrated_Poverty_Cleaned.csv\")\n",
        "\n",
        "# Filter the DataFrame to include data only for the year 2020 (the most relevant year in dataset)\n",
        "df3 = df3.loc[df3['Time Frame'] == 2020]\n",
        "\n",
        "# Define a condition to filter rows where 'Data Format' is 'Percent' and 'Time Frame' is 2020\n",
        "condition = (df3['Data Format'] == 'Percent') & (df3['Time Frame'] == 2020)\n",
        "\n",
        "# Select specific columns ('Location', 'Time Frame', 'Data') based on the condition\n",
        "df3 = df3.loc[condition, ['Location', 'Time Frame', 'Data']]\n",
        "\n",
        "# Sort the result by the 'Data' column in descending order to visualize the highest values first\n",
        "sorted_result = df3.sort_values(by='Data', ascending=False)\n",
        "\n",
        "# Bar Chart\n",
        "plt.figure(figsize=(6, 12))\n",
        "plt.barh(sorted_result['Location'], sorted_result['Data'])\n",
        "plt.ylabel('NYC Neighborhood')\n",
        "plt.xlabel('Percentage (%) of Individuals Living in Concentrated Poverty')\n",
        "plt.title('Poor Population Living in Concentrated Poverty in NYC (2020)')\n",
        "plt.show()\n",
        "\n",
        "# Save the filtered DataFrame to a new .csv file\n",
        "df3.to_csv('df3.csv', index=False)\n"
      ],
      "metadata": {
        "id": "feDnUiQrUaaA",
        "outputId": "83342944-ba69-409d-bdb0-9f4ab7a3ccaf",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x1200 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Introduction**\n",
        "\n",
        "This visualization depicts this dataset's data as a horizontal bar chart showcasing the percentage of individuals living in concentrated poverty across various neighborhoods in New York City (NYC) for the dataset's most recent year, 2020.\n",
        "\n",
        "**Objective**\n",
        "\n",
        "The primary objective was to visualize the data for the most recent year, 2020, focusing on estimates of the percentage of individuals living in concentrated poverty in NYC neighborhoods. Python's Pandas and Matplotlib libraries were employed for data filtering, processing, and presentation through a horizontal bar chart that sorted the neighborhoods from the lowest to highest levels of concentrated poverty per neighborhood.\n",
        "\n",
        "\n",
        "**Data Reformatting**\n",
        "\n",
        "The cleaning process involved in Open Refine:\n",
        "\n",
        "1. The \"Location\" column was split into five new columns using commas as separators, and the original column was removed.\n",
        "\n",
        "2. The new columns were renamed to \"Location,\" \"Time Frame,\" \"Data Format,\" \"Data1,\" and \"Fips1.\"\n",
        "\n",
        "3. Redudant columns like \"TimeFrame,\" \"DataFormat,\" \"Data,\" and \"Fips\" were removed.\n",
        "\n",
        "4. \"Data1\" and \"Fips1\" were renamed back to \"Data\" and \"Fips\" for consistency.\n",
        "\n",
        "5. Applied text transformations to ensure proper formats for \"Time Frame,\" \"Data,\" and \"Fips\" columns.\n",
        "\n",
        "6. Original values were preserved in case of errors during transformations.\n",
        "\n",
        "This process ensured a clean, well-structured dataset ready for subsequent data analysis operations.\n",
        "\n",
        "\n",
        "**Code Structure**\n",
        "\n",
        "1. Importing Pandas for data manipulation and Matplotlib for data visualization.\n",
        "\n",
        "2. Reading data from a CSV file hosted on the project's GitHub page into a DataFrame.\n",
        "Data Filtering:\n",
        "\n",
        "3. Filtering rows where 'Data Format' is 'Percentage' and 'Time Frame' is '2020.'\n",
        "\n",
        "4. Converting the 'Data' column for the selected rows to integers.\n",
        "Data Selection:\n",
        "\n",
        "5. Selecting specific columns ('Location', 'Time Frame', 'Data').\n",
        "\n",
        "6. Sorting the selected data by the 'Data' column in descending order.\n",
        "\n",
        "7. Creating a horizontal bar chart with neighborhoods on the y-axis and the percentage of individuals on the x-axis.\n",
        "\n",
        "\n",
        "**Results**\n",
        "* There is a broad range of concentrated poverty levels across NYC neighborhoods, from virtually none to quite high.\n",
        "\n",
        "* Neighborhoods like Battery Park/Tribeca, Sheepshead Bay, and Greenwich Village show very low levels of concentrated poverty, close to 0%, indicating relative affluence.\n",
        "\n",
        "* Neighborhoods like Williamsburg/Greenpoint, Bushwick, Mott Haven, and Hunts Point exhibit the highest percentages of individuals in concentrated poverty, reaching above 60% in some cases, indicating significant economic challenges.\n",
        "\n",
        "* Several neighborhoods with the highest levels of concentrated poverty are in Brooklyn (e.g., Bushwick, East New York) and the Bronx (e.g., Mott Haven, Hunts Point).\n",
        "\n",
        "* There is significant variability within boroughs, such as low concentrated poverty in Battery Park/Tribeca and higher levels in East Harlem within Manhattan.\n",
        "\n",
        "\n",
        "**Further Analysis**\n",
        "\n",
        "* Breaking down the concentrated poverty data by age, ethnicity, etc., could offer more nuanced insights.\n",
        "\n",
        "* Cross-referencing this data with other socioeconomic indicators could provide a better understanding of the causes or impacts of concentrated poverty."
