{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "3hYxOGLBchMJ" }, "source": [ "# Python Programming\n", "\n", "**Our goal** is to lay out a program that gets results. We will learn and discover!\n", "\n", "This top-down learning is different. We will go directly to coding and start practicing. This will give us a context for connecting with deeper knowledge. It is iterative and we will improve with practice.\n", "\n", "**[Our Workshop Google Doc](https://bit.ly/pyfun21)** has a code reference sheet\n", "\n", "### Core Concepts:\n", "- loops\n", "- functions\n", "- conditionals\n", "- exploratory data analysis\n", "\n", "*[Resources List](#resources)*\n", "\n", "#### Session 1 Agenda:\n", "- [Syntax Sandbox](#bullet1)\n", "- Starting Our challenge\n", " - [Load Libraries](#bullet2)\n", " - [Load and inspect data](#bullet3): functions, methods, and loops!\n", " - [Access parts of the dataframe](#bullet5) and plot data!\n", " - [Your Challenge](#bullet6)\n", "\n", "#### [Session 2](#bullet7) Agenda\n", "- Use [conditional if-elif-else statements](#bullet8) to explore data based on value\n", "- [Data Visualizations with Seaborn](#bullet9)\n", "\n", "#### Session 3 Agenda\n", "- Writing Functions\n", "- Statistical Analysis" ] }, { "cell_type": "markdown", "metadata": { "id": "EKZw64ZAchMK" }, "source": [ "***\n", "\n", "## *Syntax Sandbox* " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "id": "-rdpdWJIchMK" }, "outputs": [], "source": [ "# Hashtag denotes a comment" ] }, { "cell_type": "markdown", "metadata": { "id": "ZSA54KPbchML" }, "source": [ "**In Python, variable names:**\n", "\n", "- can include letters, digits, and underscores\n", "- cannot start with a digit\n", "- are case sensitive\n", "\n", "This means that, for example:\n", "- `weight0` is a valid variable name, whereas `0weight` is not\n", "- `weight` and `Weight` are different variables" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "TwCqJjDTchML" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "132.0 60\n" ] } ], "source": [ "# [1]:\n", "weight_kg = 60\n", "weight_lb = 2.2 * weight_kg\n", "print(weight_lb, weight_kg)" ] }, { "cell_type": "markdown", "metadata": { "id": "jL0cHSpFchMM" }, "source": [ "**Variables only change value when something is assigned to them.**\n", "\n", "If we make one cell in a spreadsheet depend on another, and update the latter, the former updates automatically.\n", "This does not happen in programming languages." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "5tVu2XNKchMM" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "132.0 70\n" ] } ], "source": [ "# [2]:\n", "weight_kg = 70\n", "print(weight_lb, weight_kg)" ] }, { "cell_type": "markdown", "metadata": { "id": "eNYGmzlKchMN" }, "source": [ "### Data types are:\n", "- integer numbers\n", "- floating point numbers, and\n", "- strings (text)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "id": "iogohffFchMN" }, "outputs": [ { "data": { "text/plain": [ "float" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# [3]:\n", "weight_kg = 60.3\n", "type(weight_kg)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "id": "ReqW0ghfchMO" }, "outputs": [ { "data": { "text/plain": [ "str" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# [4]:\n", "weight_kg = '60.3'\n", "type(weight_kg)" ] }, { "cell_type": "markdown", "metadata": { "id": "0v4rvAD1chMO" }, "source": [ "**Need help?**" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "id": "s7fToFaUchMP" }, "outputs": [], "source": [ "# [5]:\n", "#help(print)\n", "#?print" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "id": "xz7rguYhchMP" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "132.0\n" ] } ], "source": [ "# [6]:\n", "# Conversion tools are built in\n", "#weight_lb = 2.2 * weight_kg\n", "#weight_lb = 2.2 * float(weight_kg)\n", "print(weight_lb)\n" ] }, { "cell_type": "markdown", "metadata": { "id": "wC5Fxs-echMP" }, "source": [ "
\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": { "id": "EcnBrtUIchMQ", "papermill": { "duration": 0.023749, "end_time": "2021-01-28T05:37:47.070093", "exception": false, "start_time": "2021-01-28T05:37:47.046344", "status": "completed" }, "tags": [] }, "source": [ "***\n", "\n", "## Our Challenge: Analyze Amazon Top 50 Bestselling Books đź“—\n", "* Amazon.com is one of the largest online marketplace and many people around the world purchase products.\n", "* In this notebook, we observe the data about top 50 bestselling books from 2009 to 2019 on Amazon.\n", "* [Amazon Top 50 Bestselling Books 2009 - 2019](https://www.kaggle.com/sootersaalu/amazon-top-50-bestselling-books-2009-2019) (Kaggle.com)\n", "\n", "![](https://github.com/DeisData/seaborn/blob/main/ses1diagram.png?raw=true)\n" ] }, { "cell_type": "markdown", "metadata": { "id": "ixDIgJvLchMQ" }, "source": [ "### 1. Load libraries. \n", "Think of these as useful powerful toolboxes we are opening up on our workbench. Many additional libraries are available from the Python Package Index.\n", "- [numpy](https://numpy.org) - adding support for large, multi-dimensional arrays and matrices, and mathematical functions for arrays.\n", "- [pandas](https://pandas.pydata.org/) - offers data structures and operations for manipulating numerical tables and time series.\n", "- [matplotlib](https://matplotlib.org/) - the most widely used scientific plotting library in Python.\n", "- [seaborn](https://seaborn.pydata.org/) - for drawing attractive and informative statistical graphics." ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "id": "DJhAqDgochMQ" }, "outputs": [], "source": [ "# [7]:\n", "import numpy as np\n", "import pandas as pd\n", "\n", "# Libraris for plotting\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# Library for hypothesis testing\n", "from scipy import stats\n", "\n", "# Library for regression modeling\n", "import statsmodels as sm\n", "from statsmodels.formula.api import ols\n", "\n", "# Library for latex \n", "from IPython.display import Latex" ] }, { "cell_type": "markdown", "metadata": { "id": "dEAA5aFgchMR" }, "source": [ "### 2. Load data.\n", "Loads a copy of the data into our environment. Unlike working with a spreadsheet, it does not affect the original file.\n", "\n", "Read a Comma Separated Values (CSV) data file with `pd.read_csv()`. *[Need to read in a different file type?](https://realpython.com/pandas-read-write-files/)*\n", "- Argument is the name of the file to be read.\n", "- Assign result to a variable to store the data that was read." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "id": "2Fs8aBcRchMR" }, "outputs": [], "source": [ "# [8]:\n", "url = \"https://raw.githubusercontent.com/DeisData/pystats/main/bestsellers_with_categories.csv\"\n", "books = pd.read_csv(url)" ] }, { "cell_type": "markdown", "metadata": { "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", "_kg_hide-input": true, "_kg_hide-output": true, "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", "execution": { "iopub.execute_input": "2021-01-28T05:37:47.120487Z", "iopub.status.busy": "2021-01-28T05:37:47.119758Z", "iopub.status.idle": "2021-01-28T05:37:47.132354Z", "shell.execute_reply": "2021-01-28T05:37:47.132887Z" }, "id": "Kf1akhKzchMR", "papermill": { "duration": 0.041045, "end_time": "2021-01-28T05:37:47.133055", "exception": false, "start_time": "2021-01-28T05:37:47.092010", "status": "completed" }, "tags": [] }, "source": [ "### 3. Inspect the data table \n", "There are lots of functions and methods we can apply to the dataframe to start inspecting it." ] }, { "cell_type": "markdown", "metadata": { "id": "CwRbH2C_chMS" }, "source": [ "
Functions attached to objects are called methods. They are common in pandas. Methods have parentheses like functions, but come after the variable.\n", "
" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "VH3y_4qbchMS", "outputId": "8fa2b409-9aa9-456c-b1f1-10656a9d26b2" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Name \\\n", "0 10-Day Green Smoothie Cleanse \n", "1 11/22/63: A Novel \n", "2 12 Rules for Life: An Antidote to Chaos \n", "3 1984 (Signet Classics) \n", "4 5,000 Awesome Facts (About Everything!) (Natio... \n", ".. ... \n", "545 Wrecking Ball (Diary of a Wimpy Kid Book 14) \n", "546 You Are a Badass: How to Stop Doubting Your Gr... \n", "547 You Are a Badass: How to Stop Doubting Your Gr... \n", "548 You Are a Badass: How to Stop Doubting Your Gr... \n", "549 You Are a Badass: How to Stop Doubting Your Gr... \n", "\n", " Author User Rating Reviews Price Year Genre \n", "0 JJ Smith 4.7 17350 8 2016 Non Fiction \n", "1 Stephen King 4.6 2052 22 2011 Fiction \n", "2 Jordan B. Peterson 4.7 18979 15 2018 Non Fiction \n", "3 George Orwell 4.7 21424 6 2017 Fiction \n", "4 National Geographic Kids 4.8 7665 12 2019 Non Fiction \n", ".. ... ... ... ... ... ... \n", "545 Jeff Kinney 4.9 9413 8 2019 Fiction \n", "546 Jen Sincero 4.7 14331 8 2016 Non Fiction \n", "547 Jen Sincero 4.7 14331 8 2017 Non Fiction \n", "548 Jen Sincero 4.7 14331 8 2018 Non Fiction \n", "549 Jen Sincero 4.7 14331 8 2019 Non Fiction \n", "\n", "[550 rows x 7 columns]\n" ] } ], "source": [ "# [9]:\n", "# Function to print a view of the data\n", "print(books)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "id": "pzNUg9PmchMS" }, "outputs": [ { "data": { "text/html": [ "
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NameAuthorUser RatingReviewsPriceYearGenre
010-Day Green Smoothie CleanseJJ Smith4.71735082016Non Fiction
111/22/63: A NovelStephen King4.62052222011Fiction
212 Rules for Life: An Antidote to ChaosJordan B. Peterson4.718979152018Non Fiction
31984 (Signet Classics)George Orwell4.72142462017Fiction
45,000 Awesome Facts (About Everything!) (Natio...National Geographic Kids4.87665122019Non Fiction
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" ], "text/plain": [ " Name \\\n", "0 10-Day Green Smoothie Cleanse \n", "1 11/22/63: A Novel \n", "2 12 Rules for Life: An Antidote to Chaos \n", "3 1984 (Signet Classics) \n", "4 5,000 Awesome Facts (About Everything!) (Natio... \n", "\n", " Author User Rating Reviews Price Year Genre \n", "0 JJ Smith 4.7 17350 8 2016 Non Fiction \n", "1 Stephen King 4.6 2052 22 2011 Fiction \n", "2 Jordan B. Peterson 4.7 18979 15 2018 Non Fiction \n", "3 George Orwell 4.7 21424 6 2017 Fiction \n", "4 National Geographic Kids 4.8 7665 12 2019 Non Fiction " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# [10]:\n", "# Method to view head of dataset\n", "books.head()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "_kg_hide-input": true, "execution": { "iopub.execute_input": "2021-01-28T05:37:47.183202Z", "iopub.status.busy": "2021-01-28T05:37:47.182562Z", "iopub.status.idle": "2021-01-28T05:37:48.280441Z", "shell.execute_reply": "2021-01-28T05:37:48.279767Z" }, "id": "8VNcUdDDchMS", "papermill": { "duration": 1.124849, "end_time": "2021-01-28T05:37:48.280561", "exception": false, "start_time": "2021-01-28T05:37:47.155712", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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545Wrecking Ball (Diary of a Wimpy Kid Book 14)Jeff Kinney4.9941382019Fiction
546You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero4.71433182016Non Fiction
547You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero4.71433182017Non Fiction
548You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero4.71433182018Non Fiction
549You Are a Badass: How to Stop Doubting Your Gr...Jen Sincero4.71433182019Non Fiction
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" ], "text/plain": [ " Name Author \\\n", "545 Wrecking Ball (Diary of a Wimpy Kid Book 14) Jeff Kinney \n", "546 You Are a Badass: How to Stop Doubting Your Gr... Jen Sincero \n", "547 You Are a Badass: How to Stop Doubting Your Gr... Jen Sincero \n", "548 You Are a Badass: How to Stop Doubting Your Gr... Jen Sincero \n", "549 You Are a Badass: How to Stop Doubting Your Gr... Jen Sincero \n", "\n", " User Rating Reviews Price Year Genre \n", "545 4.9 9413 8 2019 Fiction \n", "546 4.7 14331 8 2016 Non Fiction \n", "547 4.7 14331 8 2017 Non Fiction \n", "548 4.7 14331 8 2018 Non Fiction \n", "549 4.7 14331 8 2019 Non Fiction " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# [11]:\n", "# Method to see the tail end of the data\n", "books.tail()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "id": "W-FQAJPLchMS" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 550 entries, 0 to 549\n", "Data columns (total 7 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Name 550 non-null object \n", " 1 Author 550 non-null object \n", " 2 User Rating 550 non-null float64\n", " 3 Reviews 550 non-null int64 \n", " 4 Price 550 non-null int64 \n", " 5 Year 550 non-null int64 \n", " 6 Genre 550 non-null object \n", "dtypes: float64(1), int64(3), object(3)\n", "memory usage: 30.2+ KB\n" ] } ], "source": [ "# [12]:\n", "# Use the DataFrame.info() method to find out more about a dataframe.\n", "books.info()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "id": "kshWtFgLchMT" }, "outputs": [ { "data": { "text/plain": [ "(550, 7)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# [13]:\n", "# Get Dimensions (rows, columns)\n", "books.shape" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "id": "2UwRfnjvchMT" }, "outputs": [ { "data": { "text/plain": [ "Name object\n", "Author object\n", "User Rating float64\n", "Reviews int64\n", "Price int64\n", "Year int64\n", "Genre object\n", "dtype: object" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# [14]:\n", "# Get data types\n", "books.dtypes" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "id": "ix0TV-vCchMT" }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " User Rating Reviews Price Year\n", "count 550.000000 550.000000 550.000000 550.000000\n", "mean 4.618364 11953.281818 13.100000 2014.000000\n", "std 0.226980 11731.132017 10.842262 3.165156\n", "min 3.300000 37.000000 0.000000 2009.000000\n", "25% 4.500000 4058.000000 7.000000 2011.000000\n", "50% 4.700000 8580.000000 11.000000 2014.000000\n", "75% 4.800000 17253.250000 16.000000 2017.000000\n", "max 4.900000 87841.000000 105.000000 2019.000000" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# [15]:\n", "# Use DataFrame.describe() to get summary statistics about data.\n", "books.describe()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "id": "-kDhxG64chMT" }, "outputs": [ { "data": { "text/plain": [ "Index(['Name', 'Author', 'User Rating', 'Reviews', 'Price', 'Year', 'Genre'], dtype='object')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# [16]:\n", "# The DataFrame.columns variable stores information about the dataframe’s columns.\n", "books.columns" ] }, { "cell_type": "markdown", "metadata": { "id": "yIm2wcdJchMT" }, "source": [ "
\n", "We have a problem with our data column names!\n", " \n", "Let's loop through them and make each column name follow variable name best practices.\n", "
" ] }, { "cell_type": "markdown", "metadata": { "id": "h3pF8QD-chMT" }, "source": [ "#### Looping\n", "A for loop executes commands once for each value in a collection.\n", "- “for each thing in this group, do these operations”\n", "- A for loop is made up of a collection, a loop variable, and a body.\n", "\n", "##### Loop Sandbox:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "id": "uEKE8Yy4chMU" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "10\n", "15\n", "25\n" ] } ], "source": [ "# [17]:\n", "# General format of a loop\n", "for number in [2, 3, 5]:\n", " print(number*5)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "id": "vWzHZq30chMU" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "name\n", "author\n", "user_rating\n", "reviews\n", "price\n", "year\n", "genre\n" ] } ], "source": [ "# [18]:\n", "# Application of a loop to fix DataFrame column names:\n", "\n", "#1. Save DataFrame.column names to an object to be our loop collection\n", "cols = books.columns\n", "\n", "#2. Initialize some \"empty storage\" for corrected column names\n", "new_column_names = []\n", "\n", "#3. Loop through collection of column names\n", "for col in cols:\n", "\n", " # strip beginning and ending spaces\n", " new_col = col.lstrip().rstrip()\n", " # make names lower case \n", " new_col = new_col.lower()\n", " # replace spaces with underscores\n", " new_col = new_col.replace(\" \",\"_\")\n", " \n", " print(new_col)\n", "\n", " # append each new column name to the new object of corrected names\n", " new_column_names.append(new_col)\n", "\n", "# End of indention is end of loop body\n", "\n", "# Assign new column names to DataFrame\n", "books.columns = new_column_names\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "id": "NwXfbhIFchMU" }, "outputs": [ { "data": { "text/html": [ "
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nameauthoruser_ratingreviewspriceyeargenre
010-Day Green Smoothie CleanseJJ Smith4.71735082016Non Fiction
111/22/63: A NovelStephen King4.62052222011Fiction
212 Rules for Life: An Antidote to ChaosJordan B. Peterson4.718979152018Non Fiction
31984 (Signet Classics)George Orwell4.72142462017Fiction
45,000 Awesome Facts (About Everything!) (Natio...National Geographic Kids4.87665122019Non Fiction
\n", "
" ], "text/plain": [ " name \\\n", "0 10-Day Green Smoothie Cleanse \n", "1 11/22/63: A Novel \n", "2 12 Rules for Life: An Antidote to Chaos \n", "3 1984 (Signet Classics) \n", "4 5,000 Awesome Facts (About Everything!) (Natio... \n", "\n", " author user_rating reviews price year genre \n", "0 JJ Smith 4.7 17350 8 2016 Non Fiction \n", "1 Stephen King 4.6 2052 22 2011 Fiction \n", "2 Jordan B. Peterson 4.7 18979 15 2018 Non Fiction \n", "3 George Orwell 4.7 21424 6 2017 Fiction \n", "4 National Geographic Kids 4.8 7665 12 2019 Non Fiction " ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# [19]:\n", "# Let's check the results!\n", "books.head()" ] }, { "cell_type": "markdown", "metadata": { "id": "Dq62u42gchMV" }, "source": [ "*Tip:* Need to loop through a set of files? Check out the [`glob` library](https://www.geeksforgeeks.org/how-to-use-glob-function-to-find-files-recursively-in-python/). " ] }, { "cell_type": "markdown", "metadata": { "id": "9xMcUBGgchMV" }, "source": [ "
\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": { "id": "HAW2KXUhchMV", "papermill": { "duration": 0.021449, "end_time": "2021-01-28T05:37:48.324144", "exception": false, "start_time": "2021-01-28T05:37:48.302695", "status": "completed" }, "tags": [] }, "source": [ "### 4. Access parts of the dataframe \n", "To access a value at the position `[i,j]` of a DataFrame, we have two options:\n", "- Use `DataFrame.iloc[..., ...]` to select values by their (entry) position. Position indexing starts at `0`.\n", "- Use `DataFrame.loc[..., ...]` to select values by their (entry) label.\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "id": "97msjRsychMV" }, "outputs": [ { "data": { "text/plain": [ "0 4.7\n", "1 4.6\n", "2 4.7\n", "3 4.7\n", "4 4.8\n", " ... \n", "545 4.9\n", "546 4.7\n", "547 4.7\n", "548 4.7\n", "549 4.7\n", "Name: user_rating, Length: 550, dtype: float64" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# [20]:\n", "# Access all the rows : , and the 'User Rating' column with .loc method\n", "books.loc[:, 'user_rating']" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "id": "2Z6H3iXAchMV" }, "outputs": [ { "data": { "text/plain": [ "0 4.7\n", "1 4.6\n", "2 4.7\n", "3 4.7\n", "4 4.8\n", " ... \n", "545 4.9\n", "546 4.7\n", "547 4.7\n", "548 4.7\n", "549 4.7\n", "Name: user_rating, Length: 550, dtype: float64" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# [21]:\n", "# Access all the rows : , and the 'User Rating' column with .iloc method\n", "books.iloc[:, 2]" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "id": "Eev18wt4chMW" }, "outputs": [ { "data": { "text/plain": [ "0 4.7\n", "1 4.6\n", "2 4.7\n", "3 4.7\n", "4 4.8\n", " ... \n", "545 4.9\n", "546 4.7\n", "547 4.7\n", "548 4.7\n", "549 4.7\n", "Name: user_rating, Length: 550, dtype: float64" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# [22]:\n", "# or more simply, DataFrame.ColumnName\n", "books.user_rating\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "id": "Vh9tCjPfchMW" }, "outputs": [ { "data": { "text/plain": [ "user_rating\n", "3.3 1\n", "3.6 1\n", "3.8 2\n", "3.9 3\n", "4.0 14\n", "4.1 6\n", "4.2 8\n", "4.3 25\n", "4.4 38\n", "4.5 60\n", "4.6 105\n", "4.7 108\n", "4.8 127\n", "4.9 52\n", "Name: user_rating, dtype: int64" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# [23]:\n", "# Can we get a count of books per rating?\n", "books.user_rating.groupby(books.user_rating).count()" ] }, { "cell_type": "markdown", "metadata": { "_kg_hide-input": true, "execution": { "iopub.execute_input": "2021-01-28T05:37:48.375981Z", "iopub.status.busy": "2021-01-28T05:37:48.375335Z", "iopub.status.idle": "2021-01-28T05:37:48.407629Z", "shell.execute_reply": "2021-01-28T05:37:48.407043Z" }, "id": "E37P4-nIchMW", "papermill": { "duration": 0.059821, "end_time": "2021-01-28T05:37:48.407737", "exception": false, "start_time": "2021-01-28T05:37:48.347916", "status": "completed" }, "tags": [] }, "source": [ "#### Group By: split-apply-combine\n", "Pandas vectorizing methods and grouping operations are features that provide users much flexibility to analyse their data." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "id": "Ui0_EbTjchMW" }, "outputs": [ { "data": { "text/plain": [ "user_rating\n", "3.3 9372\n", "3.6 14982\n", "3.8 94530\n", "3.9 73998\n", "4.0 243266\n", "4.1 194305\n", "4.2 34268\n", "4.3 209072\n", "4.4 267481\n", "4.5 553867\n", "4.6 972304\n", "4.7 1475380\n", "4.8 1757694\n", "4.9 673786\n", "Name: reviews, dtype: int64" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# [24]:\n", "# Number of reviews for each user rating level\n", "books.reviews.groupby(books.user_rating).sum()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "id": "c_c_fcRfchMW" }, "outputs": [], "source": [ "# [25]:\n", "#Let's visualize it!\n", "nreviews = books.reviews.groupby(books.user_rating).sum()\n", "# print(nreviews.columns)\n", "# We have an error if we ask for columns of nreviews!\n", "# Why? It is a 1-d \"Series\" array, not a dataframe" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "id": "wb0yk6UCchMW" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['reviews'], dtype='object')\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " user_rating reviews\n", "0 3.3 9372\n", "1 3.6 14982\n", "2 3.8 94530\n", "3 3.9 73998\n", "4 4.0 243266" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# [27]:\n", "# Treat user_rating as a column, not the index.name of rows\n", "#df.index.name = 'newhead'\n", "nreviews.index.name = 'user_rating'\n", "\n", "#df.reset_index(inplace=True)\n", "nreviews.reset_index(inplace=True)\n", "\n", "print(nreviews.columns)\n", "nreviews.head()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "id": "K6Bx8g3WchMX" }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'User Rating')" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# [28]:\n", "# Finally - a plot with Seaborn!\n", "p = sns.barplot(x=nreviews.user_rating , y= nreviews.reviews)\n", "p.set_ylabel(\"Reviews\")\n", "p.set_xlabel(\"User Rating\")" ] }, { "cell_type": "markdown", "metadata": { "id": "xWJhOraPchMX" }, "source": [ "#### Use comparisons to select data based on value" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "id": "oXY7_JYLchMX" }, "outputs": [], "source": [ "# [29]:\n", "# Let's get all the books with an above average user rating\n", "books_hirated = books[books.user_rating > books.user_rating.mean()]\n", "#print(books_hirated)" ] }, { "cell_type": "markdown", "metadata": { "id": "Yg7q7rRJchMX" }, "source": [ "
\n", "
  • Use DataFrame.iloc[..., ...] to select values by integer location.
  • \n", "\n", "
  • Use : on its own to mean all columns or all rows.
  • \n", "\n", "
  • Select multiple columns or rows using DataFrame.loc and a named slice.
  • \n", "\n", "
  • Result of slicing can be used in further operations.
  • \n", "\n", "
  • Use comparisons to select data based on value.
" ] }, { "cell_type": "markdown", "metadata": { "id": "OmOpkazkchMY" }, "source": [ "*** \n", "\n", "### 5. Post-Session 1 Challenge \n", "\n", "How much would it cost us to buy all the best books (`user_rating == 4.9`)? where `==` means \"is equal to\"" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "id": "BSeypAw0chMY" }, "outputs": [ { "data": { "text/html": [ "
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nameauthoruser_ratingreviewspriceyeargenre
40Brown Bear, Brown Bear, What Do You See?Bill Martin Jr.4.91434452017Fiction
41Brown Bear, Brown Bear, What Do You See?Bill Martin Jr.4.91434452019Fiction
81Dog Man and Cat Kid: From the Creator of Capta...Dav Pilkey4.9506262018Fiction
82Dog Man: A Tale of Two Kitties: From the Creat...Dav Pilkey4.9478682017Fiction
83Dog Man: Brawl of the Wild: From the Creator o...Dav Pilkey4.9723542018Fiction
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" ], "text/plain": [ " name author \\\n", "40 Brown Bear, Brown Bear, What Do You See? Bill Martin Jr. \n", "41 Brown Bear, Brown Bear, What Do You See? Bill Martin Jr. \n", "81 Dog Man and Cat Kid: From the Creator of Capta... Dav Pilkey \n", "82 Dog Man: A Tale of Two Kitties: From the Creat... Dav Pilkey \n", "83 Dog Man: Brawl of the Wild: From the Creator o... Dav Pilkey \n", "\n", " user_rating reviews price year genre \n", "40 4.9 14344 5 2017 Fiction \n", "41 4.9 14344 5 2019 Fiction \n", "81 4.9 5062 6 2018 Fiction \n", "82 4.9 4786 8 2017 Fiction \n", "83 4.9 7235 4 2018 Fiction " ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# [30]:\n", "# Try here! Make an object that is a data subset of the best books\n", "best_books = books[books.user_rating == 4.9]\n", "#print(best_books)\n", "best_books.head()" ] }, { "cell_type": "markdown", "metadata": { "id": "l63yozq3chMY" }, "source": [ "- Write a loop to add up the cost of all the best books" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "id": "ZF8EYI3QchMY" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "535\n" ] } ], "source": [ "# [31]:\n", "# Try here! \n", "# General format of a loop\n", "# for number in [2, 3, 5]:\n", "# print(number*5)\n", " \n", "# Initialize a sum variable, then add to it in a loop on the best book prices\n", "total_price = 0\n", "# Set up your loop:\n", "prices = best_books.price\n", "for cost in prices:\n", " total_price = total_price + cost\n", " # or, a shorter way:\n", " #total_price += cost\n", "print(total_price)\n" ] }, { "cell_type": "markdown", "metadata": { "id": "pqDkBAxFchMY" }, "source": [ "- What is a way you can solve this without loops?" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "id": "tqeRYjMHchMY" }, "outputs": [ { "data": { "text/plain": [ "535" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# [32]:\n", "# Try here!\n", "best_books.price.sum()" ] }, { "cell_type": "markdown", "metadata": { "id": "5meLyvD9chMY" }, "source": [ "- Use `sns.lmplot` to see what `price` versus `user_rating` looks like for the `books` dataset. [Seaborn Example](https://seaborn.pydata.org/examples/anscombes_quartet.html)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "id": "KW7n6xYEchMZ" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# [33]:\n", "# Try here!\n", "p = sns.lmplot(x = \"user_rating\" , y = \"price\", data = books)\n", "#hue=\"genre\", col=\"year\", col_wrap=3)\n", "p.savefig(\"price_v_userrating.png\")" ] }, { "cell_type": "markdown", "metadata": { "id": "acHAmbhdchMZ", "papermill": { "duration": 0.02355, "end_time": "2021-01-28T05:37:50.059663", "exception": false, "start_time": "2021-01-28T05:37:50.036113", "status": "completed" }, "tags": [] }, "source": [ "***\n", "# Session 2 \n", "\n", "We will \n", "- Review our challenge from last time\n", "- use conditional if-elif-else statements to explore data based on value\n", "- practice Data Visualizations\n", "\n", "![](https://github.com/DeisData/seaborn/blob/main/ses2diagram.png?raw=true)\n", "\n", "We would like to divide the **\"Popularity\"** of books into four stages.\n", "\n", "| Popularity Level | Ratings |\n", "| --- | --- |\n", "| Extremely Popular |  4.8 or 4.9|\n", "| Very Popular | 4.5 ~ 4.7|\n", "| Fairly Popular | 4.0 ~ 4.4|\n", "| Popular | 3.3 ~ 3.9|" ] }, { "cell_type": "markdown", "metadata": { "_kg_hide-input": true, "execution": { "iopub.execute_input": "2021-01-28T05:37:50.114038Z", "iopub.status.busy": "2021-01-28T05:37:50.113398Z", "iopub.status.idle": "2021-01-28T05:37:50.116972Z", "shell.execute_reply": "2021-01-28T05:37:50.116342Z" }, "id": "joKyOuLqchMZ", "papermill": { "duration": 0.033661, "end_time": "2021-01-28T05:37:50.117086", "exception": false, "start_time": "2021-01-28T05:37:50.083425", "status": "completed" }, "tags": [] }, "source": [ "***\n", "\n", "## *Syntax Sandbox - Conditionals* \n", "Conditionals are ways we can use values to decide what to do next in our analysis" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# [34]:\n", "# Making choices with conditional statements\n", "num = 37\n", "num > 100" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have operators for comparisons\n", "- `>` greater than\n", "- `<` less than\n", "- `==` is equal to\n", "- `!=` is not equal\n", "- `>=` is greater than or equal to\n", "- `<=` is less than equal to " ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "is not greater\n", "done\n" ] } ], "source": [ "# [35]:\n", "# if statement (conditional statement)\n", "num = 37\n", "if num > 100:\n", " print('greater')\n", "else: \n", " print('is not greater')\n", "print('done')" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-1 is negative\n" ] } ], "source": [ "# [36]:\n", "# we can chain tests together using elif (else if)\n", "\n", "num = -1\n", "if num > 10:\n", " print(num, 'is positive and greater than ten')\n", "elif num > 0:\n", " print(num, 'is positive and less than or equal to ten')\n", "elif num == 0:\n", " print(num, 'is zero')\n", "else:\n", " print(num, 'is negative')" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "both parts are true\n" ] } ], "source": [ "# [37]:\n", "\n", "# Test multiple conditions in tests using \"and\" or \"or\"\n", "x = 3\n", "y = 5\n", "if (x > 0 ) and (y >= 0):\n", " print('both parts are true')\n", "else:\n", " print('at least one part false')\n" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "at least one of these is true\n" ] } ], "source": [ "# [38]:\n", "\n", "x = -3\n", "y = -5\n", "if (x < 0) or (y >= 0):\n", " print('at least one of these is true')" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "D\n" ] } ], "source": [ "# [39]:\n", "\n", "# Be aware of logic!\n", "# What is the output of this code?\n", "score = 77\n", "if score > 60:\n", " grade = 'D'\n", "elif score > 70:\n", " grade = 'C'\n", "elif score > 80:\n", " grade = 'B'\n", "else:\n", " grade = 'A'\n", "\n", "print(grade)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1. Use conditionals to group the data \n", "We would like to use conditionals to divide the **\"Popularity\"** of books into four stages.\n", "\n", "| Popularity Level | Ratings |\n", "| --- | --- |\n", "| Extremely Popular |  4.8 or 4.9|\n", "| Very Popular | 4.5 ~ 4.7|\n", "| Fairly Popular | 4.0 ~ 4.4|\n", "| Popular | 3.3 ~ 3.9|" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "# [40]:\n", "popularity = [0,0,0,0]\n", "for i in books.user_rating:\n", " if i >= 4.8:\n", " popularity[0] += 1\n", " elif i >= 4.5:\n", " popularity[1] += 1\n", " elif i >= 4.0:\n", " popularity[2] += 1\n", " else:\n", " popularity[3] += 1" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[179, 273, 91, 7]\n" ] } ], "source": [ "# [41]:\n", "print(popularity)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " x y\n", "0 Extremely Popular(4.8, 4.9) 179\n", "1 Very Popular(4.4 - 4.7) 273\n", "2 Fairly Popular(4.0 - 4.3) 91\n", "3 Popular (- 3.9) 7\n" ] } ], "source": [ "# [42]:\n", "poplevels = ['Extremely Popular(4.8, 4.9)','Very Popular(4.4 - 4.7)','Fairly Popular(4.0 - 4.3)','Popular (- 3.9)']\n", "\n", "# How do we make this into a dataframe so we can visualize it?\n", "# Use pandas! \n", "recats = pd.DataFrame(\n", " {\"x\" : poplevels, \n", " \"y\": popularity\n", " })\n", "print(recats)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2. Visualize Relationships with Seaborn \n", "\n", "#### On Seaborn’s official website, they state:\n", "\n", "If matplotlib “tries to make easy things easy and hard things possible”, \n", "seaborn makes a well-defined set of hard things easy too, including:\n", "\n", "- Using default themes that are aesthetically pleasing.\n", "- Setting custom color palettes.\n", "- Making attractive statistical plots.\n", "- Easily and flexibly displaying distributions.\n", "- Visualizing information from matrices and DataFrames.\n", "\n", "Here, Seaborn is our tool of choice for Exploratory Analysis. \n", "\n", "Statistical analysis is a process of understanding how variables in a dataset relate to each other and how those relationships depend on other variables. Visualization can be a core component of this process because, when data are visualized properly, the human eye can see trends and patterns that indicate a relationship.\n", "\n", "#### Overview of seaborn plotting functions\n", "\n", "Most of your interactions with seaborn will happen through a set of plotting functions.\n", "\"import" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# [43]:\n", "# Let's visualize the popularity category counts with a barplot!\n", "fig = sns.catplot(kind=\"bar\", data=recats, x=poplevels, y=popularity)\n", "\n", "# We can use tools from matplotlib to make it look nicer\n", "fig.set_xticklabels(rotation=30)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data Exploration: Does the name đź“– of books affect User Rating?\n", "* The name of books is very important, because readers get a first impression from it.\n", "* Of course, the book which has short title is not always popular, and vice versa.\n", "* However, the short title has the advantage of being simple and easy to understand, and the long title has that of giving readers an accurate understanding of what the book is like.\n", "* Then, we try to find out the relationships between the length of name and rating.\n", "\n" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "# [44]:\n", "# for loop for finding the name lengths\n", "name_len = []\n", "for i in books.name:\n", " name_len.append(len(i))\n", "#print(name_len)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We want to put this with our data as a new column so we can make comparisons!\n", "\n", "**Search**: *how to append new column to a dataframe python pandas*:\n", "[Top result](https://www.geeksforgeeks.org/adding-new-column-to-existing-dataframe-in-pandas/)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "# [45]:\n", "# Using 'name_length' as the column name\n", "# and equating it to the list\n", "books['name_length'] = name_len\n", " \n", "# Observe the result\n", "#print(books)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Q: Does the name of books affect User Rating?\n", "\n", "How should we compare two quantitative variables to see if there is correlation?\n", "\n", "Let's look at the [seaborn gallery](https://seaborn.pydata.org/examples/)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# [46]:\n", "sns.scatterplot(x=\"name_length\", y=\"user_rating\",\n", " #hue=\"genre\", \n", " data=books)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Can we look at all the quantitative data at once?\n", "`pairplot()` combines joint and marginal views — but rather than focusing on a single relationship, it visualizes every pairwise combination of variables simultaneously:" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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kT2yiH0FnwWhzzpgfn+gHlYDRObNH/rR/GDJRtO5DWIdEfBAdA2sNmGZ+P2NjXWj0FnSH+J6vEye+XCbCBFJgNJnQa9QEYykEAcyJYVRqM1J8gqyxBLWlHFU6CqEROYKI1iRvH1BNymkqKo8H9FZ5VVmtB90xiqaQCAIqhqMS8ayK5jJLPs/fBxoTWN1yfyKKkI7I1nTpNEhpsJTJq80AsQBkYmCrmulOr46YX76u1nDkssceRck+TlG8iyvMSv6zY5jTm10Ik7OibqueepeZFzs8XLSw4g2u3XGIzohWZ2S6Basr98k++X/a7zq9I7FXz3hJVfm8/H4Tu+JNXOEIGA4a5JucqKeZcmsA7JUAaE0OSgAoHpTbTTpkH+QA8mDKciQn3nqz/PcaolYJlCjexBVeBXbj4eXFYHMdNl9jrwD7oftDjcEChsOHVTKV1h0233iEfG3JERQYi1P+O1wdypWQSK8LBiuO6V37VHtlbABAsLnzfbreAtMnTqZvuzHY85+NjmNcR/naVTPpstM9euf6k8Pc3+Q4fP6rwVRybK6j8KZCmW5XmHVIksSa9nFOqits1JbVOnh2//gbVCsFBQUFBQUFBQUFBYUjo6xkK8w6ujwRdBoVZbbCqcyFVTb+uKbrEGcpFJFOkBptY0KyURbvRpWOytulYl6Stgb2ZmvJZjMs0o1iTAfk1evgMJhLCVjnEpBM7B+PIUkSc8ssNIm9MLEf9HYEVwsEB8BeizTRDukYuOawIdXKYmsIS+gAhIbAWklvyWl0+DKMBOKU2/S0OLW0VruPUPlXiK8HRnbJ+65czVC9EgyHMBmeRvtomL1DQRIZkbnlFlY0HH6l5ZgSGobRXZCMyA5myha8ZibMswWx9yWEiXZQaZHc8xiS3LSNx0llJeaUmWhN7pUd7AX75e0JJY1krHUQGiAbHkVlciKKEJfU9GtbEE1ONIA7PYDB146g1hJzzCEg2OmPqjjH6UXn2QvJMFLFUoTICELEIzu+qV5x5NWXiU4Y2yObt1csPrTDnHhADucSHpGd7ZQvypvDK5ywRIf2ofe1I8QmkBwNxEsXYp22XzrhHWKfJ06fL0GZRcvCUi2OqryzMymZpH1wmA5PDJNWzYIyPVW1hTLW2TdAhydKNivRUmZhfmOhuXZ8cA86336IBxBdzaRKl2B25Fe+vaP9qPzdqIIDiNYqRGcLrsr8SmAi5Ec9vguV7wDobaRd8zHULC64R6hvB4KnAwSQ3POw1S0pyBcHt8vvdSoCrhak6pNQTbNYiQ+3YfB3QGQU7LVEHa1YKvKro6HAKEbPPlS+biRjCSnnPEw1hQ7bFA5Px1iYmnQfxuABiIzL7ZDRhSRAZ8LB/oCKs91hbIH9cnjOctmvTSIRJ5MFnZBGE/cCEurSFvAPgM5AWF/BtogLf1JkcakKtxDA5N2HSmdC0OiRVBrETALUeoTgIJKtEpXeihAZgXiQrL2efuM8LFoJp3c7gsmFKuZBjE6QcTSyi2aMGhU16QG61Q1ojSaiKZHO8Sh6jYqWMguSBPMrrRh1sqriiybZMRBgOJCg3CZbN7a4LbSNhugcj2A1aFhYZSedFdkzFGQ8nKTOacJmUNM2EqHUoqfUqmPQHwdJwmXR4wkncVn0LKi0UWrVF/2+yVSGbQMBQvE0sXSWTFZiXqWN+RXWnA8FBYVDoSjZCrOOLb1+5s7gNKjWacIfSzEeTlBmfUP2xRxXiPseps96Ms2eZ1DtuU/2SLv9DgAMQP35v0CIjGHafzcsvQZe/HnuXNuyG/h57Fru3BUCwG7Uctd5MRY++yW5QN1pcMG34eFPIHgm46Jq9Jz6rtuhfQfCiz8EwHfxH3hgwMvvn8/HQX7fafXcKKSpqfof90kFBuDJr0P7o/m0y34tO2g7DLuHAnzm7h30TMhhpIxaNTe/ZwVnzjlGiv/hCAzAfR+Aoc3ysVoLNzwIjWe99vd+g5A6n0d133tyIV96zv0jH9wUptcnh3sx6dTsuLEK3bqfFTxLzaW/RBjahnaHLLMsux6DrxudsYo7nZ/itPl1VNz3tsk9fGCx1RC5+DbOtqnQPfoFhKGtcOYXEXrXyU5xpnjrz2THOIdiZBfcdjnEJ0PbWSvhPf+WPZVPJxmVY6+u/20+7eIfwqqPglrpWk9UIsPtmNf9CKHtP7k081t/Dq4bAVmBfnBvgK891pvLf/dyF185R421XFZyt/QMc8Md+3Nh3haUGfnLlRK19bIivr9ngA/cvZ+RkBxRw2bQcNsNEstaZNPt+OAeDM98DaH3BQDUggrVFX8Gh+ytOxycQL/3Xixrv5+v96qbCGg+isMtt7vagRdRP/BBOXIEoKo5mcTFv8BQKzsFDHe/jO3+a/Mh+MxuwlfejbXpZACyA1tQPfYFhJEdcr5aC1f+DRZcDkB0rAfT1psRtv4t/zud81Vi1o9iMstWapaeZ1H955O5EEzq5vOJnfd9TNWzzsHprGR7vx9LdABj+18QptpJgPO/BSojvekFzLVrsT3yWYSJA3Lee/9LZss/EMuWYM2GYM8D4O+V83QWuPYuuO1yTOd/h5vbVnJGg5XVljjWpz+JYHJC6VxwNiK0PwGtF6J6/gdgKYfzvgF77pOvh6xc1F/4fXZUXkuZrwv23g9t/0ENqIHlb/kZN7Yt46aVVlqH72Nr9bv5+B3biE+G8GpwmfjplUt4YNsQ16+qI5RI893/7uOhHflY15+/cA7Lah188B+byYiyDH3jrfPYNxrmwW1DuXJfecs8nts/it2kR6MS2Njt5cYzm7jpXztz0b/esqic71+xmFJLoaL9VNs4L3Z46J6IsrVP7hPUKoG/vncF581TtskpHB5lGkZh1rG9P0CDq3j/pEoQaC2zsHMg+AbU6jjD34/U+RzO9CiqNT+E5vNzCvYUpVkPrpd/DouuhA1/LMhT77iDt1bkf+dgPM09Q6VQOrkKMdEhr8ZOKdggx6Bc9wuEhtNySfvdF/PnFwqtD27b0EdXWDNznM1Xw8jOQgUb4Jlvw9i+w562ucefU7AB4uksf3mhi0j82MVOPiTD2/IKNshxOJ/6BsRPTJnORPyw5db8s9aZ2RCrzSnYALFUFm2wt+hZCs9+F056Tz5hx13QdC7m9gdZqhuk05vMKdgA6tAgZaNr0If6ZAUbZHmdrmADPPtdGNl96Epvuy2vYIO8St32SHG5ifZCBRvgmf8Db2dxWYUTBkPgQIGCDaB67nsk+7cB0DcyzPeeHijIv3O7lw6vrDBHvSP89LmBgjjq+8bjbB3OvxMvHPDlFGyAUCLDXZtHSKfkNK1vf07BBkASUT/7bRLDctuX8vZjeelHBXWwbP4NYkCuV2LsAKrnvpNTsAGEwc1oJ/Jtp3rvg4Ux7qMeVO3590Dlacsr2CC3ZWt+SGa8HQBT8ECBgg0grP05hvE9ACQH96B65v8KYhwLXc+i87WjcGSSmSx/eL6TFmGwUMEGeOGnCFWLWRZ5kcZMV17BXv0paH+M2PyrMG/6tfzMphRskC0SNv8Vzvkq6hd+xA9WS8wtN+P0bUfwdsrhD7uflx2QNZ2F6sWfyectvkq2JptUsKdQr/kBlfEOsu45cNA7o3n+e3x5WZq1YzoS9efy1xe7cwo2QK83xo7BAHdu6qXXG6V9NFygYAPcsrabnYOBnIIN4LYaChRsgF8/28ENqxtYXG3n8T2jvG1pFbeu6ykIr/3EnjH2j4QKzuvzRvnRY23UOk05BRtkJ5ffengv3sirjLut8KZDUbIVZh17hoM0ls7spKjBZWbnQOD1rdDxSDpC0lqHNhuTFYZpg6kcYhYkUV6BSMeKsk1ipOB4n19FxlIjH7haITxWdI4Q6ANd3soglEgXdIAgj6kCsbTsHfR/YboiNEUicETlfTgQL0rr88cIJV8HJTvqLU7z9ciDmxMQIR1G8HfnEwwO+iIzOEpNzDDJkAjIXu6nI8rPyJwNEU4Uy7TO3wmqaavIM8lCMiyHd5mJbFaePDqY8bZXVuds+tDXVjgxiPuK0xJBhLT8DkeSmQJlYYpgTJbdeDJNrz9VlD8ezrc/nd7iNmq/N00iKb8PQiJQXIfwCKrJdlyKB+X2fTqShDQps6pMHCHQP+P3mELvK56s1HmnvQfx4joIgX5U6cm6z9Q+Z9O5ewiZmKyYHXyNxAznKRSRSGXp8kTldvJgMglIRbCFDqDO5CeUqT8NvJ1ImbS8aj3D789EBzibIZPAJEUAFerwiJyXTcmr1sFBQJCPQfY+PsMYgnQcbTYyo6yQDGFXJ+nzJwnoyhnwF8v8aDDB/Eob0WRGHjMcRCiRIXvQ+CKSLO4XEmmRrCiRzsoTW3ajFm+0+B30H3SPSDLDSChBKisWlR0OxImmit9zBYXpzAolWxAEtSAI2wVBKFouEAThS4Ig7Jj82yMIQlYQBOdkXq8gCLsn82ZhvASFV0tWlOjyRKh1zhwOot5lZs/wibnqd0yxVmP07iOkLYeak+XO0HiQd0xJkjvMQJ+8N3g6WiN9UqEp1NVNaTQjk6/Z4EaoLNyfByDNvxz68yu1tTYNlfZC036HSUud03BIr+WvmNLWXFinHNUroKThsKedVF/sJfTSRZVUOUz/W31eCQebHAMsuUZ+Dicg6pI6pPlvzyeEhznNnSgu6Gya+VmqpqUZ7JDNgFrLoKqaBlfx84o2XIiknuax2VQqh3eZzuH2WKvVckzVg5k0gS2gpKHQyy7I+yEd9cVlFU4YJGcrqAu9gkuVy3ITkFV2A3PLCmXTqFVT75L7NKfLzVWLHEXXXVSZn1g+b06xj4irFtqxWuVtVKKzWfYXML0OTeeTscqm4Cp7jbzNoaASJWCX93WLlnKkeW8rzBcEJGfey3ds7pVFdUjMmfYuu1qK8qV5byNrldt1qaRxxvdDtMvvR9pSidRwRmG+So3oLL6uQjF2k453rahBdDTKCvN0XM1gLqW/4kIS5mn97JNfhzlvQZOJIao0Mz5DFl8NW/6G5GpmT7wUtUoiWT4Z+zybln2t1KyEqOyPAABPOxidRSE8JVcrE9oqBFt1UTssVS5jg8/K6Q0WWrvv5JJFxV7yl9U62DUYpMphpNFtRnfQHujF1TbMB4W/s5u0GA8K89rsthCMp9GoBHRqFbsHg6xqLHzH1CqBZndh/WtLDJw7twyjVl0U/vvSxZWU24r3cCsoTGdWKNnAZ4EZlgpAkqSfSZK0TJKkZcBXgRckSZo+lXzuZP7K16GeCq8x/b4YDqMWk27mPY31LhNtI8pK0REx2hHO+wapRJjked9B8nTA2f8PaVKZzlatZLv1LLaf8SeyE12yWW7tKQBIrmYyV91OUFeOSadGr1Hx6bPrOMdwQF5xtVbC2/8oxxx+y4/l0B4qNdKSa8guugqpfAFS5TIAFqy7iZ9dtYRFVfLgcE65hV9fs4zl1v/RVBxkJ2dX/T2v1DScCZf8FKyHV1hPbnDyjUvnYzdq0agE3rWihncs/x8V/ldK1TK48lYwu+VB8tLr4NRPntB7eKWW85BWflBWTHRWTrIF+d6lrdgMGrRqgQ+eUkkwFod33jrtWZ6BdNH3EdfIJq+Sex6c81WkrmfpvfgfCGXzqDVniK76jDx401sJn/0duvTzaRPqkd72Wzle6tpfIr3jZiTnpNOputPg0l8ePm7qnLfAWV8GjUEevF7wXVm2DsbZCNf/C9yT+0drToarbz+i/Ckc51QsI3vl35AmJ/Ok+tPJXvwTTOWyjDkravn1O5o5pV52wNhcauTv182luVGe2FHpjVy/3Mm1y1yTYd+0/PzyRpZW5AfsS6tMfO2CWix6DXqNio+fVsHZLY5cfqp0MeIVN4OtWlaOmy8gc/ZXMDlluXbWtBK64p+kK2TlKFO2iPA778RVJ0/yGezlpE/5JNLcS0EQwFKO+LbfkyjNTwKK1acQPfWLk7GBTURP/ypi5YpcfqZsAdJlv8m1ZdKCy5FWfgitTfZtoapbhfTOW5Dcc+XfqWo50uV/QFMlO1czl9aSOff/kJrOlS9or0F8x19JuIsnbxVm5orl1dw/XoV05a1IU1u5qlfCZb8h07uF3drF/LnbReaiH8mTLKEBKF+IOdpL7OJfkQmOwBmfkydD1FrZn0TZfKRsivSlv+X76yL85LlBxmyLyVz0Q9j7EJz+OaR4QJaLs7+MVL0S9j8CBgfSW36SU9yl2tUk3vobEsYqVGt+BG//kzzxgvzO+M/5IeOSjVXJTYxXnMEF88u4emUNGpWA3ajl62+dj8Oo5bfXLsdl0dNaZuGW962kbnIB5uSGEj56VjOnt5RyxbIqVAK4LXosOg2/v355zhpyeZ2Db1w6j58+uZ/NPV5+ec1SuicinDPHzRktsqPAaoeRW963ssgXkM2o56YLWhn0Rfl/F8+j3KZHEOCSRRV8/sI56DUzx7dXUJhCkCTpyKVeywoIQg3wT+AHwOclSbrsMGXvAp6XJOmvk8e9wEpJkiZe6f1WrlwpbdmiLHrPVp7eN8afX+jiixfNnTFflCQ+/M/NvPz1C7AatDOWeZ2Zwfb16HhNZDMZIRrykZbAmPQhaA2o0xEEvYWRtJmMKFFlSKNOhWVlJRUmq7MTFE1IRifJyARIEuVWI0I2gSo2hkptAK0F1IKsaAzvQMymCZnr6YtqqbAZcCQG0Kb8qAwOcM+l2xPGH0th16tocRnkDvpY4euRTc/ttWB+5V7CO8fCpLIijW4zRu3rrOSGRmSTPltV8UrrsWFWyWUmFkDl7QSVClVJE2TTDIUSZESRKqOIOhsHCZCykImBwQXZJCk0SJkECbUNjZgiJJkICVaMRhU2jYZQLIk17UGlVpHWlSDoTMTTIlUOI4JnH6QTSCVNaNJh2WTRVgWWV+DgThRlk0hBAHsNRcsY04n5ZNNYUykY7YcupzDFrJLNoyU+sh91OkrGVI6ptKYoPzIxzEQshU2nwllRHGs6HfEz7AuhV0NF9czWDz0DQ4iSRLW7FIOx2NlnYngfqkycjKUyp2BPxz82CMkgkt6Gs7y2KD/mH0YTHkHSGNBXFXv1TsWjJL19SJKEsawFrb64rRKHdkI2hWirRuMorkNqtB1NKkja4ERfVrxyGvEOoYuOImpNGCpnsPR5/Tgu5TKdFRkLxqlM9SOkQ6CzQzoKtkaymRjDST1mdYbS9CiiJJHVmBD1DvTRIeIaK1lRQicl0akEecI86pG33IhZPOY5xFIZytUR4ugxxgbRShnU5hKkdIJkJoukkccUoqBBMNjQJgOI2Qx+bRkpbQl6rZpS0QMSpLMZpHgAv6YMb9ZIrTaEYLDgzRgxaNXoNQI9nhgajUCFRYdRr8Vy0DjPG0kyHkpi0qmpKjGiVatIZrKMBhMYtGrKJ6PSDPqiBOIZKmx6tGoVI8EEOrUKh1mLL5IiK0mUWQ2E4mlMeg3uGTyLTxGKJxnyJ1CrBPRaNeU2PYbXd8xwzGRT4fVlNijZ9wM/AqzAFw+lZAuCYAIGgZaplWxBEHoAP/Lw7C+SJN18pPspSvbs5s8vdLFrMMh7Vh/a5PJbD+/hx1cuYcUMZr9vAMdlx6xwwqPIpcJsRZFNhdmIIpcKsxVFyT5OeUPNxQVBuAwYlyRp6yso/jbgpYNMxU+XJOkk4BLgk4IgzBgHRxCEjwiCsEUQhC0ezwyOHhRmDZ3jESpshw/PVeUw0uU5MRxFKbKpMBtR5FJhtqLIpsJsRJFLBQWFg3mjNwKeDlwuCMJbkUP32gRBuEOSpBtmKHstcPf0BEmShif/jwuC8G9gFfDiwSdOrnDfDPIM47H9CgrHkt6JKBcvLHaAMZ0Km4HO8RNDyX6tZXNo3IspPowlNoBKEklZa2mPmZlI6XCYjcRTaTJZiRKriT5fDLtRw1xTBKN3Hxp3M+2ZCvp9MZwmHU6zlkRaZMAfp9SiZ57BT2msE5W9ng6pkh5fkmRGpMFlYjwSp9JmorHUzJ7hEGOhJLUlRhaViGg8uyEyBo4Gef9YoEcOCWJygXuu7H12okN2euWeK5uwHYmBzeDvAYNjMo6n4nzqf+GYy2V4NPdMI/YWBqJaIuksZp2adCxMiVFFd0SDP5am1mGiRJcimVVj1WUxRIYwJsaJ61yM6uoZDKWxGbXUGlNIGjP7J5Jo1CrmVlipMaRkJzyZBL2WJfT60/hjKeqdRk5S94HBKu8ZnMn8OzAAvi7ZU657brHTpkOQyYp0eaKMhuJU2Iw0uc1o1a/T/PW03/UVvyvHObOhP49NDKANdEHUg+SoR+1ehNqUd3YWi0cYHvUwFIhTajFQWWLCWVrYr4UG2xB9PQg6E5KjHkdFoTO+4Eg3+HuQshlUrkZsVXMK8kcmfHR5kzn5XlJfVljHcIBBj5+RYJwym4HaUgcWe6F8+Pv3Ifh7wGAn5WiirLzQ3HvfsJ9er+yosKnUyLxKR0H+gbEAA/4koXiGhlITy2oLrctGA1G6PHHGwgmqHEbmllkoOSgO8ZZeHwP+GCUmHY0uI/Wl1pl+8lnPbJDLKRLREOnR/eiTE4g6KyF9BX0RFZIIWoMJTyxLvRU02RhDMQ1uQ5YGYRSNSoUU96GylKFGgkAfSfdCIknQpXwYSCJk00iOeqLRMNl4AKGkEX0mjEZMokv5EYCMsZR96Qow2BHFLJFEmlMMA6iC/WTN5Ywb5zAUV2PWa7AbtfT7YpSYtIyGkqSzInPKrTS5LURiSXaPhEmmRdKiiFYAq1FLJJklkc5S7TAwFk4RTmSodxrJpjOYzQaa3RZ0msk2OJsG7wF5i5atUo6MotbS7YnQMRZGq1Yxv9KKKMnjT6tBQ4lJx2goSUYUSaSz1DnNlFv1dHujhOJp6p0m6mYIM6ugcDBvqJItSdJXkZ2ZIQjCOcjm4kUKtiAIduBs4IZpaWZAJUlSePLzRcB3X4dqK7yG9HljuT01h6LSYWCHEsbriLT1jeCOdlKy4w/Q8TgARks5iVP/zIf/G8esU/P5i+agEgS+/FAbnrAc8/GK+Ra+Vr6PzbqT+dy9m3MhMT5wWgPL6mx8/l+7EAT4yJlNvL+lkpFkOb969gBrD8iuEaodRn5x9RI+duc2fnbVEq7/6yZECX5wfilL1c/A2p/Jns21RtmB2sY/weDLsuLzrtvgme+AbzLWcNM58LbfQUnxnsYcnc/AAx/Oh4xZ9m449TNQPu/Q5yi8foy3wT3vlhVYwNh4LoHVv0enN7J1fzen1hj56+Yst2/sA8Cq1/Dra5dhEZLUB3dgfvhDkElgEVRkT/0m/7d/GduG47z7lFpEyc/dL8uxf09ucPCLpWPUPfkB9l+3iX+uHeDuzXKezajhN9cs49yHLoO3/EiO9zqdkV1w51Xy5A/IHnYv+v4RnZhlRYn/7hzmS/fvIiNKaFQCP71qCW9fVo1a9Rpb+I23wT03THtXzoW3/fbw74rC/0x0vAvjrjtRvfTLyXbMRPaKP8PCvOftje2jfPz+AyQzIioBvn5BLVcskXC5ZY/fkZ7N2B68QZ4kAeJzryBwxldw1Mp7kgN9uzE+/WX0g+sByLjmEL78Zqz1siOz3lEPt2wY4Y5Nk/Jt0PDba5dyzjxZkU/EYzzbNsrnH+4mnZXl8odvreetiyQsDtnZU6RzPSUPvlv2KQBEl7yP8VM+R1m1rOxv7vHyzYf2sn9MdlK5oNLGd9++gJUN8vk7B7zcuq6f/+yUYxe7zDp+c+0yzmiVfR6MBqL8Z9coP3miXd73q1bx/SsW8bZFpRiNsk+Op/eN8rl7d+b6mPefVs/1q+qYc5ADKoVXTjTggXW/wLrlT3KCwc7YRX/jGy9ouXhRBX94fjtZUUKrFrjp/DncsamHCrPAHUv3oF3zf3JYT40eLvwe9G8gLZgp7X0aggPQ9SwAkq2GklM+CgeekictnY3w8l/lMoC28WwWL7mGP7Y3c+qiOaxOvIT2vk9CJoFGUFF19lfpdb2Td9/exVsXV3Jmaym/e66TTT2yLNY6jfz6mmXsGw7R74vxco+PnYNyVJn/e9sC/vFSL9+4bD5/XdvLw5Py55yUv/f9aR1fv3QhV62oRaeSYM+D8PAn5DCmKg28/Q9sc1zETffupN8nhx07pdHJu1bU8MX7d/HVS+axvnOCORU2bl3XjSiBXqPiu29fyE+eaMcXTWE3avn7+0+eMVKJgsJ0Zot38QIEQfiYIAgfm5b0DuApSZKmBfyjHFgnCMJO4GXgUUmSnng966lwbEmkswTjaVxm3WHLVdqN9E5ED1vmzU4wlmLC58Pl25pTsAGIjLGk80+c02QlmsqytdfP8/vHcwo2wENtEcYWfIjvPdJWEHPy7+t70U16wZYk+MuL3RzIVrJ3JJJTsAGGAnHu3DTA1986j/u3DvLNS2Vl9121AYQXfyqfDJCOw+NfhrO+JB87m2UvpVNKA0D3GugpMk7J4+2GZ75bGJN1x53g2fvqfjCF1wZRhK3/yCnYAOq+tfQHM/T54ixS9XIgZc8p2ADhZIbvP9qGyWTE/Nin8rGyJZGKDd/l04tlmbxz0wCV9rwDvc29AdYFnaCz0Jmw5RRsgFA8w48e38+Byx6Ahz4OwaF8HVNxeP6HeQUbYPe/YOjIu5h6JiJ85cHduVjwGVHiqw/upmfiNba0yf2u09+V56H3hdf2vgro/d2o1v1iWjsWQ/3El0kM7QZgoL+XL/ynm2RGjq0rSvD9ZwYYmhzQhwNjaF76ZU7BBjC2P4R6WpulHlifU7ABNN4OVLvvI5OU2+l2TzKnYIMcL/h7j7bTO+oFYHB0jC/9t4d0Ni+XX3+8j0GvrKj4xkcwPPetnIINYN71T/TT4mA/t9+TU7AB9o2EeLEj3873TMRzCjaAN5riN88eoGdCPqdrIp5TsAFSWZHv/Hcve0bleMhtI8GiPuYf6/voVvr2/4nsyC7MUwo2QCJI9fpv8NEz6vjj812555HOSvz++U7esbyaTy7KYl7zLVnBBsgk4fkfEj/lM1ifvAlsFTkFG0AIDUL/elh0JQxvg8HNOQUbgJ4XUAV6uaE+gCvWhfbJLxW04+oXfshCoZe3L6vmsd0jjIYSOQUbYMAX5+6XB9jc40UQhJyC3ey2sHMgSJ8vRjSZySnYAL5oil8908Gvrz2Jbz68l25PBLyd8N9Pywo2gJghs++/3LN5IKdgA2zq8eGLpTituYQtfX5WNDi5ZVLBBkhmRH78+P5cFJJgPM23Ht5DMFYca1tBYTqzRsmWJGnNlNMzSZL+LEnSn6fl/UOSpGsPKt8tSdLSyb+FkiT94PWus8KxZdAfp9SqQ3WEFaBym57hQCLXWSgUk8xkUaWjCNHxojzT6GaWl8m/sdOsY/dQcdzxSJqCTmiK6co4gMWk48AMpvs7BvxU2Y3sGAiypEae7VVHR4vKEfWAmJY/l86B0d3FZQ6n7CQCMLarOD08Vpym8PqTjkHPQYqfvQZPKMZoMEFJxosnVDxQ6ZmIEs9IhZMnAJKEPZMf6E8pMlNs86jBXl0kpwAdYxHCmCEyDjFvPiMZhMFNxXX3dR/x601EkkV1SGbEGe9/TEnHZ558Gtr+2t5XAcLDM6SNoorLMuWPpfDH0gXZkgTjYVnJkGIhDCObiy4h+HpynzUjxW2eeeglkklZAR0PF78zXZ4IwUQWAG8kQSJdKJfprMTEZB3UqRCa0W1F11BFRnKftw/4i/K3T7MgGwsVy/juoSCRRGYyv7iPjqayTETl80KJzIx9zPgM11V45Qjh4n5WM9EGUiY3GThFPJ1FEARKRF9+0miKRABV3C8r3pHicQQju0BjPHS/HRpBnw5gSvsLJnMAkCR0sRFsRi3zKq20jxaH9NwxEGBVo4ueaZMuLWVm9o3I45WZ2ti9QyEcRi1ZUWI8nITouDxhMI1A1dls7w8UndsxFmZVg4t9wyFSWbHo5/DH0himxd/eMxwiGM+goHA4Zo2SraAw4ItRbj28qTiAXqPGbtQyHIi/DrU6PjHqNEh6K6K1OP5zuPYc1g3JgzFfNMXqJldRGbtOYk65pSi9ylEYeiucyLCgqti077TmUvaNBDit2cWa/XKnn7HWFu+FtdfK8aIBxvZA7ariL9Nw+ozfEZDDJtWeWpxuLw6po/AGoDPDvIMCRgT6qXKYqXEa8WjKqXIUv/MLKm0YNcgx2aejUuNR5024DdrCLuy0iszk9YuvuazGjlP0ybG4LdP2xxqd0Hxhcd3LjrzdoNxmwKwrjJVq1qkLVthfE3QmmHdpcXr9aa/tfRWQHPVF7ZhU0oBoluWy1Kqn3Fa471itEqh2yHu2VVYn8Ybziq4rlubDVmZqi9u8SONFmG3ynurqGeR7cbUNl1kOd1RuM2LVF+4G1GtUVEzKpWgsIVlX7CdWtOfDfJ06Q79w2rS0akexjK9qdOE0yXWochjRHeSbwGHS5hybukxa5pYX77+uLnmN350THMlevF0kVXkyGUmNXlP4PGxGDemsyLjglk2pp2MpI2sslbd1WWfwk1O3Wg4VNrJz5n7bXkNMV0pQ656xHU9YapmIJNkzFGRJjaPo9NObXazZP05rWX4csnc4xPI6edJ+pjZ2VYOTkUAcvUYl9wHWKtAVjmOcvY9zenOxbC+qsvPs/jFW1JegVauKtvuU2/SE4vnJs9VNTpyWWRFGVmEWoyjZCrOGQX+MUuvhTcWnKLfr6fMWz4IryFgNWtxOJ+MlJ8GK9+cUWbFsEZtrPsDmgSgVNgMnNzpZVuvIDXZUAnx8VQlVm3/Ety5bQJVdHhDpNSq+fPFcxkPx3PE3Lp3P4tROFpabeNeKmty4c0m1natOquHeLcO8bUklf1vfD8Af221Ib/lJPka2pRwu/QW88DP5ODIOcy+BhjPzX2T5e6H+MEp2SR2c9zVwNsnHai2c+UWoWPy//4gK/zuCAEuvg/ozcseZJe+m0qKm1mGkS93MHM04X7hoTm5AXu0w8rW3ziMZixK+7M9gnoxrrTUxdO6v+Pk20KoFPn9BK/5IInerty+tZLUjBJkEc6Uebjq/Fa1aFspap5H/d8k8Gv57PbzzZrBOcxKl0cGZn4fyRZN1VMEZn4Oqk4749RpcZn573XJsRnmAajNq+O11y6l3mY5w5v+IIMDSa1/du6JwTEiXzEG8+Mf5dsxagfjWX+RiPFdV1/PbdzRTapH7MqNWzS8ub6LKJU9GWqwuMqs+TqZ8so0SVMRWfpKMOz+pk61eSXzB1bnjZP3ZZOe9LXc8z23gCxe25t6ZmhIjX79kLjVuWQFpqG/gd1e2YDfKSoBVr+F372yhpkKW+xJXGelzvknWORm3WqUhevpXSZTk41Sf2eLirDn5mPLnzStjdVN+D2qT28iNZzbllJFmt5lPntNMtVNWaua6zfzgHYuwTCr7DpOWH71jcU5Jaim38c23FfcxLW7FodT/grZ6KdFzvyf3hYDkaGDktG/zuzU9fO6CObnJF4dJy+fOn8P9Wwf5/W6B6CW/lSdFQXZCeu43MD31JUKX/FF2TLr02tw4QqpcDmXzYfvtSAuukJ2JVcn+AhAEWHw1GWcrt3bZCJvrSVzyq4J2PHPxz9ieqefJPaN88PQmdGqBK5ZV5cYQy+scXHlSDW9bXk00leHCBfIE1qA/zvwKKyvrS8iIEh89qwnNpPw1lZr55LktfO2hvfz62mU0llrkccFVt8oOUQEMDlSnfpQrV9Swot6Rq+4Vy6vQa1TsHgrTUmZh31CQz57finFy5dpl1vGtyxbwyC7ZiqXeZeKbly3AoleUbIXD84bHyX69UeIXzl5++FgbwXiaK5YVr74ezC1ruzlvfhnvPuUN9yI9q2NrjvtDCJEx7MlhBEEiZaqkP6rBnzVgM+qJJTNAFqvZzFAggdWgpckQRhvoQWMvo1+oYcgfx2bUYNdrSIkSI8EkJWYti3VD6JMBVNYaRiUrnUHZVLbGoWcomKTBZaLBZWbvcJiJSFL2Lluqh+HtEJuQVxQrFsleP4MDYCyR92Unw/IeXpUWXM3yqt2RGNsnexfX26BiCRhfmWfoE5jZJZfxoPxM1VoStgaGYxKhWBarXkM4kaBKH6cnZiIYT1NpN2AigaTSYFJlUSd8mJMTxLQljGsq8cfTmHQ66g1RRIOTjok4WrWKOeVWSnQieLsgmyDkmMvesQTheIbaEgPzsz1gKwP7IdqXqFeWIa0RnC2g1c9cbgb6vTEmIklKLXrqXmsFezrTflecr/BdeeOZXbJ5FKQSURjZA3Efkq0afc2SojKDA32MheI4THpqKivRGwpXn4Oj3UiBQQStAZWrEavDXZAfmhhG8veBmEVwNmBzF1rnRKNR2sYihOJpah0GWqtLi+rQ39eLJ5LAZdHTUN9YlO8b6UEI9CPoreBqxmEvbDd7xgL0BZIIgkB9iZ4Gd2G+JxTngCdKNJmhtsTIvMridndLnw9vOEW5Tc+yumJHUXuHggwF4tiNWhZUWrEaX9lE+2vAcS+XU2TSKWKjHeiSfrIaIwmtg9GEFlEU0eqNeGIS9VYRTSrCSEqPU5ehWvAiqXWoEgEkkwuNmIbIKKK9Ab9oQJPwYlRl0IpJ0rZ64rEI2USItLUOsxhGk4mjFyMIkkjaUMLuVA02k55IMksyk2W5cQxNaJCM0cWEeS4TsQwWg5YSk+xd3KbXMBFNkc6KtJZZKJ9cqd7e5yeWyoIgYdZIoNISS2URJYkKm57xcIpYKkONw0AqmcZmk8cdBfh75Ul8SxmUNAAwFoxzYDyCVq1iboWFrChvkTPrNbjMOkaCcTJZibQoUu0w4bbq6ZmQZb2mxIj7FVhdHkOUONnHKYqSrTBr+NgdW2lxWzi9pXiwcDAPbR/CbtLytbfOP2LZ15gTpmNWOKFQ5FJhtqLIpsJsRJFLhdmKomQfpyjm4gqzhmF/HJfllc1il9n09HoVL6QKCgoKCgoKCgoKCrOLNzROtoLCdIaDcdyWV2aiWWY18Mw+xYP04UimM/R6oyRSWcokD/aMl6SxjP6sCyQRQcwSF1VICJi0KjQqCZNOx1Awjlol0FJqoNQm768bCyXwhJM4zTrZ+Vk8CJ42UKlJm6tQxX0ICR+odahMToY1NfRMRNFrBBbZUhhch9kCIIowthsSIdmUy1F76LIKxycxH3jaEVUaxozNqFQaegIpahw6RkJpNEgs1AxAIkTIUE1SbSYjivgiKcxmE6JKT0YCbySN06wlkc4iSmA1qIkks+jVKkQk4ikRl1mHVg3lNhNmQ2EXNxKM442kcFv0lNtfV3M/hRMMT387UiKAYK3CXVncZgVGupHCo2B0UFK7oCi/1xNkIJBCr1GxoMyIxVxo6u8JROjzRRFFiZoSI1WuQlPsVCJBz5iXaDKN22amtqLQ3BxgcGgQbyRBiVlPXU1xHbvGQwwFEph0GuaWm7EaC/vfMV+Ybn8SAWh26XA7Cp1cxuJJ9o5FSKSz1Dj0NLqLzcXbBjz4omnKbTpaqoqt1DpGQ4wEk1gMalbUO4vyFV4lgRF6YyrGEyqMGhWqbByDFKfWkMKrLsUXSWDRa6jXRzmQcTMaTlNuyDJHGCSlL8GbUtGftCCo1CystCEBA/44Vr2asVCSRCZLgzlNuRBAkwwCEhidpNQmetMlWPQqBgMJkhmRKruBGqcJvUbe25xMZ+gajyAJAhPhFFaDGrNebsPnlFlRCQL9Hj8GIU1W0CBpDFRnBlFFx8iaKhjRVBFOZdGoVGjUKkqMGgb8CeLpLFV2Ay3lVqKJyXFPOksyK9JkSSMkQnhSehwuN+FkVnZsJgiEkmkkUSKazFBm1RFMZlEjUOEwgCQyGEiSyYq0llkptb7y7UMKClMoSrbCrCCZyRKIpXGYXuFKtlXPkOJd/JAM+2PsHwnhi6VYlt5O5UtfZKLuUu623IDWJKBWCzy8Y4g9QyEMWhUfOK2RixeW85sn9vPUvjEE4KoVNbx7VS3xjMRN9+xgNJSg1KLjuRvcWDf9HKHtv6BSo116PTSeBQ/eCCo1W2/Yx0+e2snLvX50ahUfPrORq+d101DXAKqDjGfiAdh1Lzz7XUhFZGcql/1a9lyqcGIwshue+y4ceAqVSoN71cd5yn41ZWXl3Ld1BM/EBN9t2I3m+e9BKoKrdjUvnXozn//3AcbDScqser5/xSL+8kIX580v57m2Mbb2B9BrVHzojEa29wd4udfH25dVkRUlUhmR959WjyeSptxmoKHUjCRJrD0wwRf+tRNPJEm5Tc9vrlnO6hm8zCooHA6fbwJtz3O4n/4SJAKIzmaCl/4Je/MpuTKRzpewPfIJVIFeMJYQufhXSE0XYLXJDia39Pr46RP7c23kh85o4O1Ly5hXJcvjvoFxbn95hH9tHSIrSlw0v5xPn1PH4nrZcdnoxARr9o/zvaf6iaayzC8389O3t7K4KT+ZuWFfDzc91MVYKInboucXb09xanMlWpOszG/u8clxq4flPuDT57Zw0YJyWitkRXpHv5db1vXx6O4RBODypVV84LQ6ltbJdewc8fHo3gn+uKaLZEZkWY2db1y6gJWNsqKcTad5Yt843/rPPrzRFFV2A99/+wLOW5D3NL2hy8s3H95D53gEi17Dly6ey/nz3NQ4FednR8XITtYGy9g6GMSoVfFC+zjru2UZ+8RZdYxFRrl78yCNLiPfuHQB33x4G8PBBE6zju9e2sLFQ3+E1qu49p9tCMA7T6rh9GYX8XSWnokY/1gvx15/5Do3VV23wO77AAkWvhNd07lU6Vzc4WnlV892ksyIrKgv4StvmUudy0w6K7Kt10ep1cC3/rM398y/eNEc+n1R/hlJc9GCMu7ZPMiccgsvdU7w8AUhDE99UY4pbymn5O13cne7mds29JLOSpzR4mJFfQm/ebaTJdV2vnnZAu5+uY85FTb+/EIXgVia2hIjHzmriWA8w3NP72Rbvx+9RsUNq+tZWGXjB4+28bGzm/jZU6PsGAhg0Mr9yuJqO195cHfuGr+6ZhkrG5RJIIVXh2IurjArGAvKq6QHh004FFaDHHoilEgfufCbkH0jYYLJDPh7aHn+ExD3s8n1drI6G2vax1l3YII9QyEAEmmRP73QRc9ElCf3jiFJIErwry2DbB8I8sNH9zEakr04O4xaTN2PyQo2gJiF7bdDdAIMDiInf5o7N4/ycq8cYzWVFfnjmi52B7RyqI+DGdoKj39ZVrABxtvg6W9BxPOa/0YKrxO774MDT8mfxQyajb+jJbGL8WiW3zzbyZcWRdA8+f9yMtBf8zY+fu9+Oc4pMB5O8sX7dnLxokp2DQbYOhnjNJmRZev0llKyosSD24aod5l4tm2cjd0+ujxhdg76EUWJ3okoH7tjK56IfM2xUJKP3bmVgRni9CooHA7J14v1kY9CIgCAyteF5bFP4RkdBMA/1InlkY/JCjZA3I/lPx9GnOgAIBiLctfL/QVt5J9e6KZjPO8pf/tglLs3D+biTD/VNsZT+/OxhvsnInzlkR6iKTkUY9tYlB882cWIR47V3dPfx8fvP5CLZe2JJPnYfQfoG5fjHff7Ivz++U72DOf7gJ891UHXtJjE67v8PLJrJNcfPLRjmE29gVx+hyfJr545kIsTv2MwyM1ruxn1ydfcNejjC/fvwhuVY3oPBxN8+cE9tA3IbXvneJgfPraPznH5vY8kM/zff/bS6VG2gR0VMR9tPoG9o1Ee3z1KjyfC+u68jP36+V6qS+TJi0+e28pX/r2H4aAsc75oii88uJ899TdQ1vMQy2tLECW4f+sggVgaq07DX9d2k85KuC065oY3Iey6V46hLUmw5wGIjGF57huUZwZzMrG1z88/N/ThjcTZOxzEadXz48f3Fzzzb/93H6c1l/KfncP0emOc2VrK317q5XfnaTE8+klZwQaIjrNjKMyt62RFH2Bdp5dBf5ymUjO7hoL8+YUuPnZWI794qp3AZKz6AX+cZ9vGODAeZlu//HskMyK3ruthNJigyW1mU4+PHZMx4BNpkT8830WXJ1pwjc/es4PxUP4dVVB4JShKtsKsYCgQp/QVmooDCIJAuc3AoE9ZzZ6JWCrDSCBBleCVlRd7LS+NaciIEktqHWzo8hadM+Av/i03dHm58aym3PFlCxxoup4uvmHfBmg4k6GGK3nxQLGC3D4Wheh48Xm+3uK0gU0QGjzs91M4TohMQGexvFR4X8Y3Ofg2RfoL8kbUFYSTmYK0UCKDRa9m3YGJomtFk5nc5FzHWIQ6l4kXOiaoLTFRatETjKcZDiZkD7XTCMTSjASV9kPhVRLok5WLaai9HRCe3L4UGYNAoUwjZpAm04YCaV7smKmNDOc+b+jxF+U/3+FhIigrJzNNDm3sCxOMykrAWDCeUxCmiKWyjExafwWiGV7qLH6Xhqb1ATO14+umnTPgL67Diwc8eGLyezYQSJBIF/5OE5EUw0FZ8fdGU+yenOidTr8y8XV0hEcYiKmJpLIsq3Pw7P7i5zsRSWLRa5AAz+Qk5hTJjMhAXI+662muXZAfi63rmiA9zUHyOfPK0HQ/W3z/7ueh+RyqhcL7rj0wQSoDE+Ekkgi7hoJFp05ZJW7u8ROZbPvdmTFITCtrcrHTV2x8u7Hbx9Jah1zXzgniGSmnhE9RXWKa8Z3zRlOc3OBk7Qz9ysH9xVAgzpiiZCu8ShQlW2FWMBJ85U7PpnBb9TN29ApyHGGXRUdQsINKDZFxFjmz6NQq+rwxWsstRee4zMW///xKG4/vHM4dvzyYQKxYVnzD8gUwspPSwE7mTcbcnk5NiRH0xelYyorTShrBUBzqReE4xGCHyuLwRn7bPCyT+6VThsJ9mk5VNBf7dAqtWkCUYF5F4Z5QAKNOnVvxqy0xMRZMsKjaxngoSSCWxKxX47IUW8noNSqcZmWfncKrQ5ipzTKXIk2FDTQ68nF5ZzivxKA6RBuZ35O9oKI4f1GVDdtkeCv3DH1lg8uAcTJub4nFgF5TOLxTqwRck2GHTDphxj7AOa0PWFRVvL964bQQXTNNis8tt2LVy/d1m/W5uMdTGLQqnCa5jha9hmqHsegar9Qvi8JB6B2UmgT0GhX93hiLqoqfb4lJSyyVQa9R5WJATyEIUGaUEMuX8NJQfpJzUZW94DnuHgjOPAaoWApD2wmqHAXJ8yos6DQCNoMWtWpyLHAQrsln3lphycVVj+mcuVjfACSCNNmyRee2llvo88rjwDnlFgwHfS8ATyjB/MrivsNm0NDtiTB3hnfh4PfHZtC84u2MCgpTKEq2wqxgJJigxKQ9csFpuCz6gpl3hTxNbgt2o5Z+oZrh1d+CdJTThV30ewKUWXVctaIGsy7fGZ0zx83cCkvBoKe1zMLpLS7OXVDBlH6yvstLfMG7kOzTYra650PZPAj243rqs3z87EbsxvyzXN3oZHGpIHfCB1O1DBZfnT/WGODiH4Kz4Rj9EgpvKBotrPgAWCtySWLVCnbrl9HgNHJWayn/8ZQjLrkml9+4/1a+c0lTbmAnCPD/3jKPOzf2ctnSSqz6/GrGma2luSgDc8otqFVgN2m5ZFEFlSVG6l1WdBo1zaUWvnnp/IJrfvfti2gsVfZ+Krw6Uo4WIid/Op+g1hK+6FeU1bQAUFK3kMhFP5cnNyeJnPolMiVynOpKp42PndNc1EbOK8/L4mlN9oKBf6XdwJXLK9Hp5EF+ncvKtcvy/gT0GhXfe2sz9ZWyIl9b6uK7b6krkPdvXlBDlUNW3lvK7Xzp4rmYpvUBFy4oo9mdV/QvWlhOnTN/3OAycd78vHO11nIT587NH1v0Gj534ZxcLO0FFWY+e15LLl8lwNcvmcfCKgcAC6vsfP3S+QXKzJUnVdP4esaZP5FwVLPIEqW+xIDDpOXChZUFMnZGcwmeSBJRgr+t6+arb53H9HnHz5zbxMLefxBa/H4e3i2v7Da7zcyZVHxX1ssT3/vHwoxWXYjkzFu4UdIItatIzruCtYH8vmWbUcMnz23FqNMyp8LGRDjJ195a/MyDsRR1ThMr60vo9EQ4tcnFNzepyZz7f+SEWMywslzDqob8BLzTrOOMllK29fsx69R8/qK5/PGZA7xndX2ujFolsLSuhEsWVWAz5vuOU5ucVNgNPNM2ztUn1+WUe4Bz57pxT3N0plYJ/OAdi6l1KrKp8OpQ4mQrzAq++uAu9Bo1Fy+sOHLhSR7ZNYxWreLbly98DWt2RGZtbM0+bxRfOIGYTlCb7cOSGCXgWEh30kEWueL+WBqtRo1Nr8FpVJOSBHomoqhUAk1uE4urS0hlshwYizAcjFNuMzCn3IrB3wFj+0ClIutoRMjEEQK9oNYhOFvZka6mayKGUatibomK5lKjvMIzE+ERGNkFcT+4mqFqRbGDNIVXy+ySy7G9MN6GqNISsM1lmHJ6fHGaSw30+hI0G6M0Z7sh5iNpa2Dc0EQgGmc0nKLEbsdm0BFIZhkLJqhwGPCEk6gFgTKrnrFQEq1GhVGrwhtJ0VBqRkDCaTEUKAmJdJYDY2FGQwmqHEZayyzoNMWrHgqvObNLNo+CkZERdKFu2XdEST3a0hZstvzqcygcRBrvQAr0I1jKSDmacJcXRljY1uejeyKKUaumyWVkfnWh9c7+wQm6JuJkRIkWt5GFtYXew/uGxxj2RwnGU9Q6zbRWlqIz5idJA94JBnwhRoJxyq1Gqp1mSt3lBdd4ucdLrzeKzaCl3mVkfqWjIH/3gI+uiRiCINBcamJRTWEd24b99HrjRJIZGkvNrGwodCQ44Q+wfzzOaChJjcPA/Eordkt+MiGVSrFtIES/L47DpKXBZWLODNYqrxPHvVwCRIY7aE/Y8cay2I0aIuEwJiHJHLvIGCUM+2M4DAKNpjQH0k4G/AkqrRoWqAew69V0SpW0+yQElYqFVXbUgkCXJ0KpRbYcTKSzNDv1LFH3IQT7EZDAXktcVNGWqUJnMNPvjxFLZWlwmWlymnDaZAuKfm+UQDRJNC0y4ItTYtbiMGkZCyaZV2lFpxboGvZiM6iIZQTsWpF59CCEBpGsNYya59AVUpHOSgjI1ozjoSTBRJoGl4mTG130e6N0eSJkRIlYKkuzTUTIJhiPgsPuwBcX0WnllfxgPIVapSIcz1Bh1zMcTKDXqOQIKkiMBJNEkxma3RYWVtnQqN+wcYkSJ/s4RVGyFWYF7/vby6ysL3lV3hs3dXvZPRzk1ved/BrW7IicEB2zwgmHIpcKsxVFNhVmI4pcKsxWFCX7OEVZLlKYFch7sl/dXqxSq55hxVxcQUFBQUFBQUFBQWEWMSviZAuCoAa2AEOSJF12UN45wMNAz2TSg5IkfXcy7y3AbwA1cIskST9+veqscGwZDSZmdLx1OFxmXS4EhcLMjAUT+GJJdGoV1owXrQAewUmlIUMwJRFIq2m1JEjGIwgSWA1a0qkkEV0pFqsNbbBPvpCjTnZCko5D1AsGm3w8+bk3oiKcSFNjU1NitUJ4XA5xk02ByQX2qjf0d1CYHYyF4giCQJnVwIGxENZsELcmjlpjRMxEyWQlkmiI6lwkk2lcqjCCWg9SmkwmS0ZnR2uy4fMH0GrVZNRGUhkJp1lLVgJJkii3TTOZjaWIpbK4rXq0ahUkw3JsdpMTdK9uP/b+0SDpDDS6jFiMbx4HOD0TESRJosk9g+PCNzE9njCRZJYKmx63rdiZk8cfJBSNY9BpqS4rjseeSqWIT/SCWo+9vL4oH8A30oMkiriqm2fM94wNI2Ti6Gxl2KzFzyfiHUYd95I1OLGUVhfnx1P0+mIYtWqay2Z+vu2jIQQ4pBm3Z3wYIR3HVFKFyVT8O3j9frzRDOVWPXZ78TXS8QjJwAgqvRmTU+knXi2SJDEaSqBVqSi1Hn6hIhAIYE6MoNXqyUoC4xkjepWIQ4jSLzopUcWxp72IWiMhbRlCNkVSMBLOCLjMWhzTHEUGYim80RQmrRqzXk04mcVt0aHTqPFHk2hi45j1WlS2CsbDCSQJyifNxqfoGAuRTIvUO43YTNPqngjh83oIqBw4bVYcZh2iKDEWTqBXq3BOW5DpHAuSSIs0OI1YTIXXn8IXSTIRSVJq1Rc6u8ykIOrBJ1lIClrELBj1GrKiSFaEcpsefzRFMitSbjWgeoUhZhUUppgVSjbwWaANONRmnLUzKN9q4A/AhcAgsFkQhP9IkrTvNa2pwjEnnsqSyIhYDa9OHO1GLfF0llgqg0k3W0R59rCx28vvn+ukQpfg/9Xsxr31VyCJqFd9nuf05xDIGLjG3YtuZBD9rrth/hXQ/jjagY04alYhrv4EPPJZ2RnZGTdBzSp44SfQ9Rxc/CPoeALURp5Z/GN+8XQ73Z4o58x1c+OZjaxM7YChbbDlVhAzcNpnYPl7wOI+Qq0VTkS8kSQPbhviD2s6+cTZTdTa1CyKbqBi8w8h7kda8QGE+tPQPf8DdMFBzJf8FHH7HWgGNiFd8hPE7hdQdzxGxjWXyDnf49NPqwklUnztwno8MYFIRuKWtT1kRIlPntPCO5ZX0zYa4rv/3Ue/L8bVK2v4+vIUhue/DQMboeEsuPDbULH4iHXv9YTZ1Ovnt892EoileNfKWt6+rIrldSe2B/yRYJxHdo7wlxe7yIgSHzitgXcsr6bOpTiLe65tjJ8/1UGXJ8JZrW4+enZTwVanvT1D/G5NL891hlhYYeKrFzWyam5dLt83sB/Drjuw7/w7mJxEzvo/pKbzsDrka0yM9qPvfgbn+h9DNkVk5aeIz3sH7kllOxFPkO5Zi/P5b6L29xCb9068qz6Dq25+7h6ZnvWYX/gRwsBGpOoVZM75OpqmM3P52/v93Lmpn0d2DVNpN/L5C+dwVqsL+6Sy0z0e4dE9I/xtXQ8qQeDDZzRyyeIKGkplh2zBSBRV9/O41nwTVXiU6OIbGF9+I2W1c3L32HBgjJ8908mewRCnNJZw03lNrGjKe2ePDOxBvfG3WNofJutsJnrudzHNORdBrfhKeCWMBePcvXmAW9f2YDFo+Mol87hwQXnReMgTTqDz7Ma2/35UJbUMJAz83TOPu3dHKLPq+M4ZRs6y7UHY+HsY2YWq8SzMp3+e+0fL+eVzu0hlRK5eWcOZc0pZUVfCzoEA67t93L2pHwn44OkN7B0OYtCq+dSqEmwHHqBk++9ApSF+xlf4Vfc8HuuM8YlzmrlyRQ1qJF7s9PKrpzsYCyV529JKrj25jpPqS0j2bETz7DdxjuzAUH8+A8s+T7e9lSf3jXLHhj5KzDq+cel8VtXbWNsVKLjGdSfXsry+cMvhpm4vv3y6g+39AZbX2fn8hXM5pckF3k5SW+9krel89ibK6PHGeGLPKBU2PTecWs+Ofj+nt7j5/fOd+KMpbji1nved2jC5X1tB4ZXxhpuLC4JQA1wK3PIqT10FdEqS1C1JUgq4B3j7sa6fwmvPSDBOqVmHcHC8jyMgCAJui57hgLKafTD7R0J88b6dbOrx8pG6Qdwvfh2iExDzYVvzDU5K7+As2yiGgXUIz34H3Atg05+h90XIphD61qF+9CZYfBUEB+DRL8Dwdvnz/Mvg5b9Ax+NsXPFjPnnXNtpGwiQzIk/uHeMXT3WQTsbhhR9D1CM7NHv2OzPGS1Z4c/BCh4cfPNZGIJam0mGiLLyX2mc+LstTKoKw4XcIXc/JsrLkXaie/Taa3heh+RyEXfei3vdvyCTRjO3C8cA1/PxcA32+BJ+8vwOLUcuPH29nIpIiEEvzg8faeKZtjI/fsY0D4xGSGZE6jR/Dfdfm5JuuZ+CeG/KxjQ/D/rEI/++B3QwF4kRTWf6xvpcn946+Dr/aG8vGbi8/eKwt97v+6pkDrJkh1uybjU09Xj5513b2jYRIZkSebhvjR4/vp9czGcN61MPX/nuAJ9oDpLIi24cifOiuNtp6BwHIptPo992HafPvIBWBQD+W/3wIaXh77h7asZ1Yn/qcHHM77sey9nvo+17I5ceG92C9/1rUnjbIJDDtuQvz+p/gDwQAiA7vR/3wxxCm2vP+DWge/CDxgd0AhOIp7tjYx/1bB0mkRXomonz2nu1s6w/k7rGhx8svnurAH0vjjab4yZPtbOrx5fKzQzuw/vsGVL5uSMcwb7sZ8/a/Ek+kAGjrH+eT9+xiW5/8O6zt9PLFB/fRPyp7rk6GfWhf+AHGvfdCJoF6fC/m+68j0p//HRQOz393jfDrZw4QTmYYCSb47D072D7tGU4xODqGbePPUVncZLfewW0T8/jbtiDxdJY+X5yRUArVI59FGNwit4+dz6B+4su0943gCScJxtP8dW0Pm7r97OgPsLkvwO+f68QbTeGLpvj5Ux0srnbw/H4P5oE1uNd/V27Lox6MT36BG+uGiCQz/Ojx/Ty/f5ztg0FuuncHvd4Y8XSWf20Z5J7N/aTGD6C/92rUgy9DNoWp+3Ga1n2B0bFhTm+wE01lGfTH+dgd29g5FJnhGoNEYvnxYOd4mJvu3cGmHh+prMimHj833buDYY8XnvoW+/TL+MnmLN0TMf69fYh4OkuPN8b3H23jooWVfOXB3Qz65Xb/Ly90c8/mAd5sfqwU/jfecCUb+DXwZUA8TJlTBUHYKQjC44IgTLmSrgYGppUZnExTOM4YCSZe9X7sKVwWHSNBZV/2wfR6owz648yrsFE3+EhRfnXP/ZgyftnkO+4HcykE+goLRcZBNy1+5PhemHMJOOphXDYY6fEmSGYKX11fNI3Q/lhxpbb+A7KZ4nSFE5psVuTul/sBOVTcrsEA1eHdxQXbH4Oms+UYw6HJ2OwVS6B/Q2G5TAJHTJbV1jILT+0bL7rUg9sGWVydj+m70OCV5Xk6gV7w93Akdg8Fi9Ie3jHMvpHi9BOJp/YWT0D8Z8cwqXRxrNo3Ez2eKPGDfoOtfX4GJyd7x4NRdg5HC/LDyQwDk6Hmwt5BzHvuKLquanRn7rOu84mifNve24mGA3LZiQ7ZQmgahvaHyYZGANAEuhFmaM/VgS4A+rwxHtk1UpAtStAzEcsdP3ZQPsATe/KTS1pvOxykcJj33EXEK08mdHvj+KKpgvyeiSjdPvl3SvkH0Xce1E9kU0gTB4ruq1BMMJ7irk39RekburwFx/F0lvLMMMKBJyGTYLzpHdyzp1A+WzVjkChsz1RjezitNFKQ9lLnBKIksa3PX3Tf9V0TXLG0grID9xTlVQ8/QWuZPJa46+V+eiaiB4sO/9k5TNbTWVQP7fgujNEhSiyFK8jdh7hGjzc/Huz2RBk5aEvhSDABoSFof5T2lJOz5riLJk0liRnHlXdv6scTSRalKygcijdUyRYE4TJgXJKkrYcptg2olyRpKfA74KGp02coO+MUkyAIHxEEYYsgCFs8HmUmfrYxHIjjfJX7sadwmXUMB45fJfu1kk2rQYsggD+WImppKMqP25tJS2pZyQYQVPLfwaimmZ0ZSiA8Ckiglp+XZQYT/3RWRCwpvieu1oLYsQqzl2MplyqVQLNbHmD1+6KUmHTE9cV7VLFWyJYPKk0+NmomAfrivaIZrXw9XzQ1Y+zSepeZiWmDobhqhvimgqpwEukQzNQ2VdgMmLQntizXlBSbRdaUGNGo39h9iW90fz7TtiazTo1RJ7efRp2mIA7wFFNtpUpnImOtKcqXTKW5zxlbXVF+3NaMWiNPRkv6GXbWmUuR1JN7UvW2mdtzvTzxZNSqKbMVT2xPjxVcU1L8zkxPy85Qh6y1CkErl5npd1KrhNw9BK0RjDNsuZjpux0HvN5yadCoZ2z7Ku2F+5K1KoEEejA6Qa3FGBuiwlbYpiVUM2wBUeuIiIUyUm7TI0pQNsPe72qHiT5/gpitsSgvYW3EH5MnXJpKzZj1xbJRbjMgzvTsNXpEjQn9Qe2tZcZr6DHo8nJvM2o52EBSEIBJ2bOp03gjKcpneBdm2oJY5TBgPMHbfYVjyxu9kn06cLkgCL3I5t7nCYJQMMUrSVJIkqTI5OfHAK0gCKXIK9e104rWAMMz3USSpJslSVopSdJKt1vZEzrbGAkmKDFpj+rckuNcyX6tZHNehYX3nVrPoD/O7pIL5NXBKfQ2drsvJWRuQAyNwLzLoONJOOm9hRdZ/h7omTRRdNRD9QrY+wDs+w+c/GEAWo1hTmsuVJiuP6UOXf1q2bnUFDoznPwhino8hVnJsZRLQRC4/pQ6zDo13RMxFlXb2K2aT9bekC+k1sJJ75f3+3c+A0uvk9P3/htO+WjB9eKNF/FSWI7369CrOLfViWNa+2HWqbnm5FpsxnzabQd0pFZ+pLBiZ3weSluOWP+lNfYChVOrFvj4Oc25vaknKhctrJjxd1W9wTHs3+j+vNlt4azW0oK0z5zfypIqeTKortzNl84tNKq7fIGDapecb3OWkzjzKwUTmNmSJjKVy3PHmZaLZOuiKbQmUis+hGEyDnaqdAHJ6tUF9wif833c1bKCkyxpQVxV+N6Iy24gUdIKQEu5lS9cOLegOZ5fYWVuRV6mL19WiXWaImMzarhkcUXuOOVeQtq9MH8BQUXsnO9QWiaXWVBu5B3LCx2Z3XhGAwsrZUXfUtlK9NzvF+Qna89EVTaf45HXWy71WjWfOq8F3bTYzZV2A6sP6o81ahUJezPpc74JUQ8O3y6+vkrNdB9ea30OsgvfWXBe+owvc3dn/v036dSc0VKK26ZnSY0dmzEvG1a9hpYyM8+3ewguuKFw8tJYwlbzGYyFkph0at5zagNzyyzMLc+XUQnw+QvnYK5eRGbR1QX1GF35JbRlLXz93/ltBE2lZuaWWZhTVniNz104h9byvAXTgkoLN5xSOGF1wyl1WNx18JYfszixld4xP9efUl/we7SWWTBp1dS78pMYGpXAl94yD6vh6MaqCm9OZk2c7Ekv4l+cwcFZBTAmSZIkCMIq4H6gHtmjeAdwPjAEbAaulyRp7+Huo8QvnH38v/t3YdaruXBBxZELH8Sz+8fwR1P84uplx75ir4xZG1uzZyJM+0gEfyzFmSU+HMH9CEj4bXMZ1NQTjMZY7ohjj/WjSXgR1FoEQUCKjJOy1CJZytF7dqJSqcE9X16JHt8Lvh4oaZDNFUOD7Cl9K+2eOP5YmjqniUUlIlWZAdkMPTgor17XrIKKhUess8IxY9bJZftoiH0jIYwagVKLEVtyCHe4DQtxNK4GshKoQoNIqRgJ1wJSsRDG2DAaZz1pUSLr60c0uQk55vHSYAaLXk1jqZl9EyJVThPDgQRqFSyotDG3wsZwIM6eoSCBWIqWMiuLSzJox3dBcEj2ll+1DIyOV1T3rX0+2sfCJNMizW4Ly2qt2Iwze7I9kdgx4GffcIisJDG/wlbg3Ot/YNbJ5qtl12CAA2Ny21rrNDGv3EL9tEmX/rEJ+seDDASSlJo1NLqttNRW5vKTiQTJge2ovO1IGiPZsoU46hYV3MPbuwutZy+IGTKlC3E2n1SQPzrQicGzG1XCT8bZili2kFJn/vkEhzsx+/YihAaRrJXEnAuxVc/N5fujSbYPBOmZiGDRa5lbbmHZQc78NnV7aR8LIyAwt8LCqsZCBW6svwO9ZzeqVJisay6aqiVYLflV0f6RcXaNJRgNpahxGFhWYaCiLD95kAj7SQ/tRPB1IRqdCBWLsFa2vppHcSw57uRSkiT2jYTYPxJGr1GxqNpOQ+nMjgmHR8YoDe5AI6bIZkX2qlo4ENJg0cIic5ByXQptbAzCI2CrRrRVsz1dR48vRTwjUu800+w2U+M0MeyP0TURpc8bQ60SqHeaGA3FqXWaqbDq0fjasfjb0Gk1pMsW84LXQSojsqBKbpsBtvf56BiPEkmmaSq1sKzWRonZAJFxor1bkEIjRM11jFvmU+l2MxKK0z4WxqTTsKjaTp3TxI4+H+3jESLJDE1uMydV27AfZFY+7I+xYzDAcCBBlcPAshoHVSUmOVLKyE4GYxoOpJ2kBSPjkRQ2gwa7SYs3nKK5zMxQIEEslWFuuZUFVXbUb4yHcWV14jhlVirZgiB8DECSpD8LgvAp4ONABogDn5ckaf3kOW9F3tOtBv4mSdIPjnQfRcmefbzn1k2sbnRxUv2r99a7Y8DP2gMT3HXj6iMXfm047jpmhTcFilwqzFYU2VSYjShyqTBbUZTs45RZE/dIkqQ1wJrJz3+elv574PeHOOcxYAYPSwrHE8OBOC7LUe7JNmkZGeyFn1wHV/0Nms89tpVTUFBQUFBQUFBQUFB4FbzRe7IVFBgNHb13cefYesZTOjjt0/DQxyCTOvJJbzL80QTD/hjpTJZANEEwHCUQS5HOpEjEY4wHY8QSablwJg3JiOyJORkHUfaiG09miCbTJNNZMtlDBAKQJEjF5P/phOJJXGFGMokImUQ4dxyJJ/AHwxDxkkplGA8lkESReFz2dDwajBOOxMikZHlKpLPE4gky6TTRZJpwPE06c7jgFK+OiXCCUFzxIKtweMR0mnjk8B7mvYEQycSh+yRfOEo4GjtkfjgWxx+OHjI/mUofNh8gFoshiYd+P1KJGJlM+tD5mSyp7KE9yifTGcKJQ5+fycjv9OFIpLNkxdlhVXlCko5BMgqxQL6fnkLMyvlAOp1mNBAjnkgXPfN4Oos4wzMKJ9Ik4jHiqXx/n0klSMTCSJJELJXJhb3KZESCcVlWZnrm6YxIKlMsa+l0mlA0RiSRJhRPEUsdemwxdY1MRiQQO/rxYCSRJplWxjAK/xuzZiVb4c1JOJFGFCXMuqPx2ChharuPrPABImUrsVj/C/sehiXvOub1PB5pGwwQTGX597Yhyqw6ap0m7n55AKtBw7tXVVNj1/FCV4jH9oxQ5zTx7lW1nG7ogT3/hr51UHsK0sJ38nSkke0DQawGLU/tHaXcbuDDZzaxoq4E1dT+pIlO2HmXrKCX1MPu+8FeC6d+AmpPURyeKZCK+FH3PI96y60giYhn/T/WZedx+8ZBxsIJrlhWjdMc569rezh/Xhmnt7h4el8v67u8LK918I6TqhkLxej0xHhm3zg1DgPvWenmkbYgZ7a6KbfpWVRtR6c5Ou+v+0eCbOkLcP/WQexGDe9Z3cDqJicWxdGNwkG0dfdz55YRto+muHyehUsXllJTnffD2tE3zFNt4zzWHmZVtZ6rTqpiUVPeo3jH0Dgb+yI8sG0Yl0XHe1fXckq9A+OkYzN/MMrGgRB3bOgjkRG5blUtp9RaqC3Lb6na0DnGnS8P0TMR5a2Lyjl/TgnzavIOt3qGRnhw+wjPdkU5q8HIVSdVF+wLD08MQftjWPfcQcLeTOLkj2Bpzm+7iqcybOjy8te13agEFTee1cjqJheGad6V1x3wcNuGPkaCCa5YXsUF88qpn7Yn+OUeLw/vGGZ7f4DTml1csriCFfX5fePDgThP7B3lga2DLKq28d7VDSycFnpP4X/E3wd7HoC9D0L5YqhZKffFOiv4e6HxLNhxJwxvJ7nwatbrTudnG6Oc0VrKRQvKyYgS5TY9j+0e5dFdI6xqdHLdqlrmVtjom4jyTNsYD+0YptJu4KqVNRjIYlZnuHXjEEPhLO9Z7qTKqmHdsMS5c938a8sglXYDGrXAk3vHWFRlkx2hVVjZ0uvj5he7CSXSfOiMRs5ocWMzatnQOcZwMEUwnuHhHUOUWvRcu6oWk1ZFfakl5/E+nRULrnH50mr2DgdxmXVctrSKhVWvTK6GAzFeaJ/g3i0DOIxa3ndaA6e3lKKbIWKAgsKRUJRshTeU4UCCUqse4WiUMG8ngpSm1KRmNCrS0nAm7HtIUbIBXyRBLCvyuXt3EIil+dZl8/nyA/nYxIIk0Vxu5W8v9QKwZyjEix0T3HZtMydt+pNcaHQ39K5jzgU3s1Nl4KdPtsvpg0Ge2z/O/R87jaW1DohOwIM3QrBf9kj+5NfkcsPboONx+NDTspMphTc16r61qB/4QO745WwzN96+PRdnfddgkJsuaEWSJH77XCc9EzFMOhX7RkJEUxmcZh3xTJZb1sqxrXcPBXmu3cNfr5nD++/axu+uW04qK7G6aYbwYK+ADd0+vvPffbnjdZ1ebnnvSs6dV/Y/fGuFE42BwUHee1dHLl7u3uEQ7Z4kP7rCgd5sZdQX4BfP9fBkewCAfSPw1IEgt92gzim5zx8I8aMn2nPXXHtggn+87yROnyMr2ZsHw3zizm25OMBb+/z8/F1Lckr2tp5xPnrHDkKJTK4Oo8E6vuqyYTLqCQT8fOmhDrYMRCbrEGJNV4g73qej1OVCEkVU22/D/NKPATCM7ICuxwnf8ATW+qUAbOrx8cF/5vcVv9Q1wR0fWsUZre7JfC8f+ueW3Pu7eyhIKJ7hcxfOke85HOTL9++i1xvL1WHnYICfXbWEhlIL6YzIzS9284/1vbnv8MSeMf79idNocp/YnvtfF1JRePqb8sIDyP15zxpYcAXYqkGjg7uvkR2UAvrRXZy08L0YVFdy84vdtA2H+Oolc/nRY/t5at8YID/Dp/aNcv/HTuPB7YP85tlOQH72L3R4uOW9J3HdP3eRmrR22zkY4tsX17GlL8xz+8c5f34Zg4E4D24bAiaf+d4xbnnfCt59yybEnLxv5/fXL6fKquFHTxzg4gXl/OypjtxXW3tggt9cu4wXOzxceVINeq2aHf0Brr9l07R3JsAXLprDH57vpG0kzC+vXorzFVhMPrV3nG//N+8/eV3nBH//wMmc2apEJlJ49ShTMwpvKMOBOO6jNBWndx2UL8JpFBiNSvIsbc8Lisk4sG8kTL83xkgwwWVLKrhjU39B/pUra7nzoLRIMkNboLBJEDz7sWgy/GfnUEF6OiuxrV/unPF2yQp168Ww+77CimRTMLT12HwpheMa1XTZUOvYO57KDdCnuHNjP+89tQGAR3cP5wb0Fy2oIJRI8+9thXKYzIgM+BOoBNjW72drn++o6tY7EeGOjYXvQ1aU2NJ7dNdTOHE5MB7OKdhT/HuPl/5xLwBj3mBOwZ5iOJiib0LeItEz6uP2g9redFZix2Aod/xM2xgH+6T91+YBQlE5XGXHeCynYE9x75ZBejzyNXrGgzkFe4r943G6x2Xz9ujEAOYtfyi8QToG43tyh3du6iv67v/aMpC/3ki46P29bUMvPR75vl2eaE7BnmJzr5+eCdm8fSgQ546NhfcIxtN0jIVROAb4e/MK9hShYdBbYevfwFSaU7CnsLfdyfWTDujXdk7gjaVzCvYUw4EEe4aC3Lah8NmJkkTbSCSnYE/x5w3jfOmscvaPhllQaeM/Owoj7QbjadpGwhxsif7XF7tpH4ty1Uk1RWOVVFakyxPBH0vT75Nl7Pn28aJ35ul9Y5zaVMqaDg+dnsL3YSbGQwlu39hbkJYRJTb3KP2AwtGhKNkKbyhDgThO89E5PWNwM5TOpUQvMBYTwVgClgoY3XVsK3kcolGr0EzGz0ykRQzawlc9I4rotcWvv1ZdbFGgEgQMM5jg5synpuK9ZlOgmSGskfoon6/CiYVuWmgVMTujrOm1KlKTA3eNSpXby5fOiohQYKqau6xayOVpjzK8ikYlFL0jAPqjND1XOHGZKYSPRiXk0lUqFTOJ4ZRsatQzy9X0eMfGGbZPGbRqVIJq8hrFN9BpVLntOxr1zEM7zVSMc5UaNDNMbqvyWyMs+mJDR4s+nz9THfQade530B6qDpPpapUwY5lDnafwKlGp5b+DEVRyPy3M8DurtKRE+fkJQqFcT0erForaYkmaWe70WhXpadusZ37mxfcw6TSoVQLJrDhju69VqxAQc/UzzlBGr1GRymZRCTO/twejVhV/r6nvoKBwNCiSo/CGMuiPUWI6CiUsHpCdc9lrsesnV7IB3HNg4OVjWsfjkUVVNmpLjCyotPHE3lHeP7k6OMWdG/v52FnNBWkVNgMLbIUrNFLDWfSG1bxjeXVBus2gYcVUTNXSVph3GbQ/DkuvK6yIwSFbGCi86REXX52fkJGyLHarKTEV7ne+8cwm/vJiFwA3rK7j4R3yyvWju0eocRi4emVNQfkSk5Yyqx69Ws2iKjunHKWpeI3TzIfPbCxIM+vUrGhwHNX1FE5c5pVbmecujMV74ynl1FbIVhfV7hLeu7Jwi8HSKhN1bjk+cK3bycfOaijItxk0LK225o7Pm1eGftoeUEGA60+px2KSFeN5bhNV9sIJzRvPbGB+jRyDuqncwdsWFIbEPLfZSnOFAwBLaQ2R079W+MUsZVCxJHd43ar6AsVEoxJ454p8P7Coyo7roAnyT5zbTJ1L3pPd7Dax8qCwnJcurqR50hS82mHkM+e3FOTXu0zMm4yjrPA/UtIEJ3+0MK18EYSGYPUnYaIDSgrbvPFln+bWPbJG/M7l1dgMGt59Sl1BmSU1dhZV2/n42YXjB5tRy6JKC3ZjYZv+hbMq+cYT/ZzZ4mLtAQ/XraotyK93mVhQaS+a5Pz4OU0srLDw0LahorbZZtTQWGqm3Gak1invyT5nrrvgGoIAFy2sYGO3j6tW1DC33MqRcFn03HhmU0GaRa9hZYPzEGcoKByeYxonWxCE/wIHXzAIbAH+IknS4V1Mvg4o8QtnF5+8cxv1LtOr3+/S8yLsfwSW38AT3WmyEnz/TCN0PQfeTrjm9temwsXM2tiaB8ZCBGNpNvf5SaVFFlZbebbNg1mv5pzWEipNsGM8y9oDE9S7TJzVXMIKoQPG9sDQZqg6CbFyORvTzewZCeMw6dnR76fCbuSCBWUsqJzmSCQ4KD+TwAC4mqFvvbzva87FULHomH0nhVfMrJPLbCqJ1LcWVccTAEjzrmAbrbxwwMdIKMk5c92ogafaxjmlyUWjy0T7WJhtfQEWVttYWVdCOJFiJJRka5+fOoee1XUm1vbFWV7npMKuZ16F7ej8OwAjgRg7BoM8v38ch0nHWa2lOXN1hWPKrJPNV0tvfz8vdvnZNxbnrCY7q+pslFbkFdCugWH2DAVZ3xNiYaWJVQ0lzGvITxANe3zsGonzbPsELouWc1tdnNJSnsvPpFK81BNgTYeHRDrL+fPKWFFrpcSadyq2vWectV1+eiZinNnqYmWtmbqy/CTTyNg4G7on2NQXZkWNldNanNRUVOTyYyE/2b71qA88iehoQGq9EGvt4lx+VpTYMeDnqX1jqBC4cEE5S2sdBYr31j4fz+/3MBJMcO48N6c0unBb8yvk2/v9bO71sXcoxEn1Dk6qdbC4Nq94+6MpXu718fz+ceaUWzlnrvuN3I993MtlEeEx2YnpgWfkftlcBkYHZBIgiVA2H/o3wNg+4vXnsSk7l3+3J1jRUMKiKhsalUC5zcjLvT7WdXpYXO3gzNZS6l1mPOEkL3dP8Fy7hwq7gZX1JegEEacmyfMH/IyE01wwtwRJAk/GQKvbyvruCSRJwm0xsK3Px5wKG2fPddPstrB7MMAzbeOEE2kuXljBsloHeq2a7T3j9AdSqFQCL3RM4LboZQd8GhXN5RZKp2033DUY4Jm2MYKxDCc3lLBzIECj28zqRhdNZa9MrgLxJC93+3m2bYwSk45z55Ud9eTtMUTxHHuccqyV7N8AbuDuyaRrgFHACNgkSXrPMbvZUTJrGj8FAK74/UtcvqyK+ZWvcvZ6059BTEPj2WwazrDbI3LrJSZZyXvhx3DT62YyfuJ1zAonAopcKsxWFNlUmI0ocqkwW1GU7OOUY+1dfLkkSWdNO/6vIAgvSpJ0liAIew95lsKbluFgvGAm8hUzthdaLgSgxCAwHpt0tmGrgsiYHEpKr3goVVBQUFBQUFBQUFB4fTnWe7LdgiDkNnBMfi6dPFRcPisUkMqI+GOpV+/4LJOQzZPtsnmewyDgiU9aZKjUcpzm8X2HuYCCgoKCgoKCgoKCgsJrw7Feyf4CsE4QhC5k84ZG4BOCIJiBfx7jeykc5wwH4rjMulfk9bEAXzdYy0EtO9hw6AW8cQlJkuT9mI4GeV9x7apjX+njiHRWZGOXlzXtHuaUm3Ca9azpmKDWYWBVrYnKyF7sA8+DxUWk+iysqiTG7idBbyNQcx5Pj9tZre+hbHQNgsmJbu7FUL5wMv71k4AEc94CVSeB6jDzdZ4Oea+8vweaz4e61WBQnNsowI4+H5lMmg29QQb9cc5scVLpMDIaSjHoj9PtibCixswZJUHKUn1kExF0RjOMtUHZPBjaSkTtYLziTDpVjVQ7TCyotOW8LB+OQCzF5h4faw9MMKfCyhktpTSUmo94noKCb2A/6r61aDz7yNSdQaZuNS53fk/2xNgQL/eH2NATYmGFidObHNTW5B0+eQMB9g36WNPhpdSi44xmJ4ub8/mSKBLp3YrQ+TRCJoHUehH6+lVodfkJ6e7BYdZ2eumeiHNWi5OVjaXY7Y58JUPD0PsSDGyE6pXQeCbYCx0HHo6sKLFrMMBz+8cRBNkZ25JqR8G71dHTx4udfoZDKc5pLWFFnROzI79/1TvQjmZwA5rRHWRqTiFTdQqu6rxjqWF/jE29PjZ0eWkoNXNGSylLahwoHCWJEPRvhK5noXIZmFxyWFOzW7b8M9jpHAvyQn+SOiucpmnHOPgSlM8nXbWKuL0Fh6NEdo421gZDWyA8Aq0XQsOZYLAX3i88KstY/3p5HNB4JjjqiusVGadvzMdzI1raRiMsrLLT4jazuMaB7SBHadM5MBZmY7eXHQNBltXaWVrrYM9QkP0jYU5rcXFyoxNJhJd7vbzYMUGl3cCqRifP7BtDr1Vzeksp7aMhwokM584tY3GN/ah9digoHA3HVMmWJOkxQRBagXnISvb+ac7Ofn0s76Vw/DPoj+O2zhDy6UhMdIAtP1jQqQX0avAnJJxGQTYZ97Qfw5oen7zUOcEH/7EZo1bDD96xkBtv3wbAty9fgH3kJSqfvTFX1mSww6mfhPW/A8Bh+guXXPgzLA9/IH/BDb+Ga++B298O4mSM1nW/gvc/KivOM+HrhtuvkDttkPfSX/YbWPn+Y/tlFY47dgz4iSeT3HT/XsZCslf7xlILO4dCdIxFeaHDA8C9W+CtC938xPwi1pqF8ODn4IJvwwMfAsAKWHUWBk+/jZcmGkhlRE46yKvxwYiixF2b+vnpk/l2osVt4bYPraLKYTzMmQpvdnyjfVj/+yG0UzGld/6NyCmfI3X+V9Hp9KTiUf6yfpi/bhrPnXNS9QQ3X6OhtKwSgI2dHj55f0cu/88bxrjzPbCoSVa0oz1bsN79NtlqC2Dz74hc+2+0c88BYGBkjPfduY8Bv/ze/HOLh/+7OMEHznXI5ZMReObbsOveyfNvgTmXwDv+LDu+egVs7/dz7c0byUwGMP7Tmi7u/cipuXeru6+f6+/sYCIiGyn+bbOHX729iXecKivZgfEhzM98GUPfmsnf6e/EFl1P+MLvY7W7EEWRe7cM8ptnD+Tuea9rgJvfs4K5iofxo2Pvg/Dfz4LWBGdXwEMfy+e99Gt6Ln+I6x8cZ65Lx++d92Hed0cuW1d3KsFzfoqoU6FqfxLW/RKCk3HRt/4D3vITWD3teqkYrPmRnDdF07lw1d/ANM0bdybF2IEtfOxFM20jU7GqB7luVS3xdJYLFuSd8U3HE07w4yf282yb/B49sG2Q8+a6mV9p57aNfdy2sY9Pn9dCs9vMTffuzJ3ntuj51tsW8Om7t3P7hj5+f/1y3vf3zfxxTRf3fnQ1y2oP3zcoKBxLXosQXiuAhcAS4GpBEN77GtxD4QRgwB8r8ET6ivG0y4r0NJzTTcbtNeDZfwxqePySyYrctqEXUYIPndnAret6ATn8RiYWomH3bwtPSAQhnQTtpIJRsxLz5t8VlkmGoXdtvgzIyvb2OzgkI7vyCvYUz34bQiNH9b0UThx2DwXp9SdzCjaA26bHrNfmFOwpHtvrobv1g7D+t9B0Nux7uPBiqQhzolsYDSZ4et/oEe896I/x2+cOFKR1eiLsHw0d/RdSeHMwvi+vYE9i2fIHIqNy6Lm+EQ9/21wov9uGYhwYCwMwOuHj1y8WtonBeJqdg8HcsdDxaF7BBpBEdC//kUxaVmjbhoM5BXuKX64ZYmhsUrH3duYV7Ck6HoeJQpk/HHe93J9TsAHSWYkHtg3mjveMRHMK9hQ/XTOMd1x+/8SJA3kFexLTnrtIe7oBaB+LcPOL3QX5fd4YbSPKO3hUhEbg2e/In+dcDDvvKcyP+9kbUDEeTnN9SwZ7250F2UL/BkrifSRH90F0LK9gT7Hmh/I2vSl8XbDtIAPV7ueLFzh83bQHNdMUbJn7tw7SMxHFGymU4yn2j4ZzCvYUz7V7aC3P+9r5ywvdDPjjBWU8kSS+qCyX4WSGnYNB6p1GkhmRx3YfuW9QUDiWHNOVbEEQbgeagR3AVPh5CbjtWN5H4cSg3xvDZTmKGNneTtkUahoOg4AnJjHXiaxkezuPSR2PVyQgmpRfQZNWTTwtfzZo1agFEXUmWnySmM7HMdYYENIzlMnE82WmSASLy+WumZnhGomZ0xXeVKQzEqgLo1tkRYlDBbxISypIx0BjgPRYUb4mEyMjSiTT4hHvnRUl0tniG6Uzxy7ahsIJSnYG9zJiOtemZUSJrFgsR6msLJdZMUt8BhlNTpM9IRkuylenw4iS3I6nxZnOF/P3PVT7OlPdD0E4nj5s2tT3mU48nSUzWTcpW3y+nC7XLSuKpGe4xkzvpcIrQMxCelLh1Bjyn6eRnpQPDRlmamiFbEp+bjM1wum4fI8psjNfg4Ofu5iR2+6DyIgSogTpzMztdWYG2QAK3q2Z3gP52vn0RDqLWS+PWcIJZdyh8PpyrFeyVwKnS5L0CUmSPj3595kjnSQIgloQhO2CIDwyQ967BUHYNfm3XhCEpdPyegVB2C0Iwg5BEJR4CccZfb4o7lfrWTwdg+gEWMoLkh36aR7GLRUQ8czYybxZ0KpVXL9K3ht1+8Y+rlslmyFu7/cj6e0MLPhI4QkqjWziNTW461lD4qQbDyqjhoYzIO4vTD/pMMYqZQtAd9A+11M/JcfQVnhTs6DKRpPTiFGrzqVJkkQ0mWFuubWg7MIqK42eZ2HFB6D7BZh/WeHFBBV9jtXUlBg5Z37ZEe9dXWLkXSsK96fajVrmVFgPcYaCwiTu+WAuLUiKz30H+tIGAOrK7Fw4p3DvaoVNR8tknN7qMjcfXlUoo1q1wNLqvIm0OP/yotvGl38ErU62IppbbsOiL5zsfN9KN1Wlk2a6ziaoPrm43q7WV/YdgXefUl+UdtXJ+X3jC8rN6DWFQ8iPnlJGeYVsZSa4msmUNBXkp2pOReNsAKC51MIVywv7AZtRU/TuK7xCbFVw6qflzweegkXvLMxXaZhXImDQqnhq1Eyy5oyCbOn/s3fX4Y0dVwOHfyOWmXnXXmbIUmDDzNAmaahJmqYppPSVmdM2ZYaklKQNQ5M0zJxslpnJXjOzZEnz/THyyrZk2pUlw3mfR89ao3ul4/WVdM+dmTPpJbQmTcWROwvc6eDoszrLio/3ntOfMdXM0+4pYxpk9TnG0kuYkdBGVp8OldNn55Cf6iKvn+k503OSmNPn83hWbjJtnlCifPHCAtITes/pdtos5KeaaYhWi2LJ5DS2VpjzmosW5kd8LSFGSrQLn20G8oDhjgX9HLANiDQRZx9wita6QSl1HnAHcGyPx0/TWtceSbAivg7WtXPslMzBN+ypfp/5MulTaCvFoahu71FhPDkPGvZDzpzoBDsGnTIrm19duYh73jmAw2rhR5fM4/7VpRyobaNq1lnYTneRv+2f+BJyaV3ycdy+Fpz5i9EJmbQu+zRPVaVz8um/I3/bPwgkZKFWfg5L4TFw9QPw1m8ADSs/D8Un9B9E7ly4/gl4549mLv2SG2DORQMXShMTwoqSdNYfbOSO6xZz97tllDW209TWyVlzc5ibn8J7++pZV9rASdMzuHqGJr3aD+5C9MlfRjXsR5/1Q9jyKD5nGofm3kK5dS7zkhNYOsh8bACHzcpnTp/BlKxEHl17iAVFqdx4QglTpPCZGERG0UyaLn8Ix5q/4a5eR8uMS+ma8wEykszpS2JKBt86azLzc2t4amcrywtdfHh5PoUFoQTl9DnZuO0W7l5bR16ShZuPL2JBSWgKlKN4BW1XPIjzvd+j/B10LPsU1umnHn58+uQC7r0+wN/fKWNHrZcrFqRx/vw8bPZgwpGQYeZfr/837HwWpp4OS2+A5MEvQHVbPiWDO69fyl9f24tS8IlTprG8x3trzpRJ3Hu94s63D3Gwyc+1i9M4e1ZoLm5GwVQaL/kX9g33kHjoTVpLzqFr/pWkZ5tEx+208bGTplKY5uLZzVVMy07kw8cXs3BS2nD+HKKbxQLLbjJFztbeBY5kuODXsPZfkJQPJ36WOUmJ3HdFAXeubeW1Wd/gpKIXcO99Fl2wFP+ia2hzF5CWkgszzjadFZsegsb9sPAqWHC5Obfq5k6Fi34L6++FHU/BlFNg6Y2Q0ieRdSYxecYi7kr18I+NHWw+1MwJ0zM5flomcweYez8pI5GffnAhD68u5b399SwvyeCyYwp5ZE0ps3KTuXhRARcvLqArEODr583m8fXl5KW6uO64Yh5ZW8rKaZnccEIJ6w42cNzUDD5xyrQhfTcIEU1K9zc270ieTKlXgMXAKuDwRAutdfhl2dA+RZjK47cBX9BaXzjAtunAZq11YfD+fmDZcJLsZcuW6dWrpdN7NFj8/ef5yQcWkJYwjCHjW5+Ayg0w95JezU/u7sJtg2+fELwq+vKPYOXnYPb5UYw4oqiVqhypY7Olswvt92PFhzdgwU4XfpsLHQiQqDtp9ysSElOw2yymmEnwi7Td66e1S5Fi9+FyOMDWY9RBV3C+oH2Ihev8PjNMXNYuj5VRf1x2a/f48Po8BPx+Mqx+uiwOWgM2tAa7gsRAIx5bKg6nk66OFqwOF/auVrC5QWm8AYVX27BbLTh79IoPVZvHh9NmwWaVCz8xMmaOzYF4vR48He0kp/Z/4t7WXI/LnYzVHrmCcn1zM06bncSEyL15XZ4OtA7gcEW++OPr6sLj9ZCY2M/nqtbgbQV74hFf2Ozs8qOg3/dWV2cHXq+HxJS0yDF6vXS0N5GYlI7FFrlfp77NQ6LDitMe7X6fYRkXxyVgCt/ZXGC1gbcNLHawBc+zAgG6PO14LU4SbRb8LZV02VNx9T2GtAZPM2AB1wCjC4ZxjPk6WmnyWbHZrKS6h3be5/MFaOrsItVlx2az4PMH8Pj8JDp7v6fqWz247VbcThu1rZ04LIqUBOegx+8YISXRx6hof6J97wj2+Q3wFUyR2MF8FHimx30NPK+U0sBftdZ3HMHrizho6eyi0+cndYDlGyKq2wXJ4UN+0pyK0pYe83OScsySUYJklx0w/8/hp2pueg1sdCQc/jHBBglh2wcNNbnuZrWBVRJsES7BaSOhx9BXO9A7bcmlOwWxJgZ7PuyhHjNH8HakEp1xPbEXY5TD4cThGHi6U2JKxoCPZ6QMXEXb7hy40r3Nbg/1XkeiFDiPbvi1a5DkxO5yY3f1H6fN4SDZkT3gc2QkHkEBVNG/nhez+07Xsliwu5PoPmqsaYVE/AsrFb5kV3/bDfEYs7mTGObYRWw2C5k9phXarJEviGb02CYrKXR+MtjxK8RIivYSXq8NZ3ul1IVAtdZ6jVLq1EG2PQ2TZPecSLJSa12ulMoBXlBKbddavx5h31uAWwAmT46whp+IuYP17eSluIa/ZmH9Hph1QVhzqlOxpqrHqIykXKjbc5RRjjw5NsVoJMelGK3k2BSjkRyXQoi+opJkK6Xe1FqfqJRqwfQuH34I0Frr/i7XrgQuVkqdD7iAFKXUv7XW1/V5/oXA34DztNZ13e1a6/Lgv9VKqceAFUBYkh3s4b4DzDCeI/09RfQcqGsnN2WYvaF+LzSXm/nWfaS6FLUdPf60yfmwP+xQGHVG8ths7fSxu7qF6hYPhxo6SE+0My3DzgLPemivg+xZkLsAWirNEHxvG2TPhryFYLGwo7KZbRUt2K2KeQWplMh81QljxD8z6/dCxUYO2YvZ3J5Oa8DGzJwk5hak0tzRxeayeirrm8lPsuBwOtlZ6yMjycm8wlSK091QtQmqt5n1YPMXQXp4kSYxPo2K7/O6PVC+zhThzAwWGUsIjb+oa/WwvrSRg/XtZCc5WVCUSnFm6PMz4POz9WA5O6taSbBbmVeYyqT83sU899W2sbW8CZ9fMzs/hVljsChfQ5uXzeVNVDZ1MinDzbz8VJKHO3ptjBgVx2UkrdVQ9j40HTLnThlTIXee6YEeRCCg2VrRzM6qFhIcVuYVpDIpw4xv21PdytaKZjQwNz/lcGG/wzoaoWKDWQostYia1EVsru2itsVDSVYi8wpSSHAMLwWpaelkc3kztS0epgSfwz3M5xhIVbOZM97Q7mVqVhLzClLG+jBzEWdROTq11icG/x3Wt4DW+uvA1wGCPdlfipBgTwYeBT6std7Zoz0RsGitW4I/nw384Ch+DRFDB+qOYI3spoOQkA3W8C/pVKeivqNPT3bjwaOMcuzyBzTPbKpgb20rf34ttBbpB5cUcuOMVBY8fqX5kr3uv/Ds16Bmm9nAYoMPP8Z66wKuvvO9w0t/5aY4+fdHj2WGVH4VR6t2J9x9GaVzPsIt25LZVl0OmEqw93/sWJ7cUM7d74beuzecUMK7e+rYUdXCxYvy+eWKVuz3fiC0VEzGdLj2IZPsCDHSGg7Cs1+HXc+F2s6+DU74NGDmkN6/6iA/f/7w6Qrnzc/juxfOPVxJ+b1dZVz/7y2Hl6ualuniH9cEKC40U6F2VLVw7Z3vHl6HOsFh5b5bjmNRUVoMfsHoaPX4+M2LO7nrnQOH2758zkxuOWmaqf8hRl57PTz9Zdj631DbSV8yS3EWLe93t27v7avj+n+sCh2n2Yn848bltHl8XH3nezQFl3RLcdu492PHMb8gOLy8qxPe/h288UsAGmZfw3c9Dp7eFlqZ5CeXLeCqFZOGPJqxoc3Dd5/Y0mut659ctoCrj43OqIGaFg9feWgjr+0KlXj67VWLuWSxrIQijlxUP+mC62QP2jaE5/mEUuoTwbvfATKBP/VZqisXeFMptQFTaO0prfWzRxi6iLE9Na3kJA+zJ7t+H6SE92IDJNuh2avxda+hmJRjrtxGsbDfWLK/to0On5+/vr63V/sjaw+xyZODr/BYQEHZqlCCDRDwoV/8Phv2lh1OsAGqmj28trMmRtGLcW3va9BcxibnMrZVdx5u9gc0Gw8190qwAf7z7gHOnmd6+XydrVhfva33Wqz1u6H0vVhELgRUbuydYAO89lOo3ATA1spmfvfy7l4PP7O5kq2VzQC0tbbyi5f291oPek9dJ2sPNh6+//K26sMJNpgilHe/vT/i+tuj1e7q1l4JNsCvX9jFvrq2OEU0AVVv7Z1gA7z3Zyh934xcG0Crp4ufP7ej93Fa08aOyhae2FB+OMEGaO7w8djaQ6Gd63bBm786fHdHznm9EmyAHz21ldL69iH/KjsqW3ol2AC3Pb2Ng8N4joFsq2julWADfP/JrVQ0TdylYMXRi3bFl3k97yilbMDSoeyotX4VeDX48196tN8M3Bxh+73Aor7tYmzYV9vGufMiJ8z9qt1tlpWIwGpRJDugvlOTk6DA7ja31mpIzo24z3jW5vVhVYpI52RNnQE8iQXYrI5g9dDeVON+rL7wL5YDcnIkoqGpFCw2Grzhw/BaOrvC2nw9DuJJyQrLwdLw52ytimqIQvSrsym8zdNiKjpjenA9vkDYJt1JSYfHQ2lT+HFe2xZq21/XGvb47upWfP4AVsvYGL7a2s97ubXTF2FrMSI6w7/f8baZlT66OsOLovXQ4Q1Q1hB+HtDu9bG7Ovz43FnVErrjaenVwdESsAO93xNtXj/tXj9D1RzhuGn1+Gj3ROd4ao5wvNa3eekYRoxC9BWVnmyl1NeD87EXKqWag7cWoAp4PBqvIcaXA3Vtw5+TXbcnfA3GHtKcfedl503YIeNF6W4a27soSO39f5yV5GBGKiSWvmq+aLNmhe98zA0kpof/P582e+hrrArRr6mnQsDHbHdj2EMlmYmkJfSeDlKcmUBVs1kR8qUDProWXRe2H4XLRiBQISLInmku4PZUtNzMdQVKMhOYk997Wk2iw8q0LDNnNTM9nasWhVcdX1AY2uesueEXk69aMWlMzQ8tjvBeLslKODynV8RA5vTwY7VgCaQUQuLAdb6zkhxctXxSWHtBqptLIwyhvnxpaB140ksgJbTu+xRLFS5773RjWUk6hWkDV8/vaUpWYthzLC/JoGAYzzGQadlJ2K29h66fNSeX/NToPL+YmKKSZGutfxKcj/1zrXVK8Jastc4MzrsW4rA2j4+WTh+ZScNYeEcHoHEfJBf0u0mqU1Hb3nNedg40Huh3+/EsI9HJmXNzuO2yBawoycCiYPGkNH50yTwW1jxh1rVcfB0Ur4Qr7jJfujYnHPtJWPYRTpiRzf+dNYMEh5XMRAc/+cAClhcPvByNEENStBwu+RPz997JX85PoyDVhcNq4frji1lWks4/b1zOkkmpWBSsnJbOZ0+bxhPrDzEvP4XvXDQf+9IPw/GfMevAJufDB/8ORUMaMCXE0Stabj4zc+aAxQozzoJzf3p4xFRBWgK3XbqAk2ZkYVEwJz+ZP127hIWT0gBQFgsfWlbIzcfm4rRZyEtx8YfLZ7KoJDTiakVJOrddOp/0BDuJDitfOnsmZ84ZWyOyJmUk8K+PLGfJ5DQsCk6ansWfrl06/Fos4shlz4RrHobc+eZYnXY6rPw8lKwcdFelFB9aPombT5wSOk6vOYaFk9JYOT2L71w4hxS3jRSXjW+eP4eTZmSFdk4pgKvug+ITQVmYXvU8d123gDn5yVgtinPm5fKTDywYVhG8GbnJ3PWRFb2e48cfmE9KlArpzcpN5p83LmdadiI2i+LiRQV8/fzZuB1j58KWGH2UjvKcVaVUOjADUy0cgEjLasXLsmXL9OrVqwffUIyYzYea+Mx96/jxZQuGvlPzIXjma3DKl/vd5E/rPHxwpoNLZwQ/dFf/A/IWwElfOMqIBzTMNcj6NxLHZrvXR0Orh8aOLpwWzbQMB8rXAV0dZui9Lfh/1VoNPq/p/beaWSRaayqbOrFY1PBHHYh4G9XHJQAtVRDwUWfJpNMXIDfFdXj905aOLppa20lRbbThorHLRnqCnbzuXoWAH5orwOqAZBlhMcaM/mNzKBoPgafJJBTutLCHm9q9VDZ3kurucdz24Pf5qKxrwGmzkJUZuVexqrmTQECTl3oEy12OEi0dXTR1dpGe4Bjta9KPj+Myko5GM6XGnmCO12FMOfAHNJVNHThtVrL6XCCpbOpEo/vv7e1sgc4GcKeDM5nGdi+tHh9ZSQ5c9iM7FqLxHANpaPPS5vWRnezEaRs1CfbYfPOL6M7JVkrdDHwOKALWA8cB7wCnR/N1xNi2t7aNvNQjGCqe2n8vNkCyQ1Hb0WPeT2KWmf85gSU4bCRk2Og1uMsZYR5WUniiopQiP0pDsYQIE+z5i5ReJLvtJLtTgVRSgLDJCxYrpBWF7yhErKQVAv1XHk5NcJCa0P9oLavNRmFu9oAvMR4ubpr38vhctmvMcKdFvBA0FFaLojA98hD/Qc/jXMnmFpSW4CBtgPfEUETjOQaSnuggPXHknl9MLNFeR+FzwHLggNb6NOAYQEoSi172VLeQN+z52LvN0NABmCS7x8iMxOwJOydbCCGEEEIIER/RHmvRqbXuVEqhlHJqrbcrpSJUVhIT2a7qVkoy+69qGVHtLig8ZsBNUhyK6vaePdnZZhmvCa61tpRNdVYqW30UZSQyJz+FJFcMexZ8XqjdYf4WKQWQPRts4/BKcUcjVGyElgpIL4a8ReCQkQADaWz3UldXQ3rbXhICrbiyp5qCfM0VkD4ZMqYTqN/HnmYLpW02stJTmONuxN64FxxJkDPbDEUUYjQJ+M1nXsNBM0ooezY4evcGlta3s6emFbfDysycJNIThzdXuaW5mV0V9TS2eynJSmLqpIFHekVUt8fcXCmQPQfcqb0fb64wvwdA1ux+l9AUo0B7g1mO09tmCp5lTAnfpqvT/D27PGYKnlKQOw+yZoxISM2dXeyuaqGxw0dJZgJTs5OGvG9FUwe7q1uxKMWM3KThL/kqxCgQ7SS7TCmVBvwXeEEp1QCUR/k1xBi3u7qVE6ZlDb7hYRrq98LsCwfcKsUJO+r79GQ3T+zDr7V0E7/fAH990/ToO6wWbrtsPufNz4tNou33wcYH4MnPmuJ1ygIX/toUXbOO6vl5w9PRDKvugFd/bJYusVjhgl/BMdeDJdoDhsaH6uZOXl6zhXMr/0rajgdMozMZTvsmvPBtc/+yv/J6cwEff7qRLn+Ahy5yYn/9o9DZaB6feymc97MJuUyfGMV2PA0PfyS0nvsZ3zFFJYOJ9qayJm745yrq28xa2GfOyeFHly4Y8jSqxoYGfvXiTu5eY9b1ddut/POaLo6bUzz0GEvfg39/0Cy3BLDoajjrh5AUHMJesxMeuC6UZOfMhSvvgazpQ38NERstlfDMV2BrcDEfdzpc+0jvgpA+L6y7BxIy4dWfQO1O0545DS67M+rFIxvavPzi+R385z1z7pHgsPLPG5dz7NSBq5oD7Kpq4WN3r2Z/nVkDe35BCn+4ZgklWcPsnBEizqJ69qe1vkxr3ai1/h7wbeDvwKXRfA0xtvkDmgN17cNauoHWapOouJIH3CzVqajv7JFkO1PA7wmdREw0bXVsrNWHE2wArz/Az57dwa4I61yOiPrd8NQXTIIN5t+nvwR1u2Lz+rFStTGUYIPpyXrum1C5Mb5xjWIby5qYzf5Qgg3gaUGv+zfMugD8XVSW7ePLr7Th8QU4d2Yy87f8IpRgA2z9L5SvjXXoQvSv4QA8/ulQgg3w0g+gZjsAnV1+fvPizsMJNsCL26pZd7BhyC+x5VDD4QQboKPLzzef2kNdwxCfo6PJFBLt+d244T6oWN/jRR4LJdgA1Vth+5NDjlHE0KE1oQQboKMBXv6h6dXuVrcL1vzTfCd1J9hgRjJsfSzqIW0pbz6cYAO0e/1887+baOhx3Pfn0XWHDifYAJvLm3llR3XUYxRipEUtyVZKWZRSm7vva61f01o/obUe/B0lJoxDDR2kuO24hrPeZ+0uSJ086GYpDkVdzznZSpmhehN1yHhnI9Ud4f/PNa0eGtpj9LZsqwV/n9fyd5n28aSlMpRgd/O2QpuUpOhPeVMHaf66sHZVvcX0rgCNtixqWswa2YuyFM6aTeFPNFHf32J06qjvfSGoW2sVYIbQbigLf7xnUjGY6uB7oqc9tR00t4e3R+RpgsoNEWKs7BHQG+GPH3hniBGKmGoqC28rXwudTaH7rdWQvxgqIvzdD0X/QmV1S2dY2+7qNpo7uyJsHdLlD/DunvDvhTUHhn4RSojRImpJttY6AGxQSg2eDYkJa2dVC5P6qVTZr9qdZmmpQaQ6FQ2dfRKdxGwz92giSsqhOMlH35VfpmYlDr/w3JFKKTQjCnpyJpv28SS92Kwz3lNSDqRNik88Y8C07CSqbeHFDHXxiYdP+nK8ZUzPNp8XL5cGaC0+M/yJZPiqGE2SCyC1T+V7iw3SzFDu9AQHZ80Nn94wJ3/gkVo9FWeGf4cun5xMduoQh9MmZMP0s8Lb06eGfp57Sfjjsy8YYoQiprJmhrfNPBcSekzLS51kLpJMOTl82+lnRD2kyRnhx+jxUzPIHKRyt91q4YKF4d8Lp80auBK/EKNRtCcL5gNblFIvKaWe6L5F+TXEGLazuoWCtGEmeLU7IHXwpMxphQDQ1tUj0U7InLjzsp3JzMtN4PZLZpEUXJ90Uoabb184h+k5Qy9AclQypsCVd5mLHWCWVbviLsicOvB+Y03+MXDxH0JFuJLzzf3s2fGNaxRbUJhKVeIsKk74PtjMZ4LOnY+adQHsexVSi8iYdSK/PNnK5AwX7x1s5b3JNxPIX2KewOqAM78H3feFGA2Sc+Hyf4QSbVequR9MhOxWCzefOJXlJRnB+4rPnzmDxZPShvwScydl8+MLSnAHR4RNz07g++dPJylpiIm6ww1nfhfyFpr7Niec8xPIXxjaZua5sOBD5melYNE1I5KMiSgoXAJnfNd8JgIULYeTvti7wGjmNDjvdnBnwLwPcPjq+5yLzd86yuYVpPDDS+fhsps0Y1ZeMt+5aN6QasGcMz+PCxaYjhWl4JoVkzlx+nDq+AgxOijdd4jj0TyZUqdEatdavxa1FzlKy5Yt06tXr453GBPWZ+9bR36qi1Nnha/LHJEOwL1Xmi8Mx+BX6T/3UgePXJLIpJTg9aN1/4b0Ejjt60ce9MDU4JsMzYgdm+0N7Kj1UNMBeemJTM8Zeo9J1DSVQWuNKarTt5dnPKncAm3Vpqc+O0LvQuyM/uMS8PkDlDe2k9x2kETViSOzBDqbzZzClHwzgqWlkprmDiq8TlJTUilO6DLzXh0JkDHVFJkTY8mYODaPWkulqc6dkG6+g/po7ujiYH07LruV4swE7Nbh9XnoQID95VW0dnopzEwhI/0Iquy315tlLh2JkDEtvEijtx0a9pmfM6aCfVyvljC2j0u/zxSI9XWYURP9rYvdWAqeVjOtQVlMQbu+VeWjJBDQHKhro9XjozA9gYxhrD/d7vVxoK4di4KSzEScw5liOP5E7dgUsRXV8r6DJdNKqXe01sdH8zXF2LK9spkVUzKGvkNTmTkBGEKCDWbIeF2nZlL3COWETGgqHX6g40lCOrMmQ1zX0kstGt/Jdbe8ecC8eEcxZtisFiZnJkHm3FBjQgZQErqfnEd2MvQaLNjfCaQQo0Vy3oDTnFLcduYXHnlyoywWphSFD6sdloSM4PutH44Es8STGP2stqFd2I3hFCaLRTFlGMt29ZTgsDEnP2XwDYUYxWK9towsdDeBdfkDw68sXrsD0oY+zd8UP+u5VnZW5KIgQgghhBBCCDECYr1QbcSx6UopK7AaOKS1vrDPYwr4LXA+0A7cqLVeG3zs3OBjVuBvWuufjmDs4ijtq20jK8k5vMriVVuHVSQrxUHvCuMJWRN3TnY3nxfq94CvE9JK2NNqo6yhA5vVQkmGm8KMKK092dkM9fvMFfXM6eGFwOKpepsZYpyQAQVLwTqhh56NTlqb47Sl0swt9LaCM9XMcQ2Ogthe0cyhxg6SnDam57rITJR1U0Xs6UCA1spdBNrqsaYXkZQV3jtY2dRBZbOH9AQ7xZnhx2lTu5cDweHiJZkJOGy9P5M62ts4UNWALxCgJDc9bL613+djf0W1GS6ekUxWZvj6w4eqqqlpaicr2U1RfnixtbpWD2UNHSQ6bZRkJmDrM2S9rbWVA9UNoKAkJ52ExN69kl3+APvr2ujw+ika5nBgMUJqd5nvYWcy5C86vDZ7t7UHGqhr9ZCT4mTRpD5TDOr3QXudqSkyhDo4Mddcbm4JGWb6ghCjXKyT7P58DtgGRBobch4wI3g7FvgzcGwwMf8jcBZQBryvlHpCa701NiGL4dpW0czkCFVRB1S9DeZePOTNkx1muPhhiVm9lyWZaNrr4J0/wVu/hoCfQOEyahb+kBsea0Ap+OCSIj583OTwL9vhqtsD//uCKVilFCz7GJz8JZMgxdvul+HJz5gRDfYEUyxrwRUDD5MUsdXlgc0PwRu/hmUfgdd/ZpafScyGk74E2bN4Vy3km49tYk9NGw6rhU+eOo0L5uczcxhVmYU4Wl2eDrwbHiH5hS9DVzukFNJ2yd9JnBaaCff+/npu/c9aqls8JDqs/PSDCzl3ft7hede7q1v48kMbWVfaiNWi+OQpU/noiVNJDyapVdXV/OrlfTy4oRat4fTpqXz3vOkUF5rh5+1trTz8/gFue/EgHl+AkkwXf7h8NvOnhBKjNzbv53OP7aK+zUuq284vL53GGQumoILzrrdXNvPZ+9axs6oVu1XxxbNncd2xkw8XpiqrqOLHz+/h6W1m6aSL56XztbOmUZBnPtObO7zc/c4BfvvSLrr8mjn5yfzmQ8cwK0/ej3Gz/y343+dMom11mFo2i6+DtCJaOjp4aXs933liM80dPjISHfz40vmcuyDfzOfe/j944tNm7fSkXLj8n1CyMt6/UciBd+DhG81FWGcyXPQ7mHMRWAcvpCZEvMR6uHjY5H2lVBFwAfC3fva5BLhbG+8CaUqpfGAFsFtrvTe4Fvf9wW3FKLWlvJlJ6cMYKu5tNUWkkoc+7yzJoaht7zFc3JFk1mX2tAwj0nGkbA288QsI+AGwHFrNnP13s7AgEa3h4TVlbCk/yv8brU2BuX2vhu6/fwccHAVrqtbugqe/GJoy0NUOz3418lqhIn5qtsLjt8L8y+DlH4TWd22rgddvp9FVyK9f2MmemjYAvP4Av31pF3vqWuMYtJiIOsq3kvjMp81nCUDzIdxPfYrW+goAqpo7+ex96w6vZd3m9fP5B9azp9ocq12+AHe+vpd1pY0A+AOaP7yyh/XB+wBv76njgfUmwQZ4eXcTT26sOPz4trJavvPsfjw+8123v66T7z69m5aWZgAOlldy6yM7qG/zAtDU0cWnH97JvkNmre52r4/bn9nOzqpgTH7NT5/ZzqZDoXWVX9pefTjBBnhiSwOv7Kw5fH/ToWZ+8fxOuvwmyG0VLfzqhR10dvmO8H9WHJXmCnjlx+Y7D8DvhVd/AhXrAdhW2c7XHt1Ic4f5+9S3efnqo5tYe6AB6nbCIx8NnSe1VsHDHxk9owCbK+CRm0yCDSbOR282y7sKMYpFLclWSlmVUi8OstmHI7T9BvgKZvWlSAqBnpWryoJt/bWLUWpTWROThzM0uSY4H3sY1YNTnIransPFlQqulV3R/07jWXX4wI7Ugy9yclHo/3TdwYawbYbF02KugvdV+t7RPW80NJebiqs9aQ2NB+ITj4is8WDwBw0+T+/H2utRbdWs2l8ftlt5Y8fIxyZED7rhAPRZlcVSv5dAs0kAqps9VDR19nrcH9AcCh6rjR1eXtpeHfa82ytDFzvf2tcU9vizu1vp7DTPW9oQftyvKW2lttkk/pWN7YeTqW6dXQEqGk1SXd/m5fVdtWHP0fN5n9kVfgHrxd2hGA/UtYU9/trOGhrausLaRQy0VsHBt8Lbg4Vfyxs76ezqfZrd1NFFVXMnNJZBoM/FkdYqaBkl502tleEJf8Df43tDiNEpakm21toPtCul+i2XqbXe3PO+UupCoFprvWaAp45Uul4P0B7+BErdopRarZRaXVNTE2kTMcK01myraGZK1jCS7MrNkDq8Spgpjj5JNpgh4y2j5IpsHyN+bEaYt9SWu5T1NaEv29lHO9zWngDFEYaV5S04uueNhoTMyBV+B6j6K+LwmZkU/HtY7GZZmZ4cieDOZHaEYajZSaNo3r+IiXh/n6tInx1JuVgSzZzo9EQ7aQnhQ1hzkk3d1xSXnSURpudMyQpNpVpcGF6R+YRJbpwOR/C5wo/76dkJpCaY9qxkF05b7/eRzaLISjYjyVJddhZGqGyelxKqTbtyUnid2uMnhWLMTw0flbaoKI2UIayDPB7F+7jElQY588Pbk8xyqTnJTmyW3qfNLruFzCSHmdal+pxSu1LN9+dokJAJ7ghT2uR7XIxy0R4u3glsUkr9XSn1u+7bANuvBC5WSu3HDPc+XSn17z7blAE9M60ioHyA9jBa6zu01su01suys7MjbSJGWPeV/fQIJx/9qtpk1nschhQn1PdNst2Zo2fYUx8jfmwWLYc5Pea0J+WwY+YneXOf6aVYVpzOMZPSju41rDZYcQuk9qgCP+VUKDnx6J43GvLmw7m3g63HCePxn4HchfGLaQyI+Wdm7lw4+Suw9b9mHmF3om21w4lfILX9AF89dzYprlAZkUuPKWBqthQ+m2ji/X1uz59P6wlfDTXYXLSd9zuSss3nX1F6Aj+/fBGO4PxrpeDr589mRq45Vp12K589c0avC0TnLcjjmMlph++fPCOLZUWhY3tKhpMrlhQcnk89ryiDm5bnHH480WHlxxdOO7xWdkl+LrdfNPVwUmVR8MPzS5haYPZJdtv5zkVzSXGH3k9XLZ/EvMJQWZwL5ucyJyeUSM/PdXPWnNBrLihK5YNLQssypiXY+cb5s0l0jZZSP7EV7+OSjBJTb8TV4+LJwg9BrrnYPTXLzVfOnUV3nm2zKL51wVwW5idC1iw4+8ehRNtqh0v+GHF997hIm2zisQYL6ykFZ/8QsmfHNy4hBqG0jtj5e2RPptQNkdq11ncNYd9TgS9FqC5+AfBpTHXxY4Hfaa1XKKVswE7gDOAQ8D5wjdZ6y0Cvs2zZMr169erBfxkRVc9tqeSvr+3ly+cMcbVmvxfuuwpO/VrvBGkQNe0BfvSOh1Uf7tHrtfYu8yVyypeHGfWQRBpRcURG7NjsaISa7WYOYeZ0NrelsLemDZvVwpTMBOYUHPlarb00HQoWXLGbL7/EUXIV3O+HslXQsN9c1c9dAMk5g+42xo3+47IvbxtUbYG2OrC7TdG+hAzTW5ExDWwO1hxo4EBdGykuG5MzE5iZK+uojkFj79jso7O9BW/lNnRrLSq9hOTC2YcTYIBAQLOnppVDDR1kJTuZnpMUtqpGWUM7e2vbSLBbmZ6bRJq7d2Xuuvp6dlU24vcHmJaXRl52Vq/HW1tb2V1RR1O7l8mZSWFrZnd5vewpr6GysY2cVDfTC3JwOHv3gB+oa2N/XTvJLhszcpJI7tMLXV1by+7KJpSC6blpZGf1/kxv7uhiV3ULbR4/JZkJTI5QRX0MGfPHJQClq80qDe5UyJ4H6aG+qPL6dvbUtVHd7CE/1cWMXBfZycFRE12dZsnU1mqzmkPWzGFN1RtxAb85v2gqhcQcsya4fRg1fsa2qB2bIraieslRa32XUsoNTNZa7zjS51FKfSL4fH8BnsYk2LsxS3h9JPiYTyn1aeA5zBJe/xgswRbxs6msieLhVBav2W5OroeRYIMZLt7YqdFao7qvyrozoHkCr5XtToPJxx2+Oz8N5hemRf91UgtH57IfVisUH29uYvRyJMKkFQNusrQ4naXFR1kJX4ij5EpIxjW1/2PVYlHMyE1mRm7/U3GK0hMoSu//OzEzI4PMjP5XQEhKSmLxjPBh5d3sDgezSwoZqK+vODMx4vJi3XKyssjJyur38RS3naXFskrDqDJpmblFUJCRQEFGP8ec3WWW/BqtLFbImW1uQowRUU2ylVIXAb8AHMAUpdRi4Ada60HXYNJavwq8Gvz5Lz3aNXBrP/s8jUnCxSi3vrSRY6cM48u4chOklQz7dZw2hdUCbV2Q1N0xkJgFpauG/VxCCCGEEEIIMVzRnpP9PczSWo0AWuv1wJQov4YYY7TWbD7UxNTs/q+6hzm0LmLRrqFIdSrqes7LTsgcPVUyR5O2OqjfD972+Lx+Y6kpbtdWF5/XF6Ofp8UM8+9oDH/M54WqraEla4SYaOr3m8/QzubIj3c2B98/4dXKxTjl80DDATPsO17q9pjj0iurP4iJLdpJtk9r3ffTPHqTvsWYVNbQgdWiyEh0DL4xgK8DGvYecdGNVIeitqPHUhUJWZJk9xQIwN5X4R9nw+8Xw8M3QfX22Maw8zn492Xwl5Xw0I0y0kCEq9gI934IfrsI7r649zFSvR2e+zrceSr8/Sx454+hNVSFGO+6PLD5Mbj7IvjrifDYx82F6Z7K18N/rjDvn3suhTKpRTPu1e2Bxz8Nv1sMd5wK258yFyNjpaMB1twN/zwX7jgF/vd5k2wLMUFFO8nerJS6BrAqpWYopX4PvB3l1xBjzIayRqYNpxe7aiukFIFtiEl5HylORX1nj2s7rlTobIrtl81oVrPdnHzV7Tbrve58Bp7+ouk1jIWy9+GhG0I9kPtfh6e+MGorwIs4aK2CBz8MB4LrvlZsgHuvNL1yAFsehff/ZnptOhrguW/AwXfjFq4QMVW2Ch79qFknWGvY8TS8+uNQj3VzBdx/DZQG3xPla4PvH1lXeNzyeeC1n8GmB0EHoPkQPHAtVMUwyS19D578jOlFD/hg4/2w+h/g9w2+rxDjULST7M8A8wAPcB/QDHw+yq8hxph1BxuZMpyldg6thcwjGyoOkOyg93Bxi1WGjPdUt9tUb+9p/5umOngs1O6Grj7DyCo3Qf2+2Ly+GP0aDoQS6m4dDeYYaa40SXZf+9+ISWhCxF3tTlNtuafdL4TeM40HTJLVU3sdNO6PRXQiHloqYfNDvdu0NhXDY6UyQu3hrY/JcScmrKgm2Vrrdq31N7XWyzHLbd2ute6M5muIsWftwQamZg0jyS5fa5bsOULJjj5zsgESsyXJ7uZOC29zpZnqzvF6fUciOIcx2kGMb84UsESoy+lKMcdJWnH4Y6mTwtuEGI9caeFtSbmhz1BncuTll5yy5N245UiElAifgZGOlZGSGKESfepkcMhxJyamqCbZSql7lVIpSqlEYAuwQyk1IosTi7HB5w+wvaJl6MPFO+rNFfejOGFOcShqes7JBrPebt8r+xNVzjyYe2nvtvNuh7QYJSm5C2DOJb3bTv2GaRcCIHManPGd3m3HfQqyZptE4vhPg73HUjRpk2HKybGNUYh4yV8EJStD95WCM79v3jcAmTPg1K/33mfl583ax2J8SsyC838GqsdpffFKyF8cuxgKl0L2nNB9qx1O/Rok58QuBiFGkagu4QXM1Vo3K6WuxSyt9VVgDfDzKL+OGCN2VLWQlewg0TnEQ+3QWsiYDpYjv/6T4lTsa+yTZLszZM5vt8RMOP/ncMyHoa3GnJjlLYzd66cVwdk/hPkfMHO3MqZA4bKj+puLccZqh2U3meOi8SCkFJhj1BkcbTHtNPjwY1C9FaxO81i+XKQRE0TWdLjwt6a4WWcjZE7vvca8zQErPg6TTzDvn9RC8x5x9L8utxgHpp0BN79sphO4Us3FmJT82L1+3ny44p+mhoa3DbJnw6RjY/f6Qowy0U6y7UopO3Ap8AetdZdSKsovIcaSDaVNwyt6VvZ+6Gr8EUpxKmo7+wwXd2fEbs7xWJCUAzPOjN/rpxebmxD9cSYHe+tWRn588nHmJsRElDXD3PrjShn4/SPGH6sNCo8xt3jJmWNuQoioFz77C7APSAReV0oVA7JA4wS29mADU4Y6H1v7oXzdUQ9pC1snG0zvbVPZUT2vEEIIIYQQQgwm2kl2BnAn8B7wbeAjwKtRfg0xhqw/OIzlu7qHOLlTj+o1Ux2K+r5JdkIWNEuSPa6015ubGN8CAVM5t29FeiHGu6528LT2/7jPG1q2S4iJrKUqdsuQCjFE0R4u3vPbwAWcB2yL8muIMaLV46OssZ3ijCHOAyt9PyqFWZId0OzV+AMaqyU4XSExy5yoi7GvrQ52PQ+r/mruH/sJmH6WGa0gxpeKDbD+XrM8Uf5iWH4LFMsQcTHOdXXCvtfhjV+ai0srP2c+49w9qjSXrYG3fgM122DxdbDgckgtilvIQsRFzU7Y9iRsegCSC+CET8PU06XGixgVoppka61/2fO+UuoXwBPRfA0xdmw+1ERJZiI26xA/7MpWwfSjnydstSiSHFDfqclOCCbZ7gxT5Cvgj7y0iRg79r0G//1E6P5jH4fL/2kKqYnxo6Uanv+2+XsD1O0x67l/+DHInRff2IQYSWWr4N4rQvcfuQmuuAvmXWru12yHuy8Gb7Bf48XvQnMFnPMjUzRQiIkgEID1/zEXmwBqdsCBt8x3RMmJcQ1NCIj+cPG+EoCpI/waYpTaUNrI1OwhzsdurzOVpiOtf3sE0p2K2p5Dxq12MxS9tToqzy/iaMP94W0bH4h9HGJk1e0KJdjdWqugent84hEiVrZG6Jt4769meDhA1bZQgt1tzd+l7oiYWOp3w5p/9W7ze6FqS1zCEaKvqPZkK6U2Ad2ZjRXIBn4QzdcQY8fagw1Mz0ke2sZlq83anlHqZU51KmraNXN6jiBOzDLLeMVySQsRfe608DZXhDYxtlnt5vMg4O/dbnPGJx4hYiXS55k7PbQGss0R/rg9QXqxxcRisYMj0Sxj15N8R4hRIto92RcCFwVvZwMFWus/9LexUsqllFqllNqglNqilPp+hG2+rJRaH7xtVkr5lVIZwcf2K6U2BR9bHeXfRRwls3zXEHuyD74D2Uc/H7tbqlNR29FnreyELGiWZbzGvEVX9z6ZtDpg0YfiF48YGbkLYOlNvdsKl8lQcTH+zbkQ7O7QfYsVjv+UWaIJzJrXGX2Wujz92zInW0wsGVPg5C/3bkvOM/U7hBgFoj0n+8Awd/EAp2utW4Pra7+plHpGa/1uj+f8OfBzAKXURcD/aa17lhQ+TWtde7Sxi+iqbumk1eMjL8U1+MZ+D1RthpnnRu31UxymJ7uXhExJsseDkpPg2odh76uAgqmnQMnJ8Y5KRJvDDcffCoVLzBzV7DlQvNKcWAkxnhUsho88az7jfJ0w7XQoWBJ6PG0SXPsg7HsD6vfClJOh6Nh4RStE/My52IxS3Pc6JOWZ84GCxfGOSggg+tXFh0VrrQlVJLcHb7r/PbgauG+k4xJHb2NpEzNyklBKDb5xxQZIKQDHEKuQD0GKU1Hd3rcnOwMaS6P2GiJOrDaYeqq5ifEtY4q5Lb4m3pEIEVsFiwdOFjKnm5sQE1liJsy5yNyEGGXiXuNeKWVVSq0HqoEXtNbv9bNdAnAu8EiPZg08r5Rao5S6ZYDXuEUptVoptbqmpiaK0Yv+rC9tpCRrqEPF34Xs2VF9/TSnoiqsJzsbmkZXki3HphiN5LgUo5Ucm2I0kuNSCNFX3JNsrbVfa70YKAJWKKXm97PpRcBbfYaKr9RaL8Gsx32rUirimFGt9R1a62Va62XZ2dnRDF/0Y82BBqZlJw2+oQ5A6aroJ9kuRXXfJDsxa9RVX5VjU4xGclyK0UqOTTEayXEphOgr7kl2N611I/Aqprc6kqvoM1Rca10e/LcaeAxYMXIRiqEKBDSby4dY9Kx2J9hcJgGOojSnoqbvcPHEbJmTLYQQQgghhBhRcU2ylVLZSqm04M9u4EwgbBFUpVQqcArweI+2RKVUcvfPmGrmm2MQthjEvro2EhxW0hIiLDPS14G3ISe6vdgA6a4+62SDKXzWXgd+X9RfTwghhBBCCCEg/j3Z+cArSqmNwPuYOdn/U0p9Qin1iR7bXQY8r7Vu69GWi6lGvgFYBTyltX42ZpGLfq0/2Mj0oQwVR8OBtyAn+kvyJNrB44OOrh6JtsUK7gxoKY/66wkhhBBCCCEExL+6+EbgmAjtf+lz/1/Av/q07QUWjWB44gitOdDA1KEk2Y0Hwec1lcWjTClFhtvMyy5O7VHhPCnXzMtOmxz11xRCCCGEEEKIePdki3Fo7cEGpucMIcne/ybkzYOhLPN1BNJdiqqwedmjr/iZEEIIIYQQYvyQJFtEVbvXx/66NqYMZfmufW+MyFDxbukuRWVb33nZWaYHXQghhBBCCCFGgCTZIqrWlzYyJTMRu3WQQ6vxIHhbIW3SiMWS7lRUtUXoyW44MGKvKYQQQgghhJjYJMkWUbXmQAPThjJUfO9rkDcf1MgdgmkuRUVrnyQ7KQcaJckWQgghhBBCjAxJskVUvbe3npm5yYNspWHvK5C3cERjyXApylv7DBdPzJY52UIIIYQQQogRE9fq4mJ88Qc060sbue644oE3rNkJaEgpHNF4MlyKir7DxZNyofkQaD1iBdfGldZqKF9nLkxkTIWCY8CdFu+oxEQW8EPFBqjcBI4kc0xmTo13VEKMLT4vVKyHqi3gToeCJZAuq25MOIEAVG6Ays1gdwU/T6fHOyohxgVJskXUbKtoJj3RTqrbPvCGu1+E/MUjnuRmuhUVfQuf2d1gc5nkMTl3RF9/zOtsghe+AxvuC7Wd+g048QtgG+RvLMRI2f8m/Psyk2wDpE6G6x+TE0MhhmPX8/DgdeaCM0DufLj6PlnecqI5+A7ccwn4u8z95Hy4/nHInhXfuIQYB2S4uIia9/bVM3uwoeJ+L+x73VwtHWHpLkV9p8YX6JNoJ+fLvOyhqNnRO8EGeP1nUL8nPvEI4WmFl38USrABmg7CwffiF5MQY01rDTz39VCCDVC1Gco3xC8mEXveDvOd3p1gA7RUmAuZQoijJkm2iJq399QyKy9l4I0OvAWphTEZcmyzKNKciqq+vdlJuVJhfCg8reFtAR90tcU+FiEAfJ3QUh7e3l4b+1iEGKt8HmitCm/3tsQ+FhE/fk/kGjUtEY4NIcSwSZItoiIQ0Ly/r565BYMk2dv+B4XLYhMUkJ2gONS3wnhiNjTsj1kMY1bmNEjI7N2WMw/SSuISjhAkZsGym8Lbi5bHPhYhxqrkPDjmht5tFitkz4lPPCI+3Gmw7KPh7VNOjHkoQoxHkmSLqNha0UyK2056gqP/jer3mqvnOXNjFlemS3GopU+SnZwrQ56HIr0Yrn0YppxqCkzNvQQu/zskZg62pxAjZ9HVcOrXTbGmjGnwof9AwdJ4RyXE2GG1wQmfgeM/Da5Uc/H0mocgf2RX/BCj0PwPwOnfhoQMSJ8CV9wlFy2FiBIpfCai4s3dtcwbrBd786MwaQVYYndtJ9OtKOu7jFdyPpS9H7MYxrTCJXDVf0wRtIRMU31UiHhKKYBTvgpLbgCb05wcCiGGJ30ynPUDOP5WsCfIqhETVXIenPwlOOY6sNjlIroQUSRJtoiKN3bVcGzJAB/OrdVQtspUpo6h7AQL+5v69mTnQ8O+mMYxpjmTzE2I0UIpSMmPdxRCjG0Wq7loJURyXrwjEGLckeHi4qh1dvlZe7Bx4PnYmx4yc7EdCbELDMhJUBxs7pNkJ2RCRyN422MaixBCCCGEEGL8i2uSrZRyKaVWKaU2KKW2KKW+H2GbU5VSTUqp9cHbd3o8dq5SaodSardS6muxjV50W72/geKMBBKd/QyMaK2Efa/BlJNiGxgmyS7rOyfbYpXebCGEEEIIIcSIiPdwcQ9wuta6VSllB95USj2jtX63z3ZvaK0v7NmglLICfwTOAsqA95VST2itt8YkcnHYKzuqWVCY2v8G7/8DJp8AjsTYBRWU5VbUdWg8fo3TqkIPpBZC3W7InRfzmIQQQgghhBDjV1x7srXRvRivPXjTA+zS0wpgt9Z6r9baC9wPXDICYYpBvLK9moVFaZEfLF8LNdvitiSE1aLIitSbnZwPtbviEpMQQgghhBBi/Ir7nGyllFUptR6oBl7QWr8XYbPjg0PKn1FKdXc9FgKlPbYpC7ZFeo1blFKrlVKra2pqohn+hFfW0E5dm5ep2RF6qbs64O3fw5yLwDrA0l4jLC/Rwr7GPkl2SiHU7IhPQD3IsSlGIzkuxWglx6YYjeS4FEL0FfckW2vt11ovBoqAFUqp+X02WQsUa60XAb8H/htsV4SL2Auutb5Da71Ma70sOzs7OoELwPRiL56UhkVF+HO89xdIK4bs2bEPrIfcBMX+vsXPUgqhdmd8AupBjk0xGslxKUYrOTbFaCTHpRCir7gn2d201o3Aq8C5fdqbu4eUa62fBuxKqSxMz/WkHpsWAeUxCVYc9tyWKhZPSgt/YPeLULkRZp8f85j6yktS7Grok2SnToL6PaCHOjtBCCGEEEIIIQYX7+ri2UqptODPbuBMYHufbfKUMt2kSqkVmJjrgPeBGUqpKUopB3AV8EQMw5/wWj0+1h5sYGFRn6JntTvh/b/BoqvB5opPcD0UJFnCk2xXihnC3izXZYQQQgghhBDRE+/q4vnAXcFK4RbgQa31/5RSnwDQWv8FuBz4pFLKB3QAV2mtNeBTSn0aeA6wAv/QWm+Jy28xQb26o5pZeckkOHocRu218PIPYc4lkJwXv+B6KEqysLfRH/5AWrEpypYacSq/EEIIIYQQQgxbXJNsrfVG4JgI7X/p8fMfgD/0s//TwNMjFqAY0NMbK1g6OT3U0NUBL3wXJh0LeaNnaaxUJ/g11HYEyHL3GLyRWgTV22D6mfELTgghhBBCCDGujJo52WJs6fD6eX1XLctKMkyD9sOrP4WkHCg5Kb7B9aGUYnKKhR11fYaMpxVDxcb4BCWEEEIIIYQYlyTJFkfkpe1VTM9JItVtNw3v/x08TTDnYohUaTzOipIsbKvvM2Q8YypUbIhPQEIIIYQQQohxSZJscUQeWVPGcVODvdi7noOD78DCq8FijW9g/ZiUYmFLbZ8kO70YGvZDV2dcYhJCCCGEEEKMP5Jki2GrafHw/v4GVpRkQvVWWP1PWHwdONzxDq1fJamKzbV9hotbHcF52VvjE5QQQgghhBBi3JEkWwzbQ6tLWTElHbe3Dl75Mcz/ICRlxzusAU1OtnCwOUCnr8+62Fkz4dCa+AQlhBBCCCGEGHckyRbD4vMHuPudA5wxPQ1e+j5MPh6yZ8U7rEHZrYpJyRGGjGfNgIPvxicoIYQQQgghxLgjSfYEtquqhb+/uY8t5U1D3uepTRVkJtqZuvk3kJgNJSeOXIBRNi3Nwrrqvkn2LChbFZ+AhBBCCCGEEOOOJNkT1Evbqrj8L+/w7p5arvvbe9zzzv5B9/EHNL99cScXWt8BbzvMvWRUVhLvz/R0C6sq+iTZaZOgswmaDsUnKCGEEEIIIcS4Ikn2BFTZ1MmXHtrAl86eyU0nTuV7F83jty/t4sWtVQPu99CqfbjaDrGoaxMsHr2VxPszO8PC+5V+tO4xL1tZIG8h7H8zfoEJIYQQQgghxg1Jsieg257eymmzcpiekwxAToqLz54+gy8/vIHS+vaI+9Qd2MrPnljDtSkbUEuvN5W5x5isBAtOK+xq6FNlPHce7H4xPkGNFv4uqN8LDQdB68G3F2KktddB7S5or493JELEntbQcADq94HfF+9oxHjgaYXa3dBSGe9IhJgQJMmeYLZXNvPmrlouWlTQq31GbjIXLizgE/9eQ2dXcEh1RyPsfpHAwx/jC3f+j5OyWpm6/Dyw2mMfeJTMz7LwRlmfE5ai5SbJDvgj7zTeNZXBc9+EPyyHPx8H7/wB2hviHZWYyEpXwT8vhD8sg39eYO4LMVG018Nbv4E/HQd/XA4vfheay+MdlRjLqrfDg9fDH5bCHafA9qfMxXUhxIixxTsAEVu/eWEX589MxLX3OajeBk2l0NEAPg/nBQLs857Lp77/Fn9y/gGXxY8vYwbf6ryWupQibl7uHlNzsCNZmG3lxQM+PrrQGWpMygV3OpS9D5OPi19w8bLlMVj1V/Oz1wfPfwsyp8Os8+Ibl5iYGkvhvqtMTzZAzVa4/2r42KumhoIQ492Bt+DF74Xuv/MHSCuGY2+JW0hiDPO2mQvpe14y91sq4YHr4GOvQMHiuIYmxHgmSfZE0VbLnjcf4t1tWfw64V+QNQVSi2Dq6eBKAasDpSx8PKD5y2Y4t+2vnD7ZzluH/Ljtiv9b4cBmGdsJNsCCbCt/We+lyaNJdfb4fYpPgI0PTrwk29MK6+8Nb9/ziiTZIj4aD4QS7G5ttaZdkmwxEex4Nrxtw32w5Hqwu2IfjxjbmithT58pcToAdbslyRZiBEmSPd5VbDRXwbc/ze/Vlzm7yI9r4RdMwa8IbMCtSzVb6wLsaQxw6Uw7i7ItqDHeg93NZVMsyLby3L4urpzdY175lFPgmS/DObeB3R2/AGPN5oLc+VC9tXd71oz4xCOEO918PuketROUxbQLMRHkzAlvy1s4JmuhiFHAmQTJ+dBS0bs9ITM+8QgxQcR1TrZSyqWUWqWU2qCU2qKU+n6Eba5VSm0M3t5WSi3q8dh+pdQmpdR6pdTq2EY/imkNu16Ef10A//4g2FzsPf2vvNwxnbPn5vSbYHdTSjEvy8rF0+0szrGOmwS728pCK/dt6zMXKTnPJJabHo5PUPFitcHxt4IrNdSWMQ2mnha/mMTEljEdTv9W77bTv23ahZgIZpxthod3c6fD8pvAImV0xBFIzoULf9373G/OJeYCuxBixMS7J9sDnK61blVK2YE3lVLPaK3f7bHNPuAUrXWDUuo84A7g2B6Pn6a1ro1hzKOXzwObH4G3fmsKWsy9GE78Iljt/PS5ds6fqki0j6+E+Ugck2vlni1dbK7xMz+7xzJkcy6F138Oi64a08Xdhq1gMdz8kunNttohd4EMyxXxY3fCilvMFI6mQ5BaaE4G7c7B9xViPMieCTf+Dyo3mYKcOfMga1q8oxJj2fQzzRzs+j3gzjCfqUnZ8Y5KiHEtrkm2NgsWtwbv2oM33Webt3vcfRcoik10Y0hzOay5C1b/HdImw6KroWDJ4SJlr5f62FDt5/ZTZC4XgM2iOG+qjV+838m/zk8MPZC/0BRBe+t3cPIX4xdgPGTNkCHiYvRwJsPk4+MdhRDxkzbZ3ISIBqvdXFCXOdhCxEzcxx4ppaxKqfVANfCC1vq9ATb/KPBMj/saeF4ptUYp1W/ZTaXULUqp1Uqp1TU1NVGJO+7a6mD9fXDPB+CPK6BqE5zxXTjz+1C49HCCXd0e4EuvdnDTQgdOm/Ridzuz2MauhgDP7O0zbPzYj8M7v4f9b8UkjnF5bIoxT45LMVrJsSlGIzkuhRB9KdOZHH9KqTTgMeAzWuvNER4/DfgTcKLWui7YVqC1LldK5QAvBPd9faDXWbZsmV69epRP3w74obPJLK3V2QSdjaa6blMZ1OyA8rWm9zp/kamGPen4iBVHy1oC3Ph0O0vzrFw6YwINfx6i3Q1+fvm+lzvOcbMiv8egjor18MYv4YJfwrwPDLZsWdSuXIyJY1OMFXJcitFKjk0xGslxKUYr6SEbo+I9J/swrXWjUupV4FygV5KtlFoI/A04rzvBDu5THvy3Win1GLACGDDJHkIgEPCZm88Dvk6zxmBHI3TUQ1uNqdDYXAHNh6C1CtrrwdMCfo95DosdHImmWElCJiRmm3/d6aZytcVq5kx3dYSes7UKWmvMz54WUw3SkWSex5kMzhRIyDAVIo/9BGRMBUv4n6/Jo9lS6+flg108tKOLi6fZOW/qqPkzjyrT06188hgHH3+unTOL7Vwwzc6yPCtJ+YtNoaWXfmjmty/9CCz7SLzDFUIIIYQQQowBce3JVkplA13BBNsNPA/crrX+X49tJgMvA9f3nJ+tlEoELFrrluDPLwA/0FpHWGCy12vWAAf6NGeVpKmmfZ9LXhid3+zoBLQmcIR/lqu7vsP7OrT8hxV/lKIav/yEip993PI4X7bdD4BFgSXYi62+37ymn91rtdbnRiOOfo7NaMgCJkJxQPk9Q0brcTne/kbj7feBkf+dRuuxOVLGwjEiMY7N43K0/t1Ga1wwNmOL2rEpYiveSfZC4C7Aipkf/qDW+gdKqU8AaK3/opT6G/BBQh9YPq31MqXUVMzwcjA98vdqrW87wjhWa62XHc3vMlbJ7z7+f3f5PceXsfx7juXYIxlvvw+Mz98pnsbC/6fEODaN1v+T0RoXSGwituJdXXwjcEyE9r/0+Plm4OYI2+wFFvVtF0IIIYQQQggh4iXu1cWFEEIIIYQQQojxQpJs4454BxBH8ruPf/J7ji9j+fccy7FHMt5+Hxifv1M8jYX/T4lxbBqt/yejNS6Q2EQMjZolvIQQQgghhBBCiLFOerKFEEIIIYQQQogokSRbCCGEEEIIIYSIEkmyhRBCCCGEEEKIKJlwSfa5556rAbnJLVq3qJFjU25RvEWNHJdyi/ItauTYlFsUb1Ejx6XconwTY9SES7Jra2vjHYIQEcmxKUYjOS7FaCXHphiN5LgUQsAETLKFEEIIIYQQQoiRIkm2GPvaG6CjKd5RCCFGSiAArTXQ1RHvSIQQ0aQ1tNWCV97bMefvMp+rPk+8IxFiXLLFOwAhjlh7A+x4Ct78FVidcOrXYfoZ4EiMd2RCiGip3wur/wGbH4G8hXDKV6BwabyjEkIcrYb9sOYu2PgAZM823+GTlsc7qomhZge8+2fY+SxMPh5O+gLkLYh3VEKMK5Jki7Frz0vw+K2h+w9+GK57DKafHr+YhBDR422D578D258095vL4cDb8LFXIGt6fGMTQhw5nwde+QlsvN/cbz4Epe/Cx142CbcYOe0N8NgnoXyNub/lUTj4Dnz0BUibFN/YhBhHZLi4GJv8Xlh1Z3j71sdjH4sQYmQ0loYS7G6eZqjdEZ94hBDR0VgGmx7s3eZtg+rt8YlnImnYG0qwu7VUQP2e+MQjxDglSbYYm5QVUvLD25NyYx/LGLO7upWP/ut9mjq64h2KEAOzOsDuDm+P1CaEGDtsdnAkhbc7EmIfy0Rjc4GKcPovn6tCRJUk2WJssljh2E+A1R5qcybDnAviF9MYccfre3lpezX3vLM/3qEIMbD0Ejj1m73bJh0HOfPiEo4QIkrSJsMZ3+3dlr8YcufHJZwJJXM6HH9r77bZF0HWrPjEI8Q4JXOyxdhVtAJueh4OvmuS7cnHQ558QQ/mjV01XHdsMa/trOHTp8+IdzhC9M9igaXXQ+5cOLTWJN2Tj4VkGbEixJi38ErInAaH1pi5wJOOg5SCeEc1/tmcsPLzULwSKjdD1kxTcM6dFu/IhBhXJMkWY5fFAoVLzE0MSUtnFw3tXk6dlc3Da0vxBzRWi4p3WEL0z5VqVg2Yfka8IxFCRJMrBaadZm4ithKzYNZ55iaEGBEyXFyICWRvTRuFaW4SnTbS3HYO1LXFOyQhhBBCCCHGFUmyhZhA9tW2kZ9qiptMzkhgR2VLnCMSQgghhBBifJEkW4gJpLypg/QEUywuN8XF3lrpyRZCCCGEECKaJMkWYgIpb+ggI9EBQE6Ki32SZAshhBBCCBFVkmQLMYFUNHWSkegEIC/FxX5JsoUQQgghhIiqEU2ylVL/p5TaopTarJS6TynlUkplKKVeUErtCv6b3mP7ryuldiuldiilzunRvlQptSn42O+UUirY7lRKPRBsf08pVTKSv48QY11Fc+fh4eI5yU7KGjriHJEQQgghhBDjy4gl2UqpQuCzwDKt9XzAClwFfA14SWs9A3gpeB+l1Nzg4/OAc4E/KaWswaf7M3ALMCN4OzfY/lGgQWs9Hfg1cPtI/T4TSnM5tNbGOwoxAupbvaS6TZKdkeigttWDzx+Ic1RiwvN2QHv90LdvrwevjMIQ4qi114O3vf/HO5qgszl28YjYaKkyNyHEiBnp4eI2wK2UsgEJQDlwCXBX8PG7gEuDP18C3K+19mit9wG7gRVKqXwgRWv9jtZaA3f32af7uR4Gzuju5RZHoGE/vP17uOtCuPdy2PJf8MiJ7HjS0O4lJZhk26wWUhPsVLd44hyVmLC0hgPvwP1Xwx2nwuu/hKay/rdvrjCfUXeeDv+5Eva9AQG5SCTEsDUdgjd+DXeeBvddBQfeMu/Hbp3NsOlh+Oe58I9zYctj4JHVKMa81mpYdw/ccynccwms+Re0VMY7KiHGpRFLsrXWh4BfAAeBCqBJa/08kKu1rghuUwHkBHcpBEp7PEVZsK0w+HPf9l77aK19QBOQORK/z4Sw7X/w/Legbg+Ur4OHbzRfvGJcaPf60IDTFnrbZyc5OdQoQ8ZFnFRtNid6e1+BxgPw8g/gvb9CwB++rdbm5PD5b0HDPjjwpjlRrNgQ87CFGNMCAVh1J7z0PXNxfd9rcPelULkptM3+N+GRj0L1VqjeAg/daC6IibFt/xvw+KeDf9dt8OTnYO+r8Y5KiHFpJIeLp2N6mqcABUCiUuq6gXaJ0KYHaB9on76x3KKUWq2UWl1TUzNw4BNVSxWsvat3m9bmA1mMmFgem3XBoeI9B3tkJDqoaOoc0dcVY0/MjsuqreDrM5Ji1R2mx7qv1ip490+92wI+qNw4cvGJUUe+z6OgpRxW/bV3m98LVVtC99f8K3y/9f8Z0bDGsjFzXG56OLxt44Oxj0OICWAkh4ufCezTWtdorbuAR4ETgKrgEHCC/1YHty8DJvXYvwgzvLws+HPf9l77BIekpwJhE/u01ndorZdprZdlZ2dH6dcbZ6xOcKWFtztTYh7KRBLLY7O+zUtacKh4tzS3nSpJskUfMTsu7a7wNlcKWO3h7VZH5M8oR2LUwxKjl3yfR4HVAa7U8Ha7O/RzUm7445HaBDCGjsuECIM9I7UJIY7aSCbZB4HjlFIJwXnSZwDbgCeAG4Lb3AA8Hvz5CeCqYMXwKZgCZ6uCQ8pblFLHBZ/n+j77dD/X5cDLwXnbYrgS0mDl50D1OCTc6TDlpLiFJKKrod1LksvWqy0twUFFkwwXF3GStwjSp/ZuO+uHkBzhZD4hA876Qe+2lEIoWDxi4QkxLiXlwNk/7N2WVgz5i0P3l94ANmfovs0FCz8Uk/DECFpwhflbdrM5YfE18YtHiHHMNvgmR0Zr/Z5S6mFgLeAD1gF3AEnAg0qpj2IS8SuC229RSj0IbA1uf6vWunti3ieBfwFu4JngDeDvwD1Kqd2YHuyrRur3mRCmnQHXPgwH3gZnEhSvhEkr4h2ViJKmji6SnL3f8hmJDnbXtMYpIjHhZZTAdQ/DwXdMIabi46Fwaf/bzzgLbnzafEYl5UDxCZA5PWbhCjFuzDofbngSDr4LyfnmvZdREnq8cCnc9BzsfwuUgpKVvZNwMTZNPQWue8R8huqA+QwtPjHeUQkxLo1Ykg2gtf4u8N0+zR5Mr3ak7W8DbovQvhqYH6G9k2CSLqLA4YbpZ5ibGHeaOrpIcFh7taUnOqjaLcPFRRxlTjO3obC7zcl+ycqRjUmI8c6RCFNONrdIlIKCY8xNjC8lJ5qbEGJEjfQSXkKIUaKpvQu3vU+S7bZT0ypLeAkhhBBCCBEtkmQLMUE0dnSR6Ayfk13b6kFKGQghhBBCCBEdkmQLMUE0tHtJdPROst0OKwpo9fjiE5QQQgghhBDjjCTZQkwQTe3hPdlg5mVXt8iQcSGEEEIIIaJBkmwhJoimzvDCZwDpCQ5qJMkWQgghhBAiKiTJFmKCaO30RUyyU912aqX4mRBCCCGEEFEhSbYQE0Srx4c7QpKd4rJJT7YQQgghhBBRIkm2EBOE6ckOn5Od7LJLki2EEEIIIUSUSJItxASgtabV089w8QQ7Vc2dcYhKCCGEEEKI8UeSbCEmAI8vgFJgt4a/5c2cbG8cohJCCCGEEGL8kSRbiAmgpdMXtkZ2t1SXFD4TQgghhBAiWiTJFmICaOln+S4wPdn1bdKTLYQQQgghRDRIki3EBNDm8UesLA6QEkyytdYxjkoIIYQQQojxR5JsISaAVo8Ptz1yku2yW1EK2rz+GEclhBBCCCHE+CNJthATQKvHh6ufJBsgze2gTuZlCyGEEEIIcdQkyRZiAmjz+PodLg5mXnadzMsWQgghhBDiqEmSLcQE0Orx4bT1/3ZPdtmok2W8hBBCCCGEOGqSZAsxAbQNMlzcFD+T4eJCCCGEEEIcLUmyhZgATE92/0l2ktMqw8WFEEIIIYSIAkmyhZgAWjr7ry4OkOyyU9siPdlCCCGEEEIcLUmyhZgATHXxgeZk26mVOdlCCCGEEEIcNUmyhZgABp2T7bJRJ3OyhRBCCCGEOGqSZAsxAbR5/QMOFzeFz6QnWwghhBBCiKNli3cAQhyN3dUt7KpqwWqxMCsvmeLMxHiHNCq1DzZc3Gmjoa0rhhEJEVlrRxebK5qpau6kMM3NgoIUnA75qhJirPF0+dld00pNs4f8NDfTshOxWXt/D+2taeVgfTtpCXZm5CST6JT3+pHaW9PKjsoWLBbFrNxkSrLkfEiIeJJPMzFmrTvYwOfuX8/B+nYA5hemcPsHFjKvMDXOkY0+bV4fzkF6shvapSdbxFe7p4t73jvIz57bjtZgsyh+dNl8rlxahMUiA6+EGCu8Pj8PrC7lu09sOfxe/vWHFnPhwnyUUgC8s6eWm/61mo4uPwC3nDyVT582jRS3I56hj0nrSxv5vwfWs6+2DYC5+cnc/sFFLCiS8yEh4mVEz1qUUmlKqYeVUtuVUtuUUscrpTKUUi8opXYF/03vsf3XlVK7lVI7lFLn9GhfqpTaFHzsdyr4Ca2UciqlHgi2v6eUKhnJ30eMLo+uLTucYANsPtTM67tq4hjR6NXm8Q84J9tps6CBDq8/dkEJ0cfmQ838PJhgA/gCmh88uZUt5S3xDUwIMSx7atr4XjDBBvNe/uojGzlQZ76z61o9fPWRjYcTbIA7Xt/L9kp5rx+JJzeUH06wAbZWtPDKjuo4RiSEGOmugd8Cz2qtZwOLgG3A14CXtNYzgJeC91FKzQWuAuYB5wJ/Ukp1ZwV/Bm4BZgRv5wbbPwo0aK2nA78Gbh/h30eMEm2eLtaXNoW1bzoU3iZM8uyy9f92V0qR6rJTL73ZIo6qWjwEdO+2dq+fmtbO+AQkhDgiNf28l+uCtT8a27s4WN8Rtl9VsxTgHK4uf4D1pY1h7RsitAkhYmfEkmylVApwMvB3AK21V2vdCFwC3BXc7C7g0uDPlwD3a609Wut9wG5ghVIqH0jRWr+jtdbA3X326X6uh4Ezunu5xfiW6LRz8syssPbjpmTGIZrRr71r4OriACluGw1S/EzEUVG6G2efi0HpCXaK0hLiFJEQ4kgUpLkivpfzUlwAZCU5WFCYErbfpHR3TOIbT+xWCyfPCD8fOmGanA8JEU8j2ZM9FagB/qmUWqeU+ptSKhHI1VpXAAT/zQluXwiU9ti/LNhWGPy5b3uvfbTWPqAJCPtUUUrdopRarZRaXVMjw4nHi/MX5HNS8ItFKbhkUQEnTB9bXyqxODa11nR4/TgHKHwGZq1sqTAuIH6fmQsKUvnpBxeQ4jLlQrKSHPz88oXMzEuOWQxidJPv87FhalYSf7jmmF7v5T9eu4TCYBKdmuDgx5ctYHKGue+yW/jxZfOZlT823+vxPi7PnpvLabOyD9+/YEE+J8/MHmAPIcRIG8nCZzZgCfAZrfV7SqnfEhwa3o9IPdB6gPaB9undoPUdwB0Ay5YtC3t8QvJ5ofkQJGSDKyne0RyReQWp/PrKReyqbsVmUczKSyLF7Yx3WMMSi2PT4wtgs1iwDVI4Ktllk+JnAojfZ6aNLi6bbueMT81lX4cbt8vJzNyxedItRsaE+j73tILW4OrnPeDzgLcdEtIjPx7wQ2cTOFPAGts6txaL4qy5eTz12RTq2rzkJjvJT+vdS72gKI1HPrmS8sYOkl02SjITsVjG5mDEeB+XcwpS+cUVi6hu7qDIUocjIQ1ninx2ChFPI/mpWwaUaa3fC95/GJNkVyml8rXWFcGh4NU9tp/UY/8ioDzYXhShvec+ZUopG5AK1I/ELzOulK6C9ffB3pchfxGsuAVKTox3VEckK9lFVrIr3mGMam0eHy7H4INWkpw26lolyRZxUr4O3vgVVG4iZdppLCpaDjlzgcXxjkyI2OrqgL2vwms/B18HrPw8zDwH3GmhbcpWw+u/gNodsOgaWHQVpPU4harZAavuhN0vwNRT4dhPQM6c2P4ewKSMBCZl9D/dIzvZSXby2Lo4PlplNm8nc9uTsOURSJ0EJ3wGZpwV77CEmLBGLMnWWlcqpUqVUrO01juAM4CtwdsNwE+D/z4e3OUJ4F6l1K+AAkyBs1Vaa79SqkUpdRzwHnA98Pse+9wAvANcDrwcnLct+tNYBi98Bw6+Y+437IfS9+DqB6FgUVxDEyOj3evHPch8bIAEh/Rkizip2w13Xwqdjeb+6n1mpE35ekgpgKScAXYWYpwpXQX3XRW6/9gtcPm/YP5l5n71NrjrIugKrq7xyo+gtQrO/QlY7dBWB4/cDJUbzeNr/gX7XoePPAPJebH8TUSseDth3d3w/t/M/fq95tzu2odgysnxjU2ICWqkq4t/BviPUmojpjvix5jk+iyl1C7grOB9tNZbgAcxSfizwK1a6+61HT4J/A1TDG0P8Eyw/e9AplJqN/AFBh6OLgBqd4YS7G4tleZquBiX2r1+XLbBk+wUl/Rkizip3h5KsLvteh5cKVC7Ky4hCRE3W58Ib3vvL2aaF0D11lCC3W3NP6EpWL6mfk8owe5Wv9dczBLjU+1OWPfv3m2+TjOiQQgRFyM6SUdrvR5YFuGhM/rZ/jbgtgjtq4H5Edo7gSuOLsoJxuYAi9XM1erVLkOux6s27+CVxcHMya6oao1BREL0YY9QUdjqNJ9TVkfs4xEinhIywtsSs0EF+0VsEd4vjiTTiw1g62f4tXzPj19WGziTTGLdq12G4gsRLyPdky1Gm9wFsOTG3m2TT4DsuXEJR4y8oVQWh2B1cRkuLuIhZy4ULOndtvRGk3znhl1fFWJ8m30hOBJD9y02OO6ToeJleQsga1bvfc74LqQGy9dkToclN/R+fN5lkDVj5GIW8ZU7F07+Su+2tMmQOy8+8QghRrYnW4xC7lRT6KxwqSk0lD0TilZA9vR4RyZGSJvHh8s2hMJnLlknW8RJSj5c8U9T7Klmh0kGkvMhew44ZN1cMcEULDLzp/e9YSqITz0FCo4JPZ42Ca6+Dw68beqqFJ8ARctDjzsS4bRvwvQzTF2DvAUw+Thwpcb6NxGxNPsiU7/i4HvmM3XScVC0NN5RCTFhSZI9EeXMNrdjro13JCIGOrr8OIYwJzvZaaOxvSsGEQkRQXqJ6b0WQpiVP/IHKEaaOc3c+pOcC3MvMTcxMaQWQOplZtSCECLuZLi4EONcm8ePa4jDxZs6upAC/UIIIYQQQhw5SbKFGOfavT4cQxgu7rBZsFhMNXIhhBBCCCHEkRlSkq2UukIplRz8+VtKqUeVUksG208IEX/tXj/OIQwXB9ObLWtlCyGEEEIIceSG2pP9ba11i1LqROAc4C7gzyMXlhAiWto8Q+vJBkh12Wlok3nZQgghhBBCHKmhFj7rHj96AfBnrfXjSqnvjUxIQvTRcBAq1kP9HrNWaO58KFgc76jGDFNdfGg92Ukum/Rki9hqPAiH1kJ7vVluJn8x2J1QuwcqN5jqySlFpkJy7px4RytEbNTsMCuA+LtMtfG8hb0fbyw1j7fVBJfAW9x7vfmGUihfbd4/qZOhcAlkTInlbyBGq/Z6KFsNNdvBmWzOqSYtH3w/IcSwDDXJPqSU+itwJnC7UsqJzOcWseDzwZZH4cXvhtomnwDn/wLyZP3HoWjz+slOHtpbPckpSbaIocZSuP8aqNwUarvyHphyCqy9C97+bah93gfgrO+btV+FGM8qt8BdF0BHg7lvc8EN/wslQs3l8NBH4ND7oX0+cCcsvNL83Nlk3jvv3xl6fOFVcPaPICk7Nr+DGL32vASPfgy6i5zmzIWLfieJthBRNtQk+0rgXOAXWutGpVQ+8OWRC0uIoIp18PrPe7cdfBtqt5ske/9bULEBLFazjuikFfGJcxTr8PqHtE42QJLTKmtli9ip2NA7wQZoroCdz5oelkv/ZHq03/yludi26CpJssX4t/OZUIIN4OuE9/5ieqMtVvOe6ZlgAzz3dSg5yayPXLkFVv+t9+Mb74dFV0PSqeZ+l8eMEKvcBAkZULgU0ot771O52XwHYzHfr7lzo/yLipir3QWv/tQk2Bf9BjTQXgct5dBWB4mZ8Y5QiHFjqEn214A3gHIArXUFUDFSQQlxmK8TvK3h7Z422PMK3HeV2QbAnQ5X3QvFJ8Q2xlGuzesbcuGzROnJFrHU97298nPmItrW/4bajv0EzP8gbH4EPC0xDU+IuGgsDW9r2A8Bn0myI70P2uvB12F+9raEeil78vbYb/fz8MB1ofs5c+GaB0IXsQ6thbsuBG+bue9MhhueMkPXxdjV1W6mGJz3c1j3HyjrcbHm7NvghE/HLzYhxpmhDvneD1wNrFZKrVJK/VIpdcnIhSVEUPoUmHJy7zZ7AhQsg/f/EUqwwVz53/FsbOMbA9q9Q1snG8xw8XopfCZiJXs2WHpc682Z1zvBBjPkddYFph5D5oyYhidEXMy5MLxt2UfB5jQ/Z88Gq6P34wuuhJRC83PmDMiY2vvx5PzQ+6e1Bp79eu/Hq7eakSXd1v8nlGCDSew3PTz830WMLlmzYcEVYHf1TrABXv+ZGQUhhIiKIZ15a63/obW+CTgN+DdwRfBfMRq01cL+t82tvT7e0URXWhGc9m3Tk+VMMUParvgXZJZAa4TBFC2HYh3hqNfu9eG0D30Jr7o2zwhHJERQ3gK49mHIXQCuNCAQvk3AD2j44N+lF01MDJOPg0v/AqmTICkHzvkJzDwr9HjuPLjuEVPszJUKy2+GU78WSsIzp5r9p59peqCnnAKX/wNyZpvHfR7Tm9lXzx7y+n3hjzfsjdqvKOLE7jTTBvwRLqZ3NoVGQ4wljaVmZGPZajMNQohRYkjDxZVSfwPmAlWYYeOXA2tHMC4xVFVb4OUfwY6nzf05F8Gp3xhfc6cmr4DsmdBwwAwJTw8OZ1t4ZfiV2Fnnxz6+Ua7D68c55DnZNlnCS8SOxQrTToMb/2eGMXY0mB7rnglA9ixIyoX7r4NzfgTzLweHu//nFGKs87SayvpTTzE91hUbYNZ55r0B5r1SuxvSp8GkY6FuX/gQ8snHmgtTLVUmUU9IDz2WnAdLbzTzvLtZrJDTo3r/kutNgayeFl0d1V9TxEnRMtABU1Cv52jAGWeNvdFCpe/Dk581IzGsdjjh87DiY5CcG+/IhBjynOxMwAo0AvVArdbaN1JBiWHY+VwowQbY9iQULR9fSTaAO83ceppxNpzRCqv+Clanmc9ZfFI8ohvV2r3+Ic/JliW8RFx0v79TCuDKu+DV283yRCUr4Zjr4T+Xm5PB/30OsmaYnj4hxqv9b8C7f+7dljUTTv6i+blqCzz1f70f9zTDtQ+BKyXUFul7E8Bqg+NuNQn8unvMEnln/7D3MmFTToELf2uGECsFp3wNpsj367gxaQV86D/w6o+hbo/poDj24+BOjXdkQ9fRCK/fbhJsML3zb/zcjPCINOVCiBgbUpKttb4MQCk1BzgHeEUpZdVaF41kcGII9rwcoe0Vk3COd+klcNIXYN5loKyhHm7RS2fX0Odkp7hsNLZLT7aIo+KVcMVdUL8H1t4D9/foPQv4oWGfJNlifNvzSnjbtifg+FvNXNqG/eGPl75rRoD0TLIHkj4Zzvw+HPcpU+ekb3KVkA7LboTZF5j7svTX+DPjTMhfZJLVtMlmKPlY0lIJ+94Ib4/0/hAiDoY6XPxC4CTgZCAdeBkzbFzEW9Eyc9W7p8Jl8YklXjKmxDuCUa2jaxg92U47TR2SZIs4S0iHZjdsezz8seSC2McjRCxNWg4b7u3dNuWk0Jzr5PzwfbJmBusaDIPFYpb8Gogk1+NbUvbY/RsnZELufDi0und7Sl584hGij6FWFz8PMwf7g1rr2Vrrj2it/zGCcYmhmnOxGT7ZLXtO6MqzmPC6/AH8AY3dqoa0vctuocsfoLPLP8KRCTGIvHlw3u2hKspKwclf6T2kVYjxaNrpZtpXt/SpsPha8x4Ak1gc+4nQ445EuPA3ssaxmFiSsuGM75haPd3mXgr5S+IWkhA9DXW4+K1KqWJM8bNypZQbsGmtZdHSeCtcAlfdb+akKGXWusycFu+oxCjR7vXjtltRamhJtlKKVLedxvYu8lKH1vstxIiZe5lZxq9hvynWlLcw8hxTIcaT9BK46j6o3QF+nyn8mdJjBEdCOpz+LbMUU0ej2T5repyCFSKOpp4C1z8BtTtNpf2c+ZA6yOgMIWJkqMPFPwbcAmQA04Ai4C/AGSMXmhiyrOnyBSsi6vD6cQ1x+a5uycHiZ3mprhGKSoghsjlMgZ5JK+IdiRCxNdgwXmeymS4mxESXv9DchBhlhjpc/FZgJdAMoLXeBeSMVFBCiOho9/qGXPSsW7LLTkObVBgXQgghhBDiSAz17NujtT581q2UsgF6ZEISQkTLcJbv6maW8ZLiZ0IIIYQQQhyJoSbZrymlvgG4lVJnAQ8BT45cWEKIaGg/kuHiThv1sla2EEIIIYQQR2SoSfbXgBpgE/Bx4GngWyMVlBAiOtq9PpzDHC6e6LTRKMPFhRBCCCGEOCJDOvvWWge01ndqra/QWl8e/HlIw8WVUlal1Dql1P+C9zOUUi8opXYF/03vse3XlVK7lVI7lFLn9GhfqpTaFHzsdypYKlkp5VRKPRBsf08pVTKs316Ica7D68dpG16SneS0UdfmGaGIhBBCCCGEGN8GPPtWSj0Y/HeTUmpj39sQX+NzwLYe978GvKS1ngG8FLyPUmoucBUwDzgX+JNSqnuc658x1c1nBG/nBts/CjRoracDvwZuH2JMYqxprYHyDWYpHzFkbUcwJzvZZaOuVXqyRRw07Dfv89aaeEcixPjX0QgVG6FuDwQC8Y5GRIvWULfX/G3b6+MdjRAT1mBLeH0u+O+FR/LkSqki4ALgNuALweZLgFODP98FvAp8Ndh+v9baA+xTSu0GViil9gMpWut3gs95N3Ap8Exwn+8Fn+th4A9KKTXUXnYxRpSvg0duhrrd4EyBC38Fcy4xy/uIAXV4fcPuyU522aiT4eIilnxe2PYk/O/z4GmGzOnwwb9BwTHxjkyI8al6G/z3VihfA3Y3nPl9WHwtOJPiHZk4Gl0dsPEheO5r4G2D3Plw2V8hb368IxNiwhnw7FtrXRH88QOAT2t9oOdtCM//G+ArQM9LpLndzxv8t3spsEKgtMd2ZcG2wuDPfdt77aO19gFNQOYQ4hJjRXsdPPYpk2CDOQF/9GNQs23g/QTQXV38CJbwksJnIpaqt8KjHzXvbzDv98c+Jb0wQowEbwe89EOTYINJzJ75ClRsiG9c4uhVboInP2MSbICqzfDs18DTGt+4hJiAhnr2nQI8r5R6Qyl1q1Iqd7AdlFIXAtVa6zVDfA0VoU0P0D7QPn1juUUptVoptbqmRoYhjiktVVCztXeb1uNm2PhIH5ttXj+O4SbZThuNsoTXhBbzz8zGA+Z93VPNVmipiLy9mLDk+zwK2mth13Ph7Q17Yx/LODFqjstI50b734DW6piHIsREN9TCZ9/XWs8DbgUKMEt6vTjIbiuBi4PDve8HTldK/RuoUkrlAwT/7X7nlwGTeuxfBJQH24sitPfaJ7h2dyoQ1vWhtb5Da71Ma70sOzt7KL+yGC3caZCUE96eNOh1njFhpI/NNo9v2Et4pbilJ3uii/lnZmKk93gOuDNG/rXFmCLf51HgTDHDiPtKyot9LOPEqDkuI32WZk4HV2rsYxFighteF5dJiCuBOkLDvCPSWn9da12ktS7BFDR7WWt9HfAEcENwsxuAx4M/PwFcFawYPgVT4GxVcEh5i1LquGBV8ev77NP9XJcHX0PmY49lrTVQs9MMXwNIKYCL/wBWe2ibEz4LOXPjE98Y0+YZ/pxsp81CIGAqkwsRE7nzzPu6m9Vh3vcp+eBpg9qdMnRciOHq6oTmcjM8vCd3Kpx3Ozh6zL+efznkL45peGIE5C+EJTeG7tvdcOGvIXGQmZTeDnPuJUUnhYiawQqfAaCU+iTwISAbU2DsY1rrrQPv1a+fAg8qpT4KHASuANBabwlWM98K+IBbtdbdZ/mfBP4FuDEFz54Jtv8duCdYJK0ek8yLsWr3S/DKbVC7C2acDcd/GgqPgelnwcdehbpd5ipt/kJwJsc72jGhzeMjI3F4BeKUUqS4bTS0e3E73CMUmRA9uFLglK/AnIuhrQYypkDWLChbA2/9Bva+ahLxU78OU08ZmRh8XpOQ2JwmuRdiLKvaAjuehUAXKCvMPBfyF4QeTymCC38L9btNsl24BBJk5MiYl5ABZ/8AFl9tLkwm5w/+eXZoHbzzB9j1PGTNgNO+CdPPiE28QoxjQ0qygWLg81rr9UfyIlrrVzFVxNFa1wER371a69swlcj7tq8GwsY2aa07CSbpYowrWw0PXAdd7eb+5ofNyfbl/zD/vvAd2PMSpJeYq7JTTgXLcAdiTDztXj+uwZbwKltllk2adR6kmpkZqW47da1eCtIkyRYx4kyGSctD95sr4OkvmtUFAA6+Aw9eDzc8AfmLovvaDfvh9V/Chv+AKw3O+QnMuQgcCdF9HSFioaUaSlfBtsdNMbOcuZCQDgmZkFoAfh+883t47y+hfSxWuPklqeg/HrhSTXK9/j5Y/29zEfPs22DuJeBI7L1tWz28+D3Y96q5f2iNORe74X9QtDTWkQsxrgx1TvbXgCSl1EcAlFLZwSHdQkRHzY5Qgt1t32vQWApP/p9JsMGcDN97JdRsj3mIY1Gb14fTPsDb/OC78NbvoKMBnvkytFYCkOKyU9fmiVGUQkRQtzuUYHfrbDSfFdEUCMCqv8O6uyHgD65ocEv4awsxVjQdhNd/FqoWXr3VjBJrDC4K01IJa/7Ve5+A3yzrJca+QADW/BPW/gsCPtOj/d9PwqG14dvW7Q4l2N262uUcS4goGFKSrZT6LmYt668Hm+zAv0cqKBFlgcDg28Rbz7lhPdt8nVD6Tu92f1doSS8xoHaPv//CZwEfvPdnWHA5zDoXilfCO38EzFrZ9bJWtognR4KZmx3W3mOqSDQ+29qqYeO94e2VG4/+uYUYaZHK0HQ0mqkPiVlQcqIpFNpeDx3BugY2JyRGKM4V6XtYjD3ttbDhvvD28ghJtsMd+e9+tOulj4XzTiFG2FDH214GXAy0AWitywGZFDva7X8bnvgc3HUhvPsXqN0T74j6l78QJp/Qu+3kL5vCZ+708O0jtYkw7V0DrJN94C0zNDZjqrk/+QRoOAA120l22SXJFvGVuwBWfq5324yzIG+BWY5m44Pw7w/AgzfA7hfNENgj4UiE9Knh7eNkBQMxTlVugme/Af+6ANb92yx32S0517x35n/QXEydcxGc9EVIDlYPT8qGc3/S+/ly5kLB4piFL0aQPQHSp4W3JxeEt+XMg1O+3Ltt8gmQt/DIXnvva/DoLXDPpbDmbmgsO7LnEWIcGOqcbK/WWiulNIBSKnGwHUScHVoLD1xjhgGDSaiOL4MzvwfWof7ZYyhjClz4GyhfA61VkDUTipabZXzO+xk8+rHQtvMvN0WQxKDavX6c/c3J3v0iFPaYc2W1weTjYevjJKVcR02LDBcXcWRzwLKbzcle3W5IKTTFmdKKTFLx+K2hbbf/D659GKadNvzXcSabz8V7LgV/8MJS3iIoXBaN30KI6KvbDXdfHKq4f+AtOOWrcMrXTK2S5Hwzt3b/m+bxg++ayuHLe3yPTj8bbnrOFEhzZwTfW5Nj/quIEeBMgjO+ZT7TfMHv8dz5vWtedLNYYNE1kDnDrOKQlAsFS8052XDtfwvu+1BodZh9r8E5P4bjbx14PyHGqUGzreCyWf9TSv0VSFNKfQy4CbhzpIMTR6FqcyjB7rb6b+bDNG+ULn+VM8vc+ppzCdy6GDwtYHeZLwGpgjokHV4frkhzsr0tZv7dnIt6txcsgTd+Qcqiq6htleFeIoY6msyc69RJoaKGKXkw+wLzWeZMNsNc2+th1R299w34YM8rR5ZkAxSfAB97xcxDdCSaxD618Kh+HTHBBfy9j9tI2uvNlIj+huZ2toD2gzutd3vVlvAl7d76LSy+FtKLzYik7gS7W8V6U9Oku9K03QmTjzM3Mf5MPt58plVvM8PBc+YOMARcQf4x5rP2aFSsCyXY3d79E8y6ADJKju65hRiDBk2ygz3Yl2LmZDcDs4DvaK1fGOHYxNFQERIrZQGlYh/L0araDOv/AzufNcv6rPzskZ9MTzDt3n7mZJevN5Xaba7e7Q43ZM0kpXknO7siDKEVYiTseQXe+CU07DPLeC2+FvLmQ+1ueP9O2PYkFC0zQ15TJ5slifo6mhE6SpnXywtbxEKI4Yt03PasiN9SBVseNdW9E3PgtG+YudNWu3nc226Kfb56O/g64MQvwKzzTYVwACJ8j/f8fu/vez7SeYEYn5QyI/4yZ8D+N+Dhj5iijsd9EuZdajorOpph9/PmAo23FZbdBLMvOoqEONJ5pzXy57UQE8BQz0reARq11l8edEsxOuQtMEOtW6tDbcd+ErIj9BSPZi3VpkrqzmfN/eZDZkj5tQ/DpBXxjW2U8wc0Xf5A5DnZZWsgI8KcLYD8RaTtWUWtQ3ryRAyUroL7rwmtLvDun6CtFs75KTz1BTPkEGDrITMs9uaXzYlizykkNidMPTXmoQsRprMZnvpiqGJzz+M2vdi0bXoQnv+W+blhv6ktcNPzoeG8ZavMMkrdHv8UfPDvpkglmItBSXmHV4MA4OQvmVEgAJnTYeZ5sPOZ0OPFK80ayGJiKV8H//lgqEDeM18x/x77cTj4Fjzy0dC2z38LLHY47hNH9lqFS8zIDU9LqO2Ez0D6pCN7PiHGuKEm2acBH1dKHSBY/AxAa32ElRHEiMtfBFf+G7Y/CTU7Yfb55iR0rK0tXbc7lGB362wyy/hIkj2gdq8Pl92KitSrUbnBTB2IJHM6KRufp87TEflxIaKpelv48n1bHoEVt4QS7G5ttWbe4LQz4Mq7YdPDZk3Y+R+E4hNjF7MQ/Wk8EL4kUvdxm15sfn73z70f1wEoez+UZG99Ivx5V91hRnnYHKZY5YcfM9tVbYZ5l8HUU0I92K4UU8tkxlmw60WYdirMOFumWU1EB981CXbmNHBnmgs47/4JFn4I9rwcvv26u83FnMSs4b/W5OPgqvtg6+PQUg5zL4Xik476VxBirBpqkn3eiEYhRsbkY81tuLQePcPKbQ6wu8Pn+dhc4O2AA6toTpoEOkBK5yEoOWnsXUgYIW0eP+5IQ8Xb68DbZirMRmK1kZpdRH2ZF6115CRdiKOx/03Y/ZLp8Zh6Ksw8t/fFNEcSWGyQOhlP1jwcddtQqYU0Hv81EtIn4UjMhLmXmJsQo4nVYY7dhAw8uUtx1O9ANewFmzv0uDsDOhrwFp2A1dOAtXyNSYy7JWaDsuArOg5tdWAvfcv0XPcc7p0719wCgcjfeemTYflHaVlwPcku+8j+zv1pPAj73jC9qZOPN73pKXmhx9sbTBK49xXTyz7tNNMLL45c3/O35Hy48h7zN+hoMD3YlZvNMeqOcNHFnR4+jWw4ppxkbkeoqd2LVWmS3P3UMRBiDBlSkq21PjDSgYhRoLPZzN15/+/mS37ZTabC90BJq6fFXElvrjBD1XLnmsJB0ZK3EE74LLx2e6gtfzHkzmN/dT1rm6fxwMulOKyKa4+bydLKg2QXlETv9cewtmBPdpjqrZA+ZcD5ec7cWVhLfbR4fKTE6wRNjE/734J7rzQXesAUZPzAnbD3VfB1mraTvsQB53SemHUXz+1p48MnTKKx089TL1YwNauRK5bVsHJ6PxeJhIinjKmUXvoITx2w8r/9cFw+XHmCh5k5s83jrhQaz/ktr+1r464dFvIT4KZzfSyZNOnwTGvvnMt433ECf99mpcMDN538RU6YkkZiz7oDlZtg/X2moNnia2D6WWbprqDNZY08vqGCd/bWsrwkg8uOKWRhUVp0f9fWapOweZrNiiA5c0IJXns9PPl5M7cczBz1Y66H824HR4JJBtfdAy98O/R8mTNMD32aDC8etkNrYO3dUL8Plt4IU08zc/hT8uGBa80IQIA1/4TL/mpGOE49xdQF6Gw0j1mscPynj36N7COwo7KZtQcaeWhNGekJdq45djLHTskgSc4/xBg2CtdyEnGz+yV4+MbQ/S2PmCU+ei7z1FNXpxn29sptobbzbjfL7kRrmTCbAxZejc6caU4m0iajC5diyZzG2g01fOGhDYc3fXNPHX+9bilnR1gKciJq9/gjVxav3j545eTsGWRQRU11NSmTZW62iKK9r4YSbDAn26vuhKvuNT1aBUtpLjqZbzy0hbf21DErN5n3DzTx8Bqz3urGsiZe2VHD329YxrISGf4qRpc2v+LHG5J4ZotZt3rzIXh2n5uHZiQSrOvN0zVZfOOF0HzqF3ZZePiTmXTPv1vXns11/9tzeBrtO/vgzg/P5KzuHQZZwqu8sZ1vPb6Z9aVNwRiaeWt3LX+7fhmTM6N0Eby5HB77ZGhovM0J1z0GJSvN/dodoQS727q7zTSQ/AWml/vVPmt11+0yldMlyR6eys3wrwtD0272vQYX/tp0lBxaHUqwu739ezOUOzkXrnkADr5jiu0VHw+TV8Y8fIB399bz3Se2HL7/2s4a7rh+GafPzolLPEJEg4yrFYanxVT37cnfBXtfi7w9mC/RV3/cu+35b0H97qiG9lptIksfT+XSXeey7Pli/rIrlaauAA+uLu21ndbw/NaqqL72WNZvT3bNDkgpGnhnq4M0R4CaHW+PTHBi4uqZYHfraoeKDbDjaXjlNvY3BXhrTx0AZ8zJ4fH1h3pt3tTRxc7qlvDnESLODta1H06wu5U1dLAreLzWt3n506t7ej3u9QdYd7Dx8P1nt1QeTrC7/f2tfXj9fnOnvyW8msx34u7q1sMJdredVa3srIrie6Z8Xe+55z4PPPd1sxQfEPB1Rd4vEGwP+ELr0vfg717XWQxd+drwuhav/xza6kxnSF9d7WYlkae+YJaHO/H/4PRvwrTTzdJuMbavpoV/v9t7wKwvoFm9v76fPYQYGyTJFkHKDBXqK1Jbt44Gws4E/F3Q0TjwS3U2m6FNpavM/OABHKhr41uPb6a+zcuGsibq2nz87LkdtHs0jghVs92Rem4nqPZISbb2m2WShrAGcGqCg+pda0YoOjFhTTs9fKrCMR82xXjq9kD9Hqz4Dz/kD2hsEaasRGoTIt6sFoUlQhmL7uPVqsAZ4XvKbg3t5LKFf++67VYshweUD7yEl7Wf90Z/7UekrTa8rXaXWQoKaHAX40vrvQykp+g46pzmAm+zM5/W+df13t+VRmOSVEAftohLtloBbery9D2PW3oT7Hl1aOdrMWCzWiKez0VqE2IskSNYGM4kswRITzYXTDml/33Sik1l356S8yBtcv/7NJbCfz8Jd54Ofz8L/vMhs6YomH83PmiGoO98DtobqG7ppLQ+vMr1mztruebY4l71PRxWC2fMyQ3bdqJq9fjDl+9qOgSuZFNMbhCpySnUVJWHF50T4mgUr4QP/ccUKSw4Bs77uVmar63GPD7nYkpyUrlssZn38czmSq5a0Xv4aGGam1m5sZ83KMRgijMTuO644l5tCwpTmR48XlMTHPzfGTN7PZ7stLFkcvrh++fMz8NhDX12KwU3nzQVW3dbbnAJr556LOE1KzeJM+f0HmZ77JR0ZuVF8T0TaTmw+R8w634DW1oSeGnRr6lf8FHImUPNMZ/hyeJvsL/NzLGtbQ/QOuuDcPytkDMXZl+A58I/sMeTHL0YJ4qC4NJZPZ3wGdOJUXwi/g/di556mll15tyfmAshmVPN2ut9z9eaDpn52jE0KSORm0+c0qstwWFlWbFMBxJjm8zJFiHTTofrHoEN90FCjlnGIX9R/9tnTDHLNTx+q+kdzZ4DF/8eUgaYFL3nJdj+v9D9Q++b11v6EXbUdrLNdxz1Ph+Tu5wsLt1JVuY8itLdlDX0TvRy09zMK0jmzg8v44WtVTjtFs6YncMJU9MRRpvHF15dvH4vJA9t0npKgoMqZwnsecUsASfEkepoNCduFgvkLTbH05STzVDG0lXQXAYnf9msGFC4hMS6rXzltEmcmNXKWzVOlk5OY37BQl7dUcuUrARWTs9k0SR5r4vRx2mz8ukVaSzN7OL1/W0synVy8qwccpJDFZtPm2znng9N4ZkdjeQmWDhrbg6zs0OPL8qx8+CHZ/Dc1ho6fJrz5mZyTF6Pz3JHApzxHbP0l89jhvgm5x/uyc5yKb58XCIrp85izcEmFhelsDLPT4G7z8gzb7u5wGV3Q2qEKUR+HzQdBJRJxnr2iOYvpvzql9lc3kyL38rMNMWcKZOw2UwSnZPi5FfvJlI747OkFX+COq+dV3bU8L0lDgByHW1YNv2DA/M+RkLJRXRhw7bzGWbPygBkTvaw5M6FG56CDfeaddcnrYAdz8C6/8AH7qA56xhSJh+PVQfgzd/AiV+AqacRQGFxBC+8eNth94tm2mBbDSy8CuZdCvmxWal3xZQM/nztEl7cVkVagoNTZ2Vz4oyBlxHbcqiJrRXNtHp8TMtOYtnkVBJcjpjEK8RQSJItQhyJMP1McxuqkpXw0Rego95UJO+5DmdXhymOYk8wFS4B9r0e/hx7XmL3zJv58dvtvLYzNC/nOxfO4aacOr5/8Tz+74H1NHf6sCj4zOkzWFCYQnrDZs7cfRdn5hSbeZ4H/ZByuSmqImjzRBguXrfbjDYYggyXotQxBbY8Jkm2OHKH1sCqv8GmB8DqhOM/BfOvgJzZZhmZzgZTZbi9nsCMswlMORnbO38gf/nH+GDtX1Azf8rXHt2MTcFHTpyCx+cnze4f/HWFiIfOZnKe+ziXlL3PJeklUFYJ66xw8yuQUQJA4tZ7OenF73JSxjRTD2VdNXzkucNLbqqy91h8/2UsTi0yS35t3Wsq8C+80rxG9Q5oq4Z3/mgSouITYPaFpoc7OQ/q9zKr4XVm7XyUj7jTYVc9OD8AKStDSVPtbvTz30TtfNZ8b597O8y5KDTKqaXKjCp7948meT/+M3DsLZBkRosdaoNPPN/BpkNmLrDVovjnjYmcnGl2z091kZnk5JuPh4pZfe6MGRSkmedP9LVStegW8t66DWfZm5CUQ8WJt9FlTRi5v8145ko18+S7Okwx2kDwM7JiA+mFS0L1c65/0iTgL34Hi9aw5AZYdLU5h3voBnPhBuDNX5rpZUeQZO+raaGjy8/cgrQh71OYnkBhegLnLcgPf7Cl0pzjJeebC0yY6vlfeWQjWytMnQGrRfHbDy3mwkVS+VaMHpJki6OXlB2+5nLdHnjpB7DtcUjIhHN/BrMvgpx5wCO9ty1cxo4GzWs7a3o1//qFXSybtJQz5mTxxK0raezowmW3MDkjgQSnHb3mFdTau3rtozOmoiTJBqDV4wuf+1e3BwqPGdL+GS7F+yrLrF/s85jqsUIM187nTA8LQKAdXv8FZEwzSXblRnj8U4c3tex6Hq/Fzd4Tf8HMwF42LvkR3/3PVlo9PgB+/eIuAOblpzBLOrvEaNSw36wDD6bIZLe6XSbJbq0xyyZpbS56dju05nCSzdYnzb9NZaHHV91p1oW3OcHXAS99P1QT5cDb5oLVzPPM/a5WePNX0NqjAFvtTrj6fvOzz0PglZ9g6V6bvr0eHv0Y+iPPoYqPA8C/6wWsb/06tP8bv8CfOQPr4qsA2FDWxKZDoeJq/oDmh//bysOfOJ7UBAf7a9q4b1Xv4qR/fGU3FyzMZ2ZuMg0kkvbOj02CDdBaTf5zH6fu6qcH+x8WkXS1m2Mo4Ovd7mky52DZc839mu3w3p9Cj79/pxmV6EoPJdjd1v8HFl0FOXPYVdVCu9dHdpKTgvTIF0IaWjt5a089f3hlN3VtXj5wTCHnzc9j8eQjHHXk85rzj6e/ZI7lmefD2T+ArBlsrWg5nGCDOf5+9cJOFhSmUJwlU4nE6CBzskX0+bzmRHrrf81JQFstPHJTcKhynhkm2i1vAeTOo6UzvBJpi8dHuw/e31fPd57cymV/fptP/Wcdb+yuw99Sh9rxVPhr731l5H6vMaal0xdeQKdxPyRFuFIcQbpLUd1phfQSs7ybEMPVWN57eki3/W+Yf+vCVyJw7XySyspSahOn0K7ctHh8YdtEahNiVLC5wBphbV97QujxhAjDYHvWN4k02iilIFjMCvOd2rfo6L7XQ72X3vbeCTaYtZA9pihZoKUSy/bHw17CWxW6KGDZ+EB4DFseO/xjTUt4FfDyxg7avCaG2pb2sMd9AU1Ds1ldwNpZj/PgG7030AFsTQfDX1cMLq0Y5l3Wu01ZIGuWGalw8W/hrB/ArufC993xdO/zsm7udLC5eWFrJZ/491ou/dPbfPXRTby/L3LV77WlTXzm/nVsr2yhpsXDX1/fyzObK+nq6qfS/GCqNsND14eO5Z1Pm86brg5aPOHPWdHUefj4E2I0kCR7IgoEzPzIPS+b9RV94ctoHJXWarPGdl/1u8yw8cRsOPVrZl3PvIWQks+UrKSwIl1Li9PJSXHx02e38/rOGrSGvbVtfPa+dXRa3OisWeGvkTkzvG2Cau3sM1y8o9GchLlShrR/pltR3a7Rk0+EjfePTJBifHOnQmaEAkkZ082/CZlhD/nTp/Lqvg4OtNoobt/CkuK0Xo87bRamSE+FGK0ypsLJX+ndNv1sM3IDTOHJM75Dr6qdyflmHm232eeDs8fntNUBx30SrMHBhykRLpSmFpn3G9DhzDQ92z0pRYfLJPdNXgv+PpW/AdpsaYd/bs4KHybcmjHv8M/Zyc5evwLAWXNzUcok/0kORVpC74sNkzMScNvM435b0uGh570kSLGrI+JMhBM+Cws/ZEY7ZEyFy/8Bk8zIBCatgMKlkD07fN/s2eDrhJQeq44oBSd/mbUtyXz63nXsqWlFa3hjVy0/emore2vCl4PbXtkcdu3nkbVl7KoOv+AyJHW7QheTkvNNcb/smVCxkalZiWHH3wUL8yjJlOkGYvSQ4eIT0a7n4KEbzYeqssB5t8Mx14PdNeiuQ+JIhLQSs452T1YntDfComvN/B8dgKIV0FDKsgUJ/OHqxdz+3E721rRy6sxsbj11GpXNnQQCfp649QSqmj2kuO2sP1BLeYuP6YuuMb9LcL1QnTYZPfXUSIubTEgtni6yknsM8W7cb3pI+n4z9cNlU9gs0Jh/IunP3GKSdHfaSIQqxitnIiz7COx91fSkgTn5K1kJQFvGPJzTzsK25wXzmNXOrqXfpXSXA19As85TwDfOzeFPr+7h1Z01TM1O4qvnzGJZvkOmMIjRyWqD5R+DwiVQsckMxZ20ovcFpSmnwE3PQen75jN10rG9q3XnzIOr74OD75p1pYuOhbweRUjzFqLnXIza9oS5b7HCBb+CJFPZe28gj+zjvknOhy9SKAABAABJREFU298/vEvdsi9SHshnAdBIMg3Hfo+pz11vlnECPMWnUeaeSXeKW1p4IanbHzQXzYFAcj6l+WfT3d/u8/v51gVz+ceb+6hu6eSihQVM/X/2zjo8rjLtw/cZt0zc3dOmTZp6S4U6lKLF3R12WXSxFdhd4FuWBZbFFiuLu7RIoaVQd08bd9fJuJ3vjzeZaZriZVvaua8rVzvH5kxy5pz39z7P83tijbi9QhQpZS83z8njrY317GiyMCEziuMKE5D8IiXZoYuFmQ8R+dElgTRl17BTaTfmsk9MP8SPIbEITnxUGJtpDMKszuOCzipx/bl6If942PkO9DWLfUxxogzh+Xlw7pvCXdxSL+7TqZMp39WLyzs4jXxbQy+NPU6yYgc7mpu0QzM4oowadJrvaAX7Xej7r0ZDNEy6DrcHtqadQ2+fl7QoHX8/vZh/LC2jrc/JCSMTOX9COgatGpvLy+7mXtr73KRG6ilMMqMItXwMcQgIieyjjZ460ULL6xSvZT98cpuY7TxYLpKGSBGpfu/KwAOclLFC4EWbcPW1sVs9Er8fchX1mNOTUHbuYo6mm7wF8fSpMkl01RDtWssuwyRumlPAVf/dTHOvE51awW3zCnB5/ezUFDL8rNdQdOwFhQpfdC7bfDmMOTif4leP1eVDt29NdnfNgSMH30GcQUGjRy+MU3a8BeOvOLgnGeLIJ+tYUQvaUSbSaGMLIHk0e5p7eHdzH2hv4Ljp5xChcBCROpxXtyq5cXY6fU4v4VEx/OaNLTx2dgm/m5VJGHbSWz+D558Q7Yqm3gxpk37wxFGIEP8TDJFCOEfniIj0/tFZlQYSR4s2XErN0Mh04yZYdLIQz5JS1Nue/y7kzALArolke8HtaOJPw+Cz0KVNJUY3jIE8Lo1Gw56Ek6g4dhhR3lZ6VLG4InOJ6zeNijDpqYgdj23+ByR46nGpTNSosjDog8+HbmM262a8TrqvBgmJamU6HkPQgTwhTENtl4ObZuei1yjZ02xhWKKZCK0QVOHmMKSuXjJjTEzJjaW2y064Xk14uJDQSRF61oRNJOG0xUS7GnCpw9lDGtnhoTacPwu1Ppg10bhZ1PJXfiEmbiZeA8v/Cme8KEp1ZL/INGrdLaLea/4FLduEf07GVOiqIEw3NGvCqFFiOIBwLkwKIzlCT2OP6AYjSXD9jByyYn9i5lFCEeTMgZhc2vS5LCGfB5/fiMPjI8Gs46VLRvPshaPx+CDJrCU2XI/V4eHVDXU89OlevH4Zg0bJ388oYv7In2aIVtdp45vyDj7d2UJGrJGTipIYlxnKtgjxwwiJ7KMNWwc4ugcvk2Uxq3mwRHZfC3z9sEgH97rEwLqnDjrK2BM+jfdLXbywahM+v8zC0SmcNy6WIn8pvH0J6a5gCpKcMxvlrGP4w5vbae4VkwJOj58/f7ybly4Zx4qydk5c1QkM1Le1c+f8aMaEboDAAVp4dVUHepj+UGL0Eg1WPyNyj4N1T8O4y0OCJsSPJ32S+NmH8jY7z3xTBcAz6AAdN84wMLUggute3UJdl528eBMPLCzm7g928sCJuaQ3vA3L/iwO0L4XqlfAZV9A0qj/7ecJEeK7aN0Jn94prs+YfFjwSCB7A4DuWlj1T9i8SESy5/5FOHtrjGL97g+EgVVkhnh+tpUKAZQxDVRqSqsbOPu1WkCDeP45GJ1SxksXmwkzGVH6XVz9dgV2tx8QpqQaZSUfXh0BmJGBslYbi3coWV0ZRqRBzcXHqCnWB70OemxOvqlW8/4WA5IEp41WMzUrWFrm9XqE2dniUnodHqblxpAUqUfrlYEEnF6J+z4uHRQFXV3RwdtXTxa/Apubyk4X/7cZNtcZiTUpuWyKBn24naRI/cH+ixx99LXBZ3dC3Rrx2toGzVth/t9F1DoiHY79PfTWiw4P718tusGAuDYbNoAunOyJDzB7WBxflLYFDn3TnDyKkob2Mx+bEc2jZ49iV7OFPoeH4YlmilN/Rl5CWDyc/AQ0b2MvJfzpzfWB7PErpmSwtrqXfywtE9dfXiy/mZWDx+fnb5/sCWxnd/u4+/1d5MSGkZcQPGerw8Pm+m5qOsXkT1FKBJkxxkFv7/f7eWNjPU8srwTgm4oOPt7WxEuXjKcoNeKnf64QRw0hkX20YYoX6UHW4A0ThUpEhQ4Wsgx9jbDs/sHL809ma4uTp1ZUBRa9sbGe1Cg9I1OcSK7BNT5SxRd0TvBQ3WEb8hYN3Q7qu62UXxuPqqsMFCpcEbncvrZHbFD1NexdLMR9/vGQOOp/1u/xcGFIC6+eWsia8aOOEaWXaOjzQ8ZIMetd8SXk/ogWbyFCfAv1XYPr9JZdnEwmVWBrZ/bpGTy+N4l/rGjitre388+zRtFsc1C89onBB/F5hEN5SGSHOFywd8E7V0HbTvG6Yy+8egZcuUKkhMsybHoRNj4v1ts64L2rRD1s5lSxTKmDufcLUeR1Q/G5Qmj31zvXd9k4pcDIWel9GHwW6qUk7lvnoaOrizCTkY4eKznRam4qUhLtbaVHHcvjO9V09vZBahzdNjcba7s4O9PJHZm92JVG3m9sIjs2KDLqelzk6np4faYVJIn1tl7qeoP1rt1OmY7WZp6Z5kDvs1GJkVW13RybnUUiUNthG5Jm3G33UN9lJTvORHOvg/e2NLK5Tkz6t1tdPPTZHp46P5SL9qPprIHOPSLAEZEBccPERM+AwB7A0S1axoEYD2iM8OYFIiAyILAHqF0F028n/6UibrpgBycWJdFpc5MapWdYggm1+gDmfsDYjCjGZhzEQEdYPMgjqC+1D6r3To02cuXLmwKvvy5rx6xVcdWxmUPqwrtsbtr6nINE9sc7m7njnR2B11Nyorn/lBFk7OP3Ud5m5YVVNYOO1W33UNrSFxLZIX4QIZF9tBGeDAufF46N9i7heHrSY4PrwX4u5kSYegt8fldwmTYMUsew8oPaIZt/vruV80eOIGL/FWoDZp2KBLOOFotz0Kr4cC3PTPXAWxch9dcWaWNyeWTB49C6S3y+gYj93iUw6w9Hnci2urz7pHTJYsb6R6aLxxokanv9InpdeJrotZkzKxTNDvGzSQwPekB8dXEy6XufQ9qySCxQqLjh5H+zc3gWn+9uo9vuJsGkBI0J7J2DD6Q6SF4SIUIcDHrqgwJ7ALdNdNeIyRV9rbe+MnS/pi1BkZ0yWoifgXZMpR/CwueEaakSRkbJHKt9lYgVwgG8WKVl+JznCdeK+3KyScFTI8pJ+vqOgHFU7qQ/4AnL7H8zicvSWhmx7BKRig4UZp1AqXQPINJqxxjaGbf1epS94pldFJHJxslPAsK0ME7q5Q7PE5hWCLfqIo2RnBkv4PGKCftIvYRCAv8+gseoURLWr81cHj+bagdn1fll6LAOdS0P8R1018Gm52D1Y+K1pBDR6vhRohTBt5+xrbLfxyKxGKq/Ce6zP5ICEH+8wpdHUnjGi1By6tDt/heYk0gIH+yWX9c11ExtaWkrV07LHHLdxZq0xJmDz4nytj4e+nSwZ9DKik52NVkGiexvQ95fxYcI8S38Yk4AkiSlSpK0XJKkUkmSdkmS9Jv+5VGSJC2VJKm8/9/Iffb5vSRJFZIk7ZUkad4+y8dIkrSjf91jkiRG+JIkaSVJeqN/+TpJkjJ+qc9zRJE5Fa78Gi79HK5eCSNOP3DLkZ9D8dlw2rOQMQXGXgYXfQzGaLIPUJuTG2fCKLmF8+W+HHMjw/Q93Hvi8EG1xZdPyWRMgg62vxEQ2ABSRzlS7TfQXT80JX7N49C8/aB+xMMdq9OLQdM/j2ZtFw9czY9z3ow3SNT09kcjMqaI32vpRwf5TEMcjWTHGDiuULQqSpfrgwIbwO9F+vwuHj9WiValIFyvJl/RCLP/OPggpnhI+mF930OE+J+gNQXbde2LLkL8qzaIPvH7E7ZP7WvV8qH9jje/HJjcTPfXEbF3nxZbXheZa+8iSiUEVbK/gaTV9wxq85W49j5SfaJvdaKih4Kt9wcENkBY1WLy/cGWeiO6lgYENoCqp5rCnhWB13n+Ckw1+7SDctsYtuMhYpXimNk6CzfMzEHRPx+rVkrcPDeXbI14Nker3cTta8zZT5zxJ5pkHa107A0KbBAZZ0vvBdkFE64ZvG3GFDDGQNpEmP2XoJFpZ/lgd3sQLuXlX4j/S5Loo30IyYoxctW0oCN+hH7omDUj2ohJp+beE4cHutWY9Sr+cuoI8uKDUWy7y0eXbWhXHct+rWRz40xcMjlj0LJIg5phiUNT5UOEOBC/ZCTbC9wsy/JmSZLCgE2SJC0FLga+lGX5AUmS7gDuAG6XJGk4cDZQiJhK/UKSpDxZln3Ak8CVwFpgCXAc8AlwGdAty3KOJElnAw8CZ/2Cn+nIISJV/PxSGGOg6Ewh4PdxdZySE807mxto6BbGGJEGNQtHpyDZKmDGXcLkxdkNxgRwdOPz+5mtr2bRpeOo73IQbdSQpekmUmEV6VD707oTChaALhYuek88cOrXwfK/MDAre7Rgc+9Tk91bf+Deq99DvFFBbV//g0ehFDXZn9wGWdMH93UNEeJHUuTcyL+Oy0KarYPG9UM3sLWj9lj4zaxcRrq3YDPkoU+Mggs/FCIkLFFch9+XheP3CdM1p0UYTUWl/zIfKMTRg98vItOOLtE6y7yPqVJkpkj1Xvy74LLRFwXNqLQmmHU38ge/oS3rFLTOdiK6tkPKuOD2B4os4g+IbJW1echaqbsG3P2pwI6eoRFM2Y/kEFkgBr8V2kuHHMPoDJaRGVs3DF3ftnGfbVuHrFe170LlswAQKfdwSoyDSRcUIvmc+FU6Up3lGBTCFyRRY+fPcxJ56OsW5mRoqOiR0et0jNS2AClDjh3iW7C1D13mtoprQJLglCeho1yM91InCWGtCYPW7UJY6yJgx9tw6Reg1oCkgfZdsGcxNG0Wxxt/NSSM3O99O0QJAwgzS1PsQf1Y5a19uHw+8mIMaDQaMmJMnDchlcnZ0XRY3WTFGhibHsnG/mwIjVLBLfPyyIo1kRJpoDglgg6ri5QIPcP0vVC7RkzKRmWSGqVncnY0qyuDWVEqhUT2flFshULBWeNSSYzQ8+nOZrJiTZxYlERx6qGdcAjx6+EXE9myLDcDzf3/75MkqRRIBk4Gju3f7CXgK+D2/uWvy7LsAqolSaoAxkuSVAOYZVleAyBJ0iLgFITIPhn4Y/+x3gb+JUmSJIdyOf63+P1iRlxjHJpGvF/bhHG21TxxxhjKunz4/DK5MVrGWJbiT5+CvOdDpC//LJzPwxKRT/oXWq0eNCrG29cz3lMH7ijQJoNHA7lzgg+BfqTMaciSBunUx8Qgp68JChcin/sWUmIxRwtOjw9ZFtEDQNSmG378QzDeINFilfH4ZHGshCKRcfDhDXDGS6G08RA/jb5m8NhQvXupGAwueEQICzlYwynHDcNrTOCUTDeyMpGY/84Cj0O0Kjr2TuHQ/H24nVD+KXz5JyGK0ifDzHvEvyFC/BQ8Ltj5Fiy5RVyPYQlw5iLhJg7imVd8DsSPENdcWIK4b+4zKdkcXsIb+Yt4cV0DUQYNv593K9PCEhmI6/qyZqFc/8yg74O35GJUSnHNyzF5Q1pVyulTkCL7I31ROcLRvL+9JSBKLQb600emI+fORdq7ZNAxlNEZwRf586Hmm8FvkhdIMEQVmTbkVyPnHYdkEhF5bUwWGbY1ZG6/Bxo3QNax+PPno4gR56iOTGW2YTGzh69Fted9fNF5yEUXoogO1WT/KCLSRCtD7z5p9uZkMMYKAzMAcyosfAbih4n7bV8LfH4nXPCBKBc0xsO2V6DsU4jJg2N+C5N+A4WniMyL6FwwihZ0bX1OIi3lqFfcL7YHyJktsoz2F+I/gbZeB6urunjsy3K67G5OK0nmxOIkStIiSYs2kRYdFMJ/PmkYZW02bC4vWTEGxjnXg3UCGlMsJWmRIpNj7xJ48Uox8aAxwWnPEJUxldunxfCoSsHysnZSIw38fm4mo03tQPSg80mLNnJ+tJHzJ4YmZ0P8eP4nNdn9adwlwDogvl+AI8tysyRJA3bHyYhI9QAN/cs8/f/ff/nAPvX9x/JKktSL+IZ0/DKfJMQQ2vfCppegahnkHQ8l54m2Jd9G+WKKt53PILmbNBpFWKJwwhygrxnpk1vh7NeQP7wOqaMsuE6S4IL3xY29fS+UfiAi4KMvhKSxYKmDN4P9P1n9KHgduGKGozX8xFYSvzKsLi9GrQppQAR314iH7o9ErZSIMUjUWvzkRPZHxcdcIurtv/obzLjzuw8QIsSBaNoGb18STGdt2gonPgZL7wFHN3JsPhz3IOquPSTVrQePDSZcBV89AO9fBbH5P8zsrGWraCU4MACtXQ2f3A5nvQIHEAkhQnwv7aXw4fXBa7evBd69Ei5bGuhTjcYAaRPEzwF4Z3Mj/1xeDUCP3cMVr2zj7asNAcOojfZ49LNfIafmNVQ+B1WZ59LqSGO6xwlqHTZ1JKYZd8Lqf4HLAgkjkcdegkehRgNY0WKceS/SN3+H3gYxaT31ZmySARPgRYU08iyU1hbR5kljhAlXY1dHMWB95onKQ1N4Gux+P+DJ4YnIDkwEoDbAlJtE1wmPHVLHIw07SRipgnj+fvZ7sDSK19teQ2rbLVKWAWQfqrLFsF2kvSstTUKMX7HsYPyVjh6SxsDJ/4ZP7xBR7chMOOHvYlLnuAfEvS9lLLjtog1n7DA4/iF4+SThcp8+WQju8s/F8fqahT/AuW+IZ3zGVIhIp8Pq4r3Njby/pZEPSjYEBTZAxReiDexBENk7mizc9ObWwNfr+VU1KBQShQlGNJrBE6vDO5cy/IP92oqe9qzIogToqoR3Lg+WRbit8O4VcNFHFL82k3+OvZHGsadgstWS+vllMP//ghknIUIcBH5xkS1Jkgl4B/itLMsW6dsjXwdaIX/H8u/aZ/9zuBKRbk5aWmhgddDoa4U3LwqmnbWVikHsOa+LPqEHIrEItr02eFnyWOitG7ptVxX+vhYUHWX4hp9B7fAriOreRsSXt+LvrkMRVwCjzodxl4komK1TXBEdZUGB3Y+05b+oi88Hw+EVzf6lrk1Rj72vs3id6Ff8E0gxKSjv3kdkq7Qitf/TO0AfKXpvhjii+MXvmY2bBtWLsuzPMOl6OO8dcHQjac343X0o3rokGM2LyhJptxufw9leje6HiOzOysERHhBu5L31IZH9K+WQP8976xhiX9xdIzp2DIjs76DT6uLltUMNQLfW9wRE9vvlHl7bLDMi+Uo0Soltn1goSnYyqUSFBvC37BIO5WMuEsZ/nZUo3r8G1+XFaBJz8XfVIH1+F4w8U0QgHT1IX/4Z+aQMSMjG2d2I6cNrIXsmZM8Sz8sdb6E0Z0C68DhQrH8KXN2iFz1A5ZdIG1+AvJnidetO2PUejL9SZJW07oKPb4KLl4C+EGfrXnQDArsfqXkb7vYKNOnjoadBiL59cdugbY9IP/6VcciuS40eRp4u7o+ObpESnTBCrIvNw93TQGN7L9FNX2FeficYokXmxTWrhUmftSUosAdwWUQf7bbS/nHdGhpmvMBflpRx1tgUlDVfDz2P6q9g+q0/++OUNluGfL3e39LIqaOSKUzeL3tp+5tDD7Dt9aDItjQP8h0AxDXm90FYIuaNj2HeuE89+08IRIQI8V38oiJbkiQ1QmC/Isvyu/2LWyVJSuyPYicCA0VADcC+RcIpQFP/8pQDLN93nwZJklRAOLBPfpRAluVngGcAxo4dG0olP1h0Vgyt66pfK2YPDWMPvE/2LJF61FkuXhtjoeT8A9cVmZPw66PYdv4u3tvVw5cft5ETN4orzi1nvL4ZzbYXYOMLkD1bzFDWr4WZ9wbSmgahjwzOsB9G/FLXZp/z5zuLD5ASJlHa6eP4rH2MRvSRMOfP8NldIgoy+sKff9IhDht+6XumrA0bOkNa8w0UnQOvLESOzkEx/opB6bJ0VYnBpEKF05zOD/IUHxisSwpxzdo7RaeDAcOfEL86DvnzPCzpAMsShHj5AWhVChLMOlotLrQqBT6/jNcvE2kICojkKBFP9nj9SIhtUiN1KFXini6p9aLl0urHgwfWR6LoL6HQq5VCTGx6YdB7D7R0VCkQkc7SjwYZWaqVwfIuvzEBKpdCQ7AO2z8mmMotawyiDnwgJRlEX+/+c3DImqHfUUmBzS+i7ajUIn3XZRm8zY805zxcOOTXZfLoIYu21Hbz1qYuVpR1UJAwnsvP28ukj2fBqkfFpHvlcph2i8hK2F+M7mve17oDuaOCkclmVEoJX/I4VFXLB2+feuCsjR9LmG6ooVmMSYtecwCfgoQRULF0v2X7RNPD4sUklHef7jQqHeij4MRH4fVzgwaDo84TJR4hQhxEfjHV0e8A/hxQKsvyP/ZZ9SFwEfBA/78f7LP8VUmS/oEwPssF1suy7JMkqU+SpImIdPMLgcf3O9Ya4HRgWage+3/ItzmSK9X02N2srerkg61NZMUYOaEokeFJ4WKQmz0DRi4U0QCvE6ytIvXzmN+K1G5ZFjf44/+PFn0WTywt5YtSMRfT2ONgS103L1wyljERWXDBu8I1XKEU0dXGzchxwyAyQwwA+pGn344isfAX/5UcLvQ5PUGRbe8EhfonD17SzAq2tvmGrjDFw+w/iVSzsERRIx8ixPewp8lCXvJoJFOciP6BSEc95rfw7qWgNeOf+xeU7101ZF+LOZeVc5bx0UoP6XtKWVCcxIikAxjw1a2BmtUi9fGij4VA720Q0R5DNMQfPfeCEAeZ2GEw615Ydl/wWXXyv0Xryh+ASafmD/Nz8TRsJcVRiltlolSZz7C0iMA280YmMzxez9I9nTg9fm6YmkJybATKfqtuKbEIT2wh6vZdgX1s0+/FGCvqRhVqDYxYCDvfCb5x/vEo1CLZW6dWwdhLYdn9wfWRGYMieX2F5xC9+62gQFHrseUvDAhnf2QWyvBUMYE7wLRbkXWRSIDFlIUx7yQ0ZR8GVjtGX0GfMZ1IELXEs+6BJftEPxOLQ0LnINHS6+Chz/awpkrEnRp7HGyp7+HFsz+m6KP5kDNHCNRhJ8PkG2DFg8Gdk0pE2vkA8UUUp5j5ULVdTN6kHYtc/ilSS3/HlrhCKDgRgJ2NvXy4rYnGbgenlCQzITMK8wGcwL+NwiQzKZH6gDmuQoIbZuaSFXsAR+8Rp8PmRcG2joZoGHlGcH1UDpz8BLx/jTACVGrE66gsiMoUveu7qsR+ccO/PQMzRIifyC8Z2jsGuADYIUnS1v5ldyLE9ZuSJF0G1AFnAMiyvEuSpDeB3Qhn8uv6ncUBrgFeBPQIw7NP+pc/B7zcb5LWhXAnD/G/IiYXcucOTjUqOgeic/hwUxP3fhAcAPx3XR3vXDOJnN0fwPpnBh+naSuc/w5MuQk5ZxaytR1FVBYkFtNQ082Xe9oGbW5xeqlsszEmvgBeOyeYDqoLhzMXoUidgP+Up6B5qxjEJ5XgiRvBD7BJOmKw7Nu+q6dOzOj+RLIiFCza5UGWZYaUe4Qnw/TbRU3iFcvEgytEiO+irxlJ7oPTXxCTYi4LJI/BZcrAPeEW2jUpPLNVyV/yT0C1LdhP2Je/gA+dJdz9UdCf4dV1dbx9zeRB7VmoXw9vXSIE9tz7YflfoW51cP30O0SarPLwy2wJ8StAa4SJ14kMKnsHRKRD9AFacn0HJb4dSMvPDmRqZJiTkUZ8yEAP6r4+C1e+thtvf7Pf97a38fIFIyBZiABTXAbW0xbhql+Hoq8Rf9Jo1OnBFkw2jJiVWuGZYW0T4rm3AZvCiBlwaiJQWtpRz/qD+J5ozeD3YpN1mPuP8cdNek6f8l9yXLuQgTLtCD7eoucfeWK9HT1h024Bl1WkKcfk4lHo6PAZSASsTjdyUjEkFYpMNVM8fslAn6Pf9VyWkTUmpFn3iqi8PhJZqUHy7de6LMRPorLdFhDYA3TZ3FRYlIzMnoXUVioyfT66Hi77EjkmD1p2IIWnIicUIf1nZnDH4/+G4u1LREAEQKFGvngxPmu7mPiJG443PJ0t1Z1c8uJGrC7xN1y8o5mHzyxm4egf7hY/NiOKR84axd6WPuwuL7nxYZSkHLhlli+uEN9Fn6Hu2I2ELCLb+3oCKRRQeKpY3tciMk6ic4OGvAkjgqn1IUL8AvyS7uIrOXDNNMCsb9nnL8BfDrB8IzDkmyDLspN+kR7iEKCPFE6/1V+LlLL0SZAxhTankn9+UT5o016Hh91NfeQoh/bFRKUFJHZ2SfxnXRg7Gv2cPMrEqXoHKoVIr3N6/IN2mZJhRP7yJaR96y2dvcjlS5GyjkWRPkmcTz9Hk8AGsDg8GLT9keyf6Cw+QIxeQpKgvk8mzXyAr3TccPEge/cKuPQzkVUQIsS3kOXYjtS5R0TIqlexZtYbnPvcRqAKMALdmHUqbrz0FuLSJqNoWI8rvoTW5Dn86+W9g45lcXrZWtczWGS37hLCAURa4L4CG0R6a/7xP8w4LUSIA6HWQdJP9Pdw9sGXfx5UCiFZGqFhHcQIgfDprtaAwB7g2dWNTMxLRq0WwzaT0gOORuithvhskIMtu8qdZvRxJzB8zc3gc4FSTdmkh+i2hzMB6HQqKQs/gSk770HdWwOyTPPo31HmSWX6wDlJcNGnbgyaAmQZHB4Xp48J3v+lzgpY/BsRHVTrwdmLOjwV3XljAQMJ7jq0X90nSjV04eDswQgknDcJSICuSqQlt4jIqC4C3FYkvxd/dC6KkF/Cz0arUqBWSnh8g68jnUqBs/hi9BueECK75Hxw9iB9eAMULoQdbyPlzEI+9k68PY1IubNRNW4KCmwAvwc+uxPl6c9DpMieWLazhW2NvQGBPcAjS8uYkR+LWatmd7OFTpub1Cg9OXHf3mt6XEYU4/r9CfZnU20X66q7sDg8lKRG8FWZHZM2l3PGp5G1j/N4AIVSfM5fYZ1/iF8/oan8ww2vWxh32dpF/83onMO7TVJEqnAULzkvsEi2OPH5h2bte3w+GH4SrPt30JhMkmDitdT0uDj/uXX02MXyfywto6rdyi3zcrliahaPL6sIHKcwyUyEBqR9b/oDHGjZUYjF6cHQPxiju/Zn9bCUJIlhUQrWNHlJM3/LdMXwk0U/8k0vCiO6ECG+BVXDGtj4HOQvgCk3EK6B7FgTle3WwDbXHpvN31f3Mr9oNk80ZLBnYx9nju3Bd4BqII93v8jXvhNv+9bi7bvM4zhYHydEiB+H14lkH+pB4rF2M5BU6/P5h6z3+WWQfYAKOqtg0SnCtApg+6sihX3K70CSiDSHceabWi4tepYsvZ06p4Fnl7t45RIRpw7TqXi2VIt27MPkazpwKw08ul3NjJRgSdFJo5L5bFcrdrdIKNSqFBw/IiGwXiP3f4d87mBPbrcVM6K2Vyf1fy9lv4h096NXiuN57RZUA99PZ09gvezq+77fYIgfQEFiGBdOSue5lTWBZWPSI0gwaygjjeJd/TZJe5fASY+LmuytL4tlm19CUmlxnvkO6sxJqFYMiX0h2TvAI/5+zT0O7vlgJwvHDI1Y+/0yTrePj7Y187dPSnF6/MSFafn7GcVMy/tx45JNtV1c9tLGwDhRkuCRM0dx53vb2VzXw3MXjSXCcLSFVEIczoRE9uGExyHqSz69QzyY1Ho48+XDu9bV0SPcei1NEJ4KiUXo1VrOm5DGv7+qDGwWplURG6aDpNFw8SewZzF4HTDsREgZT0VZV+DGOcAH25q4dFIK+bEG3r9uMi29TiIMaoxaJWW9XoqLzkRq2DD4fPKOE/86+4T7qcsiJip+ZDrfr51ehydgckNPDWRO/87tv4/CGCXLar2cVfAtDzBJAeOvgi/+IGoBQ8ZSIb6NyAzx796PYe/HFCo1PHPZHlodMlanh4RwPTsbe5iUHc3d7++k1SJE85IdzZw9LpV/LQ/eVwwaJSXqOujTi1RAgLhhwb6x+giRCruvuVL6lKPufhDi8KFPGYF7+EVEr/1bcKEk0R01kgFv8tkF0bywoY1956ovGheLNOCD0rozKLAH+Prvoh41Io2MuAjunZ/Pze/sxOOTUSqs/PXkYWQmiHRzm8vLI9P8xH94bqCe9e7iy6jT3hA4XHO3nb+dOjKQjyjLMm19wUkrRUQq7sRx1OReiF3WkGbZSoRJh88YhxLQJRQgJ4+jLv1UOhXRxHmbSWr/Bn18LgB2bQzmkWfRqkqgUZ9PODYyKhbhDc8glAv18zFpVPx2hJvfxFuwyRq6TAU0SzE0WbwscHwEJ/0bvrhX1GMrD/BclxRotHq0apVoAbY/RWcHOjT0Oj209rnQa5To1UocnqCHyw2zcmjscfLHj3YFXMPb+lzc9f4OXr5sAhnRxqHH/hbWV3cPGifeNjeP2DAtj55VgkmvorHTHhLZIQ4rQiL7cKJ9L3x6e7A9iMcB710lzBkiUr97318Yv1+mvtuO2+snKVKPUaMSfRdXPjLYXXT2H+nKvZiaThu/mZXLuupO4s06hieaqe20QV4s6MyQNlFMJGjDQalGrRz6WNUoFciSjMmg5cpFm2jrE26st8zNZ1SKGX/KRLpPf4+qTidKBWTFGgkLj0bV2wRrn4C1/xbvEZEOpz49KH38SKfX4cGoVSKcxRt+srP4AKPjlfx3txuHR0av/pbMiqhMSB0PK/8Jc/74s94vxJGLImMqclQWUlcVzH+YpsRZLCnt4vFlFbh9fpIj9Dy4cCR6hQIZuO+kfAxKCSQFw0195M818XqFiowwmbOyPQzvXgYNFjFhB0JEn/lf8f3f+IKo/V71iGhFkzMHRp0rWoglj/1ZGR4hjmLsXf1Ct12YKMUXBly1ARHha9sFXTWirVfCyMDEo8fn5wv1DE6fLqHc/AKyIQbHMbexyp7Oqf27JyktvHZSGP8tU2D3SlyQ5yPLYMUfyOQQhmudwy7AYc4gtuYjtC2bA2MHhUJifnEKBUmRNFscxJt1ZMWYAu7hBhwYv/lD0DAKMG17jqSceYDw1XB4fCwtbePr8g4AZhbEMik76KBepszl87R/8PgXDfj8Mtkx83jklExiPVoSAcyJfDL2WW59by82t48IQxSPn346U/vNpSRzIltG3M61b1fS3OtEowznrrlPMlMfzqEd7fyKqV8vOr5IKgiLJ+z1c8HrwgzExw4n/qQXiPa2QUs9fo2R6jOW0tJtJcZrI+uYW1Gv+r/AoeQZd6NNGSVepEyE0/4DKx8WgZWSC/BnTqe5rgqXPoE4s4nCJDMvrKrhd3Pz2FbfQ6fNzZljUphREMfnu1qQZciMNnDNsTno1Are39JIa6/jR4nsPmdQYD929ih2Nlq48Pn1+PwymTFGHjjt5/fpDhHiYBIS2YcTfc1D+2/aO8XPIRTZfQ4Pb26s5++fl+Hw+JhVEMfdC4aT6S4fLLABlt1PQuYcmrodfFnaRnFqBDsbe/lgaxNPnFsinMBLP4SNz4sUs+JzYOQZ5CcUUZhoZldzMOJ03YwcdGodf3xDCGwAl9fPX5aU8tIl46iRTFz/eSelbeJ3NjVD4q/H6Ujt2QRr/hU8p55a4aJ65qIDt/c6Aum1e0iM0ItrR1KJNls/A7NWoiBKycdVHs7I/46Z4pFnwuKb4JgbwXDgmqoQRznObqRpt4E5Caq/YbdJz8NLNwVWN/Y4+OuSPfz5pOH87cQ8rn9zNw6PD6VC4t5jYzi75i8sUCqQOjthb5kwd2rfGxTZSiXkzYWUcaLeMyJFOBY3bRY9VBedJLYbfxXM/uPPaxnUUQm73xOtcIadAPknBGoUQxyhOHrgiz/B5hfFa0mC054THTNAPMN3vgMfXBvcZ8I14jrVmYkyaTktpQ/lZ29A7hwkZy/6dY8yd16wCUtCy1ekL/8DExKLRRePZZvxjDwHdZ54rvniilg5423uXemkocfFgvzf89tTdGSGB8cJKqWCvIQw8hKG1r6GY4PmTUOWhzmDfa09fgICG2DZnnYmZgWfnzVWFf9cEXQWr+yw8/DXbfzzjBgAqlo6+e3be3D3p7732D3c8HYpH11rJjUmHJ/Txl2L62juFdFxt8/PHz6pZuRlRSGR/VOo/gbevhhsHSL70dEzqHRG0b6bmPb1wg9g7GV8aTie65/bi8vrR6WQ+Mvxp3LqmaPRWGohPA0pY3LQHNIULSYvw1NBknB5/fi3vklCTyW16afxtWY0fzttJHe8s4O/LC5lbEYkt87JY0xGFCqlgsRwPWeOTWF4Ujj/99leLE4Pp49JQa/+cRJkfGYUT66oRJZBIUk8801V8ON32PjX8gpSInR02DxoVBL58WEoBkzOQoQ4BIRE9uFEeKpIu923N2xY4s+OQv5ctjb0cN/iYD/sL/e0kRKl5/a8ToYMT/1e/M5ebjuugOte3cz6auFueWpJEiNTwqHmC/g6OFvK+mcgLIGEY8bw7/NHs7aqk7JWKxOzohmbHsnu5l5qOu37vwsN3Q42tHVS2hZc901NHytrbJwzLEekjSePFrXfsixqhW1tR43I7nF4yIkzQXd1MI32ZzI7XcUz29wszFOj+DafAFMcpE2GdU/DjN8flPcNcYRR/Q2s/AfyiY8jqTQ09Qytm97dbEGW4db39wZSD31+mT8ub2fM3MsZseKK4MYe54F7tBoigy1ZLI3w+jmD1294Rpj+JBb9tM9hbYN3LoHmbeJ17Urx2U59BnTfbuoT4ldO2+6gwAbxfFn8OzGpE5km7rmf3Dp4n3VPwojTRKaPvQvVqr9DV6X4QWRkG9o2Q5owU1N09hv8DVxbgLqjVJRYaYzscUdx6celAe+TD0r78CgNPJIvo/1BmkIS35nawaaAyn1aGH1TPrRufGVFJ1dOE6UWXRbbkPXrqjtxWvsgzERDR29AYA/QY/fQ3NFNakw4nRYru1uG1l83dDsY2vE5xPey4y0hsAFMCdCyY+g2vY0Qnkpd2Chu/rgVl1f8fbx+mTs/qaV4TjcFK+4QZYr6/dpZWZvhhXkw8260qx4LlOBk1axAP+le1rWcymuXlNBs92PWqUmK0Ad2LUwy0+vwcP1rWwLLXllXh1mnpig1Ivge3bXQUY5LF4vFkEpkRASqfXq3j8uI4snzxvD0ikqae4f6aqyv7qK1z8XCp9agVyu5enoWZ45NJSFcP2TbECH+F4SmeA4nYvJEv011/w3BEAUL//OD+2/+UuxusgxZtnh7MxZ9ytBoZXgKvZokJmtrePXkCN69fBTvXjyMuzIrSNO6hBP5/uxZDB4n6dFGzhqXxj0LhjNneDyRRg1RRg2J4bohu8SbdayodQ1Zvr7RAeYUMMaI1iIg+iDO/qPohXiU0Gv3YNKqRBTfeHBSYovjFCiAt/d6Dri+yern7+udvKM/HXndM6KcIESI/fF5QKVDdnSBz0XsAcz0smKMGLVKumzuQctlGVq9+2VlxORBypjvfk/vAYzOZPnAy38oHWWDRBAgTIS6Kg+8fYgjg4EU6/BUSJ8sav6dPeDuF4xOi8ig2J8B8y9nL9IBrhHJ0hT4f0fSzCHrW7PPwOUXZVUVbVZ8fhmzTkV6tAGFBJ/sag1Ehb8XSQHDTwn6IyiUMO5yUAXFyIH6zxcmBiePUoy+IetLkgyY+1W+yaAP9PUewKhRYtCJDiNhSi8Z0UOf7XH6oaZvIb4Hjws69um8ULMScucN3S6hCFLH09FrxeIcbBjp88u0+sJgzCUHnrQMT4GzXoHUiUPWJ259HIW9k/DqjymI1gwS2ABRJi07GnuHHPKj7U00dPePE5q3w6KT2Nnm5IbPe5n/1Gbu/WAHlW1BQ0yjVsVxIxJ4/pKxxJmHdqopTDbTaXMjy2B3+/jH0nI21nQP2e5H4+iF1t1iEiBEiB9BSGQfTqg0UHQWXPWNaIV05deQMeVQnxUpkUNnAYclmNnUG8aWKU/jiRXd1dyJY1k//nF2WHTQtpthilpG7/wLo5tfJyY6Gtp3D+5hOEBUdmBioc/hpr4zeFMdlhjOH04cjkEjBheSBFdNyyI/3sjs7KEp0JMzwqBtj4jebnxeRM0tDSI1XTX0gX6k0uNwY9KpxASDKe77d/gBSJLERSM0/G2ti3rL4IHQznYfC96xUdXr5/FSA/9Wngvb3zgo7xviCCNzGihUeKLyQG2gwFfBhZOCKdZhWhV3nTAMld9KbNjggZRCgsRoMyjUojThnDcgfz4YY2mzOGm1fItojsqG8P3aAsUOg8isn/FBviWb43DuBhHi5xOVDTPvgewZ4vXYS2DabWBOFq/DU8TEz76odEFBa4oVzvqSJLYL659Ejy8MbF6uLcQ144+iPWLsMDwTb2RP2ERUGvF9iNDAI7OMfDJxNx9kvMfH86ycWxQeeE4CYGnCX7oEy9qX8e36CHqCqd2EJ4lOJgUn0HfyC7hPeBSadwwqdRiXaiB/n9Z4hUlmRicHc9dGxqk5e2RwfbRRw++nx2KMEpl3Li9cPT07ILQ1SgXXzcjB5RcJlCrJx19nRIjJ4H6unZxImnqoGAvxPai14j44QHe1KBErOR8UKhFgOO4B0d4wfz5xKhsRBvXgQyglEtMLYN5fIWyf7Mmeelj7FLx1EVR+CXVrxbV84j8BcCZNZOekR1CaoqnpduPvrsPuHtrrPN48dPyVHKEnTKsS1+KqR6kvuJSLlmn5vLyP9j4Xr65v4PFl5exu7OatjfW8tr6OXU29RBq05MdqOaUkKXCsKKOGm2bnccOrg8sgttT/TJHdVgqvnA5PToKnpsDWV0PdKUL8YELp4ocbCgXE5AK5h/pMApSkRTIxK4q1VSL126RVcfO8PBwuD2e96WXhsL9RkgfrWiSWfGrjnas0YLHCR0GnUkxxcPoL2LPnY+isEO6+sh96G3AUX4xeoWB1RTuL1tZS3mpl1rB45hXGMzrKywzrx7x00UnU97qJMajJ71tDmNPP/GGRrK61sq5WRNoXDI+iJMkA7mbhtDpA/XrRpzNnjjBdOwrodfRHsrtrITf/oB03M0LBybkqzl9s49UFRpLDFGxu9XLZpw4uGaFmXKKKToefO7+awCkrHyN5zMUh0RFiMHHD4aKPKLdHUGjqJdO6hasLZzAzfwzddg/pERpGf3053RGF/PnE6/nrp2VcWqgkV9tDemIsiphclpyync93txJdpuEUg5/KjkZeXF2D1+/ngonpTMyKIn3fnqnmRDjndWHcU7MSsmcJ34CfY3wWkyfM0xo3BpcNO0kYYYU4ctGYYNNL0FsnXteuhjEXBzPQJCVMuh42/Ed03ghPhUnXiYkhAJcDW+E5bIw7lyUVTuKNEvNyzRQaghlj46I9NESchN9cguzzoYxKZ6yiNyBYS4wdmHbeiKJXRNYieIm7Z96PXsoFdOCyUlmxh9cqw1hWa2BqspLzHGXkFYYFDNjqss7iiz1tvLa8k8yIeK6c9h/GxgUnonIiJE4qTsTtS0CSQKuUyAkPesZEJedw9mQThZlO+lw+8mJ1JMYGhZRZK/PZrhZumJmD1y+jlCTe2ljP3DzxDO5VRNLs8XHhJCNKhYRKqaCpo5cuTTJB6RTiB5MxDcZeBlsWiWtQUsCkG6HkAij9SAQc7J2g0pGy8Dn+flIOv3u/HIvTi06t4P6ThpG14yFQnRPMujAnw4ZnYdtr4nXtaojMFDXfXdXYR1/F074TiVCmECarWGs8lk6bEV3nXjIUbSi1RnQJBaAzMy4jkowYA1OyY4gyaVAqFEzKiiLcoBFGgg0bqBpxCp392UuSBH+faSIr1s/Zz64PRN61KgWvXzmRkQnhXHaMigUjk7C6PKRGGpAkmf0C9KRFfbsfTafNxc6GXlp6naREGRiZbMas3yezym2Dz++BhvXitcsC718jgkWp4w/Kny3EkU1IZIf4XpIi9Dx+zmj2tlpwuHxkx5nIijVhqS/l1llZJPubiPJ3okuMoSQrhwJlo3Dz3RdrG3SUUWOcQJ7LhuqrBwDwJ4+l2qbGXtPFta9uCbRnqGyvoq7LxsMz9Bg/v51x/lsYt8/h+k5ZxD93JnH11HQePt4DCgVrmvx8tNfGTfEH6JVd9VV/j9EjH1mWsTi9mNSScBY/SDXZA8zLVOOX4fi3reRHKSnr9nFlsZbR8SKKEq1XMD1dy3+ax/OHmm9E5DJEiL42KFsCa54AZIZPuAZMiWCMIslRRtI7UwdtHqlYRXjqmSw7RUb93kVi4KdQYZvxZ57fWsDGRicqFYxJj+S3b2wN7Hf7Ozt4+MziwSIbIKEQTnkSnL2giwTV4EjOj8YUC6c9C2WfQPUKyD1ODD61oXrsI5r2PWCpF20RI9Ohfp1ovTnxOojNg546YWI64nQYfrIwnpQUIqsoOguQWV7v4/pPugKHfGGLjbfOiKGg/3WXV0PCyrsxVi0BwJ0wls45j2D0eUGpQtlVERDYA+hXPYgzbw66sHg6O9v43UqJbf2lXlUdsLJRx6vxHcSnRuD3+3l7ayuPrRATBeVtsKLKwpuXqSnOFJH1Wgtsa+hlWKIQxRvreiiMj+/3Hofdda2c+Z+tg+qub52VwXVzhPFZutTBWSVxjNA2k6zsptITTcIxqWRIrUAcHlnBnz6vxuIYrIqmFiQy4uf+jY5GkktEgKb4bHG9xY8U4nDgJ3um6KogKenus7G0zsrZ49PQq5UURMr02npomngPVZ0OPi83kx+l5GxNN9rtrw9+n+5qUSa49VWcJy8ipSuGV9bWsrW+l2lZZp6f6UW58j6kRhFRlnPnIs1/mJEpafzjjFHc/NZWqjtEivjG3GjuOF6JXq0ma/xV6J0+BhJsLyo2c2LLv3jCev2g1HaX18+iNbUsHJ3MZS9tDNSVA1w1PYtLJ6Xx/BpxXefHmxibsV9tOeD0eKnpsPHi6lpe3xDM8Lhpdi7XHpuDWtWf5Gttg4qlQ3/XXVUhkR3iBxES2QcLr0u4OeojRI/WI4zYMC2xYYOjPuawMC7Rfojqi3vA7wWlBt9xD6GQJgozogOQ1r0WVdmSwGtF40aymj7mi4TLh/TJ/mxXK/dNSceIBPpIvPGjUFlqoasKvyzxp6lGopuXIH35JLJSzelTbqJ12FhwRIhB9NRbhNHZrveF8dH+Rh5HKH0uL1qVApW9WUTwf4Hr8fgsNeMTldT3yVxZrMGkGRytnp2h4t7a8dyx5hm0IZEdAqDma/joN+L/+igUhijkzr3ivpkwUvT4NSdDzTfQvBVm3M14z0ZUS/4VjKz4vRi/vJM75rzD6Y3wm5m5fLKzZchbvbOpgRNGJKDT7PeIU2kPWvkEIETTpOvET4ijAp/fh3LeX4WXSNmnQmwPPxm/34sC8KkNKCuXQWc5vrgilD1V4LbhO+s1lECvrOeRDYOfj30uL5u79QGRrWtaGxDYAJqWjej3vosnORe1UoXff4AJY68Lt1+BDqiyKNjWZCcuTEtuvImqdhuVHU4qLQrigfq2Lp5b0zhod5fXT0WrJSCyX93Uwhd7Ovh8d3DSWq+CacNFtHtnk3WIsdkzqxs5fXQS8dGRdMhhXGL4EtVnd4DfS5pKi3vBv2jyTSIN8KGgz+llfKqRBVkqyntk3txlxekJ1WT/ZLSmoPjrrISVj8GYC0C3FiIyIXcuNG+jLHwyb2zczugkPQ+VtJO57p8oPVYcqmt5rnYYFqfMCdJnaOXvmDA0p2BTRzFM18v4eJnyViWPT/Oh2vuxEPP9SOWf4ylbinLcpXywtTEgsAG+Ke9kVEorb22q5/wJczklw8NVk508v66FGbEWNHtqaDxAIlxDt53yNusggQ3w2ro6Xrl8AgXJEehUCoYnmcmJG/wZOvpcPL6snMQI/SCBDfDYsgqOH5lI3kCZhDZMZCZ1VQ3aDuNBfIaEOKIJieyDQWupSEOsWi5SdqbeIqImRxpuu6ht7k83w2UJCmwAnxvl0rvg4k9h7KWD23up9RA/EsO6J4ccVlezjOj0y4Ys1ygVtCkTsR3/El+3m3m/RsnoBD8Lx/YSE5NHTNsapE9vB/qrI9+/lvgzF4k6yxMehmX3QV8TjDwbJt8A6p/RqudXRI/NQ5hOJXq0hv1ypnnRegXR32LaGWdQkBquZnlFL8dZmkS7phBHNzveCv7/hH/AkluQbB0inTZuGHLzVqTd74uB4ISnkVc9iip/njDv2494uZ0750+go89BmG5oRDpMq8Lh9gwV2SFC/ExkrRm+ekBkRIC4rrNn4h5+OjrAae+jJ2EWnybczeJaFRNTfZwaXUdKXwd6wK/U4pXh2nFmxof34Ja0LCrT4JGC17Gxec2Q942oX47TdzNqwBU1jDCtOeDwDOAcfTn+8BQA1GoVV0/Pwu72saOhl1kFcUQaNahV/fXQ+DBoVNjcg8W6Zh+XngjdUHUTqQ0uC0T79sGoUeLv746SQiuqL+6FwlNFxL99L5rPbiP6nPeBVJSSxHtnxlFY8RTqjR8gR2Zz1Wl/pP4AhlYhfgK9jZA0Ej66EfLmi1aF74quDL74cwG4t8RGzpdXBnbRL72Du+Y+iCVyBDGa+aA1iONsfSWwjT92GApnH0y/naTNj5C6/TVGmOI5e+7dmGSfmCDdD0X1CmozzwqUHO5LTaeN9GgDeq2S+1b3YnN5eXDhSFL0nbCyjPmFbt7eOXif04rj8R+gNZdBo8LrkxmRFM7wpGBpYFOPgw6rixiTlj3NFoxaFdHGoYabPr+MtT9qbnd7Ke9S0T71TVJ6N5Gz9UFUPVUiQyUh1I87xA8jNAL5uVjb4M0LoLNcvN71rpjFu/SzQ+4KftDweaFuNXz1IFhbYMJVIg3O2hoU2AO4beDogOQxMOdPsOMdYQQz9lLwupGSRoseovuSfgzhJhP58Sb2tgZNzy6enEGUScdjdam8tqEBgM118GG5jrcuj4Wt/x16rnuWiBqkdy8PtkLb8pJQ4VFZwvDlCKfL7sasVwuX44MZtfuRjE9S82Hd8Ry38UWYeechO48QhwkDs/9aM/TUBNvNjLkIPrgOaeBesmcxICHpzGKbiDSRgrsP1Z5IHv+qnEunZHJMTgTvbG4IRDWUCokzx6Xyya42ThudjO5H9mI9EOuqOtla34PF4aEkPZLCRBOJET+v93yIXym9DUGBPUDlMhT92RYOVTgPdkzmw1IhgDfXwZKoeF48PZUMIFIr8/KCMJKXXo1yhxg3jBtxMR1Jvwkczpc6CXYNNo50ZsxEoRUTxU1EE3bSU2h3vAo9tcjZs7ClH4/NKRNhhHith401XWys7QFgS30PwxLCOKNARKE1eiM3z8rgjg+CjtSJZi1psUFhcmZxLB/s6MDjE3XYGqWCk0cEO3SMCHcTG6alvS/Y5eP2YxMwSCIjTW1vhVn3wqYXxEREUglMvw2dQ0TGI5V2ckofRlH2CQBSxx5SFl9A9PlLgFCk8GdjjIH4ETDtFhF4eO+qwKrc7q9ZMHI8KR1vD9lNs20RMXGFkDYBlt0vxm7HPwRln2FPnMAK9WTycvLJ3vxXlJtfEDv11JL15ZXIZ70q+mk3bBx0TGfyJHY191KSFsHe1sFt2zJjjYxMDuevS/YEWtKtrOjksbOKSMqez/iqJ/jn3N/x8EY3Hq/M1dMzGGvqpNeYTlyYlrZ9rr/rZmTzt09Kqe928O41k0mM0PN1WTs3vbGVTpubaKOGexYMIzVKT1mrlSijZlAHi7HpkWREG7C7vTy/spq/f14GgEph5rGFbzE/rhOic4d21QkR4lsIieyfS1dVUGAP0FMrBM6RIrKbt8LLp8BAitqSW0Ubnpw5wjXVu0/qmy5c3NBrvoG9X+Ca/0/U3bUoFt8M57yOHJGGlDFVrAeIH4GcVILV6eb+U0awpb6HqnYbY9IjyYsz0tDr5I2NDYNOp63PRXW3k7QDpewYY0TNnLxfytn212HCtUeFyO60ugjXqaGjHBJHHbLzGJeo4tbSNFwbH0M7/VZQ/swa2BC/borOgJ1vCdfbfVocyUptUGAPsHexyAha+yTMvEtM8Dl7QKGkefxdPLFLQ5/LgVGrxKyRePqCMayt7MTrl5mcE83SXc3sarYyISOK7PjvSHn8Aayr6uS6VzfTYQ0a8jx2dgknhkT2UYmkOcDfXa3HqzKhAVrkKD4s3TNodU2XiyqHiQygqdtK3PYnUXYFxw2RO1/EnzULEKZ5TZHjyciei7rycwB8CaNozzqFSJcLjcpAnL0C7VvnIhecjDd3PuodrxNWvRr3ya8ARlrsUkBgD1Da0keLTSYN8HvcHNf1Cknzp/JNh5EUo59jVHsIt0mAGLcMd27mzXkavu6KQCHBtMhuclzbob8qO9tbzmsLovimM5aWPi9T07SU2L5BIZ8g3tAQI6KoAxMSTVvA3om08HkAwpzNAYEdwOdB3V0BmaF615+KzeVhZ6OFxm4TCyJi0Cy5Geb/Azw2cfMadwWxij4eztuF0n6Atqb6SOEp8NXfRLebbx6GiDT8Z7/Kg9/YeGlTJ19c1gU79xPosixa04UnQ2JxoL2hnDWdzz1FTAtrI2eEjpr2CGweP+dNSEcpyZS2WGnvcwUE9gDPra7FP+o2im2rmd31GsVzz6YvIgeUOpLdreS+N4PHz1rO+loLLRYnk7KjsTs9rO9v2VXZbsXu9vLQJ3sCZmqdNjef7mzhuBEJ6DUK/nrqCD7c2sQXpW3ccXw+NpePyxdt5KLJGQGBDaKP+B0fVzLyhqmkGo6OjMgQB4eQyP65qL8lX/ZISk1u2BAU2AOseQKKzsJ98tNoPrpO3MC14bhPeRZNVAZljjDW5B/Dh4tbSInI5OwTljIxLg6++YcQ4sfeIfrU9tQhrXkC5YxjcPhVhGsVLChKoLrNSofNg0mrRKmQ8PsG34C77X6k4nOg/HORwg4iQpZ1LLKlaWhznbAkkN37Lz0i6bS5Rbp4YzXkHX/IziNCK5EWrmS1aiIzSj+EEQsP2bmEOAzInAbnvY1cvw45bgSKmHxWzXiDlL7tpO+/rSFaZMC4rbDiIRh9IYQl0BpexBWfedjZKlqoJOk8RHduQKFOQKvUU9Nh59IXqwGYlB1NXbeNhAg9Ru1Pf9Rta+gJCGwQt62nVlQyIjmczJiQ0D7akFVaSBk7OFo39lJUsojgun1Cy8iDH1l4ZPFU0vvt6Oq+GnJcXXdwUL+0zs/oMQ9gzLsKfD7cEZl8tMvJLckiRdbgaGbX3Fd5tSmB0r1OTi+ex6yuNzF4u4A4pP0nmfsZWG709eJw9tGkUlFlUdDn9lGcmkC6qzmwrWH7Ikqqv6LEGAvIYOvAl3scFJ/cfzAFOStvIsfSLGpXtzbD3PuxesV3xe/oQbF/xL+nDq/LjgZQKBQiImgfnEKsUB89rTYPNm6vnzc3NnDfx7vxyzDxFDtJ9i6o+gq5cCGSPlx0V2jbjRZgxl1CVA94XihUohXY53eLQIW23zyypw46yvnvFvG3caARYyrX3sEn4HXB0ntEe8W845B1EWw1TeF4RQO6ty8g2t7Jnedu4esGH6+sqyM71sg541NZsmOor4ZGqeCdPU7urM3kptlz0TqUfLS2mtgwLQtHZ5M//3nSyl4kMXc+HepkviprJylCx8uXjmd9dRe9Dg93vLuDCZlRzBgWx+PLKpieF4tKqeC3b4gJAIUE9ywYzsxhcby3uYlVlSK7anKOdcj5WBxeeuxuUqOOoLF9iF+ckMj+uUTnwvirYP3TwWUlFwztk3mo8PuFCP05Dy6NaegyXQQWt8wXPRlMn/s4BmczVn0KKzsTmeNw8/GuDh5bVgHAptpuviht5cVLxjE6YSR8cS/s+Th4iuOvItxs4KVlleTGh1Hf241WpaC6ooMrJiVz/oR0XlhdE9g+LUrPyEQd8vJXkI79fb/rsFJMbJR9BgULRM/R1l1iB0mBPOFq/Ao9+3QRPWLptLoJU/abyB3ilmUl8Uo+s8xkxtonQyL7aMXnEW2uyr8AjYnmnAvZ22nHMO99Llu0jUuLI7g+eQqGxpWBXfwz7mGnooC6uV+TrHeR7y3D0PAN1fZEdraKms1oo4bhxj7S2reRFC9x+QY17VaROihJcOGkdP7x+V5eveIA0ZofgXX/njCIFnkuz5HfraC02UJpswW/LFOQYGZEcvihPqVDjuS0QNHZ4qevWbTzadmB1N+9IkXr5JySOF7d3BbYZ1i8gWFmcW0qdWF4Uo9BveeDQcdVxGQHt0+J5ZxFm/YR6uU8dlaxcI0GmqMmcO7LZfQ6hDjZXAdXT72Aq3UijTVdZ2dunpnPy4I125PTTWQaxOSUUqnkTd0Z/N/yDgwaO26vnw93K3j3vDEB8zVPbCHa6q/A1h44hidmeOAZKjm6ob1fZPXXhssbn4fsBQDYNLEo02ayJ+siWt16UrR28vc+hUMViQaQUcCEa2D5X4K/hNQJ3x64CPG97Kpv54FP9jAQFG60K0kC2mUzXTlnk+fahbT+WbEyeyYotbDgEehrBUuDmNxc95QQ2IaoYD9oSULWRuDzO8iNM6FRyDDmQtHeamBCJ75QXCuyDNtFqYME5J/3IboPbwJ7J9YJv+W1nVZeWy8Mx3Y09vJVWTuPn1PC6xvqBxmZXTApgyU7mogP0+KT4d4PdiFJcM64NHY19dIZnkyr7jTMbSqWlpajUkrY3D7+/HEpbq+fU0qSOTYvlv+uq2NcRiRzhsdTlBLOw/tEqP0yPPZlOfcsGB4Q2ABqhYRKIeHdJ7qeHKE/YK/vECG+i5DI/rloDDDtVnHD6tgrWigkjwnOAB5KmrbC+mehbTeUnAf5J/y0FPbU8WCMHfSwZdY9NPQ4mNX6POE7XwJAD0wfcyO1nb/jxTU1gw5hc/sobeljtNYM6cdA7SqxIm44iqhMuqxOvH45cANUSHDrvHw6nTIGjZLfzMplV1MvqVEGwvVqlD6naMHz5Z+EuJb9Im19yu9w66JQjrkcr6QBjw3JEIXGEE6L10jyj//0vzo6rC5M3i6RtnWIe1SPjlfyQHU0sqEeqXEzJI8+pOcT4hBQuwqW3AIFC7Cas6iyyHQ4FVh6nDg9fv690Ypq3G3My7mQcNlCdFImn/Wk8Nu3KwOHuHtqJhc1PUli1jnMHW5ieLye43Q7yXr/AvA4UIYlsvjcN3lhrwa728vU3Fg2VndwyZRswvQ/r0yhOFWky+6bzXjmmBQKEgdPYPXY3XRa3UQY1ESbfv3mTVvrerj2lU009YpyoGijhqfPH8PYzKO7HlGKzoQvFkHtN6A2CoE5816kfpPJaE8Dv9F/wpiZ0/iyUcnoWJlZ2t2kOJxAJkqvHWnkQuSWrUj9pn7+4nMG3aqX7WkfEgl/dUM9MwtEidSuLolex+BuHC+sqeeM0UlEAAbJyR/GepmRZGJVq5KJcX6mJ/kx+0Vkudun56s6H7fNy6fT5sagUeLy+tnTowyI7L3x8ykyvBaMNBtj2Rszh+L+9R63i/2vcqmvBa9fCKUmTTqfxt3No5+2AF5Aw33H/Z0xqiQigV6/hriKL2HmPeB1gFIDPXU43R5CscKfgLOPju5eXF4/Ro2SC4tNJCbp8CePo8+YzrzXuthyohJd8jE0FV2PUaOgscuCodVGdudmNImFsOzPwmdHY4Qpv4OV/wBAnnAt6x2J/GaWguk5keQvKoD84+Gc16GnHrx2YWD59iWDz0mhwqCSoE9MBlXkXMrbL+4atEmP3UN7n5O/njqCtVVdgQm9p1dUcsdxBahUEre+tR2AS4/JZFVFB3taRF13mFbFTXPymJgVjYw8SEC/vamBS4/JIMakYUNNN7+ZlTvEjRyg2+4hZr/79VubGrhlbj5Prqik1+EhJVLPX04ZQVxIZIf4kYRE9sHAFAv5x4mfw4X2Mlh00j71UJuFS+TMu0XU98cQmw8XfwzVK8HeCRlTIHkscVWbAwJ7gKjN/6Kz5DrUB3B+VEgSHkM8SkN0MF28tx6X0kiH3T8oZcgvw7PfVDM+I4onvqpEq1KQFWtkc10PXTY3OVGFxI+6DMPeT8DT3xJCa8aeOZe9tgiWd03giRU1+OVIUiP13HdSAZMUQ1OAjkTaLE5SXC2iHdIhJsmkQKuU2JFyFkWrH4czXjjUpxTif4nXDQ2bIG0yrH0Sk1pPzAnvcs/yHs6flBHY7LENVh7DRFJ4DA+fMYKbP9w06DB/W9XLxFP+zNtlGk4uTkDtaKPZHk7kiCuJ3/IoUl8zxsaVnJY5lZUdep5aUcnFx2QwNTfmZ3+EEQlGHj+nhKe/rqLb7ubMMalM2++42+q7uf2dHexp6SM92sCDpxUxMfvnRdAPNV+UtgYENogylHc2Nxz1IlvRWw/VX4kXA+7eKx9GlXUsRCaj9HuI3/QwC9VPsjA6B3bVi2yrBFGLrDVFUqHKZf3wp8lWtOJS6GjwRTHPqGNgCG9QDRUDWiXoFGK5d7/6VRCGfy53f8o6GpIrXuec2HzOKTCJiGTZVqzjb0QDuJV6Zg6L48FPg+m+GdEGjjmxIPD6hXITk4tfYKS6HpDY5klhS42R4jFifVdYHsqSG9kddgx9fg05qjaSHeV0K6KIABqtEo+tGpwGfP8XDTyXnACAVROPseB0jEtvCaz3JJTQXfK7kMj+EVS1WylrtVJk7CFZ0UNRkpGHR3eS2/oOZfYLWDL8IbQ6A38/3UCTrpsPI3OYYkrlniWV1HQaUUhGrh57AVd3LsZ8xiJkjw2fORWlywLTb4ewJPzGeCa1r2WS2QUtfhh1jghqNG6G1Y+JMdjwk0V3neoVwZObdD0YE0SE3N6JAj8qhQKPb3AWkNcPLb1OOqwurpueRYfNg0ap4Pfv7eChhUWoFBIapQK9RhkQ2CBa3321t43R6ZFY9pt0AlhV0cmY9Ei+LG2jJNmAzascEqEenmhmWGIYC4oS+Xi7KJdo6HawurKD247Lp7nXSVaMgcxoPVvru7E4vKRHGUgPlQqF+AGERPaRStuuoQ6oa5+AMRezqTeMDTXdrKrsoCg5nGPzYxmX+T0DwtgCiMoRs5z9qedan23odrKfJF8jV0zN5IF9HuCRBjXZMXo+bs1gZtJ0otY9BD43tnE38JGtEI1yaOpll82NX/Zj1qtINOsZnRZJQ7eDb8rbCTdqeWR3GFOnvUqWcxd+hZpS5TAa60wMT1Lx+Fc1gePUdzv4z6paxpyaMWTm/Uiktc/FSHsVJA6pdD0klMQrWcoEiipfhO5a0c4lxNGB7BN11Zv7J+MUKjbVW6nudJBg1mHWq7A4gunYV07Lor57qAmOzy9Tr8khLdHPTW/uCPTnHZM8ncfHaEna9BB6ezO5i88gs/B0zrvyT2iUB6c4JD7SxAmRJkYkm3F5ZPISBhuptVqcXP3fzTT3C9LaTjuXL9rIxzdMIeNXPBAr388FGGBvqxWXx4dWfTQU3nwL+xp9DuC2BVK5ic5BjsxESiyCnNnQsgu2LIK4fABsDgdPrO3io9JeQA34gHYSIzOZ03+445LdPK+UAs7eAJePUCD5PYCO1AgN8WYtrZags/I549OI0IrvhWTvBH24EPc1KyGuAMKTka0iG00ru1i0ZnBrvJpOO9224PFOGZXATW+1MyN/JDKwfE8bj50dH1jfZhrG/U0SG2p7AQdqpZlnzr2EMf2tkdwez5BovMvrx+cT33ePX+aO8gIunbGIBGspNl0CK+wZJPToSU773r9CCGB7Qw/nPbuOPpeX0wvD+Jv6WZ6bdw2xb1zJxlO/5rw36nB5xfe4MNHM9TNz2N7loHxdKzWd4jr2y/DvDRYmHTeDyV47yoovUW1/HWvuKTxu+g23G+tQ/vcUIaQlBcz6A0RkwPL7YfptwSDH7g+g5Hw49vfitUIJufMgPBHm/x988nsKfOVcckwG//4qmKWUHKEnM8bAq+tquP24YSB7SaKNR84Q153d4+OKqVn8Y2kZXdahvjpVHTZOKEoc8swASIs20NTj5NJJyWQ5S7l0uZrbj8vnP99U09rnYniimXsWDGP53lZOH5PC6LQI1lV3UZIWSWK4jo013Xyys5mHFhbx3KpaXur/zoRpVbxwyTjGZhzdE44hvp+QyD5SURzgT6vUUOeP4D8rK/hkp5hh/qa8g892t/LoWaMo/LZ6O78fGtbB6n+Lup3xV0LuXLo0SYSZ4kUrr4FNI7PolMMZnyDx4MKRfFXWTnKEnkmZUaT76nm7QcFfy9K5YMRzaJXw8jo38WYnt8xWoFRIg26UwxPNmNQKHjhtJJ/ubGXJjmayYk08tLCIcJ2SDY0Onl3rJiumGI9Ppr7bwelFNhIjh9Yhr63qps2Vy8/zGf510GZxEmkrg/Aph/pUAJEy/lqpn5tz54re6QseOdSnFOJ/hd8nzAkH0IVTZxN5sX/+eDcPLSxiQ00XLb1O5gyLp9UiohkRBjU99mBkItKgRqfT8/aKvQGBDbCp0cn2wkkkAa6UyfSYR5Aot8G3COzaThsdVjdxYdofbWCTHn3gEqDGbkdAYA9gdXmp67L/qkX2sQVxfLa7ddCyeYXxR7fABpzh2ejUBiEijLHQU4ecNhmPQocGcGqjUJ70FKqKT0Tfd3Mq/rNfo0uXSgxgd3lYXecYctyKLk9AZBf1LufN40ewuMmM3StxUqqDkrZ3QDECgHRlF7+ZkcXedgfNPQ4Kk8MZHePDoBAC1mlIxLT1NVEuFJUNW18FjwPX+WcTBri9PrrtQwWL0xN8/hbIVdw0I4OnV9UjSXDL7Ezy/dWAiERXtNv7BbbA45N5aGkVL55vwGzUk2n0YNQoB/XijjdrSdcJUWZ1+floj4WP9qgI05Zg9/jw+W3cHzs0IhliKC6vjye/qqTPJf7m75daOWfBRYzp2YFt2Fk8vKp7UHr0rmbhwl2YbOaVtXVDjlfnDmO4QkN09VcgKTCVv88NF12P4u2bg0IaQB8hBDWApBTC2xgjygq2/Bd0EXDKkyLIo4+AD24Q5Xwn/hP1l/dwxsS/kH7aSFZWdpIZbWBsRhT/Xl7B+RMzuOu9ndjdPq4apeXElmdZH382d3+wm/kjErj3xOEHjFbPHR5PlEFNW5+LtCgDdV3iXM06FWeNS6Wpx0FlqwVDdCq3zNKxrcXJFdOyiDfr6HO6eW1dHaPSIrnrvY1olAoePXsUX5d38MjSMkz96ejRJk1AYIOIoP/hw128evkEwg1D+22HCDFASGQfqcSPFOnClsbgsul3UNflDgjsASrarFR12L5dZLdsg5dOFAZGAO9fDSc8QnvMSbRNfoqRpY+ga9mAPXkKW/NuwKSIotD6CenRwzlmZhKSz0lk10ZcuiSOyzHg9kUjhZlwyTA9z8mYOAU2p4db5+Xz3DfVtFtdFCaZObUkGbsX3tzQwFdlYgZ+U203e5otLLpkDJePjyGxqJeMjk/xK3WUR0zBFR6LUh46gBmdbCBKYQV+fvro4U67xUGEUSn8Ag4D8qIUtNn91KecROqy60RrpvBDn8oe4n+ASieMoVp3itd9TUxO8PM00GpxcfV/NzMiycx9Jw7j4pc2kh5jIjfOxM1z8vjPympqO+2kRxu4dW4+OrUiMIDalw6fnpoZj/PXNQbOmzqGxNhghs22+h4cHi/JETp2N1u5+c1tWF1ezHoVj51dwrH5B2gD6PMKo7a9n4i2c3nHCZ+Nb/E3CNer0SgVg8Q/iImBXxSfV5QBVX8jzKIyp0LCyIN2+MlZ0Vw5LYuXVtfgl2XOHJvKrIJQ/2KbT4PunNeQa1YidVYij7sCOa6QLp+WBMDRUU9E9TIkUzwOUwpavCiqV6BXh0N4CXqNmmOyIviqootJWdFYnF7WVXWSExecAvalTqDk7Qso0UeKa7CyFu8ZL+NHhRIwdWxjdvNO0uLm4Yw1EufeScHXD+I4RaSk73FFEz/tMXK/+a24RrRhVB/7GHWuGKYDXoWOk0cl88aG+sB7qhQSceHBZ8bmThX3fByscb3rwzLiTooPTARYDmAIWNtlx+LyEw+kKdp5+pRk7ljaTkO3g+w4Iw/NCCNOEsJcr1EwKSuaNVWdAaGoUkgkR4SMz34IDreP0uagsV1qhAaF7MPfVYM9YxYVZUMzLrptbuo67RSlhLOuerCre1JCPEb7GtGaNSJVGMe6+sDWgRyeTl/SZPRxWai3vwlxw6BymTD+nf1H6KyEsHhRex2di08XTVfsOLxOD4m734MzXoR3LkXyOMhcfBaRIy9h6rgLaPCbuOHtbVwyOZNb+uuuAf70tRPliafy1OI9ZMYYiDJqsNjdtFndXDM9ixdX1+L0+pgzLJ5TCiNos3vIjDbw4MKRrK/pwu8HGZmbXt/KdTNyeH1jI8dk5HPtG7sC3hopkXoeOr2ItVXdvLelkYsmZxCuU9Pj8FLeZsXl9ePyurn7/Z3865wSDBol80cmEmvSsrqyg20NvfQ6vCGRHeI7CYnsI5WoDLjgPeG23b4XCo6HtGOgceiD8Xtp2BAU2AOsegTzKXPZrs7mJdXtjBols7FNYoEhnWStRHnUND4ts/HZ7jLizTouGF9MnsJLdHQYbX1dfFHahkKCpAg9C0ePwOn28uzX25k/MpFwg5rKNisfb29mfEZkQGAPYHP7aOl1MC+sBvWS8wLulrGqJ/Gc9QZ92gQuGRXGC1tFmlSMScPdk7REqo58N2C724vH58cYefj0aFdIEmMTlHzSrOXK3Lmw4gE46fFDfVoh/hf4vVB8FlQsFSm1sszolnf56/wreXB5Iw63j0lJClraWrh+Vh7rq7vYWt+DWa/m2mOzMWhUKCTQ4GZXg52ZBbF8uK150FvoIxI4abEFi9NKemIHeQkZSL02lu3p4P8+20u33cOEzEhunZvPSzNd/GuPieXVDm54dQsf3ziF9Oj9os31a8Wk4oBr7qpH4eIlkDrugB8xI8bI3QuGce8HQUOfG2bmkBP3C5tf1q2Bl08OtlfUhonzTCw6KIdPjzFy29x8Th6VhCzLZMeZ0KtDQ4ZwjQf/R3ei6O9eIe16F9+kGzEXXwCAydVOQ/gYPmw0sKQGxsXBOVkOctyiTZLTIyJ1mXEZfLqzlUijmodPH8FIfSsDfbI/7E5j3qkvo+vcBT4PntgRfNCeyMIc8fv3mpOJ++Ra4sLeBVMCtO3GFz8Sp8JIOGBQwQbVaHZOeI1oyUKPHIZdk0p2fxKCyyczMTMKvVrJ4h3NJJh1XDUtC6srOD54fe/Q5+U75V7mTBb/TwgfagI1syAOg1qkzVv0STQ1W5iWG0OUSUtbr5NWn55sgxEDoFOruHJaFiqlxMqKDpIj9Nw4Kxe9eqifS4ihRBg0nFKSzPMrq5mSG8OtBV1kLj4H/D6iI7M5Lf8xnt7oGrTPyGQz3TY3E7Oiqeqw0d4n1p8/Jo6i1vfQrbovsK1/zCW0SPGopz/K293ZLKn2MUY2cElOLsPkChh2ItR8DZteDL5B7lwwJ7HFYmLxjjYmZETRe2UNBQ3vCF8AhZLSWS9w83oTu9c1EKZt4aY5eextsbA/r21s4P/OKOLzXa18UdrGjPwYRqZE8NLqai6clE5ShI7xyXpW7G3lgWUNnFScxPaGHmo6B0/ENvQ4OLUkmX+uqB9kXtnQ7aCyzUpJSgTjM6P45xdlgVaNJxYlMq8wgc92iYBUU4+Dm+fk8eKaGpp7nMwaFs9po1OINoYEdojvJvTEPJKJzRc/+5AaaWVeYTyf7QqmAWbFGMnqT2t0eX20Wlwo+wWwJEmizcP+qHSolfDOliZGp8fSI0FWosw7W5ooScrm3Z0Wnu9vu1XeZmVDTRfPnV9MdbeVy/PsDMssQ/J7qNaPZE1lB/kJZq4+NpsXVlbT1OtkTHok80cm4vd6MWiU2N2DH/jJRlCvezY4EAbwulCVLSZs/DXcmrKLU+OjsfrUpCuaSPYpQZVycH6vhzFNPQ7ilDakw6zueUy8iiVVHq6cvxDevwYmXifqBEMc4ch0d3XQd+KbaH19+GUJjyGBs6RmZlyQiM/WQ2L3OjZEns3vX98ZSBGvbLcxZ3g8V03LpKLVykzfKhLDs0iOysDp8bO0tJUIvZqrpmVh9HRy5yQdz+30023z0NzjpMfu4c73dgbOYl11N49+WcGD05L5i2slZ/WOpL7LQavFOVhkyzKse2bwfcXnhl3vfavIViokzhiTQlFyOPXdotZ8WGIYes0v+Hj1ukXphX+f+6KrD8qXHjSRDaBSKShMCrXt2hdvTzO61sEOyar1T+IfdgoALqWBB3a4iNLClcPcVFvV3LBSzYsnx5AEhGHn03obj34VjCJvrOnmrbOT+hOxod3m46HGaPY0j0KllIhr1JERrQyIhHZDHo2nLefLSht7eiROmALDU6LR6cTfKkzpprGhnhOiGojuK6PblM2SBh/FcaJNmEGjYPnedjbXdTOrII4Oq4ub3tzKk+ePCZxTUvjQiHJiRDDS7fb4+N2cPF5cXUO33c2M/Djy4k34+mvTyywafr+4ZlAJ2JKdKp6/aAzjYyEr1kR7n5OLJqVz3oR0VAoJtUIK9SH+ESwoSkSrUrKjoYekskWB+4Giu5LzCzbRWTSRd3d0YNKpuH5GDpUddox6FYXxOv591nBsnc1EOqrJNlVi+vi+QcdWbFlEZOEl3FJdwPKyTkDcl5dXhvHeWDUpBQtEVmNgB6XIqInJJ05p48tSKy+squH/Ti8izxSPArDknso9W8zsbhXZRn0uL49+Wc7lUzKHfLakMBXJtt3Yevzsbrazu9lCSWo4958ygrouB1a3B7O9hifXCIHe6/AQZdQMEdkmrZJxSXq+LG0b8h59Ti9un4+VOzsDAhvgo+3N/G5OXkBkp0UbuPaVzYHv32e7WtCrFZw9PvVH/LVCHI2ERPZRRnqMid8cm8Edo9zIPbVIYYm4o/LITw6nrsvG+qou1tV0YdSomJwdxcSsaMwp47DmnUZV4nwcfgUZjlLiM0dQ0SOzpqqLNVWD046apufw5qaGQctcXj+VnU4mGJop+OoiMSAEkpVqEo5/nZ6w0dz9wU5mFcQTE6Zld5OFNZXtnJaj5P4ZkZixkOhrxqqMYENfNKlGL7LHwZAETq8Tr8OCYeerFOUfDwq/aD228WNs6cfy662Q/GHUd9qI9bdBdPb3b/w/ZESsgie3+mnymEgaeYZo6XTRR4e8xViIXxi/j1L1cOK69pJU9hI+tYmK3EvojY0l8Z1TA20Bu+ZMH1SDDcLdenpOFCmuCgxhSrJU3Tyz0U2XQ81vZuUyNU1L7p6nMG99GhQqZhVfS2PueXTa3TT3DE2V/Kaig9Y5EynZsIBrx7zGn1cph7RuQfYH7k2DcA2NtOyLXqNiVFoko9Iif9zv56ci+0Snh/1xdA1dFuKg4vJ4GRLD9Xux+yQ0QK07jAtz2xi99R7Ue3dCWCLzJ/6NWkcKSUCPbOTZrYNLmrx+ma2dakr6X6eFa5gY66ElRoXPL5McraPGpsDr9YJaSZNDyW0fdQUikZ/uhUuPiWThaEgGXC4nl8tvEbniRQDigaS8hdS5bgegz+lnU20Xd42TSGc7jigjKdoomrqD5zV3RALvb2vB0d8P3qBRDiqviDapuX/JHk4sTiJMp2J9dRcWhwdFf2eRXodniBmV1eWlzyWO5/b6+GBrE6+uD042hGlVvH/dMT/q73E0s6m2mwc/3cPY9HAkw2Aj2tQ193LPMXdy+uWX0W33sKayg0X9tdhjVRKzlVthxYNi4+m3Dz24pKTSH8fyss2DFrf3uaiInE6KZRkBZzuFCub8Cba/CW9fQpopji9n/YG3uzJ58qtK5p5XiDnvODpiJ7Fx2+Dz7HV4yE8II9Kgprv/GaBWSlyV7yTj/dO4o+QGyhJnsr3Zzpb6Xuq7HexqtmB3+ZgWvhudOo1eB6ys6OCu+cPY1tAbuO5iw7RMz4ulONLDBRNT+ccXFcGPJ4kfu9vPjsb9TIIhUM+eFmWgsdvB/r5qH25r4ua5+aFJoRDfSUhkH23IMsO7l8F7VwZvkNPvgIQb2VDdxS1vB+ti3t7UwJPnjybLEMZXmffSYfPgk2W2mUdxjMmAyjbUzRFAoZAwaJSDUs8A9BolmR3LBw9ifR4yKl7GnZjMU7PVPLSpm092ujghV8/l+S5QpnFy2B6Ui38biC6NKz4Ht+ImkYZau3Lwm+fMxqmJQt9ZEXyAAO3jb8fqj2TofOmRRWNtOdEqF+iGmr8dSlQKkTK+uNLDFSNPEPVcO96GojMO9amF+AWxSzpSnWWkLr8WEA+cwoZVeGb9KSCwAYyuYGbN1NwYxmdG4fb6SQtXMWbNYxgbvgHgr2Ou44amOby0uoYLpN2YN/9b7OT3EbvpEZxRBVy+PJq/n17M/qRG6TFIbvDYCVd5eej0IjL3Mybb1dxHavGlmKuWDd555JkH4bdxEFHrYeK18O4Vg5cfTm0kj1D6wnIIN8YOun778k6jWyN6VEdrfWTWvMTOwlup9ZiJVTkorP+QyHiRXeRR6jBqhprHabXB1NMUg4dr322gsVdE18y6Hp4/MxtPf4JFq8UVENgDvLa+npNHCa+LVEUX4TtfHLTeXPYOqWMvB0CnknhxhpvcpReBVxynIH02VVF/DWz/7qYGrp2RjdPjR0JGq1by4bYGpheIeLvDI3PvgmE8uaKKFouL00cnMTErBqtTiOiEcN0Qr4IIg5rY/omtxh4nb2wcPBnf5/JS1tpH9i9danEE0Ofw8J9vqgHYWm+h+vhzya/+ctA2vZFFnPfcem6YmTNoMmN1VxgzUyNQqPUijdtthbCEQD9rgPK5L7Gx3jak5RWA1t6EnFwEiaOQmreK9l3bXoeWHWIDaxvqxTdyxvx/siEhhwZ/NF3D/ohXpee3s92oFAoW72iitFmMBWs6bfzf6UV09Vpw9bRSbOhgxLrbQJaJ2fpvLps0g9/0VwkpkHlzQz1j0iIwmXq5dUo0tyxpwueXeWF1NXccV4DS50RWqulzy+xq6qXHYSAz1sQ1x2bz5oZ6YkwaTh+Tyhsb64k3a5mUFU1OvAm9WolKqWBtVSdZMQb+dtpIajpsg8z7Bog369Af5SaQIb6fkMg+2uiuho9vYlBvjRUP4M6aw6I1Qx1yN9Z0QVo4i9ZWs7e/pYtWpSDq1BEUxhuYmBnF2n0MNOYVxhOmgd/OzuHO94IpdfFmLQUJZuSGoSk7ClsLKncPYz49leezF2BNyyeq/nPUH+/Ad/kylMv+NCh9U7HtNTQjz0SqXw+z7u03KNJA/vFQvx5X/FQ2HbuI/NpXMVmrqcs8k3LTWCbojvya7LqaCqJMQ2vlDgcmJKl4r9zDFcVamHQdfHq76LluPnzqx0McXNQ+B8mlzw1eqFSjtA/2Wci3bqAwfip6nY6EcB0Pfx40XLp32h1c6GhD1bkX06YnuPWE2fxzh4HoyveHvF9E/TIiDOfxRWkrZ49N5fWNYmCpUkjccVwB+Z+egz9tMqOLitAaI/hqbzsbarrIjDGSEW3gd29uI8Ns5A8znyaz/AUkpRbFMTdC6vhv/YwNXXZWlLWzurKTydnRTM+LJeV/Ed3ImSNcfFc9Kuqxp90GyQdOaQ9x8OjVJdE67XmGNbyJoW0LnVknURk7h9T+evVobyvvxF3JHZ/2ACIyfH7RedzsE2msanzcPD2Rq94qDxwz0qCmOCGYVbG2pjcgsEGYjL21rZ0/ZwkRrVYOrVv2yzIalcgM0stDDQIBdP2moGFYidt0X0BgA5hqvyBz7KWAKDGLM2tRKSScHh+SBEatiriw4LPF4fFz69s7mDUsjtFpkXy6q42NtT08e8FoAGS/zD0LhvG3T/Zgd/sI16u5c/4wBkYeKoWEVqUYUgqmUYVqsn8IKqWCiH5zRa9f5r4dUfxh5jNkl7+AT6Gis+gqblipxed3YHV50amDgY+XtvZxXO5kEs/8HH3DSmJ2Poc85y94936KumkD3dmn8rk1iyW7mjltdApvbgwK9LHJOnK7PkNurEYx9lKoXSXKEne+M/gE/T5UllquKcqlw+nizVIHH22vCqy+aU4eXTY3U7Kj2NnYy5IdLbw9uR7VphsHXZf4vegkcd7TcqPJNjo4Nj+O1Cg9O6LmMrfsCV48/WqWVTtJNviYbm4hUi/zakMMJamR7Gzq5dpXNiPLwuzsxlk5jEqN4Lz/rMPq8lHdYeWp88fw+3d3BFLGF45Opqrdxic7W5ieF0uf00FRSjjbG0TEW5LgzycXEhN2NDSFDfFz+NWLbEmSjgMeBZTAf2RZfuAQn9LhjaNHzFruh2Rvw+4emkzt9fup6nQEBDaINJpX19Xx11NGcNHkdGYUxLGryUJRSjhJ4TqUKiXlrVYeOauYrXU9xIfriDZq6LS5sWQej27bS4Peo6fwIpR+JRrZj7Hiw2BKt1IjzJIOlBbZ14zs9yKteBDSp4DfA1/8AXnKzUQ766iTVPxNfS3+CIlsr4cTOj7DJF3yM35xvw4qWnspSjs8HdRHxCh4ZqtMRbePnJg8yDse3rkcLvwAlL/6W1GIA6DGh1+9X22nqw9iC8RIpX+yL2HLI/xr4Tz2+FO45tVtgzZ/YFUf02ZcRc7K3wGQpLIys3Ak7pZRaJq2DNq2N6KA9r0uSlv6+PuJWRyTG43F4SUj2sDo6mchKgfF9FuJj4nlP99U85clpYF98+NNTM+P479ra5nfEM7UrHs4b2w6M3O/ve6u1+Hhng92snyvmDRYvKOZGfmx/PPsEsL1v7C7uCESRp0LBSeCQgGaI70Y5vCgodOCV5/DU33nozeejdRtZHZCHLo+B4lxUEcCf/p676B9/ru9j1NL8hkDaP12pu+9n9dPOJ+v2/RE62CKsZ7k1i8g61IAKrqHGpSWdvrw+EGLmLTeN70W4KxxqYHIWrsmjfiYYag6gte3PzydDm0qyYBedqLo2Mv+7Dv5NTknjmv+uzkQidaqFDy1T822xeHB5fWzZEcw+tnW52RAMydE6Lnr/R1cekwmeo2SPqeHl1bX8MLFYiIoJVLP7+bkcf/i4DnmxpkYlnh4ZWEdrug1Sm6clcuFz69HlmFlnYOzOyN57dJXWF3ZztOfN9LcKyZVlmxv5rwJaTz9tRC5l03J5OVSB5/sbCLGlM/dx7/Hkh0tNHddwIi4i2hs16BR2djVZKEgIYwnTk5hc72FgggfE70biVn/NISngCEGNGFgTgVDlGjjtS8aE9EmLRU2Hx9tH2xY+dw3Vfzn3ELyt9xPc9rxXFRlxKk0YtKawRu8Dr1px9ChSuDe+TqO0ddRV93NmxvFNXnhpHTix97Msd2rODZHiazU0eCP5IuebBZvr+GRpRWMz4zi98cP46FP99DQ7eAPH+7mgVNHcM74NJ79ppppuXE8+VXloJrsdzY3cvPcPKo6bFw3I5sOq5ucWBMLR6dg1CjJiTMxPORVEeIH8Kse2UqSpASeAOYADcAGSZI+lGV596E9s8MYczKEp0JvcGYSlRZ1ZBoXT9By10fBCJJCgqnpRtY1DK1vrO8Ss6PXvLKFGJOGEcnhPPZlORanl9eumMDLa+vwrq4lMVxHn9OL1eXlDwuGIUUMwzrzKTJ2PIbC56Su8BrKNGPIREIflY+mK/jg7yi+Gr06EmPCyGAaEoBCid8Qh3/EWWgqlkJlf4pUZAau9OnolUrGLz2NkZlzcBhTiNq9BDljiuhpeiTTVU2VK5x5cfGH+kwOiEKSmJys5K29Hn4/UQkjz4Av/wxL74Hj/naoTy/EL4FSg1RygSjrGMieUetReGx4TnoKaf3TqBydOEZfgdLTh6lrCzA4kuX2+bHQHxlWaVndHYY6XE1b3rmk7P0wMAnnjchinXI0vQ4bZ2R5yHx5LJmmeCpO+gCTXkY7/kIwxYJKS32XnX8sLRv0PntbrcwfmRh4zy/Le0mLtTBzxLd/vKp2a0BgD7B8bzvV7db/XX22Luz7twlx0DDoDVy+aNM+PYh7qe2085eThwPQ6jEG6pj3pc0lJl0UEujatzOx7AwmhiWKHsTOXiwzg/GB6bnRvLV18HV16ohoZIUYsjX3OLlqWjZlbX00dDsYlxFFY7cjkNa6x6Jh94gHGd/yCuGNX9OXOJFNqRfjsuhJBgxRCXjyTkC954NB7+GNDHp5fLKzZVCqt8vr58s9rczob+OWGTs0pXtmfhxR/Y7L6dFGHlhYzF3v72RvSx+j0yJ4cGERcWYRDZckiTPGppAVa2RtVSeZ0SYmZUeTFGrh9YOZkBnNW1dNYlVFB2F6NZOzoslNCMPpk0na1UVzrxi7NfU62d1s4aGFI6ntstNpdQdEb4vFyfVv7OC2efks2bGXLY0iy+DGWbl8uquFdzY3clG8ixMa74GyDvCKY9rzT0XSR6Fv2wxbXoLJN4rn+UDW4ciz8Mhqfru0j3nF0UPO3eL0onB2E176GuE1n/LXGW+i3LmIthOew7jpaYxtm/FnHYsqJo/zav8MTZuxxY/jSa4FRKDojQ31nFw8gcxR50FfK36Vlu2VLu5fvD3wXVhf3UWP3c2JxUm8t0W0tG2yODl9TAqJ4Tr8MvzfZ0MnnJwePzlxJr4u7+CDrU2cNyGNy6ZkknWA6z5EiG/jVy2ygfFAhSzLVQCSJL0OnAyERPa3ERYveha+eyV0VYIpDk56AuKGc0LfRtQnZrFoUwcRBjVXjDEzxtxLb+JQcXpicSL2/oFEh9XNV/sMNP2yzNiMSNZWBW/yIB7KH21rYsmOSBbk/x86JXyw0kZWTAe/Pz6fTfkPMYlthPfuoTn2GD7uzWSBFE/25JtQrX5ECG1jLPIxv6VNnUiX30jygucw95SCQkWXeRit/iRGxCTBKU+i//QO9I7PIO84pOm3g+rITu1xbXuXZjmHhLDDt05oeqqKv611ccs4LWqlEqbdAp/cBhFpMPGaQ316IQ42ChX4XHDqM1D9tXgdlQnL7kPttNBz4nN0qBPZ7Yylsb6e48wthGnjAn1zAZIj9KTY10NYAmUTH+C+FV4umeJizvtd/HHKC8yK7sIjK/ikLYq/f2Pj+gkRzLR+ICLm8SPISYwa0jPe6/Pj8g4VQj55cO1hQeJ3C1i/fGBfiv2PE+LIodXi2kdgC7bW92DtN/QK02vIiTVR0R7MGNOpFUSEiUwDnzaSjtE3EvPlTdDXH91T6bDFlTAQw9Xp9dw6O5N/f12H1y9zwfgkEqNMhOnU/e+h4tZ3tpMRbSAhXMcLq6rJjDFi7He0Tw1XcdpbTrKjz2Vi+gVsavGxY7eDd68Q+6u1BqxT70By9qCqWQG6cBwz70efVhI45y5bMLI3QLctGDkvSg7njuML+MfnZbh9fkYmm/ntnDy0+9Spjs2I4o0rJ9JrF87PYftld4TrNcwsiGdmweE5MXy4o1EpGJsRxdiMqEHLi1KjuW1aHBe+1hu4Vjv6nJS3WdGqFHy8X1QZRGtUhQR+WaSfV7VbuXVePv9eXsF/qqO4v/hyzGseAknCU3Ay7yvmsLnOzyVZmRRoO1Gu+zcc+3txv1fp8CeNpVWVwnRJSYJ5aH1+YZIZs7c/S9HRTYHRhjU8j89qFXxivZqR6RIZYWomuHYQq4lFnnovL7dm8P7a4PfK5fWjVSuEs3l4EkrA528cUkNd1mplXqHwEkiJ1BNr0pIRY8SgUfLu5gZGp0WypmpwxmSYTsV5E9J44JM9ALy+oZ6LJ2f8pL9TiKOXX7vITgb2CcnSAEzYfyNJkq4ErgRIS0v735zZ4UzKWLj0M7C2gj4SwkWdV0TaMM70r2ZB4TZUag2a6EmQMA61pZ17Fgzj8WUV9Dm9nFiURHaskdQoA2lRBuq6gvVfhUlmksL1/HZWLrf2bKe+y4FSIXHJ5HSijWqSIvQ4PD7e2hl0c8yINqBVSdRLiTy03oNZV4y90sctc9JAoeZrewbF424m2tOCQ2VmszeDeE0sBeUvsTt6Nk2G45FkSHM2UeBZAbmXQPHZot7X4wBz0mGbSnnQrk2/n/INn5NoyEGjPHwdu5PDFCQYJT6v8XJCtlrUks7+E3x2pxBg46/4/oOE+MU5aNelSoMUnQ0r/g45s2DN44PMdfRde4iL06K0lvHHbbFkT8/kmVPDuffLDsrb7RQnh3PV1DTWdUhUZc/muaV2LE43Zp0ah8fH7cutgIbUKD33n5TPZ4aPSd75JIrOMpAUwjVXM7Q+OjlSz6klybyzuTGwLEyrIkyr7v/8cGpJMsO/J3U1K8bEmLQINtX1BJaNSYsIRTt+QQ718zzSMLQMwKRVYdKJ4ZRS9vKHk4bz8OdlbK3vIT3awG3z8tH3j7YijBq2xR6LfdaTJFW8jsOQQEf+uXTqchlwp8iKNbN8TwfXHJuNWqmgtLmXtJhgeqpGqeCyKZm8tLqGmk47ieE6Th+TQr+xN3nxYfz91AJufW8P25q8GDVK/u/UAobFBZ+DpuTheM78L/auetDoMcRlDfpM501IY9mewR4qZ4wNtsEM06u5fEomc4bF4/D4SInUE2EY2jc4wqA54PIjjUN9Xe53MkxI0fHB6eHssajRGSMY2b2UXmUU3eHDWRqhY2/r4LLBlEg9GpUCp8dPuF7NcSMSsLk8/O20kZh0Kq5bqeO40a8zOz8SOTwVZVUfW3ZVsbk9kvuOK2LCzDiUm15ANsaiGHcpipTxfLm6Ftkvo1VJ3Dl/GP9ZWUVDt4PRaZFcPDGZ9C3CEBONkVUtEhs7j+GssQn88ZtyVteKiUqdOoUbZ85AcsKz+9R0g/AAyo4dPBFqPkCZjk6tQKmAWQVxnDQqieKUCLQqJalRRk4ZlcKo1Eiaex3UdNpRKiQun5qJWinx98/2BiYpfH4Zr98/5NghQnwXkvwrnnGXJOkMYJ4sy5f3v74AGC/L8g3fts/YsWPljRs3/q9O8deJLA9qrdTU4+APH+wiJUqPQaNiU00ntx8/jJK0SLbX9/DSmho21HQzNTeGc8enUZgcztd7WwjTaWntcxKmU9Fn95CTEEan1c31r20JOKOatCqePH80Jq2KyvY+HG4/vU4PMUYtkiQzsyCB9u5ettR1UdbhIcag4JisSArT49H2VCC/cQFSf22ZnD4Z6eQnISrjf/nbOmiK9mddm+VLee2dt/nUdCpXlxzeEfu1TV6+rvfx3qn7THz0tcAX90LxOTDjbgKjxRA/lcPjugTw+3HXb4K+FtQr/w+pRdRc++NH8l7OX/jjSieXjzFTnJ3Ma5vasLg8XDA+DVmSWF/TRU6ciXveD5ooTs2N4YopmTy5opI1VV0oFRJnj0tl/sgERmpa0LdsROXpQ0qbCEkloDxwbXR9l513Njfw3pZGhieauebYbAxqBdUddnQaJdmxBpIivn9yrqbDxkfbm1i+p40ZBXGcWJRERszhOal3mHD4XJs/gT3NvTz6ZQWf7AxOFt13ciELihKJNGpxub18sKWB2HA9IKFSwLb6LhaMiCcjXpQQVLZZWbK9mbhwNR6f+IWcUJQ0SIzanB5KW/rw+PwUJIQRaQze1yva+vjdG1s5tiAOWYZuuweDRsFt8wpQDZii2Tqoae+lqc9HgklFZowRKeyHR4ytTi8rytp54qsKFMD1M3OYmhuLUftrj818K7/q6/KA+DzQ14xfpcPVXoOqcT1KtY5Vptlc/MruQKurEclmnji7hFari06rm9gwLc98Xcnnu9vIjw9jfGYUL6+tZVxGJI+eXRJI6e91uEGG8IHr1u8f9OyuaOvj4hc20GZxcfPcPAwaJV6fTJxBpqTpDZI2PgBKNTXT/skFaxM5Y2wqF01KZ3dzH49+WU6rxcXC0cnUdNr4ZEcLd84fxqqKDnY1W5g/MpGzx6WSHj34Xtva6+QvS0r5cFtTYNntx+UzLS+GSIOGGJMWjWpotl9Hn4u6LjtqpcS2hm4eX1ZJqyVowHZsXixPnDsao+6QXP+Hb+QkxHfyaxfZk4A/yrI8r//17wFkWf7WAs/D5ub3K6PN4mRvSx92t4+cONOgFhsenx+by0uYTo1SIe4FXp+fLfU9lLf2EaZTUZIaGXDc3VzbzZ6WPnx+P3kJYUzIjMbt9bGqopO1VZ14/TImrYLpeXGMThdpUK0WB712Dzq1kpRIA4r+96GvBTrKxY09Jh+M/3PTr0P/YJZleG4Ov7FeRGxcArPSD+9BkM8vc8tXTv41W8/YhH3O1dEt2q4ZY4Vr8g9xHfd5oHk7tO4ULXUUSghLhPgREDf8aBbrh/663A9ZlmlvaUDbU4lf9uOPyuWNUhf//KIct89PcUo49ywYjkGjxObyUNvlIDlCT4ReTWOPg1aLC61KQWmzhcYeJ9cem0WXzYNKKRFtUpMRHYb+AK2Rvo9euxudRon2AAOvH4PX5w8KnBDfxWF3bf4Y3F4/qyvb6bJ6sLl9mHRKsmNNFKVEBLZp6LJS1WahrstJXJiGrFgjOQmDa/QtDg/13XZ0KiVp0YYDOoZ/F1vre3jm60rKWq2cMSaFE4uTfpF6ZpvLA0hHsrge4Fd9Xf4YfH6Z3c0WKlr7MGpVjEgOD1w7Lo+PnU297GnpI9KgIT3K8P/s3XV4W9f5wPHvEbPMDLHDzEkhTduUmVZe22yl7VfYunVrx9iu67jroO3WlZmZuSmEmZzYjpltybZY5/fHVSQrdtKAMTmf5/ET60i6OnKudO97zznvS3WbD5tJz/gcZ3xN/d6qau2On+9NznOT67ZgkGGiTZuJeOqJOPLYLnMwGE2UpNsxxrLL+4IRgpEIdqOBDXUevP4wOW4zTrMRk1GH22pEiL7/y6rbullT3UGTN0BRuo2ZBW5S7Hs/+LCmqo0VVe18Wd7K5noviyZkcfG8oqGcoaSC7BFqpAfZBmALcBxQAywFLpFSrt/dc4b7l9+hrrq1C28gTJbTQrpjeI/Ixgz9gXnDi0Tf/hXz2n/Djw+zkOsY/if671WGWdUY4akzbckHymgY1j4Fm16D+d+CuVdqeQN68rVD2Tuw4UXY/j44siGtFMxuLemKrxVayrQs+mNPhCnnwehFux3RPEgN/X65F8KRKJWt3fiCEQpTrYkRkT3w+kOYDbo+RyOUEWFE7JtfpbKliw5fiFy3hUzn0JRNDIWj+MOR+Fpt5YAcFPul0j+avH5aOoOYDTpGZdh3G9APEhVkj1Aj+tKklDIshLgeeBOthNf9ewqwleGvIE1Ns9wnnY3w6s0sn/gj7GvEiAiwAY4u1PNWRYjXtsfWZu+kM8D0S6DkGFj/HNw1E1JLtMRoMgqt26GjGnKmQME8OOufWl6BvnQ2QtXnWsbT56+Fyedo2y6Yk7QcQhk6Br2O0fs4OqACCmU42HWa6lAwGnTxkT9FUfpPpnPoLp4pB48RHWQDSClfA14b6n4oyqDrboVHvgZjT+S/NfksLBg5gaNeJ/jmVBM/+8TPtEw9ha5dThRdeXD49TDvGmjZBt3NgNBGplNH7d2otCMLJp6p/XjrofxDeOabICA86Xw2ZJ9GrT4Pt9XEtAL3oTAdUlEURVEURRkE6qxSUUaaaBS2vAGv/wAKD+Mt17ksXx3gzmNG1lXXcWl6zh5r4MKXu/jPyTYmpfcx/VdvgqyJB/5izhzk1AvYkHseT65q5qUP9aTItWTpl+A1ZVEZcLBgdCoXHzGGo8Zk7P3a2nAA2iqhrUKrPe+t19aWh7q1tfJ6o5bZ3uLWRtytqWBLA2sa2NK1H5NdjawriqIoiqIcRFSQrSjDXcN6+OSv0FkPTZu10mtAWenlXL1xEeVdfi4s8lBW2bTn7QxDucA4m41Tn5FY9VHmpfvJs4ax6aMYdNpCJIHcqxh0Z3oJiUBKCElBV1jQHNCzxWuiqlsb/R7nNPC1Ud1kmwV0h6HjC7r8rXy2ZTLf2NwGQIroYrKlhWyTH5chzBWp6ynRN2oBdFeT9tOT0IE9SwugTXYwWAABMqwF4sEu7SfghYBHm/reF70pFnyngSVVK3FmsoPRAnqzdr9OrwXlBqu2bt2evl9/e0VRFEVRFGVgjOjEZ/tDCNEEVO7SnAE0D0F3hgP13g9Ms5Ty5P7ozG72TX5ylCnrt4sshTtvN3VFQ5UdMrDUMEv/e9ct1oJwddQhvbv9IEuJEIJh/UH3C4uoMJQM6OJCW7SLwkhVZE9/CoseXYsuTVSRXOrml4YHWGx4K6mt1hsNNnTKUDh6YH9bqxFdqkUYUq3CYDOKffobXPJsd9nj68Idfdw14PvlfjrYvm8OtvcDA/+ehuu+OVBGwj6i+jgy98vh+v82XPsFI7Nv/bZvKoPrkAuy+yKEWCalnDPU/RgK6r0f/O9dvc+Dy0h+nyO573052N4PHJzvaSiNhL+n6uPINFz/JsO1X6D6pgwulZZSURRFURRFURRFUfqJCrIVRVEURVEURVEUpZ+oIFtz71B3YAip937wU+/z4DKS3+dI7ntfDrb3AwfnexpKI+Hvqfo4Mg3Xv8lw7ReovimDSK3JVhRFURRFURRFUZR+okayFUVRFEVRFEVRFKWfqCBbURRFURRFURRFUfrJIRdkn3zyyRJQP+qnv376jdo31U8//vQbtV+qn37+6Tdq31Q//fjTb9R+qX76+UcZoQ65ILu5ebjWoFcOdWrfVIYjtV8qw5XaN5XhSO2XiqLAIRhkK4qiKIqiKIqiKMpAUUG2oiiKoiiKoiiKovQTw1B3QDn0tHcH2NLQRTgaZVyWgwynZai7dEiqbuuivLkbu8nAxDwnVqP6OlAURRkJIlFJRXMX3kCYghQrGU5zr8dUt3XT5A2Q4TBTmGYbgl4qyr7rDoTYWO/FF4xQmmknL0Xtu8rIpM6qlUFV1uDhrve28dLqWgCOHJ3Oj0+dyOR89xD37NCyorKNW55dw9bGTgw6wTULS7niiGKyXdah7pqiKIqyB93BME8vq+L21zYRCEcpTrfxj0tmMaXHcfTjLU3c+MRK2rpDuKwG/nz+DI6bmIUQYgh7rih7VtPWzf2fVvDAkgoiUcmkXBe3nTOFmUWpQ901Rdlnarq4MqiWbGuNB9gAn25r4dW1dUPYo0OPxxfkrne3srWxE4BwVPLPD7axckfHEPdMURRF+Sob6zz84qUNBMJRACpbuvn5i+vw+kIA7Gjt5rrHVtDWrd32+MJc//gKypu7hqzPirI3Vu5o57+flBOJakm1N9R5uO/j7XQHwkPcM0XZdyrIVgbVl+Wtvdo+3tpMpz80BL05NDV4Anxe3tKrvaq1ewh6oyg9hAMQUd8FirInVa2+Xm0rdrTT3BUEoL7Dh8efHJT4Q1HqOvyD0j9F2V/bmjp7tS3Z1kK9R+27ysijgmxlUE0t6D0tfEZRCjaTfgh6c2hKsxmZlOfq1Z7jVmvjlSEUjcKdJfDQ2UPdE0UZ1rJdvddfj8my47YaAchwmLEYk0/vDDpBhsM0KP1TlP3VV+6Aqflu0u1q31VGHhVkK4PqqLEZTO8RaBen2zh3Zj46ndoVB0u608LNJ4wnxWaMt50+LZdpfVwAUZRBU7MMLCnQsBY6aoa6N4oybE3KdXPVgpL4bYfZwO3nTCUtFoiMSrdzx7nTMOi09dd6neC3Z0+hNNMxJP1VlL01ozCFEyZmx29nOExcf+wY3DYVZCsjj0p8pgyqSXlu/n7xTDY3eAlHJOOynYzOUgf+wXbEmAweu+owtjV14rQYmJTrIsulRrKVIbTjMyiYA13NUP0luM8Z6h4pyrDkthn57gnjOH16Lh2+MEVpVkoyEsdRnU5w+rRcJua6qOvwke2yMDrTgVGvLmYrw1tppoPfnDWZS+YX0hWMMCbTwYTc3jPvFGUkGFZBthDifuB0oFFKOSXWlgY8CYwCKoALpJRtsft+BFwJRIAbpZRvDkG3lX1UlG6nKN0+1N045E3Kc/U5bVxRhkTDBnAXgskBtathsgqyFWV3HGYDMwp3n3HZoNcxPsfJ+BznIPZKUQ5cToqVnBRV6UQZ+YbbZc0HgJN3absVeFdKORZ4N3YbIcQk4CJgcuw5/xRCqIW9iqIoI1HTJi3ITi2FulVD3RtFURRFUZT9NqyCbCnlR8Cu6afPAh6M/f4gcHaP9ieklAEpZTlQBswbjH4qiqIo/aytHFz54MrTflcURVEURRmhhlWQvRvZUso6gNi/WbH2fKCqx+OqY22KoijKSBLshpAPLG5wZoOnFqKRoe6VoiiKoijKfhkJQfbuiD7aZJ8PFOIaIcQyIcSypqamAe6Wouw9tW8qw9Gg75feOrBnghCgN7HZOIGL/vURr6ypHfjXVkYU9Z2pDEdqv1QUZVcjIchuEELkAsT+bYy1VwOFPR5XAPR5RialvFdKOUdKOSczM3NAO6so+0Ltm8pwNOj7pacG7Bnxmzd1f4MsU5CfPr+ORq9/4F9fGTHUd6YyHKn9UlGUXY2EIPsl4IrY71cAL/Zov0gIYRZClABjgS+HoH+KoijKgfDUgS0dgC2tEZqiTi4q8jCrOIUXVqqa2YqiKIqijCzDKsgWQjwOfAaMF0JUCyGuBO4AThBCbAVOiN1GSrkeeArYALwBXCelVIv4FEVRRprOerCkAPB6eYi5zlaEr5nDSzN4XgXZiqIoiqKMMMOqTraU8uLd3HXcbh5/G3DbwPVIURRFGXCdTWDW6vl+WRfhMFcQOtuYMNlJ5TvdtHUFSbWbhriTiqIoiqIoe2dYjWQriqIoh6CuJrC4kVKytinC6BQDdDVh0OmYkOPki/KWoe6hoiiKoijKXlNBtqIoijK0uhrB4qbSIzEbBKkuO3Q3AzAu28mX5a1D3EFFURRFUZS9p4JsRVEUZWh1NYPFzebWCMUunTZ13NcOQEmGnTXVHUPbP0VRFEVRlH2ggmxFURRlaHW3gtnNtvYoOXYBJgcEPCCjjMqws7HeQzQqh7qXiqIoiqIoe0UF2YqiKMrQ8rWCxUVZW4Qcuw70BjBYIODFZTFiNxnY0do91L1UFEVRFEXZKyrIVhRFUYZOJASRIBhtbGuPku8QWrvZBb42AIrSbGxp8A5hJxVFURRFUfaeCrIVRVGUoeNr16aHC0GlJ6qNZENsXbaW8CzXbWFrY+fQ9VFRFEVRFGUfqCBbURRFGTq+NrC46A5JusPgNsfaTXbwewDIS7GyuV6NZCuKoiiKMjKoIFtRFEUZOv52MDmo7YySZRMIEZsubrRp9wEFqVa2quniiqIoiqKMECrIVhRFUYaOrx3MTqq9kgyrSLQbbeDTSnfluK1UtnYjpcowriiKoijK8KeCbEVRFGXo+NriI9nplh5BttkRT3zmMBsw6AQtXcEh6qSiKIqiKMreU0G2oiiKMnT87WCyU+2NkmbtcUgy2ePTxQFy3VYqW7oGvXuKoiiKoij7SgXZiqIoytDxtYPRRm1XlLSeI9kmR1KQne0yU9GsamUriqIoijL8qSBbURRFGTr+djDaaOiSpPYMso2J7OIAmU4zFWokW1EURVGUEUAF2YqiKMrQ8XeAyUZjtyQlaSTbBsFEbexMp5kdLWokW1EURVGU4U8F2YqiKMrQ8XeAyUFTd5RUc8+RbAuEfBANA5DpMFPVpoJsRVEURVGGPxVkKyODrwOaNoOnbqh7MrJ5G6FxE3S3DXVPFEXj78Cvs+MLg9PUo13otORnAa0+dqbTTG27f2j6qCi78tZp36WxMnOKMuJ5G9T5gaL0I8NQd0BRvlL9Onjlu1C9FBzZcMbfYMwJoFe7716TEso/hBevh44qyJoCZ/0d8mcNdc+UQ52/g6aok1SLQAiRfJ/JDgEPWFNJs5tp6QoQikQx6tX1YWWIRCNQ9g68fCN46yFvNpz5N8iZOtQ9U5T9Ez8/uA46qrV9+Yy/Q/7Moe6Zooxo6kxFGd587fDSjVqADdDZAE9eCk2bhrRbI05LGTx+sRZgAzSug6e/of09FWUoBbw0RmzJSc926pH8TK8TpNpM1Heo0WxlCDVtgicu0QJsgNrl8ML/qdE/ZeRq2QqPX6QF2AD1a+GZxdDZOKTdUpSRbsQE2UKIm4QQ64UQ64QQjwshLEKINCHE20KIrbF/U4e6n0o/89RqJzE9RSPQun1o+jNStVVAaJf1rO0V0F49FL1RlISAl+awFbe5jyB750h2TKbTTHWbbxA7pyi7aN0ezxMQV78GPDVD0x9FOVBtlVr+i6S2ikTQrSjKfhkRQbYQIh+4EZgjpZwC6IGLgFuBd6WUY4F3Y7eVg4nFBbb03u32PtqU3evrb2i0gtU9+H1RlJ4CHppDZlymPu4zWpPKeKXbTdR1qCBbGUJ9fZdaU8GivkuVEcqW1rvNaFP7tKIcoBERZMcYAKsQwgDYgFrgLODB2P0PAmcPTdeUAeMugNP/Aj3Xas66AjInDV2fRqKM8bDge8ltJ98JqaVD0x9FAQgHQUZpCehwmvoYyTZYIOiN30yxGalT08WVoZQ1GeZcmbgtBJz2Z0gpHLo+KcqByBgPR343ue3UP0CaOj9QlAMxIjJHSSlrhBB/BHYAPuAtKeVbQohsKWVd7DF1Qoisvp4vhLgGuAagqKhosLqt9Jdxp8DVH0BrOdgzIHsK2A6OlQGDtm+a7bDgJhh7gpZBNKUIsieBbiRdZ1MGy6Dtl8FOMNlp6pa4+gqyTckj2Wl2M9WqjNchbciP51Y3LPoZTDkXOpsgrQSy1EXfQ92Q75cHwuyABd+HcSdp5wepxdo+vWsiSkVR9smICLJja63PAkqAduBpIcTX9/b5Usp7gXsB5syZIweij8oAMpggb4b2c5AZ1H3T4oLiIwb0JZSDw6DtlwEPGO00+SRjU/u44GO0g789fjPdbmJppUowdSgbFsdzWyqMWjAkL60MT8NivzwQVnV+oCj9baQMYx0PlEspm6SUIeA54AigQQiRCxD7V6VCVBRFGSkCXjDZaPZJXH0lPjPssibbYaauXa3JVhRFURRleBspQfYO4DAhhE1ohVSPAzYCLwFXxB5zBfDiEPVPURRF2VcBLxhttPok7j6ni9uSsoun2U00eNSabEVRFEVRhrcRMV1cSvmFEOIZYAUQBlaiTctxAE8JIa5EC8TPH7peKoqiKPtkZ5Dtj+LsayTbaNMeE+O0GPCFIvhDESxG/SB2VFEURVEUZe+NiCAbQEr5C+AXuzQH0Ea1FUVRlJEm4CVisOENgtPYx/1Gm5YcLUYnBGl2E42eAEXptsHrp6IoiqIoyj4YKdPFFUVRlINNwINHOLEZQa/rayTbAsEuIJFHKM1upl5NGVcURVEUZRhTQbaiKIoyNAJeWoW77xrZAHojCD2EEsnOUm1GFWQriqIoijKsqSBbURRFGRp+D+3S2XeN7J1M9qR12Sk2Iw0dKshWFEVRFGX4UkG2oiiKMjQCXlqlc/cj2aAF2cEeQbbVRF2HKuOlKIqiKMrwpYJsRVEUZWgEPLRJGw7THh5jtEIgkfws1W5S08UVRVEURRnWVJCtKIqiDI2Al9aoDbtxDyPZu5TxSrEaafQEBqFziqIoiqIo+0cF2YqiKMrQCHhpDVtw7CnINliSguxUu4lGrwqyFUVRFEUZvlSQrSiKogyNYCctIROOPa3JNliSamWn2ow0d6ogW1EURVGU4UsF2YqiKMrQCHhpDxtxftWabH9iJNtq1BOVkq5AeOD7pyiKoiiKsh9UkK0oiqIMjWAX7SHDnqeLG61J08WFEKTZ1JRxRVEURVGGLxVkK4qiKEMj2El7SId9T9PFjdakEl6grctuUBnGFUVRFEUZpgxD3QFFURTlECQlBLvokAKncQ+P22UkG8BtNdKkRrIVRVEURRmm1Ei2oiiKMvjCAaQET4CvSHxmS6qTDSrIVhRFURRleFNBtqIoijL4gp34TSkgwKTfQ5BtsiZlFwdwWY1quriiKIqiKMOWCrIVRVGUwRfw0q7PwLmnUWwAgxWCXUlNKVYjDV4VZCuKoiiKMjypIFtRFEUZfMFO2vWpuPZUvgvAYIZIEKKJkl0pNiONHjVdXFEURVGU4UkF2YqiKMrgC3TSpkvDvqfyXQBCgNGWNJqdYjOpNdmKoiiKogxbKshWFEVRBl+wE49w7blG9k4mW1KG8RSrkeZOFWQriqIoijI8qSBbURRFGXwBL+04se2pfNdORltS8jOXxYjHHyYUiQ5c/xRFURRFUfbTiAmyhRApQohnhBCbhBAbhRCHCyHShBBvCyG2xv5NHep+KoqiKHsh2EkHdmx7M5JtTM4wrtMJ3FYjrV3BAeygoiiKoijK/hkxQTbwN+ANKeUEYDqwEbgVeFdKORZ4N3ZbURRFGe4CnbRH7dgMexlk95guDpBqU7WyFUVRFEUZnkZEkC2EcAELgf8CSCmDUsp24CzgwdjDHgTOHor+KYqiKPso2EmbtOL4quziAHoLBJJrZadYVfIzRVEURVGGpxERZAOlQBPwPyHESiHEf4QQdiBbSlkHEPs3q68nCyGuEUIsE0Isa2pqGrxeK8pXUPumMhwNyn7p99AesX51dnEAoyVpujiAy2ZQQfYhSH1nKsOR2i8VRdnVgAbZQohiIcTxsd+tQgjnfm7KAMwC/iWlnAl0sQ9Tw6WU90op50gp52RmZu5nFxSl/6l9UxmOBmW/DHhpj1j2Lsg2WCDgSWpyWYw0qQzjhxz1nakMR2q/VBRlVwMWZAshrgaeAe6JNRUAL+zn5qqBainlF7Hbz6AF3Q1CiNzY6+UCjfvdYUVRFGXwBL10REx7N118lxJeAG6rkfoO/8D0TVEURVEU5QAM5Ej2dcCRgAdASrmV3Uzn/ipSynqgSggxPtZ0HLABeAm4ItZ2BfDigXRYURRFGSQBLx1hw16OZFvBnxxkp1hV4jNFURRFUYYnwwBuOyClDAqhnUAJIQyAPIDt3QA8KoQwAduBb6BdJHhKCHElsAM4/8C6rCiKogyKgBdvWL+Xa7KtvdZku20mGr1qJFtRFEVRlOFnIIPsD4UQPwasQogTgP8DXt7fjUkpVwFz+rjruP3dpnJwa+0M4AtFyHJZMOpHSo6/wRGJSho8fkx6HRlO81B3RzkERf2ddIV12I178eA+guwUq5HmTlUnW1EG0s4lGTluyxD3RBkI7d1BOgNhMp1mzAb9UHdHUQ4qAxlk3wpcCawFrgVeA/4zgK+nKAAEw1E+2tLEr19ZT31HgK/NLuBbR5dSlG4f6q4NCzVtPh5YUsFDn1WQajPx09MmcvykLCzGgfw6UJRk3kAYqwF0Yi+ni+8aZNuMNKvEZ4oyIFq7Ajy7vIa/v7cVIQTfOW4s587KJ8W2N0kUlOFOSsln21v4xYvrKW/u4pQpOXz3hHGMznQMddcU5aAxkGfVVuB+KeV9AEIIfaytewBfUzkIeXxBVu7oYFVVG8XpduYUp1KQZtvt4zfUdnD1w8uQscUJj325AwT86szJh9yI9rqaDpZWtCIlzCtJZVKui6eWVXHfx9sBqPf4uf7xlTx5zWHML00f4t4qh5KOgMSxN6PYoCU+C3YlNVmNesJRSXcwjM2kLhApg6e6rZvllW1UNHcxvTCFGYUpB13w+cnWZm57bWP89q9f2UC2y8xp0/KGsFdKf9nc4GXx/UsJRqIAvLymDm8gzD8unYV9AL5Pa2KfmfLYZ2ZmYSpu294eABRlZBrIM5N3geOBncMPVuAt4IgBfE3lIBONSp5YWs3tPQ72s4pS+Pdls8lyWsDXAa3bQGeA9FIwOdja2BkPsHd6dnk11x87hrwU6yC/g6GzqqqdC+/5jEBYO4iaDToeuXIeTyzd0euxq6vbewfZnjroqAKLG9JGg14FMkr/6QgKHKa9GMUG0MdOxiIB0GvLG4QQpNqMNHuDFKWrfVMZHE3eADc9uYqlFW3xtltOHs+1C0ej0+3l/jwCPL28mjMmODmz0AcInq808/zKGhVkHyS2N3XGA+ydPtjcRF27nzFZXzGaHQ5CaxkEuiC1GBx7zmnc7A1w05Or+bKiNd72w5PG862jD67PjDI4hBB6KWVkqPuxNwbyzMQipYzP75NSdgohdj/8qCh9qGrr5s9vb05qW7Gjnc11XrJCtfDyTVD+gXbH1Avg+F/isva+OpqbYsFqPLTWGz27vDoeYAMEwlGeX1nDYSXpvLi6NumxGY5d1mXXLIcnvw6eWtCb4MTfwszLtBFFRTlQ0aiWWdy+DzNLTHatjJctsa+mxJKfFaWr/VIZHJvrPUkBNsBf39nKKVNyGZVx8CxJum6mkWlr/oDt47cBOKL0VNZNvWWIe6X0F5el93lSis341edJvg748h748A6IRrQL8Bc8BDlTdvuUTfXepAAb4G/vbuWUqTmUZKjp6Qc7IcTPgEuBKqAZWA48D/wDyESb4Xy1lHKTEOIBtKpUc4Ac4IdSymeEEMcAvwDqgBlCiKnAHcAxgBn4h5TyHoaZgZw72yWEmLXzhhBiNuAbwNdTDkLBSBR/KNqr3ReKwNpnEwE2wNqnoPxDpuW7mVbgjjfrBPz89Emk2g+u6XxfpdHTO/NygyfA1UeVYtQnrh6PzrQzuzg18aDuNnjxBi3ABogE4fUfQuP6ge6ycqgIddGhS9m7zOI7GXvXytaSn6l12crg6et4FAhHe40KjnSzfJ9hq3g7ftu+/TVmBpYOYY+U/jQhx8Wx4zOT2n5++iTyU79itl/dKnj/Ni3ABm0m4Tu/7LWcpyd/qPegYyAcJRg+kIJDykgghJgDnAfMBM4lkcD6XuAGKeVs4Gbgnz2elgssAE5HC6R3mgf8REo5CS3nV4eUci4wF7haCFEykO9lfwzkSPZ3gaeFEDuHzHKBCwfw9ZSDUEGKjVOm5PD6uvp4m9NsYEymDT59tfcTtn9I7oxL+PfXZ7OupgOPP8TYLCeT8lyD2Ovh4YI5hby5oSGp7aJ5hUzKc/H8/x3J5gYvNqOeKfluCnuuce9q6jugbtsBBXMHuNfKISHQSYcude8yi+9ksEJglzJeViONqla2MojGZDlwWQ14fOF424mTsin4quBkhDFtfb13W9lbcNjVQ9Abpb9lOM38/rxprKvtoKUzSGmmncl57q9+Ynvv5WaUfwDdrdpsoz709Zk5YWI2BWkH12dG6dMC4EUppQ9ACPEyYEFbOvy0SCQ+7Tmd8gUpZRTYIITI7tH+pZSyPPb7icA0IcTXYrfdwFignGFkwIJsKeVSIcQEYDwggE1SytBAvZ5ycLKa9Nx6ygSK0m28tKqWKXlurl80htIsF4xeBLUrk59QdBgAeSnWQ2r9dV/ml6bz94tn8vf3tiKBG44dw+Gl6eh0gin5bqbk7+aAak2FtFJo3Z7c7lJr8ZR+EvDSoXNjNezDSLbJCsHkkWyX1UijRwXZyuAZlWHnkSvnc/d7Zayt6eD0ablcOr/44Eu+N3oRVHy8S9vRQ9MXZUBkuSwscu1jaba+zgPy5oA1ZbdPGZVh59Er5/P3XT4zA5FgTRl2+jrI64B2KeWM3Tyn50G95/O7dmm/QUr55oF1b2D1+x4uhFgkpXxPCHHuLneNFUIgpXyuv19TObgVp9u55aQJXHNUKQ6zAfPONUPTLoJNr0FTLCla8VHaiYECgMNi4IzpeRw9PhMkfa5V7/uJmXDm3fD4hYnpuQt/CNmTB66zyqEl4KVduLDty3TxPkayU6xGGvpYFqEoA2laQQp/v3gmnYEwqTbTwZm8adKZsOFFbXowQP4cGHfqkHZJGQZyp8Ocq2BZrCKvLR1Ovg3Mzj0+beqh8JlR+vIJcI8Q4ndoMedpwH1AuRDifCnl00Ibzp4mpVy9D9t9E/i2EOI9KWVICDEOqJFS7n7dwhAYiMtIRwPvAWf0cZ8EVJCt7DOdTpC+a3KuzHFw+YvQshWEXrttU2WodtVXgpOvNOpIuOYjaK/URrYzxqmkZ0r/CXhox7lv08WN1l5rst02I1saO3fzBEUZOGajPnHB92CUPgYufRqat4IQkDEW7Jlf/Tzl4GbPgBN+CTMvAb9Xq+qSUrRXTz3oPzNKL7FZzS8Bq4FKYBnQgZYI7V9CiJ8CRuCJ2GP21n+AUcCKWJDeBJzdfz3vH/0eZEspfyGE0AGvSymf6u/tK0oSZ7b2o/S/9FLtR1H6W7CTdmkne59Hsj1JTak2E01eNZKtKAPCkfWV5ZmUQ5DZCfmzh7oXysjxRynlL2MVpj4C/hRbW33yrg+UUi7e5bYj9u8HwAc92qPAj2M/w9aAZBePvfnrB2LbysGhqdOnTo6HkUaPjwaPSv6vDJKAlw5p28fs4lbwJwfZKVatTraiDLZIVNIVCO/xMV2BMNHo7jMo+0MRQuHdZyUPhiME+sjMvFM4EqU7uPs+SKn1Ucrd96E7GCa8h8zowXCEYHjPffDtoY/Rvfg7KcquWrsC1LZ1D3U3lP5xrxBiFbACeFZKuWKI+zNoBjLrwNtCiJuBJ+mxWF1K2br7pygHu8rmTtbVenj4s0oC4SgXzytiWoGLCbl7kdVS6XdljR2sre7k0S8qEcDXDy9mar6b0kxVu1IZQAEvHVE7+1RVz2SDzvqkJrfVSFt3kEhUoldr/JRBsqHWw0OfVbCqqp0zp+dxxow8ClMTy2kqW7p4aVUtr66tY+6oVC49rJgJOYkKF61dAd7b2MgDn1WQ67JwzcLRzC5Oja9TDYQifFneyr8/2o4/FOGqBSUcNTYThyVxyramup3/fVrOpnovX5tdyKlTc8h1J5J9bm/q5Nnl1byzsZGF4zK4cG4hY7IS62YbPX7e2tDA41/uoCTDzpULSphZlCjl2B0Ms6SshXs/2o5OB9ccVcrhY9KxGhN9WFHZxn8+3k5lazeXzi/ihEnZZDoTibS2Nnh5YmkVn5Y1c8KkbM6dVUDJQVRLXOl/Pp+PJRXaOWJzV4BzZhYwrziFqYWpX/1kZViSUl4y1H0YKgMZZH8TbQ32/+3SruafHsI2N3Ry3WOJjOArq9r54/nTVJA9RDbUdXLTU6vit5dWtvGPS2aqIFsZWAEPHZE0HPs6kr3LmmyDXofdbKC1K0im07ybJypK/6lq7eby+7+guVObQbGpfjNbG7387typWIwGugJhbnt1I2/Fyiduqvfy7qZGnr72iHgN4tfW1vHTF7QyietqPHywpYlnvnUE0wtTAFhV1c5l938Zf83llW3cc9lsTpqcA0BZo5dL7/sCb2yE+DevbKC+w88tJ4/HoNfR3h3k5qdXs2JHOwCbG7x8tKWJR646jEynGSklTyyt4s9vbwFgfa2Hdzc28vx1R8QvBiwtb+Wqh5bF+/D59lYevnIeR43V1mVvqPVw8X2fE4iNxP/4+XV4/GG+dfRoQAvir314Odubu+J/h2UVrfz7sjm49zYJp3LIWVrVybcfWRGvO7+uZgM/OHG8CrKVEWlApovHTAL+gbaQfRXwd0ClJz7EvbVL3WaAp5ZW0dqppnwOhedX1PRqe2lVbR+PVJR+5PfijRj3cbq4vVeQDZBmN9Golp4og2RLgzceYO/0wqpaqlq15TY7Wrt7Hedq2/1sa9L23dauAP/+MLk8YigiWVnVHr/9+trkGRsA//2knGBEm5a9ud4bD7B3enBJBbXtWh/Km7viAfZOmxs6KW/WkgTWe/zc+1FyH3yhCJvqEssxHvmislcfnl5WFf99Q50nHmDv9O8Pt9EYy/Zf1tQZD7B3+mx7K5Utwyr5rzLMbKj1xAPsnR7+vJINtR1D1CNF2X8DGWQ/CEwE7kILsCfG2pRDmN3cO7Ok1aTHoN/9mjFl4NhMvf8/bGZVu1IZWFG/h+6IAdsBZhcHSLEZafSqWtnK4DDqe582GXQivlzBoBP0tXLBoNOep9cJLH1kWDb3qBnf13HSaTagi5WM7asPJoMOfazd0Mf9vfvQ1/tItDnNvT+cjh5tRn3vN2k16uN/h776uOtrKMqujIbe+4fVpFf7jTIiDeReO15KeZWU8v3YzzXA+AF8PWUEWDQhG3OPL1GdgEvnF+OyqqmeQ+G8WQVJa1kNOsGZ0/OGsEfKocDb1Y1FH0Un9mUk2wbB3uW6UqxGmjwqyFYGx/hsJ5NyXUlt1y4spShNW5NdlG5j8RGjku6fUZjC2GxtPbTbauL7J4xLut9lNTC7KC1++8TJOb2Ok1cuKIkHzxNzXRSmWpO28b0TxpKforWVZtg5a0by9/ii8VmMztLWQ2c5LfzgpOTTsSyXmcn5iWVbl8wv6nVsOG92Qfz21Hw36bskVfjBSePjpTbHZDlYMCa5pOYFc9SabGXPJue5SNnl6uu1C0sZl7PnOtyKMhwN5JDVSiHEYVLKzwGEEPOBTwfw9ZQRYG6BnXsvm81HW5sJhCIcMz6LqbkHcNDtbtXqeOoMWh1Pi+urn3OoikahpQy6GsGZC2mlzChI4b7L5/DhlkZ0CBaOy2B2sfobKgOrozuA07D7jMZ90sdOvMJ+MCSSK7msRjVdXBk02W4L9106nVDTVkLeJkxpRTiyEwGw2aDn20ePZlZxKkvKWpiS72bBmIyknAHHjM/k0avm8+7GBjKdFo4Zn5kUREwrcPPUtYfz3qYG/KEox0/KZkZsvTZAYZqNB74xj4+2NrG9qZOF47KYNyoRpNvNBm49ZQLHjM9kaXkbM4tSOGJ0Bm5rIig+bWouWS4L729spCjdxtHjMpMC4JlFqTx17WG8t7ERIQSLJmYxoyDRh9JMB49dfRgfbmmkpt3HovFZzO7Rh1SbiTvOm8aSbS2s2tHO/NI05pekYe1j9pTST7rboGUrCB2kjwXryMt1c1hpOv+4ZBZLyppp7gywcFwmY1WOmBFNCCGBP0spvx+7fTPgkFL+sh+2HQHW9mg6G3hMSnnEHp6zGHhLSlkbu/2fWP82HGh/er3Wnko7HNCGhdiINnK9I9ZUBGwEooCUUk4bkBf+CnPmzJHLli376gcqw1/zNnj+WqhZqt0efxqc8ntIKRzMXvRbSuMB3TcjYdjwPLx4vRakmOxw3n9h/CkD83rKUBvW++Wauy/le+3n85tj9/Ek8MM74fS/gD0z3vTGunoi0Si/PWdqv/ZRGTDDet/8SiEfrHwY3vgRRMNgTYULH4FRCwa3H0p/G9n7Zct2ePH/YMdn2u0xJ8Jpf4TU4sHthzIQRnTpDCGEH6gD5kopm/s5yO7cWUt7H57zAXCzlHLAP6QDOV38ZKAEODr2UwKcCpwOnDGAr6scKtY+mQiwATa/CtvfH7r+DGctW+GFb2sBNkCwC567BlrLh7ZfyiGpIxDdt/JdO5lsEEhOgJNqN1LvUSPZyiBp3Aiv/UALsAF8bdrFXm/vpJ6KMmjWP58IsAHK3oKyd4auP8qINOrWVy8ZdeurFaNufTUa+7c/ym+FgXuBm3a9QwhRLIR4VwixJvZvUaz9ASHEXUKIJUKI7UKIr+3tiwkhOnv8/kMhxFohxGohxB2x7cwBHhVCrBJCWIUQHwgh5sQef3Hs8euEEL/vuU0hxG2x7XwuhMjem74M2HRxKWXv1JQHSAihB5YBNVLK04UQaWh1uEcBFcAFUsq2/n5dZd91+kKsqm6nvLkLu9nA2CwHU3tMNTtgIT9sfat3e8WnMOvy/nudEW5TbQdlzV3MiZSTEwkl3xnwQGcDpJUMTeeUQ1ZHQGK37sc1XqMd/MnJz1JtJhrUmmxlsHRU993W1QRO7bzLFwqzsdbLjtZuMp1mJuW5SLUlripJKdnS4GVLQyc2k55JuS5yU5LXWO9o6WZjvYdIVDI+x8noXabMNnn9bKj10N4dojTTwYRcZ1Kysc5AmI21HmrafeS4LUzKdeFSpbMOTpEIbH2jd/v2D2DulXu1ic31HWxt7KKlM0h+qoUJ2Q4K0tQ07UNJLKC+D7DFmoqB+0bd+ioVd5z22AFu/h/AGiHEnbu03w08JKV8UAjxTbRk2WfH7ssFFgATgJeAZ/rYrlUIsSr2e7mU8pyddwghTolta76UslsIkSalbBVCXE+PkWwRyw0jhMgDfg/MBtqAt4QQZ0spXwDswOdSyp/E3sPVwG+/6k2PtDTC30Gbcr5z0eitwLtSyjuEELfGbt8yVJ1TEj4ua+aGx1cSjmrLEWYWpfDLMyYxfX9rHQa84K3X1lw7ssFo0aZD1a5MflzxkQfY84PHtsZO7v24nOdW1nD38VZO1xuhZ6Btdmp/y6Hm90JnPZhd8ZNU5eDWHtRjd+/H2kyjTbs41EOqTZXwUgaRu6DvNnsGoAXQL66s5dbnEssEv35YEbecPAGnRQtyl1W08fX/fhEvgTU518W/L5tFYZq2JrqssZMr7v+CmnZtv3ZZDTx21WFMiSUma/L6ufXZtby7qRHQEqPde9kcjp+kfX+GwlEe+bySO17fFO/DDYvGcN2xo7EYR9ppn/KV9HoYexJUfZncXrJQm62mM+xxGV1FUyf//aSCp5YlLiDdevJ4Fh9WjMWiLswcQm4nEWDvZIu1H1CQLaX0CCEeAm4EfD3uOhw4N/b7w0DPIPwFKWUU2LCHkWOflHLGbu47HviflLI71ofWr+jmXOADKWUTgBDiUWAh8AIQBF6JPW45cMJXbAsY2Oni/UoIUQCcBvynR/NZJMqCPUji6ocyhMoavfzxrc3xABtg5Y52tjT0zgy8Vxo2wGMXwd1z4N5jYevbEI3AtAsgf3biceNOgdHHHFjnDyLbmzt5bqVWB/tPK6JUHvVHMMSS75jscM69Qz+K3bgBnrhE+7+971jY8qb2f6scvKSkI2zos3zcVzLawJ8cZKfYjLR0BolGVRlAZRBkTYRT7tQCFwBLCpxzDzhzAKhs6eZXLyfnz3nk8x1sadBmYHQHw/zhrc1JNabX13lY2aOu9fubGuMBNoDHF+aRzyvj+/iGWm88wAaISvjpC+toil1s2t7cxR/e3JzUh7vfL2Nbo6pRfdCafA4UHpa4XboIhB7+Pgv+vQCWPwCBvs/BtjV3JQXYAH99dytraj19Pl45aBXtY/u++itwJdqo8O70PJD3nKK2P+vSxS7b25vH705IJpKYRdjLQeqRdEnzr8APgZ55/LOllHUAUso6IURWX08UQlwDXANQVNRf+4qyO93BCFWtvl7tHn+oj0d/BV8HvHwjVMfWXntq4PGL4JqPIGcyXPIUtGwDnX5EZtMcyH2zvTvx9y5vDXDZFwXcNP9JjsmLkppTDGmj+/X19pnfAy/fBFWfa7c9NVrAfc0HkKOSWA2lAf3ODHbRJlzYTPtxjddk7bUm26jXYTcbaOkKJmVwVg5OQ348N1ph9je0RGfdrdoIYeqo+N2dgTC+UO8LhR2x7+PuQITypt7Bbs+8Alsbe9eD31DnIRSJYtbpae8O9vn8rkCETCd4Or1EdrnoJCV0eL3AyDpGjhRDvl+mj4aLH9eqrQgdNKyHV76j3edvh5e/A6klUHp0r6f2tT/5Q1G8gfAAd1oZZnagTRHvq/2AxaZqP4UWaN8fa14CXIQ2in0p8El/vFbMW8DPhRCP9ZwuDnhJjiV3+gL4mxAiA226+MXA3w+kAyNiJFsIcTrQKKVcvj/Pl1LeK6WcI6Wck5mZ+dVPUA5IQYqVEyf3ntmxs47oPvHWJgLsnaJhaN2m/W7PgKL5UDBnxAXYMLD7ZlGaDYsx8RHf0Rbg7jU6GtPnQvoY2JcaxQPBW5sIsHeKhqF1+9D0R4kb0O/MgIc2kYrDuB/7n9GmXXjbRZrdRINKfnZIGBbHc4MJsidDyVFJATZAXoqV8bvU9LUYdRSna4M3aXYT587O77XJKT1qVB8/sffx8/zZBZiN2uyP0iwHul0+PidMzCbbpZW2KzR3k+1KvuCUYjNSaOl98VvpH8Niv7SlaedDqcXwwe29769b1efTitNtvWYWlWTYyU+x9Pl45aD1Y6B7l7buWHt/+ROQ0eP2jcA3hBBrgMvQlgX3CynlG2hruZfF1m3fHLvrAeDfOxOf9Xh8HfAj4H1gNbBCSvnigfRhRATZwJHAmUKICuAJYJEQ4hGgQQiRCxD7t3H3m1AGSjgSpb07GL9ynuYw840jR3H8xCyEgAyHiTvOncqUvP2ov2xyaCVSdmVL692mJJlV6OIfl8zikvlFHDcxi3klqdx2zhTG5wyTOtgmR9//j1b1f3tQ83toFy4c+5Vd3AG+9l7NaXYT9R0qyFaGXprdxF8unMHcUdpxqyTDxv8Wz2V0lpZESqcTfH1+MRfMKUCvE6TYjPzha9OY3iMx6NySNH586kTsJj0mvY5rjy7lxEmJwHtCjpN7LpsTD6SPn5jFradOiNegzjGHuPfYKFNztQvbE7Js/Pd4HYWWfU8Q2BUI06VGNEcWkx0yxvVud/W+uAMwZ1Q6f7toRrxO+vQCN7efM5UJucNv4CIYjtDRHWSgyg8fymLJza4GKtGmWVcCVx9o0rOeJbaklA1SStvO8l1Sygop5SIp5TQp5XFSyh2x9sVSymf62sbutr2b17tDSjlJSjlDSvnjWNuzUsrxsTaflPKYnUnQpJSPSSmnSimnSCl/uJttPiOlXLw3731ETBeXUv4I7eoCQohj0LLCfV0I8QfgCuCO2L8HdMVB2XdbGjzc/0kFS7a1sGhCFpcdVszoLAezi9O4/Rwr1W1+zEbB5LyU/XuBlEI47c/w7De1+W4A0y/RRhGUPfKFJZ2BMCsr2zAZdHz7mNFMLxxGB013gfZ/+8w3Ev+30y5U/7cHO38H7Tiw789ItsmuTX3cRapNlfFSho9JuS7+t3guzZ1BnBYD6Y7kUeXCNBu/PXsK1x07BpNBR647ObN4qs3E1UeVcNrUHCJRSX6qDX2PoWujXscJk7KZXuCmOxgh22WJB9gApI9h+rb3eCRnHW2TZ5HSvpaUUCGk37DX76EzEObDzU3844My9AKuO3YMR43NxG4eEaeNhzaTHRb9DB4+S6vrDpA7Ewrm7fYpJ0zKoTjNhjcQIcNupDhj+GUWX1fTwT0fbmNNTQdnTMvj/DkF8RkiSv+IBdQHmklciRnp35Z3AE8JIa5EWzNw/hD355DS6PFzzUPLqWjRZpc8sKSCFTtaefAb80m1m8hyWclyWb9iK3thwulw1fvaFHF7JmRP6Xt0W0nySVkz33liVfz2tx5ZwaNXzefIMRm7f9JgG38aXP2+tq7enqH936pZCgc3fwcd0rZ/08VN9l7ZxQFSbCbqOtRUWGX4cFiMOPaQmdlk0O8xQBBCkJ+65yVWWa7dTOfVG2HWYtz563B3VMHYi7TvVuPeT//9YnsL1z22In77W4+s4IFvzOWY8X2mvlGGm6L52rG1cROYbFqeE1feHp8ybrjMcutDZUsXX//vF/FcM3e/X8b25k7+dP6M5AtMijKMjLggW0r5AfBB7PcW4Lih7M+hbHtzVzzA3mlNtYeKli5S7fszF3Q3DCbIn6n9KHslFInywJLepepfXVs3vIJsgwnyZmo/yqHB34EnatnP6eJ28PexJttmorZdjWQrSpzZrgVazN+vpz/6Re9cR08vq1ZB9kiSNVH7OQhsbehMSuYK8Nraem46vpux2X3lsFKUoTdS1mQrw5BJ3/fuYzKo3Wqo6YQgzdZ7FCXN1o8XPxRlf/jb6YiY92+6uNEOoW6Qydmb0+xqJFtR+lN6HxfK0/frypiiHDizsfd5pdmgw7Cb81BFGQ7U3qnstzFZDk6ZkpPUdvG8wnjyDGXo6HWCby4owdBjHZ/VqOekPrK+K8pg8nd5iKLDvD8z/HQ6MFh71cpWic8UpX9dPK8o6UK62aDj3Jl9J85SlIE2PsfJjMKUpLbrjh2zf1VrFGWQjLjp4srw4bIa+fkZkzh1ag4baj1MLUhhzqhUbKav2K26W6F5M0QjkD4OnNr0M38owrbGTlq7gxSm2hilgvUDMrs4jae/dThLylowGgRHjM4gw2FiybZmrEY9Y7IcOPewZpBAJzRv0dbAppZCqqoxrxy4dm8XLn0Isb8l5Cwu8LUl5WVId5ho8ASQUu7/dhVlENW1+yhv6dr9d3F3q/b9Gw0nHScHy8yiFO34sa0ZIQRHjE5nav4wSpypHJBoVFLe3EVth49Mp5nSDMewnoWY5bTw94tn8EV5K9uauphTnMqsPCv6upXaOUraaC1RrqIMIyrIVg5IrtvKGdPzOWP6Xl7hbquEF2+Aig+121mT4IIH6XKW8tBnFdz55makBLtJz72Xzxle64dHGL1OMLMolZlFWjCyodbDuf9aEl+7evaMPH586sS+k+d0t8KHd8IX/9Ju29Lgkqe1euSKcgDaOn04jNH934DZoQXZPViNeoQAjy+Mu49lEooynGyo9XDlg0upi82+OGdmPj86ZULiu7htB7x0A5R/oN3OmgTnPwiZfZRlGiBCCKYXpjB9l9FD5eDw9sYGbnx8JYFwFL1O8NuzpnDe7IJhHWgXptkpTIsNvnQ1wwe/gqX/0W7bM+HSp1V+l2FICBEB1vZoOht4TEp5xB6esxh4S0pZG7v9H+DPUsoNA9jVfjd8P03KwWn7+4kAG6BxA6x+gvLmLn7/xuZ4JaeuYISbn15NoyrL0y8C4Qh3v7c1KTnUC6tqWVnV3vcT6lYnAmzQgu43bu01TVdR9lVblx+n4QBqnJqcvWplCyHIdJqpVeuylWEuEI5w13tb4wE2wPMra1jV87t4+3uJABtix8nHEqUOFeUAVLZ0cfNTqwmEtYudkajkpy+uY1tT5xD3bB/UrUoE2ABdTfDWzyDgHbIuKbvli9Wk3vlTsacAO2YxEE+HL6W8aqQF2KBGspXBtuPz3m3b3iNQfHWv5roOP63dQbKsUgv6WraBIxNypoMztra46kuoXwc6A+ROg7wZWnvjJqhdpU0jyhwPhYeB0dzrNQ4V3V1dfHNUEz/MraVTn8LLjZncs6KLbY2d0FdZak9t8u0xJ8DMS2H142BJgbRS7f/EYNH+7rnTBuNtKAeBdl8Yh+kApnSb7L1GsgHS7WZq231MzB2+ZWgUxeMLUd3Syf0nmymJVBLQWVnSlc/2pq7Eg6pXwFHfB70JZBR0eij/GMKBvS/D5fNA/WporwRXAeROB9s+lr5s2gwN67Tfc6ZBxtjk+9urtdfweyBrAmRPBb06rRzuWjqDeAPhpLZIVNLo8e/++7N+nRbYhvyQPREKD9dyZAyVjlowOeDYH4EzD7z1YLRq+2R2j4zqvnbtXKWjCtyF2ufAmjJUvR7+fum+BLgdKEIrjfxjftnR73WzhRCdUkpH7PcfApcBUeB1YBkwB3hUCOEDDo+13yylXCaEuBj4MSCAV6WUt+zcJvA34HTAB5wlpWzo777vC/VtqAyukoVaoNbT+NOw2XonrxiVYSPDYYZ1z8CL/5e4Y8LpcMbftKv7j18MwdjVV0cWXPgomJ3w3DVQv0ZrFzo4778w5dwBelPDX0rF68x555r47VHFxxOccSPjc3ZT+iK1OPG7uxAmnw3PfCMxkpI/B2ZcAi9dpwXc5/4HCmYP3BtQDhrt/igO84EE2Q7wtfRqTncYqVXJz5RhLsVq4p6FAfJfuQQiWkmi0WnjaDj9gcSDJp4BL/0fdDZqt00OOOufex9ghwLw+T/gwzsSbYdfD8f+RKuZvDfq1sCDZ4C/XbttTYUrXtbqLQO074AnL9MCL9AuBFzyNIxRVVWHuyyXmVSbkbYeJbGMekFuirXvJ9SugqevgLYK7bbepJ1rjTtxwPu6W6lFcMytIPTw3FVajh/QgugLH9XWZ4f8sOQu+PhPiecd9X1Y+MN9qhl/yNAC7PuAnV8SxcB9/NLNAQbaViHEqtjv5VLKc3beIYQ4BW36+HwpZbcQIk1K2SqEuJ5YUB173M7H5wG/B2YDbcBbQoizpZQvAHbgcynlT4QQdwJXA789gH4fMDVdXBlcJUfDlPN3uX0eJZkObj9nCubYeqBMp5k/nT+djHCjNk05pQTO/CdMPBM2vQLeOlj2QCLABu2EZMsb0LI9EWCDNhLw3m+0k4JDUXsV4o1btN+P/jGcdDuOynf45pguZhSl9P2cnGmw6KfaidPCH8D7tyVPVaxZps0eAGjdDlV9zFBQlD60BcD+VckR98TshK7eQXaqzUxNW/cB9ExRBp4x0k3u8j/GA2wAY+sWcjw9lizWr04E2KAd5za/lggkvkprGXx0JziyYdLZ4MqHz+7WEqntrVWPJwJs0GaPrHsucbt2ZSLABq1vb/4YunvPMlGGl4JUG3ddPBO3VctfYTPp+fMFMyjdXbLZHUsSATZAJAif/AW62we8r7uVNwuMNlj23+TPRd1qbd8EaNkKn/w5+Xmf/FlrV/pyO4kAeydbrP1A9Jwufs4u9x0P/E9K2Q0gpWz9im3NBT6QUjZJKcPAo8DC2H1B4JXY78uBUQfY7wOmRrKVQRV15lF+2G8Jj1mMjIQxZI6lyJ2DxaDnwrlFzC9Jp607SF6KlbwUKzQ2sO6CT1nRGOXTdc2My5nDUZf/hXnRWmiv6P0CbRWQP7d3u6cGgofoCXjIh2/ypXw+5kbeXN9AIBzllPM3M9PVSbp9N1PoLS444rsw4TQIdGtTsXYV7DG9satpQLquHHxagwZs5gM49FhcUNc7yM5wmKhsOUQ/48qw0uDx8WlZC+9vbmRmYSqLJmQlqmWEutF1VPZ6jqE78R0q2yrpNdejZYsWmOu02ndbGry8vaGBzfUeTp6Sy2GlaaTt/D4PeNl06jN80lXAlzs8zJrhZGFKM5MC+5BTo2lj77bGTYnf/R297++ohnA3sI/T0pVBd9TYTF69cQH1HX7SHSZGpdt7VWboDIRZW9XOfE9j7xE5T7W2HM+WktT8aVkz72xsoMkb4PiJ2UwvcFOS6ej/N2BxaZn3d13aBol90+/pncdASpVbZvd2V0JmIEvLCGBfkk3saRpcSMr4f3iEYRDjDnkHlEPL6up2LrhnBaGI9jkQYhUPf3MeC8ZmotcJRmclfxl7HEU8/Vk5D36mnZS8uaGBF1fV8q9LZzB5ynlQszz5BcaerK29FiL5y3XSOclToA8hrYYMVo+5kWseXh7/u7+wqoZ/XjqLU/ZU8cJg1LLaBrzaFP2NLyXu0+nBmZu4naemiit7IRKiNWoj03IgI9nuPqeLZzrMLCnr3a4o/c0fClPW2EVLZ4CCNBulGYkAJRCO8Pd3y3jkC23m1Mur63h2eTX/+8ZcLXu4PRP/1EuxLPlT0ja7M6bFh5D8o0/CuvKhpPt90y7DGpviuqOli8vv/4L6jgAAL62u40enTOCahaUIIWiyj+P367by/uYyAN7a0Mi7o1L527kTEpmEvsrMS7VEpT1NvyDxe+YEbWp44WEQDWnrxaMSHDmJx4SD2ui5tx7cBdqa7thFgriWMq3qiDUVMsaDWZXuHCwFqTYKUne/fOD9TY3c8PhK1l8yk13/V+Tk81jX5aKrrYXRmQ4ynWY+29bMtx9Zjsevrfd+ZU0dvzl7ysAE2QCpo2D8qbD26USbENq+ufN+Z64283EnZ67WrvRlB9oU8b7aB8pbwM+FEI/1nC4OeIG+1jN+AfxNCJGBNl38YuDvA9i/A6KmiyuD6o319fFAD7Q4+D+flBOO9F3SZ3NjgMe+TP5872jtZnNDF9GCecgjv6utV7OmIo/7BZGMsVA4H869D1KKQG+EqRfA4ddpSTEOQd6okXc2NPb6uz/+xQ66fIGv3oDZCYddB5PP0aaIp5bA2feA0Q7OHDj9L9rfXFG+ir+DNpGC03wAhx7LzuziyRe/M51matpVdnFlYHUFwvzn43LOuPsTrvjfUk6762M+3tocv7+ypbvXMWt9nYetjdrSpg5fiBfF8bRNuwoMZnDmUnHs3XzsSwwWveEtpWbBbVrgaXLQNOdmnu+cGj9ObqzzxgPsnf727tb4/r+lLcr7m5uT7l9a0cbm1n0onVd6LJzwGzC7wOKGk27Xlnft5C4EW6a2lOjDO2HlwzDhlEQQHQ7BqkfgnqPg0fPgngXahdqeF78rPoF7joZHzoX7joWP/6glbFOGXEd3kL+8rS0vCDiKkKf+SVt+YLAg51yJHHcKZ9z9KRfd+zmL7/+S7U2drK/1xAPsne79aBtbGgbo/zR/jrYcYsp52rmeuxDOf0hblw3gzoeLH4fiI7Xgu/hI7bZ7L0vOHnp+DOw6Haw71j4gpJRvAC8By2Lrtm+O3fUA8G8hxCohhLXH4+uAHwHvA6uBFVLKFweqfwdKjWQrgyoY7n2QD4Wju50rEpWSSLT3vVEJYs0TiPr1WpAXCSE+/yc6BOTPhKnna9PGQ91aUGg6NANsAKQg2MdFjGAkihR7mnkT01EDb/8U0kdrFy+6muHNH2knXVe8ChljBqDTykHJ10YrblwHkl1cb9JOqPwe7eQ/JtVmot0XJBCOYDbo97ABRdl/Wxq8/PGtxNpmfyjK959ezcs3HEmOy0o0KunjkEU0FlxGJdy90s8DxtO5aPbZtPgFD3zQxc0nJD4Ta5slt6+ewOJpD2PRCx5YH6QwNczXjtG2EemjlFckKuPxayTadzC9u/Y+2TPgyBth6nkgBbh3GQNvWAtrnkjc