      ],
      "metadata": {
        "id": "ZfUfrPwSejFQ"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Merging the Datasets"
      ],
      "metadata": {
        "id": "pPAajDoF4W13"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "The following code merges the three Data Frames into one that will later be used to visualize how walkability correlates with concentrated poverty rates and obesity rates among students in NYC neighborhoods."
      ],
      "metadata": {
        "id": "eedaaeFWzbpU"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Read in the .csv data into three different data frames\n",
        "df2 = pd.read_csv(\"https://raw.githubusercontent.com/ethanlanders/Walkability-And-Well-Being-Analysis-CS620/main/Datasets/Obesity_Among_Public_Elementary_and_Middle_School_Students/Cleaned/Obesity_Among_Public_Elementary_and_Middle_School_Students_Cleaned.csv\")\n",
        "df3 = pd.read_csv(\"https://raw.githubusercontent.com/ethanlanders/Walkability-And-Well-Being-Analysis-CS620/main/Datasets/Concentrated%20Poverty/Cleaned/Poor_Population_Living_in_Concentrated_Poverty_Cleaned.csv\")\n",
        "\n",
        "# Sort df1 alphabetically\n",
        "df1.sort_values(by='NYC Neighborhood', ascending=True, inplace=True)\n",
        "\n",
        "# Keep df2's most relevant year, sort alphabetically\n",
        "df2 = df2.loc[df2['TimeFrame'] == 2011]\n",
        "df2.sort_values(by='Location', ascending=True, inplace=True)\n",
        "\n",
        "# Keep df3's most relevant year, keep the perentage data format, sort alphabetically\n",
        "df3 = df3.loc[df3['Time Frame'] == 2020]\n",
        "df3 = df3.loc[df3['Data Format'] == \"Percent\"]\n",
        "df3.sort_values(by='Location', ascending=True, inplace=True)\n",
        "\n",
        "# Rename columns for clarity\n",
        "df2.rename(columns={'Data': 'Obesity Rate %'}, inplace=True)\n",
        "df3.rename(columns={'Data': 'Poverty Rate %'}, inplace=True)\n",
        "\n",
        "# Multiply decimals by 100 to get understandable percentages\n",
        "df2['Obesity Rate %'] = df2['Obesity Rate %'] * 100\n",
        "df3['Poverty Rate %'] = df3['Poverty Rate %'] * 100\n",
        "\n",
        "# Create new dataframes, ensuring that each data frame has the same number of rows (65)\n",
        "df1_neighborhoods = list(df1['NYC Neighborhood'].unique()) + [None]*23\n",
        "df2_neighborhoods = list(df2['Location'].unique()) + [None]*17\n",
        "df3_neighborhoods = list(df3['Location'].unique())\n",
        "\n",
        "# Create a new data frame to compare the neighborhood names from each dataset\n",
        "# side by side to create dictionary.\n",
        "comparison_csv = pd.DataFrame({'df1': df1_neighborhoods, 'df2': df2_neighborhoods, 'df3': df3_neighborhoods, })\n",
        "\n",
        "# Download the .csv file to compare by hand\n",
        "comparison_csv.to_csv('comparison.csv', index=False, encoding='utf-8')\n",
        "\n",
        "# Dictionary to map df1 to df2\n",
        "# The value on the right of the colon will replace the value on the left\n",
        "# The df1 key must be maintained between this dictionary to the next one for successful merging\n",
        "map_df1_to_df2 = {\n",
        "    \"Bayside - Little Neck\": \"Bayside - Little Neck\",\n",
        "    \"Bedford Stuyvesant - Crown Heights\": \"Bedford Stuyvesant - Crown Heights\",\n",
        "    \"Bensonhurst - Bay Ridge\":  \"Bensonhurst - Bay Ridge\",\n",
        "    \"Borough Park\":  \"Borough Park\",\n",
        "    \"Canarsie - Flatlands\":   \"Canarsie - Flatlands\",\n",
        "    \"Chelsea - Clinton\":  \"Chelsea - Clinton\",\n",
        "    \"Coney Island - Sheepshead Bay\":  \"Coney Island - Sheepshead Bay\",\n",
        "    \"Crotona -Tremont\":  \"Crotona - Tremont\", # DIFFERENT\n",
        "    \"Downtown - Heights - Slope\":  \"Downtown  - Heights - Slope\", # DIFFERENT\n",
        "    \"East Flatbush - Flatbush\":  \"East Flatbush - Flatbush\",\n",
        "    \"East Harlem\":  \"East Harlem\",\n",
        "    \"East New York\":  \"East New York\",\n",
        "    \"Flushing - Clearview\":  \"Flushing - Clearview\",\n",
        "    \"Fordham - Bronx Pk\": \"Fordham - Bronx Park\", # DIFFERENT\n",
        "    \"Fresh Meadows\":  \"Fresh Meadows\",\n",
        "    \"Gramercy Park - Murray Hill\":  \"Gramercy Park - Murray Hill\",\n",
        "    \"Greenpoint\":  \"Greenpoint\",\n",
        "    \"Greenwich Village - SoHo\":  \"Greenwich Village - Soho\", # DIFFERENT\n",
        "    \"Hunts Point - Mott Haven\":  \"Hunts Point - Mott Haven\",\n",
        "    \"Jamaica\":  \"Jamaica\",\n",
        "    \"Kingsbridge - Riverdale\":  \"Kingsbridge - Riverdale\",\n",
        "    \"Long Island City - Astoria\":  \"Long Island City - Astoria\",\n",
        "    \"Lower Manhattan\":  \"Lower Manhattan\",\n",
        "    \"Northeast Bronx\":  \"Northeast Bronx\",\n",
        "    \"Pelham - Throgs Neck\":  \"Pelham - Throgs Neck\",\n",
        "    \"Port Richmond\":  \"Port  Richmond\",\n",
        "    \"Ridgewood - Forest Hills\":  \"Ridgewood - Forest Hills\",\n",
        "    \"Rockaways\":  \"Rockaway\", # DIFFERENT\n",
        "    \"South Beach - Tottenville\":  \"South Beach - Tottenville\",\n",
        "    \"Southeast Queens\":  \"Southeast Queens\",\n",
        "    \"Southwest Queens\":  \"Southwest Queens\",\n",
        "    \"Stapleton - St. George\":  \"Stapleton - St. George\",\n",
        "    \"Sunset Park\":  \"Sunset Park\",\n",
        "    \"Union Square - Lower East Side\":  \"Union Square - Lower East Side\",\n",
        "    \"Upper East Side\":  \"Upper East Side\",\n",
        "    \"Upper West Side\":  \"Upper West Side\",\n",
        "    \"Washington Heights\":  \"Washington Heights - Inwood\", # DIFFERENT\n",
        "    \"West Queens\":  \"West Queens\",\n",
        "    \"Williamsburg - Bushwick\":  \"Williamsburg - Bushwick\",\n",
        "    \"Willowbrook\":  \"Willowbrook\"\n",
        "}\n",
        "\n",
        "# Dictionary to map df1 to df3\n",
        "# The value on the right of the colon will replace the value on the left\n",
        "# The df1 key must be maintained between this dictionary and the previous one for successful merging\n",
        "# So... replace the df3 key\n",
        "# Example:\n",
        "# df1 contains \"Bayside - Little Neck.\"  Keep that, replace \"Bayside\" from df3 with \"Bayside - Little Neck\"\n",
        "map_df1_to_df3 = {\n",
        "    \"Bayside - Little Neck\": \"Bayside\",\n",
        "    \"Bedford Stuyvesant - Crown Heights\":  \"Bedford Stuyvesant\",\n",
        "    \"Bensonhurst - Bay Ridge\":  \"Bensonhurst\",\n",
        "    \"Borough Park\":  \"Borough Park\",\n",
        "    \"Canarsie - Flatlands\":  \"Canarsie\",\n",
        "    \"Central Harlem - Morningside Heights\":  \"Central Harlem\",\n",
        "    \"Chelsea - Clinton\":  \"Chelsea/Clinton\",\n",
        "    \"Coney Island - Sheepshead Bay\":  \"Coney Island\",\n",
        "    \"East Flatbush - Flatbush\":  \"East Flatbush\",\n",
        "    \"East Harlem\":  \"East Harlem\",\n",
        "    \"East New York\":  \"East New York\",\n",
        "    \"Flushing - Clearview\":  \"Flushing\",\n",
        "    \"Fresh Meadows\":  \"Fresh Meadows/Briarwood\",\n",
        "    \"Greenwich Village - SoHo\":  \"Greenwich Village\",\n",
        "    \"Hunts Point - Mott Haven\":  \"Hunts Point\",\n",
        "    \"Jamaica\":  \"Jamaica/St. Albans\",\n",
        "    \"Kingsbridge - Riverdale\":  \"Riverdale\",\n",
        "    \"Long Island City - Astoria\":  \"Astoria\",\n",
        "    \"Pelham - Throgs Neck\":  \"Pelham Parkway\",\n",
        "    \"Ridgewood - Forest Hills\": \"Ridgewood/Glendale\",\n",
        "    \"South Beach - Tottenville\": \"South Beach\",\n",
        "    \"Stapleton - St. George\": \"St. George\",\n",
        "    \"Sunset Park\": \"Sunset Park\",\n",
        "    \"Union Square - Lower East Side\": \"Lower East Side\",\n",
        "    \"Upper East Side\": \"Upper East Side\",\n",
        "    \"Upper West Side\": \"Upper West Side\",\n",
        "    \"Washington Heights\": \"Washington Heights\",\n",
        "    \"Williamsburg - Bushwick\": \"Williamsburg/Greenpoint\"\n",
        "}\n",
        "\n",
        "# Create two new columns which contain consistent neigborhood names between the three data frames.\n",