7m6F92/XghizE5o3w6vf13KigDbV/cXrtXwf6aOhs0m73TOvyid/hrEnQPFXVfdRBlpEQigaxWrSk9KyEvHZ3bHEeQ7Emifhs7v48XE/4PZ3a1hf5+HDTXVEZe/v3XBEEu3rA9Ef7Okw8XRtffbCH4ItXatA01PeTLjkSS1XgC1V2zeVvv2y4zF+6YZ+zi6+M4v47tqklHcAd+xy/7PAsz2ajulx32NArz7tss1ngGcOpN/9QQXZyqA6dUouDyypSLqY/c0FJRj1Oho8ftbVdNDcGaAkw86UfDejM2ycNSOf51fWxB+f6TQzOtOOWL5cS3BR9VliY+mjE7+njRr4NzTctW4nvXI5J04+imdWVCf93S+aW4TDYmJbUyfrazxEolEm5rqYsGsJj+5WqF8L1UthdY+Tqs56FWAr+6a7lTbpwHkgQTZoI3xdTUlBtk4nyHCYqWv3J9a/Kko/a/D4uWaWnTMzG3FH26g35PO39TraukLkuKwUpds4Y1ouL69JTFEtTLUyJjZlNtVu4rpjxnDrc2v5Ray4jNmgY1ZxSvzxp0zN5X9LKvjDksRo9S/OmIxJrwUxE3KcuK1GOnyJ5GlXHVWi5TEBxmY5mV2cwvLK9vj9E3OcjMvejwDDtZtRv46a3m01y7T1sGYndDYkAuydgp3Q3awdp31t0Fbeexueut5tyoGrX6cdx/UmbaT3K47daXYTN58wjmAkimj5WPu/evnG+P3Clc/RU2U8I9ZbG5u57tgxmA26eP1tgCsOH8WEXDcDyp0He1oIYXaq4HpvaQF1v5fsOlSpIFsZVNMLU3jsqvnc/0kF/lCExUeO4rDSdFo6Azz55Q7mlaajF4JwVPLWulrOnlXE5fMLKM2w896mRsbnODlrRh4z08LIkmMQO7NI7lSkroDHNZfBI+fiaK9k1nF/5l+XnsYTS3cQDEe5YE4h0/IdbKr3cMl9X3Db2ZNJs5tp94XY3thJac+18c5cbZrVtneTt+8eyFwYykHJ10qbtB14kG1J0YLs9OQTxUynmaq2bhVkKwNmWlqEo+SjtPvH4TFmMbrlff40cSwmp3bssZkM3HLyBKYXpvDKmjrml6Rx3uyCpPJIJ0/JIS/FwvamLixGHZPz3EzOSwQibquBP58/nc5AWFvmbNaT5UwkqSzNdPDUNYexpqYDjz9EcZqNaQUp6HXa5yo3xcovz5jCa2tr+Wx7K3OKUzlzeh5F6f34uUgr6d02+jhtNBG0Ndh6k5aJeidbGjhiuTzsmdqods9KIHDI5k4ZUNXL4MHTIRRbTmPP1MqxZU3c49PSHGauemgp5507uVe2KVmykGfLElftT5qcw4Kxmdxz2WyeWlZFoyfAWTPymdPj4tFOHd1Bajv8OMwGCtP2XFJuY10HTd4AGQ4zk/IGOFhXlH6mgmxlUJkMOg4fncH8knSiUmLQa2szK5o85LgtPLV0BzOKUnh3QyPXHj0ab902Zj5+NDOLjuCKU2/BVf0ePPwLuPwlIuNPQ1+zHFHxEQBy8rmECg7DNJRvcDip/BTatYRx6cv+zMm2Rzn2pDsp04/BH5KUZrn5+7tb+eels/jnB9v4aEsTZoOOBxbPxWXVk+GMnRQ6MrQyXh1VWhIbnUGruZo3cwjfnDIShTpb8EXd2IwHuCGLW5tuuossp5kdrSrDuDJwMkI1vJtzBT/6sJv27hDjMk/jT7lhpgbr2VkxpiDNxlVHlXLFEaMw6nvnH2jrDnL/pxV8sFn7zv3eCeMoTrfhsmpHr3U1HXy2vZVVO9rR6wTF6Ta6gxEm57nR6wSBUIR1tR5+/fIGvIEw0wvc3Pm1aVpitZipBW6mFrjxhyJYjAOwfCJvpjZ9eNWj2ucxGtVu78x9kj4WzvsvvHhdLAt1Onztfq2+MWhTd8+4C566TDu2GMxw4u2QPbn/+3ooi4Ths38kAmzQLlBufXuPQXZnIMSf395CvtvGFnM+42d/E7HiAZBRZO4MgjOu4N57tFkHJ0/J4fiJ2QAcMz6LI0tTCUQkDkvvs7FNdR5ufno162o9uCwGfn3WFE6ZkoO5j3307Q31/PzF9dR1+Ml1W/jVmZM5cXJOr8cpynClgmxlUEWikpVVbbywsgZfMMJ5swqYXZyKpztCYZqd8uZu3t/UxLETsohEozSINJwBL2x9E9fWNxMbCnh4oKaQw+ffwbgj6kDo+awzm44WN2cUDN37G04injr0Zifrj7yLV5syqfDqOGtHgAljw0wuzAKgKM3Cy6tq+WhLE989bgwTc9089uUOTAYdp03L47CSNK3cUvHhcNHj0LpNSzSXOx3MA5QxVDlotbW34zLY0O1NLoA9sbi06ai7SHeYqWxWQbYycLYFUrn+zbJ4rpAtTT6+v8TKEyU60nZ5bF8BdjgS5X+faAE2QCAc5Xevb2JirouF4zLjbeOynQRCUYKRKLOKUvEFw0SiUfQ6PRvrPHz/6dXxba6u7uBXL2/gvsvmYI9l7q9u6+aDzU18sLmRI8dkcNyEbIrSE6OG7d1BPtvewsurainNdHDatFwm9lgqFAxHWbmjjedX1iAEnDOzgJlFKYn3ZHGzYcw1vNJ1KhUtfs6akcNhriziY406HUw6E3Kmank8nDmQsks5i/yZcNU7WukvixvSSntnH1cOTDSoHbd31d67jFxP3YEIZ03PY8WOdv66Isxpk2/i6IkXYwu3Y8gcS9hRyKs3dCGBknR7fL8DMBqNGPu4kOrxhfjpC+tYV6slQvP4w3z3yVWUZh7JtIKUpMeu3NHGzU+viS+JqOvwc/Mzq3nQaWZmkVYibklZM29uqKemzc+Jk7OYXZjK6P1ZEqEoA0QF2coBCYQilDV10uDxk+u2MibL0eeJxU6rq9q56J7PCcdOUJ5dUcND35yHw6znxidWUd2mXW19f3MTl84vYvHhhVqW056lRAwWImljeOPDenLnZLJDFqDTCbwByadVTZwxPR+Pp4OtdW14/SFGZToZlXfoXf3szp1H/fzbufh9O55YxtbXNsEvz+higc5LiahndGYGv39jCxYDjMtxce0jiZJoL6yq5b7LZ7NognaFmowxag22ckBaOzy4DFkHviFrGrT0PnHMdlrYWN9H/V5F6SeV3aZeyTi3NPloiNh7Bdl9aesO8tq63uuON9R64kG2Ua/j96+vjx8n31hXz2/OmkwgHMVk0FPRRz34JdtaaOwMUGIx4PWH+NVL63l7YyMA72xs5M119fzrstmk2rTRxRdX1fKLl9bHn//IF5U8+60j4mU0V+xo4+L7Po/n8XhyaRVPXHM480q0d7m1wctF//kCj0/LJv3a+gZ+d+4ULp6XmO4dCEUo86XR0GUjz2hldCTa+/zAmaP9KAPDaIPZ34BXvpvcPu7k+K/RqGRbcyfVrT7S7CbGZjmoauvmt69uTNoHf3zqRGYUjmFeehp2YHL+3k/f7g6GWV/bwTkz87niiFFsa/Ly7w+34w9FqWjp6hVk17T7knIOAHh8YarbfMwsSuWL7S18+9EV8ce8s7GBH50yQQXZyrCigmxlvwXDUZ5eXs3Lq2sZm+VgY72Hr88v5qwZ+eh0AiklTd4AVpMep0W7rPn6uvr4l/ZO//2knDNn5FHb7uOYcZkUpFpZVtnGk0urOHtGHpxyJ6GVj9EWMmKnE/vk09FlTeBHi6r4y4c1XDzVgS8Ir2/2cMPCQppbWrjjzS08s6YVAJfFwIOXhpk59tAa4m5Pnc7q1lw8vu1MzLZxcomByk4dZY2dzCpKpSxqJzOwjXE5Ts6YNpYnliaXnYlEJW+ub0gE2YpygFq9PlzGfchwvDvWNPB+2qs522XmjfVqJFsZOBmprl5taXYTLntyBYtQMEDA04TRloLZlpj14zAbmZTroqyxk6PHZ+LxhXlnYwO57sTU2jXVHb2Ok2+sq+eCOdoxLLPH+uyditNtuGKjieVNXfEAe6fPy1vZ3uhl9qh0Gjw+/vLOlqT727tDrK/zxIPsxz5PTlAalfDMssp4kL26uh1/MMrJU3JIs5n4uKyJP7+9leMnZpPptBAMR3hiaRW/fHk9UoJBJ/jzBdM5Y3pevKa4MkgKZmtLvFY+rE3nn3dN0pr6j7c2cc3Dy+MJy35y6kQaPP5e++AnWxu5bEZKr813BcJ0BcKk2/TofS1akjGTPen+ez7axl3vlpHhMHHipGyOGpvBz0+fxL8+3EZ+ihWvL4TTmhj+TrebMOhEUh8MOkG63YTP52dLg7dXEH7fx9tZOC6DTIcFo17gtvWert7k9WMy6HFb97xmqdkb2O02FGVvqSBb2W/lzZ34wxFMBh2vr6tnRlEKzZ0BKlq6MBt0PP7lDp5ZXkWW08otp0zgsNJ0wn2UEAlHoxh1gp+dPolX1tTx6to6jhqbyUmTs5FI1gayeLjjHN7e2MDYLAc3jBvLAikJ+Dr5x/jVuD/7O+hNLJr/Azb4MlnfHYoH2DqhTUn69RtlPJTjwunsfYJ0sIoaLHRj5Y/HOTiu43lSt7xIOGMSZeNv4qZn2zh5Sg4LxxRz1QJo9wWJRGSvbexTyRdF+QotnQGcxn44wbalxaaLS+iRkifLZaG6zYeUUp3IKwNifJaTq44q4T8fl8cTjf3unKnkpySmYnurN2D4/O84tr1OMHsmXUf/CHvJPABEJMDVC0t5b1Mjr6ypI9Vm5GenTSLflTiZ72s5hQRE7PUm5jr52uwCnllejcmgAwm3nT2FdIcWfMtgV599jwa6gHSkFPGSYkmv0SOgCYXDve4P92jTIbjllPE8u7yGZRWtnDQ5B5tJHw/UtjV18atYgK2PBUu3PreWqQVuSjLUUqNBE43SUrmB901n45t1BiEpyBeSo+q2YEsfQ0OHnx88syYpI/ijX1aycGxm701FwhhbNoErkWB2WUUrd765mcvHhTmu/VmsW1+ErMlw3C+gcC6glb27690yTpmSQ3G6jRdXaQn5rl1Yyo2LxvCth5eT47Zwy8naeaJBr2NSrpPvnTCOO9/cHH+tm44fy4rKVu75sIxFE3vPfohEJcFwlFPv+hi3zcgPT5rAwrEZmI166jv8PLO8igeXVJLhNHPLyeM5YnSG9vnpodHj5/mVNfz3k3JSbEZ+0GMbirKvRkSQLYQoBB4CcoAocK+U8m9CiDTgSbRsIxXABVLKtqHq57DTsAHqVmolmDLHQ8E8sKb02+Y9vhAtDbX8cHQdqUX1tBjzea0phKckjfU1HUzIdbH4yFIcZgMNHX7W13awYEwGDy6pSKojeuGcQnLdFm59bi3dwQgAL62uZeHYDC6cmcstL27k463NAHxZ0ca1Dy/nmW/NZ5JvBe73bolvJ+X1bzPxnMd5p6uUny9wcJS9CkvES42xhNtXRvF0+w+ZIDsUjrKuup05+RZGffgvbNtfB8Cw4xMm1K3gewufxhKtZGztxxitDjrTpyHnF/Hptpb4NoSAkwcqyUjTFm3f9NZr5VwK5oGjH6YRK8Nac3cYl2X3y0n2mtGqrd30dSR9pznMBox6HU2dAbKclt0/X1H2k9Nq5Po5dm4siKDrrCeaNhZ9QWJf83lasb15E/qqzwEwVbyHqWEl3svfxpk7Fl8gyGfbWvjfpxUANHkD/Oyldfz70lnxbRw5Op2HPks+Tn5tdkG8hFea3czvFhi4c0w7dLcgM8ajK0iMzI0yeziy1M2n2xNLJ6bnOyi1ajWpc9wWrj92LLe/tjHxvswGJuUljo+Xjhe8viH5vZ/fY7VQqt3ID55dE586/+gXO7jiiGIMsQsBTd4Ap0zR1nl3B8PYzQaWlrfS2hWiJCP2twqGWVvjYWuDlwynmWn57qQs7Mq+q27tZnV1O1WtPgpSrUzPt/N51yh+8FbyzIbXL8tj4rYPSGsq4/4jXTxdm8lHNfCDkydQ1+Ej123lkc8rk/bBb87LwhDeAcv+x2b3kdSGXXz7sZUcPcrOcZV3Ya14W3tgxcfw8Nlw8ZNQMJcGTwCn2cDoLAd3v1cW396tz63lrxfO4OL5RRh0Om54fCUPfGMe0wtTcNvMnDc7n0l5Lura/eS4LTjNOu5fUsmHW1u4ZuFoHGYDnYHEhZ/FR4zif5+U0+gN0OgNcPVDy3jymsOYX5rO08ur+FOsvn1TZ4BvPLCUZ751BLOLU5P+Lq+sqeN3r28C6LUNRdlXIyLIBsLA96WUK4QQTmC5EOJtYDHwrpTyDiHErcCtwC172M7I0LZDqyHpyt3/wKNpM7zwLahLJEfhjL/B7MX7t71oBFrLIeyDlGKwuDBHfVwbeZyUDx4BoADIn3E9NeFSTAY9Nzy+Mj7dbHSmg9+dM4VAOMrPTp/Ep2XNBMNRFozJQOigsqU7HmDv9NHWZnZ0hOIB9k7dwQjhUAjXugd7ddNS9iqLDr8Z54pbMTVrZwiFQnDvyf/B7Tx0rp7Xe310haJ0N1XHA+y4SJAFKa1Yn/8GRLUDlMldxLgTH+TuS2byzPJqjHod588uINtlgvYq7UKNM7t/1s61VcIbtyaXBDv2J7Dge6AfKV9Jyv5o8gmcrgNNLR5jzwRPTa8Lh3kpVsqbulSQrQyIztZ6rG98D3P5O/G2ruPvQB5xLUKnI9pWEQ+w43xt6FrKIHcsrUE9z6+o4YRJ2UzMdRKJwpvr69lY7+WkKVp5q8/LW/jNWVP4eGsz/nCE4yZk8WlZMydNzsZuNkLTZowv/R/UrUq8Ro/ju9Xm5Ndz63k318lb1QaOzY9wUn4ImzURwJ43O58sh4Enl9UwJtPOhXOLGNtjPetcw3YeOT2bh7eaEMDlYwPMNlQA2uhkZUt3r7Xpzy2v4bL5xeCGXLeFcFTyx7cSI5Ffn19ETo8M6K+urefmHgnc5pekcdfFM8l2qc/u/ujwBbjno208/Hli6dc3jxjFWSVW/nWcnjUeO/ev7GRcpoXC6lfgsz9iBKYAxRMv5Jyzf8IlD6+mOxhhVLqN3549hSVb6vEFw1w+LsS8L64Hm4PqadfxtUfKWXzkKPyhKKcVh7F+8nZyZ4KdUPEh+FopTjua+aVpvL8pOdAHWF7RyvtbmmjvDnH9ojFsrvcyvTAF0NZg3/nGJjbUeeOPv+2cKayt7uAv72zhX1+fxYsra6hu93H6tDzy3Wb+8s7WpO1/Wd5Kaaadhz5LTvQmJayt6UgKstu7gzz4WUWvPi6taFVBtrJf+mFIYeBJKeuklCtiv3uBjUA+cBawM9J6EDh7SDrYX6IR2Pgy3LtQ+/nPCVC1dP+2VbsqOcAGeO+30Ly1z4fvka8dPv0r/Otw+PcCeOJSaN7KKFlDyoZHkh6asfqfFMo67npvKzajgfPnFDCvJJVtTZ2Ut3SxuqqdX728gXmj0jhhUhZ/eHsTr66ux2rSrtDnuCzMKkrBZtJjM+kxGgQ2U+9pOgI9QUd+r/aII5fU7vJ4gA2AlGR/9hus8tBZq9nRFeKvb29hY1NAywbe0+hFmNc8rpVgMWsnVaJjBwXeNTyzopJTJ2dzzLh0lla0Eg5H4KUb4Lkr4f6ToH7tgXeuYV3vmtuf/FlrVw5qjUFT/61xs2eCp7pXc47LzPbmvqfLKsoBa1ifFGAD2D/6DZ31WiI+X9So1YfehV9ogaNBwDVHl9LaFeSud8u476PtHDkmg9Ietd3HZjlZVtmGQQcZdhMfbm5iar4b/c5p5HVrkgNsgPd+A03a8d3vaWL0S+dwzaZv8pT5Nq7behVjXj6HkCdR9i69aztnr7mex3Ke5Dfdv2FKzZMQ6IzfbxYhFuz4N/8O/ZR/h37KEdX/xUSi5rXNrF0QLUqzMaMwBZNeR7rDhM2ktXv9Yd5cX8+YTDsXzS0kP9XC40ur6Axo62hr23385pXkofIvylvZVOfZ899f2a1NdZ088kUiwJ6YbeX/xnuZvv4PnPLphfyg6gYeO9XITTN1OL74S9JznRufJK27ggk5TlwWAxUt3aT4a7nb/Qj/Ebdx9HvnYK37Ara9SzgYxBsIx2ctdIb1SWuwSSuF/Fna5+DDOxhr7+KSeUWk2Xt/Ltw2I2l2E52BMJvrvWQ6E49ZV9ORFGAD/PWdrVx37BiWVbZjrv2SP2a+ziNHtXFuQRf/+rC81/bT7CbMBj0Zjt55DFyW5Iv6FqOOqX0kc0tV67KV/TTiho2EEKOAmcAXQLaUsg60QFwI0eewrxDiGuAagKKiokHq6X5o2gxPL46PLtJeAc9eCVe+rY0i7otgZ++27pbkWom7CnRC5RItOYYtA2ZeCvmzoWYZvPvrxOMqPoLP/oF94tm9tyGjmKWPy2dnkGE38fKGNqZlmfjOgklUd0vyXAYev3wyz61uwBeS3HfBRCragmQ5zfzqzMlsafBS0dLFN44sYVS6DafZwPeOH81vX0skaTlsVCouu5HO6VdhKXsNwgHtDosb76gTcXh7X0gQnfUQ9u/lH2/wDNS+GY5qU6L+tQrOOPKnpLx/q3aHTs/WaTfzZkWEL7slJ88Mc2zgfXJX/oWwt4EVlbl8sKk1vp1p+U5m6g14J3+dz50n8tTr7eSkruFrs4viV5sJdsX2m0e0Miwzvw75c7QSLn0JeHu3hXzadkayljLY+AqUfwjjT4NxJ0LKMP6+2YMB2S+DXTRLJ8VfkXBmr9nStFkWu8h2WdjW1Mf3n3JQGOrjuTnY0rsx2IUxpAWHFTKH6KzvkrX0zvjdnaNOpFJXRDqgR7K5zsPySm1lWzAS5cElFcwfNTP+eKtJz+Q8Fyt2tNHuCzGvNB29jsQ66j6P760Q1i4ky0CnNlTX1YSuKxFYy51BdNAH61+AUUcgqr4AZ672HdywDooO0x67/nlENIwYe4L2nMpPkZtfQ8y8FICp+S5+deZk1tZ00Ojxc/2iMUzOc5GXqo2WdwcjvHRJLsWN7+Oo+QTvYSewwXF4fMaaPxTB409OXAXQGYj0ahsJhmK/7AqE+bK8lSeXVZFuN7FwbEZ89uC3j8xjZr6dHy1pIc95I+ee/yOmv3cFM5bdQvcpd2mDOrtI1XXzpO0e6o86iUjGZHJrXoH2KkTJAnBkwoYXAIgGuwELtR1+puS7+OfqIMfM+SF5K//K2iP/zvO1qezo0nO+0czh6dtxhX3MLM7HHy7ii+2tBCPa+u8Um5GSTDtfVmjnHE3eABNzE0FuV7B3H1u7gjgsBk6clM3YSXnQbsLQvgPDtrf47tE3cdmOtvgMi0ynmfmlabisRm45eTzfeGBp/O9TkGJhZlEK62s6WF7ZSjAi+bSsmeJ0Gz86ZQJ3v1eGNxCOb0NR9seICrKFEA7gWeC7UkrP3ia2kVLeC9wLMGfOnN7ZPoaL9spEgN2zzVu370F25gTQGyHS4yA28UxIK6XJ28nWBj/V7T6yHGaK02yUZDm00cWnLk88ftUjWoDfsL739je9jH7OleDITqpXK9NKsaTmoa/s5KYXtCv77wFPrW7hscsn0RU0cslDG+Jfgq9saOH+iyfg8Ye598Nt1HRogfCnZS1cMLuAMZl2znJvY/w357Cj1U+6w8hoXQNpspUPfEXMO/9lrE2rkToD3vTpbAjmkJsS0NZr9jyITL8IHMOvTMhA7Zs5LjNnTs/j2RU13LRpPH+54Dn8VavxFR3Dt17tYFuslvBH2+DymSey+MRpbDRO5soFOrbUe3l1rVZiZn2NhzM8dbyTM5ubntl5lbiNp5fX8Oy3j2Bynhu2fwBPXJJ48dWPwTfegII5fXcuY5w2gt4z2C6YC+kjuDxYZyM8c2VidGnbe1BxFpz1zxFZT3xA9suuZppJw2Xup4Rk9kxo3NCrOc9tZfkOlZrjYDXUx3Nhy9BG7XpeFCw6HL1RG6nOdFt5znAyZ581C1v7ZoKOQt7zFjLapk1LNVtMvNPHtNmKxg4gD9Bqaf/u9U3x4+Q7Gxv51ZmT0e28cJk+Gu/Ys9icdy4dESOjRCMlncvRpWgZow0Zo/GXnsD2wvOpDTvIMXYztvIJ9Bml2vN9bdrF6U97jGZaUuDce+M3fVMupaNmM2XRaYBkXHoEZ9FUdqZ30+t0/PHNzXhja2I/2trMr8+aHH/+BFcA97s3YaxfBUBK+XvMHnsaXaV/ByDbYeLkCWm8vjFxUdds0FHsGr6naHsyFPvlR1ua+PajK+K3pxW4KUyzEg5LStMtXPNUYsDhydUtPHfhfUx65hgaRCbWjIkYmhNr8rGl02TMo7TifQoLZ8Gbi7WBGdBKqM67BlJLwNeKLbOYm05wE45EOWxBCdVtPpY7Cmg5+3QufLSM7qCWC+CdzXDnad/mgtQSUnU6Wjv9fPf4sXj9YfR6gUEn0AsdX5a3cf7sAo4am8HSihZy3VZKMuyMyXL0yjB+6tRcsl1mfnPWZFJbl8Fj57Mzch5jyONfF1+CJyjJdJgpTLNRmqkdf48ck8Gz3z6CtdUduCwGZhSm0N4dYmm5FvT/8a3EQI7LYuBPF0ynuTNAcbqdSEQSjkQx7KE8raL0ZcQE2UIII1qA/aiU8rlYc4MQIjc2ip0L9D5yjSR9rb+2pIA1tXf7VymcDxc8rE0Rb6+EiWfB/GvB7ODd1Tv4yQvr4gfw644ZzeLZGWR+9MfkbUSCsP1DSB3Ve/t5s8BTC0d+Bza9qgUXhfMRoxfR7A1w1ye1SQ/3+MNsaQmxvqql1zquB76s59w5xfEAe6fnVtZw2WGFfCancPODK+JXPy+bX8SV9ijpLit/X23hzFnnISU8vayK82YaaY3YCJz6AFmf346+s5a28RcRHHM22V1N2jr3Q4DRqOPcmfkY9TrcViMP1Rn45ydBrl3oYFtzokarEDAqP5dz3u6kw6clJDl8dDrnzyng6WXVFKea6PDP566VyVeU/aEoyyvbmJxphI+Tp50RCUHZu0lBdqPHR5M3QIbDTHb+LLjgkdj0xk0w5jg48rv7fiFpOGne0nv65oYX4aibIXfakHRp2OlqogUX7v4Ksh05sOWNXs35qVaeXNZ7hFtR+oM3aiZ10c9g7VNaAsfSY6BwLp1RA6lAREJWZjbXfeZnZvGJlFV0MjXPzYRYgOwQAaZlW9hq0nPMuCw8/hBvrW+g2Jk4Lq6uau91nHxzfT0Xz84F9DRFXfzV/B0efbMeAIsxh/9ddBOH+zvA6sLozuHZsXfwk5c2E5UghI2fn/I7LnTHylhGgrDiAcKjT6Ry8rexd1WR88lPCXW2snOeyRLDPB5tyuf4iblIJP+pzOTyknyOi92/akdbPMDe6e+xDNKZTgumtq3xAHsn89ZXCbZ/D1LTibZX8MPCjaSYJ/Hyxg5K0638ZK6kyLuanRcblN3rCoT5x/tlSW2/fnkj91w2i+5OL7e/k7wG2R+KsqJJUDL163iFg09n/J455fdir3off/Zs1k78LjJsphRAZ0gE2DutfAQW/YRQSil/WxlFRBrId0ju/1hy/XHjeHV1LeNyHL1y69y1pJnjZoZId5hZMDaTF1bWYtLB3JI0bCY9726s4/pjR/NxWTNPL9eW/2Q7zfz41AnMK03jheuOoMMXoqyxkw21Hr5+WDFTd9bUfudBkJJo2hi2HPlnfrwEVnygLZPMcZt5YPG8eD+Meh2zilKZVaSdT3+ytYkrH1zGBXMK44MKO3n8YWo7fPzmlY1EohKDTnDXxTM5deqhcf6o9J8RcVlGaEPW/wU2Sin/3OOul4ArYr9fAbw42H3rV5kT4JgfJ27r9HDmXZBavO/b0htg/Clw6TNw1btw2p8hdxrLK1u57dWNSQfwf3ywjeau3tO2NFGtDMOYExNN1tRYP6Pw1k+0dTczL9OujL/1U3Z3CdcfSZxcWww6bCbdzlfA1McVQglEpOA3r26KB9gAD3+xgwqfHYGe7BQb33l8FTc/vZopBSmg07G+28UxLxj5Wdof+NfkR7lg+ylc83YQT2TEXFM6YOuqPTy+tAqzQVCYaiUYieIP9S7HdcTodN7aUJ9Ub3JFZRsFqTbmj0pltrECZO9SLgB9VIDp0xfbW/jhs2u54J7P+e6Tq1hS1gyjj4GLn4Cr34Wz/qWt3zoojcxRmYEgPfW0RO39F2TbUrXZELssM8h2WWjqDODrY6qhohyo7eQRaq/VZnHNXgydjXTaCqmNalNK27qCNHkDpNpNPPFlFR5fmDSHKf4dq5dhbjy6kGPGZfLymlrWVHfwo1PGMyU1sb8aYh8Rg05g1Gs3BFK7Kgps7LTy6LJ6hNBGf/2hKD95rZIav5a/ZENtB798dWs8M7SU8Ns3ytgQW+/cFdGx8eQn+IX9p5zzcojLl43ijVM+psucuNDvj+qYOyqDu97byt3vbePI0Zn4o4n8KKFo7+82iaQ7FnhHe95vSCQyS5x7CLoyZ5Ge4uabR4xibkk6PueoPtezK3unKxhmaUUbblvfS3KCejs3eC/n92+XU6kv5vrAt/jvjKf5rvgBn3TmM3HLv/f8AqOPY4VuOosLavl16w+4bsPXebDwFfxN5USBUI+vXGNspFpKqGjuIhqVjMpwcPT4TKo6/Hz7kRX8/MX1zC7OIMdtYXVVIhN+gzfAx2XNdPrC/PHNLVzz0HLe2djIWTPy+cVL63hnQwOhcASEjuq5P+dfY/7Jy805rKhJLKOo7wjw0GeVvS5WATR6/dzy7NqksmW7ausKxZ+rlZ9bQ1XroZPXR+kfIyXqOBK4DFgrhFgVa/sxcAfwlBDiSmAHcP7QdK+fmOxw+PUw5nhtCnZqMWSMP7BtunKBxNW39u5Qr6vPABtaI0w46vuIp69INOpNUHI0uPLgnH9B4yYIdWvTetNLCdVvxJgzXZtKtP19AGTJ0dhtdi6cU8g9H21PdMNiIMdlYUJGNheNg0zPOoiE6UidQp0+D4PVQp5bW+Oz09dmFxCVUZq8gV79besOEgxFmaKv5Kl5W4hiYL1P0No5Hj0WAuEoj61JJFAx6ARe7BwaBby09dhCwLSCVCpbuyhMtXLOzDxau4KUZNgoj00XL0m3x6/iXjDJxmVFraT7KzGmBLnslDGk/e8UMLu4cd4F3NQjeajFqGOGq5PAmk8xHX4d4pnF8fs6p3+TZTmL2fB+GQvGZnDrc2spjyWi+mx7K9uaVnH/4jlMyc/U1nkdDDLGQe705GSDE8+EtNG9H9taDjXLtSmbudMhdwYYDv4TS09rPQaRgcXQT0G20Gmj2e2VkDUp3qzXCfLc2rrsKX0ksVGUA1Fo9NJsG83q1Auo64wybtaFTG55B2e2FmFEo5JX19axploLGlbsaKOsyctdF2lrrrt1dj7ZVsXDn9cA2jH55y9t4KnLJ7DzcvrC8ZnMcTYzKboVPWG2GcbhTyskKrQgt95nYPERo0i1GekKRkixGnlzfT2NQQv5QEtXsFcAEYlKmju1Y2mrPp0Htrbx5DJt5NDj6+S6pzbw4BWzWBB7fIcvnFSj+PbXN/H786bGbxenaTlTep5PXHHEqHjt8HpzEf7DfsY68wx2dJsZY/czLriedn0eKUDUVcSqrdu4NLcGW9tGwqnZbPSPZXPa1Fj+cmVP7GYD1x07Jmm6uEmvY1GRgcmtr3PjgqP43ouJczCLUUcEPe9samZsloMxjhCnzPFi69jGRXOKEb5ybMSWNkUjYEtPGs2WC77H1kg+BeG15L/7zfhyvLTV93D0tAjFh92MJ6ynINXKr+dLxoY3E8VAIGcGVz+1mn9cOossh4l/vF/GOxu1Safraj3c9tpGjhjdO3P3qqoOmjuDTClwM6s4lfs+2s4PnlnDH86bwqpqD1Vt3ZjyfkyO24qh0cuMTAeXHVbMw58nRvCXVrTiC4ZxWJIvOnh9YWratfxEb6yv54I5Bfz7w8Tfymk2sOtqVI8vTHt3kMI0G4qyt0ZEkC2l/ATY3ZnZcbtpH5nMdiiYvW/P6W7Tpt2CdrJp3f2JZbbLTI7LQr0nEcwa9YL8FCub9PPQLfovoyqfIWBJp7zwHJzGsZQCPlMKm/ST8UUjlBrs5ADdLbW4j7hBq8ddsxSKj0SkFBHsbMVqNHPTCeNYWt5KtsvM2GwnTquZokgtGa98DfztAKQYzKRc8BxvNRdx0bwi6jv8VLR0MaMwhSZvAINOx5Q8F8cWwFRnJ80RK3evClOYZsPZvIrxn1wST3xWbElh/YmPkTuu999v0YRM0vvILnmwGpNp59MyHd9/ejUTs61cO0Vw5Wg9HeY8Disdz+rqDtbWdFCSYWfhuEwaWtq51fEaaR8k1uRFZnydqsu/wNtczZGGDv594SSeWt1EltPCRfnNTH/9LOhqhtJFcOGjsPpxcOfzUcF3uf7BZUSlVrqtfJdMz43eAOXNXUxx+bWSYJEwNKzVah6nlezdzI2e+3zmBG1Ucyg5suBr98OGl7U16hNOg3En916P3VoOD58LbbEDuhBw0eParJODXGNLG+nGfg56nTnQuj0pyAYoSLWyud6rgmyl30XCIX64voiPKxNZnH++cD4X0Q7kEI7KeIC9k8cXxhMbyQ76u3h4ZXJZSoDVtV3Mi+3G+cFyxn65OH6cLDSYqTjtSXRCu2BelOnmf1/UsLFH5uVbTx5Pql07xjktelJsRtq7EzOUbCZ9PJuyxxfmlTV1LJ7h4vCMLjqjZv65RlLW7GNB7Lr+6+vqOHx0OvNGaSP0n29v4c319Vw4V0vqtaOlm+sWjWFLg5cmb4C5o9LYUOvhpEnasp8OnZt/tBzDy2sbAO0Y/c0jFnGG0IKUBm+AM/Sf4X7+e/E+zsudS9Xx/wb2s3TpIWbhuEzuXzyXJ77cQbrdxPlTHExrehlRv5rjHQ3ce/75PLmmjTyHnhOmFvDdp9djM+n59lFFjK+4n/Tld8W3FZl0DqHJ56EbtYZamY445UFyd7yMrrWMwOTzack6krptqzk8zQun/lErnxjwQvnHpLhTyOnaSF1XJq+cYyHl6XMTSXbNLu5Y+CDZoWqqWrN4d5d8BJUt3Vx37JiksmMA80alsbSilQ01HSyrbOP/jh3NnW9upisU5a/vbI3Pbky1GfnGkSVc/dBy/nj+dD7a0khlq/bap07Npa7DR7Tdx6h0O2ajdpEqw2lieoGb1dUdNHkDbG/q5K8XTqfDF8JpMZKfYuG1tfWYDbr4xaq5o1LR6wRrq9vJT7WSZj90zieV/TcigmxlDxrWwwe/00p/AUw6B47+IWT3OOmUiWlmU/JT+N15U/nJc2up7fCTYjPy89MnMTbDxg1PbuGLchtT8q6nqylC2fJOfn1GIxajngeWVHD/pxWEo5IZhW5+deYUSiwOLWDIHA9Fh8PqJ6C9EtPi91kwJoPbXtuIEII11X5GpdspdhuxLHszfuIAQDiAZcV/KJ33B37wzFpy3RZy3VYeXFIBwCXzCvnvCXoy3/w2uvYKMDk4bdHv8Tkg/YtHtPW/+bO1hHF1qylt+RBpnM8vzpjEU8uqcJgNIOHmkyZgMfYuBXaw0ukEL6yq4cxxNn6W9QmZn/8NIiGi+XMpP/JOahxuArGD1Y3HjeXacd2kvXxf0jb0qx6hzHUG33grwqmT0lkwJkhRmo1LJpkY995vwF2kXene/h7RkoXoLnqU2sY2/vHEuvg0RZtJj07ArjO2nCY9/Od4OPc+bfT33V9qB+X0MXDm3VB8+O7fXONGeP922PiSdnvSWXDMTyF9NOiH8P84fQwcdZP2szu1KxMBNmifzbd+puVQsB3cGUwb2jykmvp5Crczp8+yhPmpNjbUeTivf19NUdjqd/NxZT35KVbyUy1srPXyh8+8HDW5mLGA1ajDpNclLXECSLFq300GvYEch5EGT/IMrVRr4nQst+GDXsfJ3M0PoJ96FACtnf6kABvg3o/LOWZsOmBHT5QbF43l3x9uo9EbIMNh4ltHj0YvtT6ZDIL/nGJn7opbMWxaBwYzR8y5ha3uUfHtnTw5hw+2NPG3d7ciBJw4KZtjxiVmHgkd3PH6JorTbaTZTNz9Xhl5KRbMeu3LvssfiQXYCQ98VsXxk7T11mnhJtwf/zrpflPdUtI7NwMjOAnmILKbDSyakMWiUVZY8yQ8dat2TpQ7A1f2ZE5863gWXf0heOpZ391Ca1eQc2bmkxGsIn3lPxIbyp6C3lNNlzSzuPtWOteEuPN4J4bSM7lfphApa+PG2v9w9Ip/aOdahfOg9FhY/zzytL8iNr5IzsfncNLYk6A2NbmKTcDD/M730b31KY3H3IPLYkxanhaOSsZlObh4XhFPLasiEpUsGJOB02LAaNDR4QswMddJa1eQEyZk8cSXVUmfrbbuEG3dQVJsRv727hZ+dtokrnl4OSdMzCLTaeaEv3ysXcueW8R3jxtDttuK22ri9nOn8p0nVlLW2MW8knTu/Wg7G+q8mPQ6Lju8mPbuID8+dSK/eWUDiyZkMrcknXP+uYRAOMr4HCd/vXAGE3MPlbmRyv4aEWuylT3Y+nYiwAbY8HyiBnH9Wnjzx/DgGbDqsXgW8GPHZ3Hf5XO4f/EcHlg8l3NnFWA06KnvCBCJSlZXd1DWqK1tafZ0saHOw70fl8czPK6q6uCBJeX4HCVEZnxdKz22/AFoKycy///wOQrxhSN8+5gxnDE9j6uOKmV+aRrtgTB6b++6tsbOGjLsBuaNSqWuw8+KHW10BSNcv2gM6fouMt75rhZgAwQ7cb95PVZfAwajGY7/JVhTtCntJ92GPurHZjawuKSDV8a8zFPWO3jiiCrGOXpPOT+Yef1hpIQrS9vIXPbHeJZ5Xc1Sijbei10fZcWONm45zMxpnU8zSV/d5yJrc1Q7WL62oYWOrhBltS24O8u1kVt7BpzwG8iaCB3VEA7R1dkan5IIsK3JyxVHjEra5nmz8hkd3AAdVfDCt7SyMTsPyi1l2jp/b/LJWZKtbyUCbIBxp0L5B/DwmfDiDVqyvuHK30cN2O7mYVlerr81ePyk9Nd67J1c+do+s4uiNBvrazv6eIKiHJj2sJF/nWjjhQnv8oTxt7x65BaunWmhLaKtO842+rj88OTZOEeNzSDTrAUGUaHn5mML4tOqAQpSzMzITYyMWbqSEzEBmDpr0KNdpAoFeq8Nbe8Oopfad68x4qfJ4+OkyTlcd6x2HK5q7cYQuz/L6Gfutr9jaFqnPTkcIPfzXzPTkJhq2x2KxKf1Sglvrm/A1yOvR4bdTEmGncqWblZWtROKRrl0fjFGGSvR1cd616iEUCxAMka7IdD7M6oLqfJ7+6xmGbz2/UQ1mbpVdPijvL7gGb75YiPPV5op3f4YF0914LYaybVGtene7gI46TZtBpnZiT3q4U9zO3jh2Aamt75Fzme/5Ws5jXxrdCvuZX9LVL+p+lKbQWRNRbx0HR8XXsuSry1HN/V8RPuOXt3TtZdDxM/kz77PTcePTbpvWoEbjz/EGVNzuO7Y0dx43Bj0OsHzK2uYU5zK34uX8KTx13zb+ArfOyKFuo7ex8oOXwiH2UBrZ5B0u4nnrpzO6dNy+ekL2v4tJTz+5Q4+3ZaY/j45z81T1x7OG985ii/KW+P1uIORKP/9pJyx2S6eWV7N01fPZfHcLG57dWN8VHtzvZfbXt1IVx9LLxWlJzWS3R9Cfm3qake1dtKXNQGM1sF57bJ3+mh7F6ZeAA+dqdXOBKj4GI75ESz8IUTDTNbvYLKsBF0OBCbiIsTlU8z88oPkqb2H5wi+rO0dGHy0pZkfLXATSJ9M2bkfUN8lyXMIxrZ/ilUEWVHp5S/vJEaYnGYDj1w1n/CYk2Hto0nb6p7ydZp9UW44bgyd/ggtXUEKU614fEHSIs3oWzYnv7iU6PwewqWLML5wdaJ9y5vI8x+FzibE9g/Q58+CrPHo9SbY/AbM+vq+/W1HsBSbgQk5DjL9G3vdZyx7g2Pn3cKji2fS3biNHYb5pAgvtvTR0LIt8UBXHqu70wHt4PP21g7+uNBK9jNnJh6z9S1Ci9+khkw2b6jHaXFy7sx8/hVb3/TZ9lZGpdv5/onj6AqEsZsNeLqD2La9rj2/rQKmfi25gzXLwVu7+2zjPff5CWdAy1b4OJYZv+ITLQC/5Ml4vddhJWeKNgQke5yAzrlyWJaX62/1nRFS3P18yHHmaFUOIgHQJ4KU4jQb/6n3IqVkb0s9KsremJsRJOuDG9B7tAz2RTs+5aqpV9Bi09YrN3b4aOv08c/zJ1Dn8ZNhN7GjPUh1SwcTR+VhCrWjjwT55KpCDK3bkCYbnY5RdPsSx97gmJMxrHow6XX9067A75ekOmCsM9RrtPzcSS4K9e1ADtl27Tsmy2WmKxAmzW7C0+0nx66Nq+h8rRi29z53EK3lwLEAvNdHmbEPNjfyzQVamTCXPsDxE7NwmA0EwlEcZgPhUACDWbvYMC5Vz9FjM5hTkkYgHMVs0LGmqo2SVG1E32KxIsefhtj0SuIFDBYsaYX78L+hAFp1i54sbt7WHcnNr2pB5VlFdpwr/sn3J3rZUfp/dBoKCWVOwTjjAnj7F/HgWb/tPUad9Q9EKADrnsJny+eR7Taut3zc+zUrl8C8qyGlmMMD6wlZRyPf/Bti0mmwY0nyY/NmalVoZJTTCl4h99Jz2d7iI81mYlSGnf99WsEx4zMwG/R0ByPMLEphWr4bY8sm8pbeDkDajs9w1X/Bt4/+G9ubu4lISTgieXBJBWOzHDy3ooavzy8iz+jFKNup02fy6zMnk+4w8fiXO/ikrIW1Ne1MyHFS3eYjw2FGJ8DjD/HRlqZeb88XirC2pgNT+1a2NQV73f9JWTMtnUHsZhVGKbun9o4DFQlra1FfvSkxEnjKnTD7m2DoO8Njv8qfrQXQu7bVr0sE2Dt9+leYcRlULYFlD0D+TG0UKG82zL+W01zbCB41ivtW+XFZ9PxwjpGZ1gbqU0bjMBs4ZUoOTouB9zc3MSrNgsNXx+OeafzmVa1clxBwx6KZzOuG+z+tSHppbyDMhroOJmWkIo//FWL5AxAJIKdfjDmzBJsuyosbGnnoM+1KukEn+MuFMwiYXDicOeCtT9qe2Z2Bbskdye9PRhHb34fcKVC9nHZjBj57PpmVj2M46jvgqTtkSng5zUZ+fsZkIg0NdJecRFvO4aQ0LsO+/TUiBfNY1mzg1ufXxMttnD7exZ8W/hTzusegehnkzsAz5wb++ljixG9eoZ3c7ckXSDjpdiq6DbRY3KQ5BVsbvMwuTuVbR5fyzPJqZhencftrWqDfs97liSceTjr3aslVAruMXKSVgnUPU6fzZ0P5R9rvc6+ChjXatPPyj2Dlw9o0y8YNXxlkV7V2EQhHKc2wJ+rPDrTc6VrG/7d/AZ112vfE7CtgsF5/CNX79KTkWb76gftCb9SyPLduh8yJ8eY0uwkpocETIMfdz6+pHNKsbZvjAfZOjnUPE5x9NZCOy2HnO/lfkFq7gbri00htXcMRwUbaU7WLvB04GWPZQdZTF8enhLuKFlJ91O/j26sVWYze5TjZaB9Ltl77vh5HJQ+fZuX3K3SUtwY4Z4KVxdnbQWoJpOo8Qf71ceJYuvN794RSK/n5EDU5CWVPx1iXSJoFEOlRRnRavpvPtyefQ0wrSOQ4mKYrJ5jl4o4lXpo7Q5w/xcnFYyVu2QHYyJDNzB3ljtcfFgJuP2siKaEmIB19qAuRNRFMNm1GXloJTL0Ag28Ps5iUvu0szRbT/v/snXWYJMXdgN+eHrd1d5dzd+GQO9w9uCQECBBCEiLkI4RAQkiQQIJLcHc7uAPO3WVvb919Znfc+vuj93Z2bvbQPe/3eea5m+rqquqe2qr6Vf2k6GweXh/WKKt1aJDi8pBUWp5a3c68MQU4JvyDGbb3UIUiT2OFNU+BKQlGn0+TKo+XP+7mkmNzo63kU0bKh0pvXolaklDP+Q20b4HYDJh1q6y+rlLDzF9CxUcgqOgtOQe/38/cVVczccqvuGChmrPGp4MAzyyro6KtD1ElEJIkJAnMM6zkzPo/OhKnkNi6FFdA4rkVdaytswEQa9TwwPlj+d/KOi6fnsvZxWr0ax/lP+pLqelqJrffsetpY9I5aWQaKpXAmY8u45jSFDLjDMQbtfQ4fZSlWdjYEKlVoVOryIozkNL4GT3mKVGvvDTVgtWgiFAK38yRv7Lb33Tvho9/Halq++nt8unagaD8NNkWdA+JxVB6Cvid0XkFFbi7ZVVctQ5WPyGrkOvM0F1DUv4Yrm28nY/GrODN3PeZ3/Qw+tQSxlqd/Hp+EStrunhtbSNT8uK5aVoCtVIKdy8ND0ySBHd81Ys9INvh7o0oqFC1bkJYcr9s01NwLML65xB3vkeP0z0gYINsp3Pn+9voDRrYNfVeub39dIy9AbfKgjCEYKISBPyBIIszruXsmlM5dvlI/hLzfzR02iPthI5wshNMxOk1dKdM5+f+XzBvSSnXOq5h6/zXaJl+F48vqY2IZ/lBhYNl3RZZnXnk2RD00djVN6AelRevZ1JOLNLgjRu1DpJHUkcWf35/Bz95ajVf7+7EatBwYg68dH42YwY5Dw8MMswWkGTv9ac8GPm3ozHC/Hu+2flZ2WmQWCQ7PAt4YPNr8N6N8oL1/Bflfr5PP4lgc3p5dU09Fzy+irMeXc69H+9kd1vfPvMPK6JGjgt++Yfws2VwzO+iFkhHJF4HLaEY4oz7wYt6TIZssjIIQRAoSDazudE2/PUpHNUMqRkhCAOLqTSpje7EydzUdTqnvmbn6q0j2Zl3KTmCfDKsFULErvpHhM21vv5rEu3bBr4ntq+ImifjK19DkMLhvKa0vMTz8c/wybiV/L77D2Tr3IT6QwZKg8a/wePunvQ+MRbPMXeBLmxT6io/nx5reKPq1PJYCpPCnpRLkk0sKAkL2aLPgd/rYmJuPKeNTUcnqpA6d6HrV2lv9Oi5//OwZpQkwZ0fVtDuk+fyPkkPyx+Cls3ynGNKhs9+j1eJvPf9yZhAsOz0ga9CcimqQf20R7Cye+pf2ZJ0Eh/uclLX5aRJlY49ZIouSxCAECx7kJTEBFBJfGzPwZk9L5zHnAxTroX3fxGev/fUt+sT2Xwwf6680Z1UijT6AtYc/waXtF/MMUvL+JXuTywPFCIKAokmPTpRYE8U12BIGijSb0zh1oYZnPq6nRvqZ7Mk4bwBARtkz/yvr2vk+rkFFCYZCWis7Cy4irRYI229Hp5fUYteI5+OZ8QZeHTxbn57YhkN3S7+t6KO9fU9TM6L55wJmQNOAQGOLUumptPB7fMLSax+l/LWd7hwZNiJqUkrctfpI4ndH/OZwhGFsg3zY3F1QXAvVZJQULazPBBkTJDjDbdtlwe55HJILAS9Vd6NdA5Sg5n1K0CCTS/JDtMAmtZDVzWc/4LsvGz+vSQ1rgFtCmRdDrFZtNfZueO9sNrxK2saSFXHMaG0IMqhlTcQotcrcfWsfO4bFP4jxqChJNVMaPF7+78AAQAASURBVPUWRG+vvMvZj6ppLT0p0XY2nQ4fDq8PZ8JEms77FGx1CKZEuvXZZAshpHGXhu3PQd41LTqebb06rvqod6Btz27sJaQp5w5JOmo6fHufh/e3tPD+pmYaeuTNhWV1Tq7s1vHA+QnsaquOuqcjoIeGVdCwCimxBGtGCc9ebMDl9ZKbFEN1TwBp3CVQ8aY8sY69mJWUc/1LaweE8U+2tmFz+blmZh5jg1Wku1s5oSSdzyrCwvmknBjy8zJh1BJIKJYXkkXzwd0lbxh9W8zsjPFwwSuymvDL54U3T3a8L3sdn/u7SG/Tva3QuErW7ojNRIobw2/ebBq4/PiSGgwakVtO+JHh8r4PhhjgKPJ83dtEk5DCHON+UN2OyZI1F8rPiEjOTTCyqcHGCSOOfFV8hQOHJ7YIU2wealvNQFrf6CtxG5KIBbqFWP6wsIGt/WZWmxrt/Pw1Jy9dVs4owIwbbfvmqHLV9vAms6VnG+w1T1ra1oGqPwa1SosY9GDOGIU56IXi48DRyp4ZzmLQcGxRDF9UhjfBp2SbBza51AQRqxfRd8p/CXkcCFoj6o5tmL3tgBx2MNe2ihdPiKXSk4ogQJHOjt6+FjgVgK3k0eHo4DLzKvS+HpqM5XzqLuESRLRAtzsY5ebD4w9h88hzRYcqBdX464lZ/c+BSBEhczpd5lKOgm3H4cWSyuoRfyQl/yKytb1YzUncPCORm96VD1tijVouXKjh+tnZFCS10GL38u6mFmYsmEvcugcj17Blp8HiuyHow+xpYddZEq3GJO5Zdwsnz76CFH2A7MxMBGcn4uCDi75WeeO7Y6e8Lt7wApSdClKI6qR5XPrqCtz9gbTf39ZFmyvEHaeWY3f7uWx6LhsbbPz5g/A6U6dWYdCqWbRTXsNWtPaRlxi9KbCtuZdX1jby9oYmLpiUxRXTsvjXG6vp9ch/K1/t6qCjz8sfTi7lzPGZ/P2TioF2fL6jnT5PgJuPK+KmY4tIsurQqVWEJFnYr+9x8UjJM4zQtXGTfwPnzM+mVzKSWzKGvIwj21GpwvBwtMgc+w9rJhji5Ji3e9BZ5YXfgSKxSP4MJqEALn0Ptr0D7dtg5FlyzOvOXWEBew8emzwo1i2HF84YiH+IMQGu+Igt3dEem1/a6mLmGA0mrYhz0IlogkmLVi0SDAZ59dopdDi8mLQaDBoVelWQrtRZpG55JaKsjtxTyIjVR3mhLksxkWg1s3J7Dx0GE3p1GWq/yGc7url2RgZ6UQs/W4GqrwlUakLmNLA1UNnhihL+X93Qzk/nFJLx/d7sYUtdlwuTThwQsPfQ3ufF7vYztySJz7ZHquXlJsVC0fGQUISv5DSWVrRTHZJ3dDNjA0zIjePM94M8f+abpFS8iJBcTobWw44rjeD3YDNkMvOJWlZWd3PjvCKM657BsON1/nDREmaVpvPVrnamFSRyXFky8QmDJktLSqT9tadXVv9VaSAhf2j/BomF0LAyWjuhbinM/Q1k96t37THn6G2UHeR11xJb8SnPnHYTV7wX3gh7Z1Mz50/OIj1WiYG5X7A30hKKI9GwH5SnYrKhalFUcl6imaW7o23tFBR+DJs6BITxDzPDuwRd+yZ6c07gmfZCFrj8pAE1Lv2AgL2HPm+AKpvEKEAnhHAVnoovGKQ+bhp6wU/urmcIJY8YyK/KnQGbX44oQyo9BaE/TrZbNKMpnC9rxnjsYEkj2LYVv04OZagLOLh0cjq3TjHh7+1AY0mgRxWPJiBr7Gg9HRjXPwae02WnoQAV7xMwpwFyZAez5EDTtpPRKWMAAU3rOnSJeQPtsah8nON9GzFzDgTNpHsaSdK4qPMUUwRkmFXoNSo8g5ylJZl1pBnlydkThH/ZZ3PJrGwymj/BHlPOevNs/DaDImR/T/zBEJOtPQhiEJWlkGDtSo5JFFhziZkV3SYcQoi8BBPOgIrZxYm8sbaRPm+As9/T8sjcFxjT/TFaV5t88rz9HVnojslEaFwrq3qf9CxnjsvAqM/D0FuF+tkT8V65CNGcMuBQl/XPwazbZMG6aT3kzQZXFy1iCpsa+wYE2z2srukhJEn4gkG+3NXByIwYnr5sIk12N15fkLwkM795M7wZ1e3yDWn6M70ggTW18ib+e5uauXBy1oCAvYftLb14AxJqUYhqx6qabtbW9VCYZMaqlSjNiGdbs53Hv65m6e6wo7SbZ87gOvN6POlTCMQoArbCd0MRsn8scTnyKfBb18pxAy1pcOZjsn3RwSalPDKUF8g22KI2+vRda4Kv/h4WsEEWvGuWEG+ZH1V0eozsNOKW44t57OtqOvq8ZMQauGpmHoIAIzNj+d3b26jqcKARBa6Zlc/8skTE+BGEJlyBasP/QAoilZ6KJ2s2OTE6HjyriD98VIvd7ac4ycg9pxXS4/JTnqTmpXWdnDY2nbXNdkanaml3+Mg1JSB8+luo+QoEAbH8LKSpP8PSKz9bcYqZZLOG9Q29JJo16AO9HC2nh2admrGpegQh2mn4rrY+FoxMpcPhZUO9DYNG5HdzExnT8Z5s15pYgu7ls7kAgab5T6CeNotX1zfT2O0i1mTgc2c682f/lfhQG5kbHkJY+xSEgsSljWXr1fcw+uk+jBoRw/Tr8I6/lISEJC4pTuOSwR53/V7QDBFnsrsaPrgVqhfJmhnjr5CFZssQp5E6y9Bpg+2527bJNn8VH8t/nxojwoxfMNkaaWuYatVh0irD4f7C1VmHS0rEuj9Ci5oSIOCVtXZMYfuEohQz//lqN8GQFOHJWUHhx5BoUpPYuwvjtlfAmEDc+kc4bvLfMKnlgVanUUfE192DSSf7aAmGAtSNvpHfftjAprUORJXAT6fdz6VGkT3K20FUqMdeLJ9kS0EoPhFJH4M3JKAHOlTJWBzLEb7+GwS8sr3tKQ/R7hGJBZK1HjJcO1F9dIvsm0UfS+jE+whYZNOyoKiTfaOsfkzeeBc1MOlqNDHhcbbPkIG2/VNMtYsRJAmfJQNn1gz2jLrZGjuiMQZpyb8IGeIQvXZyjvkdPaKslZYVrOex+Ubu26AixqChz+PjjvEBEkOdQCFGXLxT6efLxlwunfIXNjb18d7yFp46PxzeSeE74Laj2fGebKbo7QNzMqpTHsS6+gGoXsyp8fk0H/swrpHpBD1OpmZZ+HqXjr6OAO19Ps79EKbkncuTcwNY3rtKHkfjcmHKz2DlY6xZ8C7Xv9VAe18XJq3I3SfncdzkmzAt/TvSaY8gbHqp//S6U9ag3PgiqA3gdxPInceCJ3dz5azo9bBRK7J8dxdmgxqDWuSL7e28tq4BSYIpefFcn2qhyxlep0oSbKi3cf0xBTzxdQ2+YIgZhQmcMSaNeaVJ3PdpBSFpaHMOnVrFtmY7mbHRG/YmrYjDE2B7Sy/XjQxiNKejU4sRAjbAIys60B1/LH/7bwUFSTYevnAc5elHx3pS4Yej2GQPB7kz4epF8NOlcM0iyJ9zsFu0b1RamHxtZFrxibJg4myNzu/oYEJuArkJ4RM+tUrgtgVlBINBajqdLBiRyg3zCplTnERbr4cYvYanl9RS1SE7tPIHJR79sormXh+Zzm2omtbBzJth1q8QXJ2ktH5JVW+IWbHdfHhqiI9ODfHyCT40jmb0ooSgNVOWEcNjS2rodvrJSUsm1ayVBaea/nBNkgTb3oSm9YyO9/H+WQbeyHiV51V/5sM5jTw230yCZNs/7/QQJD/JRKzg4rqJkZPA6WPTWVbVxa9e38RPpmRz+4mlPHZBGRemNKFvXQedFeDrBWsGW85dyvt9JVz38haaeryMzozl/MlZePu6iG1biqq9AmH14wMbM0LLRoQ1T/L+1SNYuruDW5aLrKEMU8dW6OkP69GwGj78FTx3Mnx1n2zmMJiNr8gCNsi/6bqnZY/hQ5E6RtbOGMyc38oevPcgBWHVf2UBG8Dvgq/+hl4M7zxoRIGfzikgRrGv2m80t7SSpPFG2AkOG4IA8blRGjpWvYY4o5ZdB8reXuGooEDTSfbXt4KtDprXQ3cVo1bdhlUtj4Mj9Z38fE6kUHF8WTJlFln4DEoSz6xoZlOzPD8GQxKPLmthR094ORasXy2H4Jx5M8y+DTx2hC2vI/WPtVm+3QiL/ixvLgFCTw3iF3eQLPafoIdCqD74Rdj5qceG6oNfIIRkAVavVsnenvd4pQ76YeV/0DEofnFvG6uzruYa4U9cq/oTazMvI9AX9jiu9fexyTiV31jv4QL3b3i74C56GiswqWTBSCUFyQw2MjfPhNsXZEGhhSTnTtSiPAYkCn08f14uV05K5IOtHcRqArx6WTklBuXv9XvRugk+uFkWsAEc7Qgf3CRHkwGE7mqSlt3Jjtomjo9p5IQl5/GbuWkRfnM6HX6eqEul++zX4aLXIHcWfHEn7bP+zC/ea6S9T+5nTl+QW9+torbwMoSJV0BPjawmnjJS9qWy+klo3yH/XXj7CPkcPHzRWHa19jG9ICGi2ZdPz+W9zc38a+EuTHo1r65tGDgQWFXTzRc72vn57PyIe1KsOpDgtyeW8vFNM/nZ7HxeW9/EU0truXRaLvefN4ZXVjdwXFlkZJLLpufy1vomvtrVwbySpKhrH2xuodvpxRgrbzK5fZGn3SCvY/ecgld1OLnrw+049zoxV1DYG+XoZriwpsqfQ52gB1o3w7F3gM8FGr08KPa1wrQb5YWDSgRBhL4WyJ9DTqKJ56+awtYmG05vkJJUCyPSY6htbOK4kgR6fRLtvV5KUyzoRIlAMMiq2q6oqlvsHjRtX8n1t4bVgLR+N6XFp2B65TJiB3kRjxt9AQ2p9/Dm8nreXC8LSevrbXy+o50nLhlPTs2X0c9Xv5y0rEmkf34J+ORFTF7DCkKzfw3lvxred3kI4/EFeXZjH79M3saUs6ew3mZEI6rY3GhjdY288FpW1cWa6m4+O8mB+q1LwzdXfkbvZV/w8noHL62WheP19T0s3NHGfy4ezyliNZp1z0HWpKh6hdolZE3rYrSqlWMS2ultbqUlv4S0xtWyDfWbV4YF3sY1si3tqQ/KO+BeB+x8P6pMapdFh/kCWbA6+X5o3gCOdojLk9XOnV3y6abcIvl0fDCShODr5d6zpuP2BylLszA5dxjUv7wO+Xn6WiE2C5LKhz6tPwpp6uwhUR8dh33YiMmRx5T8uRHJxSlm1tR2U5ZmHfo+BYXvSainNko9SOipIeTqBvLA3cVF4gbKLzqNOpuPZLOG0VSSaquH7DxapQQW1UbHdt9pU/UHz4KOzBPI1KhlPyOSBJkTaTYUYxS0GAC1PToWsdC8AUvQBoDG1SqrkQ/G70bs30g3ejsQar+KLsMWtgvfRgGXfhg2t/i8El46O5/p/d8rpCwu/LQVl0+uZ00d3DFnIhf5ZYGsw1TMDetU7GiXY36vr7exOn8k/xyTSTygtqbx/ppdPLGqrf86fLDDzhuXFke1S2HfSLYGhL08hONolzUR+9E2r2bqDAmxtwGhp4pjHB/w1oXHsssuYtGE0OhMXPtaBRPis5iTniqH4PK7aROTabFHruWCIYlupwfavkJY/lD4QsWHMONm2Z4bwJqKEx07WnoRBIkLRsdx8cQ0trd7MGpFFu1sp7HHTVa8ge1DhIldVtXFT2fn8dAFY2mxe0gw66jrcvDwoipuOb6YHqefn76wfsCB69q6Hm4+roh5pYm8t6mVe88aRUOPm7HpRkab7SSas/AFJEw6FQtGplLX7caoFfliRztNNjezixLBKK8D8pNMxBk19LjCm07js2PZ1RaOhLKiqpsupw+TXhGjFPaN0juONqwZsjfPPSGQQD4JmnGT7DHy8z+F7cvTx8H0XwCQHW/EqBHxBUOkWPWIKoFk0cm7jRIPLQp7EP39iSWMSNJSnmYlK97A/BGp9Dj9PLyokmSLFiEU7VxKShuLwVaFsFeYLtXW12kddzfvbGyOSO/o87K7w8WYjAkIzRsiC0sbCx27BgTsgbJWP06o5BRUGWO+5ws7PGmxuTEb9XzqLuVU1TLe75nOG+sj32NGrIGxM7PRbbot8mZJolLK5vV1ayKSu50+arqcTN72PDSvgzHnR9UrpY0Flcicr84bSAv5b5Fjt0+6Kixg72H72zD1Z5A1RfYsnjdbFlQjGjpu3w+aWCQLte/dMHCqQ9npcPJ9cmgnS4pswtHXEnGbKr6AC7Ky913u98XvhpX/gcV/Caed/giMueioCM/1bdT3eEky7sf3EJ8va7LsRWmqlaWVnVw6LXf/1a1wVCFaUqITzSmodbKfCa8ugSSNl+PfHh0WxsddgnP0ZaiBeNHF2MwYPt8Z6S8gLS7svVhlTkbauIWO1NkE1XpS6xeinjUfs+AFdGE76kFIicUE1UZEkM1mNIZInxUqtbyZCXK+1NHyBmXEc4QDNb1YEanuDvDaLonp/Xur23r1EREqAB5Z6+SEcflkAlXdPna0R/rM+LK6j9oeH/HJ0NLTy7NrI2Nxdzt97OrwkP8NwSUUwmxpsjPSkkqUXZg+RvZB0k8goZStXQLFqQnkzL4NzYZnGWv7M2MByZpB18lPMTXHTJJjBzQ64NSHYdV/iFe5o4RNgBKLDz57KbIxPicgQfJImHgFaIx4VWaeW17HO5cVkrjmH/SETNy3+3hqu8KObjv6vBQmm9mb8jQrj39dQ4xBw4KRqWys72ZGURKvXDsFq07DmrqeqP733PJanrxsIhdOzkIjCpTGSuTteBjRY+P4Sbdx9xIby3Z38so1U+l2+nl5dT2zipO45bgiStPC5mfZCSYeOH8sTy+rYVtzL8eUJHH62AyqOhysru6m2+VjRLqVGCWEl8K3oKz+jjbicuTFv9ivGisIcMJfIa6A0IpHIh24NW8gWL8Kjz/Ih5ubOfXfSznmH19y78c7aOpxsd1l5d+LqyKK/8fCStpcIf54chkaUeTW1zbz+JJqbj+pjFEJyIuD9HGyDbjOIi+O08YiBIcIryWoUCEMGQ5MJQAjzpLv30P6ONlDujBEt1aJfFNYpyONIBKnlcfw3I4QZ60p4/QxaWQMskeamBPHpNx4ulx+fFK0mrQgMKRqrygIIKpltevEQig6IXzRnAzTbkT95DER96iWPQilJw/9uwgqBoYhlQomXCHbg+0hZxbkzd33g7q64aNfhQVsgB3vQssW+f/WdLm/D3aeNvd3kFzGsNJRAV/eHZn20a+gJ9qL+1GHJFHjEEmy7sd41dZU+eRur6gO5WlWVtV0E9rbE6KCwg9ErdXjmP6bQQl6nPP/RYwgCw7mkAOWPhAp9Gz4H7qg7OnZLLm4ZmoySeawlssxJYmMtIQ3hg3OJl7OuoMFG6Zw/IpRPJJ6F9jqBxyf+bRx+CYOMvvSWfAd83+4Q7LdtwByfGJVvxCgEmHmLXLoRMATgNC8P8pOW/uRRp6L3xLeeNSI0QKEdpDfCkHURF0XVQJC/9/avixDVP2bjqIQ2scco/ytfhd8gSCPfVXF510JSHN/F37hohYW3AsbXpS/6yw0Tb+LV7Y6+KgrlZC3D2xhTQiht4nEipd5Lv1dSrLTZft8axbkHUNGYhz3nVaATi3/ZoIAtx+bSbynIdy3BqMxytE/gh7amyr5qNXCgxeOJb53J6oNz5Ow/Tnuna7CqA070z11dDqSJDE+O9wXM+MMjMqIYXeHg9ouJ+VpViRJ4OZXNnLLq5vY2Ggbcl2oVqkIBiXqulz8/MUNbOqUeCXmGj7M+x3zn6rE7vLxn59MoK7LxfKqTv5wShnbmuxc9sxqfvnqJra3yCfqle19/G9lHb5AiIcvHEesUcsVz67hmWW1/PHUco4pTuDO00YoJmYK34qyDXM0UnIi/HQJ2BtkwSixBPxuVC0bo7IG23ayI8HO9S+Fd7yf6A95VJxsGDKEl1ZU8dSKBt7eIJ9aNva4ufX1TTx36ViyLWmyTXhvk2wHFp+PoI/DaUjHFJeL0FM7UFZo/OUUmrxcODmL51eEJ4WseAOFiQaEL/4qO5mzNciLCHMarH0cpl4vq/0MiukszboNVdwwnlwe4jT2eDC2b+H56Q4qYmczQdzN6ycJ7ArkEdRaSTGJPLqsno+3tXLCyRczoubT8KJQpWaEro1Lp+XyxJKwkJgWoyc/0Ujw2DtRT7gCKj6BObfD+MuQ/C4CsXlsaOhl8t5O9aQQ9NsCklAoO9/bw9iLI8NtJZfCFR/LtoIqjRwSxBRpyxWBt0+2I98b5yDP6QXz5P7eUwumRLm/a4fZi7izM9rDnN8thxT7huYfFbi6qA6lMN6yH1XnBZXct5o3QOHxA8kJZh0xBg1bm+2Mzozdf/UrHDXoJQ8+dwe9Z7+M5OlDZbBirniXwLSfowZCQb8cpnJv3PJ8JOrMTOl5nRdOGUulLxOjGsr6lpHqTwBkD+Pr/Vn8bnFYs+sfy+0kHp/PBQEPYGKXN46HWk7iJ7OPxRTqozqYxLotBn7f76JCkoIICcWyU1Z7v0PWQSrFWmMML1cmc9aZz6HrrUbSxVIpZeL0JjOhP8/F5Vo+3BqO+KES4Nyi8JKxIE5NjEGD3R0+5bxpTiaiWha+48wmJmZbWVsffhenjkxCp5M3PFN0AX4+PYV/fR3WMsqI0VIcp5z9fBdcviBbmux8sNnF2z85lXEXT5A9fcdkQXsFxGUjzb8HITaXuB2f8OWVV5MktSOs2BldWHc1mlm/gspP5YMYRwt89EukE+9jRvIY3rpyBC02FwlmHbnti9BosmHcJfD1feEyDHGyBuGG52k9+11uXh9iZUM9l00TGJfZr7HgdzF12VV8OOu31AupGNJH8Pev2nh9XSOnjUnn1DGp5MZqyBLaSW18ldPPKadSW8rCHW282G+61mL38Lu3t/LqtVOINWqwDTplv2Z2Hv/9qoop+Qm093n503vb+Od5Y3j862pOHJXGuxub+c2bm1kwMo3SNCu/fmPzwCn9kt2dNLy4jhevmsLtb25hbV0P50/M4rkVtXyyVV5P1Ha5+NXrm3juiklMHA4TM4UjHkXIPhpRibIwk1w6kNQbEPDnn0bCugcjsvYkTWB7c7QjkpfXNPD4xaMx69Q4vOHJO9GsRaUS+HBLpHquJEFVl4dZqRJ8dFtYnVvUwHkv8GGrlenHPkJa21eIHdvw5R3Ll74yCt1Bzi83UpQ8giWVnZSkmJldFE8+DVA4j95lT1CbNA9RgNy1/8A46jSkUAhm3YbQtRscrZA+Xj7R9PWBMXb43uMhzGfbWjk+MwW3v5cpujqMr5yD0e8mHUCtY/vFG/hkWyuSBL9abeLeY18ir+VDdHojuoRsdLs+4aySs8hLHMlXFR0UJJuZW5xArsmPWLsGPvylXNGyB2TPtmc+TtGj7fx+poXJpkRZ6NyDzgJx+bL9//F3yb/5uudk+9n8OaDbK/alNX1IdcghMSVDycmw84PI9ITC8P8FYegwd8NJXI68i+93hdOs6RCjBKOhaze1pHOSeT8vnhMKoX5VhJANMDozhkU72hUhW2F46G1Cv+Fp9BuejkiWxl8CQFClRxOXJzuF2oOoJaSPBcCGBb3XS0lwDSVNa2WnowkFdIVyBvbjPquLPs19eYefU2ZYMQNVDg2fV7n4vArACDgRBCeXzSiQ42fo4+XQhZsGhcssPQVp1q8QgBavlplswPDSjQOXC2PzqJ3/HCDrapdZPbxyio736+UoFadluSmyhjWGijRdvHy8n0/bYqjrg1Oy/UxMaMEtyur0MSoX90/q5avSDFY1eZmTrWOmuRmvSg5v2h3Qc3FyPQVnFvPpLjtlSXqOz4b4QCeg2GV/GzEGDaePSeehRbv5vCHEWMMahC/vicgjHP8XMCZgTc7GHGhC5bVBwXGw+/PIwgqPg9d+MuA8TUobC9d8SZVLR4LkYcSOBxmx5slw/hFnw4TLkOILEHZ+IB/WxGTBkvvxpU3iHxtFVjbImhvvb27h96MK5JPvUABcXeQtu43cpBI+NTzK2jpZe/K9Tc1cOlLLxHW3QPWXAJiBvouW8sGmyHCjABWtvTxy0XgW75Rtqo8rS0YrqlhU0cFpY8PBWrc12wkEQ2THyxvrbb1erP121Hurwdd2uqjqcA60aXZxIje+HGlSEQxJ1HQ6mVkU6UBNQWEolC1DBQB0ajUbE07BWXiqLJSo9bRP+g27teVYdNHdJDtOj6BSc/85o0jrj12YHW/kvrNHohGFIeMZWnRqQjVLI+2lg35CG18gI1bPrBfsnLBxBtcHb2Xix5n86vM+7JhwdjZyQeXNPF64klvtfyOh8Qt85mzqMk/nOvulnLbQysmfWfm9+Eta4iYhtG9F+PR22RFHTy18+VeET39LyDPE6cIRSm6iif9t8yPmTMVQ8VaEbV576aW0ugSSLfJvtKPdw+kfSJxZfy5fZV8Pn/0Bvv4bZVIVF608jccKV/Jr7ZtMan+DhEA7wld/i6hL6KlB6NgBwENr3Gye8SihPSrfMZlw5uPyCeObV8ErF8Kiv8CsW2Dy1T9e8NUaYN4fIXuG/F1nldXDU0f/uHK/LwmFcP6L8okRQHwBnPs8WNMObDsOQQJtFTQHY0gx7WdzjaRS2dNu0BuRPDYrNiomvILCDyWkHcKJns5CQJQ3C32iAaZeFx7bzMlw7B14BXmRrxX8rNRMxVW9QtbqqV1GiyNAZSg8VmQlmKKqKEg0sGcqtmqivR8nmnWY+z17C+6uSAEbYOcHCE75RDE+1E3OukiBTG2rIcUV1grSbXyOyQvP5q7OX/Dn9huZuPAcNFteHbhu6NxE+WcXcUv11TzguI3jvj6b2E9vItEv/60le+vJ8VRw6caLeMTxS85bdxHpvmrS/bJzNaPkpClmLP9c0kZQpeX9nX0sa9PgV0eHWVKIRhAEzpmYxSmj09jR5kIyxMPIs2WtHpVa1hLTmSHoQ+quQvXyufDm1fLBw6Rr5DwqESZeCbbasHdy5EghdO2mS0zhvLft+OP3mqe3vYl38d9ZKE3GNfpSqFsOX9xJML6Q1SP+wNs7wmWlxeip1hbhO/URWZMMkJJK8S24n5VdBkSVgKgSuGRqNqM0TQMC9h5impeRGhOtBRWSBKrb+7hociYnjkzhT+9v5/a3t/LbBaWsqAo7a0sy67G7/QMaGYIgR8jRiNHrWrVKNk809auz97oDJA2hgWVRnJ0pfEeUnqIAgE4jEpNeyE07fsqp06/EHRJ5r07DXyankdnbSEGCjqouefGqEQV+NdVMTpyeL3a087czSgGBUCjElqY+puTncdvxRfzi1U0DA1t5moWyFCOBpi7EvSt3dJBtVTO7KJGvKzup7pB3QP94Sjn5iQbebszmXfWtTHV6aTaMZlODifvGqXhxRy/LasKC8ztbu5mZa+ZsY38Nfa3yB8BtC6ssHwUcV5rMs8tq6ZaKyBnsUE6lZm3cSdz9/g5+eXwxv3lr84CWs0WvJt/br0oW9CH53QgjzgSPDZrWIUy+Vg7XtbfXWhiwie7zBrhkoZq3Ln2bAqMbjIlQ/RWseSKct2WjfJKdMgrUw2DTlFwKF70yEAebuIPgNUcQoHAeXLtYNlMwpwwsKI52autrSNSMRCvuZyFbZwZLOjSuhZwZA8mlqVaabLtp6HaRFT/MZgIKRx32mGLii05AqPxsIC0453YcljwMgDm1CGf1Ikzp46H8dHDbcLVWIo64CACT5EYvStwavIEFRX6cQZGP6kTuzgjPZdOyDCSatXQ6ZKHZpBU5Z0wSGpU8WJcZe5mebWB5fXjz9M6ZBlJEeQNb8rmH9EAi+eV0neSR58S90IfCmjhqV//GVFfY74p6sBnOno3bvpawY0mPDTEkt1kUQvDlPRD0hR1efv0P1Oe9ILdF1PHbD6qo7nRR3SnX+3+tfYy+rARFEfe7kR1v5L5zxtBocyE5PLD9PZj1S5CA+hWy0N1ThbD++fBNyx6AGbfAuc8h9bUgpI2Fp46LLjzg5sml1fzyhBI+aBc5PS4P1R7tDFFL1Ygb+M/yFtblZZGYcx8pxT5GlZXx59d3E+xf+KlVAjfOK+Sy5zZg0KXw9lmvYA32UCNk8Z/1XjJjNVw3twCAi0Zb0NWtiGpG4rI7uemMdfzsxY0E+svNSzQRY9Dwz893ceKodGYUJvHcFZMISXDfJztZXSufRGfGGUiP1XPm+Ew+6teuvGZGNlub7Di8QU4bk857m8IOYa+bW0CTzcUVM/P496Ld/HtxJb88vpjfvrVlYJ00NiuGURlKfGyF74YiZCsMMCEnjl+eOJqKtj6sapF7JlrJSTDBrs94dmSArdoxuCQNJep2ylfdiKroDc6fnM3mRhttvV7SYwycOykLo07DzIJY/nf5eHZ3uDDr1ZQn6yjLTqKh/QSyNj4bUW9z8SWsaHByy3GFnDEugx6Xj+x4IwZVkPpuL0VJJjLjiqjvcpGUoOWqUUa8AYnPqlxRz7CszsnZJ0yWVZKDYaFaGveT766CfARQlh7Diz8pw+zeRaDkVNQ73pEvmFPY2K2hydbLJ1tbeOiCcbT1ejDr1Iw1dlH4xskASLmz8MYWoHHbEAJehIlXIbRtB10sjL0I1g5SlRS1kFjEPWfl4wtIFCSZyMqIAW2/AN0U6aUckL3bOzsgJiP62g9Bbx3wnHtQsaSFT7MVANjZ1EOW+QA5M0ofC7s+iRCyRZXApNw4PtjczHVzC/d9r4LCd2BVc5CRE24nc+Q54OpCisvlnY50ynp6SYqLQSWKCCPPxt+aj8pWi5Q4Ail5NKaYfmVwQWSKZxmWvHwqAsnEafzck72eLMKxtSdoG3n6tAS2Oa0EQxJlVh8TVNtALfsVCYQE/pm1lK2l07AFdRRoeyj0LaUxdDWFgNOaizmpFKEjbH8rxebgseZjBNrVaWSOvQTVmsfCDyZqCcTmscedmXvkxViqFkY8u3fEuQxsiyYWh1WA99Qx9id4NHEYAcnrlAXswbh7ICCn2bwSO9qi5/BGu5fx3/G3UACDVqQo2QLJs+SQka1bZSeixfOROnYhdFVF37TlVYjJJJg0ArXWglQ8H2HXp+HrOitSQhGrarr5+ZxCzn3ZQd/MB7kgpRFtby1ojBj9dq4oM6FNjuNnL8jCt/HrjSz/aQGm7k4En5NAQgm1IRe3TdZToO3G9PHvEbU6Pki/j7MT2yk09FLhieO9lhgSgj7ZT5ApSV4b9COlj2Ou7R2euuwsdne40alVGDUit72xiUAIOhxeytKsJJh1uDw+rj+mkBM7neg1Ihmxehp6XJSnmSkwusnEw8g8sJvL2drci1YUOGV0Gna3n8w4A1sa7XywuZWceCO3zS/B7Q+iVsF/L55As91NjEHDqIwYCpItKCh8FxQhW2EAQRAoT4+hPH2vXbr4fLIWXkzW4LTSU0EfQ6ZGT2Zc9OmQpWkJM964jBn9J5xSzky8C+5nfagE37zHyN36MGLQQ335z1itGkOCScuZ/1kZUUZajJ4nLh2P3RNgRVUXX+xspyjZwiXTsilMimN2jp4tTZGnqhMzjEiiAc57AZb+C6GvGWnk2UjFJ6E6mryLhyRy7CsxvHsNZE+FeX9A2vImgqCiPDMe1vWyqKKDRRXyZHbRxHTO1r8oh3grPA6h4Bi03btQrXwE5vwGXr1YLvisJ2DMhbJa9tY3kWKyEGbchJA5nQsL9uHYarBjsz1kTBiISalwBCNJ7OwOkZl+gOKFp46Cys/k2OiDIg9ML0jkxVV1/GxOAcK+3B5/C6GQhGool7YKRxVliRrMa55Btb3/dFAQmDzvEfSWBQN59JXvo/ro1oHvqglX4J39W3QxqaC3oFJrGenayMgd78vj4MhzIn1TZIxndNUXjN74Cwi4ZU/hBScNXK5WZRObMJWZFY+gt1XSUXAOn5rmM90oq1rv8qcy4sR/otvwDELdMqTMSfgnXMt2fwYTkTeedmaeTYnWhLjtDSRLBu6pN7E+WMzM/jpq9KXkn/Qo5jUPEkKFc8rN1GhL2WOI41IZMZ37HCx/SD7JHnUeUtZUpP7IJUFjAqJKlLWf9qCzENDFIALxBpHcBH1EOCeANOsBGiuORLImy59+AiEJtRSIWvlI6eMJpY9DvfwhArlzUM38JcRkIVR8jJRUCtNv4JblWkanx2B3+wiEJF6uFDht/Ay07Vtg40vkxBeQNPkX/K2ik3+cO4ZnltVw7ywNMR9fj9C0FgC1xkjpmY9TuvLKgQ0X24QbudiwnKSv/ghAMjB1wX1orKfBzg9h5s2yynjbNsidiX/itWi++htWoYi7PojctEmx6ogf5OHbqNeSGWeg1xPgrfWN7GjpY0GJlUuTq8mreR5h5k2QM4oY5DBde9PY42ZJZSej5hZQ0+lk2e5OSlMt3HJ8MfNHpv7YX0fhKESxyVb4djInwahzw98taTD3N7IjqyHwdjeiWnRnRFgloW4p6rZNZKXE84eKHH5jvZffJTzADTvKyE5PJydGx3Vz8tFpVCRZdJh0In86pZx4g4ioEmixu7hxXiEFySbW1fXQ1uvmzFEJFCeF7bemZpuYlWtEpRIQqr8mdMoDhM5/CSGhGFXQA+ajx1FFb1sNhs9ukz171y2HZQ8jFM3Hd9zdTO79nGOLw+EysuIMXDguAY1aB9Nvgt5meP1yhIV/hMk/lZ2kzPqVrBL91jXw5d8ITPopoQtfRTjjMShZALpvWBhlT4OCY8PfY7NlD/MaxfbuiKevha2BTLLiDtBvLWohf56sEhnoV2cNBSmJF3D7g6yv7/nG2/dGkiTeWNfIcfd/RcHvPmLGvYt4dU090t6e5BWOGrKlFuK3D1K/lSSylv+eJI18Kutr3Ijq8z/JtrHmFBC1qNY9g9i6Vc6v1kHhsVC1WBaITEnQslneINqD1ghlp8qRFq7+AsZdDMbwmF2aauHtjnRu5jb+VfAUl1TPIymzkPRYecN7VHoMb3dm8aj5RupOeZWn4m/lxdYMytPlE7iMxFh6jLlcWnsCX05/nicy/8r/bU8j1RIOy6U1WLllWwFr5r7A2rnPc+uWbHTGsGASMCThqvhC9jK94G/QXYVbtGCKlx2f1Yn5BI/7c3/4TEDUEpz/N+q1sjZJfEomfzslH4sufNZz44wUShMVIXu46LCOpDt+PFJxeANIsmbA5J8i9tRB+elsTj6d2S+76Jr2ewIXvELL3PvJe8LN8uoerjumkMufXYvVoOYvp48kNjUX5v8VLv+Y9pOe4Ji3JZ5fWc+d729jwYhUykK7BgRsQHYEuvxBmP4LAAKJZXjyTyBp6R0R7dQs/L1shnbKP2HxX+X/582B7On0GAuon/13VjpSuGJG7kCkMoNG5P5zx5Cyl/+fXk+Afy3cxZjMWC6YnIWkNhBIKMF52pORIUeHYHpBAnOKk3j0yyrW1/Vw6ug0/nBymeI0U+EHIxzuiwVBEBYADwIi8KQkSfd+U/6JEydKa9eu/aYsCkPhsUPHLnnQTCj4Rq/JvpbtaJ+cE6UqFpx/L4tizsTnD4Egn7YatWq6+zzEmXVMsHSjb12HqruKYOZkdki5mBIz8dg7KA5UIDauJhRfQFvceGJSsonZ/T5dcWOo7nIjqlQUJOqIb1sJk66SVaZql0BvC+RMh7xZcmzu4WfYjraGs2/aajcS+2x/PJfxl+JLGUeoqwpH4mg8iaMwSG5q7BIetKTEWSnoXITqw1uiC7riEzmmZmIJQW8fob52vJZsmvRFlKTHDl1582Zo3SgvHFNGQNpY2flP+3bZji+pFJIU77H7mUOiX0o7PmTc/9z8ZV4cCYYDtKcrhWTbxM5dsudmeyMIAh+Lc+lIncN/rj7m28sAepw+bnplAy12D+dPyqI01UpNp4Onl9UwqyiJO08b8YNPxY9yDom++UPxbH4H/VuXRaX7rlmCNmM0vsrFaNc9CWlj5LHTkgruHgLpk1CPu0DO7PdA62boqACtWR4TU8q+Vzu8zVsJNaxBsNUTypqCMWusXFc/webNCK2b5HqSRxBKG4c6Y8ygApy4alagql+OZEknlD0dU0ZY60gKheitXo1YtwxJEAjlzMSaNxFBFf479jdtQlW/HKGvlVDODNR5MwfCIy7a0cZX2+q5bbQHtasNrymD25fD5bOLmZwXjmtYV1dLQ4+LGIOWwmQLhriU7/UehpHDul9G0FUNdcvAVocvYypOcy4xfZUIvj6IL0Hwdsub75IEOdNotI5nY4uL/CQTLXYvTm+ArDgjW5tsBCSYmhfPjpZeqtrsjE+C8dpaYvUiffVbqNGV8retZra2+9kwdzPil3+JbIshDi56naDfTac+B113BbFvnBvd5is/hawp0F0l/90YE8AQj9S0DmftOpoNxXwdKMGpisUfkphdlMik3PioMXjRjjaufC763b93w4zvJCz3OH1UdTjwB0MUJJlJtg59mHSAUSaaw5TDWl1cEAQReAQ4HmgE1giC8J4kSdsPbsuOQPQxkDXpO2UVYjORiuYj7Hw/Il2Ky+OzrW28vrYxIn1MZgwvn5WI4d1rEdq2DKSPm/krPAW/Ql/5LuKiOwfSc9LHo7rwZSRTHMn/m03yHpswjRHp/BcRuqvh5QvB3h9be/mDsprz6PN+wIMfngRMqYRSx6CypBB0dqP9WBag9UBw9IWIvQ0k1C4FIGRKRTr93/JJ9eBNt9zZst1dzjRA3sUSAQ1Qsq+K7c2w4mHY8lo4rWi+vPtddPy+7lI4QqnbtRmNWHzgBGyQTxBHnAGOdnlTx5ICoo45DZv45eYOqip3UFD0zQLN7nYHVzyzmjFZsVwzOx91v2BRmGzhDyeXc8/HO3nwi0puPk7ZLDrasBuy0O9li+xPHkW3mEgqQFwekikJYfHd4ZsyJ8Hoi8LfqxfDyxeEv5sS4fIPZWH7u9C2Hd2bl4adkq1ADo84Qz4xxNaIuOIh2PL6wC2q4gVwwl8hUXY0xc4PML59bbjM2By49F2Il23DndUriXn59PBmuVqH48L3MBdMlb93VaF59cIBp2aq5Q/AOc/AyLMA2TnVjZu7eG5tEDAA3aRa9dyREGlelpOTS85B8FV5xGKrh5fPlzcZAS2gXfA3Wa2/twkufkM2/9qjabhcS+b5L5L5tiz4lgPe5LE8kvpnHlrt4LkrJvGHd7eyrs42UMUvp8VyfesfsZafypgvLuGhEx5hsWYOgnkvG3yAkpMgdTSiRkcKgC4gh/Uc5M0cS6qs4SYIcqSOhEL5+ke3IWx6GTNyULfU4rP5tftSPql0EmfURGzW7CEr3ohOrcIbCA2k5SYayYj9btpUcSYtE02KKZvC8HC4q4tPBnZLklQtSZIPeAU4/SC36ahHY7ASmHELUl7/Sao+ltCJ9xHKnExBojkqf0mqBUP39ggBG0Bc+W9MXVsRv44MGaVqXk8wFIK1z0QsdPC7ZHtMnycsYO9h4R3yovsowRiTiH/O7yD/GMSKyBjS4uaXIXfmwHeVs1V2UnPKA2E76aypcNyfwBQ9iX0jnTsjBWyAyk+hs/IHPIXC4c6a6laKraFvz7g/MCfLnubVehAEjNljOTnFzl9eWhhpJ7oXy3d3cu5/l3Py6DQunpIzIGDvwahVc+vxxby4so6FSmiwo45mTQ6V8x6TVcEBf8pY1o+7G782FgCt5EXY8L/ImxrXIPrlqBm47fDFXZHXnZ3QMISDyH3RsjnC6zcAS+6H9n5HZ50VEQI2IDsE7Oofhx1t8Hmkyi62OmjZNPBV3Pi/SG20gBdx66CxvXlj2Gv4Hj7/k/wsQF6SmScvm0hmv6lIcYqZ//xkPKlWxUxov9K6dUDAHuDLe6D8NNmr+La3I0z5CPpg86twbLg/6No3ckxcJzccU4AkESFgA/x7dR91+f0bLKYkElfezbllOlRZU+TNHl2/Y7CiE2STM80gE4CEArjgZYjNlb8nlsg+dPZ2TNu1W471Pgjrrjc5L0+24U8yD21WUJhs5olLJw6Eli1Ps/LwBeNI2Ed+BYX9yWF9kg1kAA2DvjcCU/bOJAjCtcC1ANnZ2QemZUc5mqwJ+M56GqG7mpDGiC59JFpgXpmGZ5bX0NYrD/JmnZpLpuYgdG6LLiTolT2E7xX3FpBPXL1DhJJy98g2b3vj7Y3wNn6osL/6plGrxtdRAXH7UOuXIgUfdfsWUBvg8o/ldxWX98Ns2P2eodMD+0hXOCQZln7pc7K4K54RpfvFTOMHsWBcHr9f2Mbbb77AmedGqvxKksTzK2p54PNKrj+mkBF7O4AcRKxRy43zivj1G5t46+czyEs8dJ7xSOdgz+e5SVbuXVtMZtFTZBv9rGjXMkGbw5Q94eGCvsjN336EPQJryD/03OVzfPdGBIcYT32O8By3z3G4309B0B95kjhwPXyfxt0ZdVk1OG1PWYPxRM6z0woSefvn0+lx+Uk064g3DUPIxkOUg90vB/AP8bv4nfL8bk2TN2D2xt0TFRWjPEnH6PISvqyIPpzwBUP4VTq5z2mM4OqSf/eYDFmbomCe3JcSisAwxDiaNwuuXiiHuzQlDb2ZHxhi3QdoJD+lqVbGZccNeV0QBGYXJ/Hu9TOwuf0kW3TEGo/cfqdwaHO4n2QPGQoyKkGSHpckaaIkSROTko4e51cHG60lEU3OZHTpIwfSilMsvHrtNB69eDwPXziWt38+nVGZsbIHan1sZAHFJ8nqyuVnRqbrYxGDIRh9YXSlpSfJE4q416A65bpDMrTS/uybmrypoBKRBnlZBpBSRoFt0N6USi3bq2dPlmNOZ03+4U7iEgohZWRkWlweJCqhkw4nhqNf+quXsjQ0kjFph84JgkYtcv04LXeu1/PZuvBis8nm5prn1/Ls8jr+dOqIbxSw91CUYuHs8Zlc9ewa7O5DbwPvSOVgz+dxJi23LShhdGkpgYRizp05glNGD5pb4nIjHT2CLEgk9psWmBJh6vWR11WirFL+XUkul4WbwYy+IDzOJhRC8oi9Gp4nCz0gx5Ofcl3kdbUu4h7P6EuiqvWNHDTnpoyUQ2UOZtr1EXbhAEkWPcUpliNawIaD3y8HSCmL7htjfwK7F8JnfxxQ549g1Lnwye3h7/pYdGlliCqBwmQzscbI33l+kYWspo/kfmirg6k/j1xfpY6EzIlDC9h7MCfL6419acvF50dFJgkllpKaN4KnLptEVrxx6Pv6SbbK/U4RsBUOJoe14zNBEKYB/ydJ0vz+77cDSJJ0z77uOegOKRT2Te1SWP6w7Aym5EQYcxGkjYLuWtjwAmx9Q3YmM/NmSB9HoHU7YsNyhDVPyWFDpv2cYMZk1PG50LASvroPempgwuXyJLJ/4mQfus5Sgn5oWIPkdxPc+ibq+mX0Zh6Df9QFxLauQNz0PzClwOjzZXuonGnD4/G7boX8e9UtlSfaCVdC7oxvv09hODno/XLh0//HP5tKuWPeQXNktE92b1zKI62lxCWmoFOLVHU4mF+eymlj09GI32/v+fkVtXT0eXn+qskYtYe7ctgB4aD3zf1OVxWsexZ2vCcLz9N/AWmjw9cdbbD9fVj9XzClwtxfQ/Z0EL9H/6laLM+XPTVQdprscyRlkGBdvwLWPy87uMqcCBOvjIgfT2+zrFK+7llZAJ99mxzusd+RlKvPRqhyIcZVDyIJAu4ptyAWHYfBbJXvD4XC86y9Th7nR54tn5Yenhw5/bJhjWw+0FkBYy+G8jOgcY0cdWH2bbKmw+rHZI22yddA5lR5fbXXGmsPW5vs/Per3WxqtHNqkZ7zk5vI0fbCrk/lU+mRZ++f9VX7Tlj1GFQvgvxjYMrPZMH86ENxfHaYcrgL2WpgF3As0ASsAS6SJGkI3WOZgz74KXwzXgd4bPJO+2BbSEmSVZq0pih18GBXFSAiJuRGluV3y5OJcWi1omHi0J+YfU7wufH5fXjVFiwqLwgaECTZNlWtA120rfyPq9Mte3U2p4DBOrxlK3wXDm6/9Lm47M8PU1JUyjGFh+DvH/ASWPYou0t/SjCpjIIkM3qN+IOKCkkSTy6ppsfl58nLJpKo2P59G4f+mDkchELyXKY1g3ofp2lum6x1pf3mU7l94umV1b5jMoa+7nXIETa+aRx29cjhOPexwep22BAE0Jtih77f55ZNugz7uH74cGT1S79HXgMNXv94emXHkCoR+trlDZW4ftX2b1hjAfgCQZy+ILEqr+zRWyUeiPUVBAOyCZvO+v02oY4sFCH7MOWw7rGSJAUEQbgB+BTZ8fHT3yRgKxwG6MxDC3yCEHbKtRdiQsHQZWkMSixmkCdNrUn2MgqA5QDUaYCkov1fj8IhyYZFr7NNyuPKvAPQ134Iah3q0WdRuvFBOOHPoPl29fB9oRIErp6Vz1vrGznxgSXcdcZI5o9IUcJ7He2oVPucswb4sYKp3ip/9oXO/O3j8LcISQZz7DffrzUgew9XOKTQ6OXPYAb3lfi9XLp/wxoLQKsW0apF9qwi5DoOwO8uqr/970hB4RDlsBayASRJ+gj46GC3Q0FBQUEBervauPXrIOcXSWjFQ1jQjMuB8tPh0z/IKo8xmbJnZFuDfAKp1svhjLKmyKq+wr5PulWCwDkTsihPj+GvH+3g8a+ruHFeEXOKk1CpDuF38A14/EG2Ntmp6nDQ5wlg1KrJTzIxJjMWg/aHnforKCgoKCgcLRz2QraCgoKCwsFHkiQ27qjkNy+voMQaYGZx8sFu0reTUg7WDGjdBO07ZK2PpFL5BDDok0PUrH5MVrvNmw0ZE8CcClJQtmntrJRDzbg6QRApN6fw15IyVviL+cuH2/nDOyFOH5vOsWXJjMqIRaseJl+j9ibZh0XdMrnd3j75RDJ1jByeL2f69z79CYYkKtv7WL67i0U721lX30NGrIHMOAMmrRq3P0jTcjf13S5GZ8ZwTGkyMwoSKUuzoP6eduwKCgoKCgpHOoe1TfYPQRCEDqBur+REIDpexdGB8uw/jk5JkhYMR2P20TeHg6PlN1aeM8x+75eCWiukXPDXIl1GaYROuBkXhc5Nvr3zA0iSpBIE4SAFzv7hmDSSKl4/9Ka0O0DIGyQECAY1Kp0o289JQK2UylYpf6jbDmmCLrvf11HrkvzeqIDiglqj0iTmGNXm+H267XXXbrS1v3ZH1d6hAvs5HMbM4eRwGJeUNh6e/fJQ/d0O1XbB4dm2YeubCgeWo07IHgpBENZKkjTxYLfjYKA8+5H/7MpzHlkczs95OLd9KI6054Ej85kOJofD+1TaeHhyqL6TQ7VdoLRN4cCi6HgpKCgoKCgoKCgoKCgoKAwTipCtoKCgoKCgoKCgoKCgoDBMKEK2zOMHuwEHEeXZj3yU5zyyOJyf83Bu+1Acac8DR+YzHUwOh/eptPHw5FB9J4dqu0Bpm8IBRLHJVlBQUFBQUFBQUFBQUFAYJpSTbAUFBQUFBQUFBQUFBQWFYUIRshUUFBQUFBQUFBQUFBQUhglFyFZQUFBQUFBQUFBQUFBQGCaOOiF7wYIFEqB8lM9wfYYNpW8qn2H8DBtKv1Q+w/wZNpS+qXyG8TNsKP1S+QzzR+Ew5agTsjs7Ow92ExQUhkTpmwqHIkq/VDhUUfqmwqGI0i8VFBTgKBSyFRQUFBQUFBQUFBQUFBT2F4qQraCgoKCgoKCgoKCgoKAwTKgPdgMUDm9a7W42N9pptXvIiDMwOjOWJIuOYEhiZ2svlW0OrAY1I9JjSLHqAehr3A5t25FCAYTkUiw5YwHY2mSjutNJt8NPToKR4mQTGfEmWu1OdrQ4qetyEW/WkJ9oYmRGLAC+2lWIndtBUBNMKkebPWGgDqmzEsHbBwmFGJNLEK1xB+MVHRK02Nxsb+nF4Q2QGWsgEJKo7XKSqvMzXt+MSXKAox1J1NETN4rP28zkx4qogl4a7H7izHrKjH0kdq5GsKahMsaDrQG0JvoMmSzrTaC9z0+KVUdRDMQ7dyHa6wmYUvEbkjGIQcTeBnRCADG5DFLKD+r7aOpxs63ZjscfoiTVQkmq5cBVbm+C1i3gc0BSCSSPANXRtd/ZUF/L9nYPvmCI4iQDMYKLnTYRmydEToIeFWB3Bxita8Xk70TQmvHbW/EakmgzlqARgnj8IXY79eh1OsrTrWTGGcMV9LZA62bw9MrvOGUEqMSD9rwKCgoK+4OK1j4q2/rQqlVkxBqo73aBAGVpVnKtKnmu8fQS8tgI+dxI5lSCOgutgRjMnhYMribUlmQ0Gi2CrRZBZ4X4PPA5obcZYjIhZRT0NkLLJvC7IT4ftCZAAFstPtFIvbaAbp9IGbXgaMNjzsIVV0Z2aiKCIADQbHNR3eGkyeZGrVKRaNYiAL5gCK1axWRTOx5nL9u8SbR7NWQnWSlLs9LR52VbQydarRZvQKLT4SM3wUiiQUVFhwenL0B+goFJKUFq3BYqWvvQa1SMSI8hI84w8K7cvgA7W/uo63LR5/GTHmvAqBWRJChOsZBo0QGwo9lOQ48bTyCI0xMkPVaPLxBCo1ZRnmYluX8tq6DwbShCtsIPxub08t+vqnl2ee1A2i/mFfKzOQWsrevhymfXEAjJPhsm5cbx0IXjMNsqML15EareJvkGfQyO816nQV/Kg19UsnB7+0BZd50+gkummVi4vYM/vrttIP24smRuPb6YIvcmtK//BDx2AFSWNPxnPYNHbUH78S/RNa+Sb1CpcZ71AqaRJ+7fF3KI0tTj4roX17O5UX5Pj10ynr98uIN4HTxRsBxLnBWW3A8eGwAJljSK5j7HqqYE7vusAqnf7cb8kljujtlJYqoLXvsJhIIAaDNnsCP+Nzy42sHoNCOvjV6P/qs/D9TvnXIj2t56hB3vygkaI1z6HmRNOmDvYDC1nU6uem4NVR1OAPQaFS9ePYUJOfH7v3JbA7x+GTStk7+LGrj4Lcifvf/rPkSorq3hyteqqO32AvC3U/L4bGcXX+zuA0AQ4OGzi5ns/IrYNffBpKtg8V9RAwZAW3IWtZP+xDkv7sTlk/tgboKRZ66YTF6iCeyN8ObVUL9CrlClhovfgIJjDsLTKigoKOwfNtT3cNETq3D75XEwO97IKaPTePTLKkZnWHljym60tmqo+AhV125ZdfX4u9himEZax8ckrrhzoKzg+CtRdVWAtw/yZsOKf4crmnUrdFTAzg/k7/pYOP3f8PrlEAqgBXLSJpI97lK0H/0CAAvQPONuNvouZFxOArVdTpZWdnLvxztxeAMAZMQaOGt8Bi5fkDPSu/GveZx/CFfzwuZdA1U/edlEfv/WFkZnxRKSJL7YIa8RL56SzfaWXjbU2wBQqwQevnAcf/1oNQ09HgAKkkw8fdkkchJNhEISX1Z08Pq6RhbtDK8zbz+xlFijhudX1PKXM0dR1+Xk0cW70WvUfLilZSDf9ccU8u7GJvITTdx37piBQyMFhW/i6Do+URhWdrT2RQjYAI9+WcX2ll7ufH/bgIANsKa2h7ouB8Luz8MCNoDHjrjhOeq7XRECNsB9n1Wwvq6H+z6riEj/fEc7bb0exI3/GxCwAYS+FsTqz1F1VYYFbIBQAP3iO3C1Vf/4hz4M2dRoHxCwx2XHUNHaR0O3m5+OCJFc9wG0bBwQsEF+jylqF08trRkQsAE+rbCxM+McWPPUgIANoGtcxglxrQD8YaoG/ZK7I+rXrf43wuCTa79LFuoD3mF/1u/C6pruAQEbwOMP8e9Fu/H6g99w1zDRvD4sYAME/bDwD+C27/ueI4wVtX0DAjZAjF4cELABJAnu/LQOyZwKo86BFY9G3G+seIt4Z+WAgA1Q2+Vi+e5+Z0PNG8MCNkAoAJ/8Flw9++V5FBQUFA403kCQRxbvHhCwAfkUG3nj+IKiINrFd4JaC1275QzWDOxiHDanm7TV90SUJ65/GvLnQulJsDJyzGXpPyF1VPh7wTGw+G55bO1H07IWrbst4rb01X+hu2EnDo+fitY+vqxoHxCwAZpsbtz+IG9vaETtc1CZfgYvbA7PBQkmLUt2ddDW52VURsyAgA2QYtUPCNgAgZDE/Qt38dsTywbSqjqcrKrtBqCuy0lVhyNCwAZ4ZPFuHN4AdneAuk4nD35eyZisuAgBG+DppTWcNiadrys72d589MzXCj8ORchW+MH0uPxRaYGQRJ8nQGOPO+qaRhQRe3ZHpRu6d+DwRJfV6w7g9gfpdQeirjk8PoTu6LKE7mpEX29UumirJXSQhLqDTacj/Ny58SZa7PJ3M06wpIC9Ieoejz9Al9MXlW4L6sFeH5VuCsnvPEZwRwjggCw1hfb6DTsrwOf6vo8yLDTZouvd3eHAdSCEbGdXdFp3jaw6fpRQZ4v8O3R4o997R58XlzZB1noYtAG0B9EbvcjZs8DEHZ0fWx34ndHpCgoKUfR6/Cza2cZ7m5rZ1mxHkpQoQocaHl8wYrN4D11OHxa9hjixf/4ePB5aUnBJGlR+BwSj53eCPnn+lkKR6XvP4ZY0WStrbwJeWRVpD343Kr8Dpy+Iw+OnyRa9Lmzv9WLWaXB5/diD2ohriWYdrb3yqbQ/GNkm317fARp7XFj1moi0ph55XnB4A3gD0ff0egL4AiGSrTrc/iDVnc6ougDc/iCiSn422xBrXwWFoVCEbIUfTF6iiVhj5ICWHqMnJ8HAGWPTo/ILCAQKTohKd5RdQEacCY0oRKSPzYwh1apjXFZsRLpGFEiJMREsOz2qrFDBcfhj8qLS3aVnobMmfJfHOuIoTbUO/H9RRTvjsmIA2O6OlwXsnJlR91iNeqbkRapPiyqBfKEFihdEZhYEmsQsAFbbLGDNiLxuiIOAJzJt3E/AeHBs5CcOoRZ+7oQs4ozaIXIPM8ll0Wmjzwdzyv6v+xBhem5MxPckiw5V5J8+84piSOlaBR07IWN85EVRg2+Iv/FpBf1/30lF0ZWOPBdMR887VlD4IfiDIf75WQUz7lnEw1/s5pXV9Vzz/Frm3f8VH25uUYTtQ4gYo5ZzJ2RGpefEG+no87Kqy0DImhE5H7dtI1F0EtAnEYrdawzVWWUB29sHltTIa6ZEWQNtDzVfQ9lp0Y3SWxis/hZMKCZoySLRrCMjzsiMwsSoW4pSzEiSRJxZT47QhlEb9p1R1eFgbJa8TlCrBHTqsMhi0ET72FgwIpUllZEn1Xvm+4w4AzEGDVoxUuwZmxWDUatmXV0PyVYd5/S/073LL0w202RzIwiQn2SOfnYFhSFQhGyFH0xZmpWHLxxHSYrsNGpUhpV/njeG/CQL180t5PSx6agEeRH96MXjGZFuRZU1GefcP4POAmodrsk3IRUcy+h0Cw9dMI6seNlJxbT8eH53cjkFyRZ+d1IZ0/LlgTIr3sCDF4xjRKoZb848QlOuA7UedBZCc2/HlToeXWIeztOelAUXQYWn9CwCU65HY0k+aO/qYDIq08qDF4wl0azF4Q2iUQvcNr+EZ7Z4WTfxPoKSBBOvlN+j1kzgmDt4eKPEaWPSmFciCy6ZcXqePDubklW/hYyJSOWng6ACSyrO057iqSp50vm8QYXt9GcJpE8EwJ88kr7TnyFgyZKFbVEDU66DUecdtPcxLjuOe88aRYxBg0YUuGxaDmePz/j2G4eD9LFw9lNgSpIdcY29GKZdD+LR4x5jQrqBu07MwWpQoxVV1Pb4eOL8YtJj9AgCnFAcy89mZLJFMwZ/bweUn4GUOwuAUFwetjNeolWTyVWTEtGIAlaDmr+cMZIJ2f2bNqlj4dxnB/7+GXUezLwF1Jp9tklB4WjH7Qty+dOr+bqyk3vOGsWvF5Ry47wi/nHOGC6cnM3fP93JVc+tpXsIDSeFg8MZ4zK4ckbuwDj42xNLWVndiUkrkp6eTvD0/8rOy+b8Wp5/Q0E0vl6KLF6q5zyEL30yAKGkckIn3w/rnoGar+CUByF9nFxJ2lg47wWIL5DLUKkhbYxsyjPqXHmMNSfTeOwjNFnHEUosAcCbMY2aOQ9RnJ+LqBIYmRHD1Lx4LpiUhU6twqpX87M5+bT3erhiRh7LO41kBhp4eoGegkR5HTghJ47ZxYn8/sRi3tnQxG8WlJAdLzu4rOt08I9zRw9s0p44MpVLp2ThDYTQiAKxRg33njWKcTnyvBBv0jG7KJH/O23EQBkzChK4emY+HQ4PfzljJAVJFs6ZkIkvEOTXC0rITzQBMDEnjgsmZbG6upvHL5lIeXr44EJB4ZsQjradyYkTJ0pr16492M04omixueh2+km0aEmxhj05egNBWu0eDFqRZEukkwhHyy4ISRiS8hC14RPEHS123L4QSWYtWQmmgfT6LiedDh8GrYqytPBJmMvZi7qnGklQocsYHVlHcwUEfGitSWhj99qZHT6Eb8/y3djffbOt14PHHyQtRk+TzU2v249KEEjVuLGG7IghD35BR6s6E08giF4IYZH6cATVGI169PgxeNrQmOLAlAx9LaAxElKpaXUE6PBqMelE0mMNuPt6UHt7QGNAp5LoEROJl7rRCUGwZh4SQmWL3Y0/GCItxoBGPMD7jX2tspdWazqodfujhkO+X7Y0N+ANQpxOIhgK4QuJuAICsQYRtzeAXTJgVQdICHUhqrV4fD5cohWvJob4UCeS2ohdsKBWqUiLNURXsP/fscIP45Dvm0cboZDE1c+vxR8M8dPZBQNqsYMJBEO8tq6BtbU9PH7JREZlxgxR0mHNYdkvA8EQLXbZW3eKVU+z3Y0ApMcaZK/e3j5wdoMUwBcM4g2KoNaglfz0BkWMITeiWiub84XcgApi0iEUAlcXGOPBECtX1l4BQa/s+EyjB32MLMRrDLSEYvD6gsQKfYi+PrzaeKyxcWjVkSfCrXY3PS4fOrWIVlRh1In0eQLoNSIpJhF6m+kOGujDRIJZi7lf/bup24nP6yYoqHEFIDPOQLzgpcIWwBOQyLMKWGPi8IckWuxuNKKKtJjoecHh8dNm9+AOhDBpRdSigEGjHvAsDrJGR2O3C18ghCBAkkVLryeIUSuSZDkoDs+GrW8qHFgUIVtB4cdxWE7MCkc8Sr9UOFRR+uYhxgMLd/HZ9jZuP7EU9bdsOK6u6eaZ5TXcedoITh97gDSADgxKv1Q4VFGE7MOUg3+cpKCgoKCgoKBwFGF3+VlR3Umr3YNFr2FMVgwFSeaBmMIHik0NNp5bUctfzhj1rQI2wOS8eFKsOu75aCdbm3r5zYKS73SfgoKCwtGGImQrKCgoKCgoKBwAPP4g/1q4ixdX1VOSaiHRrMXlC3LvJzuJM2q4YV4Rp45OOyDCtj8Y4tbXN3HxlBziTd/d8WNOgok7Tx/Bo4t3c/GTq3j4wnEkK3GDFRQUFCJQhGwFBQUFBQUFhf1Mr8fPpU+tRqdW8fdzRkdENAhJElsa7Tz0RSX/W1HLP88bS1a/g6b9xTPLarDo1Uwv+P6RN6x6Db+eX8rbG5s48cEl3HPWKE4Ysd98nygoKCgcdig6PgoKCgoKCgoK+5FAMMS1z68j2aLjpmOLokIGqgSBMVmx3HnqCIpTLJz276Usrezcb+3p6PPyyOIqLpmS84NPzVUqgbPHZ3LDvEL+9N42bnplAzaX4n1cQUFBARQhW0FBQUFBQUFhv/LI4t24fQEum5b7jUKtSiVwyuh0bphXxI0vr+fdDU37pT3/+KyCmUWJQ3vm/56Uplr565mj8AZCnPCvr1lS2TEMLVRQUFA4vFGEbAUFBQUFBQWF/URNp5Onl9Vyzax8VEOExxqK8jQrt59Yxp8/2M5b6xuHtT2VbX18urWVM4bRO7heI3LZtFyumZXPza9s5OEvKjnaotcoKCgoDOaAC9mCIGQJgrBYEIQdgiBsEwThpv70eEEQFgqCUNn/b1x/ekJ/focgCP/eq6wLBUHYIgjCZkEQPhEEIfFAP8/RRDAk4QsEh7zmcvQOmW5zevH5AlHpXo8Xt9sdXYffT6/DOWRZnX0efL5oVTSf24bXZY++we+GPmVHfQ++YBCvP0Cvy4fkdeNz2nE43fQ4PLjcHoIeBwGnDZ/LgeTzEAwEcHl9uN1uQiF5sRT0eXC7vfgDQfw+txxLU5IIeJy43HIc7kAwhMvjwevxEQxJSJKE1x+EYACCh44qYSAYwhccuj8r7D8CwRAeXxC/10XAZcPrtGF3uXC5PfT19YIkEfK58LjdOJ19+D0epFAIu8uH0+PD7Q3I8VIDctzXQDCEPxgiEAxFVhQKQsA7rO3e1/inoPBN/O3jnZw0KpUE8/eL154Vb+S3J5bylw938Nm21mFrz90f7eDUMemYdcPvlmdkRgx3nTGSdzY28af3timC9gFmqLHQ63IQ8Dgg4MPvdRMK+MNjo98j/9/nkv8vSfh9PgJ+P3jsA/kkScLn8+H3uQfKD/h9BPw+/B4Xgf7xGMJrRV8gOLB22EMgGMLtC0SP14ORJII+T/R463Mi+X04PX7c/etKfyCE0+vH6fXjD4TC5QeCePzfPl57/eE2+gJBgnv+3z+3DFTt9RBSxn+F78nBcHwWAG6VJGm9IAgWYJ0gCAuBy4EvJEm6VxCE3wK/BX4DeIA/AiP7PwAIgqAGHgTKJUnqFATh78ANwP8dyIc5GpAkifX1PTyztJbmXjeXTs1lbkkSsUYtPXVb0G57DVPD1zhyj8dXeibxOSPY3mxjRVU3729uIT1WzwWTspldnITT4WRZrY0XVjXiDYS4cGIGs3LNJCTEs6aqndfWt7CztY/jy5I4rjiW8uwU1tf38PWuDr7Y0U5JqoWzx2cwrSARR2slprZ1aNY/D6IWaeKV9CVNxJqUDru/gA3Pg60eRpwNOTMgY9zBfpUHBYcnwOraLnyBEO9saKat18Mv5mbTYPPx1sZWcuJ1XFEGYzfdBVmTkLRmQikjeb27kEabh68rOxmRauLiEXpGrrwVsfBEUGvRbH2FUHwRwbE/YYm3gP+taqLPE+CqGbk093r4cHMLqVY9509II8u1layK51B7uhAm/xQK54E+5qC8j2BI7s9PLamm0+Hj8hm5zCpKJMbw3b3rKnx/PP4gK6u72N7QzrXZLYhrnwJ3D+KIM6mMP5YXN/Wyrc3NOWUmJiZLfFInsajGxdzCeEZnxfHvxdWMzLBwXomG0atuJWhJp2/UlTyw08qIjBhW13RxxthMpuTFo2vbAKufgK5KmHAFFM8Hc/IPaneov788vbSGtj4Pl03LZXaxPP4pKHwblW19rKrp4p/njf1B92fGGfnl8cXc9sZmEsxaJuTE/6j2rKjqYmdLH1fOyPtR5XwTcUYtvzupjL9+tINHFu/mhnlF+60uBRmXL8DKqi6eWlqDWlRx9aw8cvQeBFcraZ5a1NvfRnJ1oik5CSkUgKRScHWDIQZ66sHdBdVfEkybgKP4bMz1C6F6EWRMJFh4HA6VFd2aR9F6OnFNuhFRFFGvfRwVEp7x1/JwVTLV9hAXTs7hrQ1NNPW4Oa48BY0oMDU/gZHpMWxs7GFLYy8fbG7GrNNw1cw8puTHoxkUAk7q2MX6Fg/PbHTQ1Bfi0imZzMnREV/3Kbu0pWwLZvL+pmZCIfjJtBze2dBEY4+bk0elUZ5m4alltfS5/Zw0Oo1ki5Yuh59jSpOjnAi22N18tq2NN9c3cua4DLSiitfXNZKXaOLUMWn8b0Udeo3ILbPSWFPXw2ubeyhN0PCTKZmMyj+i4sMr7EeEg73LKAjCu8C/+z9zJUlqEQQhDfhSkqSSQfkuByZKknRD/3cN0AxMBOqB/wDrJUl6/JvqmzhxorR27dr98ixHKlsabZz9nxX4Bu3q/fXMkSzIAcubF6Lp2DaQ7sucgfvMp3h8rZ1HFlcNpBu1Ik9dNhGXx8fVL2xgcLd74LxRFCboufx/m+h0hE86Tx+Txm/mF/D3z6p5Z2PzQHqiWcuTl05gTM9nCG//NFyQICCd/yKCzgIvXwC+QSfiM38Jx/1pmN5IBMMWZ2V/9c1PtrbQ4/Tzf+9vwxsIkR6j5+wJmTy8aPdAHoNG5J1jeyj58mcw7hL8bgd/0d3Mc6vC9oCxRg3vzO0g19EvwOxBa+bjqS9w3Wcu4owaLpyczaNfhn/7107WMHnxBfLJ4h7OegJGnzfsz/pd2FDfw7n/XUFg0A77P88bw1njMw9Ke/YTh1y/XFrZyU+eWsWuy7VoXzt/oD9Uz7yfM5Zl0esOa7xcMCmL9fU97GpzADAi3UpRsoV3NjaRaNby1uSdZC//A6j11JzxDse91MNt80u49+OdrLsmjYRXTga/K1z5cXfCzJt/ULs3Ndg457/L8QfD/eVvZ4/i/EnZP6g8hUOvb+5PfvX6JlQCnDnux40vGxt6eHJJDW//fAbZCT/M63goJHHyw0s4viyFaQX7X/Gv2+njjne38ujF45mS//09mB9gDut+uXhnO1c8u2bg+99OySNZ7GOutBbhiz9B0B/OPPs22PwanPoALP4rxGTCtrfla6POga4qaN4Qzp8yEiZeAav+C1274bg/w8I/RtS//dhnWewfxUOLKvEGwmvF6+YU8OGWFv553hhWVXdz32cVA9dUArx67TQm5fVvHNmb2LJ1I+d8rIoo464F2cwNLudT7fHc+/FOAiGJXx5fzH++rMI96LT6hmMKWFLZyaZGWbPxthNK0KgF1tfbuP+8MZi08rmiPxDi7o928OzyWtJi9Jw4MpWnl9UOlGPQiPxsbgHrazoZmaLjkWUtA9csOjVvXTWSouwDKmjv/3h+CvuFg2qTLQhCLjAOWAWkSJLUAtD/7zceO0iS5AeuA7YgC9vlwFP7s71HK+vrbRECNsCjX1YhdVVFCNgA2sZlhLpq+d+Kuoh0ly9ITaeTz3Z0sPe+zstrmtjV6YkQsAHe39xCg83Pe5uaI9I7HT5abC5Y/7/IgiQJdn4IvS2RAjbAmieheeN3e+AjCK8/yDPLaun1+AcmrfkjU3luRW1EPrc/yPZA/6Sx+VWayq/mxTWR793m8rNTUwYbX4qsxOegGLm8eaXJEb9XrFFDtn1NpIANsPQB8PT92Mf7Qays7o4QsEHuz71u/z7uUBgOXl/XwOS8ONT1X0f0hwpyIwRsgLfWN3FcWcrA923NveT0CxadDh+7VIXyhYCHOPsOBCQau10kmrWEWjZHCtgAyx6A3sj+/F1ZV9cTIWCD3F96FC/KCt+C3e3nk62tzCtN+fbM38LYrDhOG5vO5c+sptfzw8aq19c1IEkw9QAJvPEmLVfMyONXr2/Cq6ja7jdCISlqTi9O1BHnbUTobYwUsAG2vQWZE6GzEvLnwPZ3w9fiCyIFbIC2reDshJKTZYG7fkVUG/LrXsOiV0cIxwBvb2hian4CHQ4PC3e0RbZbgs8Hp3XuYnOfNaqMR1e0U2mdRpPNPTB3B0NShIAN8L+V9fxkas7A90+3t6JTiyyv6qS+K7wmbLK5eWGlvEY9YUQqb66PdC7o9gcJhkJcOjGZJ1dFtrnPG6Ci9eCsXRQOPw6akC0Ighl4E7hZkqShDXq/+X4NspA9DkgHNgO37yPvtYIgrBUEYW1Hh2Kj+33RiNGbaDq1CkE1tLWBIKrRqqO7lqgS0Gmi03VqFeIQzmDUKhUqlYBaFX2PWqUC9RDqmmoDDOW5Va2FIco52OzvvimoQKeJfL/+QAidKEblVQv9goSoRSUFUA/xu6sFCcTo9x5CLs8flNAN+u1DIYnQEPlR64f+nQ4AWnV0vQaNOGQfPFrZH/3SoBFx+4Ig6iPSRVW0NpVaFKI2QgZ3l4G+CkgqDSFALarke1Sa6MpFLexjvPo29jX+qQ5S/z3aOZzm8/c3NTM6M4YYwxB98gdwQnkqxakWrvvfum+2aR0Cu8vP3z+p4CdTf3jIrh/ChJw40mINPDPopPBI5GD2S0EAoyZyTlcJAhLi0OOeqJMFb5VaPpwYnEfYxzpJpYZQQL5PHe1bICgaGEovVqtW4Q+GUAnCkOtC/eB2q9Soh5gPtGoVohCMmKOH6sJatYrAoA1RrahCQAIJVIOeSyUwsL4JBENDtkslCAQlCa049FpWQeG7cFCkjn4B+U3gRUmS3upPbutXE6f/3/ZvKWYsgCRJVZKs8/4aMH2ojJIkPS5J0kRJkiYmJSUNxyMcVUzIicOqjxyof3l8MaqEArzZcyLS3SVnICbk89PZBRHpCSYt+Ykm5pclRQxaggA/mZJFaZKe3L1U4C6emkV+sp6Lp0aqZeYmGEmJMcDEKyNHWlELJQtk1SfTXqpw02+G1NHf88n3P/u7b2pFkWtm5aMRVQMLvY+3tnLN7Eh7vASTlhH0q49PuIzMTQ9z3ayciDzZcVpKHatlG9fBmJPZEpLzfrGjLUItstcToNo8ATR7qTfOuQ105mF4wu/PtPwEjNrIBckvji3EtB+cAB2u7I9+ec6ETLa39OHNngmacNigMv92MmMiF22XTsvm461hFb0ZhQlsbZJVAAsSdJS4N8oXDHG0mcvQiipSrDocngCq9LHRf//z/viDbbIn5sZHOYi65bjiYROcFL4fh9N8/ub6RqYPs1r2T6bk4PIH+eO7W7+XU7G/fLidiblxFCQd+HH3nPGZPPZVFU5vtBPUI4WD2S8FQeDS6bkMlv2W1zvpNWYRsmSAzhJ5w+jzoH07JBTI/mvGXhS+1rweqeDYyPy5s8CYANvfgY6d8im4arBwLLI7+1xsLh9WQ+RYec6ETDY29pBi1TO/PFKjQ6dWcWzZoHE5qYSx1r6oMm6dnUZJx0IyYvWY+ufuYEgi3hS5gX/NrDyeWFo98H3ByFQc3iCnj00nNzG8BsmMM3LDMbI21MdbW7lgUlZEOfEmLcGQxCPLWrlpdnrEtVSrlvI0KwoK34UDbpMtyFuozwHdkiTdPCj9PqBrkOOzeEmSfj3o+uVE2mSnA+uA0ZIkdQiCcBdglCTp1m+q/3Cw4ToU2d5sZ+H2Nlp7vZw4MpUJOXGYdGq66neiqV+Cpnk1vqwZ+LNmkJhZRE1HHxsb7Sze2UFGrIE5JUlMzU8gFAiwvKqDhTs78fhDzC9LYkpuDCaTiY017Xxd1cOudiczC+KZmGGkMDOZzY02tjbZWV7VRVGymekFCUzKS8Bha8HUugEqPpZ3VosX4M2cgd5ggNql8uRhq4ei42UBO6V8f7yaQ96Oy+sPsrnRhs3tZ0OdjdZeN+eMSaLHHeTzim5y43WckO6ltOopSB0FgopAYhnv92TR6wmxsaGHsmQj87IEcrY9gj9tAmq9BVX1F6jicgllz2CVL5tFlXYcngAnjk6lq8/Liqou0mP1TMpLIN1VQWb7l2i93ahGnAFZkyMErQPN1iY7n21vpcvh46RRaUzIiUWvOaKE7EOuXwZDEhsbethQb+Oy9CbUVQvB1Qk5M9htncziWi+VHR7m5ekpMfaxxmZmdZOXidkxpMVbeGdjCyUpJmalBSnc9ghSbBb2rGN5rcFCboKZqg4Hs4uTGZsVi9ixA3Z9At3VUHoq5EwD/Q9fGG1rtvPZtjY6HOHxz6g9ovrLgeSQ65v7gxa7m/kPfM0jF45HPcRp2I/B5Qtw1wfbOXtCJjd+B6dii3a2cftbW/jrmaMOWr998ItdnDgylcum7z+Haz+Sw7pf+oMhNjXY+GhLC2pRxYIRqaRrnfh6O0kNNKBpWgWuHsiaghTwQkwGqoAbNCawN0DQj9S8gUDKaLqTJhPbswVtw3JIGUEobRw2wYKm8mN03i68pWeiEkVUOz9EQMJffDKvNMbR7oJ55WmsrummqcfN+Jw4REFgbHYsxSkWtjfbqWx3sLSyk1ijhpNGpTE2KzZSs6K7lh1tDhZWe2hxCSwYmcbENB2mpqXUBeLYqSpkZW0PXn+IE0emsrKmi8ZuN7NLEkm3Gli8q50ep5/phQkYNCLBkMTE3HhSrJEaVN1OL6uqu/liZzvTC+IxatUsrmgnK87I+Ow4PtveitWg4YzyWHa39bKwoouCBD3HliZTlJ3OAUY5Oj9MORhC9kxgCbIt9R59p98h22W/BmQjOzI7V5Kk7v57agEroAVswAmSJG0XBOFnwE2AH6gDLpckqeub6j+UJ2WFw5LDemJWOGJR+qXCocpR0TefW17L4or2KK2u4aLb6eMvH27n6pl5XDUrf5/5GrpdnP7IMm48ppDSg3gCt7Oll+dW1LL4V3MPqLr69+Co6JcKhyWH5B+MwrdzwLc0JUlayr47zLFDJUqSlLuP9P8C/x2elikoKCgoKCgo/Hg+3toy7Krig4k3abn9xDLu+XgHXU4fvzqhBNVetqItdjcXP7mK08akH1QBG6Ak1UIgJLGuroeJuT8uDJmCgoLC4cCh5wlKQUFBQUFBQeEwxeENsKnBzqiMmP1aT5JFx59OHcFXuzo477EVrK3tRpIkAsEQH2xu5rSHlzG7KJH5I1L3azu+C4IgMLMwkTfXNx7spigoKCgcEBSjMgUFBQUFBQWFYWL57k6KU8yRnpP3EzEGDb87sYxFFe3c/OpGup0+QpJEboKJn83Jpzx9/wr634ep+Qnc+f427jp95LDbqSsoKCgcaihCtoKCgoKCgoLCMLGkspPy9AOnnq1SCRxXlsJxZSk4vQFElXBABPzvS4pVT4JZx9q6ngMWq1tBQUHhYKFsJSooKCgoKCgoDBPLdncy4iCdIJt06kNSwN7D2MwYFm5vO9jNUFBQUNjvKEK2goKCgoKCgsIw0NHnpa3PQ16C6WA35ZBkbHYcX+xoP9jNUFBQUNjvKEK2goKCgoKCgsIwsLa2m7JUa5SnbwWZvEQT3U4vLXb3wW6KgoKCwn5Fsck+Smnv9dDW6yXWqCEr3vijympubqKrz02S1UhqWvpAeovdRU2nC7NWTXmaFbVa3tOx23vxd1VDKIQQn0tCfDicx7q6buxuP2kxOsrSYgfStzfbaO31EmPQMCEnnD/QVYfKVgMqFaG4AtSxGQCEfG6k5k3gdyDF5qBOKvpRz3g44w+EqOt20u30YtKqIRTEEwjh8QVJtuqI9TVjCfQgag04RQt1HjM6jUheagLOrhYa+4IIOjN5Ojuisw2faMKg06F1NIMhFpBwev20qNLxqgzo1Cr6Air8wRDxRi258QbUvbXgdUJsFhiV8C1HHV4H9NSCSg3x+bjdTnB2oPO0IwUDOCwFtHnUeLxeMjQOrJoQ7UETKiSSRAdNJNEd0OPwhogxanD7AiSYdMSbtVS3O5GQ0KlFRFEgP9GMQQ1014DPCbHZ4O0Fdw9Y08Gc/L2b7w+GqOty4Q0EyY43YtFrhv0VKRwZrKrpoijFfLCbcciiEgRGZcSwpLKT8yZmHezmHDn01IO7GyypYE6B7mr6fALVHiP+EMQb1JhVXmJ9zYghP4SCOPWp1HlNxIlu0gUbfr8HhxiHQxNPutSK6OnGq0+lTZuFWpAwOesxCl50Wj1ojBDo3yiJywWtvI4MBEPUdbvw+INY9Wp8Xg/poRYMaoF2dTrtbhUxBg02tw8AjSiQFmMgxqjF4fFT3+3CoBEJhCQCoRAqBDocXpKteopTLNR3ObE73aRpXBh1GrbZtbh8QVJjtGj8bnLSkhDVQ4s2vW4/DT0u9GqRnASj4nxPYb+jCNlHIWtru/nFyxtotnuIMWj4+zmjOa4sBfF77rxLwSBfbavll+9W0+30kWzR8eCZXqaV57Ghvoc/vLOVbc296NQqbpxXyPmTsgnYm4lZ+xAxm54FKYSn6BTaZ96BZEph4W4b935cgcMbICfByF/PHMmMwiSWVnbw+3e2UtflwqxT89sTSzimIIlU9zbEpf9A2PUpCCqEMRcSmHA1QZ0V7Y63UC25HwIepNRRhE78O6qc6fvnhR7CdDu9PL20hv9+Vc3FU7OI0WswaNX856sqet0BMuMMPDRbYvyin9Aw4x7+3lDG+9sq0YoC9587hgc+301VpwuTVuT/jkngtB23EzPnFvjoH2BNhdhcWP8spqCfrMzpLC39A+qkIh5eVMHauh40osCNMzO4tOdhYne9Dqmj4MzHIGXEwX41CgeK7hr45Hew6yNQiYQmXYO25FRUlR8jrH4MT9IYPi7/F3/+vBmXL0hRkpEHZ4Uoj2mmok9LramIanuAp5dt4ezxmXy8tZUtTXZ0ahVXzsxjU4ONldVdnDomHZUgEAgG+c0YL5lvnwkBD6SNhVHnwme/lxeDZz8FmRO/c/NtLh/PLq/lkcW78QclphXEc/cZo8hPUgQphWhW1/Zw7vjMg92MQ5qSVAsrq7oUIXs4CAVh1yfw7vX9G4kZcOLfqe5ycPvmNFbVO9CIAtfNyuFK/Zdofa2w+nEIeDCmjqFrxF0ENEEyVt+KrrsaXWw28cf/GeHjX4OjHYMpiayT/0Vv407iVt4LoQCheX9E1VEBW1+X2zD6Apj3B+zaZF5cWc8Dn1fiC4YYnx3L3dMkDO+dClIIc/HpbBl1Fze9WkNVhxOjVuSaWfnUdDi4alYe//h0F4IAeUlmPtnSyrVz8vjvl9V0OLyMz47h/EnZ/OWDHfR5Azx0/hiqu/r4z5dVeAMhRqRbueOUcr74cjsXTs3FbI50PLi73cHtb21hTW03WlHFL44t5JJpOcQYtAfhR1M4WlC2cY4y2uwebnhJFrAB7G4/N7y0nqoOx/cuq6axketer6TbKe9Itvd5+fkbldQ3NvDg55Vsa+4FwBsI8Y/PdrGjpQdj03KMG58GKQSAvvID9Lvfp6LLxx/f3YbDGwCgrsvFHe9uZ2eLnf97fzt1XS5Ajj/6x3e3UWt3oar8VBawAaQQwsYXEVvWoe3aibD4bnmBDQitWxCW/IOAvfmHv7jDlPV1Nv69uApBgBGpVkSVin98totet/yeG3vc/OJriY7xv+BjRwHvb+sE4LjyFP77dTVVnfJ7d/qC3PZpOzsn3QXrnoO2LZA1FdY8AUE/ALrG5UxufYWVVe2sresBwB+U+OdXjWxKP09uUOsW+OwO+YRR4ehg82uygA0QCqJa9V/EvkaEFf+GoJ8dpTfw248acPmCAFR2uPjjahW9u5ZQQh1ORw+vrGnAqtewrr6HLU12QB5X/vNlFdMLEglJ8O7GZrLiDXy2vZ1PawMDJyu0bITqRZAzXT5Nf+sacHR85+ZvqLfxwOeV+IMSACuqunl2WS2BYGi43pDCEYLHH6Sq3UFekmKP/U2UpVlZWdN9sJtxZNC5C16/XBawAXqb4KNfUS/msapeXtf5gxIPfVnLJstsWP7QwNpI3bqJ6XWPMrr5NYTuavn+8jMQ3r8ZHP12884OxHevI07lglAAdBZUPgdseQ0kSf5sehkqPmFbcy9//7QCX//YuL7exlNbQ/hTx8ntUOl5+Ms6qjrk+d/lC/LgF5UUp1p58PPdeIMhJucl8NzyWs4cn86Dn1fS4fACMLckhdvf2kJf/xpRLYo88Hkl3oBc17bmXh77qoq4uDi21HVGvCJ/IMQTX1explbuc76gvCbd1GAf3t9CQWEvFCH7KKO110NrrycizR+UaOxxfe+ymm0u3P5gRFqPy0+rzcWyqs6o/DF6Hdq6L6PSrVUf0GhzI0mR6VUdDjodPna3R24ASBK02NwIVV9EN6p2CXj7opKF6q8QHEefs5VNjTYAMuOMrK234Q9JBEORL7qxx0tL7AQ+qgsPB/lJ5oFNksHUBeKhZjHorOCI9hBrqf0ESzD6vp19BtD2n/xVfQ7O6P6hcATidcD2tyPTUkdD+46Br/X+6FBH6xpddBryQGsiW2NnS5OdsdmxrKzqisq7J2QRwK42B1nxRj6sUxNMHh3OVLsUMvpPr7uroa/1Oz/C9ubohdgn21qxufzfuQyFo4NtzXay443o1AfBu3dPDax5Chb+Eb66F3Z/IQtFhyAZsQYcHj+tds+3Z1b4ZmyNEPRFpvW1IHh6orJu75SF5MFoqz9HtKSEE9Ra8Ngib/T2gap/fZBUAs0bo9ux/R16nL6o5IXVHrrTjwGgK3EyG5ui12duf5CluzuZlBtHj0suQy2q6PWE+68vGGLw0qXJFr1mXVbVRU68kdruSHv/HpePz4bwaL+rLbotCgrDiSJkH2XEGTVYdNFWAklm3fcuK9FsiFIx16lVxJv0lKRYovL3uv34+nc0B+NMnULiEPUnWXRYDWqSLNHX4k06pLSx0Y1KGQVqfVSylDyCkOboU+8sTJafub3XQ2mKGe0QNkgxBg3xnnqmpIRP5jr7vGTEGqLyJmvckDwCfA4wRsc59SSPo0+KtvHPNvnB3z8ppoyUhXSFIx+NAbL3MtPorJTVtvtJUkc7QMqJ1xPja4VQgJ6Qmax4A7WdLkpSo8cVg1Yc2DjKjjfSZvcwLSWIaKsOZ0ouh+4q+f/GhH5fAt+N3MToU8mxWbFY9Iq1lUIkG+pt5B/oU2y/C5b+Cz79nSwcJY+UbXJ3vg/v3gC2+gPbnu+AIAiUpFpYXx8tCCp8T8xJ0Wk6C2ijx8qcWHWUFlkwZdRem94CiHupUKvUIPRvHNnqIbEwus7cWZiGWFuOTtVh6dkKgNVRTVZc9PpMr1FRmmqmqt2B1SD7u1AJsr32wCOpI9cuCUOsGUtSLDi8AVIske236DWMzoyNyp8VF73GUVAYThQh+ygjO8HEvWePihCOf7Og5Ac5aslPS+KO47MQ+otSCfDXk3LJz0zn1wtKMQ8acE8YkUJWghFfzjH4U8YMpAdjcvCOuoj8RC2XTMsZSNeKKv54chmjM+O445TyCOHwkmk5pMdrYOS5SDFhmy4pZSRS7iwCsflIpaeEG6qzwLw/okkeYmI4wpmUG8/MwgScviBBCeq7nFwyNfye1SqBv881krn2Xs5ObiG7fwJ8f1Mz183Nj5jYrhhnpazi3zD7NtnpSW8T5M4MV2aMZ0vhzxhfmEqsMewYal5hDON6F8smAloTnHQfGOP2/8MrHHxUIky6SrYT7EdKGUEooQgpR+475U1vcNmE8EJRr1Fxz0wNCVklNPrN9GoSuXJGHqtqOjl1TDrWQcLtnOJEajrlRWNZmryoTDBpOCMvGBYudFYYfb5styhq4PRHZAd835Hx2XHMLQ63L96k5cZji9AdwrGIFQ4OGxts5A2xKbPfcLTCB7eAxw4zb4Gi4yGlDDImwIQrIHsKfPIb6Ko8cG36juQnmllXpwjZP5qkUjj+z+HvKhGO/RPJOi9xg+bhY4riGS9th6ITwnl1FnaO/R27ko4LC9Zb30Sa9wcQ+ud+QSB0/J/xdPWPp452MKdCYnG4nMRiGHEmZWkWTigPn4rHGDTcOl6FsUY264tr+oLfzy+IWFecNiadbU12fn1iGRsabDR2u5hekMD7m1r46ZwC9ixVl1Z2ctXMvIH74k0aji8PO7G06NT88oRiPlq/m1F7CdQGrcitJxRHrEuOL0tmbFZkPgWF4UaQ9tbRPcKZOHGitHbt2oPdjINKIBhid4eDph43SRYdRclmDNofdirjdfSyq6WT9l4PaTEGCjOS0RrkRcaWRhu7OxzE6DWUpllIj5VPONub6xC7dskONBKKScosAKCqpZtam58up5fsOCOj0s2YDHr63B62NTuo73GRYNKRFaujuN/zeKhxPUJXJajUhBIKEdNlAd7fuhOxZzd4epHiCxBzpvzIt7ZPhi1Oy/7qm10OLxWtvXQ5/WTHanH4Arj9Ek5vkMwYDQWBKkzuJgRTEq3qdHb1ahBFNeWpRux2O1V2CaPBwAhjD3rbbjDEodNqUPXUIljTCPm9OL0+OvW5tAnJmHRqbJ4QPS4fCWYdZYka4nt3yAvB+IKhd8EVhptDq1/aGmTbQVEDSaX09fVhCNgRe+uRAl5sCWPZ7TTQ5/KQY/SSq+ujFwudfi1ZGht1UjptPh29Hj8JZh2dDi/xRi1JFi27252oBAGzXo0vEKI83UqaxgudO8DTC7E54PeAo0U+QU8slhei34Nup49dbX14fEEKks0/OiLDUc6h1TeHkdl/X8z1xxSSfSD6h70JPv0t5MyQ/Q3si7ZtsPNDOPl++YT7EGFrk50Pt7TwzvUzDnZT9nD49kufCzp2yiZcsdnypmbnLur9Vnb16QkKalIsOnKFZsy+dsSgh1DAT685j82OOFL0fgqEZgRXJ726VByGVNL9Daj6mgmYM6nTFaORfMT07UYvudGZ41Bp9LI3c0GUBX1rGgA9Th+72vtwegLEm7RYgz2keGvQqSS6DHnsclsw6zV09HnRqlVo1SrSYgzkJZpo7HGxu92BVa/B7Q+ABCqVQKvdQ1qMnsIkMw02N912B1lGHyqdhSpbkD5PgJxEI2bJS1q8kdiY2CFfU12Xk+oOJ0adSHGymTjT99fgPEgo8QAPUxQhW0Hhx3H4TswKRzJKv1Q4VDki+2afx8+kuz/nyUsnfe9IHd8bRyt8dBsUHBP2NfBN1C6F9p1w8j+iVYEPEi5fgBte2sCW/zvhUAmldET2S4UjAkXIPkw5JEY2BQUFBQUFBYXDlR0tfeTEm/a/gO3ugU9+D7mzvpuADfJpt0YPG17Yv237Hhi1ahLM2gFP0woKCgpHGoqQraCgoKCgoKDwI9jWbCc7YT+rifvdsPAOSB0J2VO/+32CAOVnwO6F0FGx35r3fclPNLG5PwKGgoKCwpGGImQrKCgoKCgoKPwItjTZ968tdigAi+8GUyIUzPv+9+vMUHwiLHvwkAntlRVvZNsQIfIUFBQUjgQUIVtBQUFBQUFB4Uewo7mXnP0lZEshWPKv/2fvrMPjOO4G/O4eM+hOTJZk5piS2GmYqQ1jGyhzk6ZNvzK3KaZNSkkDTZukwaZpG3TYcWJmlMWs052OcXe/P1aWfD45sWOQYd/n8WPt7M7s7O7czPxmfqDGQ558McMhPfaVspmq2vimZw5s/T4gNUU2NnRGxroaGhoaGgcFTcjW0NDQ0NDQ0PiA5CSZpkD8IHmdV+CdP0K4DWZcAeJ+TNsEASZdAOseg3j/gaviB6SmyMqWnijHmgNeDQ2NYwNNyNbQ0NDQ0NDQ+IC0DMQpshkxH/DY6Qosuxd61sPs6w+MZ3CbD6rmw/J79r+s/cRpNmA2iHSEkmNdFQ0NDY0DjiZka2hoaGhoaGh8QDZ3Rw/8LrYiw9I/QOdKmHODquZ9oKg7Gfo2Q9fqA1fmB6Taa2NrT3Ssq6GhoaFxwNEf6hsKglAF/A0oBWTgL4qi3CkIghf4J1ALtABXKIoSEgShCHgCmAc8oCjK53cpywjcBZwyVNY3FUV58tA9zZFJLBplY0eA9mCSYqeJqRVuirxF6smeDdC3CXQm1X7LW/ueZQ0mMmzoDNMdTlHpsTC13IXTYiAnyWzqjrC9N4bDrGdahYtytwWAVW1BtvREkSSFCSUOFtSp997YHmRbIEEonqXKa2FKsZkKn5uW/hDb+9O0B5N4bAYafFamV3kBiDavgP4tIOrBPxlHzUwAUu1rMQQ2QjqKXDQeuew4THb3QXmfhzPbeqNs6gqTkxVK7EayUo5sTmIwGqfWrUdncaFLBqjN7MCsJGh2zWdbUMKoE6kustEdzdEVzuCxGSmyGUnmZGKJJItsXVgjTRg95QiJAVLpNCF7A41CLeWWLJ7oFqzxLgxFVRgrZoPVc3AeMNoLPWsh1g9F9UM2h5aDc6/3IxGE7jUQ6QZPLZROB7NzbOpymBFtWwu9G0E0QtkMerI2vEoIw8BmhFySweIT2BwxEI6nqXVI1JsjmAWJuGhnU9pPayiN16bu4qVzCuUeM8VChOrIKgx2H02Sj02DBmSdicmVRYwvcYzcPNYH3esg1qu2kdLpYLSRykps7ArTHIhTZDMxtdxJsXN0QaY9mGBjV5hERmJSqYPJZU4EQYDEAHSvQwp3ErdWsl6qQTHamVruwmM7POIRaxx8tvVGh8e3A0IuCW/8UlXpnnvTgRWwQd0Rn3QBLL0LPvzHMY2dXeE2s6UnwhlTSsasDkc88YDax0W7wVtL0DmZDf05dIJC60ASURSp8VrISgpdgwlO9oawZgJslippj+sosSpMs0Vxh9YRNZUQMlfjz3VhSXYjesbRZ5/Ism6Z/liaEoeJGpeOKZn1CPF+KJ4EJdNBp4oTHaEEG7sixNM5JpQ4mFLmRBQFAtE0G7rCJNI5zEYdnaEkTouBaeUu6ovttA7E2dgVIZuTqfBY6AqnEACjXiQYS1NhgzK7wJagwkBCoqbIis+mZ0tfkng6R53PylxXBGvp+LxXM5jIsLErQtdgknK3hWkVTlyWPbf31sBQPSSZSWUOJpZqY7jGB+eQC9lADrhVUZRVgiA4gJWCILwE3AAsVhTlZ4Ig3A7cDnwdSAHfBqYN/duVbwJ9iqJMEARBBLyH6iGOVKRcjn8ua+GHL7UNp10x08u3z5+KY3AT/O1iyKXUE+4auO4p8DWMWlYineP3rzTy17eah9NuOXMCnz65jiU7Brj5geXIQ6ZWMytd/PG6ObQHE3z+4dX0x9IA2Iw6/nT9HPw2PXe81Mjr20bsxL5z4RRu8rl5ddsg339203D6h8b7uP3cCVQntuB47DLIxNQT9mKilz6CQW/A9N/PI/SsA0AniEiX3AvTL93v93cksa5jkKv/8g7xjATAVfOq6A0neXVbYPia75w/gataf4K18VnWn/EwVz+zjVg6x7fPn0JLOModL4yEezmpwUeZ28wnS7fj+88n4ITPwzu/gmATNsCmM5A55yGKO9ZgX/Kz4XzSgs+hO+2bYLId2AeMB+B/t8LmZ0fSLr4bZl93YO+zN6Sjquff5feOpJ3xffUd6caimz18iO14B8ejH4FsAgDZUU7VJQ9gePYz6II76JvxGb6xto63mka8DN91jovT7K28lj6O254d2W07c0oJOUkhns5y1bwKrCY/4a4BrnktSzCeAcBh0vPwJxYwvdKtLnw893XY+NRIhS74Lcy5gec2dPOVf64dTj51kp9fXDoTn8OUV/+WQJybH1jOjoAaz9eoE/nbzfM5vsIEr/0clv0ZHeAEGuZ9nRu3Hc+8umJuO2cSdtOx/e2PFbb0RJh0oCbj4TZ45SdgL4Hjbjh4/UfxZHUne80jMOdjB+cee0Glx8qmbs352QcmFYXFP4RVD4ykLfouMf/lfOmx9WQlBY/VwBdPH8/3n93Efeea8b1+B38t/Q4/e6tpOMv1Mxx8PfM8rkwfjsp5iMv+MnzOMudz/L3tTN5pV/vwL5zWQLrIyXH/uVy94Jp/wvizaA8m+PiDy9naq87J9KLAgzfNZ0qZk+89u5G3dwxw08Jx/PLFkXnFgjov/3fuZD7995V0h9W5p9kg8t0Lp7K2fZBHl7cD8NWzJnD/8hCvblXniHdcOp07XtjG5iEtCJ0ocOeVM7kguxyq5qmvJitxz5tN3P3qjuH7fe6Uer5w+vhRTTu290a5/r536Qmr81OLQcfDn1jA7OqDtEmgcdRzyNXFFUXpVhRl1dDfUWAzUAFcDDw4dNmDwIeHrokrivIWqrC9OzcBPx26TlYUJTDKNRq70Nrdxx2vduSlPbY2SPdACN741YiADTDYCi1v7rGsxv5YnoANcOfi7WztifKDZzcOC9gAazvCNPfHeGNb/7CADRDPSPxzeTs7Ask8ARvgNy9uY3VrkF+/uC0v/Y3tATpDKXSrHxgRsAFifQiNL2OI9w4L2AAoMuKrPyLZu32Pz3K0IcsKD73TOixgA5S5LXkCNsBvX2kiVDQbxT+Ff7S6iKVzFDtMOMw67nmzKe/aNxsDzKtxUrf8hyCI6u5KcJdrpCw1a3+DvX9NXj7du3fDQP43PCD0bcoXsAGe/wYMto1+/cGkf2u+gA3w6o8guGP0648RctkM+mV3DwvYAGK0C2PbG+gSalvc7D45T8AG+N5bSSL9XaQi+X3CS5t6mVXtZllLiKwssj3p4vmAb1jABoimc8MTM/o25wvYAC9+k67eXr737015ya9u6WdLT+Fkf2VraFjABshIMr9+aRuJYBcs+3PetSUrf8Wnp8GDS1tp7IvtXpTGUcrWnhhVnv1UF5dzsOFJ+N/XVCFh2iUHf4Fu0oWw7XkIjF3s7CqvlW292m/lA9O/OV/ABrxLf4o11kpWUidhF84s565XGqlwW5gRWkzLuKv41dL8PvehdVEaa66ACWcj7jaWOVb9gZsnj4R9u++tZlYnikiOO1M1a3judogPsLotNCxgA+RkhZ8/t4XWgTj/WdfNhTPLuW9J/pxxU2eEJY2BYQEbIJWVWby5l229I2YEpS7LsIANkJWUYQEbQJIVfv3SdlozruG0pv44f3gtfwz+w+s7aOqPMxpvbA8MC9gAySEhPZuTR71eQ+P9GFObbEEQaoHZwLtAiaIo3aAK4kDx++R1D/35Q0EQVgmC8LggCKPqGwmC8ElBEFYIgrCiv3/sPWqOJfF0lvQoHYaSS0FoFIEg3FGYNkQ0VRhrU5IVIqkcXYOFayIy0D6Kg5OOUJLYKGVF0zmSWZlouvBcPJ3DMlgoNOvCLQjGQrU9IdKJmBttnWZsOVhtMyfLNO42cclJhd89ksyRMHrJ2UvZFla7A6/NSE5WCCWyBddLkoIY7QC9Wd293Q1duA1s/sIKpQ7CTkVqlPiq6QhkRh9ADyqjPZ+UHfUdHQkcqHYpZdOYB5sKTwy2g0XdHYhIhap7A/EMSYMbl77wt7+zHScyOTLoaIoWDmPbeqNIkjx6G8nESWZyhJOF7TucKkzri6YL0tqDCZKZUWINyznsgtrHRUcpS2P/OdzG83ROoiecosz1QVW6FWhbCs98FlqXwPxPQeW8Dx6ma18wO2Dy+fDaHR+s34x0wsoH4b9fgSduUv9f+2j+4vf7UO420xZMjDo+HUmMWbscdezJIGZHvqfTYiCYyFBkN+KINhFXzMMC+K5EJAPIkio474qiYJFHyotnJNKSQtJePZSxE7JJgqPMGToGk6Sy6mK/w6zPWxAFcFkNdIUL54XtwST+XbSKdu9vE7tsIOykO5wiLoz8DqOpLLs7rleUPffNHcFEQVpzIE7mCG+bGmPHmAnZgiDYgSeBLyuK8kFm4HqgEliiKMpxwFLgl6NdqCjKXxRFmasoyly/fxQB4BiissjJpOL8FXeHSY/V7oHjRlEZqz1pj2XVFFkp2s3usMprod5v49I5lXnpggB2k55TJha+//Onl1Hrs2LS5zfHOTUeSlxG5tbmq+qY9CIVHivRqdcUlJVrOBs5lymYoChTPoLirNrjs4wVB6ttGvU6rpqf/7x6nYhRl/+OT6zzUN7zKobOZVzVoA5ijX0xDHqBE+uL8q416ASyikB44pCKvr204L7xqVdDYLfFD5sPvHUH4Kl2o6gB9PmqvdQuAlfl6NcfTIrqhoXGkbTxqsnFEciBapcmq4PYtEL1fbnuFFVTBqg3BNCL+b/Xsxoc+NOtbE7Y89JtRh0KqhpiscOE35jjvKrCCdOV86rR6UTVBnt3G/3K+ZR6nJw8If+5DDqBel/+/QBmV7tHKb+KIrez4JvLnjpWRpy4rQZqiw6weYQGcPiN582BOMVOE3rdPk6n5Bw0vQbPfA5W3g8NZ6hjsK3ofbMeUEpnqL5X3vgFKIWCy6jEeuH1n8N/b4VYD9SeDLOuU+cLfZvg6U+r/+8FJr0Or81I2ygCzpHEmLXLojow5Zsq5PyTydhHxsGVrSFOmeBnS3eU9srzqYqtp96X3y+6LAZq5XZ1YdJZkX8PewmbUiPtcmalizKLgrflv0MJ14CjhKllhSYTV8ytpMRlxmwQWd0WYlGDL+98byTFifW+gnznTi+leRcNoiK7KW+OWOYyF6xDnT+jlFq6h4+ri6yUOPPnCCVOE9VFo2udfGiU+enV86qxaWY/Gh+QMRGyBUEwoArY/1AUZacuX68gCGVD58uAvvcpZgBIAE8PHT8OHHcQqntU4fF4+O2lEzml3oUgwIwyG/dfO4WqsmKYfjksukWdlNqL4cN/gsq5eyyr0mPlvhvmcly1G0GAE+q9/Om6OZS6LHzqQ3VcPb8ag06g0mPhnuvnMrXcxXE1Hr5x7kTcVgM2o45PnVzHh8b7OK7Cwe+vnk1DsR1RgNMm+vnGOZOo9zu5/ZxJnDbRjyhAQ7Gd3189m2mlVuTqE4kvvB2MdrB4iJ3+M6Ti6aRLZiB/+C/grgadAWX6FWTmfhKzw33oXvRhwGmTivnqWROwGXW4rQaMosAdl01nvN+GKMA5U3xcu6CGztpLkO0lnBb5F189uRSTXuTVLf3ccGINp08qRicK1Pts3HnVLNa0D/K8+1piU6+BTf9GOeP74CgFvYnQjE/wpuM8Ah/6Ednqk0AQkCrnI1/9T3AfhAUO/yS49knwT1HV1ydfBOf/GkyO9897oPHUwjWPQ/kcdYGn7jS4/AGwj70QMNYoky4gfsJXwWAFaxGxs35Nj2MmsfP+AI5SJq77BfdeXke934ZOFLh4soPbZqRhwjlcPNnJqRN8iAJMLnXw1bMn8ub2AL+5chYeXYIpXY9zvKWL75/iwWUxYDfp+dpZ40cW8/wT4dqnoHia2kYmng8X/R6bw8l3LpjC+dNL0YkCDcU2HrhxPhNLC9vOzEoXv7tqFsUOdZL3iZPquHxOlbqYc+0TUDEXBIF0zYd4Z+5vWNar4/4b5h2kmMkahxuNfTEq9sXpmZSBLf+BJ29WTRnqToHjP6f2Z4di93o0Jp6vCldLfvfegraUUW24//0F1VnaSbfAxHNVQc/uUxc+p18GUy6GxT+A3g17dftKt4XtmnnFB8NbB9c9AeXHgSCi1J9B5Nw/snFQz8dOqMGkF9nRF+PaBdWcNbWYezqqkO2l3LUwzUnj7AgCzKx0cP+FbqpX/QK5fRnx8+4iV3Wi2h6rTmDwww/x31YQBVjU4OOTH6pjQeQF1THfcTfAwi+CzsCMShd/uPY4Sp1mjDqRG06s5drjaxjns/PgjfMZiGWYP87LWVNK0IkC43w27rr6OBbWFfHzS2dQZDNiMej45El1xFM5rp5fzZxqD4IAL2/s5u5rZjF+aI64rSfCry+fSYXbgkEn8OFZ5Vw/twSrZ0Shtcxl4d6PzmV+rRdBgPm1Xu796FzKXKP/XufVePjpJdPxDtXjS6eP5+xphZsJGhp7i6DsrktxsG8oCAKqzXVQUZQv75L+C2BgF8dnXkVRvrbL+RuAubt5F38U1Tv5K0Pnz1cU5fL3uv/cuXOVFStWHMhHOiJJxOMEo3EcFhMu14gNC7IMkS7QGcCxd94+I8kskVQWj8WIzTyy4pfNyfRGU1gMOors+auJW7sjyChMKLaj0404oNjRO0g8o1Bi01PiHZnwdg1ECSRyWIwC40vcI/dIp0kFmkEQcJRPzLtHsnsrOimN5KrE4jhoPvEO2KzoYLRNRVHoCaeQFYWcrKCk4xgMOhLpHG5dBsniIZSU8BDDoiTRGy2E0gp6g5lSr4PuYJhoVofFZESn1yNJMuFUlgq7DkOiC8Fgw6aTSKVT9ArF6Mlh0AnkJAWPEMPiLDr4HrYTIVUt2+4fO8/iO0mG1cmq1Qumwl3RQ8hh1S5lSSIx0I4g6rH51B2Wrt4AVjmMKOeQTR5S2Swx2YBXjGPUCShSDklvJYqFSEbAZYRIRkGn02HWiTgsery5AOiNoEj0JA0oJhulTrPq+XtXdrYRmx92MSdJZyX6Y2lsRv37egPvj6bI5GRKXRZ0u+68D33zlNFNIKPHaTbgtBj2630d5RxWbXN/+e1L22gdiHPFvOr3v7j9XXj3T2ApgvpTD87i4wcll4E1/1D70IVfVhfadyJlofl1WPN3VYNp4rmFmju7078dNj4JF945ugnRLjz8biuTypx87tTRnaweIo7sdrlz7LEVgdFGMJ4mmZXIZHJkchIWg4jdaqY3ksZugIpsK0nBRh9uHHIEl0HGoBMJSWbCWYEKSxYDMljcYHbSPZggFE9j00NlkQNdKqR6wbeXgT6/vwtE06RzEiVOc56Gx2AiQyydw2rU0R9NYzPpqdzFl0FvJIUkK5Q6zbSHEqSzEn6HiXhGQlQUPFI/IdlCRDJR7rHiFFLsGJRJZWVqbBns3tEF4lgqy2Ayi9tiwG5+/765L5IiJytDu+VjtPCVz2FRCY19ZyyE7EXAm8B6VDNdgP9Dtct+DKgG2oDLFUUJDuVpQXXeagQGgbMURdkkCEIN8BDgBvqBGxVFeU+vR4fDoKxxVHFkD8waRytau9Q4XDmq2uZn/r6ScT4bJ41/D0FSysK7f1RjXk++eI8RO8YcWYLmN1TbcP9EcJRDMgQ968BRpsbX3hfTnx2vqCH0zv4x7/XZX93aR28kxZ1Xzd7/Z/jgHFXtUuOoQhOyj1AOuaHBkKfwPTWY0/eQp3YP6a3Ahw5MzTQ0NDQ0NDQ09p4d/TEWNhTalA4jZVTV6VxaVQs/0DGvDySiTt1hrz4eBhpVp1rOCqhd+P4716Mx7hR4525oees9/btUuC283agFh9HQ0Di60Kz5NTQ0NDQ0NDT2EVlWaAsm9uxZXJHhzV+qO8SzrgVxTAO67D0GC5RO3/9yRBEmngcr7ofqE0AcfcpZ5jLTFIijKMrhop6roaGhsd8cIT2+hoaGhoaGhsbhQ3ckhc2kx2rcw37FpmdgsEN1BnakCNgHmqJ61S9H06t7vMRhNmDQiaOGy9PQ0NA4UjlGe30NDQ0NDQ0NjQ/OjvfyLB7uVGNGz7hCdSR6LDPuQ7D+cWDPPoAq3Ja8kE0aGhoaRzqakK2hoaGhoaGhsY80B+KUOPegKr7sT6qjMOtBi2xx5OCtB0WBrjV7vKTUZdaEbA0NjaMKTcjW0NDQ0NDQ0NhHdvTHKB1NyO5ZB4NtUHX8oa/U4YggQOV8NT74Hih2mGjUYmVraGgcRWiOzw5HZAmyCTA53v/a/SCezmI26PNjvgJkEqqDEv17x43dG1LxCHqDCb0xP072QCyNoij4HPkTlFAySSSeo8ZX+OyDgV70Nit2S/65VLgHRRCxOIvz0jPJOFI6jsWdn34skk2liKdSZAUTkqIAAnpBxiQqSKIeE1kURSKnt0I2jU5nwGY1g5SDbAJFEEgoJvSiiARYlRTpXA6dwYJekJHSCcLY0ekELAYdqWQKq5BGb3XvnS2ilINcaiS2dDYBgg70pvfON5w3edB/L3vFzt+u0a5OLDVG2O2bDsbi6HIpBEUmo7NiE3PIcgYxl0a2+Mmk44gmG3pBgFQIxeggkhHQ6wUcQhaTTlHLGiovnZVQALNBd1Cqn85JSLKyZ/tbjWOOxr49eBZf8w+oOxV0WlsZpmwmvPECJAfV2Mu7Ue6ysKo9dMirddSw+7xxlzE1J8lkMyksOsiJZgYTabxiAlFvICcaIREka7CAJJESLJh0IlaDkOcJP5fNkktFEXQGcjoLJr04HAM7J8mkcxI2k4FsTiaczGLQCZgNOky79Me7XhdP5/LK2J1EOkdGknCajSTSGaxCFtFszytDlhWiqQySDB6bkUQmh8WgRxQFosksyVyOYscezDn2kkxOIjfU7yfTOZI5Ca9tL+YlGhpoQvbhR+9GWHYPtC2FKR+BmVeCd9wBvUVrIM6Tqzt4bn0Px9d5ue74GiaWOiERgsYXYekfwFoEi74M1Sd+oIlCNNCBsOU/2Nc/RNpVS3rB57HVn8BANMnS5hB/e7uFdE7mmgXVHF/rpcZv5+0dAR5+t41tvVHOmFzCGVP8HFddRKhtE4Ztz+Le9jRJ/0yicz6Oo24e8Z7tWLrewbTyPtCZkOZ/ikTJHBz+anLbX8Gw/M8Yw+1I0y4nVX8utvJJB/Q9HhHIMvEdSzAvuwt3tJPeSR/lZWk2RcWV/HNFO32RNGdPLUEvSCzyp+lMGbhnxSAGUeEzCys5QbcF85anEbrXYGw4h57q8/CnWiG4FVPnKpTpl6FsfBpdrJfUxI+x2rKA2X7wbHsMfdOLZMedgmHujVD8Hu++cxUsvRv6NsHCL4Egwrt/UgXVRV+BmoV7XvDpXqde27UKpl8J0y8Fd/VBeZXvS99mWH4ftLwBky6AWdeoTn+OdZJh2LEY3v4dmJzkTvwSG3WTmJRej37FvejivfRM/TiOinqMK+9D6N+EMv5sLAYrg+UnITQtxr7jP6TKj6et7DL+1mTlutk+5m25A139yaQ8k1kaL+ZPrzeRlWQ+dXIdCxv82E0HZniTZIUVLUH+9PoO+qJpbjyxltMmF2sTLQ1aAnEum1OZnxhsVO2xZ1w1NpU6XDGYoXgytLwJky8sOF3qMtOyWlMX/0D0boIV9w2924th/BnquNi3meyMa0n6Z2Je9ntWz/0xyztTnGXbjmfTX1AUGd3MKxAQ0YXbEbY9h75kFhuqrmFLppgzy1P4qiYS72nEMrAR89qHITUIs2/iDf0C/MVl6ESBe99sZkcgyv+dO5nOwRT/WtNJIJrh8rmVTCp1MLvaQ1N/jAeXtlDsMCMCz2/sZUq5g5sWjmN6pXv4UXI5mbd2BLh/SQsnT/DTEoiztGmAM8aZOX1aJY+v6Wd1R5iPHl9DhcfKQ++00h1OcuGMcjxWA9v6Ypw5uYQnVnawvjPMKRP9fHhWBVMrXPv0SmVZYWVriD+9sQMBuP74Gv7+ThvtoQQXzCjjnKmlNJQcBgv7Goc1gqLs2RHF0cjcuXOVFStWjHU1RmewHf56FkS7RtImnAeX3jOyw7efxFJZPv/Ial7b2j+cVuE28+SnT6S05Wn412dGLhZEuOkFqJq/T/dQZJnEyz/D9vbPRxL1ZqLXPc/b8TI+9dDKvOt/cdkM6nxWPv63lYQS2eH086aX8sPzxmF98etYNj82ksHqZfDK/+AIrkX3zGfyypKufBjJ5ML4yGWQTQ6nyyd+CU77DqL+gK8rHbDtyoPRNmNNy7H/41yQRt5r7NQfc+bbk+gOj3hy/fTJdXhtJn7yv815+R++yMGJLw5NiCrnopTPRZAz6oB+xvfglR+BnBu+fvCUn2JrexlD0+LhNMU3EeFjz4KjpLCC/Vvh3tMhHVXDxiy6BV798ch5QYCP/Q9qTyzMG2xS8yaCI2kzroIL7zz0sWgj3XD/uRBqHkmr/RBc+Xew7NvgfoA4fNrlhqfgiRtHjgWB3BWPoH/8upG2s+gWWPVA3rdUpl5C1laGcdndw2myvZz7J/+Z3y5L8tBlpcx65kyWXPAa1z66y3sH7v3oXM6YMkp7+wCsaRvksj+9TU4eGSt/8pFpXLOg5oCUfwxy+LTN/SCVlZj+vRe474Z56HfV1nnrN2q86bpTxqRehzX9W6B1KVzwm4JTmZzMJ/62gs0/PKdQu+7QcGS2y3An3Hc2hNtH0moWqh7dtz6nHs+6lpZxV3DTS3DXgkGmLP5Yfhnn/xr+91U15ByA1cujMx8gJti5arIRe/vr8PJ31N3yIeJn/YpL3x3PeTPK+PVL2/nl5TMYTGT5+fNbyEojfeUtZ07gpPFFfOJvKylxmmkotvPMmpE5rtOs51+fW0idX53jLmkMcMP9y7hoZjkbuyJs6YkC6hzl8RUdDMQzAPzh2tl85Z9rSefk4bI+fXIdxXYjf3mzhZ5Iajj9pAYfv71yFkWOvV8YXdcxyKV/fJuspHD3NbO57Yl1JDIjz3/jibV887zJ6PWHxOpWU4s7QtFssg8nAlvzBWyAbf+DUMsBu0VrMJEnYAN0DqYYDAfVnaZdUWRoem2f7xEf6MC28o/5ibkUBinJS5t6C65/bEU7TYFEnoAN8NyGHpTBDixbHs/PkAhiygwgrn6ooCxhy3/QS6k8ARtAXHkfmb7t+/wsRzpi9+o8ARvAvvJuPjwhf7BpDSR4ZUvht3m2RQTfePWg7hQEvUH1mGuwQmIgT8AGcK/5EwZHvnq+ENgKA42jV7Bvsypggzox2PZc/nlFKUzbSf/WfAEbYP0/VVvIQ01gW76ADeqOdqjp0NflcCKbhKV35acpCrrmV8C+ixCsMxR8S2HT0xjN+ap+YqyLWeY+oukcW2NW8IzjmS2FdpwPLm1Bkg/MAvLKtmCegA3wp9ebCA1N9jSOTdqDCYod5nwBO5tQtdAq5oxdxQ5nisZDpBPi/QWnjHoRl8VA12BylIwaeySwLV/ABmhdAqUzRo7XP06bUInFqKO2/enCMrb+F8pnjxwngkzRd/GX5SG17HB7noANYFv5B26a6x3uG2VZYSCWyROwAf7xbiv9kTSBWIaTJ/j577ruvPORVI6tQ4I0wIbOMFlJodJjHRawQW0fA7v0ud3hVJ6ADfDwsjYmlDrzBGyANxsDNPbvm73/2vbB4Wfpi6bzBOyd99oR0HwIaLw3mpB9OCGOEuZD1B1Quy69KDDaIrEo6sE4iuqL0bbP9xBEnboruTtyDpup0F7SatRhGMUux6gTUQQd6ApVhRVEVZ14d0yOgsEAAIMFRTz2rCOUUWyaFYOVeDa/EQgC2EaxNXUaFcgODVhSTv1nsIAijdpeFYNVtQPbnT2FsNk1PZcCwyjtbU+21qP9XnRG9TdzqBnt+QRh9DoeSwg6MDkL0402kHaJiTua/brOqC6y7EZOUL+vQQRyKRyj9ClOs2HUfu6DYNYXlm8z6sZqt03jMKE5EKfMtZvGTOvb4Bl3ePiHOBwRdarKeOvSUU+Xuc20DGgq4/vEqGOPSF64NL0Zg04glZXIGUZpm6OM25JgwGLUgaAfdQ4mG2xEMzLiUN8tCgI6XWGfaDHoEIfSc7KCcZSdX8MuaTvP7969iruNEaPNGS178MchCmAYpW7vxa711I/S15sNuvwFNg2NUdBayOFE8WSoXJCftuCz4Kk7YLeo9dn46Am1eWnza70Uedxw8tfyLzY51PiW+4itqILYSd/MS5MdZWStxZw+qQTTLp2XKMC1C2qo81kYX5wvNH/0hFpM/nHE530hLz3jm0LaUoI898ahwWQIvRl5wrlkLD4UR2leHmnRrVhKx+/zsxzpyOVzCkLIDB7/dRa3pPPSpla4OGWiP09wMOlFzquRR1bJtzyLbPHC3Jsgl1ZVsi2evHJ65txKUswXlOXxZ4NvwugVLJmuTkpBnaBOPCdf4DJYYfxZe8g7BUqm5actugU8taNffzDxTyxUDz3uBs0mW29UfTvs9k0zNSerCzY7iQdQ/FPysirzPkGS/EWiVOlcXhkoosprYYqxFzIxLmwwYtxlwqUTBT52Yg3CAXI8N7fWg9OSvwD1lTMn4LQc4wsoxzgtA3GKnbstYjYuhrIZo2fQUPFPhrYlo54qcZpo0cJ47Rv+SVCzKD9t+uWw49WR43k3My78LmUuM9vKLswXzEW9aiPfu3E4KVM0hbeixdx2ghPBXYXirARzvtlT/ITbeGpDZFgYjqZzFNmMeKz5/eKNC8dR4jAxrcLJ/9Z3c/X8fJ8pdT4bk0tHFmJnVrrxWA2sbhvklIn+4fS+SJpJpSNzRI/ViH839e9Pn1zPG9v6mVmZX9cr51YxYR/tp4+r9uAeehaH2VCwoPa5U+upLz4wZpwaRy+aTfbhRqgFmt5QQ4DULoKaE8F+YL1j90dTLGsO8W7TANMqXJxQX0SVV/UqTecK2PY8WLzQcPoHnjAkooNIbe+ia3wZyVUF9afhqJpGLpfj7aYQbzUGSOckPjTez9waNy6riRUtAyxvCdHUH2f+OC8TS23MqPTS19mEuXcN+rY3kYomkas+EU/NdOLRAKauVYg7XlYF7LpTkcvmY7TZyLQsQ9/yGoTbketOJVVxAnZv2QF9j0Mc9nZc4ZY1mFpfQ4z1MlB+Cq8nqiku8rKhM8xALMO0Cid6KckMa4gBsYhXW9KYBIlTxnuZqWyFvo0owR2kK06gzTqVMrkHe6obejch1C5C6d9KJjZAf+nJbBQmMNEj4elbjrl7BULlcZgaTgZ31Z4rGNiumiUMNMKEc9RBf8didVd7/JlQPmvPeQeaoPl11fFL/clQdQLYig70K9w7Btug+U3oWg01J6jq77st9hxCDp92mcuo/cr2F1Xtk4YzWJOpZHx2C4aOpUjxIMHyk/EW+TC3v6Xa2lfOJZeMES2egz7ShrlzKWn/NNbqZ7Au5mJhucjk3v9h9I9D8TawPlPKq1v7yEoKp04qZmala49eaz8Im7sjvL61n4F4mlMnFTO72o3FcOxpxhwgDp+2uR98/Yl1WI06zpo69BtPheHJm+GUb+xZc0dD7Q9e/ylc/mCBNtq/13ZhNer49gVT9pD5oHLktstQGzS/Ad1roHahqpbfugSCTWRqTiFqKkbf/ApdFeeyIWpjjrGV8r43MCAjVsxSTXX0RuhcScIzmc2W44jqPSzwpbGWTSbaswNLeDti+zKUTJx03VkskyZQXeJFEGBJ4wDb+6JcML2UYCLHuo5BIskcJzYUUeW2MLXCRVswwZLGAKmMhMdmZE37IA3FdhY2+IbtsXeyoiXIm9v78TtMCMCWrkGO8ytMrPCxpi/H1t44x9d5cVuNvNsUpCeS4sR6H+mshIxCnc/G6vZBtvXGmFvj4fg6L7W+fReIt/REeGNbP8FYmlMnlbCsJUhHMMGi8X7mj/NQ4tw/z+X7gKY2dYSiCdkaGvvHkTswaxzNaO1S43DlqGibV/x5KadPKmbGTs/I21+AptdhpuZV/H1Z9TeYcjHUnpSXvKw5yNqOQe67Yd5Y1OqoaJcaRyWakH2EoqmLa2hoaGhoaGjsA20DCUqdu6iQtr6tmo1ovD9FDdBRKISWOE20ajbZGhoaRwkfWMgWBEEUBGGUuDoaGhoaGhoaGkcnqaxEMJ6hyD5kEyqloXcD+DQhe68oGg+dK8lzzgWUOM10hJLIBygygIaGhsZY8oGFbEVRZOBXB7AuGhoaGhoaGhqHNR2hBMVO04ijyJ4N4CgHo3VsK3akYPOp/4c78pLNBh1Wo46+aHqUTBoaGhpHFvurLv6iIAiXCgfKjauGhoaGhoaGxmFMSyBBya6q4p2rtEgC+4IgqCrj3WsLTpW6LJrKuIaGxlHB/grZtwCPA2lBECKCIEQFQYgcgHppaGhoaGhoaBx2tAzEKd41fFDnSlVo1Nh7vOPUxYndKHaYaA0mxqBCGhoaGgeW/YpBoijKvgWe09DQ0NDQ0NA4gmkJ7CJkJwchEQBn5ZjW6YjDUwdb/geKDMLIfo/foTk/09DQODrY70CfgiB4gPHAsO6Uoihv7G+5GhoaGhoaGhqHG80DcU6sH7Ir7l0PnnEgasFa9gmLCwwWGGwDT+1wcrHDRHNAE7I1NDSOfPZLyBYE4ePAl4BKYA1wPLAUOO098lQBfwNKARn4i6IodwqC4AX+CdQCLcAViqKEBEEoAp4A5gEPKIry+VHK/DdQpyjKtP15nqMOWYKBHZCOgLsa7MXDp7p6++gLJ/DYTNRUlO3ffUItEA+AvQTcVcPJA6EQHYEwVpOB2jI/BoMRgOhAN6bBRhRZIuuuw+6vBiCVTNLe20ckkabUZaOiomK4rO7ONnrCSZxWE5UlxZgsqoOZUH8ncqgDQadD567AVaQ+SzYRRte7HjJRFPc4dCWT9u8Zj1CUbIotPRFy6RS1uj4UWaZfX0JKsOBQ4njlACaDgYhipT1lxKDXIwgCsiQxzq3DVjTyDTI5iZaeAZxSkCIhhpKOIlmLMUlRlGyKgLGSnrQJl8OBPRvAlenBYDCBq5ytCSfd4SQlDhOTy12gKBBsgmQITC6I9YJOD956sPv3/UGDLWp5ZieUTAeDKf98tEd1smNxq/fQ3EgcWoLNal8k6sE/iaDOQzwSpDzViJBLqX1HJg5KDrJpZFsx/YqdeM5IOJHGazeRVowkZB3RtITLaqDeCXKgEUFnAFsRnTEBSW9hnN+Fzawnk5PZ1BUmkspR64TqXDs4y9R/o5EIEh4M0po0Y7LaqfU7MOl1gNr2mwMJ0jmJGq8Vl9V4CF/e2JHMSDQHYihAjdeK3WwY6yodFrQNJPjI7KF9he51eUKixj7gqVW9su/y/kqcZl7f1j9mVTpiCTZDYgD0ZnU8NXvAYEJJR5FlCUEB5AwhcyWhtI5asRe9lAajAzkdBmsRiXiUmM5FyFRJqduGx2YkEe4nG+ogoCslkDEg6kQmFNvR60VaA6paf02RFZscg1Azkt5KKp0il0lh8NVhde3deJ7OSmzuiRBJZnGZdZQSIC2J4Cyjusg+ap6sJNMyECeRlqiyZPCm2kmb3LTkfKRyMjlZodxtoUwJqO/EXqzOhXehbSBOMJ6h2Gmm3G3Zr0+gobE7+7uT/SVU4fcdRVFOFQRhEvD998mTA25VFGWVIAgOYKUgCC8BNwCLFUX5mSAItwO3A18HUsC3gWlD//IQBOESILafz3H0kY7Dmofgpe9ALg3eOrj8QSibwbtb2vj8E9voj6Wxm/T8/MIYZ8+oQW/cx4mjLMO25+Ffn4aU2klz6V+h/lS2tHbxxSe2sq0/gUEncMvJFVx3fC3CYCv2ZXcibHgCAOO4k0me+j2StmoWb+njO8+3kcxKlLvM3H1pjtkTali9vZXPPdFIVziFxaDjB+ckOHuyj1wsgO3Vb2NqfhkEgcSUq+g//iu4TTr06x9BePtOkLIovgkoF/wWoXbhQXjRhy/Z2ADPbI4S7Gnlmsj92Lc/DYC+4XyS8z6Pd8mPEaZ9mO32udz6cg/ruqLoRIEr51bRE0nhNWS59fgByuqmE0xkuO+N7Zzq6mWCvgmW/VkNw2LzwZp/gCzhLZ3N+ik/wGWO4HvtC5AIQtlsnj/h73zjX0sJJbI4LXp+cNE0LrBuQv/kx1TBylEGC78Eb/wCFnwKJp4HpdP3/kHb3oFnPgcDjaAzwqJbYO7N4BhaVOpYAY99FCKdYLDC+b+CqZcWCuIaB4e2d2Hx96F1CQgCyvQrMc35FJ4NDyOsvE9dDJzyYahdCC99F7IJRFcltvP/wiVPpOiPpfn2BVPQiTnue6uFpkAco07k1pNLubbjp0R9M7gjeg5Prx8A4KzJfm47ZzIvbOzhd4sbyUgytUVW7righvlPnAWX3gtVC/Lr2L+FpsatfG2lixUdcUQBbl5Yy6dObkAU4Z43mvnLm01IssLsKje/uHwGDcVHt7VU92CSX7y4ladWdQJw1uQSvn3hFKq8x7YH7Zwk0xtJj6iL96yHKReNbaWOVNzVqpA96YLhpGKHic5QcgwrdYQh5WDLf+Dfn4d0VBUkz/gBJMOQDiN0LEcnCLDmYVBk3Kd8E2/fJoRN6nyAhjNg7scRH70ae6QTu8GKfOIPecdzBnVeE5Vvf5PlDV/lheY+nlzVgazAcdVurp5fzW1PrAPgsct8zFv7PQSzHZ2rEtuqB0GWyJXMIHbBH7FXvff+V180xW9f3s4jy9pQFJhb4+Hq+VXMTS0lG2hiVWwex9V48/JEklkeeqeF3768naykMLHYwu/mh6nbcAsbZ93Dt//XRDwj4XeYuPs0A/Nfu1Zd5L3kHhh/JrKs8NLmXm57fC2RVI4im5HfXT2bhQ2+g/KZNI5N9le/KaUoSgpAEASToihbgPcMFKkoSreiKKuG/o4Cm4EK4GLgwaHLHgQ+PHRNXFGUt1CF7TwEQbCjOl/70X4+x9FH7zp47uuqgA3qLt//biPU18nnn1QFbIBYOseXntrOju4PsHIc3AFP3qQK2KCuoj5+A8lgF3e81MS2fnWVMysp/PyVDjZ2hLB0vTMsYAMIza9j2vos3YNJbnu2mWRWAqArnOKr/95BW3cPX31mB11h9fMnsxK3PdtMRySLYeuzqoANoChYNz6CsfNd9INNCG/+EqSseo/ANnj9DnKDXfv+jEcwG3uS/PB/2zjbtGFYwAawNv4XT9uLCBPOJCOY+eOqJOu6ogBIssLDy9qYXe3mifUh3toRgoEdrGnpJxYOMavvadj4FAS2Q8UcWPU3VUgCDD2rOan/EWo3/EEVsIHNC37K157eSCihfotIMsftT61jY9qvCtgA0W5Yerc60Xr1J9C6VJ0g7A3xACz+gSpgA0gZeP1n0LVSPY71w9OfUgVsgGwCnvks9G/ejzersdfkcrDxaVXABlAUhPX/xBrcjLD8nuG2Q8lU+N9t6vcBCHdge+GLnD/eyFlTS9jWE+WZNV00DamRZiSZn77SxYb6j/Om6ZRhARvgxc39PL+hh/uXtJCRZABaBhL89NVuAtM/BU9+EmJ9u9Qxg7T6UR5s9bKiQy1fVuCet1pY1RZiddsgf3x9B9JQ7N7V7YP89a1mskNlH6282RgYFrABXtzcy3MbusewRocH3eEUbqsBg06ETBTi/epCoca+46mFno15SS6LgVROIprKjk2djjQC2+DJm1UBG9S+7eXvgN4Eb/5Kfcer/67avpuc6LKxEQEboPFlhPZ3RvrebILy12/FGW1kWXucjrqr2RQ28PhKVcAGWNU2yJvbA0wosdPgt9LQ+hhC+9tQNR9W3Dfcr+t716F7+zdk0u+9aPJuU5CH31UFbIAVrSGWtYTYaJ1Hw1u30NvZQjSZ3x42dIb5xQvbyEpqpq19SX61xUvL3G9x278biWfUOvRH03zh1Sy90z+tas49fgMEm2gKxPjiI6uJpHIADMQzfP7hVXSENKd7GgeO/RWyOwRBcAP/Al4SBOEZYK8lGUEQaoHZwLtAiaIo3aAK4kDxe2TdyQ9RY3Vrv4rdGWwvTGt/BzkRpH+3GJQ5WaEz+AGUAcIdkN2t80wNEkxkebO50Ml8KCUjtr9dkC42v0oyWzig7ggk6Y3J7AgUdtCxtISj+bmCdGPrmyMxOHdBaH0LMd77Xk9z1NEezlBbZKWs57WCc2LHMrC4GTSV8mpT4bcfTGSxGHS82a2D1CCbu6PM8mbQOYqhbSmYnKr61W6Yml8G30gomy7JSSSZy7smlZXpSO22ixxuH1ETj/dCYi8XfWK90FbYphhsGyqrb0QA34mijJzXOLjEeqD5tfw0s7twkUMqjIurG2hkhitNnd+O22ZkRWuo4Jr2nIfXuwsVsl7d2sfE0vyd5tVtg/QWL4TBFoju0naTQSLpHItbC/ug9R1hWkexD128uY9w4ugWAt7YWvgbfH5DD7mjfHHh/WgZiFPqGlIV79us7saKurGt1JGKtQjkrLpQMYQgCJQ6zbRpHsb3jnAHyPljLLE+yMQgG1dNpXbiG69qXuyG0LEc/Pkmde50NwNJmYilit5IwR4Xy1uCTK9wsbBCj7fjZdW+PjlYcJ2lZTGZSOA9H2F5c7AgbWVriGBKAZMTc6qPzsH8eeBo7eP1lgRBY8XwguhOeiNpes216kEmBpFOugZTpHP5fVkokaU3osVo1zhw7JeQrSjKRxRFGVQU5XuoKt1/ZWgH+v0Y2oV+Eviyoij7HPZLEIRZQIOiKE/vxbWfFARhhSAIK/r7jxFbH0dpYZp/MqLZidOSPykVBCh2fQAVQHuJqn6zKwYrTqOOGWW2wioZQS6bVZAul8/FpC+cKJc6zXgtIqW7xiMdwmLSEysvVP/Ols9RVyt3QymdgWz2vMfDjA0Hs22W2g20h5IE/PMLzikl0yCTwJELMrui8Nvv3E2Y65fBaKfOZ2NHzKjuHJdMVweqURYzsuXz8gRYvyGNxZA/AdWLAiVmKT+jzTeyEm/2qvZke4PFq9Znd3a2f4tn9F0mbefpPTlg7dLmh4q5+WmpsGoXvyv6wt84znKaEyZ6wikiyQyTS50Fl5TqY2ob3Y15tV5adhOOxxfb8UQ2q3Wy7qJ6aHJh1yvMKyu0N55QaqdsFDu9ubUeHJb9tbY6vJk3rvA3uLDBh143tg6+xno8bx1IjKiK927O80OisY8IgrpI0Ze/6FbsNNN+hAnZY9YuHSWFPkbMLjDaQNDn+zgJtYBvQmEZJVMh1JyXFDP6cZl12LL9+B2FplVTyp009cdZ2y8RLZ6nbriYXQXXZUrnYLC993g+rbKwb59S5sRlEiEZJmvy4nfkmzMOL3TtwowyC04pWPA63FYDntzQN9GbwFaM32FCJ+ZfaDPqKLIdG/42NA4N+z1aCoKwSBCEGxVFeR3V6VnFXuQxoArY/1AU5amh5F5BEMqGzpcBfXvKP8QJwBxBEFqAt4AJgiC8NtqFiqL8RVGUuYqizPX7P4BTpSORkulw/GdHjk0OuODXeEpr+MVF9RiHJkqCAN8+o5rxZR/ADsU3XrVv3Rl+Q9TDRb/H4a/gW+fU47KMTFqvnOllcpmLTPXJKOXHDacr3jpy0y6n2G7gKyeNLAyYDSJ3XFhLfWUpd1xYi9kw0lS/dFIp5RaJ7LQrkLwjsUkz5fPJVn+InK0EZdplI/W0eOC0b6Evqt33ZzzIHMy2Ob3EwE0nVvOWOI9M8czh9Kx/KtG682HTM1iSvXxlvg2ffWRgOWWCn+ZAnNnlNk6us0NRPceN89OWNLHFfxbMvk7dyQ61QP3pIze0F7Ou7pO0114yvPgyZdk3+c75E9EPDWaiALefO4mp8vaRiYHeDAu/DOsegzk3QNU8sBXt3UM6y+CM7+cP7jOuhp1tzFkOF9+trrIPP+D/QfHkvXyLxyYHrF0aTDDzanDXjJRdOY+MfypKwxkj13WuUm3ph/NZiJz1Gx5Yl+Q/67qo99u5cl4lTvOIYHvt7CKmdT3Oqfp1zCofWdQbX2zjwpllLBo/0qc5THq+dVYN5Uu+Cx/+I7h2GaaMFgwzL+eTDRHKnCO/g9Mm+plT42V2tZuzp5YMp/sdJj5/asOwU7SjlVMmFjOryj18PL7YzsWz3nd4P+iM9XjeMhDHZx8SOvo2gUsTsvcLV2WBZovfbqJ14MgSssesXfomwtk/HRlPdUZ1TJRysOjL6k523SnqucQAWItQSmeM5PdPRK4/bcTsD+if8xWCtnrmVVqo2fQX6hwKJ9aPjMklThOnTypmdfsgazrjbK3/GIqzEga2w/izRsq2+ch+6BuYrKM7LtvJifU+TqgbWfis9Fg4sb6IidI2Wo7/Hp6Keors+UL19AoXV8wdCZvnthr45uwM45b/kNtPrxp+HUadyC9OsVK1/i5V4+SC30JRA/V+Gz+4aCo75WyDTuDnl86gpujY9jmhcWARFEV5/6v2lFkQvgvMBSYqijJBEIRy4HFFUfboYUoQBAHV5jqoKMqXd0n/BTCwi+Mzr6IoX9vl/A3A3D14F68F/rM33sXnzp2rrFixYm8f8cgmHYP+LZAaVEOMFKm7R1IuR1NXL53BOH6nhYYyHybLB/SqmMtAYKvakTsr1FVSnToRbuvqoaU/it1iZHypB4dTXa2MdW7FNLhN9S7umYCtcgoAgb5eOkMxgvE0FR4r40qKMVit5JJJWnp66Agl8NrMVHqseIvVnchgZyNKsAlB1IGnDm/5OACy/TvQB7dBKozirUesmrcfL/I9OWBuqg9G20xGQ6zvTWGXIlTJnShyjoC5hkHBTYnch1sewGSy0C17aI6KGAxG9DqRbCZNg1dPcXEZ6FXBYzCepqW7nwoxiFsZhMQAiqMcQyZMLpsmaK5he8JGqceGJ9ONPdmJyWQl7aplfdxN52CSMqeZqRVObGIO+reqaoJmt6rWrTOq7dTX8J7PNCpdayHYqJZVMk1d3d+Joqgq46EWdcfcNxGMR/1Aeni1y+61qh2/zgBFE2kSKnGnO3HHGhFySXU3K5tS1RszCWRnBV1CGaEMBKJJSl02sqKBSFYkFM/isRqZ4MpgDmxC0BmIO+poDeeQdRYayjwUO80EYmk2d0UIJTLUefRMk7erToGKGkYPtzTYRtdgkqaYAZPFTkOpG8/QrsZgIkNjX4xkVqLOZ6fCc2x4oR2IpdneF0OWFRqK7RSPolX0ATi82uY+8vEHlzO13MXx49zw8BVw0m3HQn9y8Ag2QdNrqvAzxAsbe8jkZH5yyT44wNx/jtx2mU2p87BYn7qDHQ+oY52gQ87EVF8YUhY5lyZkbyAu66nKNCFIGQSbHyU5iGQtIh0ZIGbw0m+qwe12U+mxEu1tIj3YQ5ehlp6EgCAITCl3YtTraOxTTc3qi20UywMQ2IZkcJBJx8mkU4j+8ThK6vbqEYLxDOs6BommsvjtRkqEQQy5GDFbLZMqRt8Jj6aybO+LEUtmqbVnqU5tI2n0sE0uJ5oRSGVlarxm6sUexHCbuujum6COQ6hRIxr74vRFU5S7LdT5bGOuqbMHtHAoRyj7K2SvQbWpXqUoyuyhtHWKosx4jzyLgDeB9aghvAD+D9Uu+zGgGmgDLlcUJTiUpwVwAkZgEDhLUZRNu5RZiyZka4wNR+7ArHE0o7VLjcOVI7ptnvnr17lx4TjGiX3wyg/V3UKND04uDa/+FK55VF1oBVa3hVjSGOAfnzj+UNbkiG6XGkc1mpB9hLK/RmUZRVEUQRAUAEEQCg1xd2PIU/ieGszpoyUqilL7PmW2MEp4Lw0NDQ0NDQ2NA4GiKHSEkpQ4TdCyTVV11tg/9Caw+9Q4z341OE2x00y7FsZLQ0PjCGd/9SIeEwThz4BbEIRPAC8D9+x/tTQ0NDQ0NDQ0Dh8CsQwGvYDVqFdNsZzlY12lowNnpRqKagi/XXV4uLuXaA0NDY0jif0VstOogvWTqPGxv6Moyu/3u1YaGhoaGhoaGocRbcH4SLSLwDbN6dmBwlmu+ugYwqgXcVj0dIe13WwNDY0jl/0VskuAnwI1qML2y/tdIw0NDQ0NDQ2Nwww1fJdZjese6Ro9VKbGvuOqUh137UKp00x7UBOyNTQ0jlz2N072t4DxqPGxbwC2C4LwE0EQ6t8zo4aGhoaGhobGEUTrQFyNGRxsAXvJsJdijf3EXqJ6xM6MxLb3O0xHXKxsDQ0NjV3Zb1/1iuqevGfoXw7wAE8IgnDH/patoaGhoaGhoXE40BxIUOwwqfGANXvsA4coqrHrg03DST67idZg/D0yaWhoaBze7JeQLQjCFwVBWAncASwBpiuK8hlgDnDpAaifhoaGhoaGhsaY0zoQp8RpVmO+O8rGujpHF45ydfFiiGKHiZaAtpOtoaFx5LK/Ibx8wCWKorTumqgoiiwIwgX7WbbG3tK3GbrXAgKUzYDiySPpXWsgEVRDY1TOB4uTaCTM+vYgrcEEJU4TMyrd+Ip8KLLMxpZONvfEMOtFplc4qa1474lEMDjA+o4QnYNpqj1mplcX4XK5CceTrG0fZHt/AqdJz5QyK1Or/AAEWtZj7FsPco6sfxpF9ccB0NjWxY5AjEAsS22RhRqfg8oSP139QTb2JmkNJimyGZlcbGHSUFnZprcQ+zYiiHpyxdMw1i4AQGpfjti3GdIR8E8gWzobo8N/UF7/4UpXKEljf5RALI3DZCAQz5DJyUz0GZie2UC/qYLtaQ9toRQ+m4GZtkE8Qhh9NoEu0k7WUckWaunNWpnuSlETegc8NWSLp5Hq2YoQ2Iq5qBpdrIdcNkPIMZ7lMR8z/Hoqs80IAzvA4gFPjfodwp3groby2SBloWs1xHrBWwfls8Dk2PuHG27zqOWlwqq3X7NbPXbv4pAoHYfuNTDQCPZiKJsNTs2W8pDSugR6NqrqtWWzWK+MwxprRxQUNoUNxHIiJ5VkKE1shVgfsrsWyeJDnx4gpZjYkC5mR8yIzWrFrAcpFWemT6Gi9zUwmKFsJi2G8azrDJORFKaUOfHaDKztCBOMZ5hQ4mBauROTQbfHKsqywqbuCJu7I5gNOqZXuqgtUqNStg7EWd8RJpGRmFzuYEqZC5149Icu3d4bZWNXBFlRmFLuZFKpc6yrNKa0BROqkD3QCBPPG+vqHF04y9U+fIhih5k3tvWPYYWOIGJ90L4MBlvBVgxWDyTD4BsPqQhk4yixXnKSTMg1FQkRf2Q9OikDnmoUnZlcNo0UaidlLGLQOQHJ4qe2zIc+G1PH2mATmF2gN9EhlrM+7iaSEVhYksE9uAnifShFE5HtJdC9DjEbJeebTLO+nq39SSaUOCiyGljZNkgklaXOZ8NlMdA8EAcFan02usMp0hmJ6iIb2/oiWI06DKKOdE7CbTXSEUpg1ItUeSy0BBJYTXpmVDioy+6A4A71PXhqoWqeanrQuQqSIWR7CQlJR5uuhqS1jGnlThQU1ndEaOyP4bUZKXaY2NYTxWkxML3ShUkvsr4zTG84TY3PyowKF3azZh6isW/sl5CtKMp33uPc5v0pW2Mv6VoDD14A6ah6bHbBx54FvRn+9RlVkNnJRb8nN+0q/vFOCz97pWM4+SNTPXzvIj1beyJc97eNZCQZgFKnkX9cr1BfNbpaXCwW4zcvN/LQqsBw2ucXlvGFMybz+rYAX3psHcpQBI4JxXZ+c9kUynId+J64RBX8AQwWwlc+zYB5HD9+oZFXd0SHy/rRebVcV+Lnv5uD/Ph/I05RTqz38v3zYFxyA4Z/XgNZdbXbaPWSvezviEYT4r+/gNA/1AQFAcOH/wwzr/wgb/iIpGswyT1vNdEciDOrys0/3t1KfzQNgEkv8ui141nRLfDj/60ZzjOj0smfjx+k7D/XAWAG6qfdxB8GLuJnIYmH5qQY98rNZM68A8czN8HCL8M7v4HBVgxAsahn6jl/w7L+XYSVd45UZuY1EG6DlrfU4/N+A82vwOZnR6455+cw/5Oq2uD7PtzaoTYfAZMTPnQbvPwdhhtb2Wy46u9qDFtFgXWPwn9vGck//mz48B/A5tvn96rxAdjxCjxyNeRS6rHNT9F5D5Dr28pNK2toDKS5cZadC7bcidi2GFBVrPRn/hBF1POvyEy++erIOu6CcV5KnGb+uCTEnxsGKF9xB4qjFNM59/LFRyOA2sa/f9FUbn9q/XC+u6+Zzfkz9qziu7wlyHV/fZespLajcreZv9+8AAH46H3LhuP26kWBh26ezwn1R3f72dwd4aq/vEM4mQXAatTxyCeOZ2aVe2wrNkbE0zkSGQm3SdGcnh0MnBXQ8ubwYbHTROeg5vjsfUmG4YVvwvrHRtIWfAqqjoeNT4MgwLrHEMLt6jh95g/gzV+pC9OgLm5f/AeMj10PgAUwVp/OqhnfIYuOyW2PwIvfHC5amnAej1k/z+/e6eBTc+xcsO4X2DpGvpt86rcQl9+jLqCLOnSXPMJNzwkMJrN849xJ/OG1HYSH/r7rlUai6RwADpOez53WwKRSB195bA0+u5E6v51/r+ni6+dO5KtPrBsO6VbltXDetDL+/EYTPruRh8+3MOGZm0eef/b1kMvA+n8CIIo67Gf+kPp1v+bPxd8ilJhEOJHl1sfXjmSpclNfbOeJlR189PgagvEM/1nfPXz+/86bzM2Lxh0Ti6saB479tsnWGGPWPDIiYIPaca57AnrW5wvYAIt/QKSvhV+/3pWX/PTGEFt7Y/z+9bZhARugJ5Lh7abgHm/d1BPME7AB/vB2Nx2hOL94afuwzAOwrS/Gpt44hsYXRgRsgGwS08q/0j4QzROwAX62uIM1rQHuXLwjL/3tHUGSOQXdqgeGBWwAEkF0jS8iRntGBGxQBa3XfkKu59hZ99nYFcZtMbCyJUQ8LQ0L2ABZSaY3Z+OeN5vz8qzriLBOrs1L8264j+vHZ+gYTLNcnkjyQ9/G9uq3QdCBqFdXznci56he+xt8se15ZbD2Yag9aeQ42Z8vYAMs/h6E8uuzR9b9UxWwAaZ+BN79E3mNrXv1yC53qBVe2m0tcPsL0Ltx7+6lsX9kkur32SlgA8T7Ke5bwjrG0xhQ2+X5JUFsQwL2MG/cQcxWzU+W5PcL7zYHqffbWN+TZINlPgBCtAd//7uUOE0ApHMyz2/sYfYuAuH3nt1EXyTFaKQyEncu3j4sYAN0DaZ4p2mA1e2DwwI2QE5W+NWL24incvv8Oo4kntvQPSxgAyQyEo8sa0NRjs3Yxa0DCUpdZsRwu7pApzk9O7DY/JAMQSYGgNtiIJGRiKWP7t/ZftO/JV/ABlhxnzpGL/+rehxuV/9316ih0nYK2ADpKMLmZ6FoxF+xrW0x1mgz2WQYXvlBXtG6bf/jBKc6hzu7qD9PwAYQl94F04asRWUJ25s/4lcX1wJw71vNXDijjCqvhW290WEBGyCazrGtJ0ownqEtmODkCX6eXNXBqZP8PLWqMy9menswickgohMFArEMb3TKqtbcTlY/BL5d/C/LEqx9FJOrmNNc3axuC/GD/2zKq/fq9kGqPBYAihymPAEb4FcvbqV1QPMRoLFvaEL2kc7A9sK04I7hgSqPxADkUnmC9E6iaYmOSOFg1hfN7PHW0VThOVmBlKTQF0kXnIunZfSR1oJ0Y7Rl1IE0ls6RysmjnjMiQaSjIF2IdIBQ2KyFaA+iVFino5VoKkdOVrCb9Qwm8r+TXhSRFIWBeOH3i+YKlVtMsrqQEUiLyFafukKtN+d5gt2JGO0Eq7ewQvIu31DKFp7PJtV/e8Oubd5apNZnd3YuPOUSo/8W0tHCNI0DTy6p7vrthhjrIZIzDh+bpVEmL+koiiASz0iFxQ5NuGLySBlivAe/3TR83B9N47WPnB+IpUllC/s+gFROoiNU2P76o+k8QXMnXYNJUrnCeh1NtA4U2sM2BWLI8rEpZLcFh+yxB3Zo9tgHA1FUVcaHnJ8JgkCpy6x5GH8/RhvLpKwaZk4QRhakQR2bRxsvY71gzdfMMckJMlkJcoXzJpOifhOLMsq3SQ2C0TZ8qIt1UTIUWn4glsZlNeK1GvMW/nfSF00jDS10SoqCooDHahx1PpnISBh16lyvK46q1bYru88zYj1g82FWEoiCMGq/vnNckeTCcSKdk0mMMhZpaLwXmpB9pDP7usK0mVdB0Xh1p3FXJl2A3lXGtDJbXrLToqfBZ+G62YXC0Ql1noK0ndT6nXmTWoDaIjOlDiMfnpWvlikK0OC3kBlfaKofm3odNT47ZkN+czxpnJNKl4Hj6/LrZTaIZDEiT728oCx5/NnqDsNugrYy7VJkb90en+VoY3yJA0VRiKVy1PvteecykozdoHDmlJK8dL0oMMnYl1+Qo5QNySIA5rhimDc8TGrq1argas/PDxCbei1yIF/zAHtJvkCut4Axv05UnaDaa+8Ns64Z+XvHKzD5ovzzok71QQDgrIJxp+SfN1hVWzWNg4/VC9OvKEhOVn2ISaZ+hCHNu2YqwGDJv6j2JIyxLk4al99WzAYRURDQiQLjDSOaNKnKRWzoGplQnjzBz/LmEa2Zj8yuoMSV31/txG01cu2CwvY3f5yXKWWFdsjXHl9NkX30so4WLphRKEhePb8ane7YnDa0DCTU8W6gEeyaqvhBwV6mLmIMUeIwjbrYo7ELRfX5u7gAxVPUcdY7TlXD30nvBqhaUFCE0nCG6rdkJwYLQXM1dosZpWJu/sUmJzsktf23UAn63frBulOhY/nwYWza9fxllboQcOaUEt5uDLCpO8Kc2sL55rxaDy6rOm8NxbOUu8y81RjgrKmFcw2v1Ugyqwq9p1SSr1Vn8+VrTwFMugCaXqdNrMKsFzlrt/mPUSeiH+rbJEnBac6fP8+scg3vdGto7C3H5mh5NFF3Cpz3S1XVyl4M5/9aVc2tWgBXPKQ6QTPaYMZV8KGv4vT4+fVHJnDuJDdmg8i8agcPXjuVmrJiLpheyi0nV+C06Kn0WPj9peOZVbNnZ2EVJcXcd81kTqx1YDaInD7exR+vmEyR28X188u5al4lNqOOer+N3181i+OqPSRKZhM95051J8DqJXry94hXn8q0uioeuHYKM8vtWAw6PjLdy/+dXUelz8PtZzVw3rRSLAYd08qd/PGaWUyvKSJVtQj5lG+ou5mOMqSzf06y5Dikinkol96H4hsPRjvKcR9DmXMjesux47RnSpmThQ0+/u/8Sezoj3HrWRMod5lxWQzccmotEwOL+ehsDx+eVY7VqGNCsZ17rprEBHMUueEMMFjI1Z7CioV/4vHtMn+4sISZ2+9CJ0Bu3qdIzv44bPkvylk/Vh2NmF2E5nyRR3Mn077gu+pih8EC1SfARXepquAGC9SfDhPOgeufgsp5atq0y+CiO8G8l99n3CkjbT7aBTOugHkfVwV3/2S45nEonaFea3bA+b+A6VeqwnX5HLjuqREhXOPgM/F8OOk2dSLorEC64HdsMU1nnMfIPRcUMa7Iwi9WQfeF/0Apmw0GK8qUD6OcfDtmk5HvzUlzyVQnFoOO6RVOvnHuJJY29nP/ZTVM2fI7cFWhXHgnjZbplLnMuK0Gvn7ORE6e4KfcbcFq1HHdgmq+ePp4TPo9Oz778KxyvnzG+OH+7+5rZjO72s3MKjd/vO44qrwWnGY9XzytgUtmVx7CFzg2LBjn5WeXTKfYYaLIZuQ7F0zm5AnHlvPIXWnuj6vhu4KN4NLCdx0UnGWq5/YhfFqs7PfHO04d86pPUMfThtPhpFuhbxOc/l3VPO+M76njtMFKwugjfdbP1MVvmx/lpK8ilM5EmnQRGKxkS2fTdu5DeMrrcLp9CBffDVMvUcuunI981o8pc1loKLby81XQfeHDSKUzwGAlM/1qsid+GXmwDUxO4vO+SFf9lby8pZ9rF1Rz3YIa+mNpLEYdNqOOb50/Gb/dhM9u5BvnTqItmGBFS5BfXzGTd5oG+MSH6qjxWtHrBD56fA0Ok56aIis/+cg0XtnSS5nLzG8um8pxfkEV7g0WqFkEV/9T/d9bp+5wH/dRZKufbfN/wJpMBRfMLOcb503iyrmVWAw6ppY7+cVlM3hqZTv1fhvH1xdx/43zmVvrwWwQOW96Kb+8bCYuq/H9voaGRh7CsWZfNXfuXGXFihVjXY0DT3RIBcix24pfpEv1LumpydspSieTDESiOK0W7I4Rr86KLNM7EMSgEynyjqL2OwrxWIxwPIHHYcNiHdklT2eytPRHsBpFqvz5K619Xa0IioK/ojYvvaMvQDqdpchpw+0aEbrC0RhdgynsJh1Vxfllpbs2ogg6zGWT8tKl3m0IUgLFOx6dOX/3/gBywLxgHIy2GU5kGExmyEkyAgLJrIzVIOBSIohKhrRoJ5IBp9WIKT1I0ujCrBMwpAKYLTYCuNW2YMiodlwWLxitSLksyWAXgtGGTcxAJk5IsZGWRUqKSxCySVUFTRDVRRBBUO3tLJ4RVbJURFVls/kLV8P3hmiP+r+jFKScej+DVfWsuju5NMT71QF3b4X5I5vDr132bwedXp0UAu3BOLZsiLSsI6noKTEmMCgSQi5JSO9DJwqYsxFEFBRBoE9yIBptxDI5PLokZQ4LxPtAZwRvLQCBaJqcIlPqVPu6cCJDPCPhd5gw7MUOrKIo9EbSGHUC3t12qgdiabKSQonThCAcsNd72NMXTYECxU7zgSry8Gube8GVf17KKRN8zHrjE3Dy1wo1LzT2n0g3bHwKPvJnAJ7f0ENWkvnJJdMPxd2PyHY5TCqqjoE6PWRT6pjqHTc09qkaP5ICfYqbjAzlSh8GKQlGB0omQlq0o8g54ooR2eTE53Ii7nTylU1BIqA61k3HQNQREt2kMhLFTjPpWBA5FcXsLkNvNDEY6EbJpXEUVRLPynl98EAszWAig9tipMhhUv1kCKo3+YFYmpwsU+K00ByIkcpKVDgtxLISTpOOnmgagyhgMejJyjImvQ6fw6TaXEe61Gd1lIxEKokPqGZooo6EbGAQG8UO0/COdTYnE4ilsZr02E16+iIpzEYdniFhOpbKEknlKLIZ3zMyxSHg2BlwjjL2N4SXxuHC7sL1Tpzl6r/dMFkslFsKJwmCKFLq3zevuTa7HZvdXpBuMhqYWFE0ap7i8ppR0yuLR7+3y2HH5Si8B4CpfOqo6bqSCaOmH0u4rMY9rL6OCJojLceNe5e/AUaUIk15IbZ0egP24vxvmCfaGq3DwtRI2m4LHeb9FHh39e6r04OrYs/X6k2qt3GNscOfr6Jf5bUBoy9+FY/yV23eFW71P6s7L9XnyBeM1fa/91XcaQc6Gke7evieKHYcMOH6iKYtmKBMH1X7MU3APjjY/GoYplwK9GZKnCbeagy8fz4NVWvLPEoYTL1peGzUASNGICPjs4AaTQRU7+IFGMwj4+fQPMADMNS3Wp1F4ByZ67l9I3dxGcjrg4vspry+dNfFu13Tx/lG5ns7ZwkNlj3sJIu6/LCdO7GN1Mk6Ut2Rx9KLlLlHnnjXvwHsZoMWtktjv9DUxTU0NDQ0NDQ09kA6JxGIpfGl2lSVZo2Dg06vqjGHWgBVANPUxTU0NI5UNCFbQ0NDQ0NDQ2MPtAeT+B0mdKEmzenZwcZZrjqXA4odJnojaXKjRETR0NDQONzRhGwNDQ0NDQ0NjT3QOhCnzGlRnZ45NCH7oOIohYAqZBt0Im6rge7w6PHtNTQ0NA5nNCFbQ0NDQ0NDQ2MPtAwkKHaaINg8qo8TjQOIowyCI2G8Sl1mLYyXhobGEYkmZGtoaGhoaGho7IGm/hjFFkV1yGV2j3V1jm4cZRDuADkHqCrjLQPxMa6UhoaGxr6jCdkaGhoaGhoaGnugqT9OqRAER7kajlDj4KE3qqEeB9sA8Ns1IVtDQ+PI5JCH8BIEoQr4G2p0IBn4i6IodwqC4AX+iRqppQW4QlGUkCAIRcATwDzgAUVRPj9UjhV4HKgHJOBZRVFuP8SPM4IsqXF/TQ7VQ+ahJh1T/zeNHuZqd+ScRDQew2q2YDDtISzCbqQyEhlZxrlbSINcNksmMYjJ5kGnz3/2lr4wDrOOImd+vSIDvciKgtuXb982EIkTTaYpc9swmUbCOeTSaRLhbvRmN1anOz/PQABRFPB48sOFZeJhcpkEVs+x7Q02lZUIR5MIcoacaEQURQx6AasURy8lGRRc5AQdQi6N2aBHyMQwmMxYbU6iqQzGXBTRZCOlGFGyCYxGM2azmUgig1FOYjYaIRMDcejb7/wNZBNq/GqzE0lWiKay2E169IqkXm9x79+Edfc2nxwEvVkNN7I7iqKeN9rUSZzG4UEmSSSVI5PL4hGipDETVcyYpAQOswEllyImGZB0JuxilqzeSk7Qo2RSKKIBCYGspGAx6TDqdMQzWRQZrEY9DouBdE4ilZFwGYFMHIx2te2ZnWrYl1GIJrPodSIWY/75PfV/Gkc/rcEEpa5OzR77UOGqgGATeOsocZpZ3xke6xodUUiJMIM5PaKox6NPg2gAFJBzSLksiRxY7S6EbIJoTodVzGKQs2StRSQSSRx6CdFkg1SEuGAlkZMRFAGXUcZALi/0ZjiZwSinUNIxrN5yyGWJxGLkZBmvzVQwJw0nMiTSOQx6EbNBRzIrYTXqsZnU+cPO/jeTk0jnZLwWHZnEIEarm4QEBlHdG8xJMg6LQY3hnUsBgjq27xpeL5MEOYskSSQUAxaLdThGNkA0lUWXS2A1m0FvQpIVIskMigLeYzRko8aBZSziZOeAWxVFWSUIggNYKQjCS8ANwGJFUX4mCMLtwO3A14EU8G1g2tC/XfmloiivCoJgBBYLgnCuoijPHbIn2Un/Vlh2DzS+DHWnwIJPQ/GkQ3PvdBR2vAJv/ko9PumrUH/aewrbzZ3dPLq8k+e2RZlXYeHjC6uZXLtnOzNJVljWPMDvX2mkN5LmxoW1nDO1FJ/DRKx9Pbplf8ba8RaJ2tOR5tyMo3IK69sGWLx1gH+v7aLUZeYTJ43jpDoPkfAAhq4V2N79DYKUJjLns6SrTsJfVs3Sxl7+uqSN7X0xzpxczEXT/MyoLSbcth79xidxbn+GlH86sfmfxV5/PD09XSxtifCXd3ox6QQ+t6icOdUuPG4viR1LMCz9LdZIC7Gp16FMvhBH2fg9PuPRyrq2EIOxKPcuaacjnOXqmS7mVzup0w8Q6mvhmWAVj23eQb3Pwo9PsmDe+CDm5sXEKhYRmH0T1sFGTO/8kv6JV/OC8WzuX95PsU3HZ06q4vG1AT41IcGklr+h71wO9aeCuxrSCag8DpbcCakwjaffy9+3yLyyNcDCOjc31MeZuOQrMPlCmH19YTzt9yMdgx2LR9r8Gd+DnnWw6m/gbYCTboXqBSPXB1tgzd9hw5NQNgsWfgnKZx2YF6zxwZBy5LrW8Fa0jL8uaaMrkub6qSbOLongTTZjEmSUng0IbW9jWXgrYrAJw5Z/gX86oRmf5jOLJexmPR+ZVYHXbqA7nOaJFe1kZYWLZ5bjsZmocJt5eFkbH2+IMq3lIYy9q6DhTLAXq7F4590M/onDVQrG07ywsZe/vtVMkc3IF04bz4I6LwKwrDnI717ZTn80w02Lajl7aik+bRJ2TJDOSQSiaXzx7Wp4KY2Dj71E9TDecAYlLjPPrusa6xodGYQ7aeoZYEPCzWCgl7PEZbD5ARRbMcKMy2Hjv9BVzcfiqafZ0MCjW3K8uCPB8ZUmrjiulMfWtvBOa4xz6oxcNd3JjriZu5f2ksrKXDizHCmT5HRPL1P13fRWn8eStgRnODoQl92FaWAT6dk30lJyJs7+VZSs+yOyzkD2xFswTTidJEZWtIZY3xnmmdVdWIwiNy4cx/Mbe2gbSHDbWRPojqT561vNeKwGPjK7goXeCJkNfyVu9PG4+Xz+tiZCscPIxbMqeHZtFxdMLeKs5HMUbXoQJp6vCv81J0LlfGh/B177OcS60U2+GLNoortoAdnSOXjtRhZv7OLPb7XiMAp8Yb6DqtISNgXhiVUdtAbiXDSznCvmVlHp3T26tobG3iMoijK2FRCEZ4C7hv6doihKtyAIZcBriqJM3OW6G4C5O3eyRynnTmCDoij3vNf95s6dq6xYseKA1Z94AP52MfRuGEkrmgA3/Acch2BA3vo8PHJlftq1j8P4s0a9PBqN8Kl/rOHtluhwWonDwFMfn0VFSfGoeda0hbj0T0uR5JG28p0Lp3DVJAOmv1+ohjUZIls6C+map/jFGz389a2W4XSTXuSvH5vL9MxaXI9fmld+5MJ7afGfwnX3ryKSzA2nnz21hJ+cV4ftpVswb3l6JIPZTfTq//Bar5EvPNWYV9ZD101mpqUf5yMXQi49nB4//hasZ34LQTf67tV+cMB0Bw9022zsi9LUPcDnH9tMZpcQKLecXMlnYndzBx/lnpXqDsFNsx18Y+D/MPStH75O8tTRd/qdlD13Iw9Me5DvvT6ym6ATBf5+3WRO+N/ZEOsduWnNiTDnJnj6E6AoBKffzA0dF7Kue8RxTa3XzGOT36J45a/VgfHSe9Qd5r1l2wvw8BXq374JUH28KmDvRG+GT7wCJVPVlexnPgMbd2k/Fo963lu39/c88jhs2yUA7ctZOujio482kpVG+pWvLXTzWeur0L1aXbSsXYRidCBs22Xt1OLhn7Me5OuvxjDoBO68ajaf/ceqvOK/etZEQMaf6+XKNR+FRHDkZP3pgALxAbj+abCpGjCPvNvGN54eaf+iAI9/+gQEQeCyP77NLt0f379oKh87sfYAvpBjisO7be5GY1+Uj923nF8a/qQuDLoqD+r9NFC9i7e+Def/klRW4tN/X8nmH5yDKB5UVf0jql0WIEsMrP0f/4pN4f4lrTw2ey3lS783cl7UwWnfgZe/S/gjD3PzmzZWdIyo4Ze7zJw1tZQH3m4B4McXT+Wbz2zMu8WtZ03gkXfbeOLEVp5IzeXKuhwlT1wM6QgA6057CKuSoOHVT+XX7fqneVOaxqq2QX7z8va8U7efO4k/vNbI9cfXcverI/M5QYDHLrIyb8mnuHfyffzozfz5x61nTuCOF7byk1OdXLPmekiGYN7HYcdrcMGv4e8fUTVMd3LC52HLs7w9/w90G2u49fF1w6cumlnO7GoXv3pxO7H0yBz0irmV/OjD0zDqD/i8cV/RbFSOUMbUJlsQhFpgNvAuUKIoSjfA0P+jS3yjl+MGLgQWH/havg/BpnwBG2Bgmxrq41Cw8oHCtNX/2OPlbf3hPAEboDeaZUfPntWx1nSE8wRsgHveaCLXvz1PwAYw9KyhdTDLo8va89LTOZm+SBrDtmcLyret+StKTs4TsAFe3NRLTziOeeu/8jOkBtFlIzy0MlBQ1nOb+jFa7HkCNoBt1Z+J9zfv8RmPRrb1xOiLpPIEbIB7l/XQPP5jPLhmpB2cVBTNE7ABdKEm5FSE4MSruXddJu+cJCts7I6pKri70vo2SGlVPRtodS/IE7ABWoIpmqwz1IOt/4VQ67492K4C9cRzYd1j+edzKejdpP4dboVN/8o/nwyp2icaY0f7MjYGyROwAe5dk6AvLULxFDWh+gSE7c/n502GmKzvBNT8zYEYu8+9lzQGaA8mmWfryxewQdWCqJwLPWuHvRhHklnueTO/L5MVeGdHkI2dYXbr/rjnzSaC8fzfhMbRSXMgQZnLBNFubSf7UOEsh8EWUGTMBh02k57eqBbG6z2JdNMSShNO5Ti33kj5pr/mn5clSATAYKU1nMsTsAG6wilcFtUUps5n453m3fpN4LWt/Yzz2+jwLOCv7/RgCjcOC9jojPSaqqhtKpx/SuseJ56ReXlzX8G57b1RLppZzvMbuvPSFQXe7dMxMPl67l2bP5+TZIVwMotJL3LPeolw3YXqiXWPwaRzoWt1voANqibbuJMpM6W5f0lL3qlxPhuhRDZPwAZ4clUnnYNau9P44IyZkC0Igh14EviyoiiR/ShHDzwC/E5RlKY9XPNJQRBWCIKwor+//4PeanR0e7Dv1I1iF3owsPkK06yjpA1h0InoRlkNNhn2vFJnMRQ2E6dZj6AbXV3SICrYzYWWCKIIstlTkC6ZvUijrNMZdSJ6UYBR7iMIIl5LYb08Fj1KdpRO0eRA0B1+tpQHs22aDCJGfeE7cpgMGHNRbKaRb54VRn83gs6IIR3CaSosx2oUQc7mJ4q6vN+EUZAZDaMwNADqDHv+De2JXdt8NjG6aYR+qM2Ieyh/D21XQ+Wg9pkARuuo/YrdpEcvp9XvCupEaZRvlRVGvqlJr2N3fSy7WY8oCmQYpV3rjCAPtcuhdqLXCcMTzN3LMY3yG3JZDBh02ubCWHDQ2+ZuNAdiFBvS6rh6GI4hRyVGK+gt6sIGUOYy0xw4vJ2fHep2WYBOj1EvohMEwmkFyegc5RoTyDmMOnFUdyg7p4aJjDRsI70rDpOeRFrCIGdwmPX5fbMiIcoSGZO3IJ9i9aEoo88LrUY94aTqr6XgfgbQp0M4zIV9sEEvIisKLpOAPjMkQpgcqgmlYRQVb5MDMnFysoLHmv87FgTQjfJCzHpR6+c19osxEbIFQTCgCtj/UBTlqaHk3iE1cYb+L1zyGp2/ANsVRfntni5QFOUviqLMVRRlrt/v34+aj4KvAWZdm5829VJVjfVQcNzH8oUIvQlmXb3Hy2tLfdw8P19J4KRaO+PLCoXf4VtUeyiy5QsqXz17ErqSiaTGX5CXnph+PeVeO58/rSEvvcxlpspjITfhvPwOUNSRmvMpLAaRyaWOvDwfX1RLRYmX+PG35KVnS2aSMXu5YUGZKoQPYTHoOGOij5xoQnJV5+WJnfRtbP6aPT7jWHEw2+aUcidOi5FSZ76Q8vVTy6lse4bbTxj5Do/sMBKdck3edbGGCxCVLI6tT3DrcfldhddmpM5nI1E6L/+mM69Rd7fNLgDGtfyTq6bnf9dzx9tp6P6verDoFvDU7tuDzbpupM1veArmfjz/vLsGyoZ2yj218KGv5Z8vP05VJdfYIwe1zwSoPoHpjjjFjvy2eft8A96iYtWJJMDmf8Pcm/KuSRfP5PVBtQ8rdpio8lrzBGG9KLBgnJfJZU7+3eMmVTo3/96zr4ct/4HZH4UitZ+yGvV8+YzxeRNPl8XA8XVeZld7CiZlt5w5AYfmAG1MOOhtczca++KUiiFwHtsONA85rnJVUxAocZppCRzesbIPdbsswFFKnd9JsVVgdb9M88z8eRPWInURXM4yzmviY7PyhfCF9UVs6VG123oiKRaOc2HZZfNFLwosGu/DRJqa1ie5/fRq+i3jyPqHxlJZojaxjua6a0acoAIYLOinfZhip4mzppTkaR3ZjDrKXGae39DDhTPLC/rfucUKrs0P87W5+QJ4kc2IKEBOVvjyLAFb09B8Yu6N0Pauqqlk2+0bzLqWXM8mumQPnzq5Pq8eK1uClDiN1PvzzdZuOXMClR7NJlvjg3PIbbIFQRCAB4Ggoihf3iX9F8DALo7PvIqifG2X8zewm022IAg/AiYDlyuKMvqW2W4cFFuZaA+0vaOqqJTNVG1EnXt2JHZAURT1vs2vAwKMO1l16vQeXpsHBgZY2TLA6o4IE0tszKv1UlH63mpw23qjLN0xwEA8zcJ6H7Oq3JgMOqJ9rdC2FLF3A3LZbKhegMNXSUd/kPU9KZY1hyh2mphT42H+ONX2MbRjOfrWNyGXRqr5EKbKWVhsNta19LGyI0rLQILZVS6mlFqYUO4n1L0DXd8GdB3Lkb31yBVzcFXPIJVMsqGtj3eaghh0IsfXuZnZoArS0da10L4UMdKNXH0i+qo5WFx73uHfDw5rO67GnijhWIQNnYP0R1LMq3bgshoo10WxxNpYk6ngnR6BUo+dhWXgH1yL0L2ajG8qmZLZ2FI9iG1voXgb2GBdwNvNITxWI3Nq3LzWGOK00jQT0pswBreAfxLkMupOs6sKOpZBKkJf3UdYMWhnfWeYKSVW5tr6KGv7j/o7qZw/bBO71+S1eaDuVEgGoWWJet/aReri104SIWh/V3WE4pug2o3vq2B/5HFYt0sA+rayOmJlfXeC/nCCE8pFptiiiMkBrLkIOkEh17eNZMUJGIQcYudKks46gv65PLZdxGHW01BsRxRFspJMY1+cjCQzodiOySBSbDexpSdKgzHI1OxGzINbEUumQiahTjirF+R5i87kJNa2h3l7RwCnxcCJ9UVMLFUnott6orzdFCAUz7KwoYiZle731P7ReE8O/7a5C5f+8W3O0a1gmjWojq8ah4bGxWoEijk38syaTuxmPd86f8rBvOMR1S5HJR2lt6uNbUknvZEUx5tbKe5/F4PNheAZh9K1BsXXQAI7MVsFawZ0rO2XmeQVmeQV2Rw2sLU/ySw/zPUrdKXNvNEtksjKTCixo8/GmGnsptJtIumfzeruOOOFbsw9yxBCzRhqFtBhnYwt0YGt+10MRiNi3ckYq44DVP8+HYNJ1neEcVr0zKhws7othAKcOqmYdFbm7R0BzAYd1UVWKnQRauLrUGL9bCo6g6WdEm6biWqvla29URZUWZmZWIqxbx34J6uaJmUz1HG+bws0v44S6UbxTyKWEwi7pmAsacBrM7GubYAl23qx6XKcWGnE53GzJWxgU3eEvmiKBeOKOL7Oi9NyWEQj0bbTj1DGQsheBLwJrEcN4QXwf6h22Y8B1UAbquAcHMrTAjgBIzAInAVEgHZgC7DTYOMuRVHufa/7j1nnp3G0cuQPzBpHI1q71DhcOaLa5nE/fIkfOJ6hqHYG+I+9CBVjRu9m1W/C2T/h3eYB1rYPcv+N8w/mHY+odqlxTKEJ2UcohzyEl6Iob7HnBnP6HvLU7uF6reFpaGhoaGhoHHAiqSzJTA5vZDM4R4/YoXGQcJYPOa1UKHNZ+NfqzrGukYaGhsY+MabexTU0NDQ0NDQ0Dkea+uOUOw1q6EeT4/0zaBw4zEM2w/EApU4zXYMpctJeWQVqaGhoHBZoQraGhoaGhoaGxm409ccoM6XBWTHWVTn2EARwVcDADox6EbfVQEcoOda10tDQ0NhrNCFbQ0NDQ0NDQ2M3tvfGKGMA7KXvf7HGgcdRCgONAFR4LDQFYmNcIQ0NDY29RxOyNTQ0NDQ0NDR2Y1tflPJcGzg1IXtMcFRAYCsApU4zO/oO71jZGhoaGruiCdkaGhoaGhoaGrvR2BejIrFVFfY0Dj1D6uKgUOoys71P28nW0NA4ctCEbA0NDQ0NDQ2NXcjkZLoHk5RK3WD1jHV1jk3MLpAlSAxQ7rKwvS861jXS0NDQ2GsOeQgvjcOD9mCC3kgKr81IbZENUVSjoYXiGVoH4hj0IuN8NqxGtYmkk0maegZIZnLU+p14vV4ApFyOxs5eBqJJfE4rE6rLh+/R2DVAayiJ3aRngt+Gx6V6Zw0H+1AGdqBIOURvHa5idZcgGkuwsS9BKJ6lwm1mRtXIxCbSsRk53IVo9aDzj8dmHyqrt52WYBKdTmSc14LNp5aVyUk0BeLE0xLVXgt+h/kgv9HDk/5IiuxgF8Z4Bxl7JV0pIyYlhd8i0pUyoFcyVNvBkA2TjkfJ2cvoyDkxywnqbFnMyR5kKUPC2UAkA95sN2a7h5C5muZQBqtJxziPGVOkCZJhcFepoVcyCdWWTsqAt562pJG+aBqfzUCN0IeQ6FedCbmrxvoVaRwKEiEINoFOD0X1gADBFtKZNN2ylyIxglGQ2JorI5lKUmHJ4dRlyEYDSFY/Sb0TEYmuSA6nxYDHqNAeAwxWcjJkZIVSm55UTkERRWqLbNiMepoDcdKZDA2GPszZQSLGUpoybopsRqqLbAXVDA71fya9jnE+K5ah/i+VzdEcSJDMStR4rRTZTYf2/WkccloG4pRYwWArBUHbjxgTBEEdIwKNVPqOo6lfUxd/TyI90L+ZHAIBSx1ZUxFVuiBEOsFgQcmkaRPL6UrqURQZv11PMBzFZ9VRY82SSKVR4v2Idj8OqxXifeAoZ0vKTWcoTpEZpuna0BtMZCWZHUoFkbTMBH0PTl0GUcqSMzrYIZfSHRcY59GRjkeJKwYm2tPIkS5ioouguZJih4VAIpM3R9vZ/4qCgE6EQDSDUS+i1wmIgkCR3UggmiaayuFzmKjyWPHYjHmvoKAPTwdI9DWREm2knLWUF7kAGExkaBmIYxBFxvlH5rqjlmHURCWND4bWco5BljQG+NzDqxhMZDEbRH56yXQumFFO20CCWx5bw9qOMADXzK/my2eOR5eN88fXm/jrsj4UBSYWW7nrsknUlPh4aX0Lt/17B4mMhNOs57cfSXHazDqWN/Vx6xMbaQsm0IkCNy+s5crZPjxSEOtbP8W89V8AZCpPZPDMO4hby/nPphC/enE7GUnGbzdxx+XTOXViCfFtb+D8980Q6wOdkfipPyI44UIiyTTf+F87S1vV1e0Lp3j4xikp7P4q7lvSwu9faUSSFWqKrPzx2uOYUu4aq1c+JmzuDuMObaT8+Y+zY9ZtfHWjxOrOBAAXzihDrxNZ2zbAP0/swv3a17BlE2DxEFz0O65abOYjU9x8TnoC39Z/YDv/19jf+CWE20HUI83/Kne1LeC15iSfXVjOx8N34d7+BDjK4Mp/wOqHYOX9YPPx6qJH+NILISKpHDajjl+c7uCclZ9ClJJwxd+gZuEYvymNg8pAIzz9Weh4Vz0++2cgSwxKel6VZnKG4SUUi5u/x2fx8xdWD//+/3SGjjmLrwZRT/z8P3Dlq242dEcx6ARuXjSOZc0hVreHuPy4CqJpCVlR8FiNPLq8nbk1Hm4+aRx/WryZu6c3Ynn7W5BL47L50C+8m8tf0/PTS6Zz2qSS4Wo29kX5yj/XsL4zgiDAdQuq+eLp4xEQuPvVRh5Y2oKiwOQyB3deNZsJJVpIp6OZbb1RKgxxcJaNdVWObZzlENiGq2oBkqwwEEtri1yj0b0Onv8GtL6FHiiZfBHJ6dfBfz4DiQHQmwlc9BD3t1h56J02JFmh2mvloyfU8MxLzTx6YhfOF2+FbBIsHmLn/xF7LszicBlfffodQoksJr3I/50znstC99A++ZP86e1Gvla6HLc5C5uegZ716IHSKdfzmHwpP+wU+Nb5U6iOrMT65GchEcSuNyMt+gnL3GfQHs7y0+e2Uuuz8psrZvHdf29gXYfa/148sxxZgX+v7eKUCX7G+WxUeizYTDq++a+NeKwGbj93ErOr3NQXq33x7n34tfMq+JLhX/hX/garqKdv7ldZPeE6XC4Ptz2xjpWtIQAun1PJrWdNoNRlGWUcqOGLpzccsxs1GvuHtjx7jNE1mORLj65mMJEFIJWV+erj62gJxHnonZZhARvg4WVtrGwJsa4txL3vqgI2wNa+BH94o4XGrh5u+VcjiYwEQCSV48tPb6epq49fvbyDtqAq0Emywl/ebGZ7IIOh451hARvA2PE2+i3P0BZW+OlzW8kMxcHsj6X57jOb6OjqwvLcF1UBG0DKYHv5axjjXfx7Y3BYwAZ4dlOIJW1JdvRF+O3L25FktcKtAwl++twW4pncQXmnhyPxVI5QMIDv9W8g6y08OtAwLGADPLuum5oiK1+bI+Jf/GXIDp1Lhpj09lf43HFm7l/Rz2r/RTDhXIRVD6oCNoCcw/fOz/j0hDiyAne91cWGisuHbtwPza+rAjbQNvPLfPF5VcAGiGckvvJShKaZt0A8AE99EqK9h+q1aBxqFAXWPDwiYOsMkB6EXIJ18jiqhH4c8iDrDTP44f+25f3+b31DZmDKDZCOYvvPp/noJPVcVlL40+tNnDapGEWBx1Z2MrnMyYubeimymzAbRFa0hnhtaz9fn6NQ+ebXIJdW7x8PMP3dW7lykpEvPbKG1gF1ZywnyTzwdgvrOyPD1X7onTZWtYZY0x7i/rdbhvu/zd1R7n2ziWxOi9l7NLOtJ0qZ0qMuHGqMHY4K6N+CIAhUeSyaXfae2PwstL41fCjYi7E+9yVVwAbIpdgWzPHA263Dc6O2YIIXN/Xy3eMN2J77gipgAyRD2J/7Ai2eBXzj39sJDc0X0zmZ7/93KxvrP8kvX+/h0qoI5dsfgf4t0LN++N6uTQ9xeUkXLQMJkgPt1L/5ZUgEh+tR8fpXcUSbMOp1TCp1YNSJ/O2dVtZ1jPS//1rTRb3fhk4UeG1bP2aDjj+8toNYWuL0ScUEYhl++/J2lrUEyUnyqH3435d1ssq6CEQdyDmKl/0MXWA7jyxvGxawAR5f2cGyZrWc+5fsPg60sqp18EB/LY1jBE3IPsboj6YJxDJ5aZKsEExkWLylr+D6dR2DtIdTBelvNMfoHUyQ3m2iGUnlGExKrGgJFeTpiWbQty0pSLe3vkwmUxj/si2YIJTIIIaaC87JmQQv7SjM83ZrDKe5cJV76Y4BBuOZgvSjlVAyg1OOYOhdQ6xkHotbpYJr2oIJyg1xkHdbfIgHGGdSFy+2RE1QPgs6VxXkL8r1DP/dmrKpKpU2PwxsH07vE0uIpvPLT+dkeuQhU4Bwx8gCisbRRyYOW/83cmwvUb93vJ/WpBVfrhdyKTpGmTe3BFMEHBOHyykTB/POp3Ijbbo/msZh1tPYF6PSYwVgTdsgZQQYlo53Eu5goiNFNJ2jN6L2bdFUjle39BfUYUNnhNaBREH6a1v7CSeze/ECNI5UtvREqczs0GJkjzWuyqEwXgrlbk3IHhUpC82v5adZ3BDtzkvqzNoLsq5qDVEqDKi277sS72cgIdEXTeclywp0JXW81RLBJ/VC6XRoX15QblF4E16bEVN6AKI9+ScVGXu6h3g6x5RyJ1PKXCxvDhaU0RVO4bWq6uDb+qIUO00MJrNMKFV3rjtCSYLxDJFUlsie+vCwESze4WO7QR71upWtISKpLK+OMg/e2BUuSNPQ2Bs0IfsYw2sz4rYa8tJEAbxWAyfW+wqun1LupMxhLEifX2XF57Rg0Al56VajDodJZHploWq2324gVzGvID1eeRJ6Y6EqTrnLjMtiUAfZ3dAZLXyopjDPvEor4UShMD272o1rt+c+mnFZDMREOznfFGz9a1hYoSu4psJtoV+yFtobmt3Dg/F4exZ6N0HJtIL8g/rikbJMCVBkSATAUzecXqQEsRrz723QCRTrhjQQ7CVgK/qgj6lxuGOwQt1pI8exPnUhxlpEhTlFSO8DvZnSQvNoyl1mPPGhBTa9mQD5fYpJP9JufQ4TsVSOOp+N7kF18W1qhZN+vBTgKKUlYcZi0OEbUju1m/ScUF/YDieVOaj0WArSF9R5cVg0a6ujmS3dg1Tl2sFWOC5qHELMDtAZIdJFudvC1u7IWNfo8ENngKrj89PSMbWv3YVSfeGC4bQKFwE8qv37rlg8eCx6inazeRYEKLHIzK2yE9L5oX+ruhC/GyHnBELxDBmjB6y79a2CQMLkx2rUs703xva+KDMr3QVllDrNhIbmc/V+O32RNC6LgeYh2/xSpzpHdJgMOPbUhztzkBzZ9ElIAieOct2MShcOk2HUcxPLnAVpGhp7gyZkH2NUea386vKZmA3qp9eJAt+/eCrVXhs3L6qlxjsyoTxnailza73MrPZy6fSRyWq5y8gXThlHQ3kxPzm/bljQNulF7rionrrSIm47qwGffaRzvnxOBeN9JnLVi0hXf2g4PeufSm7qZVTYdHz+1HqG/K9hN+n57oVTqK6oIH7OnWAasn8UROKLvknGWsolM3xMLrYOl7Wo1s5JtXbGFTu44cSa4fQim5FvXzAFu+nYEbIdZgN2t4/AKT9DF+/h+v9n76zD4zjuP/zuMevEzGhbZpkhDjsOY5OGoeGkkELKmHLTpm3SX5iZmTlOzMySLGY+5v39sfJJ55MTx5Ft2Z73ee6xd3Z3dvY0tzufmS9ktVCUPDQpMb8kmR5XgNvXynQtvE0xpwLQGqmZ/3f+vTrA6ePtTO1/B7a9ilx1BRiHAtH1TrmOh3cqL56LpqUxsePlwfNNULgAKk4FoGDDHfz9+MSoINKqJf50TAJFG+8AnRnO+D/F505weKJSwfRLIGVwRTocUP7uah2TqKY6nIEHPRMDG/j+sUUxv/+/L9SQtvl+UOvwnHQH92xWdkoSXDgrjy9qFTPIxRPSqO92U5WfiDcYxh0IU5pm4ZiKNP6+Tk3b7F8NTSTpzGyb/Vce3Ojn7+dOojBFUfdajYrvLCgib9jz7+RJmUzPT2RKXiJnTBnqozmJRq5fVIJeEz9xJTg88AbCdDj8ZCaaRdCzsUBCHnTvIDfJxLZ2EWF8RCachTxsMlzu3oF/8e3KOxlApabcHuHsaUOWGclmHadPyeJ3y0O4jv1zzDjAfeI/KfKs5/enlGLUKuVqlcQPjythws4H+MnROTzTaKMz+3jImgaJBdF6XUUn81pfPskWHabUPBqP+mdMO9rm/JYBczEAG1sG6HD4uGxuQczzd1F5Kq0DXkIRmWl5dmRZ5vJ5BdgMGt7Z0o5Zp+Z7x5UyszAJrUaFVqPiqvmFsc/wCWlM930etdbrmXwtPlshF83Kpzh1aFX/mIo05hSnKHUsLCJ3t/dAVZ593/8ugiMaSd7dlO4wp6qqSl61atXBbsZBRZZl6rrdtPZ7SbHqKUqxoBsUQR0OHzu73Og1KkrSLNiMijB1Op3UtPXiDYQoTLOSmaasYro8Xurauuh2ekmzmSjOSsdgUMT15qYu6nu82AxaCpP05KQpQr2/oxF6ayEcguRi7JnKymdbVx81fSF63H5yEk1UFQwJe0fDBiL9TajMyYQTC0hMzgCgq7WenT0+1CoVJckG7Bl5ALj9IWq6XLh8IfKTTVET0v2A9NWH7B37o28293lQDzSgczTjTiiiya1BL/tJt2ppdqtQRwIUJ4Ah0EvA1UfIlk1tIBl92E2JLYzV1UAk7MebWIHDH8Hub8FoTaLbWMD2njAWg4biRC0WR40yW2zPh6RC8PZDdzWE/ISTy9jpM9Ix4CPVrKVI1Y7W3aZEjU0qjp9BF4wGY6tfOjsUNwK1FlLKUKKL1+Hyh+kggQypn7CkpTqUhtvjIccsk6rxEBhoJ2JOx6VLRo5EaB5QVjIS9WoaHSEknYkIKrzBCFkJOly+EKjUFKWaseg11Ha6CYd8lKnaMAT7cOoz2eZPJtlqoDDFgloV+zVFn39aFSWpw55/viA1nS58wTCFKWYyEuJXtwV7zdjqmyOwobmf7z34AbdlL4fyxaNev+BrUvcJSGr6J13JrS9sZN2vjkca/ffGmO+XX0lvPZHOLchI9FpKcejSKZTaUTmaQWsmGA5Rp8qj1a0iLEdIt2jpHxhQsn4YA4T8LsLOTtS2dCxGE5K7g4gtm03eZJp6PaSaJCrVjZi0GgKhCNvJxR0IUq5qx6YJoA55CGht7JRzqHepKUzSEvI6cYc1jLe4YKAZlyaRbkMeiTYLPa4ATl+IgmQz2YnKGGFntxuVpCzatDt86DQq9Bo1EpBk0tHjCdDvDZJm0ZGfYiZtt4BkyjPchV6rpjjVgsXbgr+zFq/aitdWRGZqMmqVRKdDuZZWraIk1UyCaWhRqN3hpa7LjV6rjnkPHETEIOkQRYhsgeCbcei/mAWHI6JfCsYqY75vPrOyidfffoNrx/kVn1PBwaW3DmreRz71Dq59bDXv/uAo0m2jHu15zPdLwRGLENmHKMIOSiAQCAQCgWCQTS395AbrICH3YDdFAJCQDQNNSJEABSlmtgq/bIFAcAggRLZAIBAIBALBIJsau8hXdYEhPoCn4CCg1oE1A7pryE00sbVN+GULBIKxjxDZAoFAIBAIBEAkIrO900N+ol7EixhLJORC5xZyk0xsahEplQQCwdhHiGyBQCAQCAQCoKHXg0UVwJqUfrCbIhhOYh60b6Ig2cQWYS4uEAgOAYTIFggEAoFAIECJLF4otSmZEgRjB3sBdG0l266nbcCL2x862C0SCASCL0WIbIFAIBAIBAJgQ0M3+eEGsGV99cGCA4fBBjoTGkczeUkmEfxMIBCMeYTIFggEAoFAIADW1rZSZAkrOd0FYwt7AXRsoiDZzIZm4ZctEAjGNpoDfUFJknKBR4AMIALcI8vyHZIkJQFPAwVAPXCeLMt9kiQlA88BM4CHZFm+cVhd04GHACPwBvBd+UhL/L0P9HsCbGgeoKbTRU6Skck5diXnZCQMbeuhdS1oTZBTBSmlAGxq7mdd8wBOX5DK7ASq8hMx6jR0d7SwvtVFQ6+PohQjk7OsJKZm0jPgoLq1l23tTuxGLeMyrJQXZAOwsbaJLW1OQhGZ8ZlWJuSlo9Pr6W3ahqZzEypnK5HUcfiTyknNzKOrrZEd3T62d3rJtOmoTDeQm1eI7PezpbGVDW1uNCqYnGWmrKjwYH61Y4qatm76fRI9DjfNvS7yrRHKjS7c6NFqtRRoekCGcHcNm6zz2dgjYdNGmGJ1kC+1IRnsSP1NEPZD5hTImgIqdfyF+pugZTU42yGjEjKngrMVmldB0Etv1kI2uGzs7HKTb9cy2dBJSvdySBsHWdOUFQrB4YssR58rEVkGSzryQAuR9Ep8+hR0jga0zkYIuCG5hDp1IRudZpp6fRQm66m0een0qegNm2ju92LQaUm3GUg2aUlx7yCxfzMarY5w5lQsuUM5jZv7PKxv6qfLFWB8ppVJOQkYtHt+5YUjMptaBtjYMoBJp2ZKrp2iVAsAdd1u1jX24fKHmJhtpzLbhkYt5qgPN4LhCFu7g9xQbDzYTRGMRGIhtK6lMHsmaxr7uIIj+30fjshsHnxm2UxajknoxNy9AYiALQcGmggklzOADV3nOrQhN+7kSj7qTaQyWaKUJjS9NZBUSEfSDNa1eqjv9ZGWYECvAptRQ6Y+QLVDTWOvlzxLhLn2fgy+TkK9DZA1Db23A6m3BtIrQZaRureDKZmwwY5Tm0KNuoT+/j7GJcGmbplWR5CyNBMVJgemlqW4rUW0mCpwYEOvVVHd6UKrVpFh02NR+elz+Wjo9ZKbaCQv2USHT8PObg9l6VYm5yRgMcRPhtV2uljf3E9Ln5eSNAtT8uxkJuz5N+0PhtnUMsCmVgeJZh1TchLISzbvx7+c4EjhgItsIATcIsvyGkmSrMBqSZLeBS4D3pdl+c+SJN0K3Ar8BPABvwQqBz/D+R9wNbAMRWQvBt48IHdxiBIMR3jki3puf7c6WnbSxAz+dOZE7B0r4NHTITLo62RJg0tfZYM/g2sfXU3rgA8AlQR3XTiN+dla/vpBI8+s743WdfWsNH5wgonlNZ1c/+yOaHlJioG7zgNfMMJFj23B4VWuodeoeOxiKDb7Mb9zC/qmz6LnuI75I/6kq3h92wC/ebsxWj4338Ltp6lodclc8Og2/KEIoLwQnroQxpcc2S9egK4BD82OEO9u6eTx5U3R8gsmWvmx9TUel07ixFwVpap21moncd6jNUQGp6dy7HoeW5JCwYtXKMIZFHF90YtQdFTshRxt8NyV0Lx8qOyCZ+CVG8DdhS9rNv+rL+Pe1duju8+rtPDr8MeY37oVjv8DzLkBVEKwHLY0LYeHT4VwQDGdMiXB7OtR176HRqVB2vIidCvPis65v+EfnWm8sWln9PTL5+ZRlWXghufWR8smZNn483FJ5L14OoT8SqHBjvOCl7DmT6W138u1j61mU8uQSem/vjWFM6Zm77GZy+t6uPj+FYQHfwipVj1PfmcWKkniwvuW0zb4/FOrJB6+fAbzS1NH6QsSjBW2tztJVTkxJYv82GOSpCLY/gYlU8y8vrHtYLfmoLOyvpeL7ltOKCLz7ClazK9eAkGvslNvgwW34Hf1k/zOlaicrQCYVGpmLH4Uy/YVaNb8C4D+8nP5rd/KG9uGrAMunp1Pn8tHYZqV/3xQA8DiUjMLrE+i2/IUusqzwdUEK+5W4hdMOBOW/it6viZ3JolJxYwrPQ2HOZmfvuvj452u6P5fHpfD5U3vYGr4BNXUG1lZdANXPLyO0LDn788Wl/L9YePIi6alcMz4dO54v5p+T5BfnTKOy+cVIg3LAtDa7+H3r23hox1d0bLrFxXz3WNL0O9hkvWjHV1c8+jq6HZxqpmHLp9JbpLp6/w5BII4DvjIVpblNlmW1wz+3wlsBbKB04GHBw97GDhj8Bi3LMufoYjtKJIkZQI2WZa/GFy9fmTXOYI909Djjj4wd/Hmxnaq2wfgk78OCWwAVyfUf8a6xv6owAaIyPDv92to6PfHCGyA+1Z0srXTxx/fa4opr+n2saPDyYfbu6MCG8AfivDoihbUvTUxAhvA8tlteDt28NcPW2LKP29wgc7MQyvaogIbwOEN8e722PYcqdR3OwiFJZ5YEft3eHKjk0bLJOaY21nRLoOzjQSdFBXYAM39ftY6LeAeekkRCcOHf1RWG4fTsSlWYOss0LA0em5dySXctybWrO+ZTS5q8s5RNj78A/TVfeP7FYxRQkFY+m8IB4bKPL3g7gaDDUmligpsgK2pi3ljU0dMFQ9/0cjO3SxDN7c66OhzDQlsAF8/6h1vAbCl1REjsAH+8PoWOhwxr5Eo3kCYO96rjgpsgC6nn+U7e1nb2B8V2KCsHv3j3R24/MG9+goEhw5rdnZQItdDYsHBbopgJIwJoDORJbfS5w7Q4/J/9TmHKb5gmP98UE0oIlOebqWi5fkhgQ3gd0BfI5KjKSqwAYiEyVv/L1JcQxPf1elLYgQ2wFMrGzmhMpO7Px6a8Dy/0Id5y1PKRsUpsOo+5f8TzoSV98Y2sGkFJBVi/uQP1PssMQIb4G8ft9I4/ccAmBw7eWBpfVRgg/L83d7pwagdsp57bE036kiIUycp8RL+9vYOGns8MfVubXPGCGyAez/ducfc6j0uP394fUtMWW2Xm40iTZxgFDioy0eSJBUAU4HlQLosy22gCHEg7StOzwaah203D5aNdJ2rJUlaJUnSqq6urpEOOWLwBsMEw/EW9R5/CBwt8Se4exnwxQ8me9x+fKH4eiIyuAMRukd4+XkCEdocgbjyZmcYgu64cgJuCPnxBMJxu7SqwfN2o815aEUc3V990xMI4w2GGcl5witrMMheun0SIGOQ4v++Dl8EVLuZYbnaY0UNxItunQl8/UPtkLUjtsEdHnxxhnzKRzCmGLV+GQnCQFN8ua8fJBXIsb9hdyg+L3FEVixwdscbjP/9q13KYNI1QuThPk8QfzC+HoBAKEz7CAK8xx0YUUx3Ovx7rEuwf9mf7/NlW2opM3tBoxvVegWjSFIJqtb1lKVbWd3Qd7BbE+VAjzMDoQjtg5N/iSYNJndz/EF+Bypvf1yxyt2hTFgM4onEm1wHwzJhWSYw7NmrjwwTtOGAMvkOyu9l97EAQCSE5O7EHYh/VvqCEXyob9xOAAEAAElEQVQov7OAIYVOZ/yY0eULYdLFuqj5gyGsBmVF2hsM4wvFvgdGevYHwzKeEd4XoHyPPa74camIXi8YDQ6ayJYkyQI8D3xPluV9CRMZPxqDEf2xZVm+R5blKlmWq1JTj2wTv9xEE1Ny7TFliSYthekJMPPq+BPy51CZnYC027d9zrQccmxq0m36mPKSVBMlSTounJoSU65WSRSnmjihIjnuEhdOTUZOKgZdrA9MoOh41AlZHFOaEFNu0qlxef1cNCUxrq7F45Li72EMs7/6Zk6iiWSzjsLkWHOnrAQd+YFadsrZzEqXkdVamgKx37skQWWqJl78zrhKMfUdTmoZaAxD265OyJ4W3SxwrqU4JdYXKsNmoDAwuHpZeBTY8/btJgX7jVHrlzoTzPxOfHnqOMVqRq0H1ZAJX7Gmm1RL7DOlLM1CgiH2VaXXqMhOssRVGyg9WTkn3YJuN5/pc6fnkJGgjzsHIMGk49I5BXHlswqTGJ+ZEFd+8Zx8ki0j1yXYv+yvZ6Ysy6xq8VGeavjqgwUHj+QSaFlJSbqFlfVjR2Qf6HGmzajlksFn1tqmAeoLz4s/KH0c4bTdvSzBUXkJwf6h1e3CSD2JplihPSHLRvuAj2l59mjZBm8KWDOVDV+/ElcFlJgshQtjLzI4nvNNuZwiawSLPtZUe2GRjdyuTwAwD1Rz3vT4NbLCVDM97iEBnJOox2Iw8Em1MomxsDSVHHvsGKckzYJ9t3uZnJNAUerIPtZpNgMXzopN16dWSZSlW0c8XiD4OhwUkS1JkhZFYD8uy/ILg8Udgybgu0zBO7+immYgZ9h2DtC6h2MFg9hNOv5+7mTOmpZNglHLUWWpPHzFTPKSTDD+DMVH1pIOKWXwrccgp4pZBYn85/yplKZZSLHouO6oYs6clk16eiYPnF/GcaUJJBi1nDI+kTvPLiEjNZlvTc/i+rkZJJl1TMw088AF46jIzaQ0084/zyghL8lEhs3AbxfnMzXPjr1wKq5znyaYOw+MiXgmXYL3qF9hTc7iF8flcuG0FOwmLbPzrTx6YQX5Odksyjfwu8V5ZCYYyEsycccZxVRlihUIgOKMRCxauO2siSyZkEaCUcsJpTbuOV6PM3U65oQUpiQFILGIwrY3+cGCDFIsOirSzTxwSiITXZ8in34XpJQrvvnH/QYmnht/obTxcPFLkDsHjIkw8xooWKD0neRSkute4a6TUzllYgYJRi3HV6Rw/4l6Mrc+AFMvgZP/AXrxMjusKTsJFv9ZGZwlFcHxv4OmZYRNafgypiEv+RtkTgZTMmVd7/Hfb41nQWkKCUYtJ05I588n5zMxReK86dkkmrRMyUngN6dNQGu00LnwNiXVUmIhvtPuQVMwF4BxmTYeuWImU3ITSDRp+c6CQm44ugSdZoTAfYOcMimTW0+qINWqpzjNzL2XTGdKrp1JOQncd2kVZekWUi16fnxiOWdOEemdDjcaez2EQ0HSM3K++mDBwSO5CHpqKE/WsWxnz8FuzUFlycQMfrZkHAlGLc/0luI98R+QkKO4Oxz7a2hehcbbjfPMRwmnjgNLGn1zf8bDrtlsm/xTwhPOAWMieX0refiiCSwsTY4+d8+elo1VCz89oYizp2aSYNSyolOF89R7CZcuhk9uJ3L8H5ArToGWNcjjz0CeejEYE5FzZ8Fxv8ONkfrcs2hzBnjkgmLmFFixm7RcMDWZXy9KxLzqTlxlZ1Az87dkJZq45fgy5fmbaubXp45naoaexeV2pU3ldv59VjnV/RGa+7xcMDOX35w2HrMhVrxPyErgrgunMbsoiQSjlpMnZvK70yvJsI0c+Eytkrhsbj43Hl1MklnHhCwbD18+g8rs+MlVgeDrIh3oYNySEqHgYaBXluXvDSv/G9AzLPBZkizLPx62/zKgarfo4iuBm1DMzd8A/iPL8htfdv2qqip51apVo3hHhyaBUJg+dxCrUYNJt1swCGenkr7EFLtS3O7w4vWHKUyNXUHyuhw4XC7sNit605BgCgYCNHf1otfpyEqNXQFtbO9CjkTIz0qPKe/vbkP2u1BbU7HZ7ENNcvThdDow6HUkpWTGnNPT1oAkqUjKOCjBakayqNgn9kff7Ha4cfhDEAqRph7Ahx4pEiZBFcBnSMFi0IGzHZ/KREfYikkVxCy7MOm0oDUq5mDhAFjTv/xCfqdiLmZOHYpA7umDcBCsafhDYfrdQWxGLUZ84HOAKQU0Ik3OfmLs9UtXJ6g0+L0OpIiMLlUJUOhx9CAFnGgJ40OPOuTBpbbTG9CQqXMjS1pc/hBGo4G+kJ5wREarlkixGOhy+UkI92EwGDDb41ePnL4gnkCYVIselWrvvpIupw+dWkWCKXbCbsATIBCOkGoVK53fkLHXN4EnP97IW++8wbWLq0QgxrHO6ocIjD+Haz/WsvIXx8Wtku4jY7Jf7g1dTh9atQq7SQeuLsUVR6ODgAvMabhDMn5HL9qwB63ZzoAnhD3Bgl4tKTEyDIqvuycQonfAiZoIIUmHXRPAajbR6QVvMEKqLogJP+ht+F299MombFoJc6ALTCkMhNSYvG0E1UY8QUhMzcITkulxBUg2hFF5B3CFtWjMNvRSCE3AiUdtJaLSodOosRm10ecvEviDEWzaCD0OFzq9kWSbBW8wjMsXIsmiQ/slGR763AH63AEyEgyY9qJ/yLJMl9OPQau0Y4wxan1TcGA5GCJ7PvApsBElhRfAz1CE8jNAHtAInCvLcu/gOfWADdAB/cAJsixvkSSpiqEUXm8CN31VCi8hsgWjzCH7YhYc1oh+KRirjMm+ef1/nyfHu52j584ZlfoE+5GGzyHg5o/OJfzg+DKOrviqED57xZjslwIBQmQfshzwFF6DkcL31GGO3cM5BXsoX0V8Wi+BQCAQCASCvSIckfmsVeJPE+L9/AVjkLTx8MWdjK84j493dI2WyBYIBIJRRdhECQQCgUAgOGJZt7OVJLmfpKySg90Uwd5gtIMpkUnGTj7a/lXhewQCgeDgIES2QCAQCASCI5b3Pl/JFEsv6EYOjiQYg6RPpKD7Ewa8QRp6RkgfJRAIBAcZIbIFAoFAIBAcsbxZ42F6lhDYhxQZE1E1fcH03ATe2dx+sFsjEAgEcQiRLRAIBAKB4Ihk285G3EGZosLCg90UwdfBaIeEbKYZ23h9oxDZAoFg7CFEtkAgEAgEgiOSl97/hDm2HlRasZJ9yJE1jYndr7Ozy0Vzn+dgt0YgEAhiOODRxQVjg1AwiN/ZjdacgE5v2ruTXN0Q8oA9L6bY5/XidfZiTEjGoI/NIdvT1Y7RYMBktceU13U5ichQnGaNKe/t7SXkd2G1p2I0Dg16An4Pkd5GMNow2LNizvF21CKrVJhSxUrE7gx4AnQ7vWhUMkZVBJAxhfpRa42EZRUWdQgkNQFZJhwKIxFB0ujQazRgsCk5ssNBMCXFV+7pU/JxGhMO+H0JDk0GPAF0YRdGjQpnSI0vGMQgBdAFXei1OtySDr8/iMFgwOkHnRrUER8+jRVPUCJFFyAg6whGwK72QiRMRGvCaE0ElLzY4YAPuyaER2PFGwiTbNHvW2O9/Ur/NtgAcPmDBEIySWZd3KHBUIQBX5AEgxat5gDPXXv6QKUBg/WrjxXEEAqGeL5Ow48m2Q92UwT7QtoENNvfYHa2jhdWt3DzcaUHu0UHH0er8tyyZgDQ29eHXq1GE3LgRU9QVhNR6UiymfB4fRgCvejloPL8kDSEXJ049emo9Sa0KhWeQIgkoxrJ26c8CzV6CAXA04cv4CegMhJCjdlsQq/VgauDQFgmKEuYkzJjmhbweQh6BtBbU+jxhohEQKOWSLUOGzdGIuDpoSdiwhuWSDbp6HL5SbXo8YYi6DUqzF8jL/qAJ4AMhCLyHp/PfR4/Ll+I3CTzsGbI9HkCWPQa9Fr11/sbCASDCJF9BOJs2Yp65T2Ya9/El1mFa+4PsBRM2/MJAS/Uvg+f/gM8PTDl21B5DqSUMFC/Dt2yO0hs+QJP/jH0z7gOe/5EWluaeHFjN0+s6yM7QcMti3KZUZJD84Cf5Q193PdJHYFwhItm5zGvOJmKzAQcNcswf/539N2bcZWeQdekS0jNH0egYRWaDY+jqn4LOaWc0LzvoSlehLNlG6amjzCuvAdZrSMy+ybcOfOwphUcqK9yzOIJhNjaOsBjy5r4fGc3c4qS+eUMGcPyf2NuW0a46FhU406Gd34OBju6o26FrS9D7QeQMRFKT0Bu+Byp6GhYdhdMvwwqzwJLmiI+tr+u9Ae1Hhb9FIqPBb35q5olOEIZ8AbYvLOFvN6lZG34D8hhAvN/S5JeQvX5v5AA94JfoF32b8zdm3GWnEG45FT0W5/AVP8e+uw51OVfzh+3qbh+hp3KyHY03Vth43PIeive+beyTjuF379ViycQ5pqpBubZ+3iuKQG9PY2zpuWQmbCXK5XeftjxJnzyd1BpkRfdykbjDH75Rh097gBXzC/k1EmZ0YHh9nYn9366k0+ru1hQksJ3FhZTnnEABK+nF7a+Ckv/BVozHP0zKD4axIrsXvPBR++SpHKTmyMmaA9J1BrIncVRni+4c+UsbjimBLXqCE0p7GhT3svL/gcqDaG53+O90CT+8EEHKSYNt1RpmOD4lPbM46kOpVGp305W85vobYnI659ECriRJ38bTV89CXKEropLeLY7nQmGLia3PoOx5nXIroI51xMKBVG3b8Cw7lEMsoxv9ndpt0wgu+4ZNFtfQptShm7cabg2+5ArTsWamoe7biWaz/5Ob/ZxPOmaxoub+ylINnHypCzc/iCnTs4mK9KGf8dHfGQ8lruX7uDUyVmsbexjeV0vVflJnDUtm3s/3cmNR5cwuygZjXrPE5oDniDvb23H6Q+xbGcvaxr7mF+SwtXDns+hUISPq7v47wc1dDr9nDElizOmZqNVq3hsWQOvbWijMtvGzceWMinHfoD+kILDCUmW5YPdhgNKVVWVvGrVqoPdjIOGx9GD9ukL0LYsHyo0p+K85B2s6UUjn1TzPjx+DsiRobKjfkLfuG+T8OSpqAYao8WhtEpc5z7L3V+08r/PO6LlWrXEi5eNo8Gr54Yn1sZUf9sZlZyY6STliZPA74iW+0pORj7pLxje+gFS9TtDJ+htBC56GU37OlSvfz+mrvA5D6OuPGPvv5Bvzqi90Uezb65t6OVHz2+gplOJuvqTuVauqb0e1UDT0EFp4yFzEvgGwNsHjcuG9pmSYOrFsO5xmPxt+PzfcNJfYdY1sOl5eO6K2Ate9AKUjJjmXnBwGFP98o0NrRT1L6Xig6uGCs99CJ6/EiJhnGc/hfW1q4d+/5POQ+7YitSxMXp4xJrNPWV388imAB8v2IL2vV/EXGPtsY9z5utDt/2P46zMlrZw8tIiLpqVxw+OL0e1NwPwzS/Cs5fFFG099kGWvKFn1+vyl6eM48r5RXQ6fZx/9xfs7B4yVS1KMfH0NXNiV2f2B+uegJeuiy275BUoOmr/XvebMzb6pixz7m/vYVamhnmVe3j3CcY+AQ98dju/Nv6UW06q5MQJGfta09jol/vK2sfh5etjirYc8wCnvGkgIoNKgmdPijC+4w0+LriJY1dfj7byDHjv17H1LPwhLL8HOaWMlVW3M23dL9A0fDK035QMp/wLnrk45jR58V+Q3vk5REJKgd4Gs67GHdEjTTgD08PH40+u4OeGX/Dc5qFxnlGr5pqjivAHw/wodC+f5V/HZU/u4LyqXJbX9VLXPRQ5viDZxNULi/jFS5t47rq5TMtL3OPX8er6Vj6v7eaL2h7qe0Z+Pn9e280l968gFBnSQd9ZUIjLF+TJlc3RMptBw8s3zqcw5aAtJByhM0eHPsIn+wgj2F0XK7AB3F1EOnfs+aSWNbECG2Dto0jd1TECG0DTuYlITy0Pr+qOvW5YpsUZ4r2t8Tktn1/TguTtjxHYAIaa19E5GmIFNoDfgToSQNrwZFxdqh1v7Pk+jiD6PMGowAaYYu6JFdgAnVsU0/+MibECG5RVMo0e3N2gHRQLy/6nmKauuC/+gptfGt0bEBw2hMMRPqvtoaDxxaFCtQ76GiESBiDi7Yv9/ScWxAhsAJWzhcmmLmbn6NFueDzuOrl9y0m1DpmGP7QVklzVLCkx8dDnDXQ4fF/d2EgYVt4fX3fLG5SmWaLbDy6tp9ftp77bEyOwAXZ2e2IGdfuFoAeW3x1fvuPt/Xvdw4jVS9+hIWBjVkX+wW6K4JugM0HebBZr13LnhzUcaQtHAIRDsD5+PJTf8jpl6cqqbUSG9U47A9YijK4mtJ4O6KmJr2v7m1C4AKllFZOMXbECGxRrxt3HEoBU/TZkTRkq8DtAUmFedy/qri3g66e18Gxe2BI7zvMGw0RkmUe+aKDDkM+mrggRGdJs+hiBDVDf40GrVhGRYUPzwB6/jlA4wmPLG0i16uOexcOfz9vbnTECG+CpFU0YdLFGvg5fiNpO1x6vJxDsCSGyjzAkrV7x39udLzMx1I9g+mhMBO0IvtyShEpnJMGojdulUUHyCP6MyWYdKmmErqg1Iqt1I18HwJQSVySPUHYksrvfUVAawS9VkhTfLTkC6vi/F5I69l9zqnKcNTP+WGv6N2yx4HBFpZIwadX4jMNWmCKhockbQFLv3j8lpX/uRlDS0++XCY/wOw/o7PiD4eh2mlFCllT0+WUSjFp0e+MrLalG7N9+Qypu/1DdSWYdOrUKg3bkOg2a/ezDJ2nAMsJvzpy6f697mCAH/fzpnVpOzwui2d9/K8H+p2A+s1wf0O9w8v4IE/mHPWoNmOOfiT5DKi5/KLpt1cnoAv1E1HoIekFviTsHYyL4naBSE1brRx4baEYYL+46bzgqDWFjMvLgGE4bcmLWxY8/1ZKE3aRDFxjAoldFy0ZCP/gct3yJX7ZKkkiz6vdYx67ns3EEX+sEkxZvIBxXbhB+2YJ9QIjsIwxjehnuGTfFlPkKj0eTXrHnk3JmxA7oJAkW/BAprRxP+Vkxh7onX4E2rYyfH5cTU56XqKckWc/RFWkxD0etWuKCmbkELJn4M2fEnOOc+xPCqeOIzPtuTLmcOZWgxkpk+hWxLwC9lUjpiV92+0cMqRYd51UN/Q2eazDjKT8z9qCJ5yo+2Nteh2mXxe7Lmw091ZA/F7q2K+Jj0U+Vl/Ksq2O/d50FKk7dfzcjOKSRJImTJmayPX3J0GSeHAFTCrItGwBV2Esgs2ropNr3iUy9LKYeZ/EpvNBkwRmQkadcDKphgx5jIluN03D4lAGlRiVx9fggjckLeLfayc+WVOxdADRJgpnfUVbad6EzU5t2HC393ughPzi+DItBS1GqhW/NyI2p4lszcilK289mhRodzPtu7ISpIQFKj9u/1z1MeOWZ++iRbSyakH2wmyIYDTQGVBUncb78Jr99dRO+YLxIOuyZdqlifbYLnZltKcfR3Kc8t1KteqapagnrE5GTiugpPU8x/TYOM7lWqaF8CdR/RqTqO9xfY8E963ux1ylciGxJiV2Y0RgIjztDGSvsImsq9DfiW/BzQmmV+HPmkrPlPn4yN1bYl6Vb6HIF+OlJ5SQnpzHZ5iLdpmdZXS8nVcaa/p8yKZN1Tf2k2/RMy7Pv8atQqSQum1vA6oa+uDqGP58nZieQkxg7YfC948ooTY9t46zCJCoORJwNwWGH8Mk+AnH1dRJpWomqfT1ycinkzsSa9hUmc82roGm5EhQodwbkzQO9mZ62BtStq1D3bCecOoFw1nSS03PwufpZ39jD6kYHqRYtVXk2CvOUqORLa7pZ19RHMCQzNd/OzNxEjEYtHY07MLSvRtVfTyhjKt7kCWRl5+Jp3Y6+ZzNS23pkex6hjKno86bh9brQNq9A1bIS1FrC2TPRFs3f/19gLGPWj2t72wDb2p3s6HSRl2hibpofU9dajH01qDPGobWmIjV+oVgqpJSBowX6GsCeg6wxIAGS3qaI7dzZkD1NEdeRCLSth8YvlO28OZBROWrtFowKY6pfyrLM1jYH1v6tJHWvRqOGnuRp2PUaDJ1rkTw9OAtOQOrahsbZhDdlMi2abPKC9eh7thCwl7BBKqXbKzE5BVKlAYz+bqTu7YQNdvw582jV5bOiphOfz8v0NMjReXivJ4XCDDtTcu17vxIhy9C2Dhp29e/Z7FQXsLyuF4c3xPT8RCbl2KMr411OH2sb+9ne7qQsw8q0PPv+98cGxbR9Vzu1RuV3mD5+/1/3m3NQ+2bLhg855clObplhoDjdNlpNEYwFNj7Hv3uqKK+cwW9O/9rvpDH1zPzaRCLQsBSaloGkIpI7h/XBPJY3DJCgl5iW4MQe7qHZWEFHwECByUe6cwt2TRDJ0YwqEkBOKUfu2k7ElkOtYQLNcipqXz9V2lpM3ZtQpZRA2gTw9hH29iF1bCKi0uLMmE0bKZQGq1G3r0U2pxI2JuPXp6DPr0JnMOFsr4Pm5fhCMltMM1jXEcZm0pFs1pFk1lFVkIgh7IbWdawL5bO6PUSCWY+ERE2Xi6IUMykWHZ1OP1X5SRSnjbAKPwxZltnYMkBjrwe3P0Rrv5fxWQlxz+cNzf2sru+jxx1gaq6dGYVJyMisaxxgQ0s/eUkmqvITyU7cyyw8+wfhk32IIkS2QPDNOLRfzILDFdEvBWOVg9Y3nfVrOe/eFUzLsXHKpH0OkCUYq4QDuJY/yi+dZ/HD06o4pyrvq88ZQjwzBWMVIbIPUUQKL4FAIBAIBIc1bWve5MrnGyhIsXHyRBFD4rBErcNSdQE/XPEif3wJfF4vF84vQ9qDb65AIBDsT4RPtkAgEAgEgsMSX9s2Hr3z9yx51sGk3EQunpEhRNfhjM5E9pxz+UXmCu59cxlX/+clatt6D3arBALBEYhYyRYIBAKBQHD40F3D+k9f4dHNAd5zF1FkLuDHc20UJB0AX3nBwUetI3PKifwup443N23j7H8HKTF7uXaimuOOOgrsuV9dh0AgEHxDjjifbEmSuoCG3YpTgO4RDj8SEPf+zeiWZXnxaDRmD31zNDhS/sbiPocYq/3ycPsbHW73A/v/nvZ737znFENOzcTr05+OHINB9pMs9x7MgY4EjPWB1mHdxohKK7WRwhLVMhZs/0fXt1/wNo5w2Fh9Zn4ZY/X5M1bbBYdm20atbwoOLEecyB4JSZJWybJc9dVHHn6Iez/8713c5+HFoXyfh3LbR+Jwux84PO/pYHIofJ+ijYcmY/U7GavtAtE2wYFF+GQLBAKBQCAQCAQCgUAwSgiRLRAIBAKBQCAQCAQCwSghRLbCPQe7AQcRce+HP+I+Dy8O5fs8lNs+Eofb/cDheU8Hk0Ph+xRtPDQZq9/JWG0XiLYJDiDCJ1sgEAgEAoFAIBAIBIJRQqxkCwQCgUAgEAgEAoFAMEoIkS0QCAQCgUAgEAgEAsEoIUS2QCAQCAQCgUAgEAgEo8QRJ7IXL14sA+IjPqP1GTVE3xSfUfyMGqJfis8of0YN0TfFZxQ/o4bol+Izyh/BIcoRJ7K7u7sPdhMEghERfVMwFhH9UjBWEX1TMBYR/VIgEMARKLIFAoFAIBAIBAKBQCDYXwiRLRAIBAKBQCAQCAQCwSihOdgNEAi+ig6Hj092dPHahlam5CZyyqRMStOt+IJhVtX38tTKJoxaNefNyGVqrh2NWswd7U4gFGZ1Qz9Pr2xEluHocWl8UdPNrKJkFpamkmLVH+wmCo5wqjudvLa+jXVNfZwyKYuFZamEIzIfbe/krU3tzCpM4qSJmRSlWg52UwWCQ56WXg+f1nTzxqY28hNNnDoli5mFyQe7WQKBQHDYMKZEtiRJDwCnAJ2yLFcOlv0NOBUIALXA5bIs9w/u+ylwJRAGbpZl+e2D0W7B/iMYinDPJ7Xc/1k9AB/v6Ob51U08dc0cajtdXPrgyuixL6xt4emrZ1NVkHSQWjt2Wd3Qx7fvW448GELjlQ2t/GzJOH7wzHq+e2wp3z22FJVKOriNFByxNPd5uPyBFTT3+wDld/6LkyvY1u7iudXNAHxS3c2La1t5/KpZpCcYDmZzBYJDnhfWtvCPd3dEt1/e0Mojl89kSl7iQWyVQCAQHD6MtSW/h4DFu5W9C1TKsjwJ2AH8FECSpPHA+cCEwXPukiRJfeCaKjgQNPV5ePjzhpiy5n4fbQNe7l9aF1Mejsi8tald2Qj6oH0jNHwOjrYD1dwxy5PLG6MCG0CWYVV9HxUZVv7v41pa+r1DO52d0PgFtK4Dv3uv6q/vdvH+1g6+qO2m3+Mf3cYLDlv63X6W7exhU/MANx5Tilk3NO8bCMk8v6Y55viaLhfVna4D3UyB4LCittPFfZ/Fvj8d3hBb2pyjep1IKExtUyvLNtdS39qOHInEHdPS52V5XQ/b2hwEQuFRvb5AIBAcTMbUSrYsy59IklSwW9k7wzaXAecM/v904ClZlv1AnSRJNcBM4IsD0VbBwWeE9zXBiAzeAVj6L1j6T0VNJuTA+U9A5uQD3saxjYw0uHgt71LgHVvgmYuhp0bZrroSFt0KlrQ91rK6oZcfPLOehh4PAOdOz+GmY0rISzbvz8YLDnFaej3c+VEtTw66MOQkGrnj/Clc9cgqks06ZqUGRzxPFhlNBIL9xOj9tkKBAK+treMnr+7EH4pg1qn5zzllHDOpKHrMmoY+vvPIKnrcAdQqiR+dWM7Fs/Mx68fU0PTwJeCGT/8BGRNhwpkHuzUCwWHHWFvJ/iquAN4c/H820DRsX/NgWRySJF0tSdIqSZJWdXV17ecmCkaT3EQTl8zJjynLthvITzRz+pSsmHK1SmJWYZKygv3Z7USXbgea4Z1fgn/srYAdqL55way8qKBWrgtVBUlsbXNyzVHF5CSaIORXXri7BDbAqvuhZfUe63X7g/zfx7VRgQ3w7Opm1jT274e7EBwoDkS/XNvczxMrhiwsmvu8PLKsgUvn5vO96TomrPsdZ4+3xpxTkmqmLM06Qm2CIwXxPv/mFKdZuHJ+YUyZzahhXKZt1K6xs62LH75ciz+kzIa7A2G+90I1jW2KtVmvO8CtL2ygxx0AFEu0P7+5jW3tjlFrw4HkkOyXb90K9Z/B6z+EBrE+JRCMNofMdKEkST8HQsDju4pGOGzEaVhZlu8B7gGoqqoSyyAHkXBEZm1jH8+vacYTCHPu9ByqCpIwaEe29NdqVFxzVBEVGTZe3dDK1Dw7p0zKwqRX8+mOLn62ZBzL63rQqlVU5SfyeW0XSyaOsALWsBS8faAfW0GTDkTfdHqDhMIyfz5rIh9u70SrUnHsuHQ+r+3i9vMms6A0RfHHdvdD3UfxFXRth/KTRqy70+FnVX1fXHld99ib0BDsPQeiXzb1euLK1jT08e2ZuUySuzGseIMfTBvP1KOO4s1mDbPSQiyZmCX8sY9wxPt8dDh5YgbJFh1vbWwnN8nEKZMzmTqK/tht/W5Ckdg/j8MXomvAS14m9LkD7OiIf0+09vuYnh9XPOY55Pqlow02vwRn3gONn8Mnf4OLXzjYrRIIDisOCZEtSdKlKAHRjpWjdq00A7nDDssBWg902wRfj/VN/Zx/z7Loy/flda08csVMFpal0u30s6l1gB5XgMIUM+OzbBi0ahKMOorTLJwxJZtki44kkw6LQUuqTc+f3tzKhCwbobDij/2Lk8eBaoSZ8Lw5YLQf2Js9yHQ4fGxqGaCl34vDG+L5Nc2YdGr0GhUTsm2cMVUx/HB4g3xR201Lf4CshY8zYft/Sdj56lBFqWV7vEaqTc+0vETe39YZU16YMrYmMwRjj9xEU1zZZXPzcflCfBTMpfSYJ5mw/b9c2H0PF6ZVEOzRsVW+hxfWNJNg1DIhK4EMIbgFRyi7nu8D3iBFqRbGZ9rQafbeOPHT6m7+8e4OTp6Yyc5uF9c9tobnr5tDyShZimTYzWhUUozQthk0pNqMACSatRw7LpWpuUn4QmG0ahUNPW4yxW/6wLD5BcibrSw8FC6E1Q8pwtuWebBbJhAcNox5kS1J0mLgJ8BRsiwPX/p4BXhCkqTbgSygFFhxEJoo+Bq8uaktbnb7/s/qGJdp5VevbObNje3R8n+cO5mzp+fw+oY2bnl2fbR8ycQM/nBGJadPzuaL2l42tSiiel5JMvNLUiAhEebeDF/8RzEZt2bCCX8A/ZFjZto+4OPmJ9eyor4XAJUEP1lcwb/fr8YdCLNiZy+laVZc3iD3fLKT/344ZCJ+w6zruSmrG0PrFzDtMsievsfrWPRarltUzPYOJ819SvC0M6dmMzXXvj9vT3AYUJlt47yqHJ5ZpQQ3O3NKFi39Pv77YW30mN8f/QsudF+HqqeGT094h6vuW8eux8eMgkT+c8E0IbQFB5xQOEJdt5s+T4Asu1FxtzmAdDp8/PDZ9Xxa3Q0o7j//u3Aaiyv3TiB1OHz86/1qnL4QT60c8rrb0uocNZFdlJnKX08r4tZX6wiEI5h0am4/s4S8rAwAksx6llRmcsuzG6LnLChNESL7QLHlFSg9Qfm/xgDZ06DmXZh2ycFtl0BwGDGmRLYkSU8Ci4AUSZKagV+jRBPXA+9KilPpMlmWr5VlebMkSc8AW1DMyG+QZVmEphxD+IMhmvq8GLUashOV2euIHG9FFYnIbG1zxAhsgN++upkJWTZ+++rmmPI3NrZz8ex85hSncM/F09jR4UKjVlGWbiEjQbkOi34KE88BvxMSCyFhRHf9w5a1TX1RgQ0QkeGRLxo4dXIWfZ4AmQkGet1+NjQNcNdHNTHn3rWijyVX/o8Jpn5IKQXdl69KVxUk8egVM6npcmHWaajItJJkFnm3BXum2+nng22dTM21M78kBV8wjNWo5brH1sQcd9tnA8y+7DlsRgO/fqya4fNzK+v7qO5wIkkyKkki1SoG54L9jy8Y5vnVzfzm1c0EwzKJJi13Xzz9a+eYjkRkOhw+9BoVSZav97zc2uaICmxQ5pJ/9fJmpuUnkrYXvwNZHvldPJpBBbU6HadXlVCZaaXT4SEz0UJRVnp0f9uAlz++sS3mnE+ru6npdJF9gCctjjiCXmhfDwt+MFSWNRW2vyVEtkAwiowpkS3L8gUjFN//JcffBty2/1ok2Fe2tg7w0Of1vLK+jXSbnh+eWM6xFWmcVJnJg0vrYwbLV8wvpNMZn/bJ4Qsx4A3i8IXi9g14Fb/rnCQzOUkjRLHWmY7oaOKdjvjv0xMIsbAslbs+quG6x9ewqDyVUyZlspthAbIMTskGWYVxdeyJwlQLhanCRFywd6xt6scTiPC717ZGy246piTuOF8wwms7ZRKMQVoHc2jv4pRJmaxu7OPGJ9ei06j44QllLKnMxGrU7vf2C45cqjuc/PylTdHtPk+QHzyznheun7tXAhegtd/Lo8vqeeTzBhLNOn5+8jiOKU9Dv4fYJLvT74mPO9Ll8uPxh2EvFqIzEgzcdHQpt70x9PuzGTSMH8XAZwCb213c9lYj65r6mV+Swo9ONFMxeI1+TzAa9Gw4XSOMBQSjTPNKSCoC7bDJjPSJsOYRZQAgjRTySCAQfF0OtejigkMAfzDEA0vreXpVM95gmPoeDzc/uZZVDX1MzE7g/ktncFJlBsdUpHHXhdOYnm8n0aRDp47tjlNz7SQYtUzPt8eU69QqUq1ipfTLMGhVqHZ7T/7wxHJ+/NwGNrU48IcivL25g/oeDxm22IFhikVHbpJYSRDsH2RZZlNLPy5/rFCQAZMuVmSUp1up63bzyvo2jhs3lEbOoteQn2zmX+9VM+AN0uX085PnN7KyIT4In0Awmuxyi9m9rMcVLxhHQpZlnlnVxP8+2ok7EKa5z8t1j61hffPAXrehOM2CercH/IkTMshI2Pv34tnTs7nj/CnML0nh8nkFPPGd2ZSmDyn0QCjC8p093Pr8Bn76wgZW1PUSDI+QN3MPNPV6uOzBlSyv68UfivD+tk5ueGIN3S5FRBs0KuYVx67+a1QS6TZhkbLfaV4NKbvFWrGkgUoNvTsPTpsEgsOQMbWSLRi7tPZ52dw2gCcQpizdSkWGFWkPs52NvV5eWR8bgy4iQ02nYk78nUdWUZZuRauWuPGJNTx0+UxMOjW3nlTBo8saqO9xM7c4mePGpeMNhjluXDoGrZrPa3soSDZz8ex8HCPM5AuGMGhU/GRxBU8sb2RxZQapNj1alYTLH2sVcOeHNfzzW1P4v49qWd88wOScBH596oSoeb9AMNpsbBlArVJh0ccK6ieWN/Lb0yZw/2d1bGt3MqswiTOmZtPvCZCXbCI/ycTE7AT++V41x49L47Pq+DQ572xu55iKPed0Fwi+KVn2+GdjZoKBZLNur87vcQV4YnljXPn65j5mFiZFtxt63GxpcxAOy5RnWGMEcEWGlfsvreKXL2+ipc/LkomZ3HJ8GQbt3g/pksx6Tp+SzelTRnalWtPYxwX3Loum2Ht6ZRNPXT0npo1fRkOPm97dVqpru