        "# To do so, apply the dictionary keys to df1's 'Geography' column.\n",
        "df1[\"df1_to_df2_map\"] = df1['NYC Neighborhood'].apply(lambda x: map_df1_to_df2.get(x, None))\n",
        "df1[\"df1_to_df3_map\"] = df1['NYC Neighborhood'].apply(lambda x: map_df1_to_df3.get(x, None))\n",
        "\n",
        "# Create a new data frame which merges the three data frames into one.\n",
        "merged = pd.merge(df1, df2, left_on='df1_to_df2_map', right_on='Location')\n",
        "merged = pd.merge(merged, df3, left_on='df1_to_df3_map', right_on='Location')\n",
        "\n",
        "# Create a new data frame only keeping the relevant columns from the merged data frame\n",
        "comparison_df = merged[[\"NYC Neighborhood\", \"Walkability Score\", \"Obesity Rate %\", \"Poverty Rate %\"]]\n",
        "\n",
        "# Print the new data frame\n",
        "print(comparison_df)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pXmKkgq1zqTk",
        "outputId": "79e675ac-63b4-462f-a65c-cfa17b598459"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                      NYC Neighborhood  Walkability Score  Obesity Rate %  \\\n",
            "0                Bayside - Little Neck                  2            12.0   \n",
            "1   Bedford Stuyvesant - Crown Heights                  6            22.1   \n",
            "2              Bensonhurst - Bay Ridge                  4            18.1   \n",
            "3                         Borough Park                  4            17.7   \n",
            "4                 Canarsie - Flatlands                  3            21.3   \n",
            "5                    Chelsea - Clinton                 11            12.6   \n",
            "6        Coney Island - Sheepshead Bay                  4            17.3   \n",
            "7             East Flatbush - Flatbush                  4            21.2   \n",
            "8                          East Harlem                  6            24.6   \n",
            "9                        East New York                  5            23.8   \n",
            "10                Flushing - Clearview                  2            15.4   \n",
            "11                       Fresh Meadows                  3            16.1   \n",
            "12            Greenwich Village - SoHo                 13             6.9   \n",
            "13            Hunts Point - Mott Haven                  5            24.3   \n",
            "14                             Jamaica                  4            20.4   \n",
            "15             Kingsbridge - Riverdale                  2            22.3   \n",
            "16          Long Island City - Astoria                  6            21.3   \n",
            "17                Pelham - Throgs Neck                  3            22.1   \n",
            "18            Ridgewood - Forest Hills                  5            18.5   \n",
            "19           South Beach - Tottenville                  0            19.2   \n",
            "20              Stapleton - St. George                  2            22.5   \n",
            "21                         Sunset Park                  5            22.3   \n",
            "22      Union Square - Lower East Side                  9            14.8   \n",
            "23                     Upper East Side                  5            10.9   \n",
            "24                     Upper West Side                  5            14.1   \n",
            "25                  Washington Heights                  5            26.5   \n",
            "26             Williamsburg - Bushwick                  7            24.5   \n",
            "\n",
            "    Poverty Rate %  \n",
            "0            0.000  \n",
            "1           32.333  \n",
            "2            0.000  \n",
            "3           44.282  \n",
            "4            9.529  \n",
            "5            0.000  \n",
            "6           25.295  \n",
            "7            7.592  \n",
            "8           29.387  \n",
            "9           18.611  \n",
            "10           0.000  \n",
            "11           0.000  \n",
            "12           0.000  \n",
            "13          33.091  \n",
            "14           0.429  \n",
            "15          10.149  \n",
            "16           7.262  \n",
            "17           7.366  \n",
            "18           0.000  \n",
            "19           0.000  \n",
            "20          20.610  \n",
            "21           0.000  \n",
            "22          27.193  \n",
            "23           0.000  \n",
            "24           0.000  \n",
            "25           6.559  \n",
            "26          47.109  \n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-6-4f4f3a8d24e5>:10: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  df2.sort_values(by='Location', ascending=True, inplace=True)\n",
            "<ipython-input-6-4f4f3a8d24e5>:18: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  df2.rename(columns={'Data': 'Obesity Rate %'}, inplace=True)\n",
            "<ipython-input-6-4f4f3a8d24e5>:22: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  df2['Obesity Rate %'] = df2['Obesity Rate %'] * 100\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Results\n",
        "-------------------\n"
      ],
      "metadata": {
        "id": "EgdGssW8TEN8"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "###Correlation Between Walkability and Percentage of People Living in Concentrated Poverty in NYC Neighborhoods"
      ],
      "metadata": {
        "id": "tGujLJXswG-m"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Assuming you have columns 'Walkability Score' and 'Poverty Rate %' in your DataFrame\n",
        "weight_walkability = 0.5\n",
        "weight_poverty = 0.5\n",
        "\n",
        "# Normalize factors to [0, 1]\n",
        "min_walkability = comparison_df['Walkability Score'].min()\n",
        "max_walkability = comparison_df['Walkability Score'].max()\n",
        "comparison_df['Normalized Walkability'] = (comparison_df['Walkability Score'] - min_walkability) / (max_walkability - min_walkability)\n",
        "\n",
        "min_poverty = comparison_df['Poverty Rate %'].min()\n",
        "max_poverty = comparison_df['Poverty Rate %'].max()\n",
        "comparison_df['Normalized Poverty'] = (comparison_df['Poverty Rate %'] - min_poverty) / (max_poverty - min_poverty)\n",
        "\n",
        "# Calculate the combined score\n",
        "comparison_df['Combined Score'] = (\n",
        "    weight_walkability * comparison_df['Normalized Walkability'] +\n",
        "    weight_poverty * comparison_df['Normalized Poverty']\n",
        ")\n",
        "\n",
        "# Normalize the combined score to [0, 1]\n",
        "min_combined = comparison_df['Combined Score'].min()\n",
        "max_combined = comparison_df['Combined Score'].max()\n",
        "comparison_df['Normalized Combined Score'] = (comparison_df['Combined Score'] - min_combined) / (max_combined - min_combined)"
      ],
      "metadata": {
        "id": "6FMFM0L1iYhk",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "98d7b10b-a150-4f99-da7a-aa480b0bda06"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-7-1556522c5747>:8: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  comparison_df['Normalized Walkability'] = (comparison_df['Walkability Score'] - min_walkability) / (max_walkability - min_walkability)\n",
            "<ipython-input-7-1556522c5747>:12: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  comparison_df['Normalized Poverty'] = (comparison_df['Poverty Rate %'] - min_poverty) / (max_poverty - min_poverty)\n",
            "<ipython-input-7-1556522c5747>:15: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  comparison_df['Combined Score'] = (\n",
            "<ipython-input-7-1556522c5747>:23: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  comparison_df['Normalized Combined Score'] = (comparison_df['Combined Score'] - min_combined) / (max_combined - min_combined)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Above, a normalized combined score was calculated for each NYC neighborhood based on the poverty rate and walkability score.  This normalized combined score is then used to sort the following visualization's legend and assign each NYC neighborhood a color on the legend from red to blue."
      ],
      "metadata": {
        "id": "bQItcWvlmZtm"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Selecting relevant columns from the DataFrame for visualization\n",
        "poverty_walkability = comparison_df[[\"NYC Neighborhood\", \"Walkability Score\", \"Poverty Rate %\", \"Normalized Combined Score\"]]\n",
        "\n",
        "# Sort the data frame by Combined Score in descending order\n",
        "poverty_walkability = poverty_walkability.sort_values(by='Normalized Combined Score', ascending=False)\n",
        "\n",
        "# Generating a color palette that goes from dark green to dark red\n",
        "num_neighborhoods = poverty_walkability['NYC Neighborhood'].nunique()\n",
        "palette = sns.color_palette(\"RdBu_r\", num_neighborhoods)\n",
        "\n",
        "# Creating a scatter plot with the filtered dataset\n",
        "plt.figure(figsize=(12, 8))\n",
        "scatter = sns.scatterplot(data=poverty_walkability,\n",
        "                          x='Walkability Score',     # x-axis represents Walkability Score\n",
        "                          y='Poverty Rate %',        # y-axis represents Poverty Rate %\n",
        "                          hue='NYC Neighborhood',    # Colors represent different NYC Neighborhoods\n",
        "                          palette=palette,           # Color palette for better visibility\n",
        "                          s=200)                     # Marker size\n",
        "\n",
        "# Adding a legend with specified title and position\n",
        "plt.legend(title='NYC Neighborhood', loc='upper right', bbox_to_anchor=(1.35, 1))\n",
        "\n",
        "# Adding labels and title to the plot\n",
        "plt.title('Relationship Between Walkability and Poverty Rates in NYC Neighborhoods')\n",
        "plt.xlabel('Walkability Score')\n",
        "plt.ylabel('Concentrated Poverty Rate Percentage (%)')\n",
        "\n",
        "# Displaying grid on the plot for better readability\n",
        "plt.grid(True)\n",
        "\n",
        "# Showing the plot\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 653
        },
        "id": "KUUFKbSAar0c",
        "outputId": "b31fe972-9947-4d53-e1ff-3076cb853502"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "This visualization displays the correlation between the walkability of New York City neighborhoods and percentage of individuals living in concentrated poverty within these neighborhoods.\n",
        "\n",
        "**Visualization Components**\n",
        "\n",
        "* The **x-axis** is the walkability score, ranging from 0 to 13.\n",
        "* The **y-axis** represents the concentrated poverty rate percentage, which ranges from 0% to 50%.\n",
        "* Each **data point** represents an NYC neighborhood\n",
        "* The **colors** of the data points range from red to blue."
      ],
      "metadata": {
        "id": "4tOgDIT6VRM6"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "###Correlation Between Walkability and Percentage of Obese Public Elementary and Middle School Students in NYC Neighborhoods"
      ],
      "metadata": {
        "id": "0Ap9sRECwNta"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Assuming you have columns 'Walkability Score' and 'Obesity Rate %' in your DataFrame\n",
        "weight_walkability = 0.5\n",
        "weight_obesity = 0.5\n",
        "\n",
        "# Normalize factors to [0, 1]\n",
        "min_walkability = comparison_df['Walkability Score'].min()\n",
        "max_walkability = comparison_df['Walkability Score'].max()\n",
        "comparison_df['Normalized Walkability'] = (comparison_df['Walkability Score'] - min_walkability) / (max_walkability - min_walkability)\n",
        "\n",
        "min_obesity = comparison_df['Obesity Rate %'].min()\n",
        "max_obesity = comparison_df['Obesity Rate %'].max()\n",
        "comparison_df['Normalized Obesity'] = (comparison_df['Obesity Rate %'] - min_obesity) / (max_obesity - min_obesity)\n",
        "\n",
        "# Calculate the combined score\n",
        "comparison_df['Combined Score'] = (\n",
        "    weight_walkability * comparison_df['Normalized Walkability'] +\n",
        "    weight_obesity * comparison_df['Normalized Obesity']\n",
        ")\n",
        "\n",
        "# Normalize the combined score to [0, 1]\n",
        "min_combined = comparison_df['Combined Score'].min()\n",
        "max_combined = comparison_df['Combined Score'].max()\n",
        "comparison_df['Normalized Combined Score'] = (comparison_df['Combined Score'] - min_combined) / (max_combined - min_combined)"
      ],
      "metadata": {
        "id": "j-jdjCm4m0cN",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "657f752f-4fd1-4aaf-cac0-956866355b1d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-9-2c4922d66b85>:8: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  comparison_df['Normalized Walkability'] = (comparison_df['Walkability Score'] - min_walkability) / (max_walkability - min_walkability)\n",
            "<ipython-input-9-2c4922d66b85>:12: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  comparison_df['Normalized Obesity'] = (comparison_df['Obesity Rate %'] - min_obesity) / (max_obesity - min_obesity)\n",
            "<ipython-input-9-2c4922d66b85>:15: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  comparison_df['Combined Score'] = (\n",
            "<ipython-input-9-2c4922d66b85>:23: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  comparison_df['Normalized Combined Score'] = (comparison_df['Combined Score'] - min_combined) / (max_combined - min_combined)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Above, a normalized combined score was calculated for each NYC neighborhood based on the obesity rate and walkability score.  This normalized combined score is then used to sort the following visualization's legend and assign each NYC neighborhood a color on the legend from red to blue."
      ],
      "metadata": {
        "id": "lFz1kx5SuMeu"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Selecting relevant columns from the DataFrame for visualization\n",
        "obesity_walkability = comparison_df[[\"NYC Neighborhood\", \"Walkability Score\", \"Obesity Rate %\", \"Normalized Combined Score\"]]\n",
        "\n",
        "# Sorting the DataFrame based on 'Walkability Score'\n",
        "obesity_walkability = obesity_walkability.sort_values(by='Normalized Combined Score', ascending=False)\n",
        "\n",
        "# Generating a color palette that goes from dark green to dark red\n",
        "num_neighborhoods = poverty_walkability['NYC Neighborhood'].nunique()\n",
        "palette = sns.color_palette(\"RdBu_r\", num_neighborhoods)\n",
        "\n",
        "# Creating a scatter plot with the filtered dataset\n",
        "plt.figure(figsize=(12, 8))\n",
        "scatter = sns.scatterplot(data=obesity_walkability,\n",
        "                          x='Walkability Score',     # x-axis represents Walkability Score\n",
        "                          y='Obesity Rate %',        # y-axis represents Poverty Rate %\n",
        "                          hue='NYC Neighborhood',    # Colors represent different NYC Neighborhoods\n",
        "                          palette=palette,         # Color palette for better visibility\n",
        "                          s=200)                     # Marker size\n",
        "\n",
        "# Adding a legend with specified title and position\n",
        "plt.legend(title='NYC Neighborhood', loc='upper right', bbox_to_anchor=(1.35, 1))\n",
        "\n",
        "# Adding labels and title to the plot\n",
        "plt.title('Relationship Between Walkability and Obesity Rates in NYC Neighborhoods')\n",
        "plt.xlabel('Walkability Score')\n",
        "plt.ylabel('Obesity Rate Percentage (%)')\n",
        "\n",
        "# Displaying grid on the plot for better readability\n",
        "plt.grid(True)\n",
        "\n",
        "# Showing the plot\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 647
        },
        "id": "WQp-50vU2bDo",
        "outputId": "310ac524-0b04-4e2a-aebb-96a23f0b17da"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "This visualization displays the correlation between the walkability of New York City neighborhoods and the percentage of obese public elementary and middle school students living within these neighborhoods.\n",
        "\n",
        "**Visualization Components**\n",
        "\n",
        "* The **x-axis** is the walkability score, ranging from 0 to 13.\n",
        "* The **y-axis** represents the obesity rate percentage, which ranges from 5% to 27.5%.\n",
        "* Each data point represents an NYC neighborhood\n",
        "* The colors of the data points range from red to blue."
      ],
      "metadata": {
        "id": "_CB4TDtOjLfp"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Discussion\n",
        "--------------------------"
      ],
      "metadata": {
        "id": "kInbUcgGwxzv"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**[Walkability vs Poverty Visualization Interpretation](https://colab.research.google.com/drive/1HxdWVBIqZx_KQUN5FecAaWZc6axhK7FL#scrollTo=KUUFKbSAar0c&line=1&uniqifier=1)**\n",
        "\n",
        "* Greenwich Village - SoHo and Chelsea - Clinton showcase high walkability and low poverty rates.\n",
        "\n",
        "* Williamsburg - Bushwick is moderately walkable but has the highest poverty rate out of any neighborhood.\n",
        "\n",
        "* South Beach - Tottenville showcases low walkability and low poverty.\n",
        "\n",
        "* Most neighborhoods cluster around walkability scores of 2 to 6."
      ],
      "metadata": {
        "id": "UcNQoAWbDsGM"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**[Walkability vs Obesity Visualization Interpretation](https://colab.research.google.com/drive/1HxdWVBIqZx_KQUN5FecAaWZc6axhK7FL#scrollTo=0Ap9sRECwNta&line=1&uniqifier=1)**\n",
        "\n",
        "* Generally, the less walkable neighborhoods exhibit higher obesity rates.\n",
        "\n",
        "* Greenwich Village - SoHo and Chelsea - Clinton, with the highest walkability, generally exhibit lower obesity rates.\n",
        "\n",
        "* South Beach - Tottenville, with the least walkability, exhibits higher obesity rates.\n",
        "\n",
        "* Most neighborhoods cluster between a range of 2 to 6 for walkability scores and 10% to 25% for obesity rate."
      ],
      "metadata": {
        "id": "_D8yrjobEEgP"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Conclusion\n",
        "------------------------"
      ],
      "metadata": {
        "id": "k0Gj-x1AqZDV"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "In summary, we successfully achieved our project goal of investigating correlations between walkability and happiness factors like poverty and obesity rates. While we couldn't definitively link poverty rates and walkability scores, it's clear that less walkable neighborhoods tend to have higher obesity rates among NYC elementary and middle school students. This prompts the need for further research to understand if walkability directly influences obesity in this demographic, a potential area of exploration for other U.S. cities.\n",
        "\n",
        "**Data Limitations:**\n",
        "* The data is from 2011 for two of the three datasets.\n",
        "\n",
        "* Limited time prevented exploration of walkability correlations with other happiness factors. Additional datasets can be found [here](https://data.cccnewyork.org/data/download#0,8/1224).\n",
        "\n",
        "* A different range for walkability scores would be easier to understand than 0 to 13.\n",
        "\n",
        "* There may be other potential influencing factors such as community or political considerations that affect our results.\n",
        "\n",
        "\n",
        "\n",
        "**Proposed Further Exploration:**\n",
        "\n",
        "* Use other diverse datasets on happiness factors in New York City to uncover correlations with walkability, providing a more comprehensive understanding.\n",
        "\n",
        "**Significance**\n",
        "\n",
        "This project carries implications for future urban planning, potentially reshaping how American neighborhoods are designed. If walkability indeed boosts happiness, it prompts a reevaluation of our current living spaces for a better future.\n",
        "\n",
        "**Process Reflection:**\n",
        "\n",
        "As master's students new to data science, this project served as our inaugural attempt into real-world data analysis. We gained valuable insights into cleaning, repurposing, analyzing, and visualizing data, setting the stage for future endeavors.\n",
        "\n",
        "<br>In essence, our project brought to light some interesting findings about how walkability relates to well-being in urban areas. While we couldn't clearly tie walkability to poverty rates, it's evident that less walkable neighborhoods tend to have higher obesity rates among students. This points to a potential need for more research on whether walkability directly affects obesity in this group, even beyond NYC.\n",
        "\n",
        "Considering our data's age and the desire for more diverse happiness-related datasets, there's room for improvement. Exploring other aspects of happiness like mental health could give us a fuller picture. Despite these limitations, our work carries weight in shaping future urban planning. If walkability indeed boosts happiness, it's a cue to rethink how we design our neighborhoods for a better tomorrow.\n",
        "\n",
        "As we wrap up our first dive into data science during our journey to earn our master's, this project has been a hands-on lesson in cleaning, analyzing, and visualizing real-world data. It's not just an end; it's a beginning—a call to rethink and reshape our communities for a brighter, happier future.\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "6kwK7Ka0ubCl"
      }
    }
  ]
}