9w09XpIsejxhSLMKU5Bq1bxcXVXNF1nv3fvJisE34CWVZBaEV+eOl5Z5U4uPvBtEggOQ4TIFnwljb0ernlkFVvbnYCykvzolTOZVTSyD5pRpyLdZqBxtxQ9Vr2Gtza3E4rIbGkbigB+/2d13H7eJHZ0OLn5mBJ0GjW9bj+5SSZSLHru/LCWiTkJXL+ohNZ+L399exsPXDpj/93wYcD0giR+++oWbjq2hH++s4OWAR/fPz4+SrgsQygU4duz8rhqvoY0m45p+aOXxkUg2J1Pq7vZ2eWmMNXEaZOzohNyOrWKCVk2nrp6Nju7XDy+rIGWPm9MUL5zq3J49/sLSTBo+f3rW+JW//KEBYZgP1OWbuGXp4zjj29sIxyRseo1/OPcyaTt5QqsQaciO9EY5yKVPCyORXWHk4vvX077oNuPVa/hie/MYmKOHQCNWsWi8jReun4enkCYNJsevWbvTM33lieWNTDcbTsiw3Orm/ZaZFsM8cNLtUrCpFPK7UYt9322k7J0K9cvKqHD4eMf7+zgrgunjkr7BV9C6zqoOCW+PKkQWtbA5PMPeJMEgsMRIbIFX8mahr6owAYIhCP87Z3tPHz5TMz6+C6Uk2jmRyeUc/PTa6Mv6fJ0CxOzE9jS5sBu0rJ4QgYatYp3t7QTjsjoNWrUKol3t3SQaTdS3eHg5mPLyE0y8YuTx3HrCxv5orYHgKMrUinPOHIihe8LOYkm/n7OJJ5c2URFlo3FEzMJhcL86IQyut0BPtreRV23mxuOLuE/H1azo8NNglHLHedPOdhNFxzmhCMyL61rYUFpCksmZnBsRRqBcIRZRUnkDcZXqMiwsqginR89t57p+YlMybVT3+PmhTUtnF+Vg0qSuGpBIZ/s6KbXo6x8JZl1HDtOrGIL9i9GnYaLZ+czrziFHneAnEQj+cnxcUH8oTC9rgBWgwaLYShOgEWv5UcnlnPJ/SuimTYKkk1MH5aj+t2tHVGBDeD0h3jo8wb+dk4CqmFm4hq1hEYlodoPPrTB3YN1AKHw3gdGK0m1cuGsXFr6fBSnWdjcOsCcomSKUpTvKtNu5NenjOf7z6xnRZ0SpHNOcTITshJG5wYEI+NzgKcbbFnx+5KLlajjAoFgVBAiW/CVdDl9cWUN3R48gdCIIhvgmHFpPHK5EnHaqtcwMSeB8gwbp0zKxGrQ8vTKJgLhCGdOzebYilQaejwEwzINvR4+3N7FgtIU1jf3U5BiZkZBIn8+ayIt/V5sRg3TchNJ/prRWI9EEkw6cuxG3nIF+LymhwWlKcwrSeHeT+s4Y2o2vzt9And+WMOODjegBJO75Zn1vHrT/BFNIgWC0WBBaQr/fr+aT6u7oxGS/3fhtKjABjDptaRa9Xz32FJW1PXxxPJGyjOs/OtbU3hnawdPLGsi1arntjMrAZlgGCZk2ygWwfcEBwCdRh0N4DUS1Z1O7nivmve3djIh28bPl4xj6jARPaswmRevn8u2didmnYbKnIQYK4zqDueIdQbDEfQqNZGIzLK6Hn7/2lYaetycMSWbqxcWUZAyQhDQfeTCWXm8uSk248e5Vbl7fb7FoOHsaTn87e0dPLG8MeoCph2Wy3vxxAxyk0zUdrpIsuiYmG3fa4sAwT7StQ0SC0AaISRTUjF0bIJIBFQiZJNA8E0RIlvwlVQOmqgN55yqHFK+ROia9RoWlKWyoCw1przfE+SO96uj2/d/VkdFhpWwDH95axu+oBJY5Z0tHQx4g8wrTuGPb2zjk2H+lwatitduWkBJmhhQfxn1PW5+9uLGaHT2d7Z00NLvZX5pCg99Xo9KgraB2AmUHneATqdPiGzBfmNyjp2nrp7No8saGPAEuWh2HrOLU+KOsxu0vLahjc2timvJuqZ+fv7iRi6anY/TH8LpD3H9E2t4/rq5TMsTLg6CscGAJ8CPnl3PuibFlWFVfR+XPrCCV26cHxXBapXExBx71Px7d6bmJvLi2ti4JkeVpUYTbG1rd3DpAysIDq4sP7GiEU8gxF/OmTRqZuMzCpJ49MqZPPpFAyoJLplTEBeE9Mto7vPwnUdWRyOIv7+tk4ZeN09fPSc6SW7UaqgqSKKqYO9M0AWjQOcWsOeNvE9vVVJ2DjQqQlwgEHwjxFSV4CuZnJPAP8+bTLJZh0YlceGsPL49M2+Pgc++jHe2dMSVPbGikV5XICqwd7G8rheXPxQjsEFJ61Pb6fra1z7SqOtyx6U/29zqoChVGei9uLaFhaWxkyB2k/ZLJ08Egm+KSiVRVZDEHedP5cHLZ3Dc+AwsI1jEuIOhqMDehcMXQqMeeu7IMmxrc+x+qkCwX2nqdfP6hlYe/aKeT3Z04vQOBeJs7vNGBfYuHL4Qdd3uva4/zarn6oVFWPUa9BoV356ZR16iCf3gKnBNpzsqsHfxyvpW2gfirc72Fb1WzYLSVO6+eDr/d3EVc0tS0H0NAV/f7YlL0VXT6Y6L1SI4wHRsAdvIwe4ASMyHzq173i8QCPYasZIt+EpMOg1nTsthbkkKgVCEjAQDWvW+zc9kJMSbguUlmUgwxee2teg1mHVqLHpNXFTskYKqCGIZ6TvSa1TsysKSZjUwKScBjUoiFJExaFX89exJ9LgCeANhClLM+/x3Fgj2hkAoQl23G08wTH6SKcYNJNGkQ69R4Q/FTr6pdzNj3BVISSA4ELT2e/jjG9tiTKl/d/oELplTAIBRpx6x35r1ey9QK7MTeHNzO+fNyEWrlqjpdDItvzA6sW0xxNeVZNah18b+Nhp73HQ6/aRY9PtsSr4vk+kw8v0qgc9GN0Cb4GvSvR0KFux5vz1PWe0uP+nAtUkgOEwRoxPBXjMa+SvHZdhINGnpG0zBZdCqOLo8jWSzlnklySyt6Ykee/OxJSSZ9fxsSQU/e3FTtHxReSoVwwKfdTp8qFWS8NPejfwkE8dWpPH+ts5o2UWz83lrUxsqSTH5/3h7Jw9drkRqN+rU/PaVzWxocaBRSfzwxHIump0/4iojACE/uLvBkEidI4JWrSJHRHcW7CX9ngD3frqT/31US0SG4lQzd144jYoMGwTcJGkCfPfYUv769vboOSdOSGdzy9AqYWGKea9TJwkEo8HmVmecr/Lf395OVX4i47MSyE82c8sJ5fzxjaHVwFMmZVKWvvfBOnOSTPz2tAnUtvcRCke4an4RKdah99uErARmFSaRaNaRYTPwRW0PNxxdTIZtyM3nw+2dfPfJtTh8Icw6NbefN5njx2fEBE7bn5SmWfhWVS5Pr2qKlt14dAmFu4n9YDhCjyuAWafGaoyfbBeMMj01MOmCPe9PyIX2TXveLxAI9hohsgUHlE92dHHxnHwkJCKyjFat4vnVTXz/+DKy7EZ+cHwZvmAYs17DusZ+FpamcvqUbErSLfgDYVQqiZJUC8kWPT1uPy+vbeV/H9WiVUvccmI5J45Pj4nkeiSjVklk2Q384uRxhCMyKRY9oXCEdJuewhQzzX1e7CYdG1sGuGh2Ppc+sIINLYrpbSgi8+c3tzEtL3HklC2d2+CTv9KYfhyvBKbz8BdN6DQqrl1UxOIJmaRaxYSH4MvZ0DzAnR/WRrdru9z8671q7jg+maaQmb+9X4c/JPO70yYQlmXsRi2+UJgBb4jxWTbSrHo6HD5hfio4oPR74vM4O3yhqLWVWiXx7Zm5VGbZqO9xk24zMDEnAbvpa0wG+Z3Yq19n+qoHARnGnwGTzgWz4t6TatFzw9El/OWtbSyt7uaUyZlUZg9F5W7ocXPzE2txDrbJHQhz81PreOPmBRQfoFgmFoOWC2flUZFppdvpJzPBwPT8xBiT8/puN/d8upNX17VSlGbmZyeNY2Zh0j6vngu+gpAfXJ1gTd/zMQm5UPPegWuTQHAYI0S24ICysNDINU8rK1OSpPhU3rakgOY+D8+uagZAJSk5OQGuPqqILqeP6nYXn1R3UZ5hw6rXkp5g5KNtXfzutS3Rum95Zj1Jl83g6AqRxgcU88FEk45QWOavb2+LfqeSBNcsLOKplU30e4K8eP0cNjb3s6axP66Olj4P7C6yPX3w4rXgbOXD9J/y93d3RHf98qXN2I06Tp08QnoQgWAYDT3xPqqfVXfz7sRMXl3fwIzCFFQS/OqVzRxdkUK61chTK5VVMZUEKknie8eVfa0VQoHgm1KUaokzB5+YbSN/mBWPxaBlbkkKc0viA/oBuP0hVtb38tqGNjJsBhZPzKByWOqqSMsa1jtsvG79BZ4QnBbyMa1uBbrKkwHY3uHkyodXRv2yn1zRhD8Y4U9nT0SvUdPh8EUF9i78oQjtDt8BE9nNfR6ueHgl3a5A9J1elm7hqe/MJsmixxcM89e3t/HGRsUqYH3TAJc8sIJXbpxHecaeI7cLvgG9dWDNANWXDP0TcqC3VkQYFwhGAfELEhxQZnk+5ucL7Jh1anRqFdfPtHNc8KOY2e1dYjAzwYBOreKhz+v5+UubeHtzB/9+v5obn1xLfbebx1c0xNX/1qa2A3UrYx5JkrhgZh4t/V6GpzyVZfhgWyfHlKfyz/Mm0dDj5ckVTZSlxw++0kfwoae/HtrW4p50GS9u6Izb/f7W+OB2AsHuZCfGuxZUZtt4amUTb2/p4A+vb2Vzq4Nzp+VQkZ7A82uao8dFZMXawmZU0gMKBAeKqbkJ/PuCqeQmKabZswoT+e1plaQn7H1Ghg+2dXLZgyt5bnUz//2whvPvXhYTwG/9gJnz3oL71jh4YoODC94IsNydoqxEAtUdrrjAZy+ta4kGPku1GjBqY32ftWrpgFoY1Xd76HYpq/673j87Olw0DFqetPZ72d7u5IcnlHPjMSV8//gyThifTk3n3geIE3xNeneC9SsmwHVm0JrB0XJg2iQQHMYIkS04oNhDvXxnxzW8M3cL7y2s5ZaW75Pev5ZEo5arFxayy0rMrFPz05Mq8AfDPL68MaaOxl4PO7td5I0wSM8ZoexIJtNujPOBA8i2G/nRieXMK0mlx+2nKNXCD44vI3FYALrvLChk/Ei5YLUmUGvRORtIt8abQI4U3E4g2J2CJBOnTMqMbqda9JwwPoPqTifXHlXEjceUkGTWccz4NPq9AZLN8QIhw2bAoBWBlAQHDpVKxYkTMnj8qlm8dtN8/nfhdKbl730KuQFPgH8Os/4BcPlDrG7si26/3aSKEdGyDPdtDBNC6esjBT5LNA0FPitINvG3cyehGwxcqVFJ/OmsSRSNYh7tr+KrAp8ZdWq+PTOPdocyMRAMR9BrVKRYhLvXfqOvHix7Yelnz4We6q8+TiAQfCnCXFxwYKlYAsvuJHvZb5VtjQHOvBOvO8LntT1879hSghGZSETmn+9W8/dzJxGOyHHVDHhDnD8zl7c2t0dTf9lNWhaUjmyedySzoDSFFIsuuqqgU6u4/ugSdFo1d31Qy4Of1xGRYXymjT+cUcm2didFKWYyEgwj+xEmFcNRP0X7we+4+Nxb+WhHd9R00m7ScmzFl/h7CQSDbO900ucJ8P3jSgnLMlNy7Nz2+lYum1vAfz+owR0IYzdpmZaXiN2o5ZenjOOGJ9ZGz5+QaYsxsRUIDiR5SfsmWCMyBCORuPLwMFEdGGFoFoxIRAZnocdnJjAtzx7j4vPLU8ZHA59JksRJlZmUp1tpd/hIs+opSrWgOYDZIkrSLJxblRN1AwO4YVFxdNJXkkCnUfHB1g5aB3zo1CqunF9IOP51LxgtemvBshfvZ2sW9NRC8TH7v00CwWGMENmCA0v6BLjibWhdC+EQZE2GjIn4NrWxqcVBU6+XNKuehh4PgXCEJLOeM6Zm88KaIdOlVKueyiwbH23v5MajS/GHwqgGBx87u91Mydv7VYUjgdJ0K89cM4eNLQP4AmGm5NkpSjHzxsZ27l9aFz1uS5uD1ze20djjYdzRxWzvcDGneIRJC7UGZlwFOdOZ71rDo5fNZXOHD41KojI7gani+xfsBT2uAEtreqIZBf5x7iTOrcrl9nd3EBjMM9fvCfLTFzfy4GUzGJ9p4/nr5rK93YHdpGNSTgJZiXtvoisQjAUSzTpuWFTCrS9sjJbpNSqm5tmj2ydNyuHBL5qQhwnOKxYUoVMrq8AZCQb+++1pbGgeoNvlpzzdGuc2oVZJlKZbKT1IMQusBi0/WVzBkspMmvs8FKSYmZidEHUNc3lDPLG8kdZBE/dAOML/Pq5leoH9oLT3iKCnFgrmf/Vx1gzo3vHVxwkEgi9FiGzBgSe1XPkMoyDZzE3HlOAJhGnu87BkYiaBUJhki45rFhZRnGrmvS2dVGRYOXt6DvnJJl5Z38bGlgFUEsgoJnWnTc7krGk5B+e+xjBFqRYKU8xsaB7gpbWtDPiCTMtLpCzdwo4OV/S4VfV93P6tydz+9g5uPalizxUaE6BoEQAzgZkl+7f9gsOP8t0G/798eRN/OXtSVGDvot8TZGlNN9l2I9PzE5k+aJobCIVZtrOHNze2YdCpWTwhgym5dhGZWDDmWVyZgVmv4bFl9WQkGLl0TkFMdPDJOXaeuGoWD3xWjzcY4vJ5hcwuSo6pI8tuJMt+cCeZtrU5eHdLB019Hk6ckMHMgqSYNFwpFv0eA5EGIxG2tjvjyntc8dHbBaNEf+PerWTbsqH+0/3fHoHgMGdMiWxJkh4ATgE6ZVmuHCxLAp4GCoB64DxZlvsG9/0UuBIIAzfLsvz2QWi2YBSwGTS8saGN2m4l6Mnbmzu49qgiTDo15Rk2yjNsXDGvEKNO6bKBcJhJOQlsbBmICepVkiYiDe+JDc0DnHf3F1HT7ieWN/Lzk8fx5ze3RU3yp+Ulcu/HO7lwdr4IKCXYr0zMsfHP8ybzu9e2MOANcsL4DLLsRtQqKcZFxKxT4/SFqO9xk2Yb8vdfUd/Hxfcvj672PfhZPc9cO4cpufYDfCcCwdfDblIyMJxUmYFKkuJyV+s0KuYUpzCzMBlZlg+omffeUtPp5IJ7l9HnCQLwzKpm/nrOJM6ryt2r89UqifxkEw09sSn4bCJX9v5BlpVgZnslsrMU03KBQPCNGGtP7oeAxbuV3Qq8L8tyKfD+4DaSJI0HzgcmDJ5zlyRJIgLOIcqOTldUYO/i/s/qaOrzRrd3CWwAtaRiSq49JpDLlFw7hSki8NnutPR52djSz7tb2mPSzoASCXxXHuwMm4HvLCzkL+dM5uzpOTHft0Aw2hi0Gs6clsMb313AB7cs4i/nTKIyy8YvTx6HelB06NQqbji6hBfXtmAa1h+DoQj3fbozxpw2EI7w9ub2A30bAsE+o1Gr4gT2cNQqaY8COxyRqe10sa6xj26nf381cY9sanFEBfYu/vHO9r1ui0Wn5fK5BVj0Q7/rb83IJVGI7P2Du0uJgaPdC+sHSzo42yAc/OpjBQLBHhlTo2hZlj+RJKlgt+LTgUWD/38Y+Aj4yWD5U7Is+4E6SZJqUCxXvzggjRV8I9r6vYQiEXIHg8eERghuFh4MgKZshMDTDXor6MyoVRK5SSaOG5dGXrIZSYLt7U4RXXw3ltZ0c9eH1UzJS6LPHW+GFwhF+PbMPI4bl8bU3EQm5iSg3dtVE3c3IIE5+SsPFQj2hFmnQaMKIwHrmwcoTDbxl7MnUtftQaOSeGJFI0smZlCUOjShJksyvmA4ri7/CGUABNzgd4IpGdRiEC/45rgDIdy+EIlm3d4/M3ejy+lDr1HvcfW23xMgHJFJtsRG1nf7Qzy7qok/vbkNfyhCXpKRuy6cHmNyDigpv7x9YLCDdt+yPvS6/UhIJJpjg2COFJA0GJaJyHsXuSwr0UiCScclc/JRqSS0ahVtfV6KUg9MHu8jjv5Gxdd6b1BrwZyqnJNcvH/bJRAcxowpkb0H0mVZbgOQZblNkqRdDj7ZwLJhxzUPlsUhSdLVwNUAeXl5+7Gpgq+i2+nnnS3t3P3JTgKhCJfOKeDkSRmUpVtJtejpcg3Ngp8zPYecJKMSrOOLO2HzC0rgtGN/Dbkz6XL4sJt03PlhDVq1iqvmF9LjOvAz+t+E/dk3W/q8bGoZwGrU8fjyBn58YjkqqSnGvP68qlxsRg0vrG3hPx/UsHhCBlcvLPrygY6nD7a8BJ/+HVQaWPRTKF8ChhHSfQkOSQ7EMzMUVjIK/PmtbXQ6fJxXlYtFr8GsV9Pl9GPWa/AFwvx8yThmFiXFrGTr1GqunF/Esp29w9qs+LrG0bwK3v89tK+H8afDnBshpXS/3JNg/zMW3udrG/v469vb2NrmZEllJt9ZWEhhyt6Lw/YBL8+tbuaDrZ3oNBJXH1XM/JKUaFAwtz/E+1s7eOSLBiKyzJlTszl5UiZJg2nstrY5+M2rW7CbtOQkGqnv8fCrlzfx8OUzh3yiO7bAJ3+DnR9C/jxYdCtkTNzrNvZ7Ary1qZ3/flgDwPeOK+WE8RnRCYHxWTaMWjXeYRNb1x1VHOPS8VWcMD6dzAQ929tdpFn1nDs952udP5YYC/3yS+lv2Lv0XbuwZStjLyGyBYJ9RpL3ctbxQDG4kv3aMJ/sflmW7cP298mynChJ0p3AF7IsPzZYfj/whizLz39Z/VVVVfKqVav2W/sFX87rG1pj0vAA/OGMSuYWJfPe1g42tzmo63YzoyCJDJueb0/PwPzylbDjzaETdGYC167g3vU+/vb29pi6/nhmJd+elX8gbmUXoxZlabT75sbmfn7x0ibWNw8AUJhi5pLZ+Syt6cLlD3H5JAMlyUbOeLwRpz8UPW9eSTJ3Xzwdi34PK36bXoDnLo8t+/YzUHbiqLVd8I0Zs/1yF+t21HPWg5tjJn2unF/AqoY+1jcpfVanVlGcZubxq2ZFBcYu3P4Qn9f28ODSnRi0iuieUZCETjNsVbGnBu45GvyOobKio+FbjypWMYKDwZjvm1/Gzi4Xp/13Ka5hz8xF5ancecE0zIa9W7d4ecUOiv1byG1/H58hlS22edgLpjF1MKjfFzXdSG1rKO75GHXER2PasXTbJ3JcpeLv/PK6FqTuHVQFV2F21NKWfhR312dw8ykzlRRZrk54cElsrmNbDlz1ruJvuxe8uamN6x5bE1N27yXTOX780ETWusY+Hv6igfoeNxfOymNRWRop1vh89ocIh3S//Eo++xe0rYeqK/bu+BV3K5Mzs6/br80S7BUimuchyqGwkt0hSVLm4Cp2JtA5WN4MDI+wkQO0HvDWHeG4fCG2tjto6/eRk2ikItMas+K0O+9t7Ygre2FNM2mGCH98cxvFqWZyEk28sKaZPk+QRYVmSocLbFBMP91dvL/VE1fXqoa+Ay2yxyy+YCQqsAHqut387vUtPPutbCavuw3te0t5f86jOP2xftpLa3po7vNSkTGCyI6EYdUD8eUbnxUiW7D31H/K1noVu1ucPr+mhVMnZUVFdiAcYWubk5X1fSQYtYzLtJJgVMxWzXoNx49PZ1F5KhKM7LvaXR0rsEFZ2etvVKxiBIKvSW2XO0ZgA3y0vYvmfi/lGV89cdPj8jPVv4q89xXxkgCkG+6jPvV5YAYA6a4tFH18kWLuDSRJ91O35AkCoSx0GjWzEp2kfnATakeTUsfWJ/n53F+hMc1TLtJXFyuwARzN0Ltzr0X20yua4sqeX90cI7Kn5CUyKcdOKBKJrsILxij9jYoJ+N5iTldWsgUCwT4z1gKfjcQrwKWD/78UeHlY+fmSJOklSSoESoEVB6F9Ryy+YJj7P9vJuf/3BTc/tZaz/vc5T61oIrRbCp7hpFrjTcFSrXqMKLkya7vcfLyjiz5PEJNOjS7iBZ057hy1HBoxfUnOrry5Qb9iJlr7IfTFDxaOBHQaFVp17ASoLEOktx5t/UdQthhTWmHceXqNCr1mD48GlRrsI0xiJOxdRFmBAICmVVjU8UF1Uiw6vMFYAaOSYHPrAOffs4x/vVeNyxd7nlat2nP05RGeHWgMykcg2AdGejYatCoMe3pm7oY54iRn/T9jC30DpPRviG5mtL4HWVPhqJ8on9ITyNn2IGqUd2uqqxq1RgsLboGFP4KpF5Oy7i7sgcFJbK1J8Z/Ynb0JejVI9gg56EeKeaJSSUJgHwr0N4I5Ze+Pt2UqlkACgWCfGVMr2ZIkPYkS5CxFkqRm4NfAn4FnJEm6EmgEzgWQZXmzJEnPAFuAEHCDLMt7iHoj2B/Udrr41/uxs+V/enMrC0pTKE23EolEaOz1YtGrSRkU18eNS+OplY04vMpAWq9RceGsfCrkWublG1HpzOQkGllV38eF4zTkqXsVH+w3fzx0kYKFqJPyuWKeluoOJxfMzCMYkXlyeQOLJ2SAsx1W3g9L/6lEx0wth9P+C7kzD9h3MxZo7vNwywllNPZ42d7hZHVDH8dXJFPa+yQDpz1IGDUVHa9z6wlLWNvi5sNtXQTCEX5wfBn5SSOIk11UXQ6bnoOQMjGC3grjz6LL4cMbDJOX/CXnCo54+twB7OEAkyLbKEktozjNht2kY2lNNz+dbWRWmpem3iROm5xFokmLwxvksRWNADy4tJ5TJ2UxbdCs9itJGw/Fx0Hte0NlR/8CEuMnlwSCvcGqVzM9P5HVDX3RskvmFKDVxIpabzBEe7+PJLOOBNNQ0DCDWoquUA9HLw1NHulTC8HVAJ/8VZkZLVyIpmwxkqSYfqi1eiW+wBf/VepKKlLE9q4hUHIJzLoef+MqBjLmkNC1Cn1KIaSUxVxz1zvaatDEBVc7ryqXF9a0RH2uzTo1p0/Zu1Xw4fiDYQa8QewmrRDjB5OBZqg4ee+Pt2ZCX/1+a45AcCQwpkS2LMsX7GHXsXs4/jbgtv3XIsGX0e8JsLtLfzAsM+ANsr3dwbOrm3l5XSsZNj03H1vKUWVpzCxM5sFLZ7CuuZ9QWGZSTgKzCpNQtbVw8zwb/1rWzzubOzhxXArzcoNISYWQWqYI5Y4tSjCOnOlgSSMt6OHs6bnc91kdWrWKqxcWk24zQPNnyuBkF13b4aM/wtkPgmkvB+eHCWsa+lnV0Me0PDt3XzydfFOI5a0X8fcP3RwzLg01JTy/ooU0q56/nzOBdJuBcVmJX5pWhpwquPJdaFkNKjXe7Pl81GXk38+uoNcd4JxpOZw5NZuSdOHzKhjC6Q3y7tYO7ni/mjfPWkBzj5abjsni3k93sraxn29Nz6LC+xkNjglYDXpuf3cHVQWJHDcune8dW8rNT63FE4jQ74mPkr9HzClw+r+hZc2QiXjmNFAdCkZcgrFIpzNAWbqFhaUpOP0hEk06PqvpxuENkWVXjlnf1M+Dn9fx6Y5uxmXYuOGYYuYUD64impOJzPseqte/P1SpWoc2f9bQpiQpwSV3UfcJ5M4G9aBY1+jgs2Gr4b07YeNzMPl8ZVtrZPvEH/C/3jo+Wd/P7IKTuWlaEeOGxSHY1qa8o19Z30qmzcDNx5awqCwNzeCK/ORcO89fN4f1zQNIKCkyKzK/XnDLLa0D3PFeNasa+lhUnso1RxVTJt4LBwdHy9czF7dmKOeEQ6AeU1JBIDhkEL8cwT6Tm2TCZtDg8A2Zd6ZZ9eQlmvj3B9U8tlxZfepy+rnusTU8csVM5pakML0giekFSTF1bYgUcMVzy3AHlFnzJ1a10ulK5e+FFux6HRQtUj7D+Hh7F398Y2t0+6cvbCTBqGGJuzG+sXWfgqv9iBHZjT1ubn9nRzT3+HtbO9na5uSPZ1Zy7aud5CWZcPnCPDG4Qtjp9PP9Zzfx/FVT9phOJobMScoHWLmjkxseXxn1r73zI8WP60eLK0b/xgSHLMvqevjBM+sBeK2niB5PkL+/sz6aCug/H9VRfu6x/O7NOjqd/QC8vbmD+m4P80qS+dUpE/j1K5vJS/6aafps2cpHIBgFClJMPPdkM6GIjF6jwheMUJllIzNBsdbqcHj5zaubWdvYD8Bntd1sahvgiatmMT5LSbGlmnCG4sqw4h5IyFGCS2VOGbpI0/K460rV7yjm4VqDEthsd1pWgqcHjHZ6XH5ueHozNZ0uAN7Y3MX6FifPXzeXjAQjwVCER5c18Piwd/S1j63h0StnDk0GAOOzEqJt/rq09nu57MGVdA7mzX5+TQtb25w8dtXMuCCGgv2M3wXhAOi/xiSJWgdGu+LLn1iwv1omEBzWCJEt2GfykpWovy39XrqcftJtBnLsBgZ8QZ5f0xJzbCgiU93pYm7JyD5BNV2uqMDexXvbutjZ42babvk5AbyBUNw1AN7Z3MGSWSOkKcmYCMYjJ59zbZc7KrB30dLvpccd4PvHl2HRqQmEIxSmmKkbPC4ckdna5WdKEdR1udjc6sDtD1GSbmX6l5jnbmpxxAWwemZ1M+dW5VKQIkzHBQq7fq9WvYaWAR/BsMwvTx6HUafGH4qQbNbR2u+LDsp3sb3DyYmV6WjVKu6/tIriYenl6rvd7OhwolZJVGTYRvQjFQhGk9I0K/deUsWtz2+k3eFjen4ifzijMmoSXtftjgrsXfR7glR3uIYEqymJ6owl1M5egEGrZpw9gfThPtS5M2D9E7EXLlwAmkFxas2Mb1hKmZIPG6jvcUcF9i5a+n3U93jISDBS3+Pm+TXNMftDEZkdHa4Ykf1NqOt2U5Rq5qLZ+QTCEQwaNW9tbqOx1xMV2aFwhO0dTuq73SSadIzLtJIoBPjos2sVeyQ//S/Dlg29dUJkCwT7iBDZgn2mx+XntQ1t3P3JzmjZj04o55QpGaRa9UzLSyQ3yUhEhrc2tWHU7dkfa6RgMkateo+R+TQqFSmWePGdatVDYipMOBs2D2ZzM9jhuN+A9WvkiDzEMenUSBJx5vz+YJh/vrsDgNI0Cz86sZyaThc1nS5e39iGxaBnR7uDn7ywMTpQ1GtU3H3xdBaVj/z9WUZIW5Nk0mHUCpNcwRBZgyt9kkrpn+UZNv79fjVrhvWz/1wwNe68XZ4LGTY947IS2NQygFmvIRiOcP49y+jzKL6sBckmHrhsxpfneBcIviEqlcSi8jReuXEeTl+INKt+KDc1YNCo0aolguHYh69JP/T+W9PQx4X3LY/6O0/Ls/OfC6aSvSuwWNExkDMLmgdXtJOKYcpFQyIpvRJmXQ/L71K2dRY45Q4wKxPJBu3Iz/9d71lJgkSTjrYB34j7RwOLXsOk7AQcviAGrZpul5/jx6Vj1g69Lz7a3sU1j62OWrOcMSWLX586Xgjt0ebrmorvwpKuRKrn6FFvkkBwJCBGwYJ9Zlu7g3s+3RlT9q/3d9A1EOD3Z0xga5uD/3xQw72f7OTYcelUZu3ZVCnBqGVKrj2m7NI5+Ri1IwtzrUbFRbPz0A2LKmzVazhuXDrYc2Dxn+DC5+Hs++HSV+NMzQ93xmVaOXd6TkzZGVOyeG1jGwBzi5OZX5rC955ax+3v7qC608kvTx7HpJwENrY4YlZi/KEI/3x3B93O2AHZLqbk2qOmkqAM4G46poT0BLGqKBjijKnZmHRqwmGZdJuRTocvKrBB6WdLq7s5eWLsKt3Z03OIRGRsRi0X3LuMU/+7lJPu+JQ3NrbHrmr3ePhwe9eBuh3BEU6azUBxmiVGYIPy7L1qflFM2fySZMYPvv88gRB/f2d7VGADrGnsj139TiqA8x+Hy16HS15W/k0b5n5jSoRjfgZXva+85675GArmRnfrNSrOmBLrInHihHQMg+9Tq17DTceUxOwvSDZR8HVdMb4ESYJki55nVzXz3w9qeH1jGzajFmnwld3h8PGzFzdGBTbAS+ta2dLmHLU2CAYZaAHTPljyWdKhZ+dXHycQCEZErGQL9plu18iBz3yhMI983sD2DuVlGQhHuOeTnRyzh5VQgB53gMosG4vKU3F4gySZ9Syt7ea0qXv2pZxfksJDV8xgfVM/GpWKqXl2qnb5elvTlc8Ris2o48ajS1hQmsqG5n4sBi2ZCQZ+/JySJmZeSQp/e3t79PitbU6W1/Vywcw8upzxkW/rut0MeIPRKPHDmZSjBFVb29iPwxtkYk4CM3bzuRcIJuXYee7aOaxt7MeqU7NjwBt3zAtrW/jvBVOYX5JCh8NHRoKBFIuOknQrv3p5E9vblWeKPxThjver+eEJ5awaFuV5e7sjrk6B4ECi12q4ZE4+ldk2tnc4yUk0MS3XTrZdEbBuf4jqDlfceS39u/0eLKnKZ48XsipBKEegzxPAGwxzywllDHiCJJi0VHe46HUrQQPTbAZMWhV3nD+Fum43dqOWRJMOuyneOmxfcftD3P7uDvwhJe1Yl9PPfz6oiU6mu3yhONcQINpGwSjiaAHTPryTrZnQtn702yMQHCEIkS3YZ/L3EPjMbtLxSXX8ilJjr4fZxSPPppalWfnBM+uRZRmjVo07EGZSdgLZdgO9bj8r6npZWtNDeYaV+SUpFKSYUalUzC1OYe5IPmTNK6HmAyVtRfHRUDAfLEeOuTgoPvN5yWYmZNl4ZlUTSbowapVERJZx+0Nxx3+0vYv3t3ZQmBq/mnH8+HSyvsTfdVKOnUk59tFsvuAwZFcgpUhEJr4HwrHj0tjR6SLZABdmNpPc8CbIZbTYT+bT6u6444evBgJ7dGkQCA4kmXYjJ9uNjJQwKdms5/QpWdz3WV1MeWX21www1l0NtR8ouYyLj4G8OUqgKiDHbmKyzcPx8npSglvojZTzgbWc3MFnuCRJVBUms6Kul44BH+FIhAlZCV87eviX4fSFogJ7F73uQPQ3m56gZ05REl/s7I3uV0lQKOJ4jD4DzWDaB197a2ZslHuBQPC1ECL7cKB9E3RsUv6fPhEyJhyQy07JS+S+S6fT4fDT4wqQZjWQZtWSn2SiMiuBtU39Mcen2fbsZ1WWYeXui6fz0xc20uX0My3Pzm1nTsSi1/KfD6r513tD+bgrMiw8dPlMMhKMNPS42dHuRK1WAh9l2Y3QuhaeuhBcHcoJax+Bk/4Cs67dH1/DmKco1cJPFqbi+eI+7jjrHH77dv2I/vETsmw8t6aFDJueX548jjver8bhC3F0eSqXzS3AqB1Dj4ton5eUtEwZlQe7RYKvgUolMbMgkV+eMg5kGZtRhz8YpjDVzB/f2MrmViffm5PATY0fo155D9YT9IzLKIgzJc22G1CrJDQqieuPLmZW0QirNd5+Jf2fuxOSCiF1nJICSSA4CKhUEhfPyafd4eP1jW2YdRp+vLicybtPUg40Q8dmiISUfO9Jw3K79zXAY2dDf4OyveIeWPwXmK284zKNYb4TeBTNmqcBsAP5JSeiNt0TreLzmh5+/PyG6PYzq5p56urZFKbsfUyD7u5utrUN4PQFKU63UpY3ZHmWk2hCJRETFNOkU0ddiyx6Lb85rZJfvLSJlfW9pFh0/P6MSsozRIqvUWegGQoWfP3zrJlKH5Plrx80TSAQCJF9yNO0Ap65BJyKry22bDjvYciZsd8v7fQG+Xh7dzRlE8CtiyuYmG3nl6eM57IHV0RXuc+elvOlM/VqlcRx49KZeKMSKCXdZsBm1FLX7eJ/w+oH2NbuYnu7kz53kIvuX07PoHlZYYqZ+y+toqht/ZDA3sWn/4DSE2MHKkcQctsGXmcBt72+k1MnZ1GSauakygze3NQOgM2o4dK5BSyr7ebxFU389ZyJPHPNHHzBMIUp5mjk3Cg+B/TVK9Fuk4pAvRdpv0aLphXw7KXgaFW2bVlw7sOQO/PAtUHwjUk06zmmIp1fvbwpukqtU6u4/VuT+dkLG/nfSidnHHUFBatuY12kiHOrsvnHOztwDVphnDc9m+PHpTG7KBm1SiI30RSf393ngA//CCvuVrYlCc5+ACrPOpC3KhDEkJ9s5u/nTuL7x5eh16jISdzNeqi7Bp74FvTWKNvmFLj4JSVLBkDruiGBvYsPb4NxJ0NCLvTUoNn0dMxudc3byup37gw6nT7++va2mP0dDj+bWx2xItvTB13blN9NakV0pRygvbOTH724jU/rlIkvvUbFoxeHmVmeB0BGgo7vH1fG7e/tQJaVd/zPlowja1isjvIMKw9cUE57n0txaUrPEGJuf+BoVfrQ10VnAo1RGU9ZM0a/XQLBYY4Q2Yc6m54fEtig+N5seeWAiOzNbQ7u+jhWAN/+7g5mFiUxLT+RV2+cT12PG6tBQ2maNSb/ckPXABEZCtNihXckIhOKRNCgTH+HI4pP9zULClhUkU6nw88tz69Dq4InVzZGBTYofsMfbuukyDTCSzroVT5HIo5W6oNJ/OrjNnzBCI8ta2BGfiLI8P3jSglFZILhCD9/cSP/vWAKSyZlYtVrqMi0EfK7qevz4g+FSbMNDo66q+HV70HDZ4q4nn8LXVNvos8XIT/RhF6vPFbqul2YtOrRD4C2+aUhgT14f2x+SYjsQ5CNzf18Wt2NQQP/OG8KSWY9K2q7ePjyGfhCEbRyFl3eK/isz86cEhN3XTiVlfV9aNQq5tn7SN1wN6nTLwdjAo09biKyTMFwkdCxeUhgg7Ii89r3IWvqETvhJhgbGLSamMB9MdS8A84WGH+68oytfg9WPQRL/gYqFQRGCA4W8in5kEFZ/QaCGVMZSJ+NrWsNutblSq5klHSN3kCYqbkJnD4lm06Hn/uW1hEMDzPv7tgCqx+iOe9UkGVyNv8Zpl8WDcC2sXmAjW1e7rt4Oma9mmdWNXPb2zt5LMuO1WpjW5uLNza1cecFUzEbNPS5g9z5YTWVWTam5A2mhGxbj2ndM6jzz0LXUQNtQag8R8kFLhg9XO37FvgMlEns3p1CZAsE+4AQ2Yc6nVviy3aZju9nelz+uMBngXCEvkHhm59iJn83/6rW7gGW1ju499OdBEIRLp6dz8LSREozEvl0Rxd3f7yT6i4nx1akcfa0XCqT4emrZ/PS2ha+9/Q6SlItPHDJTIoSVazbzRwdFOHP7HLQGmNF9fTLQHuEmqH5HDgiOnzBoQFUSJZ5c3M7b25uj5bdecFUars9PPJFAxqVxJ/OquSV9W28s7mDghQT1x1VzFElSfDFXYrABsiq4pPsK7nn2U1Ud7k4blw650zP4ePtXTy3pplEk47rFhWzsDQZi2GUTHRH6t+dm0enbsEBpdcd4JjyVC6ZW8D/PqqlocfDiZXpBCMy33t6HXOKkrlo9nfxrGnmZy9upCTVwtVHFfHH17dSUBmiaumvaSo4m6WtA9z3WR3hiMylc/KZX5pCSZpVMZPcHV8/tG+EkD82YrNAMFbw9MPCH8PGZ5R+OvMq8A4oIlllAEsG6G3gHxbob+I5oBkUp0lFVC95hnt3GPloS4C5OUu49iQfFcmlAGTYDNx14TSW1vZwzyc7yUgw8K9vTaEsbeh93eQI8lHidTz0dgMgccW8a1k0MED2YNgDo97AX8+dzJ0f1dLh8HH61GzOnp6Ly+PDarUx4A3wg+PLeGZlMxta+plTlMwPT6ig1zM4Me4dYL0rkecDF/DOSx0UpORx3cJCjuqtg/Rx+/87PlLYtcCg30d/e2uGIrLz5371sQKBIAYhsg91yk6Cuk92K1t8QC5dkGzGqtfgHBZEK9WqJy9pz2lA1ra6+dFzQ35gv399K7edUUmfN8L1j6+J1vXEiibaBnz87tRy/vdRdTQ1T4fDz4bmAR64bDpnTs1mQ/NATP3HVqSBf6tiPrzqAWWQXXm2YuoWPkJXshNyyKp/i2x7UjSCrT8YJifRSHOfsp1jNzDgDfLbV5VJmz+dWcn9n9VHzcnbHT7le7+0itnbX49WvXLRw1z/yNqoCW9Dj2JN8O8PFDPH5j4vNz6xhvsuncExFaMUlKr8JKj7OLas7KTRqVtwQClIMVOabuXKh1dGJ4Ee/ryBPneQG44uJhSW+e+HNXy02+//vxdOJbH1U0goYG2PiltfWBet8zevbuFPZ01URLYpSVkJDAeHLppaDgE3PHs5XPrKl0dwFggOBunj4NnLhrY/+Tuc/PehFV5zKiz6CdQvVczGixaBKTUa3LMnYubGpYZoho+XtvpZ1W7k+Qob6ShZQN7f1skjXygm560DPr771FoeuWIWJYNJOZYPJPLLlzdGm/Dzlzbzr/MmscvrOqzRc/3DqwgNOl3/76NaAqEwM45XUoNlJZq45pHVtDuU1I8vrWtle4eTO741BYB+l5+7V3TxxsbYd8zDl01j/9vhHUHsMhXfVzN8a4biviAQCL42+zVPtiRJcyVJ+rYkSZfs+uzP6x2RlB4P0y8HlUYZTFZdCcXHHpBLT8hO4F/nTyFnMGJpYYqZ28+bTGn6nleM39vaGVf2/JoW6rrdMWId4MPtXTQPBONy3zr9IXZ2ezhxQgYXzspDrZLQqVXcfEwJswqTQa2BV78L5mQYdxqseRgGmsDwNaO3Hi7oLaRJA9y1MEhZqvK3evjzev58ZiUlaYq54m9Pr+TFdS3RUwpSzLw9bJUbwBMIs7PbjT99arSstscfFdgAl8wt4NnVsauHERk2tfSP3v2UHAfTrxjq89OvgJID0+cFo8u0vETqut0xVhYAr29sozzdRlGqJSqwd+H0h2gf8FGx6R9w7gO8vSm2nwK8vK4FXyAEhkQ49tdKvleA9EqougraN0DXFuiriztXIDjo7PwovmzDsxAaXAVOGweWTPA7IbFAyWVcfhLolJXo+h4P23dLE9bc56Wuxz24380zq5pi9gfDMjs6hszQX9nQxu68tnEo1klNpysqsHfx7KpmaroVUd3a540K7F1sbXNGy3Z61Ly1Kf4dU911hE6G7y8crfsWWXwXlkwlgr1AIPja7LeVbEmSHgWKgXXArjwrMvDI/rrmEUlKKSz+E0y/FJCUVRrtKPvAfgnHjkunONVCjztAmlVHbtKXp99INscHyEo26zBo4qNdG7QqtBoVRq06LlWPUasmy27k16eO58r5hagkidwkE2qVBDVNip/62seHTvj0H8qExJFK8bFMfuk6ni6ooGvyJOzhbSSbk/nXkgwGJBvlSTJJw4KbqVQSJp0mRkADGDRq1hZdzey2leDpwaCNnafz+EMkGLW0DcQOriz6UQyMllIKi/8I0wfn7FIrDmifF4weNqM2rg8BmPVqJAkklKB8J07IIN1mwB+M8PK6FowaCZ0a6NhAsiU+V3CSWYdGBaSWQd1HMO5UJWhTX4NicrvhKWVlRyN8PwVjEMsI/q+WDJAGfysaHXLlWTQmL8DlD5CVZCMxYcgceKTflFKuvGclCexGHe3B2Oe0TjN0XtIIObOTzUNlhhEyVCSYtOgHr23Uxu9XSUPlWpWEWaeJm1wf6TzBN8DZtu/+2AC2TBhmvSYQCPae/bmSXQXMk2X5elmWbxr83Lwfr3fkojUqgXyyphwUsVGQYmZ6fuJXCmyAoyvSseiH5na0aokLZuZSmGJmYraNmYVJnDUtm/xkE9csLKIwScs1C4ti6piYbaN40HdMp1GTYtGTYtEpAhtGDnAWcEMkGF9+pJBUgPfMB7BNWEyZvg+DLZnHt/p4aIOXuz9r5IZnt3H+zFx0auWR8MLqZm44ujimiop0K7lJRq54O0jHt96AC5+jNMXIxOyhwd1tr2/l+kXFMZZpqVY9k3JG2Yog2uenCoF9iFOWaqQsLTYA1A2LSvh4eyc7u1zcecFUVtT18t8PanhqRSNXzi9kXJoezrgbtr/F8ePSMQ0b8OvUKs6dnotGowG9BWZeAxPPA2MyJJfA8v8DT69i9ZNccqBvVyCI0ucJ4AmMkDG+4mQwp+KqOJeB8Rcpbg9zrlOstABvMMQzK5s46f/WcPLd67ngwXVsbRvyzy5KMXPx7PyYKs+cmk1xqvLetOk13Hh0bN/PTTJSmDLk6nXW1Cz0w0S3QavilIlDLj8VGVay7bHP3puOKVXcNIBxWVaOqYh1xTh/Ri7jBnNxT7T5uH6Ed0x58gHMVHEk4GwDY+K+n2/LUjKJ7B6ARyAQfCWSvJ9+OJIkPQvcLMtyvM3RQaSqqkpetWrVwW7GEc3Smi7WNfUTDMlMzbczK9dOpzdIc5+Xez/ZyfZ2JydOyODUyZnkJplY3dBHIBRhc6uD7EQjJalmbEYduYkm3tvazpMrGlGrJK6YX8TC0hSMzUvhifOUaKu7mHMTLPo56EddkI1avpH91TcHPAGW1nRzzyc7CYbDfG+qCmtiGm/Xh3h3SwfpNgMnT8zEqvKTnpzE2qZ+1CqJo0qTaezzsbFlgMwEA+UZNt5c38rs0hSm5yWSZlNWAdc19rGxZYDmPi8TsmxUZtnY2eNhXWMfCUYdU3LtzCgcIX+xYH8y5vtllM5trPaksrHFQYfDx4SsBPKSjNz3WT0r63uZlpfIhCwbt7+7g1BERpLgtRvnMyE7AXa8DZ//l6Xz7mdd0wChiMzUPDtzi5IUkT0cZzs0r4TObUpu9ZyqqA+r4IBy6PTN/USn08frG9p4ZX0rFr2aaxYWM6soGe3gJKc3EOKTrS3c8VE9/pDMdfNzOa4yB7tZD8Daxj7OvOvzmDpnFSZx/2VVUauhbpeftY39bGtzUJpuYWpeIumDz2xZlnllbStIsK3dQbJFT5pVT2m6NSqCw/Vf8IUvn7UtLiRJYmq2mXnGFsgb9Jiu+5yVkWLWt7rpcweYlJvAlMhW0sfNU1I7AqsbelnX1E9jj4eSNAsTcxKYkjso+EIBWravZG0wn81tTjITDExOiTA5SYaUgzL5dXj2yzd+rESbn3Dmvtfx9EVww3IRYfzgIfLaHaKMurm4JEmvopiFW4EtkiStAPy79suyfNpoX1Ow/9ne4eSz6m56XX7ml6YwNS8Rg1ZNa7+XFXW9bGwZYFqenaqCJNJtBtz+EGsb+/isppssu5G5xcnRGe55JanMK4md4Q65Alz76OpoXu0HP6+n3eHju8eWcu1jawCYWZDI0ysa6feFuP28ybT2e+lyBajIsKFWq9jZ5SLBqGG2bwDOvg9WPwyOZuXlok8Abzfocw/sF3cQCYUjrKzv5dPqLiIyXDavkF63n0e3d1KRGebBpfWA4qu3obmfH55QzsLm51gYaoWp50N6EpLUz3Orm3l2VSM97sHgZv1eZhcOmZ9NyUvEHwij06hY29SPUadmcnYCx41LPxi3LTgE2NI6wGc13fS5g4zLtFLb1cOEbAvjM8y8sK6dFXW97OxW/Edf39jG1jYH50zP4amVTcgyNPR6FJGdPx/CQeZ99G3m2fNh2mWQmwO7C2xQBojjTlU+QL8nwOqtHSzb2UNRqoU5xckUJH+1NY5A8FX0uPysqu9lZUMf5RlW5hQmkzMsIOjH2zvxhyKUpVux6DWsbezHYtBEBeiaxn6ueXIoi8IPX9zGfwwGTp2shB1r6PHEXXN5XS9dzkBUZKdY9Bw/Pp3jx8c/hyVJYnphIivrekECfyBCRoIxKrAB5PRJ0DgA8q54CRKRtAlD5o+9NSQOVGMNl6LTGjF3N2LZ+X+QVwYJOdR0OrnxibV0Ov1Y9BocviATMm3cc8l0suwm0OhQpZQRafEQjsgEQyFUehukiPfGqOJoUXz4vwkJudBTK0S2QPA12R8+2X/fD3UiSdL3gatQBPxG4HLABDwNFAD1wHmyLPftj+sfVoQC0LVV8U+0ZigPYP2eg5XVdDo5/+4v6PMo5tZ3flTLPRdPZ1ZRMr9+ZRPvblGCmd0PfKsql1+fNp6PtndS3elCq1bR5wnywGd1XL2wmIKUkQextZ2uqMDexVub27lqQSGpVj1dTj8r6of+tElmHW0DPv729nbCg8FXDFoVfzprItiT4OGTlbRdebNh/ROgs8HkC77Bl3bosbyul0seWBHz/dxyfBnXLirhOw/HzrIHwzJhWcYy8yIwGkGjDNR2dLriAs99tL2Lum4XiWZldXppTTfXPTY0QfLQ5/X854KpnDJJmHEL4tna6uC8u5dF/f0lCX6+ZBzXP7aOP5xRSXm6ladWxgZl2tnt5pTJmdHtNKuyUtbkltjBDDQLHqM83UxG4t6l6ZNlmadXNfGnN7ZFyyoyLDx42Uwy7aLfCvadYCjCvZ/u5P8+3hktm1mQxP8unEayVU+vy4/DF+bPbw71vUSTlvKMob775sZ4A8CHP2/gxAkZ6DRqEozxJtUFySZshr0f0i2v6+WWZ9ZHt7PsBp68anY07ebnTR6ufGQdwbDy/tCpVdx/WRULSpXJgjr7LC58q4EOZx+gvJv/veSnnDYYYLS20xWNzTHgVcYOm1od1Ha5ybKbiEQiPLupj9vfrY62oSjFzP9dbKLsS4KnCr4mjlYomP/N6rANBj8rmDc6bRIIjhBGXWTLsvwxgCRJf5Fl+SfD90mS9Bfg4xFP/BIkScoGbgbGy7LslSTpGeB8YDzwvizLf5Yk6VbgVuAnX1KVQJZh84vw0jVDPjYLfwLzvxuNTLo7q+r7ogJ7F/94Zzu/P6MyKrB38fSqJr41M5c+dwCDRkVmghFJggG3j4YeNwUpZgKhMI29HsIRyEsyYdSp0ajjwwMo/mASVy8o4q9vb4u+7M+ZnoNBo+bdLR1RAQngC0bY0DzAmeXj4fg/Q3qZEuRo0S8hIROMR0508VA4wsOf18V9P639PlKtemxGLe5AbDC5NKuebr8as3VoADdSQDq9RglIt4tV9b0xEySyDPd/Wse0HAtZSfuYm1Nw2OELhmju8/Lh9s6owJ5bnMT5M/LQqVX88cyJ3PVhDbedNXHE89WDjv7fWVBERYaVrW0OLrl/BV0uxVCqLN3C3RdNpzDVMuL5w2nq9fCvYYN7gG3tLra1O4XIFuwVTb0eHL4gmTYDSRZ9tLy+x829n8ZGrV9R38uOTidzrHpCEZmnVzTG7O/zBKPpFQGSLXoqs20cXZ6GJMHKuj7sJi2qwd+AVi3x7Zk5WA06dBoVrf1eJuUkEAjFRunfE51OX4zIB2jt97GpdSAqsp/9f/bOOjyO6+rD7yyzdsXMaJBtmZkdjsPM2GCTNJwmbZO2SdOvTZs0DVPD6DAnZjtGmW1ZksXMu1qG+f4YeaW15MSxJduJ930ePdLembl3ZnVn7px7z/md9bXBMRfA4w/w8aZ6pudIXmhbu7Q02ULfC/62ysbUIhVRapDJ+o/pgkDwGkqabCETESBNpm2v6wob2YNJd9OhqYtDTxqv0p/eL0yYMCEMZZ7s+fQ3eE8YoOxAUQBaQRC8SCvY9cA9wKye7a8ASw6h/mOD9gr47LZQEYtlf4O84yGpaMBDXAMM3DaXD/d+BnS310+iRce/vtnNlroutEo5N8zOQhAEmm0unllazsurqvAHRE4dlcidx+cRoVUwPNHE9vpe8ZaLJqYhCCIvrazg9uPyUAgCcrnAl9sasXt9dLv6C5m5PH4pJ27AKcUReR2SONbxj/zML+qXjUjv6kFfPP4AZc3dXDgxjf/7uiRYnmTWYlArKGmyEqFTIoqS8nNBopFRyRFs7pOP/OrpGRTE9RrP+xrrAN1uHx5v//IwxyZ1HQ7+8fVuVpS3SrnsgUsnp2HWqbjjvS24fQHGpJi57+QCovUqThudyIeb6oPHnzoqkWiDmn+dO4pFxXUsL21hVXl70MAG2N3UzdLdLQdkZPsCIm5f//45UFmYMH3x+gN8vb2JexZtwer0kRWj57FzR1OYbJa2BwIhk5t72WsAi6I44DPT2adsbkEstR0O/rukHH9AZG5BLFdMSw9ORru8AZIj9Tz5fRl2j5+CeCOFyWY8/gMzsv1+Ebu7v+BaXyPd5u4/flj7jCnuQP8w0W63D19AqiNCo2B6TjTLS1uD208bnUREz2q72xsY8B1if+8VYQ4CUQR7syScdyiYkqBuw+CcU5gwxxCDri4uCMJ1giBsBfIEQdjS56cC2HIwdYqiWIfkhl4NNABdoih+DcTtFVbr+T2gio0gCNcIgrBeEIT1LS0tA+1y7ODqBE93/3J7a/+yHsakmFHIQgfUa2ZkkhdnJHMf9+/RKWYSIjS8urqSLXWSYeb0+vm/r3fj8Pj4obyNF1ZUBl9CPt5cz+dbG6hqczAhI5Kb5mRz4cRUbl+QR2lzNxadkutnZ7Gnxc5LqypZvKuF40fEE6VTcdnUjH7nesqoREnc6Ls/SQY2QH2xlMKre//XeKQYqr4pEwTOHNs//jw1UsfIZDNapcCDC4dz0aQ0rp+VxcLRidz0ZjGCIHDvoq2c8p8V/OmT7QQC8MiZhfx54XCunp7JE+eP4YKJqSj6rGRPzIhkn+7BeRNSSK/+cNCuJ8zhZbD75Vc7mviguI5mq5v0KD2CID0r/v1dafClurimkw+L61lV3kqEVskfThnGVdMyuHVeDjJB4Jll5Wyo6mTp7lbeXldLcU0H2TF6Eky9abi29Zmk+zGSLFrOGpscUmbSKMIraL8AjvR4Xtpk46Y3N2J1SkZqeYud297ZRLtdmvBJs+iZkxeDTIA4kxq1QkaMUU1Wj4K+XC5wSk/oQ7RBhUGtQC4TSOujB1DV5uD9jXXBcfK7nc1srOoMblfKZTz6ZUnQWN/ZaOOzLQ0hKvs/RpxJw1XTQ7N2qBWyEJf1Mwr7v06dOrJXS6UgwRTMRrGXq6dnEGeSPEFSVTby4gzcMi+HCyakctv8XGINSlKU0j1q0cg4fXRSyPFGtYL0qF+mJ8mR7pcD4mgHpQ7k/dOx/SxMyeFc2WHCHARDsZL9BvAF8DCS+/ZebKIoth9MhYIgWICFQAbQCbwrCMJFB3q8KIrPAs+CpPp4MOfwq8GUJIlYdPWJeVSowZK230NGJEXw2lUT+e/iMhqtLi6fksH84XFEG9Q8ffFYXl1dyYqyNubmx3L+xFRcvgAryvobtHWdLnbUd/Ur/2RzA7fOz+GVVZXIZQJGjZJ2u4e8OCM+t4dVZW18vq0RkES6ims6+PjSHLKyU/jPBWN4akl5z2p5NkVpFlhf1f8iyr8HWz0YDtFtapAZqr7Z4fDg9vh45MyRvLq6CrVCxuVTM/D6fLy7rpqrZmRy3rNrsOiUODz+oKFT3ebg863Sd/2/1VVsq+vixcvGc9Hk9P22NSrZxH8vKOLFlRVYXT7OHZ/ChAQ5dCqgeeehi66EOewMZr/0+QN8url3Vfqd9bXcf3JBv1zqAEt3tzA7P4ZXVlchlwnMK4ghSq9GL3bz9BnprNwpPbcMKhkXTMxhbUU7erWc/HgTD36yg9l5Mf3qHAi1Qs7Nc3NIjdSxqLiO4YkRXD09k8wDWAUPc2Q50uN5dbuDfReqy5rtNFndROrV6DUK7j6xgLnD4thS00VmjJ7JmVEkW6RYZotOTV6ckcfOHcXGKskNfGSSGbO293Vs6e7+RtonW+q5dEo6GqWcmo7+wmdrK9tptLqIMf507neZTODCsfGYlX7e2NhMukXFdTPSGZbYG1I1RbWbf5xRwMtr6hEEuHxiIpMVJYD0rjA80cQbV0/kqSXlVLU7uHhSGieM6BXGiu8q5myTl9fqE9jRJsMU6OTcyFIiupIhLpUIwcHolAj0GgUrSltIjdQzIzcajeyX6U1ypPvlgNjqDy1H9l5MidBVK3kJysMp1sKEOVCGIia7C+gSBOGGfbcJgqAURfFgkhXPAypEUWzpqecDYArQJAhCgiiKDYIgJADNP1ZJGMAYB2e/AouuhbZSMMTBwichKme/h8hlApMyoxiTYsbrD2DQ9D5kYw0qFgyLZ2SymWSLlliDGofXR06skR0NoatKUXolhckRvL+xLqR8fLoFhUxg+fXDiLGXINgbCZgz2CnkYPcG+GJ7Y8j+VqeP0k6R9HQlJxcmMjsvFplMQKvsmcUfKP4opgA0x05MtlGtwCfCXz/ewWUTYjk10YFL56fCCqeNSUKvUpAVo6e8xR5ynGkfQZ2N1Z1Utzsw6/Y/Ex5t1HJ8chNjFqbhCQikLP4tdKRAdyN890e47HOIyRuKywzzC0Ahl3HfFB3yvFp8goLlnUYe/nyXJFK4DzlxBhQyGU+cP5oOuxeLXkWu3kV2oIkSmQJTXDpPXagkxqjh7GdWB6NeLFoFL18xgco2B+9vqCErxsDo1B/PDZts0XHjnBwumZyOVikP0RkIE2Z/xBg1XD41nVHJZqxOL5EGFYs21GLueXZ6fQE2VrSQrAugT5Jj0gbYsKeeJIuWKIMauUxAr1awqaYTi16FXBBYuruFCyemBtsYmRTBextqQ9qdkB4ZzFsdZej/PE6N1GHRHviKZVzDd8yWuRg2Kw+N30HatifBcgVESivcBk8bk+UecufnIAgQ2b0DjbfXuBcEgTiThiunZeD2+Yk2qINpHQHQxZD33sn8IXo49uiRGOvXISupk8YDoMOn5IGPNxJjVDM2zUJDp4s/fbKD/55TwOj+TmphDgZb4+AY2XIl6GOkcMOY3EOvL0yYY4ShjMneCKQgyU4KgBloEAShGbhaFMWfE+BRDUwSBEEHOIG5wHrADlwKPNLz+6NBO/tfM8lj4Yovex7AFml1+wBQK+Wolb3uaN1OLy+vruJf30qCGIIAvz+pgAX5Ufx2bja3vrMZR48725y8GKINKkanWBiWUBs0wBMiNJw7PoXIQAdR6x5DVvyKVLlMwciFT1MetwC1QobLu0+clrLXtU6v3qcbx4+E3ONh95fSZ5Ue5t7/o6v1vzbqu5w8ubiM7CgVl6gWU6U9nd+8uZPOHgG7yRmR3H1CPje9WRz8bk8cEU+TNXR1USbQzyVwQCzpxHW3Skru8SOg5DNo6Yn5rl0fNrKPZRq3Mfabs8Eurc4VxhSSM+9h0s0BpudEsby0DQCDWsFNc7LZWNnBf5aUA9Iz5YGTC8ja+RhRSTN4q3QCxfVOTi1M4JEzRnLX+1sB+O9FY7nzvS2UNEmhMNEGFU+cP4bJWT/tubLvxFKYMD9GnFGF2+vnlrc3AdIk9KNnFgYF8+q7nGgEL5e/WRZc8b5xajwt7V1EGWKxOr20drt57YeqoGBkUaqFhi5ncCV5SrKKglgtO5slMbQEk4ozh0cg9IiG5cUaOaUwgU+2SCrkaoWM+07KD0kT9qN0N7O2O5pLvunG5ZXqODFnHn9qayemx8jeapjKrYt2U9spuQmnR2r5x2mFjO2pYk9LN3/4eHsw5lqnkvP0RUXMyO1xM48vhBl3olj6NyJatkk38wl/l8oBpUaHTqWgyeoOek8BaDQ/vRIf5gCxNYD2EOOx92JOgdbdYSM7TJifwVAa2V8Ci0RR/ApAEIQFwPHAO8B/gYkHWpEoimsEQXgPyXD3AcVIbjkG4B1BEK5EMsTPHtQr+DWjj5Z+BsDm9KJQyHpXhvfDjgYrj3/XqzgpivDolyUUJk3g39+V8rczC+lyetAqFdR1OtjT0s20nFheunw8u5ts+AMiObFGkixavDtX9hrYAAEf8q/vIfHiUVw4MY0XVvSqtQ5LMKH/sVQlccNgwV9hzEXgskJUlpTK6xjC6xfpdvu4YbKAqbuJ59a2Bg1sgNUV7Zw1Lpl/nD0Kh8ePSi4wQtPKIytCvQwum5Cw37Rr/RFhzVNSypCQk+nv2hjmGCHgh7XPBg1sAFXLFuZpduK1tfLnuSPZNT4JuydAZoyeTqefJ5eWB/cVRfjblyUUnfUQoz6cyz0LPuScj+DjLQ3MHy7l082PN7CpujNoYAO0dnt4e10No1PMaFVDOcyFOdYobbbzxtrecCt/QOQvn+9kZLKJ3DgTbnsn939eGeJS/p+VjczMkYwdt9fHx5vrkckEThwZj83lY1V5G41dvSJ+8ZWLeDmrmd2jxuFHRo53C5bt3yCmP4Igk9FgdWFz+7h1fi4+fwBBgKcWlzEuLZKoPkrn+6PLA39a7QuZvP681M7ZRfHM7vn8/R4HtZ2951TZ7mJZtYuxPTbWltquEFEzh8fP/321m4J4EzEmDWhNMPE6SJ0iuS2b0yBhNMil+zHZouP2Bbn88ZMdwToK4o0UJP64B0qYn4GtcfCyqpiSoLUEOHlw6gsT5hhgKN8+xomi+Ju9H0RR/FoQhL+KonibIAg/PQrsgyiKfwD+sE+xG2lVO8wg0G53882OJp5fXoFZp+TmuTlMzIhCtR83yuZud7/YNLcvgNXpZUpWFDe9WRwsVytkvHKZpF4eZ9IQZwqdrRbsA3j621tQ2Jspb1Zx+4I8ajscRBvVOD1+KlrsTPmxVaroLOnnGCUzSs/541OxUEJnzBhKdvUXu9tS18Wa8nZ+MyuL77ZUsNBxJw8mzmdh5ix2dcoptHgp0u5EoxxYdb4fhhiYdAN8fV9vmUyxX9X6MMcAXqckRLgPitYdfJZ4G4173EzK0jMn2YxSLuPD4tqQxAcgKSm3+zQgikQEuvj9SSP517eltNulSaPpOdGUtvTv3zsbbHTYPWEjO8yg0mzrryXQbvcE01w63T5sAyh3dzo80h+CQHqUnjEpFr7e0YRFp+TeE/NDlL0VTVuI2/4WcX0rSBiNx+NCpdHRYnOzpKSFJSWhsdtWl++AjGyboKek2dmvvMXd69Wxqaaj3/YtfbJMtNjc/bbvbrbR5fRKRjZInnJZs/Z7HmcUJZMRbWB9VTupUTompEeGU+gNJl11oB0Ed3GQxM+advz0foOI1x+gpNGGUi4jN84Q9OQIE+aXwlC+fbQLgnAX8FbP53OBDkEQ5EA4R8NRyNc7mri7x/0S4JIX1/LutZMZlz6wu1F6pA69Sh6SjiRKryIlSk+aWYFRreCjzQ0kRGi4Zno6EzIko3hFaSvrKtvx+gOMz4hkZEIEJnMGCDIQe7uGGFuAx5BMQ1c1//imhGi9mi6nF18gwP+umPCj17Kuoo2N1Z0029yMTbMwPMFAWvSxoxysUMi4aFIqmm6IW/UQc/Pv5ZXVNSH7DEsw8VFxHfERGn6oddE46iQS1j/KybL/cLIuEra1wlkv96u7ts3O1gYrGyo7iDKoKEq1MDGzZyAvPBsUGlj7jCSWMv12afUizLGJ2gAjzoLvHwwpVmTN5sxhver36yrbabO5iTGo0SrlOPukf4sxqkkRmkGpY6s9gidWl3HJ5DRSI7XkxhkoaejmxMIEPthH62FOfiyJlgN0n/0JftjTFswHPy7NQn68gdSoX79I2g972lizpw2vX2RyZhQTMyJDMgsci2RE65HLhJA0XTmxBpLNUl9LijSQGqmhur3XGFfKBdKipf5i0amIM2n4dx8vsOKaTl64dFzwsy9zLmx/i750556GQSO1kR7Vv19PyYoito+Bvauxi001Xeyst5Ibb2RMijnojh5tUDO3IJavtjeFXlucOfj3yYWJrN4TqlV7Yh9hs/To/ucwOy+WhIjeCfSGLifrKzsoabQxMsnE2LRIoo2952jSKpmZF8PMAxQsDPMzsdVD8vjBqcucIgnIHia+2NrAHz/ejlopx+sPEKFV8p8LisiO/fU/d8P8ehhKI/sCpJXnD5Fislf0lMmBc4aw3TAHgc3p5fnlFSFloggry1r3a2SPSDbzz3NHc/+H22i2uUkya/nL6SN60uAY+W1iNOeOTcCgVmLQS7PTK0pb2LKzhOmGJuQyP5vLExDFXIbHjCTq5CdQfPt7cHYgxuThOe7vGGLS+MOpBh74aDtlzd1EaJXce+JwRiZJeZprOxyUNnWjkAvkxhmJM2nYUNXOLW9vpq5Tmql/YUUFfz5txDFlZAO02T3c+GYDr8y6iBvj/VwU48Pm9FDsSqBVHkVbt4dHzxqFXiUnL87I50zlnNzTMZR+CM4O3BNvpsNSRLQ/EMzPCrCivI27P+idjIk3aXji/DGMz4iUhPQmXAUjzwaFCpThVYljnpFnQfN22P6B5Nkw+WZImyy5kDdswe50ogok8dwqJ91uL4+cOZI/f7aTFpubZIuWv56USfaKiyiZ9TR/W+Kly+klNVLHmBQzr181EaVcRkOXk8umpPP6mip8AZH5w+KYP2zAjI4/mzV72rj+9Y2026WVyOcE+Pe5o3/1Rvaq8laueHld0KX4mWXlPH/JOGbmDc73+kslzqTm3hPzeeL7MjodXrJi9Ny2IJeYHuMxIsLCPxbmcNfHZexpcxKlV/GXkzKINkvjqNXp5d31oROe/oBISaONWT3fbUfMeIRxN2DY+AyIfpz5Z2HNOJG9PU6pELjjuFyeXrIHm9vHsAQTV07LCIZRNXc5+XRDJUW6Zgr0zXQ4ovlofQzGafmkROrQKBWcNz6Vxi4Xm2u70KnkXNXneICsWAMnFybw+dYGBEHg5MIE0voY92mRem6YlcWLKytxev0UpVq4YEIK+h5h1E6nhwc+2sY3O3q91C6dnMY9J+ajUUrtBAIiZS3dVLXZMetU5MUZMP0M8bYwP4GtcfBisiNSpTRegQDIhm6iTRRFHvtmN+9uqOW6WdnkxRsRRZHFJc2c+8xqPrh+Ski6uzBhjmaGzMgWRbEVuGk/m8MJ944yFAoZFl1/ASDjT4gCHTc8nqwYPa3dHuJNatKjQ1884yNNIZ/19mquqr4TVet2AEYZk9gS9zw7yOLhZSn8Y/5bRMntbOmO4J7X2/nwegdTsqJ55qIi6judmLRKRqVIMVsljVYue2ldMBVQQbyJpy4qoqTJFjSw9/LE96WMTbVQkBh6Pr9WfP4AL66ooNnmptxtJPezq4hpl267MeZ0rKe/SoMijvc2NvD8ykqeunAMRo2Seu3f8A6/jl1NDl7cAbuWbeU/Fyg4YYSU17Wkwcp/Fofevo1WF7ubbZKRvZfBigML88vHkganPgkz7pCMbEuGJMjz4XVQuRw9MEpr4a5pL3LOJ04e/WoXdyzIRa2UkxOpomHPNp5M+CvPfOPE6pIM3USzFrO+d0XMrFNx23wtJ42Mxx8QyYzRE2sanAmeTTWdQQMbpMnHp5fuYWRiBBm/4lWVL7Y1hsTsev0ib66tZnpONLIhfMk+2tleZ+W/i8s5Y0wSOrWC+k4nd7y7hbeunsiIZDNV7XaufXsX98xPJVIrw+OHv31Xw8MRFiaZtDi8PgwaBeyTzVLWxxX2f1ucNHedzrWnnYlcCPDuHjkVS6w8daEPtVLBzoZu/re6ivMmpKJRyqhotXP7u5t546qJFCRGUN3WzXma1SQvu5u98Rd5k/9ITVsiKZE6Klvt3PPBFkalmJmRG4PHF+CD4jqSLFqGJUjP7rfWVlPX4eSG2dkALNvdwvsbapmQIXktlTTZ+HhLPZdOSUMpl1HSaOPeRdv46IapRBrUlDdaQwxsgP/9UMX5E1LI72ljRVkrV72yHo9f6mcXTUrl9gV5P5rNIszPoHuQ1MUBVDopQ0tnZVCBfih44rsyPt5czx9OGU5Ez/unIAjMyY/D7Qtw/esb+eiGqSET/2HCHK0MmZEtCEIucDuQ3rcdURTnDFWbYQ4erVLOTXNyuPSltcGYSJNWwZTMn35AZ8cayT7AxY20jlVBAxtAZqsjs+YDivPvYHdTN6e8sze20oUggCcgDb5ZsUayYntXokVR5J31tVh0Cp44fxKBgMhNb25kSUnzgGrYNpcP/77Bnr9iAoi02T3EGNSMc65C3t5rGAudlZi2vkLErLuDsazXvS7Fz982P5d/fhOa4/zu97cyMimCZIsOX0DE5uofb+jy/nhuU5fLS73NTbxJjU4dVnM+5lBpe/OlO9ol5f/K5b3bnR0ML3uK6Rk3sbzCxp3vb0UQ4K+njSCgyeTj4ipm5EZz3rgUut0+smP7r2SYtCrGZwzSC2UfHJ7+fdvq8uL1/7qjnjrt/bNtdjql61Yfw0a2yxugze7hxZWVIeV7DUWPL0C7w8vjy+sZlWymotVORZsDt0/qR4IocM64FB7/vpQpWdFYnV5Km2wkWXrdrDscXr7Y0YLVE41SLmNFaTMFCaagi7rb56fJ6ua55XuCxyhkQrBPJgXqSVh1P77M+bRmnExU9TckrHkIIWMGEI/XH6DL6eOr7U0hLuPuPnHhHQ4PxTWdFNd0Bsv6aqm4vH5q2p08vbT3HExaBd695+gMTQ8Jkr3vcnQDEbTYXNz9/pbg9wbw2g/VnFyYyKQDeO8I8xME/NKzVmsevDot6dC8c8iM7I821fH62qoQA7svxw+PZ1N1J6/9UMVlU8N53sIc/Qylu/i7wNPA88CPv4GHOSqYlBnFu9dOZmVZK0atkimZUeQnDO7Kr7F9W78yU/N68idJA7TV2WvAnVAQTbJu4BdZrz/A7NxoMqP1PPDRDpRygXtOHI5Jo8CsU6KSy0IG7/PGp5AV8et+Ke6LSi7n0slpPLu8gsi2jaEb5SoEax189XtOHX0/S3dLRrVZpyQwwEREl9NLl8NLsgVyYrScNz6FZ5b1vlgp5QI5sft3xV9X0c77G2v5YU8bRWkWzh2X0hvDHebYo3YdtOzqV6xv3cLIdBnbm1V0ODz8+bQRbKrtYm1FO1dNy6DR6uKBj3cwIikCvUaJ1eElP3HoPSZGpUQgEwgReTxvfAq5g/xsPNo4cWQ8n2wJzRRw9tgU1MpjW0guL1pFhFZJl7N3EmJOXgxZZikbR2qkjj+dOowdDTbWVrSTG2fkrLHJZPV4PSRF6kgya7hhVjbvbaglyqDi/pOHE63vXb1dOCqB3DgDX2xrxOML8JtZWeTFGoITlNkxhn7aBaeNSSKzp40I0cqm07/n7V1+dm7uJiemkAvO/D25ASldV0aUnvMmpPBSn4kCtUJGXlzvc/z0Mcks3d2KoSdFZrfbx6mjE4Pb8+ONKOUCXn/vjXH5lAxie9zmM/Quks3qEIXyMUk60jWS8W11+qjv6i8iN5CgWpiDwN4irTzLBvF+jUiGxm2Qf9Lg1dnDtrouHvhoO/eeWIBlP54MgiBwwcRUHv1yF+eMT0EXFrUMc5QzlD3UJ4riU0NYf5hBRqWQMS49cr8x2D8Hp8fHpppO1lV2EGtUMyEjkswYA4GsubA1VNDFU3A6HreV2+bnsmRXC+Wt3UzNimZUgg7B0UqDX8X6yg4213SSFqVjXLqFgoQIajtd3Pdhr9F+y9ubeOrCIkaoW3n6oiKeXb6Hhi4Xp45KZF5eNFrVsRUfPD1ZgX+knBb/fJL2fA1AzcQHWKcYS5XHxJgIO/lxBp44fzRtdg/VbQ6MGgW3zMvhqSXlwVWNtEgNcQobEIFKpeLEEfFolXI+3FRHnEnD1TMyGZcysLFT2mTlj59sZ3u9lBe9ss3BxqoOnrywiOGHwUAKcxRSsQyMCf2KK2c9jtmewIkjHYxJsbC5tpO319UwIsnEmop2ajscnD0umboOJ2v2tDM9J5pdDdZBnwjcl5HJep68sIjnlu2h0+Hl7HEpTM369U8STcqM5J/njOKFFRX4/CKXTkljWs6v/7p/iuHuYp45O4fn1rayu7mbOXnRnJ3uJsJZAxHSM23xrhaW7JaUvyta7Wys7mD+sF6t8LpOFw9/IU00lTbDusoO3rt2cnC7TCYEt0NPuszzRgc/T8yM4umLinh+eQVV7Q6OHxHPySPjMfQY4e0RBXy2rpl4iwZkMuJMGj6r8GEeO4IMpPCwCyak9oiT1pMQoeE3M7MYn96bPmtadhTPXTKW9ZUdCAKMS4ukKM0c3K6QC9x7YgFfbGuk2epibkEcmdG6oAJ0gl7O89O7eX5PJD/U+5iXpuTipAbMBikHWIxeTlGykY21tpDvN/XYkk4ZOmwNoBukeOy9WNKgccvg1gl0Obxc++oGLp2cRupP5HpPi9KTG2/kzTXVXDl96NzWw4QZDIbSyP5EEITrgUVIqbYAEEWxff+HhPm18O3O5pAUXikWLa9dNZG0rJkw+QZY87SkJD7iLFQjT2dXhZc/fryDsWkWilItrCxv5e31TqbcMolFa2v4Vx8l1uGJJv517ije21A7QLtNnBCrYs6iIvIv/A673ELO9ifg9ZfghrWgSjos1380EGHQs7Dq77izFxAoPI8WRQI37h7D5gY7IK0mXDezgdQoHX/8uDc1R4xRzQ2zs/jnN6VkRGn411Qf0e3FEJcMwKhUC6NSLZxcGI9eLSfBvH8Rkqo2R9DA3ktlm4PKVnvYyD5WicmHHR/C5BulHNp+D82z/s6tP+gorpEMi9d+qObKaRmkRemYmRvLO+uquWhyOn/7siRYzSeb63jwtJHk97fXB/d0DQZOGGFgZGIEbn+ArJhfbxx2Xyx6NWcUJTMzN4ZAQOxNy3SsozEx6cUxjBxzNZ25Y0nY9U9kJdvhmmUAVHc4ggb2Xlpsbsqbu0m26GjrdoesIIMkfLaptpMxaZKR+9X2xn7NvvZDNcePiEelkFPX6eBvn+/kjHHJJEZoeX9jLdvr9RT26JXUdgs0drn4pI+Y6Zz8WOq7Y9nrZJsTZ+S2BXmcNyEFg1rRT3CspsPJjW8UBydb1YpK3rl2MpE9Wgjb6qw89OkOpmRFU5hs5uNN9by3oZZJWVHEmbQQlUV+XCUPl/2L7qxUTN17kKfeAxHSGGxy1fPnMVZu8+jZ1ezAqFbw4EwD+b4SIJEwh4htEOOx92LJgG0fDGqVgYDIb98uZlRKBJN/LC1rH04amcjTS8u5bGoGclk4rVeYo5ehNLIv7fl9R58yEQhPPf3KabW5+ctnO0PKajqcbK+zklaYAHP/BEWXSka2JR2UWlRayY1tQ1UHG6qk/JxqhYx2t4ynl5WH1LW93kpJYzemAWJ2jBol+Lzg6SbxpYl9NsSD/BiLBVYbYPZdqF89A2Ly2DX6N2xeFer+2djl4tudoeI0LTY3cSo3n81vJ966g6jvX4SzX+5XfXbcT68gqhTy/ZQfuzGdxzzp02HdC9D5Ncy6B6Lz2NVhDon9BHh9TRWXTUnH4wtwyqhEXltdFbK9qt1Js7W/u+lQkfwTKyy/Vg4k7/IxRexwmHQ9+h/+i57nQCaXUh2apZR0SrmsX4ov6H3mKeUyDOr+z0WdqrdsIOEvs04ZFEfbWW9jR1M3Oz7rXe1eX9XJrLwYEsxavP4An2xpCDn++13NXDQxtV+9ieaB+/Xb62pCYrTdvgCLiusYlWIGQK2QExAl8bK9JJm1KPfG6wsCZM9DGVOAxdEmZZ4w9sn8LVMybPmNvJl9Gg2FRRj9HaQUPwVJ/xrwfML8TGwNoLH89H4/h4hkqV6PHVSDo/D93yVlNHa5uO/EggM+JjvWgE4lZ+nuZubkx/30AWHCHCGG7E1XFMWMAX7CBvYxgNcfwOrqL5oTjB9TKCEmTxJC6knxlJ9oYcQ+yt83zclGFEPFWPbi9vm5YEJqyCymRiljTn4saIxg2mfFet6fwHAMpp5JmYj3yu8JTPsddqH/CpxKKQ+JLdyLq7uT4atvJ2rzf8GcBvEjD6r5zGg9p44KXZWYmRtDRjgFx7FLZDpc8BYc/zfpGWBJw+Xp3wfdvgBKuYzPttQzOsU84DMFwOHx/aTwXpgwg4bGJE0OXfElnPOatIKdd2Jwc3qknqunh4oyTUiPJLdHt8KkVfK7BXkh2y06JUWpvQbRgmFxaJS9r2dymcAV0zKCisrOAfq73e0L6pAo96O8rJAf+Kpf0wCx0X0ntUYmRxBnCp2AueuEPCL3nZSJSIKEwlADG6RJiZl3YNn2EsNW3ETK6gdAY4b4EQd8jmF+BGsDaAfZyJYppPeBpu0/ve8BsLy0hRdXVnLj7OyfrRY+MzeGt9bW/PSOYcIcQYZSXVwH3AakiqJ4jSAIOUCeKIqfDlWbYY4O4kwaLp+azpOLe1egVXIZefH7D7aKM2l48sIi1lW209TlJC8+grHpFmTAnLxYvtvVu9pq0ijIjTOSZNLy3MVjWb2nDZVcxqSsKCakR4IyBi7+ECqWQlctZM6C5PFDd8FHKQ2dTj7b2sDb6xrJiYvniqlRGNUKbO4+6uAiXDQpjX9+sztYJJcJFGYkgvwaiMqC9BnSDPZBkByp46rp6UzKjGRbXRf58SZGJkeQHRcOvDumMcZLPz3k+BswLdmCtY9y/byCOJLMWiZnRWFQyTlvfAqv9FnNVitkxBrVXPLCGmQygetnZTM5Mwq1cmDviTBhBg2NCVInD7hJqZBxZlEyKRYdm2o6yYoxMDk7iihjr/E5IzeGt66ZxPLSFqIMaqZmRZHT55k4MtnMe7+ZzPLSNtw+PzNyJJfsveTFGdEq5fgCAXQqBV1OL+eOTyExQpq0zok1UJBgZGdDb7xzWqSWvPgD1y+4YEIKi3eFejmdNS4l+HdGtJ7XrpzIqvI2Gq0upmVHMybVzAEjCLTnnI1fnYqyegVeSxayjOlEHeRYE2YfrHWDH5MNkrJ4w2ZImXBI1VS22rn5zWJumpNzUN4yk7OieHNtNZ0OTzjlW5ijlqF0F38J2ABM6flci6Q4Hjayf+XIZAIXTUzDoFbw+ppqUiN1/HZuDsN/Ike1y+PH7Qtgc/lx+/y4vX4sOhUXTkwlwaxh8a4WsmMNXDQpFbNeydrqdn7z2kYWjkrA6fXz5JJy3rx6EpOzoiAmV/o5RvEHRF5aVcmzPSrgpc3dbKvr4umLi3h2WQVlzd3MLYhlQnok3+1q5pZ5OXywsY5og4orp2WgNxsh/6FBOZfCZAuFyYM8ox7mV0NVq53NzQH+flYh76yvZVejjRm50UzLjuabHU1Uttp5f2MdV8/MJMao5q11NaRH6bh8agYbqjoYnx6FRiXnhtc38sJl48Ppf8IcUewuHw9/sZOlu1uJNar5eHM9L61S8sF1U0iySK7ZGqWcSZlRP9pX5TIZkXolPr8CuUwWkkc7N97Ia1dOYE1FO802NyOTIxiXZkHZ45IeZVDz+HljeHFlBUtLWpiSFcXVM7JCUnD9FJMzo/j3eaN5cnEZggA3zclhQkao0ZYTZwyZHPg5eHx+/rG8iTfWyog3LaDT4UUpr+bDG1LIPEZ0D4YUaz1EZg1+vZYMqC/+6f1+hE6Hh8teWsuZRckUHKRwpU6loDDFzOdbG7lggDCIMGGOBobSyM4SRfFcQRDOBxBF0SkIQlih4BghwazlulnZnDc+FY1SjrZPvNmO+i7KW+z4AwEyow0UppipaO3m9vc2s7WuVyTrlrk5nF6UyJX/W8+kjEiump5BeXM3V/9vA89dPJaXVlUC8NHm3tizz7bUS0b2MU5Dl5OXe8R1Th2VSHasnoxoAwERrpyaTrRRzUcbq7nxzWImZkSSH29kTKqZLqeX3761iYIEI4+fN4aM8MtOmCGkpt3B5S+vY0+rJMQ3ISOSP506jEariz9/tpPzxidx9tgU6rqcdDi8nD02iQsnplHZZuecZ1YH0weZdUqunZnFF1sbwkZ2mCHH7vZR2myjrdtDSqSO7BgDsp7QpeoOB6XN3dw8JxtvQEQll7F4VzNlzd1BIxugus3OnhY7WpWc3HhjSNqibXVdnPfsD3T3eB0p5QJvXD2J8T2ZP+o7ndz34VZ2NXYHj/nbGSNJ6xOGkxNn5MGFI7C5vBjVyqABfqAYNEoWjk5idl4sgtCjd7IPnQ4Ppc3ddLt8ZETrSY8+8DCg+k4Xb62rQRShoSeVl9MLu5tsYSN7MOhuHJqV7KgsWP/8QR/u8vq54uV1jEyOYG7BocVTT8yI5OPNdWEjO8xRy1Aa2R5BELRIYmcIgpBFH5XxMMcGFn2oG8/6ynbu/3AbOxslN7Yks5Z/njOK1m53iIEN8PSycmbmxaCSy1i9p53Ve3qF6ZUKGREaJeeMiePSYQJ+UeDxDZ4BxdCOReSCgEEj5/65qUSL7Wxts/H7FS4UMoGb5+awsaaT2QWJ7Gp2ckZREne/vzUkzm9rnZUdDdawkR1mcPF7obMKRBDNaRRXdwQNbIC1Fe1UtNo5cUQ8N83JRqeSc+lLawmIIvMK4jhpZAIjkkz8/auSkPy8nQ4vXU4vMcawSFeYoaXb7eOZJeU8sbgMkAzgpy8aGzQY1AoZF01MpaGxkTGRbiptKsanR6Hvk9N3a20nl7y4lg6HpDMwOz+Gh08vJD5CWmn+cntj0MAG8PpFXlhRwZgUMwq5jB311hADG+CvX+xiRq4kfLYXpVwWVAM/WPY3prbYXDz46U4+2SyJaRrVCv535QTGpB6Y15JcJqBTyZnS4yrf7fLx8eb6/caTh/mZ2JoGX10cIDID2ivA4wDVzxOD9PgCXPvqBgxqBeeNP3TDeHSKmeeW7aGt2x0WaAxzVDKUT7M/AF8CKYIgvA58B9w5hO2FOQqxu314+wiXrdnTHjSwAeo6nXy8qR6nRzLwrpmRzj/PKWRadhQub4CACDfMzibWqGbBsDiGJ5oYlmCiIN7EH2aa+aPyFYYvmk/hR8fxr/gvOX/4sZULe38kmLV8do6ZU7dcz/RvTub6kiv4YE4X03Mi6bR72FTVwXnP/UCqRUt+vJHfzOyvSbj3fxImzKBga4LvHoT/ToL/TsT9xX20Wh0huwxPNDE+zUK0Qc1j35ayta6LgChy1/H5ROmV+MUA2+u6aO3uP1/rcPuYnRczoChUmDCDRUmjjScWl1GQYGTBsDgi9Sruen8L9Z1OAOQyGKeu5vctd7Bw5Rn8tvxqzjKXoOyxsV1eP499uztoYIOUV7u4uiP4uamrv2p+s9VFoEexfKA+3t1H+OznsO8YvS82lwery9OvfGtdF59srmdsmoX5w+IQZPCXz3fS7R5YoHBfki1aHjtnNA1dLv7zfRkfb67nuplZ5P+IdkuYA8TnAbcV1Afniv2jyFWS+Fnj1p91mMcX4PrXN+D0+rl6RmZI+MPBolbIKUwx890+GVLChDlaGEp18W+AM4DLgDeBcaIoLhmq9sIcXTRbXby6uoqznl7FzW8Ws7EnLdeOhq5++26p6yIvXs+rV0ygvtPN00v3UJhs5rUrJ5Bs1nDiyATOn5BKZZudnFgDD502nLgIDabKL9Ft+Z+kSKrUYVjzGObmtYf5So9SnJ3ELb4deeMmADzaWBqEWJq6PHxX0syMvFheumwcsREafvvWJrbWdfHSZeMZnRKBSaMgokdcLkyYQaP8O1j1uLSaHfCh2fAMhWYXKrkMrVLOvScWkBKpo6ylm06nl5MLE9AoFczMjSU/3kiMScszSyv4fHsj9588jOwYPdEGFbFGNWqFjDkFcfxncTnnP7uaTzbXYx1ANT9MmEOlvsPJPSfkkx6lp7LNznHD41k4Oik48aNydzBmze0oWndIB9gayF18LXGeaumjy8uW2v7jYGVb74TT2HRpNVitkO4NgPnD4thrCufGGULUxwHOHdcrfHYgNFld/G9VJWc9vYrfvlXMxj5GPkB7t5tFG2u59MV1XP7iej7eXEenvXdyq8Pu4YGTh2FQK6jtcHDhhDRSI3XYnL59mxoQu9vHc8v3sKW2C6NagdXp5a9f7KTdEb5vD5nuJtBGSunlhoLoHKhbf8C7u7x+rnl1PVaXj5tmZ6OQDZ7pMSbFzBfbG356xzBhjgCD7i4uCELRPkV7e3+qIAipoihuHOw2wxxdiKLIW+tqgorVOxtsLN7dzKLrpzIxM4rPtjaG7D8zNwaPX+Dmt4qDs/u7m7qpbLNz53E5PL20gvc21AbLl+5u4eubJxLVvJVVZ62nuMmPQiZQFBNgZOXLwNmH83KPSnydtSgaNwc/bxr1By7+rBuxx8M2J1ZPXaeDF1ZUArCr0cbKsjZeuHQci3c1k59g6peeJUyYQ2L7h/2KRu/4Px467SEcbj+Pf18acv8fPzyO88anMi07ikXFdbyzXnoGlDTZWFXWxvOXjqPZ5qay1Y5OpaCpy8nKslbpRe7NYv5zwRhOLkzs12aYMIdCjEnNHz/ZTptdWt3d3dTN/GGxQWPY4mtG1lEeepDPTYSzFhiNWadi/rA43twn/dCwxN5JTYtOyVMXFbGj3orPLzI8yYTfH0DT00ZevImXLhvPf74vY0+rnYWjkzh3XPIBx12Losiba6v517elgDRGf1/SzIfXTyW/R4hq9Z42bn2ndwzZUN3BUxcVccKIBADiIzTcu2h9MMXmzgYbv5mZSaShN0SsyeqiuLqD8hY7BQlGRqeYg+7rTVbJYL/zuDyabW4itEpsLi+VrXZGJkUc0HWE2Q+2xqFxFd9LdA5U/wCTb/jpU3F5ueqV9SjkAjfNGVwDG2BMqoWXV1Xi9PhDtH/ChDkaGIqY7H/8yDYRmHMwlQqCYAaeB0b01HMFUAK8DaQDlcA5oih2DFxDmKGg2+llW0MXDV0uksxahidGYHV5ea5H1XovLm+AXQ1WRqdEcNbYZD7YWEtAhDn5sczOj2FPS3eI+xzAF9sauXRyOu9vrA0p73B4qen0sWP4/Vz9+tagi5xBreD5C25i0tBe8i8CmTZCGmQdbRCRwrdNOkSxN+b99DHJXPW/0Jlop9dPWUs3z62oAKRcrRdOTMXrD5AfbyI58ufFX4UJE0LSWCj9KqSoU5vCuop2JmdF9bv/v9rRxCWT01DIZXywsS5km9Xlo6y5mz98vD0Ym21UK3hw4XB+9+5mAiI8v3wP8wrigoZJmDCDQbPVFTSw9/LtzmZunJ0DgFJvAbUR3LaQfeTGWGm7XMbV0zPJijFgdXlRyASSzFpG9UnRJRcEbn9nczDdolIu8Ph5Y/D4/KgUcuo7nXxUXM/CMUkoZAKt3W621HYdsIZGo9U14Bi9s9EaNLL3Tmz35aPiuqCRXdfhDBrYe3lrXQ2XT80gziSny+nloU938OmW3lXGq6dncPtxeagVciK0CiZkRPLoVyXB7fnxRk4cmXBA1xDmR7A1/CzRs8XVXl7Y4qHRLpIfJePS4SrGJ/yIeRCTD5vf+sl6m20uLn1hLSmROi6dnB4UBxxMDGoFmTF6Vu9pZU7+oQmphQkz2Ay6kS2K4uwD2U8QhPk9LuUHyr+BL0VRPEsQBBWgA+4FvhNF8RFBEO4G7gbu+tknHeaAqO1w4PYFSDJr0SjlONw+3l5fw64mG3EmDctLWxmX1s3c/Fg0KnloPmakl4vCZAt3LtBwxpgkAqJIRrSeJIuO6jZHv/ZUciltiVYpZ0ZuDNmxBjodXj7eXIdeo+SppRWcNsLC9cN9+EWBv24Q+La0i0l54TybMnMKruP/gWL1E1RP+TMj/CmcTTufbm7A6fXjD4holXJc3tCXJIW8dxD8ekcTwxNNPPZtKVOyorhjQR558UZ06qHUSwzzq2X4aVD8KnRJK3iiMRFX/hlYylRohV4DW6eSc8qoROJMahQyGV6fH7VChm8fjQCFTBYifmZz+9hWb+WO4/L425clGDRKhuCdbkDaut202T1E6VVhAZ5fOUZN/+efUiYLlleLcSinPYxB5qHFOIwITxPK1h00CSnk9+xv9/j5YU8bBQkmbC4/ayvamZodHayvuKYzZPz0+kU+2lTPnPwYACpaunF4/dz53hZAumfuOj6fhk5niPDZ/pDLBLQqOfZ97qm+omP6AZ7zfcsGmrzSKuUoem660iZbiIEN8MKKCs4oSqIgIQKXLxDMgLGXXY22fhMYYQ4CWyNoD0yA7r/FLl7Z5uWcfCWJBhm72/3c8K2TaUlyHpymxaAa4CFqTASvE7rqICJpwHrLmm1c8uJapmZFc/qYJIYyudCoZDPf7GgKG9lhjjqOpIzj3w50R0EQTMAM4AUAURQ9oih2AguBV3p2ewU4bXBPMQxAt8vHq6srOf5fy5n3z6X87p1NVLXZKWmyIQgCP+xp4z/fl7G5phOPP0Cb3c0t83JC6og1qsmJk2bZYyO0TMmOZlpOTDClSWqUjqx9ZuEvnpyGSaPgsXNGo5AJRMrs+L1ubpuXS5ROwS2jAzyifZX0D08l65MzeDbpc05IDg/Qe2lNmscXk17lqq883PzWFtbsaefO4/OI0Cr579Iyrp+VHbJ/vElD8j4xff4e//JV5W1sre/iT59so6QxdIUmTJgDIiYPLvsc33lv0XzyK7w+/Fl2u4zcGb2aouYPyI/REKlXcfuCPFaWtfL4d2Xc++E2AK6bGZrvNSVSS6K5f87fDoeHRLOWaIOK38zMQqUY+lXs9ZXtnP30KhY8toyzn17F+sr2nz4ozC+W/DgjwxJCx6prpqWS2uPp4/L4qIuZwYXrspj/RjsLvzGyMeFcrD5Jpdvl9bO5pgOlTEZpfSulDR1EGdQhz9Um6wDCZzZXMNyn0+nl4x5VbwCHx8/LqypxHKBYZaxRw23zc0PK4ozqENGxs8cmBw1mkFbTTxvda1DlJ5iINoRmD7l1fm5wkqljAGM5IBL0WLG5fNg9/eO3bWEthUPHWndARvbXlV5e2eblD1M1TElSkB4hY0GGkr/N1NDlFjnlAzt7OgfoU4IAccOh5ocB6126u4Wzn17NaaOTOKMoeUgNbJBUxhfvakEUxZ/eOUyYw8iRXJL6OXddJtACvCQIwihgA/BbIE4UxQYAURQbBEGIHbAhQbgGuAYgNTWcT+/nsrm2k/s/2h78/NnWRuIjtBw/PI5/fbsbq0saKMtb7Dy5uJz880ZT2+HgruPz2N3UTaRehUmjoLHLRV78wGqXXQ4vfzilgO31VspbupmQHolJo8AvBsgIVPLvuG+R7/6CQOwwuiIvotUZRUHnMmSbXpMqCPiRr36C0afkAmOG+isZNIayb5a1OPnTJzto7ZZedqrbHTz27W4eOimbRGcpcZpO4s4dxcryNpLMOorSzNz4RnHw+BijGru7d4CtbnfwQ0UHieYG8sIKsL9qhqxfWlJZ2qjmyvfWA1Z2XepAueg24gWBZyb/hbLY47j5g5LgCltZcze3vbOFV85OJvGcQlaXt5MepWdsupn1Vf2N2dxYI3WdTl67cgKZMUPfR2s7HFz9v/VBw2FPq/T5k5umkWwJh1cMBUd6PDdYS3mqYBsr84azq0PO1DgvRa4P8XTHooiIIVLl48ZPyylvldTGG7pcXP/ubj66aiQgxaiq3J3clVhMatlruLVxlJoup87d21+LUi28tyE0RGJeQRzegIgGQp7Le6nokwrvp3D7/DR0urjzuDxKm6Ux2qhRhIgFdjo93HFcHpVtdmSCQEqkDqsrdPvFk9OxOr202z3kxRlp7HLi9QWkFJs6JXEmdTD2GiR38L2pzDQKGfMK4vh6R1Nwu1Yp/8Wm4TvS/TIEaz0Yf9ztvtsjct8yF9ePUWHRhL6OaxQCV41S832VjzM/dPDYHC2zUvcxF6LzoHIljDgzWBQIiDy1tJwXVlRw85ycYOjBUJNk1hIQRcqau8kJC7aGOYo4kkb2z5lyUgBFwE2iKK4RBOHfSK7hB9aQKD4LPAswbty48FTXz2RbXX8l1I821TG3IDZoYO+lxebG6fXzwvJKvAHJtdzq8mJ1+vjDycOYmTdwGwaNgu31VkoarOg1CjZWt5MebWR4jIKkkmeRbX8fAFnTNizl36G97GtkJZ/1q0e253sYe8mhX/RhYij75p5We9DA3ovV6SPatovxSy8AIFWQc+qln8Ln11GmuIEThuXz7e4ORiaZmJIVzf993Rsvlx1j4MWOCr7e0cTlUzPCOcl/xQxlv1y9py34t7KzYm+DpK26l6rpqdg9oQ5WjVYX9qqNnLH6Zk4vuoSO7Cvp1mspiDfxuwW5vLu+FpVCxuljkvhqeyNmnbKfl8ZQUdvh6BdL3uHwUtvhDBvZQ8SRHs8DbeWkrbqXNJUe9DFQWgMBP9ZhJ0FEDM0d1qCBvRe3L0B9ezf56dKLz3TvChJW3AeAFiis+g7zaR8B0kqxQa3gjuPyWFRch8cX4NTRiZi1Sowa6ZmbHdc/9npcmoXYAxSrbLG5eWppOX5RlMZopxery0eSWUtRmhTL+/a6WlaVtxFrVCP2HDM3P5aTesQEy5vtPPbNbkxaBSaNkkXFdWiVcs4el0JChJZovZprpmeyvKyV7fVWxqVZGJNqJrpnpTvSoGJsmpkInZKlJS2kRek4cWQCkb/QcIsj3S9DsNZB3Igf3eW5LW4KomTkR+3f22dOmoJEg8Dvljg5N0/JLePUqPaGlMUNh7XPBvetaXdw53tb6HB4ePDU4Yc1bEYQBEalmFlS0hw2ssMcVRxJd/GfQy1QK4rimp7P7yEZ3U2CICQA9PwOJ8sbApIGiPHKjTMSpfSxrxeQSi4jWisjLUqHKEJthxNrT0oPi15yLWvtdrO6vI0VpS00dkkvIyMSTSjlMqwuH14/VLc7KUyKIMFTiWzHotBGHG0orTWIsQX9zkuM3o8VfwwSY1SHuPsByASwiH0mTVR6sNZC83ayl1zPg9o3ufv4PG6dm8NnWxtweQMoZAKXTUmnoctFIAA5sQZ0YTGpMAdJdoyBS0cZeWO+D0FrDtlmkTn77a9WyIjADn4PwrrnMXXuJDVKz9yCeLw+P0WpFvLijPzn+zKKazoZmXz4lInNOhXyfe4xuUzArAtPQP1aEfQ9sdMeO3RUQsAPWguCVlq1MylF9AOoHFu0UplZtJGw7ZnQjX4v0Z29St7DEyOobXeQF2ekKNXCnuZuRqeag9sL4o38+bQRwTReWTF6Hlw4PGiE/xQGtYKsWEPvGN0zWR6p73X/Hp0itddsc9Nik1ajC/vcW1EGFQvz9Px3uo/Hxrbxl5lGCpNNwZXq9Gg9aVF6AgGR2XmxWF1eCpPMJFmk94kIrYqp2THUdTiYlReLSaNEp5STE3tg4m1hfgRb448Knzm8Iq9s83Bazk/3l/woOX+epmFtg4/j3rXzUZkXl0+EqCzoqqWipo6HPt3BSY8vJy1Kx+9PGnZEdClGJkXwfUnLYW83TJgf40iuZFce6I6iKDYKglAjCEKeKIolwFxgR8/PpcAjPb8/GooTPZZw+/zUd7pQyASSLVoEQWB0qpmxaWY2VHUCksjK7QvySJPVctuUSP6xstdt874ZFgo07dx1fD43vLExqD46MTOSkUkmqtsc3PJ2MRurpboyovU8e/FYcuKMXDAhhdEpZjocHlIsOtKj9VBfCzIF+ENXZGXOdsRRFyDs/lJS0AZESzpi5gHp7v3qEUWRGIOKq6dn8NTSXhXZ382IJ2t3TwIAQYA5v4fV/wluV9ibmD8sHpNWydMXFVHSaKPb7eOzLQ28vKoSi07JBRNTURxgqpgwYfbl+BQfp239O5rly+CkfyJmzkLYswSA7D2v8ttZf+XfS6qD+98/3UT69vuCn2Xy3hfDkwqTuPjFNTT3uKQmRmgOa9quzGg9dx2fx18/3xUsu+v4PDKj9YftHMIcXhTxw3EUXopuS48cjCBgn/8oxrhMAFJVdh48LpnffVIVPOaqCdHkaKSYa5VSiajQ9ouXU2l6J7OzYg3ce2IBJU02/AGRnFhDyAqvVqXgggmpjE+z0O32kWzREvczcmSbdSr+cMowLntxXTA7x+y8GEb0SZ21cHQS72+sDbp7J0RoOKGP8vekGD9Tta+hX/YuAOO1Fk49622MPR5OMpnAvGFx5MUb6XB4iDGqSdjnHEckRfD4+UXUdzoxaZSkRemGPH73mKC7CXTR+928qNRLXqScBMOBjeNmjcBt49Vsag7wwhY3dy1xEq0TsNv/jfB8MZPzEnn4jMKQSZrDzfBEE08tLQ+n8gpzVCEMlVCAIAg64HdAqiiKVwuCkAPkiaL46UHWNxophZcK2ANcjrQS/w6QClQDZ4ui+KOqM+PGjRPXr1//Y7scs9R0OHjiu1Le21CLVinntgW5nD02GZNWRbPVxc6GLpxuP9nxJrJjDeDsoHvJE+zSFtLo0ZGsspPnK0E740YCCh2ba7pot3tQKQRSI/WkRet57Ycqft8jZrSXa2Zkcs8J+QMPrj4P4ncPIqx+IlgkRucgnvMasu2LIDoXXJ0gk4NcDR4nTLhiiL+pEAbtjWAw+2Zlq53TnlzBCxeMpM0jo9nmItaoIVHtJM+7E4W1GiEyC9a/CCWfSwfJ5HD+W5CzIKSu3U1Wdtbb8AYC5McbGZFkHpRzDDOkHJX9EpBSvyy6FkfSVD5Nv5dIvYJJ2npUXiseSw4PbdaTnxBBhEZOplBP3trfo21cB4AYPwrhnJchMjNYXXW7g5JGK4IgkB9vPOxu2na3j5JGG/WdThLNWvLijQMqM4cJcvT2zQPE0dWKr2ErdLcgRGWiThqJSiUZwW0dbWh3fUy5YQxVVpFYvYzc7nXIM2diTJQEQb1bP0T5/qW9FWrM+C79HEXC8ANq3+Pz8+3OZh74aBut3R6mZ0fzwKnDyIk9cFdZURQpabKxp6Ubk0ZJfryJ6H3ioX/03tr9NbxxdmidadMQLngb1L/I1ehffL8EwN0Nj2bChe/Rz9Wwh5Pe6+bkbCWjYw/OGHX7RNpdIuq61VjUAsKk3xzKGQ8af/lsB787Lo/ZeQPKM/2SCc88/UIZyjeBl5AEyib3fK4F3gUOysgWRXETMG6ATXMPpr4w/flgQy3vrJdyY9o9fh76dCeZMQZm58YQ27mJ2E3/lVyLx18NhuNAF4lh8mWMq1gGtUsgfjKkXQIqA202F7uabLyxppqMaD1XTE0nDT3F1f3TmK8ub8PjC6AewAW5ye5nu+lUpp6Uh7JmBf6oPGosE2m1xzCh9CtY+kjoAYXnHW4j+6ik3e6h0+nDiZJ/f7eL7fW9ObIVMoH3z5vIqO9vgem3gTkNRD/kHg/p0/vVlRtnIjfu8AiYhDkGaJTSDm3LvYE7v9gbuqAGYji5UEt5i5W319cxItHEe+fEohl/MVRlQfwIhIyZIQY2QGqkLqjsfCTQqxUUpVkoSjuwlDlhfvnoIqIhYmCvqQaHgmWtecxzbmF66xo6zcP41D+CDIeZqUjiUG925DJm7qskNy/BrYlhu34iekc8kw6w/V2NNm54Y2NQbXx5WSsPf7aT/1xYhE51YK91kuFsIn8/YqTwE/eWta5fkVC/QZr0/mUa2b8ObA2SVsB+DOyyDj+NdpHCmIP3RlMrBBIMAsSlws5PDrqewWZ4UgRLS5p/jUZ2mF8oQ2lkZ4mieK4gCOcDiKLoFMJ+QEctXQ4PHxT3HzTXVbQzO6IJXjkZ/D0CP3Ub4KTHYPwVYE6FMRdJPz2Iosg762v5+1eSaNbWui6+2dHEouunMC07mvc3hrZz/Ij4AQ1sgJoOJ1d81IJGEc3YtMvZs8tOg7WTR8+0M77gVIT64tADssLu4gBxJg1RehV2ty/EwAbwBUTKXRGMatgEH1wDN6ylUx3PhqpO9qyuISvGwKgUM1H6X6YATZijnPhCkCnY7TQBoX1zaUkLZ45NZmeDjW31Vra5hjNu7KU4R17ItvoutpZbiW2pZ0yKOZj+L0yYowm318+jKzt4TB5NkvksWra5sXu6eTJJGj/b7R6eWFZPS7eclMiTsbv9tNud3LOgmUlZUQfUxp4WO/s6IX5f0kKz1U169OHxonAYUtn3DvRkzEXVx0252eZic00XVW12smMNjEo2B7VZwgwR1nrQ778ffVTmZVKiHNlgvI6bksDRCs5O2Edf40hQmBTBc8srjvRphAkTZCifxh5BELT0qIgLgpAFuH/8kDBHCo1KTkG8iao2R0h5epQear7uNbD3svIxGLZwwId5o9XFM0vLQ8qcXj87G61MyYriiYUpRDsrEMQAzapURg+TYiidHh9lzd202z2kROrIiNZj1Ciw6JR0OLysLO9VJbboVbTEnoQxfRXaym9AELAWnI8zeiJxg/Sd/JJJsmj5zwVj8Pn9we+vL5GaAGjMcPrT2LUJPPrFLn4oa+H2IgFjbSstrhT0+aPRaA48zi9MmAMiEIARZxKj7p8PNy1aR32nJH5m0SkxahQgijRVbEesKSFDbuaZ5QqeE1U8c/E44iP658oOE+ZIEmVUo1fJsXv8VPYZT/f2VR0OcqJUtHS7qWnvFfpL1AVCK7K3QksJBHxSjnljfHDTQLGviREaDD8zTKG6zU5lmwOjRkFOrAHDAQqnAWzyZ5A1/i7iNv4T/F68MSNYk3YteU6IVUqpyh7+fBeL+kzeXzcri1vm5aA+DPnrj1lsDT8aj/35Hh+XDB8kYUaZTPIsatwMGTMHp85DID1aT4fDQ12nc0DB3jBhDjdDaWT/AfgSSBEE4XVgKnDZELYXZiBaS6UYHXPqj85uqhVyrpuVxYqyVrrdktJofryBiZmRUDlAN1FopBjeAZDLBFQKGX85KZPCeA2BgMhD3zWgkMmI8zdx8o47EWpWAyBG5SDkvUa3O5svt9SRFWdCo5TTYnVT1+Fkem4M956QT0qkJIiiUshYWtLE8AQTf/6yntPH/QvjLB1yASqbOqne6eW3SYf+tf0amJwVTXVNDTfPzeHBT3fw6Q1Tcfr8qOQy4rVQd+5XJGXkU17bybKSZt6eUk/SklullzqZHI/nnzD2QugRmtqbW1UplwUVYgeiocNBXZcTjULOiGTz/k+wvQKcHdJsuDE8NXJM4PNARBIULGS4LoM7F3iYmBWDXxSJ1ato6fbg8flZUtbEPSfkkxdvwrv7W9Lfu4h0r2SQjJ5wO99bzqa1q5t4Z7kUrRY3cCzrttpOnD4/SRFaEsMr32EGEXtbPQFnFwpzAlqDOVieFqnjzwuHY5Q5yTO4aPVqWFovkteTWkinEPjdWBmZcalMyo7C4wuwfFc9YyL6THB3VCIu+g1Cdc84GZmNcP4bkrENDEs0cfX0DE7PlmOUuVnXpsZsNveLqXZ0teC3tSAzRKM3h7rQFld38OTiMvITTHS7fChkcN3s7BAPJn9ApK5DOq9kiw5ZHyX9Fq+ax2tmcP2pZyEXYFezixeXtfJRobRPaXM3X2xr4MyiJBLMWipb7by4Yg8LRyeGuKjb3T6arC4MagWxpvCk2SFjrd/vqnJVV4B2l0i2ZRCFSyMzoa74qDCyZYJAYXIEy3a3cP6EI5yrPEwYhtDIFkXxG0EQNgKTkF6DfiuKYutQtRdmHzx22PExfPsAdDdLD8C5f4Dksfs9ZFSKmY9umEppsw2VQkZBvIkEsxZ846VVT1dn786z79vvgzzWqOHNi/L4v8U13PdZJ5F6FQ/MT2F8ogp/2efIewxsAKGtFH/x6zSPvgO1Ssn1r2+kocvFmFQzdx+fT5PVRVqUnoe/3EVxdScJERruPbEAvVrOxZPS+GxzIzpFKz6/iEqtZWZezOB8f78SUiN1TPd28vH1U/h6aw1vbmzCHxC547g8ilIkpVh/QOT5EwwkfXqnZGADBPyovvwdpE2AuGFUtzv41ze7+XBTHQa1grtPyOfU0Un9Vk7WV7bz729LWV7WSpRexR3H5TEnL5rYiD4Gjt8Hu7+AL++BrhpILILjH4bUA41IDPOLpK1cEtpb9xwASWOv4KSsCzj15fVYXV7m5sdy7YwsnlhczuuXT2J4YgS0V6L85Ebw9q74Wdb+H/Ezi7jo5Wrun6rnxOq/o82aKoWsGKU+3WJ1sXh3C49+uYvWbg/TsqK5ZX4O49L3n9YmTJgDIeD349z1LfqvbgVrHd6kiXQf93cMqaMAKdZ5TmQLuq9vR9mwgSRzOlkL/oFWkSVVoDWjjcmgfXcjN79ZjEGt4OY52Wgje1envbu/Q1ndZ5xsL8O34VUUxz0EgoBOHuDmxBKMn9wJ3c3Epc/BMech6OPHZd+zBvUXt6Jo2Y4/Khf78Y+hz5kGgM3pZWtdFx5fgP98X0akXsXlU9MpbewmKksyspttLl5eWcnzyysQBLh2ZhaXTEoLGvLDEyOYmhvHzR9V0OX0MjMnhr+eMSK43esLcNfx+byyqpLKjXXkxxu5+4QC3D5/8BxLm2z8/etdBLweuj1w5YxsZufFoJCHs1ccNNY60A78nPuu2ktRrGxwXMX3EpUNxa8iOa0e+YjQEYkRLN7VHDaywxwVDPWTLAmQIymCzxAE4Ywhbi/MXmrWwUfXSQY2QMVSWPxncPQXHutLVqyB40ckMCc/TjKwAeKGwWWfwpz7YfxVcPEiyJm/3zo8TjtPr6znq5JOQIpBu+XDclqtDgI16/rtL69ajtvj4ta3N9HQ5QKguLqTP3+2gy6nhz9/tpPi6k70KgUNXdJ+dR0ufLZW7kndyh0t93JP15+4MWk3boft539Xv2b0UcQqnKRv+ju31t3Gx6N+4LZxKu5ZtJXaLhe0lVFY9jT5tjUhhgwAAR+BrjoCAZHX11TxQXEdARGsLh/3LtrG5prOkN2brU6eXlrO8jJpLq3N7uGeRVvZ1tAdWm/9Rnj/SsnA3vv501ugq3ZovoMwRwd7lkjp4nxu8LkR1jxFYutK5IKAKMK3O5t5a101p49OwN1Uimb3R1C9SnJ/3IcIfzudDi+/+6aTLZlXw5KHoXJlcPv2Bit3vb+F1m4p9d+K8lae+L6Mxi5Hv7rChPk52Ou2o//gQsmYkatQ1q1B/fnNOLp6nnvNdRg++w3Khg2gUCPrrMT0wYV01u4EwOcL8Oamdj7f1hh8nv75812sb+njwlu7tl+7iqrl0r0DuOu2YPz48uD4rqr8Hu2SP9JtkzQObM1V6BddgqJlOwDytt3oP7gIW0MZAF0uD2v2tLOsVDrndruHf3y9G5urN4Rj2e4W/rukHI8/gNsX4PHvSllR1rtO0tFzTKfDiyjCkt0tfL61AW9PSjCjRsE/v94ddJnf1WjjuWV7MPek+LK7fGzZuYMHYlfxvO/3PBv1Btq27exuCo/hh0RXHegG9lr8vsrHyJhBdtXXx0iT89b6wa33IClMjmD1nrZgPwwT5kgyZCvZgiC8CBQC24G9vV0EPhiqNsP0ob2cfsoo5d9DZzXoDkIFN36k9HMAtHR08cmO/sb87qZuYuMmE7v1rZDytpTjKGnx4guEnu/WOistNg+zUgTemOFD07kTvz6OTf4s9GoFOYHNKD++Nri/pmIJ489+E0j/2Zf3a8XXVY9xzT8Q4keCZjLxKhXnCMWszS8iU9GOuOgm5LXrYMrNoIkAV1fvwUotAbWRDrubRRv7i+Jtqe1ianZv7FdDl4vvdzWH7COKUNVqDz2wrTz4shikeSe0V0JE8qFecpijlb2p4vqgKP2cE0f+ldfWVHPrBD0XZDURpWlEqFiCsGMTRGZI7ojte0KOa5XHAZJBUCqmMHH67yDQu0JW2ero9/hbVtpCQ5eb+Iiw23iYgyfQWgajzoeIFHDbQGtBWf4dzo4aiIgm0FmH3JQIo86VBKHURqn/tldA+kjqupx8ub2pX7076rs4boQUd90RN6X/OJm6AKVPhkkJQlv/8V295xvsnfVgNBHoqAJbY2gDzg4C7VWQkI3fL/L1jn22A01WV/DvDwZ45n+yuZ7TxkjxWGUt3f23b2nglvm5JERoaev2YOsJPdtLfZeLtm4vaVHQ0e1gTvs7WLY8D4CpfiPT9nxGdcInwIG9a4QZAFs9ZPdPuuPyiWxo8nPZyEEWnhMEiMyGhk1S6NcRxqxTEWNUs6mmk/Fhz6UwR5ihjMmeJIrisCGsP8yPMZC7UEQyaIY+FZNBrSQjSkNJc+iqkUktp1o5HnX+uUTsehsAZ9pcymIXoFb2d6ow65TE6pTcHLsVRWsLCKCw1zOh/Qc82SkoNv0v9ABRRFX+FQw7Yciu7ZeG3FqHkFAI3/4xWKZMHsfdU8YT17EaobbHs2DT6zDzTlj+D3C0S+EBM++izmukq8tFWpSOZluoYZywj+iURiknJVLXTzzPrNtHZEU3QN9Um0AbcbCXGeaXQHQelH0bUiRG51FSY+PqIiO/MSxGXdUqhbYkjIEfnoL6Ypj3R1j1hLRyqNRSM/kh/rFJzl4jOybQCsseBa1Fis2OH0GEtv/QlmTWottPFoMwYQ4UVUQ8bCqFjX3Gn6m3IOtJW6XUmyE2H757sHd75mz0FsmV26hRkBNv4Jp4FSM1LXhkGj6o1hPX53lapRuOuuA8aZwURZxpcyiLmkuRTDKsRe0AE+URyQgq6RwErRlkit7wHwBBQNCZAfD4RFIjdZS3hE6A9s3yUZgcwao+YqMAI5J6n9FRA4ivZUTrgynE+j33AZVchqlnJTvK14h2+yuhOzg7sNjKCBvZh8B+hM82NPpJM8nQK4fApTsyE2o3QN5Jg1/3QVCYJLmMh43sMEeaoXQXXy0IQtjIPlIkFELWnN7PMjnMf0haGRpiIqJieOC4dJTy3of51DQDIxL1mONTedB/OV9Me5+vp7/Ln9S3Y0jIJiNaz4kje9VTBQHuPC6PHFktCpkIP/wXlv0fLHkYQaVB4e0OCnKFIDs86Ut+KYh+t2Q496V2PTH+ZmSePm55jjbp+x11Ppz1Mky5CY8xmfVdRh7/vpQTRyag6TMRUpBgYuw+eYHz4k3cdXw+ij7iOJMyIsmO3SdnakIhFJ4bWjb3gQP2lAjzC2X4aWDoI3Cnj6ErayHrKjs4LroVtSVJmmz54Cro6Fm59rng+4cg7wSYcQcN53zJpRuz2dokrbiNT9Yy0r5K2tfZAbu/BCA7zsDU7F6XSblM4K7j88lLCOd7D3NoqDyd0CdeGoC1z2IQpXAbE92w7oXQ7XsWo/JI3l2RejVPzlFydcnVTFpxBTOWXcBflC8yN6V3Zdqs8PAn7yV8MfU9vp7+Dg9q7kAv96HsUeUOxI3EmdVnMlkmxzb3b1jiJE8gbXwugZl3h5xCYMpv0cTlAKCUC1w8KS1kjB6bZgkxjE8bnUS0odeQjjWpOWlkQvDzyOQIJmX2GjEquYzfn1RARI8RnRVr4IbZ2SHncO9J+WRE66XzQTbgeC2Th8fwg8bvlSbJB5iEWVHnoyBqiF75o7OhaVuIN9GRZFSymcUlzT+9Y5gwQ8xQPs1eQTK0G5FSdwmAKIpi4RC2GWYvUVlw4j+gYbMkWBadA0njD1vzk3OT+fgKgbIWOyaNgoJ4I7HxUqquW04YRV2Hg4AI1xRqyIwxsLGqnQsmpHLCiAQ67B5So3TUdzjw+1zIVz0O3p7VUVGEdc8jG3Ya5J8Mexb3us3JVZC0f2G3Yw5HO0JdseTSuA+ygAfkGsg9QRIhA8lIadiMqDJiTZvPLl8ihTEGnl9RyX++L+M3M7MIiCJyQSDRrCUlsr/b7YycaF6+fAKVrd0YNAqyYw2MSDKH7mRMgDkPQMEpYG8BSwYkhv9vv3pSJsCF70HTNgKiSJcpjwpFBv88x0mOaicoVPDZ76R9q1ZD3omSi7nHDuuex5sylY60i/jdglg67G6S/bUMa/2a2A2P97bRKcX5j0wyc98JBZS2dGN1esmI1jM6xXz4rznMrw55wNO/0OuQ0hkBAXc3Mn//fURXT054rwvL2sdC3Ln1pR+hLzoHEtMByIlUc2vMSnapivAh45rYnWRE5kKPARoVl0z7gn/g6bgBecCNTxuFNrF3TUNprYWKJZKOis8JCg2yyhWoumtBN4z0GAPK8jZunJODzx9AIZfRZnMT20edPD/BxPu/mcLORiuCIFAQbyQ1Sh/cnhCh5d/njWFngxWb20dOjIG8eGNwu06lYG5+LGadki6nlxiDmrFpZuQ9k7BtyniEibeiW/HX3u8oIo02Qw69rYT5WXQ3SQb2AJlfVtb5OCV7kFJ37YvaKIWbtZVCTP7QtPEzyIkzUtvhpNnqCivWhzmiDKWR/SJwMbCV3pjsMIeTqEzp5wjQ7g6wvVPOm8VdZMbosUTHEQt4fAFq2h28tLISp9fH5VMziDNpaLK6ue71jQAoZEIwPvv06+LRDiCoIdoaQWVEmP8QNG6RDOzoPESV8SjQtzxKcHYilH8reTSUf99brtQiaExSDFViEaRNkb7DqBxwtFAqpHHSC83IZS28ftVELpmczj0fbOVf35YGq3jtyokDNmnQKJmWE820nP3n6QTAnCz9hDm2SCiEhEK+3tbAb57biEnbxjNz5egqF0FMTu9+FUuh6BKYfjt0VEL8CHyaOAzeNn77VhMqhYzv5jUQu+nxkOoD+ScH3bOGJUUwLCkcghBmkIkbDioDePrEJGfOAUsaAFZtGpaksQh1G3q3a8w4I7IwALisUPND/3rbyoJ/eiLzSEhrJnnDv8HnIjDmUlzmXPqaCypnE/Kd76Ft24at4Dw8hmjUMSnSRnszVK6QfvrS3QyxkjE+NTuKDVWdLClpIdmi5cSR8YxKCV0BTYvWkxa9f5M3zqQhbj9GTFWbnUtfXBsSl51k1rLo+inEmjSYtEpe885m5swkEpuWYjXlsF41gUQhhrAu9EFirR/QVdzhFSntCJBjHkLn1ahsKZXXUWBky2UChUkRLClp4ZzxKUf6dMIcwwylkV0tiuLHQ1h/mKOB7hYpbrKzSorLSSwCnYX31tfwyJclAGyo6uCzLQ18cP0UrE4fF76wJrj4vKKsjRcuHUeyRcvN4/WcGNWAwdtKkyqNd+qi6VZFo4nMQmgvD2nWo0tAEP2orTWSmBsCxBfi0kQRljXqQR8trapkzZZmt8u/h+hcmHwDgrUeWnZJZSo9FJ4DccOobWrh8T0JeP0OvH6R8uZuFmRqcJxUwDPL9qBVybljQR5FaeYjfXVhfqFUtnazpVYS2Ht4mpLJyy+RvC1m3wuCDMSA5KViTgO/G0afDw1b0X56HSnmNJZf/RYL36inPGIK4pQHSdz6FCjUVI26FbdmBLlH+PrC/MqJzsFz/rvIF/8Fect2vLknweQbUaqlVVyvLg7H3IfRFT+HUPoNYvxI/NPuoEGbQw5Iz+LM2bD1ndB6LenBPz016zG8fX7QS0tesQzn6a+C5VQAbLU7Mb59huR9BBhr12PvqsG/4AHkCgUYEwcUsuwrTPXFtkb+8XUJM3Jj+W5XE/9bXckH108NWY0+FKrbHP2Ez+o6ndR2OIk1aWi3e/nr0hYelUWSEX0RLbvddDrsPBHr3k+NYX4Sax3o+yuLb2zykxEhQ60YwiWIyEyoWSM9r48CRqWY+WpHY9jIDnNEGUoje5cgCG8AnyC5iwMgimJYXfzXgtsmpQXb8HJv2bRbaR13G+9sqOGxc0fh9gbQquQUV3VQ3WJldWVXP9XfF1dU8OLZ6eR3/wvl1sUAJAMjj/s7br8ZYcLVsPLfkqCHQgNTbkIecCO31cH6lyBrthSLtPpJ1LPuAyaDuxtad4PbKj38zcfg3LjGROCEvyN771LIOQ5m3CGtEL53uRQ7NeFq6TttKQG/DzHgx61PJFrX62qmUshw7/qaK0fN5dTR01DIZFgGELwJE+ZA2Nlg5fKX1nL1DMnDJl+olp4jyeNAqYNT/g0eB7TslGKxexCLLsUz76+ov70XW30JH10zk9sWlVDWPJxzhj2HyyfwzmI7Z9vaeSA1YX/NhwlzyLS1tXHHdz408rsYlg/fVAU43ezn0tgAgkxGnF5GYMO3kgL4yLMQ2iuQ//AfMk/+J2ACjw2SiqB5OzRtlyaWRl8AYm88q6zk037q4ZqNz+DNm4dSo0Ns2h40sPei3/g0tjGXYEzIhsh0OPNFSd/A2SFpHZz+NERKubobupz8d3E5vgAhGSF2NlgHzcg2DDBMqOQyDCrJ0NOp5WTHGLhiuEimooVumYnnd2qJ1IbHl4Omqw60/Y3stQ0+cixDnLHXkgGb35RSgSq1Q9vWATA6xcwrqytxef1owoKXYY4QQ2lka5GM6wV9ysIpvH7BNHa5cPv8JERoUCnkkhHb18AGWPlvDLkLufeEYdz1/hba7FJs2plFSURolagUMpItWk4YkYBCJvDNTsn1U9W2E6F5G5z0T0l9umEzqsUPIVzyESx5BEaeBVqz9OKx9T2EjJkIZd9IuZb7qLwKTdvAPk/Km7vuOalQFwUXvntMxmsrlFrInifFw35wdejGDS/D1N9KsdE7PkYofpUs4O7EyWRMv5vNdjO7m2wMj0uDll3EZM3uPdbngdZS6QUxJi8YjxgmzI/x7Y4mGq1uLDoVubEGArRB5ixpEuzr30s7aSJg1j3ShJpPEjgTNr6C//wPsWedSKdbxNHlQKWQ09Lt5sm1vStfakXvy1ST1YXL6yc+QhNSHibMoVDS0MmWRjd/mhdPmt6HoJHx9yW1zM6LJi0xHhq3Ilv5L/B7oF4KgRIAedM2MKdI6QvXvwSJoyC/R4259Ft8sSODL2SirL+hKcrUCELPc3aAmFtkitDncM483Fcsxm9tQG6MRR3bK0ImFwSUClmf5Y+ectlBrHRaG6S4b1MSKHpjulMCjdw4IQKbR2RElMjaJoFh0XJi/Q2AmXiTlvdPgohFF0uT4cCECbdCzOiffw5hJLpqBsyRvabBz4yUIRaUU6iktHbN2yFp3NC2dQAYNUrSo/SsKm9lTn7cTx8QJswQMGR3nSiKlw9V3WEOL3a3jy+2NfKXz3Zgdfk4e2wyN8zOJsVt77+zGMCuMPPkkrKggQ3w/sY6ZuVGc8KIeAIBkTfWVOELiJw2JokzxiQhiFvh+Ifhu4ck1/O0aXDms3gELRRdhnLVv4J1BSKzcRnS0O+bBxTA0SrFGu81sEFSzv7yPrjoXUmg4xiis6sD8/oXQT9AjLTfK6XqaiuTXMd70NSv5qyCnVg1c/H6RR7aqGJWVhRnJniJ0CmhZTesfxE2vAgyJUy+EcZceGx6C4Q5cAJ+pHlWuP29zbx6xQQUfjOo2uHbP/Tu5+qCdc/DsIWw5e1gsdthpazoj7RZncQKCk4dlcCy0pbggp9SLrBgeBxur59vdjbxp4930GZ3c8qoRG6dl0v6j8SWHjJ+P8jDhvwxgSDw9cIA5u8vQtZRSW7aTE49/w84PD2u0V6HZGDvS48ApRs1nUW/Je7r63u3qY20RY5mryngzz0Rip+VntE9bbrGXYtBJRmxQvwIAsZEZLZevZLuSb/DEJMe/LyltpP7P6xjc20XBQk+/nJaFEU9GSFiTRpum5/D7z/cHtw/Uq9ieOIA6vuBHkmdfSdSvU7Y9Tl8eZc0xo44C2bfI3mOASpvJ9cP86L57j5ku3ZwRuJ4XJkP4NsrxGlvxfT1rUEDG8C09jEYfhyYJ/c/jzA/TWeNpBnQB19AZGuLn6sKD4OHQGQm1G08KoxsgKJUC19sbQwb2WGOGENmZAuCoAGuBIZDr16HKIpXDFWbYYaGLbVd3P7u5uDnt9bVYNYpuXNqDjJjfIhKKlE5tBHBtrqd/epp6fagVMh5bnlFsOztdTWMSDQxMV4BH17X+1JRtQJ8TmSnv0Rt6umkRKSgqFhMIKYAR/o8qtwG8keei7x2bUgbYvY8SfxjX+rWgbPzmDKyW20uPqxQckV0ATKfR4oF7OtiGF8opVTa8WG/YxV1PzBq+HwKa99ENHewSXYKG6qimFMQB7u/gjVP9ezphqWPSAb2mAsPy3WF+YXh7obK5bDmWa5XGZl5ynncvFLFtjorV35bz87TLP3FCtvKpJRfPYjmVEr9CTS5VMxqfJY67ZkEAsncf1IBm2q6UClknFyYwKhkM8U1ndz4RnHw2I821aNRyvnzwhHS6t1g0loKW9+D8u8kj5BhC0Nia8P8+ijQWbG8dlHQkFZVLSXRewfWM14HwGXKQJ04BqG+tw+iMeOx5KACutDx0O4Urp/zEikNX+HSxrPTPIMdDVH8Jk/a/Z36GM4+ZxHK3Z8i+Jx480/jrboYLskNoFHKMSbk0H7G28jLvkLVthNX9on4U6Zi6DGEG7ucXP2/9TRZpaXqnQ02rnhlHZ/cOC2YFeKUUYnEmTR8sa2RjCg9C4bHkRnTJ92i1wlVq2DtM4AcJl4LqZNB2bNa3bAZ3u/zOrf1HUkQ7sRHQa5E1EWie/2EYFy4vH4d+s9vwHpej1SPo72f1gow8Pgd5sCw1kLmzJCiXe0BorVC0E1/SInKgl2fDX07B8i4NAt//GR7UEE/TJjDzVD2uleBeOA4YClSmG3/XEJhjnq21XX2K3t/Qx1tggXOfwey5knGa/4pcM4rxEYY+uVQBkgy6/h6R1O/8vc21CJ2VPYa2Hup24DcVkfcjpdQfHMvtO9BtuEFdB9eRoKsE3lnheTubIiT3JRm3Y2/uXTgFdWMmZIb+jFEeYudR5a2UDn7Cbxd9TDrXsS0qdL/KvcESeys+HVJrG4fFCnjmPHpbMxr/g/L1heYveYqTK5aKV5254f9Gyv9eugvKMwvkz1L4M3zYM/3yHd9ROF3F/H4DBGby4fLGwDNAKtn8aMkl1m1ETFzDoFTnsDkrGWMsQvj5ufJ//pClNZKupw+ttV18cOeNlaXtyGTCZQ19x9mPiyuo6V7kAWVbM3wzqXSJFPtOvjmAfjsdkk9OsyvFm1Xab+Vann9BmS2BgAqPEbscx9GLDhF6r8pk/Cc8RLbxXQAZAJ45DpO+kLN6XUXcMq2GVzyuYtIfa+rtcWkZ9RLVu6wnsMf/VdS+IoTl6AJxpbuaelmzquNzPlhNKc1XMb4D3S8vNlKoCcrR02HM2hg76XT4aWm3RH8HKFVMX9YPP88ZzQ3zc0hL36f+7D6B3jtDGlSdffn8OpCqF3Tu72lpP+Xs/VtScEcEDtrQ4XXADqrEfca0foYiBvRv46wR9TBY2vopy5e3OQne6jjsfdiSpa8CZ2dh6e9nyDWpCFSr2JtZfuRPpUwxyhDeedli6J4P2AXRfEV4CRg5KFUKAiCXBCEYkEQPu35HCkIwjeCIJT2/O5v2YU5ZAbKM5gerUenUkhxZef+D65fA2c+B3HDMetV3L4gj7QoacZcLhO4ZkYmo1IiSIjoX1dalA60A6Ta0ZgR5Cp0216V4tiad4CjHZmtAUVXJQFHB2x+S8qnmzkTfngamUwGCaOlmM69cWuRmTD/QUlF+xjCpFWgVsj4pjWSN2J/R3vcZAJjLoEZd4GzTYqBrVgiiZSkTw8eJ+afgryzMsSND3sr6f5KKU42MnvfpqT0HWHC7IvXBStD02wR8DPCtoqCOOn5EJCpYcpNIO/J4WpKgrGX4Ms/Fc/ZryFE5yJ/dSH5311O0vq/SnGsjnZyhWoA9rTaqe1wktqzQmfR9XeLTIvSoVcNsjt3624p/rAvZd/AQKtzYX41yJXq/oWaCNQ93cvv99NdugJBZYQTHkVIn4p73cvI3Z0AaHExJzeavDgDZc3dNNtcnD8+mWhNb6bTKVlRnDY6kc+2NvL2+lomZ0Zx6ujE4PZdjTY6HV7a7B5Kmmz4AiLPLdtDXacTAJNG0S++WhDApA3Nk1zb4WBlWStbajtx7KMEzvoX+19n8Wu9fw80aW3OCI6zMt0Ar2NypZQ+EkBngVMfB1PPdclVcPwjEDes/3FhfhqfBxzt/WKy1zb4yDIfplAWmUx632rccnjaOwAmZETyyeawd0SYI8NQKiHsXZbsFARhBNAIpB9inb8FdgJ7p1zvBr4TRfERQRDu7vl81yG2EWYfilLNDE8wsb1BMrrUChl3HpeHXt3TfVT6fgbsuPRIXrliApUtdgwaBcMTTGjVCvLiTcSbNDRaJUEjk0bBtJwY/BEKFHknQUkfV6O5D+BWRqAUZIA/pH5BpkDInCHtv+ElqdCUiCwmR0r74/fD9N9JQmlu21Ezs3o4KUiI4K4T8llR2kpWjJ6mim1ELrsOjvsrNG7r3XHXZzD5ZilfdnQugqsLvrq3X30GeQDsLVB0Mez+Elyd0gZjAuQed3guKswvD7lSEsfLPUFaAdy+CJlczhhPMaMTDZR6jeTZ2xCm/hYQwNGOqDKypsbBtK/OkSbYehB2fyWl+tr1GWKfOeKMSA1TUiVF25FJEYxPt7CuUgqNUMgEHjh5GBEDGN+HxP7E/oSwW+KvGpUR8k6Aki96yybdgKYnXjpFbCRi/d+lfrv5DQCMQErRlUAGernICZYa5ucup3pkDlrBQ7x3C6JuPntfkRIitPzljJFcPSMTn18kPVpPRB8DWSb0d/2VywT2FmdGG7h9QS5/+7J3tfmGWdlkx/aO01tqO7ni5XW0dkur8pdPTee3c3Mw771P5APcL33LYvIllfS6jT3blDDvfkmgFFDF52MfdwP69U8GD7FPvx9dQl5vHX4vDDsdVDokvQZBSuEX5udjq5cM7H1E8TY1+7lp7BCLnvXFnC6ldc2Ycfja/BEmZUTxh4+38+DCESjDLuNhDjNDeec927Oy/HvgY8AA3H+wlQmCkIy0Gv4X4Lae4oXArJ6/XwGWEDayB52USD3PXTqOnQ1W7G4/ufEG8uJ+OrY5PUpPelSo8Z1q0XL6mETUSjmiCCIiyRYtQtdWSB4LwxciOjsRjPFQ+i2K1Fk4iq5Ft/VViB8JnTX4BBnyqHSEz/4PJl4DCNI0vdeJrPx7yR16+aNSTmh9jKTwWrcRznsDDDFD9C0dnYxJNpFskVbxzO0G6SVp2f/BtFsg4JMUac0Z8OG1kru/rRGatsGZL0iTF2XfAiCaktE4mgkA5ZoRaE9+nWhHKQq5AjG+EGXSqCN6nWGOUpQamHW3JGC25inJE2LcFZA2jcRXF/J00W1UOediL7oKfdcecHbgT5mEO3okidW7JUNFa5HcSjsqoKsWAj4CxiS2+1MYGyfj2QUqhrk3kdzaAYlnkWDW8p8Liuiwu1EKIl5RIDfONPjiZNG5kDIJan7oLRtxZtir41eOUiFHNCQizL5PmtBV6gj4PMhkkhFskHlDJob2okdaZUalw7TxaYQ9S4gqPA+6m2DXJ5CYA/QKRulVCoYnRkgTxfsY1QXxBuKMappsve3cNCudJLO25xxlXDw5nUkZUdhcPgwaOdmxRjRK6ZWv2+XlwU934AsEuHxyKhXtTl5aWcmcvFim5/aMkeMuhx0fIsaPAkSEhs0wuo/uRkeVpOsxbGGPOJoIW96VvKJUejR6E5WjbsCRNgeVoxG3IQWHJZ90ZY+hbm+Fj24Aj12qo2m7pN2QMArSwsJnP5uuOjDEhhS1OwO0u0SSDIchHnsvUVlSKq+jhFiThvgIDct2tzC3ICyAFubwMpRG9qvAmUhTs6/0lB1KD/8XcCfSpPBe4kRRbAAQRbFBEITYgQ4UBOEa4BqA1NRwvM/BkGjWkmg+9NyHhclmAiJ8sqUep8fPwtFJFKWa8e90sT7+fD7d3sbOBhtz8mOYmZ1JuqsL//Cz8UfEIt/9OYGc4wgMO52GgIWs4afDp7eENnDOq9BRA/MfgsbNUnqRKTdJitiO1qPOyB7qvlna4iDFsYP8+g8wOOuk1f3a9bD4rwAERl+M6OxCtuAvCH6PNCkROwx++C+Y0+CCt6F2HULWfKgvRnjvMrIjs2DEWVy0uoCV5W08cIqJK5IG/dTDHEEGtV82bYPiV6W/fW5Y8ZiUr1cXRXx0JPHVL8DOZshegDd5IvIdi9Av/zvpY69EnH2f5FlRtx6y5oIlDXdENtXznmNUVz15n5wtCTSBpHJfeBYAcS0/ELflLSk+dMrN8OXn0vMg5zhpFTK24NCuCSTF/tOfhtJvoGqldH7Zc465sJTDzREfz40JCMZYSVG7oxLiRyKTySFCys8uj0xDTBqHULe+9xhNBKrYXOlvZydC/HCpv2xfJI1J574G9j5xo34v1KyBtc+DzwHjr5Y8jXr6VpqnnFenNPG1NYWSThnHJ3uZLHyP4E0DlTROt3W7WVPZzjc7mpiVG4NFrw66i3c6vZyVp2bBqHLMux7HZc6h45JzKHb1xpq7Y0ex9ox1vLq+CRlw8VnxjI+NI7iW3d0kTSjVF0uTs+nTpAwCzg5Q6alqs7O1tJwJ9pVEtKyiPmEe6xvk6AwRUgiaox3GXyU9E3Z/KU1aTbgWuluH4J829BzxftlVK43ffdjc4ifLLBvQ82HIMMRJYULdTdLfRwFTsqJ5d31t2MgOc9gRxL35Twa7YkH4EugCNtDH11cUxX8cRF0nAyeKoni9IAizgNtFUTxZEIROURTNffbrEEXxR+Oyx40bJ65fv/7HdglzBNhc1co1r28KEWs5a2wSf5ibgGHZnxA2vR4sF40J+M55A6WzFSqWwpa3pBXaMRdD6hTJXfPtC4IpUwCYeqskkjZQnNihMWij11D0zfay9US+fXKvIQKIs+5B2PQ6vqy5ODNPQKWQoX7/UogdDpkzpJXuvahNcMF7sPszWPnv3nKthcC5b5D5dAf58Ubev24KerWCdRVtlDR14/UHyIk1MDHdjFIZGgcY5rBwdPRLdze8eS470i9hpy8BpRBghFhKpqsEIjNgyV+klSyAhf9FXPYoQkel9Dl9BqIuCmHHomB1YmQmK6a+xNT2j5Ct/GdoW6c9BaMvgMqV8Oa50v1/+jPw/UPSC+heRp4NJ/1zYMG1MIeDo6NvHgrVP8Cyv0sid1G5MP23kpEIPeKQn8C296ByhTShM+ZiyD0eTAlS7Oy65+Gre3rrU2jgvDelSZq99b90Qqjr9AXv9IblbH0X3r9KWrk0xEkpGAM+uHEDRGXR5fRy3WsbWFXeFjx8VHIEL142niiDGqfbh7jqCXRL/9hbv9pE63mfEp0heSWt3lnN2joXPVpqCAJMSdEwIa/HgNyzFN66ADzdwSoCs+5FNuVmUGmpqKwg5bMLUbT06ha4M+ZTP/cJMpITpEmKxX+Vvou96KMlj7OUiQf1bzlEftn9ctn/QfNOGHtZsOif61xUWQOcV3AY0nf1ZcvbkDkLsucf3nb3g93t45a3N7HsztlE6g/zdzE4HMZZkjCDyVCuZCeLonj8INU1FThVEIQTkdKBmQRBeA1oEgQhoWcVOwFoHqT2wgwC9Z1OqtocGNQKsmJ7hNL2Q1lrfzXURcX1PDLeibDlrZBywdaAoqsCcf3LCG27Ydhp0sz/2mcRrQ0Iw06T3EuzZkvlHrtkiE+8dgiu8ugmomOrZGDL5DSPupEKwyhUcjVpZ71PZO33GG17oPoHdp61mAqnAbMGRp87CV3DD5Ir+fZFIHph7XOhFTs7EFp2AXHkxBpQK2Ss2dPGjW8W09LjwqhWyHj64rHMzhvQwSTMsYBCw8ZRD3L++824fdKkV4whg9fPGEdux/JeAxuwWoZTceKHdNg9JJpUZHetQvbR9SHVCe17SPRUSuEkM+8CRBDkkgWwNxa6eXvvBJvPFWpgA2x7H8ZfA6kThuqqw/zaSSyCOfdLnhKRmRDdJ0SgowLx69/TNP1h/CNvAJ+TmNV/RmVJk4xsezMUv8aeUz6gTExEpxQoaPiIqMbNvUb2zo/pyjuX8th5+ESBTOt6on94ShrT5CrQWKR46JzjIOCVDJqSL4Mr3eUt3SEGNsDm2i5Km2xEGdQErA3o1/wr9JrcVoxtW6HHyK6zCzy/vAJbjyCaSasg5eRh7L1rvB21KPsY2ACydc9KRp5KS4y7KsTABlBXfEOMtxZIkO7Ljf8LPQd7q5S+78gY2b9sOqpAHzrWFjf5GZ9wmETP+mJOh/pNR42RrVcrGJtm4b0NNVwzI+tIn06YY4ihNLJXCYIwUhTFrYdakSiK9wD3APRZyb5IEIS/A5cCj/T8/uhQ2wqzf1psLty+AHEmzU8KSGyt7eSKV9YHDa4rpmZw05xsLD2ziA2dTgKiSEKEFplMQBjAnUkAkCkZaBLPL6iQy2SSm1qfmXBRpkBQ68GSFnSJxhAHM27vF9d2LCD0GB6lM//DdeviKGuVBOdOyGvhgcgGEkpexXbGa1z7fh1Wt4935trRLe2Jk5MppNV/mWpgMSeZDL1KzlXTM1HIZfywpy34/wZw+wK8sqqS0ckRWPqkpwlz7OAVZTy/LYDb17si19LtZlmzntzIhGBZ6wlP816pwKPf7yAgSoKIz5w7jclqY6hHCqBXq8Anh20fQFupVJgzHyyZAIiCrM8TY4B7XhCOyWdBmEHC45D0Kr65X3KPVpskd++9+YllcpZPfoHrPndg99hRyAT+MONRzpErkZ6CMtbPeY1bPqqktmMPACcXzuN3GQoyepqoi53NfZUKlmySUm4Nj5vP41NnkCX29NvoXEgaL6WPE0VJ6fu0Z8AYD4DLEyoUuhdXz30o87sGvAcUYq/C+NrK9qCBDWB1+iiu7uTMsSkAuAPQz0dJkOP0BdACAXHgeywoWCjI9iMSGBanOig6q6TJlh5EUWRLq5/zhx2BlduorB51+h4xu6OAufmxPLNsD1dNy0QmOzrOKcyvn6F8mk0DNgiCUCIIwhZBELYKgjDYuv6PAPMFQSgF5vd8DjPIOD0+Piyu44R/L2f2/y3hwU+2U9vh2O/+dpePP3+2M8TgenFlBdvquuhyeHl5VQW/fauYW97exL+/K6XZ6iI3zkCyJTTm+9zxKVjVsTDqgtAGzGl4dbF4x1wRWi5T4Mk5UYoJ29xn9bu7SVq9Uh5bsZI7G6xs8GfhTxzLaw0pQQMb4IuSTtbqZ4HbhvabO5mWouSGIg25K3/Xu7oY8MGKf0q/J98QWrk+BjE6nw9vmMqoFDMAjV0u9qWh04XD4+tXHubYwBsIUNnev1/UWb2QOAY0Uuq+PaaJPPJdbdA11erycfuHpTTN/XfIcYHY4USkFSI0buk1sAFKv8EvV/H9lj04LQWSWBpISruRmaGNj7pA0h0IE+ZgaN4pZV8I9Biybit8+BtpwheolyVx62I39h5D1xcQeWBpJ2VCOgDdmhie/qGN2o7eEJ5PtzSy0dYbyrTcmc6SCgfDE02MSo5gZ7OT91uSQNFj1nbVwNpnJAMbpPjm7/4EDklRX6+WMzU7NJXTmBQzRo20riLK1VB0aeh1aS2Ixt40YfWdTvalwdp7L7cbC0BjDtleN+ZWrDKprFWbjjt+XMj27uxTaFH1CHjEFEix5n0xJUoCp2F+Pl01ISvZNTYRpUzAojkCBuXeNGJ7c6IfBWTHGtCr5Xy3K+zwGubwMZQr2ScMRaWiKC5BUhFHFMU2YO5QtBOml821Xdzy9qbg51d/qMakUXL7cXkDrkB3Oj1sqOroV97Q5SJABz6/iFmnwuMLoFPJWVPRSm5cBA+fPoJV5e3sbrIyPSeGZIsWf3c9+F0w4w5o2ASWdNBF4WyroVQ9ipFnvoamZBHI1ThyT2OXkMM4+/L+F1G7Xko5pflpVfRfA+3dbm56cyNOr593z3ua5e/2H+y2tCtYaIhF0bSVMdkiJuxSnFxfRFF6iSw4VXoBKvlCMlpyT0CWNomcPrtOyY7mzXU1IYefOjqBJMuxNbkRphedSsGFE1O578NtIeWz8mMgOhbOfQO2vEWTdQBDvMtNc+RYHFMfJaFxMW1RRXQkzyPOr0Rb2XuPeyNz2VD0CK9tNGD3tVKdm8iZ57yLYed7sPsrxJP/DRXLJMM8ex5C5ixQh/tkmIPEWjdAWb3k6myMp6HbR5vdE7JZFKGyy8dwoNXmprims18VFW29Ru3uNje/P6mAtRXteHwB7jo+n+31Xbi8fjRK+cDn0LQNnO2gsxCl9DAm1cyIxAhKGm1kxxnQKuVEKaSJb6U5Ho82GtXs+yRRQWMCmNNwqixBZdmTCxNZURY6HpwwIj74d4c+g4rJLzKs43v09mpqkk9iq2IEpxs1UhvGGD7J/iOT0tcR3bKWprgZrGIU8yN6JhPkCinTQFSm5OoeWwD5J0P8iB///sP0RxSlPthHXXxTs59s8xHyChAE6T2hYQuYjg5VVEEQOH54Ak8uLmNeQeyA765hwgw2Q2Zki6JYNVR1hzm8bK3t7Ff2zvpaLp+aQbTcLsXeWOvAnAoJozDrDUzOjGJ5WahKaJJFS6PVxV8/3xlcsVqyu4U/nTqcipZufvP6RiZkWBifHsnTS8totHpYc3MhgZp1yHZ+AtF5Ulv2FrjgS7K6d/JqWxo7/TcT8AaY2qHmRP1GMKf0v4j06b2rW8cAtR1Oyprt3Do/l6s/bGRsmoU9rfaQfcZE+aCkCW/CWHZ3qbgoTy4N0t19ZnoFGUQkSS8+8SNCRFX2ZUSikQcXDue/i8txeH1cOCGVmTlHl5p7mMPPguFxdDm9PLNsD1qlnDuPzyPZrOXTzfWoZOnMGH4OCb7+mQtSIzWIMiUnLU8jM+YGWqrd/MZo5HRdJYy7Erx2cLRTbJzHBZ+5CIiSob64pAXPiQWsbTmT8WlRlG2wUlw9jRFJJ/G77FxSosIGdphDYIDxRfz/9s46TK4i68NvtU7LuEvG4+4uhBAghITg7rLYwi7wIbuL7wK7LL6wLO4El6AJJCQhIcTdk4mNu0t31/dH9UxPz0x8kpHU+zzzTHf1vbfrdlffW+fUOb8TkoTwKjubjYLIQKtfJJdBQGCAWoWOCgxgWEoY363L9jtGepSz4fGQpDBu+WCl333yiXP6+gJvg1u4x8UObFhBDCzdyhRHES9sCaW0WrArp4g/9iglpDQA4mMxmy2UpZ+O+/eXsVWV4KmppCrldGxdfKUYx6ZHcNep3Xh9YQZCwLVjUhmV5lsdt1uMLDWk8J/sM3B7JCkWB5N7RWD0huJ2CbMjeiRTt7eI4oBA3I4ExiakEeFslDoUnqr+hjSJStMcHhX5SjzP7LuOrspxkRLchqH3YSlKeb77MVlvOyKGp4Tx6cq9LN5ewKj0iLbujuYE4DhWqNd0VCK9nunGJIXbcVAD8x5XYWv1jL8bx5g7uHdKD3a+s5y9RVUYBNw0IY3ecUF8tzarYeJQzw/rs7nntO4A/L6ziN93qlXwoAATxSII22nPE/TVlWol22im7OTHKbSnUlFpZs72Cq4aEkmdR/Lm0jwGTEihe2wKXP61qmFaU6o8qdYgsDo5UXAGmLCaDNgtRtZnlTK5dzQ9YwPZmKXyW8/uF8HQks/BHoFn2ovcV5mFqCmDqc/ClzepkHuTFaY+o5wbjaksVOI04K0JLCB7DSlVhaSk9WVY8lBcHkmf+ODjes6a9klkYAA3nZTO2YMSMBkEZdV1XPTqb2SXKCMk2Gbiy2sDeOi0JB6dvZs6tyTcYeGp6Wl8vraQylo323LLueOUbow3ryfk/St9obrpp/Bl2bl4pH8I4IKteVTUuJm3JQ8EbMuroLzGTYClDUSANJ2KksA0XCc9Qfj8v4G7FuxhFE1+jlBnFAI1nm+dmM6/f9xCSVUdVpOBWyamEeQN1bZbTVw3NpXN2WXsyK9ACDhvcAIDvWk3AL/tKGx2n/xyVSYzBnhXBWP6wKSH4OeH1W8hMAamPgU2dQxhDaTXT9N5MmkixWkjCc5djmP2N5ReNqfheIEx6bhO/wflRfsQVgeOYH+HaHyYnZuHh3FVYh4IgT0mFOz2htfX7iultDCXV8dXY6orIwMLN3+3kQGJIUQFBkBNGQmb3/DmXUsozYadOyHyOl/YOyjBruLdygkeng7m5vMNzUEo3tWQj1/PilwPZ6S24RQ/LA22/kh7yss2GARnDYjn8e828eUto/VqtuaYo41szUEZlBhK92gnm3OUkqjFaOCuU7tjK9nqb2ADLHgSek2nV1xvPrtxFLsKKwm0mkiJdGA1GbGYWhBbMQgSwuxM6RvDt2t93v0HzuyNw2LCaRHkn/clsjwXgy0Em6sEu6GOlzYbWJpRxNIMX2j6nOxwukdmK1Xs5a+rxsAYmPG/1v9g2jFJ4Q7uOa1Hg8DHsz9tZfqAeCb3iiHAbGBqmpnorU5qz3sfy5p3Eb+9oELOwtKUiM+uRRDTTwlKGRoZJoU74ctbYNdC9TxxFAy9Gj67XpWbsYXS4+xX1H4aTSNigtXk+dt1WQ0GNkBJlYuHftjN3ROi+PbKVIpKy4g3FhM/+zwGn/QXzo0NxFaWQUiYmZBf/uEzsAGKdmCIa244G4TAZIBTekXzyDcbEAIeOat3iw5DjeZw2JBby1+XduWPI2YSQhk7akN5+YtaPoquJDHcQZdQB9OClzD21Gr2mBKJpIhozwos4Wc2HGNQQCZvnFTHdpGC3Sjp4dpASEAMoKIszMbm90ljY4FQayCMuBm6TobqEiX0GeTLp7bFdKNi5J04fn0c+84fAagYeivWGH+HqclsxhmV3PKJFu6AL27GvnuRep48Fqa9AGFq+0FBZZzF+xhmvgVAr6A4vjzzZRp+2fnblBL6gn8rZ4TZDhPuhaKdEOktd7Z7iSq3V1WkjPGJf4Vh16vz0xw6RRl+oeIuj2RzoZtbB7VhuSpbiPr+i3apNL92wqi0cL5bm8U3a7OY2i/u4DtoNEeBNrI1ByUx3M7rVw5lfWYplbVuukU76RkbBFt+b76xx63CjaN7ExUUQFSQ/6T2tHQHby8WuBq56a8YEkmYw8rD0/pw7ehUpJCYjYJu0UFYirYivryRiOLdfscxXf0z2/Ob53FmFNVA7jafgQ1KkGbuP5T6cGgLYXadEKNBMCAxhKySaoICTJRWu/h8pcrju3lCGhTuhpBELOV7YfHzvh0Lt8O3d8Kpj8Ge36F7kyp8m77xGdgAuxdBXH+1ClFZoCZL398DoSn+ZW00Gi/7ipoLKu0prqabZyeG98/2iTkB4ts76X3um/Dtn2H4H6CsibZAwXamjLfz/nKBu9E15YIhCcSF2iirdvHv8/qTFum9Zmk0R0lZtYvt+dU8tjSAuJBItuSUUV7jotIrdGYo20dOSTXPbg4jt7qSAIOZ2/pEMbQsAxy9wVUD858kaf1nJDU+sPMD6D4FgDPSzLzV5D557aBAzKZG4b8mM0S3LOBnttqoG34DpV1GIop3I4PiMcX3x2o/DON149fq+l5PxgLY+r36HQKJ1RsxrHzL93ppJoGL/0nQ+W8DAVBdpGqJe7zCl3WVygmfMAToBhUF8NUt6p4Bykn708OQNBoSRxx6PzVqJdvui0TYUuQhwiawm9t4pTYsDbLXtisj2yAEl4xI4pFZGzipexQOqzaDNMcOPbo0h0R8qJ34ULt/ozUYHJEqR7qe0GQICKSoopZft+XzyfK9pEU5OHtgAr3jg6mqLOfu03uwek8xtS4Pg5NCqaosg7pqdhdW8c26LDZklTKpRxR2i4n0ilwVStYES/5GLh46mlVNBGRO7RkFJS0In+1bBlUFJ4yRva+oiuveXsb1Y9O4cUIaO/IryCurYVBiKFZqKHDb+ff6NJ7utq55IFfuRjBaqIsd2LxEy7Y5TVsgZ70q2VEvmlawDSrzAW1ka3zUujws31VEUgs50ZcMDEeUrvQzsAF1ban1lvDa/hP0PR+WNqrZLgRRsoD/XjqIH9fn4JaScwcnMDgxFKtZh4ZrWp/USAd3Tu5GZnE1OwsquHxkEgFmA/He6hjFlbV8U5ZGYrSkaG8JyZFBLK6yElHhUSW6qoohY37zA+dtaTCy++96kw+njOfT3Q4qXXB+Sg1Dtj4DfZ475HBqe1AYBE3Y/wYVBbBjHqx+HyK7Q78LIbaf7/UtPzbfZ+tPDUa2oQXxNbFvmXKy28OgqsRnYNdTXeKrXlFZAPlbmr9HSQuibpoDU5jht5K9OtdNaluJnjUmNAUyV0DPMw++7XGkV2wQPWIC+dcPm3hwmhba0xw7tJGtOXIcEUr1e+1HkLUaEoYpFWpbGLM35JBXXkPfhGBMBsHnK/fhsJr4ZY+LP/XJ5tqQLCSS2oBK7l0RSFpyDTe/v4IsbxmoxdsL2JJbzoPjUwkITUYUZfi/d2A8E2Ue94wJ4cXl5ViMBu4YbmeYbS/IFkKAEoaB/cQRuthdWEl+eS3frM3k8lHJ/LI5jzq3h+ySSs7pYeP6T0v5z6WD1WpDU6L7UGtysrA4mol7l3lXHlRt85CUSdh2zG22PWsalUyLG6RC/5a/Ca5aiOoBKeOO3clqOgQrdhVx8au/cWqPKD65YQRbcsupc0vSI50MCdgDNfFKlbaxoe2M9oWOFmXA+BF43HUY1s7E44hm5+D7+OPP1WzJX8E7Vw9jRNqJ8xvXtA02s4kPl+5pKMG1eHsBFw9PxOJdZc5yBbI9bzffeFOfFm8vICXczvDEnsrItoVCr3MgMErphgij0g6J7NHwHsbYfgwpWMKQ9BjAoJyWMT39DOzs0mrW7S2muKqOtEgnveOCsJh8jqXSqlrWZZayt6iSuGAbfeKDCbH7wofrNn3PhjIbW6NvI8hQQ59VPxJntKjrNUDaSf5RSwApY32PW1CNlgnDEM5oAGqCErEazeCu820QEEKtMw4LqPlDZE/I2+h/kOCE/X/4mpYp2glpvkI7K3PcbSt6Vk94Kmz6GqRbjfN2xCXDk7j3s7Wc2juWkY0E/TSa1kQb2ScqhTuhdK9aiQ5LV+U0DpdwbyiQMxZGjIa8rRCaRJ45DmHIY1RaGJnF1QQGmKmtc5FZXMl9/SowZf4OQQkIj5uAwo08ObgrX2aVNRjY9XyyfC8XD4mn/5QnYfdvSjvDYAJ7JK6IdCK+upU/9J7OdeeGgTBgLFwP63bAyFuQw65HLH1FTdiDE+CkeyHkxLl519dDve/0HniAS0YkkhIaQJJnN7JqH/Muj2Dz3mXkx8QTMekhRF2FCtczmJFJo5n0Xj42Swl9zwolEsgrLMaYvQZjTC9kyjjETu9KTPIYiB/sE5gzBSiD+uMroGSv2sYUoPK8dZ72Cc3Hy/cgJVw5NpVbP1zV8Hv/+bIoLPP/pkprnfJ3+OlBdV0adLkS3cvbpFZEBl5CbkEBpoE34ep6LsV1Jp743cX6nFIA5m3OO2oje2NWKbvyKwgwG0mNtJMY3s7FEivyoWC7un6Hd4UAHRJ/rNmQVUK/KAsfnW7AVldIjjGWP8zOZ09hFelRTqqkkd92FvKH8amYjAYMAr5enUVpjVdLwGSBbqdSXpqP22BFGC2Y89djC0n0vUlkN0q3L2KH6IFbGkgp305Y/6kNL+eUVvPpkh30jrYQKF3k5tdQUFHLpJ5eA7fOzYe/76G4qg6DQbC7sIrlu4q4blwqdosJSrNYUJ3KtT8U4pEqUqR/3GBeSqskzrsgWhAzGmeXMVj3KEO7KmkClZHDqDdHypxJOIZcg2H56yAlMiQR15i7MFcVgT2UjdWhhI59kqSFd4OrGqyBbB3zFHXVwfQCtdo97Tn48CI1jg1GmHg/RPc+ht9eJ6Uow0/4bFWum8t6N4tDO/5YA1XEY8G25gKqbUxggJlrx6Zw+8yVfH/bOEIdbZi/rum0aCP7RGTbT8oIqilTwhRnPAX9LlA3/8PBYITeM1SIWXkODLoCwlKpKqwkPsTGTe+tJKukGiHg0uFJnDMoHmN1JexcANt/VseI6Y/hpL+gFCj9EYBLooy1Za+p3C2DCcbdhayrgeE3wC+PY8xapXZIOwmGXk+xI5nSPjfSpfsUZHUJMiSZraTQo9k7dF7SIh3MvG44a/aV8s8fNpEaZuX1QRkELrxHidBYAxk4/m6Y9xSefhcg5v69oX13QE/KamzYrWZAQFUx4evfwDD3URX+1+9CuGUl1BSD0QzlhbBvFax8V715zzMh9SRY+Y567qqGxf9Rxrg9rOUOF+9V4zGkywmlAn/CICXTUmBYdBzLMwrJKqnmnIGxPDHOhMHtQoy6WekmTHoELv/Kpw1QV6XK0kx9hm3OwRTlZTLkk3MRJbuJAv7V91oe7zWVjzZUHrVS7O87C7n3szVsz1PhrGf0jeWG8Sn0S2inpf/yt8An10L2avW853Q47R96JfAYE2Ou4rm0JZi++Ad4XITaQvlu6otkuFRodICs5qYJaTwzeytlNS7MRsEN49NwGr1Gdk055ZixLXwcY9EOACr7XkZ5RRn1V759hWU8WHQ2s5eqsdg/7hSe7lJNaqIbDEZyC4rAXcuCTQUkBwnm7RNcM9JMTmk10UEB7C6oQAKZuQUMifKwKl+QEh9DRn4lveKCKKwz8dCv1fSNdXBOVxN7K+C9NeWsLg+mPg7shbVGLKF/5eKBZYDg7R0OLBuN3O3VLFuYH8hGeRE3XXIWxrpydhHHHd+W8faFAQQDNS64/Pcu/Hvyp8QZi9lRG8affq7kjQsb3euFAcbcoYXOjgZ3HZRnq6gfoKpOsqvUQ1JQO1jJBm8pr9XtzsgGGNAllKHJpdw+cxVvXDm0QShWo2kt2smvUHPcKN4Dn12nDBpQhtXXf2w5N+pQMBggoqta0QxPAyFwS8kzs7c0rFRJCe/8tovMkipE/mafgQ2QvRqxcx4DY23EBfvnmp03OJ50azFy4TM+cRSPC+Y9hqcsRwmx1BvYANvnQuEOZFkOXYqXwazbMXx2HYYlL9HNvZmKmib5YZ0Ym8VErUfyj+82UueW/HkgxC+4S33foL7/hU/B0GsxfHenX3vS/Nu5dXAAV49MINJcDVmrMfz0oC+/bujV8Ms/4PVTYeZlUJULI2/xvfnGryEoVjlw6inZ4xtzjXHVqu3fmQYvj1HlwzJXH5PPRNNGlGXDL08wfvYZXMAcskqq+enqRJ5MW4Pp/fMxvDVF/XbPfA4yl6rc63oDG9T/WbdTWVJA703PI0p8Gg1ha1/l0sQCLEYD/RKCeePXnRRX1h52F4sra3h/ya4GAxvgm7VZbMhsYcy2B6SEFe/4DGyAjV9CxsL976NpFXqKnZh+fth3PawqwvbjXaSiRPmswsN/5+2gzHu/qXNLXpy7rUG0rLamCtPy1xsMbAD72neQJT5Rv18LApm9zTcWV2dW8fkeR0PodU1NNZMCd3Ff9u1ctvQsnrG/QXXRPlzVqgJIaY2LAeY9PFH3GJcumcY/Kh9mRMBuyqrVb6PYbePG/kbeifmYy5fN4J69N/Pl5HLqpG9KGO+Aq+y/kvTjdSTNvo5rA5cQafMZIXaLkavi9xEw62bMn15J3KY3eWCck0qjchV0jQnh5YmCfisfJO6byxm88QnenhJAclSIOkBFgRLXzJgPs26HRc+qiKi8zUf7FZ1YlOwBW7hyeANr890kBRlaVKhvE8LTIHN5W/div1wwpAs5pdW8OG9bW3dF0wnRRnZ7I38rzP83vHuOymltbRGQilyfQFU90gMtiJgcKWXVLlbsLm7WXlXrRu5d1nyH3YuJd+3iP2fGcP3YZMamR/DAlK5cG5eBvTobUZzRbBdzRaa/8mk9e5cSUrIJ8fn1Ko/bXYtY8yFi2WsYK1vIP+7EZJVUN6S3hrvz/Esfgap3XVvWYvuUZMHEOJcqw1Homwxy2SxY8j9Y+7EyzIt2qvJdjiZhuk3C1+hzjioz05S9S+HjK1XIq8cFG76Eef+A6tIjPGtNu2PTLJj3GNSWw9YfGJEaTqorAzHrNijLUkb0steUkZhyMiB9BnY9dVWEufOwZzb/zSeQx3MXDeCFuVt56OsN/Lot/7C7mFtW41cKsJ7N2e3UyK6tgG2zm7fvXnL8+3KCYWhBiJOSvZirVa32Mo+FvPIav5c9EgorldFdW1tLwJ7m4pyi0DfJX5LdPLJr7u46qr1SlAkyi+4/XY2xcBu46wjc/DHDd76I8DpLI2QBw3+/FeueBSA9WDKXMHjh9cRKJVJqFi6mlX9E0IZ3wV2LoTiD9J+uY5Qzq+H9zg/fTsxvj0B1MVQVEbv4Qc4N29nwej9LJqFfX6mESV012Fe/QY+M94gwKud6mCijx09XY8laCh43tt3z6LHgVpzC+9uuKlJ1lDd/p679+VthzgPN5yeaA1O4Uzm1vaxqL6Jn9YSlqO/W1bwaTHvAZDRwy0npvP5rBouO4N6h0RwIHS7enijNgpmXqhxEUErOAy+FKU+qkMnWwBEF9nD/G5kw+NXYPFrC7GYGJoY0m7TaLEZkl2GIDV/4tcvEUXgwM7DkJwbG3ji0WgAAXRtJREFUhUNYCQRGI3f9hjvpMmRIcjNDu84Rg7X3DFVXszBDraiHJCvjrmBbM5ViseFzLCNuhNBIThRigwIadKQKjJEqvL+xQW0Pg+Auqj1uEHQ/XZVZsTiIiYpWBvZ758Lo2337WB3Q5PtDeqCwiRc4YZiqtW22q9zaHt58woIdKvqgIk/l2XrczRVot/6gDPu4Aa3yOWjakNoKWPaG73nOevrFOWDNyubbrvsM+l6gaq+bbRA/BFIngKsKzHY8zmgq40Ziz/BXuC8JiOMP765oeP7Fqn2ccZj1T6MCrQxJCmVfsb9x3y2mnYaxWhyQfoqqBNCYxOFt058TCENIF+U0jOyhhMvMdtj9GwaHCteNCgkk0mn1M7QNAuIjVdqBJTCM6oSxBGz+3O+4slE47fDUCD5dle33+kndIgjwKuYHVWQ0u246ts/CNOmvQBwRNXubV+WoyCOsZi/QkyhPAdYNM/1flx6cpduBUQAEbmzyOuDc+hkMOQ8Ac+GWZvdZ+/oPKB9xM+Zg1DW8yn8OIAp3qLrJTq/oW1MRTXedf7USzcEp3AFOn0N7ebabtPZkZJsCIChBVSGJH9zWvWmRcKeVP4xP448fruTb28YSFXhoCv4azcHQRnZ7Im+Tz8CuZ9V7MOLm/dbDPGxCusDZrzTPyT7CfBmPy01GVg65pVXEhNhJio0mIczBHZO7sXHzVtLMeVQb7OwijpQIB3tNw+mSNgmxXU2UZewAcpOnEWoyIXfORzRenTn9nxSa44g85WGYdZs3J9uIHP0nyk3hWGP6wUeX+cKQnVFwzhtqdbUJMigeTNYjOseOSrdoB/ed3pN//rCJp1bCgPH/Inq+Nyfb4qRuyrOYMxbB6U+qkLOfHm7YV+ZsQgy8WKnGb5qlnBnzHlchaUFxzSdwjXPqek4DjHChV3E8srvK9y/ZB7P/po5Xz+RHIX4o7Fvqa3NEKiPiUKitguw1SjgnLFmL5rQ3jFYlyJWzTj2P6s336/K4zt6CsysoXm1fvAdmvKqUjX9+pOHlhKHXsW3QXaQXbsFQqsZfxcBreWlLEFDZsF165OEbxiF2K5eMSGLtvhJ25Ksw3Sl9Y+gdd+jH2pVfQXZZNREOKykRjmOb3ycEDLoMdvzin5OdPObYvadGEZamal3P/buv7fR/QXRPAOJCbDx9QX9ufHdFQ072Q9N6kx6pwqgtVhvlI2/FnbvaLydbRPVsONzoGBeT0gOZs80rShZrZ0Y33/3LaGtB4M4RRY3RgRUQFqdynkuP3yZGq7qulmPBEhSPaHKvNFl8znwRnt7MCDaEpTY8ttmba2fIoHgMAd7fjKkFQ8Vg8i0YBIQoR29lof82+9Pt0LRMwbZmomenprSzqX14Guxb3m6NbIC+8cGM7xbJnz5cxTvXDNf52ZpWoZ39EjUt0zx07KhIPxmunw9l+8AeCeFHpi7udrn4duUOgkUVfULrWLa3km35lUzqn8YIWyYjNl2njDchcI+6HWPwbczdLYiNG4K5yxCQEo/bw6ZCyTjPNsTuxWSf/BylQd2Iy/gc59y/Ex43GPHjX3GNuRNXQCgGJJbf/0tI0ihY85F/nm95rpqYp58K0X0hZ61qFwY46T4M8sRSj4wOtnPB4Dj6xAdRV1tFSFUujPlTQzkN6YjElThCTax+vM9vX7F2Jp7eM8gffAceg5mYgh0w439KYGXi3+Dz632rGDH9IaIbjL9bTf5L9kFwrPo+uvrKipC9xt/ABhVGPONlFcFRz8n3qzz/g1FVDMteV5Ndj0tNzmb8r2OomFfkq/C5wFgVSdBZMZpg1C2w9fuGEPCCqjpkan8ITfFN8o1mGPMn6vL3kOvsQ0z5eoyN62EDhqWvkNB1KhlnziTYWEOpKZJgUU6vjaUE76yjpKqOYJuZM/vHNu1FAxXVLoqraglxWHBY/K95w1LC+M8lg8jIr8BmNpISYScp4tBE+OZuyuXWD1ZSXuPCajLwxDn9mNovFpPxGK4oRXSDyz71qoubtbr48aIoo/l17OeHodtkCE0GYEzXSGbdMpKswjLCA22kRIf4xkJNOc5fHqLylCeQwoAwWRG7FuLMWwmx6roXv/UDng7NI+Piy/FgImnvV4QsexcSX1a/KVsoMnEkYvdiXx8m/g3cKlLJbLYiR/0R8eszDS/LoddiNitD3Uqdus5+eo3PEI/pjyHYFwEiu56C2PkLOclnAR6iM75Cpoyn3vQw2EIgqqcvmsJghKHXYndXABGAVCv+6z719XHI1UqHA9R9eeQt6rNMGqNS1ipy8ViDdB7j4ZC/FRJHApBd4aHKJYlxtDMDMaKrNwLu+rbuyQGZMTCBR2Zt4K3FGVw1OqWtu6PpBGgjuz0R2UNNnBqLkPW7CBp5j1uN8FT1dxTsysnn9NB9GOf9A5G1klO6jMA97h5ysyxEzb5fGdgAUmL89WlIHc8okYF5wePqPI1mjLkbGDUaRPhw5p65iCd+2sWOvGImdDuPm6ddSV9XPtsH3cMzW7vww9YKukYGcP+wRxhqdUDB1mZ9koU7weOBqU8rY0+6wRqMqCzA4y474W7eQY4ARqYFUJGxDOtHN/oM48FXY9m1ADZ/A72mNc+BBfLLazl91UhcHsnNQ8ZyzoYPCKcUTv0XXPyJ+vytgeq7fK2RYWu2Q9pE+P42OPkBdXxroDKKm1JbAdYgOPt/6vXwdBVqfihkroSfHvI9ryyEb+6Ay79UeWDtEVetyqX94T6vIv9VMOJGCE08+L4dlYQhcO1PajXbaGG0KZwx72ay8LL/IfI2KmdDeFfYtxrXrt94oPYW7uwbS4+maQSALXclcRF9WFIWS+/M1whb+wpXWpxccMb9rHKOISosjLSolg3jtXuL+fs3G1m+u4iRaeHce1oPesYF+23TMzaInrGHZ6juLqjktg+VgQ1Q4/Jw1yer6RkbSPeYY2z0OiLVn+b4UZ7TvK2mDMpyGoxscjeS9PPfSdr6vXJCnvYP6OIN5a+rJLPfzby1NZR3lhcQajfw15PPYoLYTv06cpkxkG+DJvDkV0XUuN3cOOgkzgv+jYi6KjAGYq7MQ0R0hW6ngtsFRiNs+QGnN8XG6CpF5G1RhrerCkw2ROZKDC4VpWETdYj6CKW6Km+ViFxEmS9Evaiski96vspzv+ZgEILbxkxnWvkO6rX268rzyBz3NO7CXZhcFdSFpOCo2E1sbZnvc6qr8vXBbFeRF1UqVa2mqhSr2a7Shn5/WUUIjLqVmrJCWik57sSgcIdyZgCrctx0CzUedaWFVicoDqrLvCroMQffvo0wGgQ3jE/loa83MLFHFEnhhxhRp9HsB21ktyeCYuGC92D952pFttcM5R1vrXzsVibenYnp8+sacqhExgKMJXsJO/dtpfzdlJK9GPM2smzSx3y2206VG87tU8OQ7JmsSL2OP7yzghqX8qr/uDGXkupQnp7Ri/s3CX7dqYSw1mdXcvm3Br6/sSeJvWZg3OevWulJmYAhMJoNa5cwKy+KHaUGpiXVMtJYhD0pjhMpYHxPYSVzN+Uyb0seY5NsnDz8QRJ/e4Dq1Mksi7uSTzeUYQscxQ0hBhKj+yDqQ3oBLA4WFgVTUKEmZf9YUELE9Js5u0cghMSoP6tD6Qi8Ptn/jXvPgPWfqUnWlzep0iJdJylj3GzzN+hjB6j21PGHf4L1TpzGFO9Sf+3VyM5aBTMv8Tk7lryoQihPeUjpCnRWons3hPKPqHXz2Dl9Kd7+MWG/+EdQ2KyBnHPqP8iSVXRvvNINYAtFVBYS8MmlDJ32CvZlT6n2mjJss25k5GVfQFTLzorM4iqufnNZQ57s/C357Mxfzqd/GEVU0NHl3+WV11Ba7e8QqHNLckpr6N5+55OaIyUwRoVCNxJykvFDEPXh0ZVF8MVNkOnVCdi3TAmZXv8LhKfhCQjjo8xIXl6sRMYqa6u48dMdzLysB/UZ9UuDT+fumT4n8hO/lhB2xmlc4A3FNtSUQkiiym8u2a30CwwGDF7NDUNVMWz5Vv01wuA1xqS7Vq0sNl5lBmXoellYEc/Ds/c2PH/ghz1ETo1nivf5esdIzn5rE1IGAoFAFVcP7cVfhqViBAhJgt2LYXOjPoSmKB0QoMIYgnnHXAxbflCv5W6Ar29DXPzlgT59TWPcdSoCwBsuvizHRUp7yseuR3ir0Oxd5tNnaafEBtuY2i+Wez9by3vXDm9/DgtNh0Ib2e2NyG4w4W7g7rZ5/92/Qc4Glb8c2x9i+ux3U3PJzmYiJaJoJ4byfSp8qamhHZzAGssQLnx/Jy5PCQCfr4d3zv8jWQU1DQZ2PUt2FrGrjAYDu54al4cat8BYXQhDr4XVH4DBDEOuwlWaSXadk4vmBlJSpfb7fjM8eMZEzredOLlepVV13P/leuZuVoq3P2+CHxP781KfK1mTfBWXf+ybPH26wcDvlz1G4JKnMOychzuyF3tHPsyjs+r8jvnBqmKmx5VhzFqtDOygLiqT4cwXlCJ4eQ70Plt9JyV7IWm0uvmb7eoACYPhvLdUXnb+FiVqNeEvfsqoh0VQC/WAg7uonN5dv0HSiCM77pFSvFdNrMuy1QQ4fpDSCWhMzvpmYkGsfAtG3tiq4oPtjp0LIH8zGMxYonoyvscw8KjJNoOugOB4cNeRFzuBl+ZksjmnnNkX/5e4JY9g2rUQYvrBgItVLW1XNfbiFkoO7pgHaSe1+PYZBRXNFJ/3FFaxu7DyqI3sCKeFQKupoWQTgMkgiD7K42raJ7WVpVgmPaAE/Qq2Qsp4ROpJuN21yrgs3u0zsOupKVNh/eFpZBcW8f6qwmbHXZ1ZwXCvpMSP28qbvf7+6mJmjHRjMRmVEzFnjbp2OiKUtkp0P/CKrxEUp4TxEkd4V7IDYM9SpXsAuO1RGLudgYjrr5wFRjOUZuIJjKM+eeXjLe5mffh8m4cp3rT/LcWi2aVs5upCrjtZEGtFOVOnvQC//FPpBiSOhNG3QY1y3DpcRT4Dux53LZTuRXOIFGWoSBZvucxl2W7OSDO3bZ/2R2Q3Nb9s50Y2wOl9YvnLF2v5bl02U/oe4fxEo6GDGNlCiC7A20AM4AH+J6V8VggRBswEkoEM4Hwp5YlVp6k12f4zfHixb6UxNBnOfUMZCy0gAoJbaDRgsDiVoNUHF6oSPUIo8ba4gXz3405cHv8786sry7h+XHSzQzmtJhwm2WwCC4C7murCvQRkLlV5Xu46WP0Bdf2uYmtBNSVV/gbis3MzOL1/IvaADjHkj5qd+RUNBnY9i3dXkjnsbF5ZWeHXXuPy8OJaA7cNvZFv4u9iR6mBit2BFFbs8tsuPdyM4fu7IHkUbJ2tnDCWQBj+B7joQxWaX+uCjV/Bwqd9Ow65BoITVEh0t1Mhuo8qCxMYB/ZQjpjY/jDhXpj/T6VSHhCixt23d8JJfzm+RnZ5HvzyOKx8x9c24V4Y/ScwN4qfsIU03zco3ueI6Ixs+xk+ulSlBoA633NeVbWxT38C1syEFW8BsGNcH9bsU5PEmbtDGNHrQcamzFGOvx//2qCo7LEENk/9CG7B6eLFaW3+uzeIltsPl6RwB09dMIA/frCSqjo3FqOBx87uS2qkDjXsjFQKO5Y5D0LPM5XI497fYf6/KL/yDIJBiTY2WekGwLsKHWC1kBhiYUL3KGKCrRiFYP7WfMIcPs2QxBb09lJDjRilBzAq4bXstcpoAXWPnfQQ4L1Pul0Q09dPOJBh1zdUl7AGRyP7ngOfXt3QJuMGw+CrGzZPi7CxoEnRiPRI33Uq0OxmSIKDa3u6CJBVrCwL4cddbmyyErCpz+DTa2DcXTD2z0qT4+Mr4fp5AFS7DVhbED6rNjjQ7qlDJH+LErMFatySzYUebhvcDleyAcK7qSjNusp2f78zGgSXj0ji0VkqbLxe1V+jOVw6isXhAu6QUq4QQgQCy4UQs4ErgZ+klI8LIe4B7qHNloA7FnsLKimqqsVpNZES6VSe9l+f8w/lLcqAXb/u18j2RPbGPegaLCtea2irGfknpfptC4ZrZqubQEAwRPUCix13EwMbVA3RxFALY9LDWbjNV1rsT5O60i8gj7+OcfLBFhiSHMreoio81WUkhQTg6ncpbP0GFj2vdnBEIJPHUl7e3APfwtt2ajxNlxjq24MTcZPdvB0DttLdJAR05f/mVHDn5EhC7WaKKpWzwmExclFvG2K+C37/n1qRmP+kMmZfHKYmeaknqXJfi57zP/iy11R5MINRhY4Hx6u/o8URria5kd2hphRMdpjzoDe64jh/4Tlr/Q1sgAX/hrSToctQX1vcIPVbyN2gnhuMyjHQkvHdGaguU99/bSPHTuk+FeWSs86rOutb9ZONxu2367KxDownhVASNn7V0F6Veiq14f0JNlmVsYFSNRYp+085SI90ctXoZN74NaOh7eaT0kmJaB1DeFLPKL754xiyS6qJDLSSGunEqNVpOyU5tjRMXU7CufaThrZ9Yx6jzhyrjOywVKVF8cO9vp36ngcRSj08LDiYO0/tzl++3Mj2vAqEgBkD4+nbxedwPDmultccFgoqlEiY3WLkih6SBh29ynyfgQ0qOua3FyFtEgSjfm+LnvXv+O//U6vbAMW7ET895FfSUWQux5i7AeL6A3BuSh2frvQ5uINsJqYm+BwHw0PLGZU4m5CFL4L0MC4kmStOf5EQKoFwpa/R91x/Q3/sXRCWDkCpCKRk2AMkzrut4eWKhLHkWpMIOfBXoKknf4tyVgPr8tzEOQ0EmNrpdcccACEpKmQ8ZVxb9+ag9IoLJiHMzluLMrhhfNrBd9BoWqBDGNlSyiwgy/u4TAixEYgHpgMTvJu9BcxDG9kH5fedhbw0bxuLthfQMyaQP0/uzriYOpXL2pSS/Ydu7ax18nrpNC6YMJpQVz75pmje3x3KrZUmkqp3qZv+yneUgvJpj0HqSUzpauPN3/2N3qsHBtKlLoOHe2Wzpn8fCqskyUGCAVkfgPliBsRVszDXzTuLd9E1ysl946KwmQSsepWyaW9AeRYII9jDCdzwAb1GPNZs9fvWieknVPhmaqSDUakhLNpR3NA2qEsQcSKfswfGs2i7b/XAIGB8r3jEVxcxLHYgr134JEV1Jl69oBv79u7GIyU9TVl0r8xU5d5ePwXqNWbdtWrF4uT7YdM3UF3iX4u7nuoSeGEI9L8IRt3aejnT4d1g/afK4K8nIESJCB5PqloIoHHXKuO/MaFJcPFMyFylHFtRPVUodGelukw565pStFs5HJo4g9LKltEn+mTW5VSxM7+Chdvy6T5sMmJGN5zlGZQaQ/kqN5JR5nQiZnxFSNkWLFYr1sShBxRytFtN/HFiV07qHkVWSRUJoXb6xAdhbaUVCiEEqZFOUiMPTY1c03FxhkbzVuitjE88hyB3EdnmeNa4krks1KudYjCwL2EqVVNSsJbtpjYgAktcH7rYQwCoranhg9/3sD1POZ6khM9W7OP0boF092ZQpAVJPh61m3Wk4ZYGepn2kRZoUmHdgHTV0MyUKs9R0URqg5avwx5vhFdNWYv3dk9NaUOESO/1T/Lp+Kls8CQiBPQSO0nf9C70V87EsPJtiBUvNOxrKM4g9Pcn4QxvFFNZJtSUKyeiOUCVW9z9m6pqEppMrLmMD+p60nXCB8S59lBmDGZBeQKnGzxoDpHcjQ0pAL9nuegW2k5XseuJ6qEcrB3AyAY4f3AXHv1mAxcNTyQooJ2G4WvaNR3CyG6MECIZGAgsAaK9BjhSyiwhRNSB9j1mFO1WisHbf4aU8X6lPNobW7LLuP/LdWzKVgqgq/aWcMsHK/jwuhH06j1Drb41pl4RtQWyCkp4f10F768LAOpDNcu5cFQpSZufh/oSPAXb4P0L4IaFDNjzHh+cMZH3dgRQ6RJcml7L8IyXIPQCPNXFZOZnsabAQGhCHa6KYipqPPx9cQ3ztymjcF1mKVd/Ws6cW+OITxhC4Cfn+/VJTn+RbtGBvHrFED5buZfdBVVM7R/L+G4nlgJvsM3CY2Ot/JAUy08ZNQxPCSMp3M47OyvYXVTIPaf3YPH2AqwmA8NSwvhxYy5jghMw7l7IxOFbwOyG4iwG7/sGbKGqvuUvz8HZr6qVmvIcpRieMh7s4bD4BTVpm/SQCtttPIGzh6sc5dAktarpccGUf4OpFW5aJpMSCHREqzD10BSltJo06uiPfTiEd1URG9Ulvraw1JYrA4Qkqr8TAVsQ9Jruq5NdT8o4XPYIjBW5SljGa2xHrv4Pz54xgfezklmbWUrf+GAK60y8UxDLyt02kiMcJITauPT1ZXwysZgu826Fq384pEoJoQ4L406w64Cm9amqc5GSksanO0PZkFXK+G6RxIYGUOfyYDUZKSkp4abPd7I600P9fTHQmsHX1weTHB9DcXk5C7c3d8ptzKujvkbD6ppYekQXk7LuNXBVU933IlbWxlMfE1MR0gOnwehnSLu6TsETlIQFKLfF4gyKV1Ej9djDKbfF4wRqrOF4ep6Lbd37vteFoDykF/V6+DL9FLp9ewvdGvVRntkoSqkyv9k5iN2L8bhqlaFemqmuc2XZSo8huo/S6ChXKuwmBJPNa/ilphvPZPSlf7ibs6KySTLUHtL3oEEZ2QOHAPBblpsBUe08rDm6N2z5vkHx/uiRKprJZIXmbqejJj7UxoDEEF6dv4M/T+7e6sfXdH7audvLHyGEE/gUuF1KWXqw7Rvtd70QYpkQYlleXt7Bdzgcqkvhu7vgmz+reo/f3QVf3aYURtsh+4qrGgzsekqrXGzMKlMqz4OvUhcsexhM/jsHCruNttRiNvpf2BwWIxHGyuahs9IDOeswhSYyfM45PFd5L6+6/8aEuWdjc4aSHZDCNUsT+OeiUr7fXMyffqrgVTGD3a6gBgO7nuo6D2uyK5FJo1SdTbNNGTgT/4qM6sX23HJueHc5S3cW4fJ4ePjrDfy8yT8/ub1wLMdmkrWCAXEBnDskga9WZ3LHx2v4dGUWYQ4L//x+EyVVdewrruLRbzbSzV6pBHviBsLyN5BbvlW5cnVV6kb+419VHpXFqYTNstbBxR9Dyli1EltvVH9xI0x/Uandgipfc/Yr8OP9MOASpTK66j0VfdBaxPSB4dfDlbNg+vOQNqH1jn2oxPaDc99sUNCmywg468X2q3J+EFptXJrtkDxW5e2bApTDZtLDuCO6Y/r4MsTCp3yOGWGA7lOIDPDw4wZVJumzFXu597O1fLxsLzMGxbNwaz7//nELFbVutnliKZn6CgtKI/l+2WZ2bdug8lQ3fgNrP1F53JpOxzG9nx8CeSWVPP7dJn7ckIMEXpq3nYXb8skuUalWe/JLWJ3pL1xWVuNiZ573vmsKoF9Ccz2TqCCf0RFWuQPHZ5ciijMQVQXYvriGyMrt1NaocO1fK+LYevKreEKSQQgq0qfxXcwfyKxS6yabq0JYMvwF6uJVOcS6mIGsGPM/1lUr8c9dVQF8G3IRZT3OVykrQfFsn/gy8yt8aTxbQsaSM/RulWNuDSRn+F/YHNzIedlU1BEgfig1QuWW1zmiYed85YDdOlvpdJTswRUQAYDLHk54RBTnF73Mh5ZHubfsMXpYCygL6JiS/Md9XHo8qkZ2SBJuj2RFjpse4e3cyLY4ICQZdi85uuOUZakFoffPV9o/H14Cv78CtWUH3/cwmd4/nrcW72qm86PRHAodZiVbCGFGGdjvSSk/8zbnCCFivavYsUCLlpSU8n/A/wCGDBnSusmaBVuVZ64xO+epdvsh1vs9jtgtRixGA7Vu/5CswAATrPhIqVROfwncNfDrs0osBaCuWq1I11Upw8ERQaq9kicmBnPPz6XUuj1YTQaePNlJkrVS5Z2O/z8l/mJxwI75EBSvwtySRsGuReq4Ub2QYSlkVRrZVeSv/vvGimJOG2LAaTU11KCtx2EG8fPfYeyd0PsclRNcmgUr3iaz290UV9ZRXFnHjnwVkvfMnK2c1jvmqJWEW5tjOTY9gTG8Oj+f7nFGMgoqAdhbVMmALiF0jwlk1Z5iAEYnORjPMuWs6D0DfviL8glf8RXsWgx5S5QT47THVFkWg0mtGBtMUFcDVqf6/KVU4/77+2Ha02rFWrph5qXQ+ywV3XHOayqcuygDEA2iLZ2C9IkQ9QlUFqjc85YmoR2EVhuXBoMaAwFhcNkXarFh68+Ikn1w5nNqjNSUwMDLkeHpiCUv4Zx9F/83/L/cOaeYGpe6rlwzNoXnf9rGvmKfZkSlPYG5xnRuf3cVAM+eEkjihj8hCrxqTWabqpl+gGgcTcfjmN7PD4GCilqVRz1IGaR94oL4bMU+rhiuntstJiKdFm4aaCHZUkKhDOSZlW6cVmUA2QMsTO4VzZac8obxfGrvGCKdvulYdOYcFVLbZZi6rgZ3IWHTa4gBkwCocgvuXhHOoye9TIixliWFNv69uJQ3+6j7ulW4uOUXD09O+jupI6vZXRXAn34q4z8z1H3UbrXw9HIXHzov4ezhl7OvAt6aU8kDZ/qii575vYx1+4Zz9YCxSCl4fXUtQ4rLeValVOPBiLHvucqhBWqVuvd06v3uNaUFmCvyYMyf1XXAVQur3qOqvJjASCgryif0m9th7J9UVQhXLeK3/+C2RENCr9b/4o4xx31cFmeo+7LFzsZ8NyFWQYi1neZjNya2P2z9UVUXORK2zVEGdeJIGHW7mn9UFqqyt1/cDJPub8j7bw1iggMY0CWYtxdlcOvJXVvtuJoTgw5hZAtVqO41YKOU8qlGL30FXAE87v1//Ass7kdgCtk+84rSowO4flwqL8z1yYae2juGpHAbjLsT3p4OW75TLwTFqxt9RT4sekHlWAUEQ8FOOPURTOHJTBMv0HdiDLmeIGJEESmGCkTkDXDKI/DVzcqYEgYYfiMExiDXfoxwRMKEe9RnV7oPNnyJHHVKs756JDgNLu46JZ0HZm1qaB+bHk73UKNyAPz8MOzxekW7T1GrpR5Xs2O5PB48dVVwAumWegoycLkdfrEIHglr9pYwKi2cyb1iCLMZ6eEoJ5CuYDgPfnpEjV0hlGJ2//Nh7O3KUdJlGO5tczF+cYMK+TNa4KT7oP+lKqKgXoDOXQbLXlUr1qBy8rLWKGMb1Mr3uLvg4/FwwTuq1FdnISiuc5fiOlzcLlXqaN0n8Ms/VNsZTyM2fKbaQNVKH/tnxKr3KRr3MOVlJbjKDLx6YTcMWauJtlSzzVTkZ2AP7BJCRICH7hESh8WIyyPp79noM7BBOQR/eRIueFsZ3BpNKxBkhukD4sjKyaVrCGzIMXDbpK7YhQpzTnJ6+Ha6IPK7K9Xk3xTA+AlPYApWE3+nq4QkYx6n9IoiyGbGaDCQkVdGmiEHJTUD1pgeULIN5j2u3jRhCIa+52HwKp+lhwhe6b6U8C8fA4+LGUFxDD/zNaRXYyDFWsas0yoI/+EqqCkl1uLgq0nPYAlQ6RIJYXbumtyN2z9azdI96i16RAfSN86nKeDxwN6iah6e7xM7G5zkE2fzVJdgLM1S9wCPS+V5L3waT7qqpO0RRhh6jdLLqKtUztVxdyLrAyglah6w8CkVUm40w/AbMVr0b/WQyNnQkJb4W6ar/a9i1xPdS0V9lmeD8zCjFla9D1t/gGHX+TuxHeEqLSl7LfzwN5j8sErhaiXO7BfP37/dwDVjU7BbOoTZpGkndJTRMhq4DFgrhFjlbbsPZVx/JIS4BtgNnHfcexaeDsnjIGO+ry1hqGpvh4Q7HJzRN4ZesUHsLa4kwmklPdJJ95hgkCPh2jmqlq8pQHkcw9NU/Vl7KGz8Uk0aes9QYWCDr8I0/Fq6Zq2ia8k+CElV4cbVxfDLY1CyR4XPVhbAb/+BhGHUdZ2C9aMLYYPPH1I341XCTbXEBFnJLvWtZl84KIZgs4vFOwu5c3J3qurcWE0G9hRWUlpdQ/TuxT4DG2Dzt4jkccRGpjdb/b5liJMYU5OSKp2drJVc0W0Ea+uM2MxGqupU/t6rC3fy7/P6U1nrIru0mrrQYJxL/gu7f/Xt23O6UgFd9hpc/iVZgX3wZGwhbt7foe/5SsBm31Kl5h3bX61W9D7Xa3yb1Sr36vdV/XKzHdZ+5Dt29hrlyY4fAp9dD9f+DIHNS7hpOgGuasjb6HtutoN0I+oNbICsVbD9Z9wDLuG8r2vpFRdDRkEF4Za9PO/4CufWz0mIGcLHp93GdncUIWHR9JZb6fLDKXgCQvj6lHt4aEMcjqrM5u9fsFUZ29rI1rQSgVYDkxwZ9Kj4J5bdG7kw5XSWczVOk9JZqKosI/LHm32lqVzVRPz0J0pjvwOSoaaM4Svuxtn9ZrLMSZg8NcwIXU5iTgX0VJU8jNIFjWtI712GIXlcQz3kNHcGtkWNVLtLM4lecB/isi8AOzZZieOHm5XhC1BbQcSPt+K57LOG55Py3uatC89lWwkEWQz0Ne+lW/UaQKn0nzckoSFto57pA3wOxBxnLxKyVqsKJF4Kxz5MnSGUAMBmd8C8x1R5TVDzggX/xn7VqepzDAlBfvUGosxb7cJdB4ueI+DSkw/zGzlByV6jdE6ABXtd9G/v+dj1GM1qnrjpW1V+9VBZ9QFs/0ktrlhbqHEHqmwdBpjzEEx9WtUQbwXiQ210iw5k5tI9XDW6Y6aAadqGDmFkSykXsn9Vg7a9IttCYNqzymjc/B10nayMUEdEm3brQPSMC6ZnXEs1roUymGL7+7dXFsDs+33Pl7+hLnTVJeCMhPRJ/ttnrVHllCbcB5krVLhmcAJU5LI+fCo9znkX27r3oK6amr4Xs9YyiDBh5I0L0/libQHLM2s4q1cgoxMd5Fe4+H59Lt+vz6WRPhLXDQlGZCxofg57fiO911l8cEoNM/eEsa3UwAVpdYyzbQNH+wvfP5ZURQ9m2PxHMfV/kOcuHMCXqzPJL69hVFo4EZ58uhfPYU+XM5m5KpOeo/9CaOxXGLJWqTIwoclKrMpVDSX7WFuWTKzdyc+9X2HB1gK6J17KhAkOBs8cqlIJ9ixRNTBNNhUanjAUrpiFe/P3GHI3Nv/xZixUqxxbf4DyXG1kd1asThh4GXx/j3oe3VutNjQlYyFZva5nW14G2/IquHF8GhW1LuYE/4GJcQMI2vkdQ0vnMLTLMGTxT4hf/gmAoaqI1J9u4NaJ75MlB9BsSjXgEqUvodG0EtHubOLmXdVQli5o8yeMqswlL0kpbbsqS9XKbGOkB3ep12ANScLY60z6sYt+ez5TOgXh6RA50Lf9nqXN33j7zzD+bjAHYKvc1+xlY9ZKqCoAe4gqY1jTJD/VVQ1lqg/uigIcvz3JOM8TjBOGhsi7minPYU1VRrbVZOCZCwfw1cpMhIDpA+IJMPlkfPaaUhDTPyJs84dYS3ZQ0usSVpsHMtquHAGiLNNnYNdTVaRWMKO6Yaou9nfAeTFXFTRr07RA1mqIHUCdW7Is283FPS0H36e9kDhCVZ/pd4GKkjsYm76Brd8f2MCuJ6Y3VObBvH/A6f9SDv9WYGq/WF6ct53LRiRhMhoOvoNGQwcxsts9Yakw5k8w6jaVe9TZKNzZvG3jV2r1sqpETZrLMpUhHdNXeQ8TBvnXx7SHwdmvkhoXwQcrerLNfDdmqyAkz8Ilw+MIL1lPydovGBM2gZ7BDpJFBnG7tpLT7SLiggPILKn2i8x3GyzKkMtc6dctETcA7OH0DYO+W/+Ox2LEUJ4EA+9oHTXrDkRpeH/oeQnRNbvYUBrMmPQIat0eEszliPJsfjUMIrGmjAdNb2JduAeDwQCxg2Dzt0rIKzRZ1cGuq2KEYQlrCxN54KtMPBJ+3JDDl6vtvHjeL/RxbYKPL/e98er34KKPIH0ixqTRsOKt5p2LHwx7l6vcZXcdrPkI7BHqfduxg0pzBPScroRqlvwXSjOR/S5o5nSRCUN5ZIFPy/KlX7Zz3uB40mLD+T1/BLEDhtJl79c4bRFsMvdm2ylTcVoEvdhJzDeXk1Cxjg2hk3Cf9gTGXx6H2nIYfA30v/DQ+iiliuDJ2wwWu0ppaI1a7ppOR3D1bgpTp7Mh+kzyXQEkm0voueEZwj2FQBJ1tnBVUaGykbEoBB5nrHpsMKhQ1y9u9L1uccIVX/ueJ41S10GLXY1N6VFlKk1W9XpLjqOoXsrpD7gcsVjMdhWmXY/RjNsZhwEokQ6cMUOwZC7xS22rCIjG+w7klNawK7+CU3qpsNxN2aWkRfoMIpuo4ZXtIcSE344nVOKplEQ7jBRX1xJltqmolSYK6FgDkcI77bSFQVgaFG73Pw97eMsfvMaf7LXQawarct1EOwwEdYR87HrsYRDZXS1ODbj4wNvuXqRSz4Zed3ADu56UcVC0C1Z/oJy8rUB6VCBhDgvfrM1i+gB9b9AcGtrIbk06o4ENStCkWVucCl1b9Kx/2a9THlHhxL+/4r99ZSGU5xBit3DNmFQyi6vwSElcsA2DQVCYVcUjBSfzxa8VQDVg4JlTh3O6LODJaSlc/9FWymtcGATcOSGOQLOktufZmHcuQHi94TJxFDXxowgwW6DXNOgyHENdpcqRrZ+cnEBEhwazMOo0/jhzDaXVuwGY3j+O9SaYudwFuIBKHj/5Ci7YewOU7lHiITF91feVdhJ8fiPUVRIEDAvrxqPj/8V989QKzu7CSoQtBOa+5v/G7jplqKdPVNERiSMh/RRV5g6U8d7nbPjsOqVE/u5ZvtJXfc5R3meHnmh1GoLj4OQHYMg1YDCRl59HZNrJiO0/qdfDUpG9ZjBgi5vZQukG9I0LIjUsgDPf2NJwmFtHn8dIdwhXfLCZOrfyuA2MC+KFqe8TJQqYmB4LQTeo3767TmlKGA/xFrdrMbwzXdU2B5UnfsE7J06pNc0hUxOUwqM1F/DZDxVAFWDhqcmPcXagumZV2WIoOvV5Qmddq4xcg5HS8Y+QH5BMOKjKIwue9D9obblKm4hX4eLE9FGh1vUluAKC4aKZ6noKgAEGXeFzYNpCYfCVUFsJ9nDc0qB0L355XJU4Mpph7J24pcAMYHGyecC99C25VmmuAIV9r2GfrRuNzff3l+6hsEL9JiKcFu49vUfDa4XVHpbtKmTdPuUcMxsFfzujF66qCgi0USFtBI+9AxY8pXK2TQEw9k4qhJ2Q+nMefgPM/bu6/guhqpvsT+dG46MiX31mQbH8srmWvhEdcO6ZOlE5Xruesv+w7uzV8OtzaqwfzpxAGFRE6eL/qPlHK6Vvnt4nlpfmbWda/zhVelKjOQjayNYcnMSRyjAqylDPDUaY9IDKuV74lP+2Pz0EyWP8vdf1GHw5Q3Eh/jmSm2vC+WLTDr+2B+ZXMDg1hlGLruXHix/HjQlhMBK5+r9UlF/OQ6stnDL4OQZYs5DCyPySKLK327ihPmXmBA9BFqX7mLUii9JqX256apSTp2dv8dvu4QVljBxzI0mL7lPfUf8LVajhinf9VkLMhVsYadyM1ZRIjctDhNNCKlktCs01GCugPNbTnlcrha5qpSRbXQJXfQ+fXO1fW3rdpyokzONSBpJe1egcGIxqkm00kW1OJHLoDTDkKvXdBydgqK3m6rQqzuzfE1lRQJUI4Ix3/K8Hwc4A/jFnT4OBDbAys5I17iROT++ujHk4fOG5mjL46UH/MZu1SmkSaCNb04St1SF8ttE/XPvB+WUM7RlAFyA+1MFnO/owYMa3BNdkURMQwfdZTs4LD/FuLVu+PzZuy1joX+O6ukSJPnUZrpz5NaWQux4m3Kuula4amP8v6HYaAFZXiUrrGvVH9X7CCGtmYolTIelhTisrA3vx2ZAPGBZeQZnHysfbTVwT4XOor9xd1GBgA+SX17J2XwnnDFYVIfIqPA0GNkCdW/Lekt1M7NoHgGwZiqioJmjsHarCAIKCSjeFnmBlZONRfR58pXLYG0wqfShN52QflMyVquSqMDB3t4uzu3XAKD1HOCSNVE6YyY/6zQ8BdQ2e97iajxxJVFFAEHQ7VZWOO/O55sc/AgYmhvDRst0s3l7AqHQdcac5ONrI1hyc8DRVfidzJdSUKy97bH/IWNDc6+xxqcnq2Dtg9t987RYnRPfd71uUuJrnE5VU1VHusULXU4hb/QJsnwsR6dD3fKoMgnU5Vby3vATfMM7j3IGxR326nYW6ulo2Ffqr3LualG4DqKx1Ux43RtVFd0YrWdngJFg9s9m2jsp9BAakUlNey70jbNhmXqBKZjQSv0EYoMcZ/jsGxaq/xuRtUsJUjel9tppgfnSZyu8++X41cbQ60XRQynNhzUxY9ByY7fSb+Dc8zhhEZTV8e5dy5NjDsY67i/hfn0Dkb6au+5n8a+KF3D7bl1caH2RhV2FNs8MXVHN0KxW1Fc1DVqF5Xq1GAxRXNhfQLK12UVGjxqbRIDgrsQqx4EVMW7/HHdOfKyY+gMWbq4w9TN0fv7rVdwCTVaU/efHkbqLZ2mTOOnVvNQQobYOC7coRVM/YO5UDEzCYA1QE2vx/+V6P7oOhUf7rhOgqPLu+xPzde3iC4rn35IcwB/sivnYVNAo1b6GtxtXcUbCnqBKjV2QwLDiItz2nMV5kEurKJd8cx+K6WC4N84b8BidCvwtVqdB67OEq7F1zYPYth7BUcio87C7z0C2sA65kA6RMgJVvqWjIMbeB0aqcTZu+VvOP/heqdMwjJW6gWg3f8IWKkjtKDEJwWm+Vm62NbM2h0EF/mZrjTliKCvEdfLkKaTMYVa1kW6j/dkHxqpbygItgxstqFXzQFXDlLFW6YT9EBdsxG/3DbwYnBhPpMCB3LVK5OzWlsG8F/PQwdrOB8/uFNjvOpK6HmLNzAhDgDOX8rv7eWyEgwOz/s+8R7SDIbuUHx1RKDcFgC1I10fud3/ygiSNJDHNw8bBETo53Q0W2MrDP+i+kjIeup8IF7ynF/YMRFA+Jo3zPrUFqnP38iDLMinfBp9fAnt+P5PQ17YXN38GPf1XfaVEGfHoNBnetChG84B3ocw5y/D3w08OIfUuhphTzmvc4bc8znNbN93ues62Us/o0/80nh9tZtC3/yPvniIJ+FzVvbyoAqdEAKZGBWJoIHw2IdxIbGqSeVBVj/vpWTOs+gppSjLsWYPngXCj0RWZUp0+hYvpruJPGUtP7fCou/spvvFWmTG72vhW9LgSztwRlRFe4/CuVp9pluFqpG3a9L2VNGNWK8LDrlPE+5BrodZZqB3C7MP72IubfXoCqIgw56zB/eL4SLfVyRt/maWKn9/G19QxvvkZzVp8wIhxqVTUyOpbT+3dhdnkqt28bwG81yUzpF0dgiNc4MZpg5M0w9RlVD3zYH1Rd+/CjMKpOFHYtgsju/LzbRf9IIyZDBw1dNhig/yVQW6ai2mY/AJ9cpRZUhl1/dAY2qAlPjzOV5ktFXqt0eXR6BBuyStmUXXrwjTUnPNrI7syU58K2n2DtJ0qJ0u0N6y3PU+VBlrwC67+Agh0HPMx+CU2CC9/3eZ7jBsH5b6sVS0ek8kJe8Q1Me055FA9AboWLu0/rQUKo8oIPTwljcu9YzBXZiJ3z/Teuq8RdvI9JdfO4aVgIVpMBh8XIfWODGVHZguL4iUpgNJP7deGS4YlYjAacVhNOs+DVs+JIDfd+zkmBPD2iArFzLjfP3MA8d2+VKzX2T0owZOh1KowvIASmPkNUz9G8d+0w/nF2X0Ii41VppFXvwazbVV1KZ7QylGvLVZmupa/Bpu+gtIVVQWsgTH3KFx7Ycxpsm9N8u60/NG87HCoLYetsNd7XfQZ5Ww++j6Z1qK2Epa82b9/6IySPgsTRMOR6qi1h/iJNQEDGT1zcTU0eu0c7ubBPIFcPCWNGnzAMAsIdFp6clsbna/O5+q2lLN5+hIa2wQDDroUBlyrnoT1MOY0Ocs3SnJh0TYjl9Yt7khimDN5RyYE8Mb0bwcHeih3Fu2FvE8dgdbFyXHqZs7OWQZ86uKzuXmZkXsbwt0rYlOOL2phVnEz2iL+qCDCTlcIBN/N5VX9qG68eG8yqssfIPyqHd2NRKFuYcoDnb1UCZIXbICDQJ5hWlt1ckNLj9lP7ziuv5dIRSQSYDdjMRi4fmUROoxKbferW8NypIUQ4LRgEnNUriOsj12GuzG3YJi0pkT9PHcyH1wzhD6cOJKlLk/SLoFiVNnLldzDlCW8JJs0B8XhU1ZbInnyzvY5B0R2kdNf+MFmg73kqHz+qh3fecU3r6bI4IpSa+ZL/tcrhLCYDk3tF89K8FqKfNJom6HDxzkpZDnz9R9jyvXouDHDRB8qAWv2Bfyj3wMtgwj1KHfxwqKuCHb+oFeoeU9QNfc/vyiNv9OYIGQ/tBlDrMfDU7C1M7RdHVJCVdXtLeP7nrcy4JllNNGrL/bZ3m51EF6/kjqHDuKVfIMJgIEDWIvYexYpWJyQmrgsJIdVcMyYFq9nAsKBi+lUt4eOTEykrLSZi30c4f/yKbeOexeWRvL4wg3FdIwkxo0K3+p6nVkBsoao0BtCQTR+WqoTLPr9e5VqveFPlXgd3UYIj8/7h68iIm2Dc/6l6642J6qlWM8uy1SRx1h3KIdSYw82xbcqGL2DWn3zPe02n7qT7WVURRnWdm/QoB7HB9qN7D03LGMwqrzl7jX97fY6d9IDZQoClhZxCi5MBUTDv+q4Eb3iX0M//C64a7r9sDucP6kVRpYsnf9nHjjwlxPfrtgJGph1hCF9osqqrOu5OFbprDYT8Leq6GZ6qrkEaDSAMBsb0SODHoGI8VcWYQmKxRDVKhTHbVNhz3/NUmovHA2s/ahhDJZW1PP/zFp45LYIhznxcRhvPrw9ixa4iesSo1fCMCgvnrh3ENQM+xGKQvLXBTUqEiYbYotwN8MN9sGNufadU5Fh99JEzQq0U28IhPEUpLXs8vsgzk1U5wkv2+J9co3GeX17Lr9vyuWJkMgDfr89mci+fzkmAqGPa0ksZNuAaagIiicn4EuvabBh+lt8hdxVUUFBeS1SQm4TQ5tfZ3NJq9hVXERRgJjnCgbGjrsoeL3LXQ0AIJYZgVuSUcXW/DlS660A4o9TfsSBlnEpX2rdcVTY5Sib1jObPH61iT2ElXcL03EGzf7SR3VnJXuszsEFNZr+5A8553d/4AVj5jlpFrDeyy3KVkdzUIGpK3haY/4R/Xvbmb5UqdVTPw+puoNVIz9ggPlrmu+nfOD6NImME9nF/wznn7ob2msTxEN0HjyMQ488PYs9YqF7oNR3PiFt0eEYTxnSN5M8freTloTmk/nAn1JQRbgslfNydsG8+ruBkfqtKAsqpc3vweCRkr4Olr8CKt9XYiR0Apz2uhErqMRjUuInqqUo0OWNUGGPmCljwL/9OZK1SRktsf1/IYz0Wh8r7Bxh1C2z7QQn5gJqspp9y5Ce/byXMeci/bcOXGPqcy/nvGJES+sUH88hZfejfJeTI30fTMiYzjLpVrVzXC4vZw9UKXMk+lQZSloWoyFdhr3uWNOxaPuZeAst2EhRmBFEBSWNgx8/I3Ut4dG1/1mf6h+vVtqA3cHh9tagojMIM+PoaXwRF3/OV0OPhOiE1nZPqMlj9PgFzHlCO5sAYmP6SqqYAyvl4xr+V3kBFnrq+TbgPwrsDSj3/vdPNhM+9HZGzDoSBR4dcw/aQqxreoleskw+WunlovhrjVpOBa8em+e61ORuUJkr3KcoJmbEA5jyoSiBG9lD3/1+fh37nqet3eBose1VFnTmjwBkJpz0GMy/1nVdUL7/ojfOGJPDpir28PF9FujmtJv/SRXGDwB5JzDLvtV4IuPCDhtVyt0fy44Zs7vp4DeU1LkLtZp6/aCBjuvqUpFfvLeamd1ewr7gKq8nAX87oyXmDE7BZ9NR0v+xcADF9+WFnHX0jjdhM2ilxUIxmpROz+EWY8ZIS2jsKHFYTE3tE8d9ftvP3GTr6QrN/9JWss1JV1LytdJ9SKa2rav5aZb5a/V7zISx+QeXHTnpQTYbNtubbA1QXNRc+c9f5q0UfItGWWvonBDO+WyRVtW4CA0xU17pJMBRjGHAxpRHdMeRvRjpjIG4ggeGxyBX/VSJZJ/1VKQQvehaROAoShx32+3dm+iaE8Om5kQS9fYHPeK0qgvlPUnzG/5i128oDC9Vq4GUjEglzWmHralj+pu8gWatUeGFMX38RMqNJGdmNnSpVxWocgLqZnXy/yrF6/zxIHqsUcWP6tNzZLsPgmtlqNdtoURO5yG5HfvK15SpUsymVRUipVj3X7CvhvSW76BkbhMWkXTStTpfhcO0c73dqVRP5yG7KwK6rVCsMoLQbhl4PYSnIogzMtiiEyQDLX1fh/lE94dTHCFvyXy4b8SX3fL6+4S2MBsGY1hKi2fCFf4rC2o/USsig1qm3qungZK2C7+/23fvKsuGbP8NlnysnTXmuWmWuzwGtrYA59yvnszOcULMbufZVZWADSA+Gpa+Q2mUEoKKF4kQ+V45KBsAtJQEmIzHkYSEKMEFdtVJk3vyd+l3FDVKpOtXekPOqIijaCYteUJEkJXvVtbCq0Hce6ZPh6h/Va+YAiO4DIV0aXu6XEMJnN45ie145QgjSIh109660Aypd7OKPfFUjQrooZ6yXHXnl3PbBqgbnV1FlHbd8sJJZt44hIdROSWUt9322ln3Faj5S4/Jw/5fr6RsfzMDEgzj4T2R2/AyxA/h0bR0j4zp4qPjxJLKH0vRZ8xEMvPTg2x+E0/rEctcnq7l1YldiggMOvoPmhEQb2Z2V8HTlWW5sBHc9XYVFhqcpZdJ6LA6I6K4ml7PvV23lucrLfcUsSBnb8nvUC581NuiD4pTw2WHSy5rNlNQQPt5Ywba8Sk7qGsoZMcU4HCngDMLW4yTgpIbt3WUFGCO6qZzwzd+p8LdLPoHCPft/kxOYoLo8n4FdT1URLmFmbq6dwUkWzh8Yzbj0EPVa7obmB9k5X03Iony1UtkxTxlAFXlKBTx2kFrJCYpXTp2Bl6qc3Pryb5tmqVWWa36AwBaU4IVQq92tJToVkqgmflmrfG1GM3XBKYAvB3LR9gLyymqID92PQ0lz5OzvOy3cAS6vw88SDP0uUCtym2chUsZhDemC/OE+xN6lapvdi5Ui/ZCrmBjv5t/n9WPmsr0EBZi4ZHgiI1JbIYfP7VZjtCnb5mgjW6MoymjuXC7aCaWZXiM7Rz1ujMetcrWje6vIjYzm2iGGvE0Nj/vZi6m1FfPGZjPVHriym5vB1hIwe0Ndg7vA3t+U46k0U11zpVSK3aDuzSNvUffFvM3Q/XS1oh2a7HtDd7W6d++Yq/ZvKjLldtGjbgM9sr4CDBAyDTyD/Ush1VWoPO6iXdBzqjK2TWqVMKukull0SXFlHTkl1SSE2skvr20WjQKwp7BKG9n7w1UDuxazp+tVbCxwc9PAThIqfrzofoZKZUsd5/utHCHBNjPju0Xyws9beVSvZmv2gzayOyvRveH8d1SIeHmOMoAmP6RqK059Vqn9Zq1SN9bJf1elsT6/vvlxds4/gJGdBBd9CF/dBvmb1CR66jPNSzUdCrGDGFIyi0F8S3VaEvaibdD9JghqrnAKYAwMRwYEIWZe4pvwrHhbGd2a5jijlYBZ45rWFgcR+cv4b9BOXPFDsSWHQ5hXvKelkkhxA5UScz07F8DMy5TqO6gyTdOeh0GXq/zA7+9VoiP1BnY9xbuUgdWSkd3ahCapMPc5D8Ke3yC4C/KUR7h1gf+lr19CMGH2DlhrtCMTnOAbG5d+DF/e6HP+rf8cOfxGRL8Lod7IBmUURPQgKjaJcxJMTOkbh8kgMLdWBILRCKkT/N8TIGlUi5trTkCCWqjZGxijcpxBpUPYw5TgYj1C+K53jgiIG6Cck40QjVS1LQn9GZX7NsONPyNNRkw1fSH5D76NpQuWv+Wrpb3xK6XU7faWFwtJUkb9xq98+6SeBGMaaVOs+xxm3eZ7/tuLcNX3ai4ASrztram++t1LXoQrv1UiUqDSxd6a6jvPlW8rjY6BlwAQFWjFaBC4PT6HhMNiJNypyoSF2M0khdublQrTq4IHYNevEJrMBzssjI73YGlSkUVzEGzBKq1j4TMw5V8+tf0jZGq/OP7vk9XcMD5N52ZrWkQb2Z0VkwV6nqnKd9RWqBu8xXsRSBmrDPDybLUSHdFVhZAHxfspoAIHF6JIHAFXfweVRUoN0hZy0K5V1brIKKjE7ZEkh9txBphV2HHvszDE9sdeVawm4M7I/R+kpgKWveG/ouCuVXnoXY8ih7eTUheaBqc9ifn7O9SkyWimZsqz1MUMwWmowRyc4B8GHjtApQrUq30HxcGIG8ER5tsmc4XPwK5n0fPQZaQaY5d8pIymX/7ZvENmR/O2Y0XSSDj3dTUhDQhmB3FUS99KfVxwAFePTsFm1ZfD40rcIJX/3P9C5XRpHF0DiGWvwWVf+u9jMFIYPoA9WeXYzUaSIxyYja0c4t/3fNj0jS+aI2E4dG1eUklzghLbH8bcAb8+pe4/Zjuc/i9fWktIF5Wj/fEVamVXGJCTH0VEqpxsAoJgzJ9VRE99LfbuUyB+iO897GEw+jaMfc5W1+vgLuoeWU95js/Armf5WzDwcvW4cJu/gQ1qxTp/q0rJKcuGuY/4v16Rp2oK1xvZy9/wGdigHq9632dkZ63ydySAKr/Y9RRwRpEa6eSR6b3525frcXskFqOBf53Xn6RwNQ8Jd1r557n9+G5NNoE2Ex4JwTYTPWN0Gc79suErqmOH8uGqOu4bYT349prmdBmmas6v+wL6Hl3t7GCbmcm9onni+028cPGg1umfplOhZ5WdncCWV4IJTVR/9ZhtMP7/lKe0frXTGaVyEQ+GPcxXGuQgZJdU8fTsLcxctheAk7pH8uC03iSFe42usJRDOg7S1Tz8GVrONz/BKamq5a1Fu/hhTRK3jv6YBFMJtohErppVTI17Oy9eMpjBUU3Uk+MHqhXgvC3gqoSwdNXWmPq8a7+2WpDeiVlQnCr9NewG+P1l3zZDr1Xlvo4nwfENitZpwD/P6cem7FKq6jx0i3aSHqUndsed8DRq+l0ChduxlO6i2ZqMx4UHj5+Q4Zapn3P7p7lsyNqGySC4dWI6V45OJtjWimGTkd3gsi+UUJ/BoFJpHK2U763p+DjCYcxtKse6PFfdsxrlIgOsChhG1piPCXflUG4KxRTSnZEGKw2xMkmj1BjL26zStaL7NI8AE0Klu7SEoYWoG0+dT1SysXHst4333i7d4Krd/+ugyu81pXFb423rcdeosHRUqaNzBycwMDGU3LJq4oJtpEY6EcL3S7ebjfy0KYc9RUr47G9Te2HSQl4t43bBxq/5PO2fpAQbiA/U+iFHhDBA77Pht5cgvr+a2xwFZ/SL486PV7N8VxGDk3Sag8YfbWRrfCSOUqJTmavUqnf8YLXK3Yos2l7QYGADzN2cx5A1Wdx80mFe6AKCVY7kroW+NiGUgqTGjzV7S3hqtqoN/YfZAFYmdPcQGWRn+a4ibp+5ks9uHE1kYBPPeETXA3//cYOUOJm70WRt6HX+OdsWu3LepE+Cwu0qPSF+EFiP40p2C8SG2IgN0fnXbc3KIisXvlLKtpu6YXJE+sSiAPqcjSGsq9cY2URNVH+eWWRhQ1YOAC6P5Ok5WxmUFMrYrgeIejkSAqPVn0bTEgHB+02jyimt5g/vrSS7tBqwAzUYDWv55tZgesQ2Eg5rKhh5OMQNUA7MxqKOw29UK94AYWnqfr57ke/16L4+52ZgnAod/6lR5QWLQ21Tz5Crm+sTDGokGBXTTznnGzu2x/zZz7FvMamqIT0bn7eXkspa7vlsLXuKfMJnf/1iHX3ighigc7Kbs/1nah0xvLDRxrX99NT9qLCHKQ2Bnx+Dac8eVYnGALORC4cl8pfP1zLr1jGYWjuyStOh0b9UjQ+DQRlA8ccu7OXXbc3rWH+/Lptrx6RgNR96fkyty02GpRddZ7yscrGNFhhyNUtdaWhtcX8y8iuatS3dWcj5Q7uwfFcRewqryCurbm5kH4yksXDBuyqssCJfhf12Gdl8O0cEdNPhtprm7C1SK2OTP6rgp3Nfh9UfIHI3Irueiug6CYKi1V/aSRSWVPHLll+aHSMjv6L1jWyN5gjJLa3xGtg+3B7JvuIqfyP7aIjoCpd/CcteV2HnAy5RDuZ6UTJ7KEx/AdZ8DFu+g/STod+FvhQsIVTutD0cVrwJ4d1g+PUQ3cv3Hkmj4OKP4bf/AAaV891lhO/1mD5KGHXJyyrdY8hV0PXUQz6F/QqfFVVpI7sllr3Ge9YLibIb6BGuVcWPmtj+Ssh17j/glIeVZs0RMjotnIXb8nl5/o7DXzDSdGq0ka05rgxKDOXTFf65ZKPSww+7dJLFZOSzDDOfrwjjfxe+TLXLzVXvrue+M2zayG5CfAsrtr3igtiRp4zvCKeFEPsRhNuazdDtVEgaB+6qQ04Z0GjqiQ5U4a078itJeRkemvJnJg6xEhoei9PmHxIbZDMzoEsIv24v8GtvaXxrNG1FqMNMiN1McaV/Ok1UYCsLesUNUEKjnjqlIt6U8DQ46R4Yc7svjLwxzmgYfIVyjhrMysneGLNNOUfTTgKEf054PQlDlCCmx92gKn6oBO9H+Cw6SOcaN6NgO3kZ63m25nLuHaEFOluNbqfDqvdgwb9h3J1HLIQmhOCa0Snc/+U6xnaNoF9CSOv2U9Nh6fBxDUKI04QQm4UQ24QQ97R1fzQHZmy3SIYkhTQ8T41wcO7gBL88rUPl3EEJOAMsTH9lDRe8sZ5ecSGM0ytazeibEMzZA32KuGEOC1P6xjJ/ax5Wk4F/ndufuKMxVKw2bWBrjoje8UFcOtyXd/rvuTvIcwc2M7ABHBYTd5/egzCHbzJ/9sB4+iYEH5e+ajSHQkKonSfP7Y/V6zgWAu6b0oOu0ccgRcZgaNnAbkxLBnZjTNbmBnZjjOaWDeyGPhgP28AGiHBaefzsvtgtPsPmxvGp9IhppdX+ToSc+xh3G/7MhC4mEoM6/LS9/WAwKCdTWbZa0Xa3oPNziEQGWrlyVDI3vLOc/PIjP46mcyFk03qPHQghhBHYApwC7AWWAhdJ2Ug6uAlDhgyRy5YtO0491LREQXkN23LLcXkk6ZFOoo+iZEdOaTXbc8sxGgTpUc6G8iDHkVZTaTmWY7O0qo5tueWU17pIDLVRUeMmr7yGLqF2UiIcGAxabKaT0SHGJUB5dR1bc8spq3aRFG73iSDuhz2FlezMr8BpNZEe5SSoBYNc067pMGPzSPF4JDvyy9lbVEWE00p6lJOAw0iHOpHYkVfOnqIqQuxmukY6sbddlYf2OS73LOX5117nq4Cp/G2UDbMu29X6uF2w4QuV9jburkMX4G2BT5bvYXNOGe9fN4KggFa7N+kvvYPS0cPFhwHbpJQ7AIQQHwLTgf0a2Zq2J9xpbTVjODoogOggXVfzYATZzAzSypeadogzwMzAw8jB7BJm1zVJNe0ag0GQHhWoqxYcAqmRTlIjj1x4qlNTXcKbb7/Ku/J07h8SoA3sY4XRBH3Ogczl8MO9kDgS+pztExI8DM4ZlMA7v+3igpcX8+ZVw/T89ASno8edxAN7Gj3f623TaDQajUaj0Wg6HBUlhdz31Iu8UjORv4wJJMzW0afr7RwhVK360berEnff/R98eTMsfxP2/g6VBcDBI3+FEFw2Iol+8SGc8dwCflifTUeOGNYcHR19Jbslt16z0SyEuB64HiAxcT91JzWaNkCPTU17RI9LTXtFj01Ne6S1xmVBWTWfz5nHy0uL6e2I4KEJ4Tis2sA+bljsquRo6kQozoCC7bD6AyjJBCQEJ0BIEoQmqZXukERVQaWROSKE4KyB8XSPCeTRWRv43/wdXDc2hQndo3TayAlGR8/JHgk8KKU81fv8XgAp5WP726e95nBpOiztM49Lc6Kjx6WmvaLHpqY9clzG5bbccvYVV1Fd56aixkVhRS25e7ayLauQtUVm8lw2eht2cVqih9SEhNbqkqY1qKuAigK1ql1VAJX56jmA1QnOKLBHgC0UAoLAbMdtsvNbnpVfMmFfOSQHG+gdbSc5PpqowABC7GZsZiNRQQH0TwjenwiwzhPooHR0I9uEEj47GdiHEj67WEq5/gD75AG7mjRHAM0LOJ8Y6HM/OvKllKe1Rmf2MzZbgxPlO9bn6aO9jsvO9h11tvOBY39O7XVsHis6whjRfTxO4zLp7lmDD7RvMOUYpas1uqE5ThjEoVnBpdipYf9K/Huev2SPp7Ikt4WXWm1sao4vHdrIBhBCTAGeAYzA61LKvx/BMZZJKYe0dt86AvrcO/+56/PsXHTk8+zIfW+JznY+0DnPqS3pCJ+n7mPHpL1+Ju21X6D7pjm+dPScbKSU3wLftnU/NBqNRqPRaDQajUaj0WoKGo1Go9FoNBqNRqPRtBLayFb8r6070Iboc+/86PPsXHTk8+zIfW+JznY+0DnPqS3pCJ+n7mPHpL1+Ju21X6D7pjmOdPicbI1Go9FoNBqNRqPRaNoLeiVbo9FoNBqNRqPRaDSaVuKENbKFEAFCiN+FEKuFEOuFEA+1dZ+ON0IIoxBipRBiVlv35XgihMgQQqwVQqwSQnTaIqtCiNOEEJuFENuEEPe0dX8OlZa+HyFEmBBithBiq/d/aKPt7/We42YhxKmN2gd7j7NNCPGc8BagFEJYhRAzve1LhBDJx+m8XhdC5Aoh1jVqOy7nJYS4wvseW4UQVxyP821MRx2LTTncsdneaK0xeCIjhOgihJgrhNjonTvc5m1v8XMUQoR7ty8XQrzQ5Fgt/pbbWR/neb//Vd6/qDbq4ylCiOXez2u5EGJio2Mdk8+xvdLerqft6brYXq9x++nXg0KIfY1+W1OOd780xxgp5Qn5hypr5/Q+NgNLgBFt3a/j/Bn8GXgfmNXWfTnO550BRLR1P47xORqB7UAqYAFWA73aul9H+v0A/wTu8T6+B3jC+7iX99ysQIr3nI3e134HRnp/698Bp3vbbwL+6318ITDzOJ3XOGAQsO54nhcQBuzw/g/1Pg7VY/HYjs32+NdaY/BE/gNigUHex4HAFu9ntb/P0QGMAf4AvNDkWC3+lttZH+cBQ9rB5zgQiPM+7gPsO9afY3v8a4/X0/Z0XWyv17j99OtB4M4WttXX3k7yd8KuZEtFufep2ft3wiSoCyESgDOAV9u6L5pjwjBgm5Ryh5SyFvgQmN7GfToapgNveR+/BZzVqP1DKWWNlHInsA0YJoSIBYKklIulumu93WSf+mN9Apx8PFY+pJTzgcImzcfjvE4FZkspC6WURcBs4LTWPr8D0NnGYlP29x22O1pjDB6PfrZnpJRZUsoV3sdlwEYgnv18jlLKCinlQqC68XEO8ltuF308lhxBH1dKKTO97euBAKGid47Z59hO6SjX0za5LrbXa9x++rU/9LW3k3DCGtnQEC69CshFTUKXtHGXjifPAP8HeNq4H22BBH70hpxd39adOUbEA3saPd/rbesItPT9REsps0BNzoD6kMX9nWe893HTdr99pJQuoAQIPwbncSgcj/Nq67HQ1u/fmhzO2OwoHO4Y1HgRKiVjICoS7nDHwYF+y+2lj/W84Q1n/duxcEgeQR/PAVZKKWs4Tp9jO6I9/i7b+3WxPV/jbhFCrPGGk9eHsbeHfmlaAVNbd6AtkVK6gQFCiBDgcyFEHynluoPs1uERQkwFcqWUy4UQE9q4O23BaCllpje3bLYQYpPXy9iZaGki1FEiNZp9PwfYdn/neaDz7wifTWueV1ufb1u/f2tyOGOzo9OZvrdWRwjhBD4FbpdSlh6B7XnMP99W6CPAJVLKfUKIQO+xLkOtFrdJH4UQvYEngMn1TS1s1pnHaXs83456XWzrz/Il4BHvez4C/Bu4uh30S9NKnNAr2fVIKYtReUfHM4SyLRkNTBNCZKBCjSYKId5t2y4dP+pDzqSUucDndM4wnL1Al0bPE4DM/WzbrtjP95PjDQusD7PM9W6+v/Pc633ctN1vHyGECQjm0MO4WpvjcV5tPRba+v1bjcMcmx2Fwx2DJzxCCDPKMHxPSvmZt/lwx8GBfsvtpY9IKfd5/5ehNFxa7X55uH30prl9DlwupdzubT6mn2M7pN39LjvAdbFdXuOklDlSSreU0gO8gu+31e6+Y82RccIa2UKISO8KNkIIGzAJ6Cjet6NCSnmvlDJBSpmMEkj6WUp5aRt367gghHB4PfIIIRwob3hnjF5YCnQVQqQIISyo7/mrNu7TQTnA9/MVUK+KfQXwpffxV8CF3ty8FKAr8Ls3JKxMCDHCG954eZN96o91Lmr8t5WX+Hic1w/AZCFEqDccbbK37XjRIcdiU45gbHYUDmsMtkH/2hXe391rwEYp5VONXjqscXCQ33K76KMQwiSEiPA+NgNTaaX75eH20Ttf+wa4V0r5a/3Gx/JzbKe0q+tpB7kutstrXL3h72UGvt+WvvZ2FpoqoZ0of0A/YCWwBjWw72/rPrXR5zCBE0hdHKXIudr7tx74S1v36Rie6xSUYuv2jnKe+/t+ULnFPwFbvf/DGu3zF+85bqaRqiwwxPvb3g68AAhvewDwMUpM5Hcg9Tid2wdAFlCH8lRfc7zOCxWCts37d5Uei8dnbLa3v9YagyfyH0qFW3rnDqu8f1MO8jlmoKJKyr2fey9ve4u/5fbSR5Tq+HLvcdYDz9JKKseH20fgr0BFo21XAVHH8nNsr3/t6Xra3q6L7fUat59+vQOs9f4GvgJij3e/9N+x/aufnGk0Go1Go9FoNBqNRqM5Sk7YcHGNRqPRaDQajUaj0WhaG21kazQajUaj0Wg0Go1G00poI1uj0Wg0Go1Go9FoNJpWQhvZGo1Go9FoNBqNRqPRtBLayNZoNBqNRqPRaDQajaaV0Ea2RqNp1wgh4oQQn7R1PzSalhBCPCyEmNTW/dBoNBqNRtN+0Ea25ogRQtzX5PmituqLpuMgFId87ZFSZkopzz2WfdJojgQhhFFKeb+Uck5b90WjOVqEEMa27oPmxEIIMU8IMaSVjxkihLip0fMJQohZrfkeGs2hoI3sExQhhOkQtjnYDdfPyJZSjjqqTmk6LUKIZCHERiHEi8AK4G9CiKVCiDVCiIe82zzR5Mb4oBDiDu++67xtRiHEvxrte4O3/UUhxDTv48+FEK97H18jhHhUCOEQQnwjhFgthFgnhLjgeH8Gmo6Fd9xtEkK85R1rnwgh7EKIDCHE/UKIhcB5Qog3hRDnevcZKoRY5B1nvwshAvc3ZjWao0EI8YgQ4rZGz/8uhPijEOKuptdW7+tfCCGWCyHWCyGub9Re7o3GWAKMPM6nodEcC0KAmw62kUZzrNFGdgehsaHhfX6n1wj5oxBig/eG+qH3NYcQ4nXvjXalEGK6t/1KIcTHQoivgR/38z4ThBBzhRDvA2u9bc1uzkKIxwGbEGKVEOI9b1t5o2PM805KNwkh3hNCCO9rU7xtC4UQz2nv4glFd+Bt4G4gHhgGDAAGCyHGAR8CjY3f84GPmxzjGqBESjkUGApcJ4RIAeYDY73bxAO9vI/HAAuA04BMKWV/KWUf4PvWPTVNJ6U78D8pZT+gFN/ErVpKOUZK+WH9hkIICzATuE1K2R+YBFSx/zGr0RwNrwFXAHgjgy4EcoCuNL+2AlwtpRwMDAH+KIQI97Y7gHVSyuFSyoXHsf+aNqaR8/sV7/zuRyGETQhxnXf+uFoI8akQwu7d/k0hxEveOeIOIcR471xzoxDizUbHnSyEWCyEWOGdczoPsT8t7ud1bD7kbV8rhOjhbY8UQsz2tr8shNglhIgAHgfSvPPTf3kP72xpTqrRHEu0kd3xuQcY6J0E/sHb9hfgZ++k7iTgX0IIh/e1kcAVUsqJBzjmMOAvUsp6Q6XZzVlKeQ9QJaUcIKW8pIVjDARuRxk7qcBoIUQA8DJwupRyDBB5hOes6ZjsklL+Bkz2/q1ErWr3ALpKKVcCUULlYPcHiqSUu5scYzJwuRBiFbAECEdNKhcAY4UQvYANQI4QIhY13hehHEaThFotHyulLDnWJ6vpFOyRUv7qffwuymkDyphuSncgS0q5FEBKWSqldLH/MavRHDFSygygQAgxEN/1dCgtXFu9u/xRCLEa+A3o0qjdDXx6/HquaWd0Bf4jpewNFAPnAJ9JKYd6nYUbUY7CekKBicCfgK+Bp4HeQF8hxACvkftXYJKUchCwDPjzwTpxCPvle9tfAu70tj2AmusOAj4HEr3t9wDbvfPTu7xtzeakh/DZaDRHxUFDhjXtnjXAe0KIL4AvvG2TgWlCiPoLUQC+i89sKWXhQY75u5RyZ6PnfxRCzPA+rr85FxzCMfYCeCeXyUA5sKPRsT8Arm9xb01npML7XwCPSSlfbmGbT4BzgRjUynZTBHCrlPKHZi8IEYpasZ4PhKFWwsullGVAmRBiMDAFeEwI8aOU8uGjPSFNp0fu53lF0w1RY7Pp9vXtLY5ZjeYoeRW4EnW9fB04mRaurUKICajIipFSykohxDzUvABUVIb7OPVX0/7YKaVc5X28HDVX6yOEeBQVdu0EGl+7vpZSSiHEWiBHSlkf8bjeu28CypD91btYbAEWH0I/Rhxkv88a9fFs7+MxwAwAKeX3QoiiAxy/pTmpjtzQHFP0SnbHwYX/91V/gzwD+A8wGFguVK61AM7xevEGSCkTpZQbvdu3NDlsSsM2TW7O/VEe8oCWd/OjptFjN8qho8NzNKBu2Fc3CgWLF0JEeV/7EBX2eC7K4G5p3xuFEGbvvt0aRWksRnmq56NWtu/0/kcIEQdUSinfBZ4EBh2D89J0PhKFEPV5qhdx4EnZJiBOCDEUQKh8bBMHHrMazdHwOcqxOBQ1zvZ3bQ1GRQZVekNtR7RVhzXtjpbmam8Ct0gp+wIP4T/nq9/e02RfD7553uxG889eUsrGK+H742D71b9XfR/r9zlUWjpPjeaYoo3sjkMOKpQ2XAhhBaaivr8uUsq5wP/h73W8tVEe9MCjeN8D3Zzr6ieOh8gmIFUIkex9rsWnTkCklD8C7wOLvd7wT4BA72vrvY/3SSmzWtj9VVQ4+AqhNApexnezXACYpJTbUKGSYd42gL7A714P9l+AR4/BqWk6HxuBK4QQa1Dj6aX9bSilrEVd0573huXORk1ODzRmNZojxjvm5gIfSSndB7i2fg+YvOP4EVTIuEazPwKBLO/8rqV0wAPxGyo9MB1AKLHIbsdov4WoiDWEEJNRoewAZd5z0GjaFH2j7yBIKeuEEA+jcvp2ogxWI/CuECIY5dF7WkpZLIR4BHgGWOM1tDNQRvmR8D3wB+/NeTP+N+f/ed9jxX7yspueQ5VQ6tHfCyHygd+PsE+aDoY3f7BPo+fPAs/uZ9u++9tXSulBqdrf18J+r6HEgJBS1qEEfepfq1/l0WgOB4+U8g9N2pIbP5FSXtno8VJaXiVsccxqNEeDUIJnI4Dz6tsOcG09vaVjSCkPSZRKc0LxN9RccxdKz+SQDVYpZZ4Q4krgA++CEKhc6y3HYL+HvNtfAPwCZAFlUsoaIcSvXqfmd8A3h9p/jaY1EVK2lEKm0RwbhBBOKWW51/j/D7BVSvl0W/dLo9FoGuONuJnlVaPXaNoVXpHHWcDnUso72ro/Gs3xxmuMu6WULm9az0tSygFt3C2NpgFtZGuOK0KIP6HKjlhQ+d3XSSkr27ZXGo1Go9FoNJqOghCiK/ARKnWyFripvrqDRtMe0Eb2CYoQoi/wTpPmGinl8Lboj0aj0Wg0Go2m8yGE+BxIadJ8t666oOnMaCNbo9FoNBqNRqPRaDSaVkKri2s0Go1Go9FoNBqNRtNKaCNbo9FoNBqNRqPRaDSaVkIb2RqNRqPRaDQajUaj0bQS2sjWaDQajUaj0Wg0Go2mldBGtkaj0Wg0Go1Go9FoNK3E/wMBLvPwwXcB7gAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# [47]:\n", "sns.pairplot(data=books, hue=\"genre\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Challenge 2\n", "\n", "**Question 1.** Thinking through conditionals.\n", "Consider this code:" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "C\n" ] } ], "source": [ "# [48]:\n", "x = 4\n", "\n", "if x > 5:\n", " print('A')\n", "elif x == 5:\n", " print('B')\n", "elif x < 5:\n", " print('C')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Which of the following would be printed if you were to run this code? \n", "Why did you pick this answer?\n", "- A\n", "- B\n", "- C\n", "- B and C\n", "\n", "What is the answer if x = 5.0?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Question 2.** Visually compare the User Rating versus Name Length for data with year==2019. Then, try to color-code the graph by genre using `hue=`?" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# [49]:\n", "# Try it!:\n", "\n", "sns.scatterplot(x=\"name_length\", y=\"user_rating\",\n", " hue=\"genre\", \n", " data=books[books.year==2019])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***\n", "## Session 3\n", "- Writing functions\n", "- Statistical Analysis\n", "\n", "\n", "### Syntax Sandbox : Functions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Break programs down into functions to make them easier to understand.\n", "Also enables re-use.\n", "\n", "Define a function using `def` with a name, parameters, and a block of code." ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "# [50]\n", "# Our first function!\n", "def print_greeting():\n", " print('Hello!')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Defining a function does not run it." ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hello!\n" ] } ], "source": [ "# [51]\n", "# Let's call our function!\n", "print_greeting()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Arguments in call are matched to parameters in definition." ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [], "source": [ "# [52]\n", "def print_date(year, month, day):\n", " joined = str(year) + '/' + str(month) + '/' + str(day)\n", " print(joined)\n" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1871/3/19\n" ] } ], "source": [ "# [53]\n", "print_date(1871, 3, 19)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or, we can name the arguments when we call the function, which allows us to specify them in any order:" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1871/3/19\n" ] } ], "source": [ "# [54]\n", "print_date(month=3, day=19, year=1871)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Functions may return a result to their caller using return.\n", "- Use `return ...` to give a value back to the caller" ] }, { "cell_type": "code", "execution_count": 119, "metadata": {}, "outputs": [], "source": [ "# [55]\n", "def temp_in_celsius(temp_f = 32):\n", " temp_c = (temp_f - 32 )* 5/9\n", " return temp_c" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.0" ] }, "execution_count": 120, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# [56]\n", "# Call our function\n", "temp_in_celsius()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Applying Functions to Data\n", "Let's write a function that plots a subset of the data and saves it, but only if there are at least 10 rows of data" ] }, { "cell_type": "code", "execution_count": 123, "metadata": {}, "outputs": [], "source": [ "# [57]\n", "# Defining the plotter function\n", "\n", "def plotter(subset_data, fig_name):\n", " '''\n", " plotter returns a pairplot if there are at least 10 rows of data\n", " arguments are the dataframe subset_data and\n", " a figure name to output fig_name\n", " \n", " >>>plotter(author_data, 'authorname.png')\n", " '''\n", " \n", " # Get dimensions\n", " dimensions = subset_data.shape\n", " \n", " # Only make a plot if they've had more than 10 books on best-seller list\n", " # Conditional statement\n", " if dimensions[0] > 10:\n", " print(fig_name)\n", " fig = sns.pairplot(data=subset_data, hue=\"genre\")\n", " fig.savefig(fig_name) \n" ] }, { "cell_type": "code", "execution_count": 124, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function plotter in module __main__:\n", "\n", "plotter(subset_data, fig_name)\n", " plotter returns a pairplot if there are at least 10 rows of data\n", " arguments are the dataframe subset_data and\n", " a figure name to output fig_name\n", " \n", " >>>plotter(author_data, 'authorname.png')\n", "\n" ] } ], "source": [ "# [58]\n", "help(plotter)" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Jeff_Kinney.png\n", "Suzanne_Collins.png\n", "Rick_Riordan.png\n", "Gary_Chapman.png\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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kfimhSn1TRGbyeiT7SuC1vgJmPwOuNbMfneHYWzltqrhzrtH3ZyvwG2DzXCc6577tnNvknNuUn5/vr9jD1v6mPipzU70OY9FKs5I50jbgdRh+ob4poUp9U0KR+qWEKvVNEZnJ0yTbOfdx51yZc66KqST6UefcX5x+nJllAlcD98xoSzWz9OnnwCuA3UEJPMzt923fFa5yUhMYHJ2gZ2jM61BERERERERO4fVI9pzM7ANm9oEZTbcAf3TOzRy+LASeMrMdwPPAH5xzDwQzznC1t7GHsuzwTbLNjLLsZI60qfiZiIiIiIiEllDZwgvn3OPA477n3zzttTuBO09rOwKcH5TgIsyBlj4uXZbrdRhLUpyZxOG2AS6syPY6FBERERERkZNCciRbAmdsYpK6jsGwHskGKMpMorY1MoqfiYiIiIhI5FCSHWXqOwbIS0sgMS7W61CWpDgzWXtli4iIiIhIyFGSHWUONPdTnh2e+2PPVJyZFDEVxkVEREREJHIoyY4yB5p7KQnjyuLTijOTOdE1xMSk8zoUERERERGRk5RkR5l9zb2Uh/l6bICEuBiyUuJp6Br0OhQREREREZGTlGRHmQPN/ZRFwHRxgNKsZE0ZFxERERGRkOLXLbzM7HfA6fN3e4Aa4FvOuWF/3k8WZnhsgubeYYozk7wOxS8KMhI53NbPNWsKvA5FREREREQE8P9I9hGgH/iO79ELtACrfF+Lh2pb+ynOTCIuNjImMBRlqPiZiIiIiIiEFr+OZAMXOudeOuPr35nZk865l5rZHj/fSxboYEtfRFQWn1aUmcwTB1u9DkNEREREROQkfw9p5ptZxfQXvud5vi9H/XwvWaD9zX2URkBl8WnFmUnUtavwmYiIiIiIhA5/j2R/DHjKzA4DBlQDf21mqcBdfr6XLNC+pl42V+d4HYbf5Kcl0jk4yvDYBEnxsV6HIyIiIiIi4t8k2zl3n5mtBNYwlWTvn1Hs7Mv+vJcs3KGWft5wUZnXYfhNTIxRmJFIfccgq4vSvQ5HRERERETE7yPZABcDVb5rbzQznHM/CMB9ZAF6h8foGRolPz3R61D8qjgjiaPtA0qyRUREREQkJPh7C68fAsuB7cCEr9kBSrI9dqilj/KcFGLMvA7Frwp8SbaIiIiIiEgo8PdI9iZgnXPu9L2yxWMHmvspi6DK4tMKM5I43NbvdRgiIiIiIiKA/6uL7waK/HxN8YN9Tb2UZEZOZfFpRRrJFhERERGREOLvkew8YK+ZPQ+MTDc6517r5/vIAu1r6uX6dYVeh+F3xZlJ1HcoyRYRERERkdDg7yT7U36+nviBc45Drf285yXVXofid9mpCfQNjzMwMk5qYiDq+ImIiIiIiMyfv7fwesKf1xP/aOsbwTlHZnK816H4XYwZxZlJ1HUMsL4k0+twREREREQkyvllTbaZPeX7s8/Memc8+sys1x/3kMXb39xHZW4qFmGVxacVZiRR1z7odRgiIiIiIiL+Gcl2zr3E96c2Kw5BB5r7KMuOvKJn0wrSE6nTumwREREREQkBfq0u7tsn+5xtEly7G3sicvuuaYWZSRxu1TZeIiIiIiLiPX9v4bV+5hdmFgdc7Od7yALtb+qjIidyR7KLM5I4om28REREREQkBPhrTfbHzawP2DhzPTbQAtzjj3vI4oxNTFLXMRDRI9lFmcnaxktEREREREKCX5Js59z/9a3H/rxzLsP3SHfO5TrnPu6Pe8jiHGkbID89kaT4WK9DCZjslHiGxiboGx7zOhQREREREYly/t7C6+Nmlg2sBJJmtD/pz/vI/O1v7qUiJ3JHsQHMjOLMZOo7BtlQqm28RERERETEO35Nss3svcBHgDJgO3AZ8CxwrT/vI/O3p7E3oiuLTyvKSOJo+4CSbBERERER8ZS/C599BLgEqHfOXQNcCLT5+R6yALtP9FCZk+p1GAFXkJ7IURU/ExERERERj/l1JBsYds4Nmxlmluic229mq891kpnFAjXACefcq0977R+At8+Idy2Q75zrNLMbgf8GYoHvOuc+69d3EwH2N/fxts0VXocRcIUZSRxu0zZeoaZ/aIxdjT0c7xoiNzWB5flpVOVF/oc+Iv60t7GHw20DjE9Msiw/lfPLs70OSfykuWeIQ74tKFcVpFOYObXSrr1vhEOtfYyMTbK8II1y37Kv7sFRDrX20zc8TnVeKtW+76f9I+Mcaumjc2CU8uwUVhSkERNjjIxNcKi1n+aeYYqzklhZkEZCXOTWaJH529XQzZG2ARywPD+V88qyvA5JJKL4O8luMLMs4LfAQ2bWBTTO47yPAPuAjNNfcM59Hvg8gJm9BvioL8GOBb4GXA80AFvN7F7n3F5/vJFI0No3zPjEJDmpCV6HEnBFmUk8d7TD6zDkNA/vb+UffrWDsQkHwF9dUcW7Lq+gKj/d48hEwkNNXSf/du8e9jT2AlNLY/7rLedz+fI8jyOTpTrc2s/7flBzcgvKFflpfPudF5MQG8Pf/WIHz9d1ApCflshd77mEgrQk/uP3e7lnx9SvVWmJcdz17ktYXZjO1x6r5RtPHAEgITaGb77jIq5akc/Pa47zb/fuwTmIMfjcGzby+ovKiI0xb960hIStdZ380692nux7lbkpfOGN53NJdY7HkYlEDr9OF3fO3eKc63bOfQr4JPA94HVnO8fMyoBXAd+dxy3eCvzU93wzUOucO+KcGwV+Bty8yNAj0p7GXqryUjGL/B+mRZlJ1HcMeh2GzLDjeDf/8fu9JxNsgP99po7aNv07iczXC/VdJxNsgObeYe7e1sCwdlMIe7/f2XgyyQGobevnob0tPHe082SCDdDWP8L3n6pjZ0P3yQQbpkav//P3+9jT2HsywQYYnZjkn+7exZ6mHv7P7/bifN+CJx38y293U6elVVHv0X2tp/S9+o5BHtrb7GFEIpHHb0m2mcWY2e7pr51zTzjn7vUlwGfzZeAfgclzXD8FuBG429dUChyfcUiDr22uc28zsxozq2lri54l4ntO9FAZ4ZXFp2UlxzMyPknPUHj94hnJfbNnaJSOgdn//dv6RjyIRhYqkvtmONnf1DurbfeJXjqGzvWjNTJFUr987mjnrLYDzX0caJn9b/5CfRctc3zv3NPYS0vv8Kz2tr4R2vpGmJh0p7SPjE/SMaDvwYEQTn1zd2PPrLadJ2a3icji+S3Jds5NAjvMbN4LgM3s1UCrc+6FeRz+GuBp59z0T6W5hmfdHG04577tnNvknNuUn58/3/DC3s6GHipzo2P9q5lRkpUUdp/QR3LfLMxIOrlecFqMcXJtoYS2SO6b4WSu6ZtXr8qnNDs6vrefLpL65SvPK57Vtrk6h02Vs//NX3leMdV5s793Xru2wDdj7dT2VYVpVGSnkJJw6vrrrJR4SrIif8cRL4RT33zJitnLTa5aGdoxi4Qbf1cXLwb2mNkjZnbv9OMsx18JvNbM6pia7n2tmf3oDMfeyp+nisPUyHX5jK/LmN/676gxPV08WhRlJlHXEV5JdiRbXZTBv9+8nvKcqV/oMpLi+Mwt57GuOM3jyETCx3mlmbx1c/nJNbRXr8rnFeuKPI5K/OGa1QW88eIyzMAM3rypjKtX5XNxZTYffNky4nz/5teszufNm8rYUJrFv756LYlxU7+6nV+WyceuX8Waogy+/JYLSE+cKrNTmZvCF950PquK0vnGX1xMrq8uS356It94+0WUZeuDzmh3aXUOrzm/5GTfe9V5xVyxPNfrsEQiijk35+Dv4i5mdvVc7c65J+Zx7suAvz+9urjvtUzgKFDunBvwtcUBB4HrgBPAVuBtzrk9Z7vPpk2bXE1NzbnCCXs9g2Nc/tlH+M47NxETBWuyAX5Rc5yKnGQ+ev05C9oHwpL/kiO1b+5r6qG5Z5jM5AQuqlRVZA+ob4a5zv4RDrT0MzE5SVVuKmWRMxtkSX0zEvrl8Ni4r56IUZWbQmL81Mjz2PgkdR0DjE86KrJTSE2aSqAnJx11HQMMjU5Qlp1MZsqfC5se6xikZ3iM4swk8tIST7Y3dg/RMTBKfloCRZkaxZ6niO+brb1D1LYNgINleSkUZUXM95VIFh2/0EcIv1YXP1cybWbPOucuP9d1zOwDvut909d0C/DH6QTb99q4mX0IeJCpLby+f64EO5rsOtHDsrzUqEmwYarq7uE2jWSHmrXFmawtzvQ6DJGwlZOWyOUzkiaJHEnxcawumrWxCvFxMawsnL0LQ0yMsSx/7tlAFblzJ0klWcmaIi6zFGQkU5ChfiESKP7ewutcks70gnPuceBx3/NvnvbancCdc5xzH3CfH+OLGLtORM967GnFmUk8cSi0i42IiIiIiEhk8/ea7HPx39x0Oavtx7uiaj02QHFmMsc6BvHnEggREREREZGFCHaSLUGy43gPK84wpSxSpSXFEWPMuW2UiIiIiIhIMAQ7yY6eBcIeau0bZmB0nMKM6FvDV5KVzBGtyxYREREREY/4Lck2s1gze/gch73DX/eTM9t5vIcVBWlYFBU9m1aUGX57ZYuIiIiISOTwW5LtnJsABn3bbZ3pmN3+up+c2bZjXSyLsvXY0wrTkzjc1u91GCIiIiIiEqX8XV18GNhlZg8BM7fb+rCf7yNnUVPfxTWr870OwxPFmUnsbuzxOgwREREREYlS/k6y/+B7iEfGJybZfaKH971kmdeheKIoM4l7dzR6HYaIiIiIiEQpvybZzrm7zCwZqHDOHfDntWV+9jf3kZeWSFpSsLdADw1FmUk0dA8xMemIjYm+NekiIiIiIuItv1YXN7PXANuBB3xfX2Bm9/rzHnJ2NXWdrCqMrq27ZkqMiyU7JZ6GrkGvQxERERERkSjk7y28PgVsBroBnHPbgWo/30PO4rmjnawoSPc6DE9pGy8REREREfGKv5Pscefc6VWnnJ/vIWfgnOP5o52sLYruJLsoQxXGRURERETEG/5euLvbzN4GxJrZSuDDwDN+voecwdH2AWJijPz0RK9D8VRRZhIHW5Rki4iIiIhI8Pl7JPtvgPXACPBToBf4Wz/fQ87gOd8otll0F/wqyUzWSLaIiIiIiHjC39XFB4F/Bv7ZzGKBVOfcsD/vIWf2p4NtrC3O8DoMz02tyVaSLSIiIiIiwefv6uI/MbMMM0sF9gAHzOwf/HkPmZtzjmePdLC+JNPrUDyXnRLP6PgkXQOjXociIiIiIiJRxt/Txdc553qB1wH3ARXAO/x8D5nD3qZeUhLion49NoCZUZadoinjIiIiIiISdP5OsuPNLJ6pJPse59yYn68vZ/DkwTbOK9Mo9rSSrCRqW5Vki4iIiIhIcPk7yf4mcBRIBZ40s0rg9C29JAAe2dfKeZoqflJRRhKHlGSLiIiIiEiQ+TvJzgG+AzwHfBL4K+BxP99DTtMzNMbepl7Wl6ro2bTS7BQONPd5HYaIiIiIiEQZf++TPXPoMAm4Cdjn53vIaZ482Ma64gwS42K9DiVklGUna7q4iIiIiIgEnb+38PrizK/N7AvAvf68h8x2/64mLijP8jqMkJKflkj30CgDI+OkJvr7syQREREREZG5+Xu6+OlSgGUBvkdUGxmf4MlD7Vxcme11KCElJsYozUrWumwREREREQkqvw7xmdkuwPm+jAXygX/35z3kVE8ebKcyN4WslASvQwk5ZdkpHGzp0yi/iIiIiIgEjb/n0b56xvNxoMU5N+7ne8gM92w/webqHK/DCEnFmUkqfiYiIiIiIkHl1+nizrn6GY8TSrADa2BknMcPtHFpda7XoYSk8uwU9jf1eh2GiIiIiIhEkUCvyZYAemB3M2uL08lMjvc6lJBUnpPCwRatyRYRERERkeBRkh3GfvxcPS9Zke91GCErLy2BwdFxugdHvQ5FRERERESiREgk2WYWa2Yvmtnvz/D6y8xsu5ntMbMnZrTXmdku32s1wYvYe7Wt/RxtH+CiyiyvQwlZZkZFTgr7tS5bRERERESCJFQ2EP4IsA/IOP0FM8sCvg7c6Jw7ZmYFpx1yjXOuPfAhhpYfPFvHNWsKiIsJic9JQlZZztS67MuWad26iIiIiIgEnucZmpmVAa8CvnuGQ94G/No5dwzAOdcarNhCVc/QGL998QTXrj798wY5XXl2MrsbVfxMRERERESCw/MkG/gy8I/A5BleXwVkm9njZvaCmb1zxmsO+KOv/bYAxxkyfvJcPReUZ5Gbluh1KCGvMjeVvaowLiIiIiIiQeJpkm1mrwZanXMvnOWwOOBipka7bwA+aWarfK9d6Zy7CLgJuN3MXnqG+9xmZjVmVtPW1ubHdxB8w2MTfOdPR3nVxhKvQwkL5dkpHGnrZ3ziTJ/heCuS+qZEFvVNCUXqlxKq1DdFZCavR7KvBF5rZnXAz4BrzexHpx3TADzgnBvwrb1+EjgfwDnX6PuzFfgNsHmumzjnvu2c2+Sc25SfH97VuH/4bB0rC9KoyEnxOpSwkJwQS25qIkfaB7wOZU6R1DclsqhvSihSv5RQpb4pIjN5mmQ75z7unCtzzlUBtwKPOuf+4rTD7gGuMrM4M0sBLgX2mVmqmaUDmFkq8ApgdxDDD7q+4TG+8cQRXn9RmdehhJWqvBT2NPZ4HYaIiIiIiEQBr0ey52RmHzCzDwA45/YBDwA7geeB7zrndgOFwFNmtsPX/gfn3ANexRwMX3/8MBtLMzWKvUDl2SnsPqF12SIiIiIiEnihsoUXzrnHgcd9z7952mufBz5/WtsRfNPGo8HxzkF+vKWez9xyntehhJ3qvFQe2tvidRgiIiIiIhIFQnIkW2b7t3v3cNOGYlUUX4TqvFT2NfcyOem8DkVERERERCKckuww8OCeZg629PGqjcVehxKW0pPiSU+K52hHaBY/ExERERGRyKEkO8T1DI3xyd/u5q+urCY+Vv9ci7UsL5VdDSp+JiIiIiIigaWsLcT9x+/2ckF5FuuKM7wOJaxV56Wy7ViX12GIiIiIiEiEU5Idwh7b38qfatu49ZIKr0MJeyvy09hWryRbREREREQCS0l2iOoaGOWf7t7J+65aRnJCrNfhhL2qvFRq2/oZGZ/wOhQREREREYlgSrJD1D//dhebqrJZX5LpdSgRISk+ljLtly0iIiIiIgGmJDsE3bP9BLsaenjLJk0T96cVBZoyLiIiIiIigaUkO8Q09QzxqXv38IGrl5MQp38ef1qRn8ZzRzu8DkNERERERCKYsrgQ4pzjY7/YwcvXFrIsP83rcCLOmqJ0auq6cM55HYqIiIiIiEQoJdkh5Edb6mnrG+HmC0q9DiUi5aYlkpQQy+G2fq9DERERERGRCKUkO0TUdwzwhT8e5P1XLyc2xrwOJ2KtKUpny5FOr8MQEREREZEIpSQ7BExOTk0Tf+35JZRmJXsdTkRbU5TB07XtXochIiIiIiIRSkl2CLjzmToGRse5cX2R16FEvA0lGTx7uIPJSa3LFhERERER/1OS7bH6jgH++5FDvO8ly4jRNPGAy01LJC0pjr1N2i9bRERERET8T0m2hyYnHf/wyx28ZmMxxZomHjTnlWby5ME2r8MQEREREZEIpCTbQz95vp7uoTFu2lDsdShR5bzSTB7Z3+p1GCIiIiIiEoGUZHvkRPcQn3/wIO/VNPGgW1+Syb6mXnoGx7wORUREREREIoySbA8457jjVzu5YX0h5TkpXocTdRLiYlhfksHjBzWaLSIiIiIi/qUk2wO/eqGBE91DvOb8Eq9DiVoXlmdz/65mr8MQEREREZEIoyQ7yJp7hvnMfft430uXERejv36vXFyVzZ9q2xganfA6FBERERERiSDK8oLIOcc/3b2T69YWUpWb6nU4US0jKZ6VBek8sr/F61BERERERCSCKMkOop9vPc7xzkFu1jTxkHDZshx+ve2E12GIiIiIiEgEUZIdJMc7B/ns/ft5/9XLiYvVX3souKQqh+ePdtLeP+J1KCIiIiIiEiGU7QXB+MQkf/PTF3n1+cVUqJp4yEhJiGNTVTZ3v9DgdSgiIiIiIhIhlGQHwZcfPoRzjps2FHsdipzm2tUF/ODZeiYnndehiIiIiIhIBFCSHWBPHWrnp88f4wNXLyfGzOtw5DQrCtJISYjlkf3aM1tERERERJZOSXYANXYP8ZGfvcgHrl5OVkqC1+HIHMyMmzYU8bXHanFOo9kiIiIiIrI0IZFkm1msmb1oZr8/w+svM7PtZrbHzJ6Y0X6jmR0ws1ozuyN4EZ/b0OgE772rhhvWF7GhNNPrcOQsLq3Opb1/hKdq270OJew19QxR29pP//CY16GInFH/8Bi1rf009Qx5HYpEiZHxCY609XO8c1Af6IqEiPa+EQ619NE1MOp1KBKB4rwOwOcjwD4g4/QXzCwL+Dpwo3PumJkV+Npjga8B1wMNwFYzu9c5tzdoUZ/BxKTjwz97kfz0BF69UeuwQ11MjPH6C8v4zH37+MPf5BETo2n9CzU6PsnD+1r45G930zEwyuXLc/j3125gZWG616GJnOJgSx//ds9unj3SSW5qAv/xug28fG0hCXEh8ZmzRKDjnQP89yO1/HpbA0nxsXzs+lW8aVMZGcma4SbilS2HO/jHu3dwrHOI1UXpfO4N53FBebbXYUkE8fy3CjMrA14FfPcMh7wN+LVz7hiAc2568exmoNY5d8Q5Nwr8DLg50PGei3OOf/ntLpp7hnnPS5ZhWocdFi5blgMOfrb1mNehhKX9zb3c/pNtdPg+DX72cCf/8fu9DIyOexyZyJ8NjIzzn7/fy7NHOgHoGBjl9p9sY39zr8eRSaRyzvGrF07wqxcamHQwODrBf/xhH9uOdXsdmkjUqmsf4L0/qOFY59RspgPNfXzwR9to6R32ODKJJJ4n2cCXgX8EJs/w+iog28weN7MXzOydvvZS4PiM4xp8bZ5xzvF/freXmrou/vblK4nXfthhw8x41xVVfP7BA5pCughH2gY4fQbkk4faaevVHuQSOlp7h3ny0KnLQpyDo+0DHkUkka57aIzfvHhiVvsLdV0eRCMiAMc6B+kfOXUQoKlnmBNd+v1P/MfTLNDMXg20OudeOMthccDFTI123wB80sxWAXMNEc+50MnMbjOzGjOraWtrW2rYcxqfmOQff7WTZw638483riElIVRm4st8Veamcv26Qj7y0xcZnzjTZz7+FYy+GQy5qbOnPRZnJpGaGOtBNOIPkdI3Z0pLiqM4M2lW+1z9V0JTuPXLlIRY1hbNXjZTkZfiQTQSSOHWN6NZ9hzFiBPjYshMjvcgGolUXg+1Xgm81szqmJrufa2Z/ei0YxqAB5xzA865duBJ4Hxfe/mM48qAxrlu4pz7tnNuk3NuU35+vr/fA10Do7zz+89T29bPHTeuJS1RCXa4uvn8UsYmHZ+6d09QitMEum8Gy9qSjFPqD8TGGJ++ZQP56bMTGgkPkdI3Z8pPT+LTt2wgdkbdhVdvLGZt8axyIBKiwq1fJsbF8tfXrDjl94J1xRlcWpXrYVQSCOHWN6PZioJUPnzdilPa/vlVa6nKS/UoIolEFipVLs3sZcDfO+defVr7WuCrTI1iJwDPA7cC+4GDwHXACWAr8Dbn3J6z3WfTpk2upqbGb3E/e7iDj/58O5dUZ/OWTRWn/PIm4WlwdJxP/2Ef160t5BOvXDPfdfVL/of3d98Mto6BEfY39dE9OEp1XiqrizL0/yE0RH3fnGl8YpKDLX0cbR8gKyWBNcXp5KYmeh1WtFpS3wynfnm4tZ9DrX0kxsWypjid4sxkr0OSs4uavhmt+ofH2NfcR0vvMKVZyawpSic59Geh6peqMBKSvcnMPgDgnPumc26fmT0A7GRq3fZ3nXO7fcd9CHgQiAW+f64E259aeof53P37efJQG+++spoLK1SRMFKkJMTxTzet4Ut/PEhj9yCfe+P5mp0wD7mpiVy5QsmKhLa42BjWlWSyrkRbK0rwLC9IY3lBmtdhiIhPWlI8l1TleB2GRLCQyRycc48Dj/uef/O01z4PfH6Oc+4D7gtCeCfVtvZx59N13LujkZetLuBzb9io9dcRKCMpnk+8ci0/3FLH9V96gk++eh03ri/S9l4iIiIiInJWyg7PYXR8kj2NPTxV284Du5tp6hnm6lX5fO4NG8mao3CCRI6EuBje85Jl7D7Rw5ceOsjnHzjAF958PhdXataCiIiIiIjMTUm2j3OOR/a10tQzRFPPMPUdgxxu66euY4DizGTWFqdz8wWlrCvWOtNos6E0k/UlGfxoSz0P721Rki0iIiIiImcUMoXPgsXM2oD609tjktJiyj/ysws9CEnCSPfTP23oeerHLXO81O6cu3Ep1z5T3zxNHtB+jmO8pPgWL1CxBatvBloo/9udTbjGDYGPfUl9MwD90st/q2i8dyi/52D2zXD+HrEQ0fI+IYR/nkvwRF2SvRRmVuOc26T7Ru69vXzP86H4liaU4wvl2EJBuP79hGvcEN6xL0Y0/szz8t7R+J7nEkqxBFK0vE+IrvcqZ+b1PtkiIiIiIiIiEUNJtoiIiIiIiIifKMlemG/rvhF/by/f83wovqUJ5fhCObZQEK5/P+EaN4R37IsRjT/zvLx3NL7nuYRSLIEULe8Touu9yhloTbaIiIiIiIiIn2gkW0RERERERMRPlGSLiIiIiIiI+ImSbBERERERERE/ibok+8Ybb3SAHnr4+7Fk6pt6BOixZOqbegTosSTql3oE8LEk6pt6BOghYSTqkuz29navQxCZk/qmhCr1TQlF6pcSqtQ3RSTqkmwRERERERGRQFGSLSGle3CE/U29dPWPeB2KiESY1t4h9jf1Mjw85nUoIp6bmHR09I8wMj5xSrtzU+1DoxOzzukaGGVgZHxWe8/QKH1Ds/9f9Q2P0TM46r+gxa/q2vs52tbvdRgiESnO6wBEpm092smPn6tny5FOzi/P5K+urOayZblehyUiEeCpQ21868kjHGrp59o1+bzh4jIurszxOiwRTxxt6+fOZ+t4cHcLF1Rk8aFrVrChNJOGrkF+UXOcX9U0UJ2fykdfvopNVTm09Q3zu51N/O/TR8lJSeBjr1jN5ctzGRwd5+G9rXztsVriYo2/ffkqrl6VT0wM/OlQO19+6CCDoxO8/+rl3LShiKyUBK/fugBH2vrYcqSL7z99FOfgr66s4orqHJYVpnsdmkjEUJItIeFQSy//eu9u9jX1AdC8Z5idDT186x0XsbEs2+PoRCSc1dR18tc/3kbv8NQI3E+eP86J7mE+c8sGSrNTPI5OJLj6hsf459/u5pnDHQA8sLuZ54928rsPXcm3njjCD7fUA9DYM0xN3XP84cMv4cmD7fz77/cCcLxziL/83+e5+wNX0NQ7zMd+uePktf/6x9u4692biY81bvvBCyfbP/7rXSTGxfD6i8qC+E7lTHY29PCJ3+w6+fW//HY3X3jTRiXZIn6k6eISEuo7hk4m2NOaeoap6xjyKCIRiRRH2gZOJtjTnjjYRn3noEcRiXjneOfgyQR7WufAKA1dQ/z0+WOntI+MT9LUPcz3nz56Svukg+NdgycT8pmePtTGI/taZ7Xf+Uwdw2Ozp6BL8P1uR9Ostnt3NHoQiUjkCliSbWblZvaYme0zsz1m9hFf+6fM7ISZbfc9XjnjnI+bWa2ZHTCzG2a0X2xmu3yvfcXMzNeeaGY/97U/Z2ZVgXo/ElhJ8TFM/aueKjlenwOFs8lJxzcer+U1//MUd9y9k55BrYWV4Eua4/tIYlwMCbH6/iLRJyEulriY2T9w42ON9KTZExzjY43sOaZ5J8bFUJCeOKs9LSmenNTZx+enJxI71w96CbrctNn/Pjmayi/iV4H8DWMc+Jhzbi1wGXC7ma3zvfZfzrkLfI/7AHyv3QqsB24Evm5msb7jvwHcBqz0PW70tb8H6HLOrQD+C/hcAN+PBNDKwjTevKn8lLZrV+ezLC/Vo4jEHz55z27u3dHIzReU0Dkwypu/9SyDo7OL5ogE0vL8NC4ozzyl7X1XLWNDkaZGSvSpzE3h9mtWnNJ21co8qvPS+PhNa09pX1WYRnluCh97xapTPgjPS0tgeUEa77y88pQPq1ISYrlmdT7XrM4nY0bCHhdj3HbVMuLj9MFWKHj1xpJTPnxMjIvhlgtLPYxIJPIEbE22c64JaPI97zOzfcDZ/gffDPzMOTcCHDWzWmCzmdUBGc65ZwHM7AfA64D7fed8ynf+r4Cvmpk557Rhe5gpzEjmHZdWcElVNgeb+6jOT2NdcTrLC/RLcLh6dH8Lj+5v5dOvO4/khFjWFWfwrScP85k/7OM/bznP6/AkiqwvzeRfX72OPY29HO8aYl1JBuuK00lKivc6NJGgi4+N4S+vqOL88kx2NfSwLD+NiyuzyU5N4FUbiynNTmbbsS5KMpPZVJVNaVYK+WmJ/PL9l7O1rpPM5HguqcphRUE6zjl+9cGp9riYGC6pymZdydQHWr94/+U8X9fJyNgEl1TncF5plrdvXE566ap8vvvOTWw71o1zjosqsrmsOsvrsEQiigUjH/VN434S2AD8HfCXQC9Qw9Rod5eZfRXY4pz7ke+c7zGVSNcBn3XOvdzXfhXwT865V5vZbuBG51yD77XDwKXOufbT7n8bUyPhVFRUXFxfP3sNkcgSLWoOXKT2zYlJx/VfeoI3XFzGRRV/LlzXPzzOP969g19+4HJW6AOUYFHflFC14L6pfilBor4poUjrLcJIwOftmFkacDfwt865Xqamfi8HLmBqpPuL04fOcbo7S/vZzjm1wblvO+c2Oec25efnL+wNiARQpPbNR/a1EBtjXFiedUp7WlIcN6wv4n8erfUmMJm3SO2bEt7ULyVUqW+KyEwBTbLNLJ6pBPvHzrlfAzjnWpxzE865SeA7wGbf4Q3AzEW5ZUCjr71sjvZTzjGzOCAT6AzMuxGR+brzmTpuWF+EzVHk5uVrC3lkXyvt/SMeRCYiIiIiEliBrC5uwPeAfc65L81oL55x2C3Abt/ze4FbfRXDq5kqcPa8b213n5ld5rvmO4F7ZpzzLt/zNwKPaj22iLeaeobYfaKHS6py5nw9NTGOzdXZ/LLmeJAjExEREREJvIAVPgOuBN4B7DKz7b62TwBvNbMLmJrWXQe8H8A5t8fMfgHsZaoy+e3OuekNFT8I3AkkM7VO+35f+/eAH/qKpHUyVZ1cRDx07/ZGNlfnkHCWKrJXrcjnR8/V84Grl8852i0iIiIiEq4CWV38KeZeM33fWc75NPDpOdprmCqadnr7MPCmJYQpIn52364mbtpQfNZjVhWl0zc8zv7mPtYWZwQpMhERERGRwNOGhSLiN619wxxuG2B9ydkT5xgzLqnO4f5dTUGKTEREREQkOJRki4jfPHmwnfPKMomLPfe3lk2V2dy/uzkIUYmIiIiIBI+SbBHxm0f3t3BeSea8jl1VkE5r3wiN3UMBjkpEREREJHiUZIuIX0xOOp6p7eC8svkl2TExxvllmTx2oDXAkYmIiIiIBI+SbBHxi4OtfaQkxJKXljjvc84ry+LR/UqyRURERCRyKMkWEb949nAH685R8Ox0G0oyeP5oJ+MTkwGKSkREREQkuJRki4hfbDnSwarC9AWdk5WSQH5aIjsaegIUlYiIiIhIcCnJFpElc85RU9fFmqKFJdkAa4szeOZwewCiEhEREREJPiXZIrJkxzoHARa0Hnva2uIMnjqkJFtEREREIoOSbBFZshePdbO6KB0zW/C5a4vT2Xmih9FxrcsWERERkfCnJFtEluyF+i6q81IXdW5KQhwlmUnsOtHt36BERERERDygJFtElmzbsS5WFKQt+vzVRelsOdLhx4hERERERLyhJFtElmRkfILa1v5Fj2QDrC7M4NnDnX6MSkRERETEG0qyRWRJDjT3UZKVTGJc7KKvsaowje3Hu5mcdH6MTEREREQk+JRki8iS7GzoWdIoNkztl52ZHM/B1j4/RSUiIiIi4g0l2SKyJDuOd1OZk7Lk66wqTKOmrssPES1eR/8IH/7pi1zynw/z9u9s4VCLkn4RERERWRgl2SKyJLsbe6ha4kg2wIqCdLYe9W5ddufAKK//xjM45/iXV61ldVE6b/n2Fmo1ui4iIiIiC6AkW0QWbWxikiNtA1T4aST7hWPejGQ75/i7X2znvNJM3nZpJQUZSVy/rog3XFTK7T9+kbEJ7eEtIiIiIvOjJFtEFu1QSz+FGUkkxS++6Nm0kqxkugfHaOsb8UNkC/PgnmaOtg/wlk3lp7Rfs7qApPgYfvrcsaDHJCIiIiLhSUm2iCza3qZeKnOXPooNEGPGqsI0XgzyaPbEpOMz9+3nbZsriIs99VuimfGWSyr4n0drGRmfCGpcIiIiIhKeApZkm1m5mT1mZvvMbI+ZfcTXnmNmD5nZId+f2TPO+biZ1ZrZATO7YUb7xWa2y/faV8zMfO2JZvZzX/tzZlYVqPcjIrPtbeyhLCvZb9dblp/GC/XBTbL/sKuJ1MQ4zivNnPP16rxUSrOTuXd7Y1DjEhEREZHwFMiR7HHgY865tcBlwO1mtg64A3jEObcSeMT3Nb7XbgXWAzcCXzez6Tmo3wBuA1b6Hjf62t8DdDnnVgD/BXwugO9HRE6z60QPlblLL3o2bWVBGjVBTLKdc3zricO88rwifJ/dzem6tQX8aEt90OISERERkfAVsCTbOdfknNvme94H7ANKgZuBu3yH3QW8zvf8ZuBnzrkR59xRoBbYbGbFQIZz7lnnnAN+cNo509f6FXCdne03ZRHxG+ccB1v6qfDTdHGAFQVp7G3sDVqhsZ0NPXT0j3JRefZZj7uwPJuGriFVGhcRERGRcwrKmmzfNO4LgeeAQudcE0wl4kCB77BS4PiM0xp8baW+56e3n3KOc24c6AFyA/ImROQUrX0jGJCVHO+3a6YkxJGfnsiB5uAksz95/hgvW51PTMzZP5uLjTEuW57LPZoyLiIiIiLnEPAk28zSgLuBv3XO9Z7t0Dna3Fnaz3bO6THcZmY1ZlbT1tZ2rpBFgiac++a+pl4qclPOOs16MVYWpLEtCMXPhscmuG9XE1etzJ/X8ZdV5/K7HdGTZIdz35TIpX4poUp9U0RmCmiSbWbxTCXYP3bO/drX3OKbAo7vz1ZfewMwc/+cMqDR1142R/sp55hZHJAJdJ4eh3Pu2865Tc65Tfn58/uFWiQYwrlvHmjuozzbf1PFpy3PT6OmLvBJ9sP7Wlien0ZOasK8jl+en0r/yDi1rf0Bjiw0hHPflMilfimhSn1TRGYKZHVxA74H7HPOfWnGS/cC7/I9fxdwz4z2W30Vw6uZKnD2vG9KeZ+ZXea75jtPO2f6Wm8EHvWt2xaRANvb2EupHyuLT1sRpJHs32w7wWXLcuZ9vJlxcWU2f9zTHMCoRERERCTcBXIk+0rgHcC1Zrbd93gl8FngejM7BFzv+xrn3B7gF8Be4AHgdufc9Ma0HwS+y1QxtMPA/b727wG5ZlYL/B2+SuUiEngHWvooz/H/SHZpdjJdg6O094/4/drT+obH2HKkg02V80+yAS4oz+LhfS0BikpEREREIkFcoC7snHuKuddMA1x3hnM+DXx6jvYaYMMc7cPAm5YQpogswsSk42j7AGXZ/h/JjjFjVUE624918/J1hX6/PsAj+1pZV5JBauLCvgWuK87kfx6tpWdojEw/FnwTERERkcgRlOriIhJZ6jsGyE5NICk+9twHL8Ky/FReCOB+2b/f2cTFlWfftmsuCXExrC5M59nDHQGISkREREQigZJsEVmwgy19lAdgFHvaioJ0aupn1TD0i6HRCZ490s5FFQtPsgHWFmfw1CFVjhURERGRuSnJFpEFO9DcR0lm4JLslQVp7GnsZXxi0u/X/tOhNpbnp5GetLjp3utLMniqtt3PUYmIiIhIpFCSLSILdqC5j9IAjmSnJsaRl5bI/uY+v1/7wT3NXFietejzq3JTae8fpa0vcIXZRERERCR8KckWkQU72NJPWQD2yJ5pVWEaNXX+nTI+Mel4dH/rotZjT4uJMdYWp/P80cBMZxcRERGR8KYkW0QWZHxikmNdg5RkJQX0PisK0vyeyG4/3kVmSjz56UuLfWVBOs8e1pRxEREREZlNSbaILEh95yC5qQkkxgWmsvi0VYXp1NR34Zzz2zUf2tvChWVZS77O6qJ0ttYFrvq5iIiIiIQvJdkisiCHWvoDsj/26YoykhidmORE95DfrvnQ3hYuXGRV8Zmq81I51jlI/8i4H6ISERERkUiiJFtEFuRQax/FmYGdKg5gZqwpymCrn9ZlH+8cpGNglOUFaUu+VnxsDMvyU3nxmEazRURERORUSrJFZEEONPdRkhXYomfTVhakseWIf5Lsh/e1cFFFFjFmfrne8vw0ttUryRYRERGRUynJFpEFqW0NznRxgLXFGTx3pMMv13pwTwsXlC19qvi0Fflp1CjJFhEREZHTKMkWkXmbnHTUdQxQkhmcJLsyJ8Uve1L3DY+x43g355Vl+ikyWFmYxo7j3X4tzCYiIiIi4U9JtojM24nuIdKT4klOCGxl8WnTe1I/d3Rpo9lPHmxnTXE6SfH+izsrJYHE+FjqOwb9dk0RERERCX9KskVk3oI5VXzamqIMnjq0tD2pH9jdxIXlWf4JaIaVBWnsaOj2+3VFREREJHwpyRaReQtWZfGZ1pdk8HTt4pPssYlJnjjYxkV+2LrrdFW5qSp+JiIiIiKnUJItIvN2oLmP4iCtx55WnpNC38g4xzsXNy37uSOdFGUmkZuW6OfIYHl+KjuO9/j9uiIiIiISvpRki8i81bb2U5oV3CQ7xoyNpZn8aZFTxu/f3cTFlf4fxQaoykvlQEsf4xOTAbm+iIiIiIQfJdkiMi/OOY60D1AS5CQbYENpJo/ub13weZOTjgf3NHNJZU4AooKUhDjy0hM41NofkOuLiIiISPhRki0i89LeP4oBGUlxQb/3xrIsthzpYGR8YkHn1dR3kZ4UT3EAPxiozk1lV4OmjIuIiIjIlHkl2Wb2JjNL9z3/FzP7tZldFNjQRCSUTFUWT8HMgn7vzOR4yrKTee5I54LOu2f7CTZXBWYUe1plbqoqjIuIiIjISfMdyf6kc67PzF4C3ADcBXwjcGGJSKipbeunJCu4lcVnurAiiwd2N8/7+LGJSe7b1cTly3MDGBVU56WyUyPZIiIiIuIz3yR7eo7mq4BvOOfuARLOdoKZfd/MWs1s94y2T5nZCTPb7nu8csZrHzezWjM7YGY3zGi/2Mx2+V77ivmG0cws0cx+7mt/zsyq5vleRGQRDrX0UZQR/PXY0zZX5fLAnmYmJt28jn/iQBuFGUkUZgT2g4Gq3FQOtar4mYiIiIhMmW+SfcLMvgW8GbjPzBLnce6dwI1ztP+Xc+4C3+M+ADNbB9wKrPed83Uzi/Ud/w3gNmCl7zF9zfcAXc65FcB/AZ+b53sRkUU42NLn6Uh2UWYS2SnxPHekY17H/3zrcV6yMi/AUUFyQix5aYkcbhsI+L1EREREJPTNN8l+M/AgcKNzrhvIAf7hbCc4554E5ruA8mbgZ865EefcUaAW2GxmxUCGc+5Z55wDfgC8bsY5d/me/wq4zrxYLCoSJY60DQR9+67TXbE8j1++cPycx7X0DvPskQ4uXxbYqeLTqnJT2X1CU8ZFREREZP5J9h1AH9AI4Jxrcs79cZH3/JCZ7fRNJ5/evLYUmPmbc4OvrdT3/PT2U85xzo0DPcCcv1Gb2W1mVmNmNW1tbYsMW8T/wqVv9o+M0zs8Rl56oqdxXLE8l4f3ttIzNHbW4360pZ4rlueSkhCcSugVOSnsOtEdlHsFS7j0TYku6pcSqtQ3RWSm+SbZdcBbgRoze97MvmhmNy/ift8AlgMXAE3AF33tc41Au7O0n+2c2Y3Ofds5t8k5tyk/P39BAYsEUrj0zcOt/ZRmJRPj8WSRrJQELqjI4pc1Zx7NHhwd50db6rlhfVHQ4qrKS2XXid6g3S8YwqVvSnRRv5RQpb4pIjPNK8l2zn3fOfdu4BrgR8CbfH8uiHOuxTk34ZybBL4DbPa91ACUzzi0jKlR8wbf89PbTznHzOKATOY/PV1EFuBwWz/Fmd5OFZ92w/oivv3kkTPumf2/T9extjiDkiBOba/MTWF/cy+T8yzKJiIiIiKRa777ZH/XzJ5haiQ6DngjkH32s+a8TvGML28BpiuP3wvc6qsYXs1UgbPnnXNNQJ+ZXeZbb/1O4J4Z57zL9/yNwKO+ddsi4meHWvopzvSu6NlMy/PTqMhJ4c6n62a91tI7zHeePMIbLiqbfWIAZSTFkxIfx/GuwaDeV0RERERCz3yni+cCsUA3U6PF7b510GdkZj8FngVWm1mDmb0H+H++7bh2MjUq/lEA59we4BfAXuAB4Hbn3PQw1QeB7zJVDO0wcL+v/XtArpnVAn/H1LpxEQmAg619QR0ZPpe3XVrB1x8/TG1r/8m2iUnH3/9yB9euLfAk1uq8FPY0RtaUcRERERFZuHlVBXLO3QJgZmuBG4DHzCzWOXfG4SLn3FvnaP7eWY7/NPDpOdprgA1ztA8zNW1dRALscGs/r1gXvDXO51KcmcxbN5fzju89x1ffdiGlWSn8n9/toWdojPe/dLknMZXnpLDnRA+vPK/43AeLiIiISMSaV5JtZq8GrgJeytQ08UeBPwUwLhEJEWMTkzT2DIfMdPFpV68qICE2hr/56Yv0DY/zkhV5fOz61cTGeFOcrTInlZpjXZ7cW0RERERCx3z3t7kJeBL4b+dc47kOFpHIUd8xQF5qAvGx811dEjyXL8/j8uV5XocBTBU/++GWeq/DEBERERGPzbe6+O3AFmAdgJklm1l6IAMTkdBQ29pPWXborMcOVfnpiQyOjdPeP+J1KCIiIiLioflWF38f8CvgW76mMuC3AYpJRELIodZ+ikJsqngoMjOq81LZ16TiZyIiIiLRbL7zP28HrgR6AZxzh4CCQAUlIqHjYHNoVRYPZRU5KUqyRURERKLcfJPsEefc6PQXZhYHaE9qkShwqLWfUiXZ81KRk8Kuhh6vwxARERERD803yX7CzD4BJJvZ9cAvgd8FLiwRCQWTk466jgGNZM9TZW6q9soWERERiXLzTbLvANqAXcD7gfuAfwlUUCISGk50D5GeGE9Kwnw3IohupVnJNHQPMTw24XUoIiIiIuKRef3m7JybBL7je4hIlFBl8YWJj42hNCuZgy19bCzL8jocEREREfHAWZNsM/uFc+7NZraLOdZgO+c2BiwyEfHcodY+VRZfoIqcFPY29irJFhEREYlS5xrJ/ojvz1cHOhARCT37m/tU9GyByrNTtC5bREREJIqddU22c67J9/T1wLhzrn7mI/DhiYiXDrX0U5ad4nUYYaUyN4XdjaowLiIiIhKt5lv4LAP4o5n9ycxuN7PCQAYlIt5zznG4Tdt3LVRlbgoHmvuYnNQuhyIiIiLRaF5JtnPu/zjn1gO3AyVMben1cEAjExFPNfcOkxgXQ1qSKosvRHpSPKmJcRzrHPQ6FBERERHxwHxHsqe1As1AB1Dg/3BEJFQcaO6jIkdTxRejOjeFvU1aly0iIiISjeaVZJvZB83sceARIA94nyqLi0S2Qy39lGiq+KKU56Sw54TWZYuIiIhEo/nOA60E/tY5tz2AsYhICNnX3Kv12ItUmZPKC8e6vA5DRERERDww3zXZdwBpZvZXAGaWb2bVAY1MRDx1sLlPlcUXqTJ3aq9sEREREYk+850u/m/APwEf9zXFAz8KVFAi4q3JSceR9gHKsjWSvRj56YkMjU3Q3j/idSgiIiIiEmTzLXx2C/BaYADAOdcIpAcqKBHx1onuIVIT4khNVGXxxTAzqvNSNZotIiIiEoXmm2SPOucc4ADMLPVcJ5jZ982s1cx2z2jLMbOHzOyQ78/sGa993MxqzeyAmd0wo/1iM9vle+0rZma+9kQz+7mv/Tkzq5rnexGRczjY0ke5KosvSXlOCnuUZIuIiIhEnXMm2b6k9vdm9i0gy8zeBzwMfOccp94J3Hha2x3AI865lUxVKr/Dd491wK3Aet85XzezWN853wBuA1b6HtPXfA/Q5ZxbAfwX8LlzvRcRmZ/9zX2UZCV5HUZYq8pNYVdDt9dhiIiIiEiQnTPJ9o1gvw74FXA3sBr4V+fc/5zjvCeBztOabwbu8j2/y3fd6fafOedGnHNHgVpgs5kVAxnOuWd9cfzgtHOmr/Ur4LrpUW4RWZq9jb0qerZEVbmp7NZItoiIiEjUme+Cy2eBbufcPyzxfoXOuSYA51yTmRX42kuBLTOOa/C1jfmen94+fc5x37XGzawHyAXalxijSNQ70NzHlSvyvA4jrJVkJdPaN0z/yDhpWtsuIiIiEjXmuyb7GuBZMztsZjunH36MY64RaHeW9rOdM/viZreZWY2Z1bS1tS0yRBH/C8W+OTo+ybGuQe2RvUSxMUZlTvgWPwvFvimifimhSn1TRGaab5J9E7AcuBZ4zYzHQrX4poDj+7PV194AlM84rgxo9LWXzdF+yjlmFgdkMnt6OgDOuW875zY55zbl5+cvImyRwAjFvnm0fYCC9EQS4ub77UHOpDI3hd0nerwOY1FCsW+KqF9KqFLfFJGZ5vVbtHOufq7HIu53L/Au3/N3AffMaL/VVzG8mqkCZ8/7ppb3mdllvvXW7zztnOlrvRF41LduW0SWYF9TLxWqLO4XFbkp7FDxMxEREZGoErCFgmb2U+BlQJ6ZNQD/BnwW+IWZvQc4BrwJwDm3x8x+AewFxoHbnXMTvkt9kKlK5cnA/b4HwPeAH5pZLVMj2LcG6r2IRJO9Tb2UZWuquD8sy0vjsf2t5z5QRERERCJGwJJs59xbz/DSdWc4/tPAp+dorwE2zNE+jC9JFxH/2dPYw+XLVPTMH8qyk2noGmJwdJyUBBU/ExEREYkGWnQpIqfY39Sn6eJ+Eh8bQ0VOCvuawrP4mYiIiIgsnJJsETmprW+E0YlJ8tISvA4lYlTlprCrITyLn4mIiIjIwinJFpGT9jb1Up2XylSdQfGHyrxUXjze7XUYIiIiIhIkSrJF5KS9jb2UZ2uquD8ty0tjp0ayRURERKKGkmwROWlXQ7fWY/tZeU4yTT1D9I+Mex2KiIiIiASBkmwROWl349R0cfGfuJgYqnJTtS5bREREJEooyRYRAPpHxmntG6YkS3tk+1t1Xio7G7q9DkNEREREgkBJtogAU+uxK3JSiY1R0TN/W5afxrZjXV6HISIiIiJBoCRbRADYdaKH6jytxw6EFflpbFeFcREREZGooCRbRADYfqyLylytxw6EwoxEhkYnaOkd9joUEREREQkwJdkiAsDOEz0sU9GzgDAzVhWm8+Kxbq9DEREREZEAU5ItIvQOj9HaO0KZ9sgOmOr8VF6o17psERERkUinJFtE2N3Qw7J8FT0LpJUF6dTUd3odhoiIiIgEmJJsEWH78W7tjx1gy/NT2d/Ux+j4pNehiIiIiEgAKckWEV441qUkO8BSEuIozkxiT2OP16GIiIiISAApyRaJcs45XjzWzcqCdK9DiXgrC9O0LltEREQkwinJFolyDV1DAOSlJXgcSeRbWZDOs0c6vA5DRERERAJISbZIlNt2rIuVBWmYqehZoK0pSueFui6cc16HIiIiIiIBoiRbJMptPdrJioI0r8OICrlpiSTFx3C4rd/rUEREREQkQJRki0S5rXVdrC7UeuxgWVOcwZYj2spLREREJFIpyRaJYr3DYxzrHFRl8SBaXZjOM4fbvQ5DRERERALEkyTbzOrMbJeZbTezGl9bjpk9ZGaHfH9mzzj+42ZWa2YHzOyGGe0X+65Ta2ZfMS0qFVmQF+q6WFmYRlysPm8LlvUlUyPZWpctIiIiEpm8/M36GufcBc65Tb6v7wAecc6tBB7xfY2ZrQNuBdYDNwJfN7NY3znfAG4DVvoeNwYxfpGwt+VIByu1Hjuo8tOTSIiNobZV67JFREREIlEoDV/dDNzle34X8LoZ7T9zzo04544CtcBmMysGMpxzz7qpIaEfzDhHRObhmcMdrCnK8DqMqLO+JIOnajVlXERERCQSeZVkO+CPZvaCmd3mayt0zjUB+P4s8LWXAsdnnNvgayv1PT+9XUTmoW94jNrWflap6FnQrSvJ4IkDbV6HISIiIiIB4FWSfaVz7iLgJuB2M3vpWY6da521O0v77AuY3WZmNWZW09amX2wldHjZN7fWdbKyMI2EuFCa0BIdNpRksrW+k7GJSa9DOSN935RQpH4poUp9U0Rm8uS3a+dco+/PVuA3wGagxTcFHN+frb7DG4DyGaeXAY2+9rI52ue637edc5ucc5vy8/P9+VZElsTLvvnkwTbWaqq4JzKS4ynOTOaF+i6vQzkjfd+UUKR+KaFKfVNEZgp6km1mqWaWPv0ceAWwG7gXeJfvsHcB9/ie3wvcamaJZlbNVIGz531TyvvM7DJfVfF3zjhHRM7hyYPtnFeW6XUYUWtjaSaPH2g994EiIiIiEla8GMkuBJ4ysx3A88AfnHMPAJ8FrjezQ8D1vq9xzu0BfgHsBR4AbnfOTfiu9UHgu0wVQzsM3B/MNyISrpp6hmjvH6E6V/tje+X88iwe2ackW0RERCTSxAX7hs65I8D5c7R3ANed4ZxPA5+eo70G2ODvGEUi3eMH2ji/PIuYGG0t75UV+Wm09o3Q0DVIWXaK1+GIiIiIiJ8EPcmW0NfZP8KBln4GR8cpz0lmVaHW7Uaah/e1cF6ppop7KSbGuLA8i4f3tvCXV1Z7HY6EsObuQWrbBhifdFTmpFCdr73tI8XAyDh17QNgUJWXSmrC1K9lw2MT1LUPMDoxSWVuKpnJ8QCMTUxS1zHA4MgEZdnJ5KYlAjA56ajrGKB3aIzirGQKM5JO3uN45yDt/SPkpyfqAz05qaFzgCPtAwBU56ZQnqvvKyL+pCRbTnGguZdfbzvB9546yvikY1VhGp9+3XlcUp3jdWjiJ8NjE2w50sFbNpWf+2AJqIsqsrl/d7OSbDmjnQ1dfP+pOu7Z0YhzcGl1Nv9wwxo2Vel7crhr6BrkM3/Yx327mwF49cZiPn7TWhLijK8+WssPttTjHGyuyuFzbzyPvNREfrilni89dJDxScfKgjT+520XUp2byr07GvnkPbsZHpukODOJr7/9Ii7wLUn5u19sp3d4nKyUeL5y64W8dJWKckW7F+u7+NrjtTzsW7J07ep8PnTtCi6q1PcVEX/R3j1yikMt/XzrySOMT07thnawpZ9vPHGY1t4hjyMTf3m6tp3q3FTSk+K9DiXqbSzPZPeJHroGRr0ORULUzoZefrt9KsEGeO5oF/f7kjIJb4/saz2ZYAP8fmcTjx9s5YX6Lu56tv7kv/nzdZ387Pnj7Grs4f89eODkz+dDrf184cED7G/u4x/v3snw2NSWgE09w/z9L3ewv7mPD/10G73D4wB0D47xoZ9s41jnYHDfqIScLUc6TibYAI8eaOPpwx0eRiQSeZRkyykaumYn01uOdNDSO+JBNBII9+9q5sKKbK/DECAxLpaN5Vk8uEdJk8zthbrOWW1P17ZzomvAg2jEn+b6f/9CXRfbjs3e2u/BPc3Ud8xOjp842EZ9x8DJhHza4bYBGroGTybe03qHx2nu0Yfm0e6ZI7MT6qdr2z2IRCRyKcmWUxRmJM5q21CSQXaKRj0jwdjEJA/ta2Gzpv+HjM1VOfx2e6PXYUiIWj9H7YTzy7PITU7wIBrxpytX5M1qW1ecwdqi2XVQLl2WS3Fm0qz288uz5mwvykiiMCOJuNOKWybFx5CXNvvnvESX88uyZrVdUD67TUQWT0m2nGJlYRo3bSg6+XV2SjwffvkqynK01VMkeLq2neLMJP2SFUIurMhi94keWnuHvQ5FQtBFFdlcVJF18uuy7GRef1EpSVruEfZuOq+ItcXpJ7/eUJLBdesKuXRZLi9d+ecEvDQrib+6oorzSjNPqaWRmRzPv7xqLWtLMvnoy1eebE+Kj+Hzb9zI2uIMPv26DcT6Eu24GOOzr99IlbZujHpXr85nTeGf+97KgjSuW1voYUQikcfc6XOMItymTZtcTU2N12GEtMOtfRxpH2BgZILK3BRNLZ6fJe+FFYy++ZGfvUhWcgI3zvggRbz3rScPc+XyXN730uWBuHxY9E05s/1NPRxtH2R8cpLq3FQ2zDEKFaaW1DcjoV+29g1zuHUAM1ien0Z++tQHoF2Doxxq6Wd0YoJleWmUZCUD0Dc8xqHWfvqHx6nKTaHClzAPjY5T29pP58Ao5TkpVOelYmaMjk9yuK2f1t5hCjOTWJ6fRnysxlfmIeL75t7Gqe8r4KjKTWF9aZbXIcm5ad/VMKLq4jLL8oJ0lhekn/tACSsDI+M8sq+Vz79xo9ehyGlesiKPn289znuvWoaZfobKqdYUZ7KmWFvuRaKC9CQK0mdP985OSZhzWU96UjwXzfHBd3JCHOfN8eFLQlwMa4szWFusrTjlVOtKMllXou8rIoGijzNFosQfdjWxrjiDrBSt5Qw1a4sz6B8ZZ0dDj9ehiIiIiMgSKckWiRI/2lLPVStnF9oR78WY8bLV+fzgmTqvQxERERGRJVKSLRIF9jT20NQ9pPX1Iexlqwr4494WOvq1XZ6IiIhIOFOSLRIFvveno1y3tvBklVkJPRnJ8VxancOPttR7HYqIiIiILIGSbJEI19QzxEP7Wrh2TYHXocg53LShmDufqWNwdNzrUERERERkkZRki0S4bz1xhJeuzCdd++qGvNLsZNYUZ/DDZzWaLSIiIhKulGSLRLDmnmHu3tbAqzYWex2KzNMtF5TyzScO0zs85nUoIiIiIrIISrJFItjnH9zPtWsKyNa2XWGjPCeFCyuy+OqjtV6HIiIiIiKLoCQ7hB3vHOTx/a08c7id9j5VHJaFefFYF48daOO155d4HYos0BsvLufnW49R29rndSgRxzlHbWsfj+xroaa+UzMGJCiOdw7y2P5WntXPc5GQMDQ2zs6Gbh7e28Lexh5Gxye9DkkiTJzXAcjc9jT28K7vP097/ygAm6ty+NJbzqcsO8XjyCQcjI5P8k937+TWS8pJSdB/83CTnZLA6y8q4+9/uZO7P3iFqsL70TOHO3j3nVsZ8f1C9ReXVvD3N6wmS7M9JED2NPbwzu89T8fA1M/zy5bl8MU3nU+pfp6LeGJkbIKfPHeM//j9PgBiDL7wpvO55cJSzPTzVvxDI9khaGx8ku/+6cjJBBvg+bpOnj/a6WFUEk6++McDZCbH85IVeV6HIov08rWFTEw6/ueRQ16HEjE6+kf4xG92nUywAX703DH2NvV6GJVEstHxCb715JGTCTbAliOdbK3r8jAqkeh2uK2fT/9h38mvJx388292U9cx6GFUEmmUZIegwdFxXjzWPav9QLOmjsq5PbS3hV9va+C9L1mmT2TDWIwZH7h6OT/cUs9jB1q9Dici9A6NUT/HL1GtvZq+K4ExMDrBi8dmJ9SHWvs9iEZEANr7R5l0p7YNjU3Q2a+fBeI/SrJDUEZyPK88b3Y16Iursj2IRsLJjuPd/MMvd/Dh61aSkawtu8JdTmoCf3PtSj768+3sbOj2Opywl5eeyKY5vo9W5WrargRGZlI8r9ww++f5heVZwQ9GRICp7TKT4k9NgfLSEijJSvYoIolEYZ9km9mNZnbAzGrN7A6v4/EHM+PNl5Rz7ep8AOJijL9+2XIurlSSLWf24rEu/vJ/n+e9Vy1jRUG61+GIn6wuSuc9V1bzru8/z7Y5RsRk/tKT4vn3mzewumjq/0dKQiyfe8NG1hRneByZRKqYGOPWzRW8bMbP8w9ds5yLKrO8DUwkii3LS+Ubb7+YnNSpWhxFGUl87W0XUawkW/worCsimVks8DXgeqAB2Gpm9zrn9nob2dJV5abyP2+9iGNdg8THxlCZm0J8bNh/JiIBcs/2E/zrPXu47aXLuKhCH8ZEmk1VOcTGGO++cyv/8qq1vPHicq9DClvrijP46fsuo7F7iLSkOCpzUrSsQgKqOi+Vr/l+nifExlChn+cinjIzrllTwO/+5kq6BsbIT0+kMCPJ67AkwoR1kg1sBmqdc0cAzOxnwM1A2CfZAKlJcazVCIucRUvvMP/+uz1sP97Dx29aQ2VuqtchSYBcWJHNx29ay38/fIg/7mnhU69dr6lti5STmnByBEMkGPTzXCT0lGalUJrldRQSqcL9o9RS4PiMrxt8bacws9vMrMbMatra2oIWnMi5LLZvHm0f4FP37ub6Lz1BfGwMn75lgxLsKFCRk8J/vu480pPiuOHLT/LPv9nFoZbAFETU900JReqXEqrUN0VkJnPOnfuoEGVmbwJucM691/f1O4DNzrm/OdM5mzZtcjU1NcEKUaLHkuebnq1vdg2Msruxh+ePdPLogVZOdA/x0pX53LC+SCNyUap7cJSH9rXwxIE28tISufPdl1CcOefIdkD7psgSLKlvql9KAKlvSijS2qYwEu7TxRuAmYsTy4BGj2IRCYgnDrbxru8/D0xVQd5YlsUrzysm1ozjnYMc79S+jtFqVUE6K/LT+NpjtRxs6T9Tki0iIiIiQRTuI9lxwEHgOuAEsBV4m3Nuz1nOaQPqF3nLPKB9kecuRbTd18t7L/a+7c65G5dy4zP1zYTiVck513+ggslJ5yYn4i0mdmwp9wkkxbd4S4rNYui4/8v1Y+3H5trkM2B9M8i8/H60FOEaNwQ+9iX1zQD0y2j8meflvUP5PQezb4bz94iFiJb3CYF7r0v+eS7BE9ZJNoCZvRL4MhALfN859+kA3qvGObcpUNfXfb2/t5fveT4U39KEcnyhHFsoCNe/n3CNG8I79sWIxp95Xt47Gt/zXEIplkCKlvcJ0fVe5czCfbo4zrn7gPu8jkNEREREREQk3KuLi4iIiIiIiIQMJdkL823dN+Lv7eV7ng/FtzShHF8oxxYKwvXvJ1zjhvCOfTGi8Weel/eOxvc8l1CKJZCi5X1CdL1XOYOwX5MtIiIiIiIiEio0ki0iIiIiIiLiJ0qyRURERERERPwk6pLsG2+80QF66OHvx5Kpb+oRoMeSqW/qEaDHkqhf6hHAx5Kob+oRoIeEkahLstvbA7E3vMjSqW9KqFLflFCkfimhSn1TRKIuyRYREREREREJFCXZIiIiIiIiIn4S53UAEnq6Bkc40NzP4OgE5dlJrCzM8DokCWO7T3TT3DNMVkoC55emEx8f73VIIiIhYWB0nPr2AcygMjeVlISpX8tGxieoax9gbMJRmZNCevLU983xiUnqOgYZHBmnLCeFnNQEAJxz1HUM0DM0TklmEgUZSSfvcbxzkPb+EQrSkyjNTg7+m5SQ1NA1yNH2AXBQnZdCWU6q1yGJRBQl2XKKQ829/PrFE3z3qaOMTTjWFKXz7zevZ3N1rtehSRh64kArd/x6F009w6QmxHLHTWu4cX0R+TN+ARQRiUYnugb5v/fv5/c7mwB47QUl3HHjGhJiY/j647Xc+Uwdkw4uX57DZ27ZSF5qAj9+/hhf/OOBkz+f//vWC6jKTeV3O5v413t2Mzg6QWlWMl97+4WcX5bFYwda+ejPd9AzNEZOagL/fesFXLUy3+N3Ll57sb6Tbz55hAf3tADw8rUF3P6yFVxYme1xZCKRQ9PF5RT7W/r5xhNHGJuYKmK4v7mPbz1xhNbeIY8jk3Czv6mHT96zh6aeYQAGRif413v3cKClz+PIRES89/C+1pMJNsC92xt5fH8rNfWdfP/pqQQb4NnDnfx86zF2nejhs/fvP+Xn8xcfPMj+5j7+4Vc7GBydAOBE9xAf+8UO9jf3cvuPX6RnaAyAzoFRbv/JNo53Dgb3jUrI2XK082SCDVN98enDKtYm4k9KsuUUJ7pnJ9PPHumgpXfEg2gknLX2jXDstF/mnIPjnfrARrzjnKNncIzJSe2GIt56cE/zrLaa+i62Heua1f7A7mbq50iOHzvYSn3HAO607ny4bYCGriGGxiZOae8dGqepR9+Do90zhztmtT1VqyRbxJ+UZMspCtITZ7WtL8kgM1nraGVhslLiyU+b3Z8KMma3iQRDY/cQt3z9GS79zMO89POP8UL97GRGJFiuWD57Gdba4gzWFs2ug3LpshyKM2cvszm/LIuiOdoLMxIpTE8iLsZOaU+KjyFvju/LEl02lmXOaju/LCv4gYhEMCXZcoqVBWncsL7o5NdZKfF8+LqVVOSqIIYszMaybD756rUkxv3528z7X7qM5flpHkYl0WpgZJy/+O5zrClK53vvuoS3XFLOe+/aSm1rv9ehSZR65XnFrCn68/fDdcUZXLe2gM3VOVy14s8JeElWEn91RTUbSjJ506ayk+0ZyXH886vWsq4kk49ct/Jke2JcDJ9/4/msLcngP27ewHSeHRtj/N9bzqNKP8+j3stW5bO68M99b3l+GtetLfQwIpHIY+70OUYRbtOmTa6mpsbrMELaoZZe6toH6R8ZpzIvhYsqcrwOKRzYuQ85u0jsm0NDY+xs7uV45yB5aYmsyE+hLEdJdpCpbwL/+fu9HGzp44MvW3Gy7aG9zWw71s2vP3gFMTFL/muShVvSX3ok9MvW3mFq2/oxYHlBGgXpU6PSnQOj1Lb0MTIxyfL8NEqypqqC9w2Pcailn77hMaryUqn0JcyDo+PUtvbT0T9KRU4Ky/JTMTNGxyeobR2gpXeY4swklhekER+r8ZV5iPi+ubexhyO+6uLL8lJZVzp7dFtCjn5QhRFVF5dZVhZmaNsu8Yvk5Hgurc7lUlWnFw819wzz85rj/L83bDyl/bq1hTx5qJ0H9jTzyvOKPYpOollBxqnbbU3LSU1g87LZ3zfTk+K5aI4K0CkJcWycY7pvQlws60oyWFein+lyqnUlmawrUWItEij6OFNERCLa958+ylUr88hKSTilPcaM111Qyn8/cohom9UlIiIigaMkW0REItbI+AS/rDnOK9YVzfn6hRVZ9A+PqwiaiIiI+I2SbBERiViP7GulPDuFwjmm5MLUaPa1awr40Zb6IEcmIiIikUpJtoiIRKzfvniCy+ZY2zrTFctzeXhfK4Oj40GKSkRERCKZkmwREYlIg6PjPH24nU1VswtFzZSVksDKwjQe3tcapMhEREQkkinJFhGRiPR0bQfL89NIT4o/57GXVObwh52NQYhKREREIp2SbBERiUgP7W3h/Dm2NZrLxVXZ/OlQO8NjE4ENSkRERCKekmwREYk4zjmeONjK+eVZ8zo+IymeqtxUnj3SEdjAREREJOIpyRYRkYhztH2AyUlHSebcVcXnckF5Fg/taQlgVCIiIhINlGSLiEjEebq2nQ2lmZjZvM/ZWJbJEwfbAhiViIiIRAMl2SIiEnGeru1gTVHGgs6pyElheGyCuvaBAEUlIiIi0UBJtoiIRBTnHM8f7WBtcfqCzjMzzivN5Kna9gBFJiIiItFASbaIiESUI+0DxMbGkJ8+//XY09YWZ/CnQ5oyLiIiIounJFtERCLKC/VdrCla2Cj2tPUlGWw50snkpPNzVCIiIhItwiLJNrNyM3vMzPaZ2R4z+4iv/VNmdsLMtvser/Q6VhER8dbWo50sz09b1Lm5aYmkJsZysLXPz1GJiIhItAiLJBsYBz7mnFsLXAbcbmbrfK/9l3PuAt/jPu9CFBGRUPBCfRcrCxaXZAOsK85gy2Htly0iIiKLExZJtnOuyTm3zfe8D9gHlHoblYiIhJq+4TGaeoapyE1Z9DVWFabztJJsERERWaSwSLJnMrMq4ELgOV/Th8xsp5l938yyvYtMRES8tquhh+q8VOJiFv/jbU1RBjV1nTinddkiIiKycGGVZJtZGnA38LfOuV7gG8By4AKgCfjiGc67zcxqzKymrU1VYyV0qG9KqArXvrn9eDdVealLukZ+eiJxsTEc1X7ZISdc+6VEPvVNEZkpbJJsM4tnKsH+sXPu1wDOuRbn3IRzbhL4DrB5rnOdc992zm1yzm3Kz88PXtAi56C+KaEqXPvm9uPdLFtikg2wpiidrXWdfohI/Clc+6VEPvVNEZkpLJJsMzPge8A+59yXZrQXzzjsFmB3sGMTEZHQsetEj1+S7JUFaTx3NHSS7Pb+EZp7hr0OQ0REROYhzusA5ulK4B3ALjPb7mv7BPBWM7sAcEAd8H4vghMREe91DYzSOzRGYWbSkq+1qjCdrz9+2A9RLU3/yDh33L2Txw+0ERtjbCzN5CtvvZDs1ASvQxMREZEzCIsk2zn3FGBzvKQtu0REBJgaxa7OTyXG5vpxsTDl2Sl0DIzQ0T9CblqiH6JbuLGJSd5751YS42P56tsuJDbG+PnW47z9u8/x67++gqT4WE/iEhERkbMLi+niIiIi57KnsZeKnKVPFQeIiTFWF6az7Vi3X663GP/zyCGGxye57aplJMbFEhcTw9s2V5CZHM8XHjzgWVwiIiJydkqyRUQkIuxq6KYyZ/H7Y59ueX4aNR4VP6trH+CuZ+t531XLiIn588i8mfHOyyv55QsNqn4uIiISopRki4hIRNjT1Lvk7btmWlmYzvMeJdlf+OMBblxfRM4ca6+zUhJ4xbpCvvLIIQ8iExERkXNRki0iImFvcHSc5p5hSrKWXvRs2vL8VPY39TE6Pum3a87HkbZ+njrUzg3ri854zA3ri3h4Xwutvao4LiIiEmqUZIuISNg70NxHWXYycTH++7GWkhBHUWYS+5p6/XbN+fjun45y3doCkhPOXNgsNTGOy5fl8pPnjgUxMhEREZkPJdkiIhL29jX1UeHH9djTVuSn8kJ9l9+veya9w2P8bkcj160tPOexV6/K55cvNOCcC0JkIiIiMl9KskVEJOztaeyhLNv/SfbyguAWP7tneyMbyjLJTjn3PtjVeanExRo1QfwQQERERM5NSbaIiIS9fU29ARnJXlkQ3G28fvb8Ma5emT+vY82MS6tz+P2OxgBHJSIiIguhJFtERMKac46DLf0BSbKLM5MYHB2nJQgFxmpb+2juGea80sx5n7O5Opf7djUzOakp4yIiIqFCSbaIiIS1pp5h4mONjOR4v1/bzFhVmM62IEzJ/s22E1yxPPeUfbHPpTQrmcT4GHY39gQwMhEREVkIJdkiIhLWDjT3UZnrv/2xT7c8Py3g656dc/x2eyOXL89b8LkXVWTzxz0tAYhKREREFkNJtoiIhLUDLX2UZiUH7PorCwNf/Gz3iV4cjqrchU95P788i0cPtAYgKhEREVkMJdkiIhLW9jX2UpoduCR7eX4aB1r6GBmfCNg9fr+zkc1VuZjNf6r4tFUFadR3DNDRPxKAyERERGShlGSLiEhYO9ASmD2ypyXFx1KalczuE70Bub5zjvt2NXFJVfaizo+LjWFDSSZP1bb7OTIRERFZDCXZIiIStiYmHUfbBwI6XRxgZUFawIqfHWjpY3Rikuq8xa8rX1OUwZ8OKckWEREJBUqyRUQkbNV3DJCdmkBSfGxA77OiIJ3njnYE5NoP7m5mU2XOoqaKT1tfksHTGskWEREJCUqyRUQkbB1s6ac8gOuxp01v4+Wc//ejfmBPMxdVLm6q+LSy7GSGxyY43jnop6hERERksZRki4hI2DrY0kdJgKeKA+SlJRATY9R1+DeJPdE9xImuIVYXpi/pOmbG2uIMnjsa2CroIiIicm5KskVEJGztb+4N+HpsmEpi1xRlsNXPW3k9vLeFiyqyiY1Z/FTxaasL03n2sKaMi4iIeE1JtoiIhK2DLf2UZQeusvhMKwvSeP6If5Ps+3c3c2HF0qaKT1tdlM7WusAUZxMREZH5U5ItIiJhaXxikmOdg5RkJQXlfquL/Fv8rHd4jJ0N3Wwsy/TL9cqzU+gYGKGtT/tli4iIeElJtoiIhKX6zkFyUxNIjAtsZfFp5Tkp9AyN0dI77JfrPX6gjXXFGX6rjB4TMzWl/YV6rcsWERHxkpJsEREJS4da+oOyHntajG9d9pYj/hnNfnB3MxeUZ/nlWtOW56dSE6D9vEVERGR+lGSLiEhYOtTaF7Sp4tNWF6XzzOGlJ9ljE5M8eahtyVt3nW5lQTo1WpctIiLiKSXZIiISlg4091GSFZyiZ9PWl2TwrB+S7OeOdFKalUx2SoIfovqz5flp7G/uZXR80q/XFRERkflTki0iImHpUEs/ZdnBmy4Of16X3dg9tKTr3L+7iQsrsvwT1AzJCbEUZyazr6nX79cWERGR+VGSLSIiYWdi0lHXMRDUNdkwtS57Q0kGT9cufj/qyUnHH/e0sKkyx4+R/dny/FS2H+8OyLVFRETk3JRki4hI2GnoGiQzOd5vlbkXYn1JJo8faFv0+dsbuklOiKUkQB8QVOelUVOnCuMiIiJeCYsk28zKzewxM9tnZnvM7CO+9hwze8jMDvn+9G8FGRERCUlTU8WDux572nllmTxd287kpFvU+X/Y2cQmPxc8m2lFQRo7G3oCdn0RERE5u7BIsoFx4GPOubXAZcDtZrYOuAN4xDm3EnjE97WIiES4Q639Qa8sPi0vLZHMlHh2NHQv+FznHPftamJzdWCmigOUZSXT2jdCz+BYwO4hIiIiZxYWSbZzrsk5t833vA/YB5QCNwN3+Q67C3idJwGKiEhQHWzppTgzuOuxZzq/LItH97Uu+LwXj3cTG2NU5ARuFD4mxliWn8rOE90Bu4eIiIicWVgk2TOZWRVwIfAcUOica4KpRBwoOMM5t5lZjZnVtLUtfh2diL+pb0qoCvW+ebClP+hFz2a6sCKLB/Y0L/i8e148wWXLcjGzAET1Z9V5qeyIwOJnod4vJXqpb4rITGGVZJtZGnA38LfOuXnvT+Kc+7ZzbpNzblN+fn7gAhRZIPVNCVWh3DedcxxtH6A0yNt3zbSqIJ22/hGOdQzO+5yxiUl+t6ORK5bnBjCyKdV5qYuazh7qQrlfSnRT3xSRmcImyTazeKYS7B87537ta24xs2Lf68XAwufuiYhIWGnqGSYpPpa0xDjPYoiJMS6pyuEPuxrnfc6TB9soyEgKyjT3ZXlp7GrQXtkiIiJeCIsk26bm1X0P2Oec+9KMl+4F3uV7/i7gnmDHJiIiwVXb2k+Zh6PY0y6rzuE3L56Y9/E/ee4YL1mZF8CI/qwwI5H+kXHa+0eCcj8RERH5s7BIsoErgXcA15rZdt/jlcBngevN7BBwve9rERGJYLWt/ZRkelNZfKY1xRl0D46xp/Hc22U19Qzx3NFOrlgWnCTbbKr42a4T2spLREQk2DxJss2s0sxe7nuebGbpZzveOfeUc86ccxudcxf4Hvc55zqcc9c551b6/uwMzjsQERGvHGju87Sy+LQYM65amcfPnj9+zmN/8Ew9L1mZR3JCbBAim1KZk8Iu7ZctIiISdEFPss3sfcCvgG/5msqA3wY7DhERCU8HW/s8LXo20zWrC/jt9hP0Dp95T+q+4TF+8vwxblhXFMTIIrf4mYiISKjzYiT7dqamf/cCOOcOcYatt0RERGZyznG41dvtu2bKTUvkwvIs7nqm7ozHfO9PR9lYlklRkKe4V+elsVvTxUVERILOiyR7xDk3Ov2FmcUBzoM4REQkzHQMjDLpIDM53utQTrr5glK+96ejdMxRZKy5Z5j/faaON1xUFvS4poufzRWXiIiIBI4XSfYTZvYJINnMrgd+CfzOgzhERCTM1Lb2U5GTwtSmE6GhJCuZK1fm8cl7duPcnz8znph0fOwX27l+XSGFGcEv1GZmLMtLY3ejtvISEREJJi+S7DuANmAX8H7gPuBfPIhDRETCzKHWfkqyvK8sfro3XVzG/qY+PvfAfsYnJhkem+AffrWD3uFxbr6gxLO4KnNT2KV12SIiIkEV58E9k4HvO+e+A2Bmsb62QQ9iERGRMHIwRCqLny4xLpZ/unENX3u8ls2feYTxiUnOK8vk765fRVyMd7tlVuVqGy8REZFg8yLJfgR4OdDv+zoZ+CNwhQexiIhIGDnQ0sc1q0OzVmZGcjx33LiGtr4R4mJjyElN8DokqvJS+c2LJ7wOQ0REJKp48fF6knNuOsHG9zzFgzhERCTMHG7tpzxEtu+ai5lRkJEUEgk2QHFGEp0Do/QMnnmLMREREfEvL5LsATO7aPoLM7sYGPIgDhERCSPdg6MMjU2ETAIbDmJijOq8VPY0acq4iIhIsHgxXfxvgV+aWaPv62LgLR7EISIiYeRQaz/l2aFVWTwcVOSmsOdEL1csz/M6FBERkagQ9CTbObfVzNYAqwED9jvnNI9NRETO6lBLaFYWD3WVOSnsVIVxERGRoAlakm1m1zrnHjWz15/20kozwzn362DFIiIi4edgSy8lWaG7HjtUVeWl8uCeZq/DEBERiRrBHMm+GngUeM0crzlASbaIiJzR/uY+rl6V73UYYacsK5mmnmEGR8dJSfBilZiIiEh0CdpPW+fcv5lZDHC/c+4XwbqviIhEhsOtA7xtc6XXYYSduNgYKnJS2NfUx8WV2V6HIyIiEvGCWl3cOTcJfCiY9xQRkfDXMzRG/8g4eWmqLL4Ylbkp7GlUhXEREQlfZhbrdQzz5cUWXg+Z2d+bWbmZ5Uw/PIhDRETCxKGWPipyVFl8sSpyUtjZoCRbRESCx8w+aWb7zewhM/upLwdcbmYPmNkLZvYnX0FszOxOM/uKmT1jZkfM7I2+9peZ2WNm9hNgl5nFmtnnzWyrme00s/d7+ibPwIvFWe9mag32X5/WvsyDWEREJAwcbOmnNFtFzxarOi+VHz93zOswREQkSpjZJuANwIVM5ZzbgBeAbwMfcM4dMrNLga8D1/pOKwZeAqwB7gV+5WvfDGxwzh01s9uAHufcJWaWCDxtZn90zh0N1nubDy+S7HVMJdgvYSrZ/hPwTQ/iEBGRMLG/uZeSTCXZi1WRk8rR9gFGxydJiPNiEpuIiESZlwD3OOeGAMzsd0AScAXwyxkz0xJnnPNb3/LivWZWOKP9+RlJ9CuAjdMj3UAmsBKI+iT7LqAX+Irv67f62t7sQSwiIhIG9jf3ce3qAq/DCFsJcTEUZyZxsKWPDaWZXocjIiKRb671XTFAt3PugjOcM3KG8wdOa/8b59yDSwsvsLz4OHu1c+69zrnHfI/bgNUexCEiImHiUEsfZZouviRVeansPqF12SIiEhRPAa8xsyQzSwNeBQwCR83sTQA25fwFXvdB4INmFu+7xiozS/Vn4P7gRZL9opldNv2Fby7+0x7EISIiYaC9f4SxCUdOqiqLL4WKn4mISLA457Yyta56B/BroAboAd4OvMfMdgB7gJsXeOnvAnuBbWa2G/gW3szOPisvAroUeKeZTVdgqQD2mdkuwDnnNnoQk4iIhKiDzX1U5qqy+FJV56Zy97YGr8MQEZHo8QXn3KfMLAV4Eviib231jacf6Jz7y9O+TvP9+Tjw+Iz2SeATvkfI8iLJnvWXKiIiciYHWvoozdJU8aWqzE2ltq2f8YlJ4mJV/ExERALu22a2jqmCZ3c557Z5HVCwBD3Jds7VB/ueIiISvvY29irJ9oPkhFjy0hKpbetnTVGG1+GIiEiEc869zesYvKKPskVEJKTtb+6jIifF6zAiQnVeKrtP9HodhoiISERTki0iIiFrctJxuK2fMiXZfjFV/Kzb6zBEREQimpJsEREJWQ1dQ6QmxJGWGHKFQ8PSsrxUdh5XhXEREZFACosk28y+b2atvjLt022fMrMTZrbd93illzGKiIj/7WvupTJXo9j+UpWXyoGWPsYnJr0ORUREJGKFRZIN3MncVcn/yzl3ge9xX5BjEhGRANvX2EtZtoqe+UtKQhw5qQnUtvV7HYqIiEQ4M3Nm9sUZX/+9mX3KT9eemDHYut3MqszsmXOc85dmVjLj6+/6qp/7XVgk2c65J4FOr+MQEZHg2tPUQ7nWY/vVsvxUdjVoyriIiATcCPB6M8sLwLWHZgy2XuCcq3POXXGOc/4SOJlkO+fe65zbG4DYwiPJPosPmdlO33TybK+DERER/9rX1EdlTqrXYUSUqtxUth/v9joMEREJIVV3/OFtVXf8oa7qjj9M+v70x/Zb48C3gY+e/oKZVZrZI75c7hEzq/C132lmXzGzZ8zsiJm9cb43M7P+Gc//0cx2mdkOM/us7zqbgB/7Rr6TzexxM9vkO/6tvuN3m9nnZl7TzD7tu84WMyucTyzhnGR/A1gOXAA0AV8804FmdpuZ1ZhZTVtbW5DCEzk39U0JVaHQN/tHxmnvH6E4M8mT+0eqZXmp7AjTJDsU+qXIXNQ3JZz5EurvAJWA+f78jp8S7a8BbzezzNPavwr8wDm3Efgx8JUZrxUDLwFeDXz2DNdNnjFV/DczXzCzm4DXAZc6584H/p9z7ldADfB238j30IzjS4DPAdcylVteYmav872cCmzxXedJ4H3zedNhm2Q751qccxPOuUmmOsXmsxz7befcJufcpvz8/OAFKXIO6psSqkKhb+5v6qUyJ5WYGPPk/pGqKi+V2rZ+RsfDr/hZKPRLkbmob0qY+wxw+tqsFF/7kjjneoEfAB8+7aXLgZ/4nv+QqaR62m+dc5O+qdxnGjmeOV38ltNeeznwv865QV8M51p2fAnwuHOuzTk3zlTS/1Lfa6PA733PXwCqznEtIIyTbDMrnvHlLcDuMx0rIiLhZ29TL+U5Knrmb0nxsRRlJHGguc/rUEREJDRULLB9ob4MvIepUeEzcTOej8x4vphP2u20683n+DMZc85NX2sCmNeeomGRZJvZT4FngdVm1mBm7wH+n2/e/E7gGuaY6y8iIuFrV4OKngXKsvw0djR0ex2GiIiEhmMLbF8Q30jyL5hKtKc9A9zqe/524Cl/3Mvnj8C7zSwFwMxyfO19QPocxz8HXG1meWYWC7wVeGIpAYRFku2ce6tzrtg5F++cK3POfc859w7n3HnOuY3Oudc655q8jlNERPxnd2MP1bkqehYIVbmpbDvW5XUYIiISGj4BDJ7WNuhr95cvAjOrjH8Y+CvfgOk7gI/460bOuQeAe4EaM9sO/L3vpTuBb04XPptxfBPwceAxYAewzTl3z1JimNdwt4iISDCNjk9ypG2AilyNZAfCioI0vvunI16HISIiIaDus6/6SdUdf4CpNdgVTI1gf6Lus6/6yVlPPAfnXNqM5y3MWPftnKtjqtDY6ef85Zmuca720+73WU4rmuacuxu4e0bTy2a89hP+vEb8TNf8FfCrueI5nZJsEREJOYda+yjMSCIxLtbrUCJSeU4yTT3D9A2PkZ4U73U4IiLiMV9CvaSkWv4sLKaLi4hIdNl9oofqPE0VD5S4mBiq81LZ2dDjdSgiIiIRR0m2iIiEnB3He6hQ0bOAWpavddkiIiKBoCRbRERCzs6GbpZpJDugVuSnUVOnJFtERMTflGSLiEhIGZuYpLatnyol2QG1sjCdHce7+fP2nyIiIuIPSrJFRCSkHGieKnqWFK+iZ4GUk5pAfFwMdR2n79oiIiIiS6EkW0REQsr2490sz59zxw7xs9WFabxQrynjIiIi/qQkW0REQsr2Y91UaX/soFien8bWo51ehyEiIhJRlGSLiEhIefF4FysK0r0OIyqsKkynpl5JtoiIiD8pyRYRkZDROzxGY/cw5TnJXocSFSpzU2nqGaZrYNTrUERERCKGkmwREQkZO4/3sCw/lbgY/XgKhtgYY3VhOjValy0iIuI3+i1GRERCxgv1nSp6FmQrCtN47miH12GIiIhEDCXZIiISMrbWdbGyQEl2MK0pymDLYSXZIiIi/qIkW0REQsLkpGNHQzcrC1X0LJhW5KdxuG2A/pFxr0MRERGJCEqyRUQkJBxo6SMjKZ7M5HivQ4kqCXExLM9PpaZOVcZFRET8QUm2iIiEhK11nawu0lRxL6wuSufpWk0ZFxER8Qcl2SIiEhK2HO5glaaKe2J9SSZP17Z5HYaIiEhEUJItIiKec86x5Wgn64ozvA4lKq0sSKOuY5DuQe2XLSIislRKskVExHOH2waIjzXy05O8DiUqxcXGsLY4g2dUZVxERGTJlGSLiIjnnj3SwdoijWJ7aW1RBk8c1JRxkf/f3n2HR3JVeR//HuWcc5jR5ODJHueMsbHBYGOTWTDRpCUt7GJgyexilrwvYTHRgA3OYGMwDjin8eSckzSjUc453PePbo2lkWZGoburu/X7PE8/6r7qqntKfVVdp+reWyIiU6UkW0REPPfM7joWlyjJ9tKyskye3l2Hc87rUERERCKakmwREfHUwKDjxf0NnFGS6XUo01pZdjL9A4Psq+vwOhQREZGIpiRbREQ8teVIC1kpCeSkJngdyrRmZqwoz+KJnTVehyIiIhLRlGSLiIinntpVy7IyXcUOB8vKs3hsR63XYYiIiEQ0JdkiIuKpf+6sZWmpkuxwsKQkky1HWmjp6vM6FBERkYilJFtERDzT2NHL3tp2Fun+2GEhKT6WM0oyeHKXrmaLiIhMlpJsERHxzBM7a1lalkl8rL6OwsXKGdk8tLna6zBEREQiVkQc1ZjZr82s1sy2DivLMbNHzWyP/2e2lzGKiMjE/X3rMVaUa/cdTlbPzOa5ffV09Q54HYqIiEhEiogkG/gtcNUJZTcDjzvn5gGP+1+LiEiE6Ood4Pl99ayakeV1KDJMelI88wrSeUJdxkVERCYlIpJs59zTQOMJxdcCt/mf3wZcF8qYRERkap7cVcvcgjTSk+K9DkVOcHZFDvdvOOJ1GCIiIhEpIpLskyh0zlUD+H8WnOyNZnaTma01s7V1dXUhC1DkdNQ2JVyFom0+sOkoZ1fkBGXdMjVnzcrh+b31YTfLuPaZEq7UNkVkuEhOssfNOXerc261c251fn6+1+GIHKe2KeEq2G2zvaefp3fXcdYsJdnhKC0xjqVlmfxtS3hNgKZ9poQrtU0RGS6Sk+waMysG8P/U4DERkQjxj63HWFySQYa6ioetC+fm86c1h70OQ0REJOJEcpL9AHCj//mNwF88jEVERCbgTy8f5oI5eV6HIaewojyLqqYu9tS0eR2KiIhIRImIJNvM/gi8ACwwsyozez9wC3CFme0BrvC/jjq1rd00dvR4HYbIuLR29XGspZv+gUGvQ5EwdrC+gz017Zw5U7fuCmexMcalC/L53QuHvA4lKtS0dtPY0et1GCLi19nbT3VLFz19ul2hBF6c1wGMh3Pu7Sf51eUhDSSEalu7uWddFb989gCpibHcfNVCXrWwgOSEiPjIZJpxzvHSgUb+66HtHKzv5LqVJXzgotnMzE31OjQJQ79/8RAXz88nLjYizvNOa5ctKODz92/hP65aoFngJ6mmtZu711by6+cOkpYYx81XL+RVC/NJitf3uYhXtlS18J1/7GTdoSYump/Pp189jwVFGV6HJVFERzhh6m9bj/E//9hFY0cvlY1dfOyODWyobPY6LJEx7axu492/WsOWI6209fTz+xcP8/1Hd9PTr7PDMlJnbz/3rKviVQtPekMICSO5aYksL8vS2OwpeGhzNd99ZDeNHb0cbuzko7ev1/e5iIeqmjp572/X8PSeejp6B3h46zE+/scNNLar56gEjpLsMNTa1cfvx+ie9/zeBg+iETm9PXVt9J7QRfzBTUepbu72KCIJV3evrWRhUTqFGUlehyLjdPWSIn7xzAF6+zUMZKJaOnv5/Yujv89f3NfoQTQiAnCooZP69pFDN3bXtHOosdOjiCQaKckOQ4lxMZRmjT4ALcxI9CAakdNLSxzd7TErJYHEeO1i5BV9A4P8/Kn9vHZpsdehyATMzk+jNDuZu9dWeh1KxEmIi6U4c/T3eYG+z0U8k5IQO6osNsbGLBeZLB0Bh6HE+Fj+9VVziY+142UFGYmcOzvXw6hETm5xcSZnzswaUfal1y2iODPZm4AkLN27ror89ETmF6Z7HYpM0PUrS/nR43vo1gRBE5KcEMsnLp834vu8MCORc2fp+1zEK3ML0njL6rIRZR+7dA6z8jSPjASOZt0IU6tn5nDfR85n+9FWkhJiWVqayez8NK/DEhlTUWYS/+/tq9hc1UJ9ew8LCtNZWqYJROQV3X0D/OCx3Xz00rlehyKTMLcgnVl5qfzq2QN87DJ9hhNxdkUO9330fLYf8X2fLyvL0sG8iIfSk+L5j6sWcvWSYqqaOqnIS2VpaSYJcbqSLYGjJDtMxcQYS8uyWFqW5XUoIuNSkpVMSZauXMvYbn1qP7Pz03QVO4K97awZfPXBbVy/qlS9VCYgJsZYWprF0tIsr0MREb+8tEQu0wScEkRKsiVsbKlqZuvRVrYfaWF+UTpLSzNZMUP30ZXQ2Xm0hW3VbWw83ERFXiorZmRx5swcr8OKeIcbOvnVcwf4xrVneB2KTEFRZhJXLCrkP+/fyi9vXI2ZnX4hCUsNHT2sO9jE+sNNzCtI49zZuZRmp9De3cf6w828uL+BsuwUzpudw6z8NHr6BthY2cxz++rJTkng/Dl5LChKZ3DQsamqmef3NhAbY1w4L48lpZkAbD/awnN7G+jqG+CCObksL8/SbfvCRF9fHy8c8H3OAOfMyuX82VnEx+s2fSKBoiRbwsLRpg5+8/xB7lt/5HjZRfPy+PI1i5mnK18SAh3dffx501H+76n9x8sWF6fz7RuWqUfJFAwMOj5z90Zev6yY/HTNKB7p3rCihC/9ZSv3rqviTavLvQ5HJqGvf5BfPnOAnz2573jZubNz+Ok7V/Hw1mN84f6tx8tn5aXy+/efza5jbbz/trXHy7NT4rnrQ+fR3NXH2299kf5BB0DiYzHc/eHziDHjrT9/gY5e3xj+Hz4Gt3/gXM6bo7Ho4eC5/U186Pfr6PHfMeCXzxzg5+8+k8sW6MquSKDolKKEhf31ndy/4ciIsmf21HOwvsOjiGS62X6sjd88d3BkWXUb+9UGp+Qn/9xLZ+8AVy/RjOLRID42ho9cModvPrSD3TVtXocjk3CwsYNbn94/ouzF/Y0cqO/k2w/vGlF+oL6DysZOvvfIyPKmzj721bXxu+cPHk+wAXr6B3liVy1P7Ko9nmADDDr4+dP76O3XxHnh4K+bjh5PsAF6Bwa5f/2RUywhIhOlJFvCQnffIM6NLu/RfVklRAYG3ZjtTfcGnrzHttdw2wsH+eilc4mJUdfiaDEzN5V3nDOD9/32ZeraerwORyaof2CQgcHRX7j9A4N09vaPUe5o7R5d3tfvaOzoHVXe0dNPS2ffqPKmzl7GqFY80Nw1+vNs7R79mYnI5CnJlrBQkZvM0tKRs1GXZSdTkZviUUQy3czITubVi0Z2lctKidcswJO05kAjn71nE5969TxyUhO8DkcC7KJ5+Zw7O5d/+eVLYyZaEr7Kc1K4dEH+iLL8tETKcpJ593kzR5Qnx8dSkpXMBy+aPaI8NsYoz0nh3edXjFr/xfPyuWJx4ajy918wi6R4zd4cDt6wfHTPoutWlHgQiUj00phsCQtzCzP4yuvP4J51Vbywv4EVZVm849wZLNFYWAmRkuwUPnLpHMpzUnhiZy3zi9K58bwKVldo4rOJ+ufOGj595yY+dtlc5hZoToVodf3KUvoHHG/62fPc9r6zKc/RSdFIkJYYz1dffwZ3FlXyt63VnDkzmw9cOIvSrBTef+Fs8tISuWttFXPz0/joZXOYU5BGZko88bHGr587SH56Ih+/bC5LSjOZ0zvAj9++kp8+tY+E2Bg+dtkczpyZTYwZv3nPWfz4n3to7xngQ5fM5pL5Gu8bLpaXZfLdNy87PkTq3efNZHlZprdBiUQZc2P10Y1iq1evdmvXrj39G8UTHd19VLd2kZeWSFZKotfhTMSU+8KqbYaHvr4+DjV1kZuSSHZaRLXBkwlZ2+wfGOT//XMvf3jxEJ+8fJ4mLZwm/rHtGH/ZeIT/fuNSrl46obH3U2qb2mdOjXOOlq4+UhPiiI8b2bGxpbOXpIRYEk+4b3BrVx/xsTEkJ4ws7+jpA4zUxJHXbjp7+xkcdKQlRdys1dOibR5p6sA5KMtRj60IoXFXEURXsiWspCbFMzfyvowlisTHxzO3QG1wIpxzvLCvga//dTuJ8bF8/dol6iI+jbzmjCJm56XyzYd2cNfaSj7/2kW6H3oEMDOyUsb+P808SXlG8tj7xtTEsctTEnSYGc5Ks5VciwSL9n4iIjIpHT39PLSlmt+/cIiGjh7etKqMc2fn6v7J09C8wnS+df1S/rHtGG/9+QssLc3kHefM4JL5BaOueoqIiEQ7JdkiIjIpP3h0N8/sreeapcWsmpGtGcSnufjYGK5ZVsKVi4t4fl89P31yH1+8fysvfeFy4mI1z6qIiEwf025MtpnVAYcmuXgeUB/AcFRv+NU92XrrnXNXTaXicbZNLz+T8VB8kxes2ILWNnNf/+8zk2cuz+w5tqd9Kusfl8GBBGJiI28a60iNGwISe8qcs7IPf++G9a6/Z6yDjSm1zSl+n49lOn7neVl3OG9zKNtmOH8vBdJ02U4I4+9zCZ1pl2RPhZmtdc6tVr3RW7eX2zweim9qwjm+cI4tHETq3ydS44bIjn0ypuN3npd1T8dtHks4xRJM02U7YXptq5yc+m+JiIiIiIiIBIiSbBEREREREZEAUZI9Mbeq3qiv28ttHg/FNzXhHF84xxYOIvXvE6lxQ2THPhnT8TvPy7qn4zaPJZxiCabpsp0wvbZVTkJjskVEREREREQCRFeyRURERERERAJESbaIiIiIiIhIgCjJFhEREREREQmQaZdkX3XVVQ7QQ49AP6ZMbVOPID2mTG1TjyA9pkTtUo8gPqZEbVOPID0kgky7JLu+vt7rEETGpLYp4UptU8KR2qWEK7VNEZl2SbaIiIiIiIhIsCjJFhEREREREQmQOK8DEBnS0dPPjupWqpq6KM5MYlFxOhnJCV6HJdNIT98AO461cbC+g/z0RBYVp5OTmuh1WBIAjR097Khuo66th4rcFBYVZ5AYH+t1WCIinjjU0MGO6jbAsbAog4q8VK9DEokqSrIlLPQPDPKnNYf5xkM7jpd95NI5fPxVc0lJUDOV0Pj71mN86s6Nx1/fsKqML12ziKwUneyJZM2dvfzXQzu5d33V8bIfvnUF160s9TAqERFv7DzWyrt+uYa69h4AclMT+MMHzmFRcYbHkYlED3UXl7BwoKGDWx7eOaLsZ0/uY29tu0cRyXRT2djJl/+ydUTZveur2HmszaOIJFB2HWsbkWADfPmBrVQ2dnoUkYiId/66qfp4gg3Q0NHLnzce8TAikeijS4QSFlq7+ukbGH13gtauPg+ikemoo6ef1u7+UeUtXb0eRCOB1DzGZ9ja1U9Hz+jPWyRadPcNsK+unWMt3bT723p6UhxFGcnMzk8lScMlpq1t1a2jy46MLhORyVOSLWGhPDuZkswkjrZ0Hy/LSIqjPCfFw6hkOinOSmJ5eSabKluOl8XHGhW5aR5GJYFQkZtGQmwMvQODx8tWlGdSnJXsYVQigXe4oZN711fx2I4a9ta2U5SZRF5aIikJsTgHXb0D1LX3UNPazYLCdK48o5A3riqjVP8L08q1y0t4YmftiLI3rtLwGZFAUpItYaEgI4mfv+tM/vPPW9lU1cL8wjT+641LmZmriTgkNDKTE/ifG5bxtQe38/y+Bspzkvnv65Yyr0BJdqSbV5DGL29czRf/vIXKxi7On5PLV16/mMzkeK9DEwmI/XXtfPvhnby4v5Hz5+Ry/cpS5hWmEx879qjA3v5Bdte0sfZgI7c+vZ9LFuTzH69ZqBPb08SF8/L4tyvm8dMn9+EcfOSSOVw8L8/rsESiijk3uotuNFu9erVbu3at12HISbR09dHY0UtWcjzZqRE12ZRNdQVqm+Gho7uf2vYeMpLiyE2LipnF1Tb96tt6aOvppyAtkdQknWMOA1Nqm9HSLqdicNDxs6f2cevT+3nt0iKuXFw04W7gnb39PLz1GI9sr+ETr5rL+y6chdmUdxuRLurb5uCg42hzFw4ozUomJmbaf+aRQB9SBNFRhoSVzOR4XV0ST6UmxTFLCVhUyktPJC89Kk6ciNDR08/H7lhPbVsP37xuCXmTPCmYkhDH9avKuGBuHj95Yi9rDjbyo7et1JjtKBcTY5Sp54JI0Gh2cREREZEI0tbdxzt/+RIGfP7qhZNOsIcrzEjiP1+3mPaefm789Rq6egemHqiIyDSlJFtEREQkQvT2D/KB29aSn57IBy+aTVxM4A7lEuJi+Oglc0mKj+HDf1hH/7DJAkVEZPyUZIuIiIhEiC//ZSuDzvGe8yqCMnY6Jsb4wEWzae7s5Vt/3xnw9YuITAdKskVEREQiwAObjvLMnno+fMmcoE5UFRcTw8cum8uDm47y+I6aoNUjIhKtlGSLiIiIhLna1m6+8petfPTSOaQkBH9yxvSkeD5yyRw+d+9mmjp6g16fiEg0UZItIiIiEua++uA2LplfwOz8tJDVubA4g7Mqcvivv+0IWZ0iItEg5Em2mZWb2RNmtsPMtpnZJ/3lOWb2qJnt8f/M9pfn+t/fbmY/PmFdbzezLWa22cweNrO8UG+PBF7vgGY0FW+pDUYvfbYSiV7c38C6Q01ct7Ik5HW/6cwy/rmzls1VzSGvW4Krf2BQk9uJBIkXV7L7gc845xYB5wIfM7PFwM3A4865ecDj/tcA3cCXgM8OX4mZxQE/Ai5zzi0DNgP/GppNkGA41NDBT/65hzf/7AW++49d7Ktt9zokmWaONnfxq2cP8OafvcDXH9zGzupWr0OSANlZ3crXH9zGm3/2Ar969gBHm7u8DklkXJxzfPOv23nzmeUkxoX+3tUpCXHcsKqUb/x1O865kNcvgdfTN8DTu+v4wO/W8v7b1vLUrlq6+3QCUiSQgj+o5wTOuWqg2v+8zcx2AKXAtcCl/rfdBjwJfM451wE8a2ZzT1iV+R+pZtYAZAB7g74BEhStXX3855+38syeegA2VbXw2I5j/P7955CfnuRxdDId9PQP8KPHd3Pny1WArw0+tKWaez9yPmXZKR5HJ1NR1dTJjb9ZQ01rD+D7bHfXtPL1a5d4krSITMQj22vo6B3gvDm5nsVwyfwC/rb1GM/tbeDCeeo0GOnWHmri3b9ec/z1U7vr+P37z+aiefkeRiUSXTwdk21mFcBK4CWg0J+ADyXiBada1jnXB3wE2AIcBRYDvwpmvBI8Bxs6jifYQ3Yea2dfXYdHEcl0U9nYyd1rq0aU1bT2sPtYm0cRSaDsPtZ2PMEecvfaKiobOz2KSGR8nHP88LHdvHFlKTFBuF3XeMXGGNcuL+GHj+32LAYJnLvWVo4qu/2lwx5EIhK9PEuyzSwNuBf4lHNuwn0yzSweX5K9EijB11388yd5701mttbM1tbV1U0hagmW2JMcPMQG8RYl4UBtM3zEmI15EBvM2+SEs2hqm2N9hrExY3/eEt6iqV2Ox3N7G+joGeDMmdleh8L5c/KobOpk3aEmr0MJS5HUNhPjRh/+J41RJiKT58l/lD9Bvhe43Tl3n7+4xsyK/b8vBmpPs5oVAM65fc43SOgu4Pyx3uicu9U5t9o5tzo/X11hwlFFfipvWDFyQpdzZuUwJ4SzqHpBbTN8lOek8P6LZo0om5OfyoLCdI8i8lY0tc0FRenMPWFf8r4LZlGeo2EAkSaa2uV4/N9T+7hqSVFYnBCKjTGuWlLErU/v8zqUsBRJbfPNq8tHXMSIMXjHOTM8jEgk+oR8TLaZGb5u3Tucc98f9qsHgBuBW/w//3KaVR0BFptZvnOuDrgC0D0mIlRqQhw3X7WQC+fm8eyeOs6elcvF8/PJSU3wOjSZJuJjY/jAhbM4oziDx3fWsqw0k8sWFlCclex1aDJFxZnJ3PruM3liZy2bj7Rw+cICzpuTS3ysrtxI+DpQ38HWIy188KLZXody3CXzCvjknRuobumiOFP7xki1sjyLOz90Lg9trsYNwjXLi1lRnuV1WCJRJeRJNnAB8C5gi5lt9Jd9AV9yfZeZvR84DLx5aAEzO4hvYrMEM7sOuNI5t93MvgY8bWZ9wCHgPSHaBgmCkqxk3rK6nLesLvc6FJmm8tOTeMOKUt6wotTrUCTAZuenhfT+wiJT9fsXDnLJgnwSwqgbb3JCLOfPyeWOlw7zmSsXeB2OTFJcbAyrZ+awemaO16GIRC0vZhd/Ft+s4GO5/CTLVJyk/P+A/wtMZCIiIiLe6+kf4P4NR/jK68/wOpRRLltQwPcf3c2nXj0/6udNERGZrPA5PSoiIiIi/HNHLWXZKRRmhN8tLGfmppKRHM9ze+tP/2YRkWlKSbaIiIhIGLlrbSUXzPXuvtinc+HcPO58efRtoERExEdJtoiIiEiYaOroZc2BRs6uCN8k+7zZuTy1u46Onn6vQxERCUtKskVERETCxN+3HmN5eRbJCbFeh3JSGcnxLChK57EdNV6HIiISlpRki4iIiISJBzYd4exZ4T/r81kV2Tyw6ajXYYiIhCUl2SIiIiJhoKG9hy1VLRFxz+IzZ+bw4r4G2tVlXERkFCXZElZqWrvZeqSFo81dXoci01R9ew9bj7RQ2djpdSgSYJWNnWw90kJ9e4/XoYiM6fEdtSwrzyIxLny7ig9JS4xjflE6T+2q8zoUmYSevgF217Sx61gb3X06USISaCG/T7bIyaw50MAn/riRY63d5KYm8L23LOeS+fmY6T6cEhqbq5r55J82cKC+k4ykOP7rjUt5zRlFJMTpfGQk6+0f5JFtx/jC/Vto7e6nIi+F/33bSpaVZXkdmsgIf99azaoZ2V6HMW4ry7P525ZqXres2OtQZAKqW7r40WN7uHOtb4b4N60q49NXzKckK9njyESih44cJSwcbe7iI39Yz7HWbgAaOnr58B/WcaC+w+PIZLpo7Ojh3+7ayIF63xXs1u5+PvmnDeytbfM4MpmqPbVtfOJPG2jt9l2tOVjfyb/dtZHGDl3RlvDR1TvASwcaI6Kr+JAzZ2bzzJ46+gYGvQ5FJuCpXXX86eVKnAPn4O51VfxzZ63XYYlEFSXZEhaqW7pp6OgdUdbdN8iRJnUbl9Coae1hb+3IkzqDDg6r23jEq2zsZNCNLNtb20FNq5JsCR/P76tnTn4aaYmR08kwJzWBgowk1h1q8joUmYCHtx4bVfbQZk1iJxJISrIlLGSnxJMUP7I5xhjkpiV6FJFMN5nJ8eSlJYwqz1MbjHj56UmjyvLSEshKifcgGpGxPbq9huXlmV6HMWEryjJ1K68Ic1bF6CEJ584O3/uyi0QiJdkSFipyU/mv65YSM2z49Rdft4g5+aneBSXTSklWMrfcsIz42Fca4Ucumc3ConQPo5JAWFCYxkcumX38dXysccsNyyjO1PhDCQ/OOZ7aXcfyCJwnYHl5Fk+oq3FEuWpJ8Yjjq1l5qbxuWYmHEYlEn8jpkyRRLSbGeP3yEhYVp3O0uYuCjCTmFaaRGB/+M6xK9LhsQQEPfeIiDjd0kJuWyLzC9IjquiljS0uK52OvmseVZxTR0N5DeU4qcwvSvA5L5Lh9de0MDDpKI3Diqdl5adS393KkuSsi45+O5hSkcfsHz2FPTTsAc/PTKNZnJxJQOnqUsJEQF8PikkwWl0RedzmJDrExxvzCdOYX6up1tElLjGNlBM3aLNPL07vrWVaWGZF304iJMZaWZvLsnjreetYMr8ORcSrKSKYoQ4m1SLCou7iIiIiIh57cVcuSCD7BfEZJBk/qftkiIscpyRYRERHxSG//IGsPNXFGBCfZS0szeX5fA4MnTuMvIjJNKckWERER8ciGw02UZiWTlhS5I/hy0xJJT4pje3Wr16GIiIQFJdkiIiIiHnlubz2LijO8DmPKzijO4Lm99V6HISISFpRki4iIiHjkuX0NUZFkLyrO4Pl9DV6HISISFpRki4iIiHigu2+A7UdbWVgU+Xc0WFicwdpDjfQPDHodioiI55Rki4iIiHhg/aEmZuamkBQf63UoU5aZHE9eWiLbjmpctohIyGfZMLNy4HdAETAI3Oqc+5GZ5QB3AhXAQeAtzrkmM8sF7gHOAn7rnPvXYetKAH4MXOpf1xedc/eGbmskkNq7+9h2tJXKpi6KM5M4oySDrJQEr8OSaaS7r59tR1s5UN9JXloCS0oyyUtP9DosCYD6th62Hm2hvr2XWXkpnFGSQVJ85E40JdHhpQMNLCiM/KvYQxYWpbPmQCPLy7O8DkVOY39du2+iOufr6j+nIM3rkESiihdHGP3AZ5xz680sHVhnZo8C7wEed87dYmY3AzcDnwO6gS8BS/yP4b4I1Drn5ptZDJATqo2QwOrrH+R3Lxzif/6x63jZey+o4LNXLiA1UQfCEhoPbKrmP+7ZfPz1NcuK+ca1Z5CdqkQ7kjV19PDVB7fx183Vx8u+fcMy3npWuYdRicDz+xq4bEGB12EEzILCdJ7fX88HL57tdShyCjuqW3jHL16iqbMP8PVCuOOD50T0beREwk3Iu4s756qdc+v9z9uAHUApcC1wm/9ttwHX+d/T4Zx7Fl+yfaL3Ad/yv2/QOadpLSPUgYYOvv/o7hFlv3nuIHtr2z2KSKabysZOvv7g9hFlf91cza5jbR5FJIGy61jbiAQb4Jt/3U5lY6dHEYn47o+99UgrC6JgPPaQhcUZrDvYpPtlh7kHNlYfT7ABWrr6uH/9EQ8jEok+no7JNrMKYCXwElDonKsGXyIOnPLUrpll+Z9+w8zWm9ndZlZ4kvfeZGZrzWxtXV1dwOKXwGnv7qd/jC/ltu5+D6IJHbXN8NHZ2097z+j21hrlbfBkoqltjvUZtvX009k7PT/bSBZN7XLr0RZKspJISYie3lrZKQmkJcaxt276nSCPpLa5u2b0yeNdY5SJyOR5lmSbWRpwL/Ap59xkZsmIA8qA55xzq4AXgO+O9Ubn3K3OudXOudX5+fmTjlmCpzwnmRk5ySPKslLimZmb4lFEoaG2GT5KMpNZXZE9oiwxLoaKvFSPIvJWNLXNWXmpJMaN/LpbXZFNSWbySZaQcBVN7fLlA43Mi6Lx2EPm+8dlTzeR1DavW1k6quyGVWUeRCISvTxJss0sHl+Cfbtz7j5/cY2ZFft/XwzUnmY1DUAncL//9d3AqiCEKyGQn57Ez/7lTM6b7RtWv7wsk9+85yzKc6I7yZbwkZ4cz7feuJQrFhViBvMK0vjte89iniaDiXhzh32WZnDFokK+9calpCfHex2aTGMvHmiIyv3LvIJ0Xtqv+2WHswvm5vLF1y4iPTGOtMQ4br56IRfNz/M6LJGo4sXs4gb8CtjhnPv+sF89ANwI3OL/+ZdTrcc558zsQXwzi/8TuBzYfqplJLydUZLJL969mqbOPjKS48nUAbCE2LzCdP737Supb+8hLSmObM1uHxXMjPPm5HHXh8+jvbufvLREkhMi/5ZJErmcc2w41MwNK6Pv6uH8wjQe2lJ9+jeKZ3JSE/ngxbO5ZlkxAMVZ6tUjEmheDAS6AHgXsMXMNvrLvoAvub7LzN4PHAbePLSAmR0EMoAEM7sOuNI5tx3f7OO/N7MfAnXAe0OzCRIsaUnxpCUpuRbvJCfEqgdFlMpOSdCJEwkLB+o7iI+LITct+u5cUJKVTFt3H7Wt3RRkJHkdjpyCkmuR4Al5ku2fKdxO8uvLT7JMxUnKDwEXByYyERERkeBbd6iJBYXR11UcIMaMBYXprDvUxNVLi70OR0TEE57OLi4iIiIy3aw91MTs/OhMsgHm5Kex9lCT12GIiHhGSbaIiIhICK0/1MS8guibWXzI3II01inJFpFpTEm2iIiISIi09/RT2dRJRRTfonJuQRo7j7XS2z/odSgiIp5Qki0iIiISIpurmpmVl0pcbPQegiXFx1KcmcyO6lavQxER8UT07uFFREREwsyGw03MieLx2EPm5Key4bC6jIvI9KQkW8KKc46Onn4GB53Xocg01tHTz4DaYNQZGPTtX0S8tPZQE7Pzoj/Jnp2vcdnhrqdvgJ6+Aa/DEIlKXtwnW2RMB+o7uHddFY9ur+GCubm8/ewZzCuM3olhJPxUNnXy4Maj/GXjUVbMyOTG8ypYXJLpdVgSANuPtnDbCwfZeLiFN6wo4Q0rSijPjt4xsRKenHNsqmzh+pVlXocSdHPz0/j7lmqvw5AxdPX288K+Bv7vqf04HB+6eA7nz80lJUFpgUig6L9JwkJLVy+fu2czaw42ArCrpo2ndtfxxw+eS0FGksfRyXTQ3dfP9x/Zxf0bjgK+NvjY9lru/+j5zMhN9Tg6mYrDDR28+9drqG/vBeA7/9jF3to2brl+GYnxsR5HJ9PJ0ZZunHPkpiZ4HUrQlWYl09DRS3NnL1kp0b+9keTlg02877a1w16v5bfvPYtLFxR4GJVIdFF3cQkLB+s7jyfYQ/bVdbCvrt2jiGS6qWzs4s8bj44oa+joZU+t2mCk21PbfjzBHvLnjUc53NjpUUQyXW083My8wnTMzOtQgi4mxphbkMbGymavQ5ET3LW2clTZHS8d9iASkeilJFvCQvxJZlk9WblIoMXGGPExo9tbNM8APF2MtR+Jj4nRZysht6GyiVnTqGfMrNxUNinJDjsZSaM7so5VJiKTpyMMCQsVeSm8ZfXIMWoXz8tjbkH0Tw4j4WFGTgofumT2iLJFRRks1LwAEW9BYTqLizNGlH34ktmUZyd7FJFMVxsONzM7f/ok2bPz01h/uNnrMOQEN5xZTnzsK70p4mKMt509w8OIRKKPTltJWEhJiOMzV87ngrl5vHywkeVlWZw3J1fjuCRk4mJjeM8FFSwuzuD5ffUsLMrggnl5FGZqToBIV5iZxE/fuYrn9taz81gr58/J4+zZObqSLSE1MOjYUd3Khy+Z43UoITMnP5XfPn8A59y06CIfKVaWZ3HXh87jnztrcQ5etTCf5eXZXoclElWUZEvYKMxI5toVpVy7otTrUGSayk1N5OqlxVy9tNjrUCTAKvJSqcibPlcQJfzsrW0nKyWetMTpc+iVk5qAmXGkuYsyzeYfNmJijJUzslk5Q4m1SLDoNL6IiIhIkG2qamZO/vQaAmVmzM1PZXNVi9ehiIiE1KSTbDOLMbPzAxmMiIiISDTaeLiZimk06dmQmXmpmmFcRKadSSfZzrlB4HsBjEVEREQkKm2sml6Tng2ZnZfKhsNNXochIhJSU+0u/oiZ3WCazUJERERkTD39A+yrbZ+WV7Jn56exvbqVwUHndSgiIiEz1dk3/g1IBfrNrBswwDnnMk69mIiIiMj0sPtYOyVZySTFx3odSshlJMWTnhjHwYYOZk+zMekiMn1N6Uq2cy7dORfjnEtwzmX4XyvBFhEREfHbVNVMRe70nV17dn6aJj8TkWllyrOLm1m2mZ1tZhcPPQIRmIiIiEg02FjZPK1vITczJ4VNVc1ehyEiEjJTSrLN7APA08A/gK/5f371NMuUm9kTZrbDzLaZ2Sf95Tlm9qiZ7fH/zPaX5/rf325mPz7JOh8ws61T2RZ5Rd/AIHtq2thc1UxTR6/X4UiEq2ntZmNlMwfrO3BOY/JEJqq7r5+d1a1sPdJCW3ef1+HIJGypamF23vTtKj07P00zjIeZzt5+th9tYfvRFjp6+70ORyTqTHVM9ieBs4AXnXOXmdlCfMn2qfQDn3HOrTezdGCdmT0KvAd43Dl3i5ndDNwMfA7oBr4ELPE/RjCz64H2KW6H+LV29fK7Fw7xw8f20D/oWFycwQ/ftoL5helehyYRaP3hJj76h/Uca+0mJSGWb163hGuWFZMQN/3GJYpMRk1rN//7+B7uWHMY5+Di+Xl84w1LmDmNr4pGmu6+AQ42dDAjZ/p2F5+Vl8quY20MDDpiYzRXrteONndxy8M7eWDjUQBet7SYz792IWXZ07eNigTaVLuLdzvnugHMLNE5txNYcKoFnHPVzrn1/udtwA6gFLgWuM3/ttuA6/zv6XDOPYsv2R7BzNLwTb72zSluh/htrmrhu4/spt8/C+j26lZ++OhuevoGPI5MIk19Ww+fvnMjx1p9/7qdvQN85u5N7KnROTGR8VpzoIHbX/Il2ABP767nvg1HvA1KJmRHdStl2ckkxE15hF7ESk2MIyslnr212v+Hg3/urD2eYAM8tKWax3bUehiRSPSZ6h6/ysyygD8Dj5rZX4Cjp1xiGDOrAFYCLwGFzrlq8CXiQME4VvENfPfq7pxQ1HJShxpG/ymf3F1Ho7qNywTVtfeMak/OQVVTl0cRiUSeF/Y1jir7x7ZjdPSoe2ek2HKkhVnqecDsvDS2HNHkZ+Hgse01o8r+sbXag0hEotdUZxd/o3Ou2Tn3VXxdun+F/wr06fivQt8LfMo51zrRus1sBTDXOXf/ON57k5mtNbO1dXV1E61qWinOShpVtrw8k4ykeA+iiX7R3DazUuLJT0scVV6QMbpMwk80t81Isrw8c1TZubNzSZ6Gt4KCyGyXGw83M3Ma3h/7RDNzU9gcxZOfRVLbPHd27qiyC+bmeRCJSPQKxOziF5rZe51zTwEv4Ov6fbpl4vEl2Lc75+7zF9eYWbH/98XA6fqtnAecaWYHgWeB+Wb25FhvdM7d6pxb7ZxbnZ+fP57NmraWlWZx/cpXPsLslHhuvmoRqUlTHb4vY4nmtlmcmcx33ryMxGFdJD9zxXyN748Q0dw2I8n5c/I4d3bO8dczcpJ5xzkziJmm41ojsV1u1pVsAGbnpbIpiic/i6S2+ZolRSwpeeWOu4uK0nnt0mIPIxKJPlPKnMzsK8BqfOOwfwPEA38ALjjFMobvivcO59z3h/3qAeBG4Bb/z7+cqm7n3M+An/nXWQH81Tl36SQ3Rfzy0hP56hvO4J3nzqCjZ4BZeamUT+PJWmRqLp6Xz98+cRGVjZ3kpiUwtyCN5ASdsBEZr/KcFH7yjlXsrW2nb2CQuQVpFGUmex2WjFNX7wCVjZ3TetKzIRV5qeyuaad/YJC42Ok7Pj0czMpL5TfvPYu9tR2AY05BGgXpo3syisjkTfVo9434xlQPTWR21D9j+KlcALwL2GJmG/1lX8CXXN9lZu8HDgNvHlrAf7U6A0gws+uAK51z26cYu5xERnI8Z87MOf0bRU4jJsaYU5DGnILpe+sakanKTUskd4yhFxL+tle3MCMnhXgllaQkxJGblsDeunYWFmWcfgEJqvz0JPKVWIsEzVST7F7nnDMzB2Bmp+0P5Z8p/GT93C4/yTIVp1nnQca4vZeIiIiIVzZXtVChruLHzcpLZXNVi5JsEYl6Uz21epeZ/RzIMrMPAo8Bv5h6WCIiIiKRbWNlMzNz1VV8SEVuKpujeFy2iMiQqSbZPfgS63vxjcv+snPu/005KhEREZEIt6WqhTn5Gi4zZHZeKpuqdBsvEYl+U02yC4FvATPxJduPTTkiERERkQjX0dPP0ZYuyrI1Ud2QirxU9tS20Tcw6HUoIiJBNdX7ZP8nMA/fbOHvAfaY2X+b2ZwAxCYiIiISkbYdbWVGTgpxMZr0bEhSfCwF6UnsOtbmdSgiIkE15T2/c84Bx/yPfiAbuMfM/meq6xYRERGJRJurmnV/7DHMyktl6xF1GReR6DalJNvMPmFm64D/AZ4DljrnPgKcCdwQgPhEREREIs6mymYqcpVkn6giN4VNVc1ehyEiElRTvYVXHnC9c+7Q8ELn3KCZXTPFdYtHKhs72XKkhfbufuYXpnFGaabu8SmT0tHTz5aqFg40dFCQnsiS0kwKM3RfTpGJ2F/XztYjrfQNDLKoOJ3FJZlehyTjsPlICxfMzfM6jLAzOz+NO18+7HUY096emja2HW3BAYuLM1lQlO51SCJRZUpJtnPuy6f43Y6prFu8UdnYyQdue5ldNe0AxBj8+j1ncemCAo8jk0jjnOPe9VV8+S/bjpddubiQW25YRk5qgoeRiUSO3TVtvOMXL1Lf3gtAYlwMf/zguayame1xZHIqbd191LZ2U5at23edaGZuCvvrO+jpHyAxLtbrcKalbUdbePutL9La3Q9AWmIcf/zgOSwty/I2MJEoosuTMsLmqubjCTbAoIP/emgHzZ29HkYlkehwYyff+tvOEWWPbK9h97FWjyISiTxP7qo9nmAD9PQP8stn99Ov2ZnD2pYjLVTkpRIbY16HEnYS42IpzkzW5Gce+vOGo8cTbID2nn7uXX/Ew4hEoo+SbBmhtat/VFlNazfdfTqgk4np6hugq29gVHlbz+gyERnbkaauUWWHGjrpVZId1rZUtWg89inMykvR/bI9dKC+fVxlIjJ5SrJlhAXF6dgJJ97fetYMCtITvQlIIlZpVjLnzsoZUZaSEMtszbYrMm6vWjR6qM47z5lBSsJUp1SRYNpwWDOLn0pFbiobDzd5Hca0df2qslFlbz6z3INIRKKXkmwZYUlJJr9492pm5aWQmhDLBy+axY3nzyRGXd5kgtKT4vnmG5fyhhUlJMbFsKI8k9vedzZzCtK8Dk0kYpw5I4fvvWU5RRlJZCbH87mrFnDF4kKvw5LT2FzVzJx87etOZnZ+mq5ke+j8Obl847ozyEtLIDc1ga+9YTEXztMkfSKBpFPhMkJCXAyvXlTImTOy6e4boCAjSWPKZNLmFqTxnTct4+arFpKeGEd6crzXIYlElLSkOG5YVcYl8/IZcIMUZiR7HZKcRkN7Dy3dfRRl6k4KJzMzJ4Wqpk46e/vVK8MDWSkJvOvcCl5zRhEABelqqyKBpj2bjClbsz9LgCTGxVKSpcRAZCryNGQnYmw+0sKc/DRiThx7JcfFxcYwIyeFrUdaOfuEYUUSOkquRYJH3cVFREREAmSTxmOPy6y8VDZXNXsdhohIUCjJFhEREQmQDZXNzM7TeOzTmZWXxvpDmvxMRKKTkmwRERGRAHDO+Sc905Xs05mbn8ZGTX4mIlFKSbaIiIhIAFQ1dRFjRo7mNTmt4qwkWjp7aWjv8ToUEZGAU5ItIiIiEgAbK5uZW5CGadKz04oxY25BGpt1NVtEopCSbBEREZEA2FipSc8mYlZeKhsOa1y2iESfkCfZZlZuZk+Y2Q4z22Zmn/SX55jZo2a2x/8z21+e639/u5n9eNh6UszsITPb6V/PLaHelmjW3TdAa1ef12FIFHDO0dzZS2//gNehiESszt5+2ru1Tw536w41MSdfk56N15z8NNYpyfZMR08/HT39XochEpW8uJLdD3zGObcIOBf4mJktBm4GHnfOzQMe978G6Aa+BHx2jHV91zm3EFgJXGBmVwc9+ig3OOhYc6CBm363ljf+9Dl+89wBalq7vQ5LItShhg6+98hurv3Jc3z27s1sPaJugSIT0dM3wBM7a/mXX77EDT97gfvWV9HSqWQ7HPX2D7LrWJuS7AmYW5DGlqoWBged16FMKx09/Ty8tZq33foCb/35C/xtSzXtSrZFAirkSbZzrto5t97/vA3YAZQC1wK3+d92G3Cd/z0dzrln8SXbw9fT6Zx7wv+8F1gPlIViG6LZtupW3vnLl3h6Tz376jr42oPbuXttpddhSQTq7O3nW3/byY+f2Muhhk4e2HSUd/3qJQ41dHgdmkjE2FDZzHt/+zLrDzezq6aNf7trE0/trvU6LBnDzmOtFGUmkZwQ63UoESMrJYGUhFj21+t7IZTWHGjkw39Yz5YjrWw92spHb1/PS/sbvA5LJKp4OibbzCrwXYV+CSh0zlWDLxEHCiawnizg9fiugMsU7DjaSt/AyDPKv3pWV7Nl4qqaunh427ERZU2dfeytbfcoIpHI89j2mlFlv37uAN19Gn4RbjYc1q27JmNuQTobK5u9DmNaGeviyR/XHPYgEpHo5VmSbWZpwL3Ap5xzrVNYTxzwR+B/nXP7T/Kem8xsrZmtraurm2xV00Ji/OgmkZoYR1yMZkoNhmhum3ExRkLs6PaUGKf5FiNBNLfNSJKZEj+qLCslgem6Sw7ndvnywUZmq6v4hM3OT2XtwUavw5iycG6bJ8pJG32LuVzddk4koDw52jWzeHwJ9u3Oufv8xTVmVuz/fTEw3v5wtwJ7nHM/PNkbnHO3OudWO+dW5+fnTyHy6LesLIvCjMQRZTdftZDctMSTLCFTEc1tc2ZuKh+9bM6IslUzslhQlO5RRDIR0dw2I8llCwpIHdb9ODbG+NDFc0iIm55dksO5Xa4/3Mz8Au3fJmpeQTrrDkX+5Gfh3DZPdMOqshEnvBNiY3jrWTM8jEgk+sSFukLz3TzyV8AO59z3h/3qAeBG4Bb/z7+MY13fBDKBDwQh1GlpVl4qt3/gHF7Y30BtSw/nzc1lZXmW12FJBIqNMW48r4KlpZmsPdjI3IJ0zp6VQ356ktehiUSMJaWZ3P3h83h+XwNdvQNcMDeXZWVZXoclJ6ht66a1q4/iLO3fJqoiN4Wqpi7auvtITxrdc0MCb0V5Fvd8+Dye29eAc47z5+SxrCzT67BEokrIk2zgAuBdwBYz2+gv+wK+5PouM3s/cBh489ACZnYQyAASzOw64EqgFfgisBNY78vd+bFz7pch2YooNrcgnbk6Gy8BkJ2awOWLCrl8UaHXoYhErMUlmSwu0QFwOFt/qIkFRenE2DTtxz8FcbExzM5PZWNlMxfNC+8rwNHCzFhalsVSnbATCZqQJ9n+mcJP9i10+UmWqTjJ+/VtJiIiIp56+WATczUee9LmFqSx7mCTkmwRiRqagUhERERkCl4+0Mi8QiXZkzW/IJ0XD+gWUiISPZRki4iIiExSV+8Au2vbmFugJHuy5hems7mqhf6BQa9DEREJCCXZIiIiIpO0qaqZmTmpJE7TGd8DIS0pjvz0RLZXT/qOriIiYUVJtoiIiMgkrVFX8YCYX5jOywcj/1ZeIiKgJFtERERk0l7Y18DCogyvw4h4CwrTeWFfvddhiIgEhJJsERERkUnoGxhkU1UzC4p028upWliUztqDTTjnvA5FRGTKvLhPtoS5nv4BDtR10NE7wMycFPLSE70OSSLY0eYujjZ3kZ2SQEVeKrExuvOeyER09PZzoK6D/sFBKnJTyUpJ8Dok8dtypIXCjCTSEnU4NVW5aYkkJ8Syp7ad+YU6aRFs7d197K/vAGBWXirpSfEeRyQSXfStICM0d/byi6f387On9jHoYHZeCj9955ksLFZXOJm4lw808uE/rKOho5fEuBi+9oYzeOPKUhLjNUGQyHgca+nifx7exX0bjgCwemY233nTMmbpnsxh4cV9DSwqVkIYKIuK03lhX4OS7CCrauzkqw9s47GdtQBctiCfr197BuU5qR5HJhI91F1cRthS1cJPnvQl2AD76zv5/iO76eod8DYwiTi1bd18+q6NNHT0AtDTP8jn79/Cntp2jyMTiRwv7m88nmADrD3UxL3rj6hLbZh4bl89Cwt1EjpQFhZl8OxejcsOtn/urD2eYAM8sauOR7bXnmIJEZkoJdkywqHGzlFlz+6rp7mz14NoJJI1tPdS1dQ1osw5OHJCmYic3JoDjaPKHttRQ6dOfHqut3+QDYebWVSiJDtQzijJ5KX9DQwO6iRSMP1z5+iE+rHtxzyIRCR6KcmWEUqzk0eVnTkjm4wUjdWRiclOjacwY/R4/qLMJA+iEYlMK2dmjSq7cG4eyRpy4bkNh5sozUrWeOwAyklNICM5XvfLDrIL5+WNKrt4foEHkYhELyXZMsKy0kzecU758df56Yl87uqFpCboIEImpigjme+9eTkpCb5kIMbgi69dxHzdT1Zk3M6fnctl8/OPv55XkMZbzy4nRhMIeu7ZPfUs0nwlAbekRF3Gg+2KxYWcOSPr+Ovl5VlcvaTIu4BEopAyJxkhNy2RL7x2MW9dPYOO3n4qclMpyRp9dVtkPC6cl89Dn7iQI01d5KQmMic/VZOeiUxAaXYKP3jbCvbVtdM34Jidn0pBunqDhIOndtfx+uUlXocRdc4oyeSp3XV8+JI5XocStWbmpvKLG1ezr64D52BOfiq5abqTjEggKcmWUdIS41henuV1GBIlZuWlMStPV69FJisrJYEzZ+Z4HYYM09LVp1tNBcnikgx++tQ+uvsGSNJJ2aDJSU0kJ1WJtUiwqLu4iIiIyAQ8u6eexSUZJMTpMCrQUhLimJWbyov7G7wORURk0vTtICIiIjIB/9xZw5KSTK/DiFpLyzJ5YowZsEVEIoWSbBEREZFxGhx0PLW7jhUaVhU0y8uyxrzNlIhIpFCSLSIiIjJO2462khQfq9sRBlFFbgqdvQPsr2v3OhQRkUlRki0iIiIyTo9uP6ar2EFmZqyakcWj22u8DkVEZFKUZIuIiIiM08PbjnHmjGyvw4h6K2dk8/C2Y16HISIyKUqyRURERMahsrGTmtYe3borBM4oyWRPTRt1bT1ehyIiMmEhv0+2mZUDvwOKgEHgVufcj8wsB7gTqAAOAm9xzjWZWS5wD3AW8Fvn3L8OW9eZwG+BZOBvwCedcy50WxOdDjV0sLGymebOPpaUZrC0NJOEON2rUiaurauPzVUt7KppoyQrieXlWRRnJnsdlkhE2VPTxsbKZnr7B1lenskZJZmYmddhTUt/21LNWRXZxMTo7x9sCXExLC/P4pHtx3jnOTO9Difq7KhuZVNVM87B8rJMFmu2fJGACnmSDfQDn3HOrTezdGCdmT0KvAd43Dl3i5ndDNwMfA7oBr4ELPE/hvsZcBPwIr4k+yrg7yHZiih1uKGD9/zmZQ7UdwBgBr9412pevbjQ48gk0gwOOu5aW8k3HtpxvOySeXl8/60ryE1L9DAykcix81grb7v1RZo7+wBIiI3hjg+ew+qKHI8jm54e3HyU1y8r8TqMaeOsihwe3HRUSXaAbalq5m23vkhH7wAAyfGx3HnTuSzTXAMiARPy7uLOuWrn3Hr/8zZgB1AKXAvc5n/bbcB1/vd0OOeexZdsH2dmxUCGc+4F/9Xr3w0tI5O3uarleIIN4Bz899930NzZ62FUEokON3XynUd2jSh7ak89u2raPIpIJPI8ubPueIIN0DswyC+eOUBf/6CHUU1Phxs6qWrsYnFJhtehTBsry7PZeqSF2rbu079Zxu3PG48cT7ABuvoGuHtdpYcRiUQfT8dkm1kFsBJ4CSh0zlWDLxEHCk6zeClQNex1lb9srHpuMrO1Zra2rq5uynFHs7ae/lFl9e09dPfpgC4YorltdvcNjNluOnsGxni3hJtobpuR5Fjr6OTiSHMn/dN0ZJSX7fKBTUc4Z1YOcTGaziZUEuJiWDUzh4c2V3sdymlF0j6zsrFrXGUiMnmefVOYWRpwL/Ap51zrZFYxRtmYRx3OuVudc6udc6vz8/MnUdX0sagonROHmr3r3JkUpKt7bzBEc9ssz0rh4nl5I8rSEuOYnZ/qUUQyEdHcNiPJqxeNPt/87vMqSI6fnvNkeNUunXPcs66K8+fmnf7NElDnz87lnnVVp3+jxyJpn3nDmWWjyt56VrkHkYhEL0+SbDOLx5dg3+6cu89fXOPvAj7UFbz2NKupAobvJcqAo4GOdbpZUprJb997NotLMshNTeCTl8/jnefM1CQvMmGpSXF89Q1n8Pazy8lMjuf8Obn8/v1nMzs/zevQRCLGyhnZ/PjtK6nITaEwI5Gvvn4xly88XUcvCbSNlc30Dgwyr0D7r1BbWprJsZZudmuoUcCcNzuH7755GWXZyZRmJfPt65fqBJJIgHkxu7gBvwJ2OOe+P+xXDwA3Arf4f/7lVOtxzlWbWZuZnYuvu/m7gf8XnKinj7jYGC6en8+K8iy6+wbIT0/ULLYyabPz0/j6tUv41Kvnk5YUR2qCF3MtikSu1MQ4rllewoXz8ugfcOSpV5Enbn/pMJfMz9f3oQdiYoyL5+dzx0uH+eobzvA6nKiQkZzAm84s51ULC8BBjiYjFQk4L65kXwC8C3iVmW30P16LL7m+wsz2AFf4XwNgZgeB7wPvMbMqM1vs/9VHgF8Ce4F9aGbxgMlIjqcgI0kHFDJl8bExFGYkKcEWmYKslAQl2B5p7e7jH1uPcfG88O4CHM0unZ/PnzccobtPc3oEUk5qohJskSAJ+VGvf6bwk2Vul59kmYqTlK9l9G29RERERALinrVVLC3LJCslwetQpq2CjCTmFKTxwKajvGW1xg6LSPjTFJkiIiIiYxgYdPz6uQNcubjI61CmvSsWFfLLZ/bjpunM+iISWZRki4iIiIzhH9uOkZoYx/xCTXjmtWVlmfT2D/L0nnqvQxEROS0l2SIiIiIncM7xo8f3cM2yYs1PEgbMjNctK+FHj+3W1WwRCXtKskVERERO8I9tx+jrH2TVjGyvQxG/82bnUtvWw7N7dTVbRMKbkmwRERGRYfoGBrnl7zt505llxOgqdtiIjTFuWFXGfz20g8FBXc0WkfClJDvMNXX00tbd53UYIuPS1TtAQ3uPuvJJWHPO0dDeQ1evbgckY/v9CwfJSklgRXmW16HICc6ZlYMBd62t9DoUiXA9/QPUt/fQNzDodSgShXTj2jBV39bD37ZW84tn9pORFM+/XTGfC+fmkRgf63VoImNae7CRHzy2m321HdxwZilvO2sG5TkpXoclMkJlYyd/evkw9647wpyCVP7tivmcOTPH67AkjBxt7uJ/H9/Lf16zWGOxw5CZ8a7zKvj2wzt59eJC8nSfZ5mE7dUt/OyJfbx0oJHLFhbwwQtnM1cTHEoA6Up2mHp0ew1f/ss2Khu72Ha0lffftpaNlc1ehyUypl3H2viXX73Ec3sbONbazU+e2MePn9hDb7+uFEr46O0f4Mf/3MNPntjHsdZuntvbwDt/+RK7jrV5HZqEicFBx7/fvYkrFhdSmpXsdThyErPyUrloXj6fv2+Lek7JhFU3d/H+367lwc3V1Lb1cOfLlXz6rg00dfR6HZpEESXZYaitq49fP3dgVPlz+zTRh4Sn3TVtdPeN7G51z7ojVLd0exSRyGhHm7u5Z/2REWXdfYPsqVWSLT63Pr2f+vZe3rCixOtQ5DRuWFXGnpo2/vDiIa9DkQizv75j1PHJliOtHGrs8CgiiUZKssNQXGwMeemjuz9lpyR4EI3I6aUkjB7GkJoYS0KsdjESPhLiYkhNHN1WkzUMR4AndtVy6zP7+ddXzSUuRvuucJcQF8MnLp/H9x7ZzQv7GrwORyLIWPv8GIOkOH0XSODoWyQMJSfE8vHL5hIb88pYsOyUeM6fk+thVCInt6g4g8XFGSPKPn/1IorV3VLCSElWMp+/etGIssVjtF2ZftYcaORTf9rIJy+fpzG+EaQ4M5mPXTaXj9y+js1VzV6HIxFibkEa1ywrHlH2vgtmMSs/1aOIJBpp4rMwdfasHO758HmsPdRIakIcqytymF+Y7nVYImMqyUrm/951JusPNXG0uYvl5VmalVfC0uuXlzAjJ4VNlc2UZCVz5sxsnQya5h7bXsNn79nExy6bq+/ZCLSkNJP3XziLd/96DT9++younJfndUgS5jKS4/nSNYu4Zlkxe2vbWVicwcoZWSTqSrYEkJLsMBUXG8PKGdmsnJHtdSgi4zIjJ4UZmk1cwlxaYhwXzM3jgrk6EJ/uevsH+eFju7nz5Uo+c8V85hYowY5Uq2fmkJIQx8f/uJ73nj+Lj142hzgNV5JTKMxI5qolOsEqwaM9kIiIiEwbzjke2XaM1/zwaV4+2Mg3r1uiBDsKLC7O4BvXLuHxXbVc/aNneGJXrWYeFxHP6Eq2iIiIRL2D9R08vO0Yd66pxAzetKqMlTOydC/sKJKblsjnXrOANQcb+eoD24iPjeFtZ5XzmjOKKFdPKxEJISXZIiIiElX21raz7WgLB+s72HGsjY2Hm+kdGGTVjCzedd5MFhalK7mOUmbGObNyObsih21HW3l+Xz0//udeUhPjWF6eyaLiDCpyU1lSmsmsPE10JSLBYdOtK42Z1QGTvaliHuDFzaqnW71e1j3Zeuudc1dNpeJxtk0vP5PxUHyTF6zYQtU2gy2cP7tTidS4IfixT6ltnqpdln389mWxKZnxQ6/d4CAD7Q09cPJjHjc4GGsxMQOTjWcqpmPdoa3XiMvIHzFtfF/j0a6jv7hp+0kWCFrbHEMk7yMmYrpsJ4Tx97mEzrRLsqfCzNY651ar3uit28ttHg/FNzXhHF84xxYOIvXvE6lxQ2THPhnT8TvPy7qn4zaPJZxiCabpsp0wvbZVTk4Tn4mIiIiIiIgEiJJsERERERERkQBRkj0xt6reqK/by20eD8U3NeEcXzjHFg4i9e8TqXFDZMc+GdPxO8/LuqfjNo8lnGIJpumynTC9tlVOQmOyRURERERERAJEV7JFREREREREAkRJtoiIiIiIiEiAKMkWERERERERCZBpl2RfddVVDtBDj0A/pkxtU48gPaZMbVOPID2mRO1SjyA+pkRtU48gPSSCTLsku76+3usQRMaktinhSm1TwpHapYQrtU0RmXZJtoiIiIiIiEiwKMkWERERERERCZA4rwOQsXX29vPygUbuXV9FTkoi160qYXlZFmbmdWgiY9p1rJW/bTnGjupWrllewgVzcslNS/Q6LJER6tt6eH5/Aw9tOsrC4gxeu7SIBUUZXoclUayjp5+XDzZy37oqctMTuXZFKSvKs7wOS0REgkhJdph6dk89N/1+3fHXf3z5MPd8+DyWlmV5F5TISRxq6OBdv15DbWsPAI9sr+EzV87nXy+bqxNDEjYGBx13rDnM9x/dDcA/ttfwx5cPc/eHzmNmbqrH0Um0emZPHR/+w/rjr+946TD3fuR8lpRmehiViIgEk7qLh6GOnn5+8sTeEWU9/YM8u7fBo4hETm1HddvxBHvIT57Yy5HmLo8iEhntSHMXP31y5L61trWHncfaPIpIol1HTx8//ufo7/MX9mtiLBGRaKYkO0wNDI6eqX9wjDKRcODc6LbpnO8hEi6cc2O2Se1bJVicg4ExGt3AoAfBiJzg+b31fPbuTTyzp87rUESijpLsMJSaGMdHLp07oiw+1rhwXp5HEYmc2sLiDHJSE0aU3XTxbEqzkj2KSGS00uwUPnjx7BFlOakJLCrWmGwJjrSkeD42xvf5+XNyPYpIxGfdoUY+esd64mNj+MQfN7DmQKPXIYlEFY3JDlOXzM/nl+8+kz+8eJjctATecfYMlmr8loSpWXmp3P6Bs7lv/RG2HGnhhlVlXLogn5gYjceW8BEbY7z7vJnMzEnh3vVVLC3N5PpVZVTkaTy2BM+lC/L5xbvP5PYXD5OXnsjb9X0uHnPO8fn7tnDjeRWcOzuX4owkPn/fZh799CX63hYJECXZYSotKY5XLy7i8kWFmjhKIsKi4ky++LpMnHNqsxK2CtKTePPqct50ZpnaqYREWlI8Vywu4tX6Ppcw8fSeenr7BzlnVg4Aqyuy+cumIzy5u5ZXLSz0ODqR6KDu4mFOX8gSadRmJRKonUqoqc1JuLhzzWFetbDgeJs0My5bWMCdL1d6HJlI9FCSLSIiIiIyDXT29vP0nnrOmT1yXoBzZuXy7J562rr7PIpMJLooyRYRERERmQae29vA7PxUMpLiR5SnJcYxrzCd53S7WJGAUJItIiIiIjINPLGz9qQT7y0tzeTxHTUhjkgkOinJFhERERGZBp7ZU3fSJHtZWSbP7dOVbJFAUJItIiIiIhLlalq7aenqozwnZczfl2Yl09nTz9HmrhBHJhJ9lGSLiIiIiES5NQcaWViUQcxJZro3MxaVZPDSAV3NFpkqJdkiIiIiIlFu7cFG5hSknfI9c/LSWHewKUQRiUQvJdkiIiIiIlFuw+Fm5p4myZ5bkMb6yubQBCQSxZRki4iIiIhEsd7+QXbXtjE7L/WU75uVl8q+2na6+wZCFJlIdFKSLSIiIiISxXYda6MwI4mk+NhTvi8hLobSrGR2HmsLUWQi0UlJtoiIiIhIFNt2tIWK3FNfxR4yMzeFbUdbghyRSHSLiCTbzBaY2cZhj1Yz+5SZ5ZjZo2a2x/8z2+tYRURERETCydYjLZRnj33rrhPNyElhS5WSbJGpiIgk2zm3yzm3wjm3AjgT6ATuB24GHnfOzQMe978WERERERG/rUdbqcgbX5JdkZvK1iNKskWmIiKS7BNcDuxzzh0CrgVu85ffBlznVVAiIiIiIuHGOcfumjZm5oyvu3h5Tgr76joYHHRBjkwkekVikv024I/+54XOuWoA/88Cz6ISEREREQkzR5q7SE6IJS0pblzvT02MIy0pjsqmziBHJhK9IirJNrME4A3A3RNc7iYzW2tma+vq6oITnMgkqG1KuFLblHCkdinhKpzb5u6aNmbkjK+r+JAZOSns0gzjIpMWUUk2cDWw3jlX439dY2bFAP6ftWMt5Jy71Tm32jm3Oj8/P0Shipye2qaEK7VNCUdqlxKuwrlt7jzWRmlW8oSWKc1K0m28RKYg0pLst/NKV3GAB4Ab/c9vBP4S8ohERERERMLUzuo2SiaYZJdkpbC7Rkm2yGRFTJJtZinAFcB9w4pvAa4wsz3+393iRWwiIiIiIuFob+3Er2SXZSezp6Y9SBGJRL/xzYAQBpxznUDuCWUN+GYbFxERERGRYQYHHQfqOyecZJdkJnOwoYOBQUdsjAUpOpHoFTFXskVEREREZPyqW7tJSYglNXFi19WSE2LJSI6nSjOMi0yKkmwRERERkSi0t7ad0uyJXcUeUpaVzP66jgBHJDI9KMkWEREREYlC++vaKc5ImtSyhZlJ7KvTuGyRyVCSLSIiIiIShfbWtlOYObkkuygjib21SrJFJkNJtoiIiIhIFNpX107xJJPsYl3JFpk0JdkiIiIiIlHoQH0HxZmTG5NdkpXMgXqNyRaZDCXZIiIiIiJRprtvgKaOPvLSEie1fE5qAm3d/XT09Ac4MpHopyRbRERERCTKHGropCAjcdL3uY4xoygziYMNupotMlFKskVEREREooyvq/jkxmMPKcpI4mC97pUtMlFKskVEREREoszBhg4K0qeWZBekJ+pKtsgkKMkWEREREYky++s6KMyY3HjsIbpXtsjkKMkWEREREYkyB+rbKZrkzOJDfN3FdSVbZKKUZIuIiIiIRJnKxi4K06d2JbsoI4nKxq4ARSQyfSjJFhERERGJIt19AzR29JI7ydt3DclOTaClu4+u3oEARSYyPSjJFhERERGJIlVNneSnT/72XUNizCjKSOJQo7qMi0yEkmwRERERkShyqKGTwoypzSw+pDAjkcMNuo2XyEQoyRYRERERiSKHGjopSE8IyLry0xM53KgkW2QilGSLiIiIiESRQw0d5E/xHtlD8tMSOaAZxkUmJM6LSs3sfKBieP3Oud95EYuIiIiISDQ50NDJWTOzA7Kugowknt9XH5B1iUwXIU+yzez3wBxgIzA0VaEDlGSLiIiIiExRZWMn1ywtDsi6CnUbL5EJ8+JK9mpgsXPOeVC3iIiIiEjUGhx0HGnuIn+K98gekp+WyLGWbgYG3ZRnKxeZLrwYk70VKPKgXhERERGRqFbb1kNqQixJ8bEBWV9CXAwZyXEca+0OyPpEpoOQXck2swfxdQtPB7ab2RqgZ+j3zrk3hCoWEREREZFoVNnUSVGAbt81pDAjicMNnZRmJQd0vSLRKpTdxb8bwrpERERERKadww2dAesqPiQ/PZHKxk7Om5Mb0PWKRKuQJdnOuacAzOzbzrnPDf+dmX0beCpUsYiIiIiIRKPDjR3kpgU2yc5L072yRSbCizHZV4xRdvXpFjKzLDO7x8x2mtkOMzvPzL5qZkfMbKP/8dogxCsiIiIiEhEO1gf+SnZBuu6VLTIRIUuyzewjZrYFWGBmm4c9DgCbx7GKHwEPO+cWAsuBHf7yHzjnVvgffwtS+CIiIiIiYe9wYyeFAR6TPdRdXETGJ5Rjsu8A/g58C7h5WHmbc67xVAuaWQZwMfAeAOdcL9BrptsIiIiIiIgMqWrqoiDgV7KTqGrWvbJFxitkV7Kdcy3OuYPAx4C2YQ/MLP40i88G6oDfmNkGM/ulmaX6f/ev/ivivzaz7LEWNrObzGytma2tq6sLyPaIBILapoQrtU0JR2qXEq7CpW129w3Q3NVLTkpCQNeblRJPe08/nb39AV2vSLTyYkz2enwJ825gj//5ATNbb2ZnnmSZOGAV8DPn3EqgA9/V8J8Bc4AVQDXwvbEWds7d6pxb7ZxbnZ+fH8htEZkStU0JV2qbEo7ULiVchUvbrGrqIj89kZiYwPb2jDGjMD2RqiZdzRYZDy+S7IeB1zrn8pxzufgmPbsL+Cjw05MsUwVUOede8r++B1jlnKtxzg045waBXwBnBzl2EREREZGwVNnUSWF6YMdjD8lP990rW0ROz4ske7Vz7h9DL5xzjwAXO+deBMYcQOKcOwZUmtkCf9HlwHYzKx72tjcCW4MUs4iIiIhIWKtq7CQvPbBdxYfkpydQ2aQkW2Q8Qjnx2ZBGM/sc8Cf/67cCTWYWCwyeYrmPA7ebWQKwH3gv8L9mtgJwwEHgQ8EKWkREREQknB1q7CQ3NbCTng3RvbJFxs+LJPsdwFeAPwMGPOsviwXecrKFnHMbgdUnFL8rKBGKiIiIiESYww2dLCxKD8q689MT2VzVEpR1i0SbkCfZzrl6fFelx7I3lLGIiIiIiESLysZOLp4fnInXCtKTqGysDsq6RaJNyJNsM5sPfBaoGF6/c+5VoY5FRERERCRaHGn2zS4eDPnpiRxp7sI5h1lgZy8XiTZedBe/G/g/4JfAgAf1i4iIiIhEldbuPvoGHOmJwTm8T0uMwwyaO/vITg3O5Goi0cKLJLvfOfczD+oVEREREYlKlY2dFGUmBfUqc1FGEpVNnUqyRU7Di1t4PWhmHzWzYjPLGXp4EIeIiIiISFSobAxeV/Eh+emJVDZ2BbUOkWjgxZXsG/0//31YmQNmexCLiIiIiEjEq2rqJC8tuFeY89ISda9skXHwYnbxWaGuU0REREQkmh2s7yAvLbhXsvPSEjnU0BHUOkSiQci7i5tZipn9p5nd6n89z8yuCXUcIiIiIiLR4lBjZ0i6ix9u0JVskdPxYkz2b4Be4Hz/6yrgmx7EISIiIiISFaqauihITwpqHQXpiVQ2aUy2yOl4kWTPcc79D9AH4JzrAnSzPRERERGRSXDOcbS5i4IQXMk+1tLN4KALaj0ikc6LJLvXzJLxTXaGmc0BejyIQ0REREQk4tW19ZAcH0tSfGxQ60mMiyUtKY6atu6g1iMS6bxIsr8CPAyUm9ntwOPAf3gQh4iIiIhIxKts6qQwI7hdxYcU6jZeIqflxezij5rZeuBcfN3EP+mcqw91HCIiIiIi0cB3j+zg3r5rSH56IocbOzl7Vk5I6hOJRCFLss1s1QlF1f6fM8xshnNufahiERERERGJFocaOsgN8u27huSlJ1LZqNt4iZxKKK9kf+8Uv3PAq0IViIiIiIhItDjU0Bn0mcWH5KclcrBet/ESOZWQJdnOucvG8z4zu8I592iw4xERERERiQaHGztZVJwRkroKMpJ46UBjSOoSiVReTHx2Ot/2OgARERERkUjhm/gsNN3FC9MTqWrSlWyRUwnHJFv3zBYRERERGYee/gEaO3rJSQ1Nkp2dkkBrVz/dfQMhqU8kEoVjkq2724uIiIiIjMORpi5y0xKJjQnNdaqYGKMgI5HKRl3NFjmZcEyyRURERERkHA43dlIUontkDylIT+KwkmyRkwrHJPug1wGIiIiIiESCysZOCtJD01V8SH56gpJskVMIeZJtZilm9iUz+4X/9Twzu2bo986560Mdk4iIiIhIJDrY0Bmye2QPyU9L4mC97pUtcjJeXMn+DdADnOd/XQV804M4REREREQi2sGGjpDNLD6kICORgw26ki1yMl4k2XOcc/8D9AE457rQjOIiIiIiIhN2qKGTgvTQjskuzNCYbJFT8SLJ7jWzZPyziJvZHHxXtk/JzLLM7B4z22lmO8zsPDPLMbNHzWyP/2d2sIMXEREREQkHzjmONHWF/kp2eiJHmrsYHNRNgUTG4kWS/RXgYaDczG4HHgf+YxzL/Qh42Dm3EFgO7ABuBh53zs3zr+fm4IQsIiIiIhJe6tp7SIiLISUhLqT1JsXHkpYYR01bd0jrFYkUof2PBJxzj5rZeuBcfN3EP+mcqz/VMmaWAVwMvMe/jl58V8SvBS71v+024Engc0EJXEREREQkjBxu6KQoM7RdxYcUZSRxqKGT4sxkT+oXCWde3cKrFIgFEoCLzex0M4rPBuqA35jZBjP7pZmlAoXOuWoA/8+CYAYtIiIiIhIuDjZ0Uhji23cNKchI5LAmPxMZU8ivZJvZr4FlwDZg0F/sgPtOsVgcsAr4uHPuJTP7ERPoGm5mNwE3AcyYMWMyYYsEhdqmhCu1TQlHapcSrrxqm4caOsjzKMnOT0/kYINu4yUyFi+uZJ/rnFvtnLvROfde/+N9p1mmCqhyzr3kf30PvqS7xsyKAfw/a8da2Dl3q7/O1fn5+YHaDpEpU9uUcKW2KeFI7VLClVdtc39dB0UZ3nQXL0xPYn+dkmyRsXiRZL9gZosnsoBz7hhQaWYL/EWXA9uBB4Ab/WU3An8JWJQiIiIiImHMd49sj8ZkZybpSrbISYS8uzi+CcpeMLNj+G7dZYBzzi07zXIfB243swRgP/BefCcJ7jKz9wOHgTcHL2wRERERkfDgnONwY6d3V7L998p2zmFmnsQgEq68SLJ/DbwL2MIrY7JPyzm3EVg9xq8uD0xYIiIiIiKRobmzj8FBR3qSF4fzkJYYR1yMUd/eS75H48JFwpUX/5WHnXMPeFCviIiIiEhUONDQQUlWsqdXkYuzkjnY0KEkW+QEXiTZO83sDuBBfN3FAXDOnWp2cRERERER8TtY79147CFFGUkcqO/grIocT+MQCTdeJNnJ+JLrK4eVne4WXiIiIiIi4negvoPCDG+vIBekJ3JAM4yLjBLyJNs5995Q1ykiIiIiEk321rYzKy/V0xiKMpPYdazN0xhEwlHIk2wzSwLeD5wBHO/jMo57ZYuIiIiICL7u4ufPyfU0huLMZP6+9ZinMYiEIy/uk/17oAh4DfAUUAboFJiIiIiIyDg45zjU2ElxZrKncRRlJFHZ2MngoPM0DpFw40WSPdc59yWgwzl3G/A6YKkHcYiIiIiIRJya1h4S42JITfTm9l1DkhNiSUuK42hLl6dxiIQbL5LsPv/PZjNbAmQCFR7EISIiIiIScfbXtVOS5e1V7CGlWcns1+RnIiN4kWTfambZwH8CDwDbgW97EIeIiIiISMTZV99Bcaa3t+8aUpSRxP66dq/DEAkrXvQx+T1wA76r17f5ywo9iENEREREJOLsq23z/B7ZQ4oyk9hbqyRbZDgvrmT/BbgW6Afa/Q/1MRERERERGYfdNeHTXbwkM5ndSrJFRvDiSnaZc+4qD+oVEREREYl4++raecvqcq/DAKA0O1ndxUVO4MWV7OfNTLOJi4iIiIhMUEdPP82dfeSnJXodCgA5qQl09PTT2t13+jeLTBNeJNkXAuvMbJeZbTazLWa22YM4REREREQiyj7/zOIxMeZ1KADEmFGanaJx2SLDeNFd/GoP6hQRERERiXh7atopyw6P8dhDSrOS2VvTzqoZ2V6HIhIWQp5kO+cOhbpOEREREZFosKumLWxu3zWkODOJXTVtXochEja86C4uIiIiIiKTsOtYG2VZKV6HMUJZdgq7jinJFhmiJFtEREREJELsqQ2/7uJl2cnsqVWSLTJESbaIiIiISARo7+mnob2Hwozw6i6en55Ia1cfLV2aYVwElGSLiIiIiESE3TVtlOekhM3M4kNizJiRk8pujcsWAZRki4iIiIhEhF3H2sKuq/iQsuxkdmpctgigJFtEREREJCLsqG6lNCt8k+ztR1u8DkMkLCjJFhERERGJAFuPtFCRm+p1GGOakZvK9qOtXochEhaUZIuIiIiIhDnnHLtr2pmRG1637xoyMyeFPbXtDA46r0MR8VzEJNlmdtDMtpjZRjNb6y/7qpkd8ZdtNLPXeh2niIiIiEigVTV1kRwfS0ZSvNehjCk1MY70pDgONXZ6HYqI5+K8DmCCLnPO1Z9Q9gPn3Hc9iUZEREREJAS2HW1hZphexR5SkZvK1iMtzMoLzy7tIqESMVeyRURERESmq81V4Z9kz8xNYcsRTX4mEklJtgMeMbN1ZnbTsPJ/NbPNZvZrM8v2KjgRERERkWDZVNVMRZhfIa7ITWVTZbPXYYh4LpKS7Aucc6uAq4GPmdnFwM+AOcAKoBr43lgLmtlNZrbWzNbW1dWFKl6R01LblHCltinhSO1SwlWw26Zzjm1HWpmdlxbwdQfSrLxUtle34pwmP5PpLWKSbOfcUf/PWuB+4GznXI1zbsA5Nwj8Ajj7JMve6pxb7ZxbnZ+fH7qgRU5DbVPCldqmhCO1SwlXwW6bVU1dxMYY2SnhOenZkKyUBJLjYznYoMnPZHqLiCTbzFLNLH3oOXAlsNXMioe97Y3AVi/iExEREREJlo2VzcwtSMPMvA7ltOYWpKnLuEx7kTK7eCFwv3/HEgfc4Zx72Mx+b2Yr8I3XPgh8yLMIRURERESCYGNlc8TM2F2Rm8r6w01ct7LU61BEPBMRSbZzbj+wfIzyd3kQjoiIiIhIyKw71MTrlhaf/o1hYF5hGnevq/I6DBFPRUR3cRERERGR6ai7b4Cdx1qZWxDek54NmZ2Xxv66drp6B7wORcQzSrJFRERERMLUtqMtlGWnkBQf63Uo45IQF8PMnFQ2aly2TGNKskVEREREwtSaA43Mi5Cr2EPmF6ax5kCD12GIeEZJtoiIiIhImHp+XwMLizK8DmNCFhZl8Pw+JdkyfSnJFhEREREJQ/0Dg6w/3MTConSvQ5mQBUXpbD7SQk+/xmXL9KQkW0REREQkDG0+0kJ+eiIZyfFehzIhqYlxlGcns+Fws9ehiHhCSbaIiIiISBh6dk89S0oyvQ5jUhYXZ/DM7jqvwxDxhJJsEREREZEw9OSuWs4oiazx2EOWlGbypJJsmaaUZIuIiIiIhJmWrj52HmtjcXFkXsleUJjOwYYO6tp6vA5FJOSUZIuIiIiIhJln9tSxqDiDhLjIPFyPi41haWkWT+6q9ToUkZCLzP9aEREREZEo9vctx1hRnuV1GFOyakYWD2875nUYIiGnJFtEREREJIz09g/y9J46Vs/M9jqUKVlZns2L+xvo7O33OhSRkFKSLSIiIiISRp7eXUd5dgpZKQlehzIlaUlxzC9M57Ed6jIu00uc1wGIiIiIiMgr7ttQxTmzc7wOIyDOmZXL/eureMPyEq9DAcA5x766DrYdbTk+KVtRZhLLSrOYkZvicXQSLZRki4iIiIiEidbuPp7eXc/33rLc61AC4uyKHP7w4iHq2nrIT0/0LI6mjl5+98JB7lpbRd/AIHML0shOScDhaOzoZXfNNjKT43nH2eW87ewZpCfFexarRD4l2SIiIiIiYeKBjUdZUppBRpQkeckJsZw9K5t71lXykUvnhrz+7r4BfvH0fn7xzH7Oqsjho5fOYVZeKmY24n3OOXbXtPPojmP89Ml9fOLyebzr3JnExWp0rUyckmwRERERkTDgnOO25w/y5tXlXocSUK9aWMhPntjLTRfPITbGTr9AgKw71Mi/3bWJwowkvn7tEgozkk76XjNjQVE6C4rSqWzs5A8vHuKutZX84K0rWFiUEbKYJTro1IyIiIiISBh4YV8D3X0DLCmJrqRuTn4amcnxPLw1NLfz6h8Y5Lv/2MUHblvL9SvL+PSr558ywT5ReU4KN1+9kIvm5fPWn7/Ir5/dj3MuiBFLtNGVbBmlqbOHndXtdPX2U5aTzPzC0O3oN1U2UdvaQ25aIqsi/LYV4rPtSDNHm7vJSklgRVk68fHh3f1t65FmqiMoXhmfvr4+Nla10dzZS3FWEktKs7wOadyONXeyt66D/kHHrNwUZualeR2SBEhHTz+HGjoBx8y8VFITfIdlPf0DHKjvoK9/kJm5qWQk+/ZDfQODHGzooLNngLLsZHLTfONbBwcdBxs6aO3qozgreUQyUdnYSX27byxsWfYrkzpVt3RR09JNdkoCM3JTjnedrW/roaq5i/TEOCryUo9fdWzp7OVQYyeJcbHMykshIS4WgPbuPg42dBJjMCsvjeQEX3l3Xz8H6zvpH/Rtg8a3js+Pn9jL1UuLR3VljgavW1bM/z6+h6uXFBETxKvZNa3dfOz29fQNDPLfb1w66RnazYzLFhSwuDiDnzyxl+f2NvD9t64gM1ltWU5PSbaMsOdYK/esP8Kvnj1A/6BjfmEa37xuKWfPCv4Mlw9vreaL92+loaOXjKQ4vvL6M3jt4kKStTOLWE/tquVz927hWGs3KQmxfO6qhbx2SRH5EzibHEpP7arl5vu2UN3STXJ8LJ+7eiFXn1FAYaZmG41kNS2d/H1bLd/++066+gYozkziluuXcsmCAq9DO63NVU385tmD/HnTUZyDc2bl8O+vWcDqiuiYdXg6q2rq5L8f2sHf/Ff2rllWzOevXkRiXAw/fmIvv3vhIIP+z/xbNywlPzWR3794iB88tpu+AceConT+920rqMhN5YFNR/nyX7Ydb98/fecqVpRn8fjOWv7tro20dvWTnRLPj962kovn5/PygUY+esd66tp6SE2I5Vs3LOXqJcXsrmnjY3es52B9JwmxMdx89ULeelY51S1d/Pvdm9lQ2UxsjHHTRbP54MWz6OgZ4OsPbuNR/+2Zrl9Vyr9fuYCYGONHj+3hjy8fxjm4aG4e33jjEipyU738k4e9NQca2VfXzkcumeN1KEFx5oxsHth4lL9uqQ7aTOPP76vnE3/cwGULCrhuRWlAkvnCjCS+fM1i7lhzmNf97zP8/F1nckZJZgCilWim7uIyws6adn7+9H76B31dYnbXtPN/T+2jtrUrqPVuONzEzfdtoaGjF4DW7n6+cP8WNle3BrVeCZ4d1a3851+2cqy1G4DO3gG++uA2dta0eRzZ2HZWt/DlB7ZR3eKLt6tvgK89uI1dxzo8jkymaldNB1970JeAAFS3dPPlB7axq7rF48hOb3NVK/dv9CXYAC8daOTvIepuKcH1+I7a4wk2wF83V/PkrlpePtjIb5/3Jdjg+8zvXFPJliMt/M8/dtE34PvFrmNtfOcfu9h5rI3/uHfziPb92bs3sfNYK/96x3pau/oBaOrs41/vWM+emjY+/scNx29d1NE7wKfv3MSBuna+8sA2DtZ3AtA7MMjX/7qdfbVt/OrZA2yobAZgYNDxs6f2se1oK3/fWn08wQa4b/0RnttXz5oDDdyx5vDxdvvM3nruX18VtL9lNBgcdHz9wW3csKosaifaMjPefvYM/vuhHXT29gd03YODjh//cw8fu309H7xoNtevKgvo1fK42BjefV4F168s5R2/eIk7Xz4csHVLdIrO/2KZtCNNo5PpF/c3UNPaE9R6a1q7ae7sG1HW0z/I0ZbgJvcSPHVt3VQ2jvz8nIOqxvD8TOvaev3dNl/hHFQ1h2e8Mn5VTV2cOJTuUEMnNW293gQ0AesONo4qe25vPUeadPIn0v1j2+iTJesONbGhsmnM9x5q7BxV/tTuOg41dIxq3/vqOqhq6qK7b3BEeWt3P9UtXcdPfg4ZGHQ0dPay9uDouhs7+3h8WCI9pL6tZ8zxtVuPtPLi/tHt9uGtNXT0BDaxiiZ/XHOYvgHHBXPzvA4lqBYVZ7CgKI1b/r4zYOusb+/hxt+s4a+bq/nGtUtYVpYVsHWf6Lw5eXzpdYv58T/38uk7Nwb8ZIFEDyXZMkJBxuj7F55RkkF2SnC7bOemJpAcHzuiLDbGKEgPz27FcnrZKQnkp41uT4VjtLFwkJUSP+b9O8f6n5DIMlabK0hPJCfI+7VAWDxGl8TlZZnkJk9ujKGEjwvm5I4qW1ScwaIxZjE+Z3YuxWMMs1lelkVR5ujywoxECtOTiDvhSl5SfAx5aYlkjdH2M5LiWVCUPmb5WHOkZKUkcP6c0Qnh3PzUMZOc8+fkjvqeF5+D9R185x+7eP+Fs4iJwrHYJ/qXcyp4eOuxgEyC9viOGq764dPkpibyxdctOj5PQTCVZifz9WuX0NzZy2t/9AxbqsK/V5SEnpJsGWF+YRpXLyk6/jo7JZ5PXj6PspzgjqNaUZbBl69ZTHys78slxuDfr1zAggJN8BOplpZl8eXXLyYxzrebMYMPXzKbOfnhOSZvaVkWX339YpLiX9kt3nTxbObmqw1Gujn5adx08ezjr5PiY/jy6xezJIhXOwLlzJnZrJqRdfx1WXYy168qI0mTSEW8q5cWs6j4laR2SUkGr15cyNmzcrl43ivJa2lWEu89v4KlZZm8ddhtnTKT4/ni6xaxuCSTT7963vHypPgYvvOm5SwqyeC/rltyfOKyuBjjW9cvZWFRBt950/IR++YvvHYhc/JT+ea1S0hPfGW6nveeX8Hs/FQ+8aq5I05CvuaMQhYXp3PdytIR+8gV5VlcND+f8+fmcu7sV+YNmJGTzNvPmRHUya4iVXtPPzf9fi1vXFVKec70mP8jLSmOT1w+j8/du5l1h0b3ehiPurYePvHHDXzx/q185NK5vPWscuJiQpfWJMXHctPFc3j98hLe9auX+O4/dtHTPxCy+iX82XSbjn716tVu7dq1XocR1vbVtrG/voP2ngEqclNYOSM0s3y3dHSz/VgHR5u7KMxIZGFhOnlhOkHWGKZ85BCNbbOvr4/1la1UNXWRl5bAvII0SrLD9yCir6+PDVVtVDZ2kpeWyJz8ZMpyIj7JVtsEqhrb2VfXSX17L2XZyawqz4iYmeN3Vrewv76T/oFBZuelRsTJgXGaUtuMhnZZ29bNvlpf1/+5BWnHE9mmzl721rTT0z/AnPw0irOSAWjr7mNPbTvt3f1U5KYwwz+RWFdvP3tq22ns6KU8J4XZeamYGb39g+yra6emtZuizCTm5KcRHxvD4KBjX107R5q7yEtLZG5BGkn+q8wH6zs41NhJZnIccwvSSfMn3Ueauthf305yfCxzC9KOz9hc29rN3tp2YmKMeQVpx68kNnT0sK+mnb7BQebkp1GUmRy6P+zUhaRtdvb2897fvExGcjzvPb8iKmcUP5XNVc389Ml9fPuGpVy1pHhcy3T09PPb5w9y69P7uXh+HtevLDvedr3S2NHLbS8cpKa1m6++4QwunZ8frM9yejWQCBcxSbaZHQTagAGg3zm32sxygDuBCuAg8Bbn3OgBRcNEw5eyhCUlMhKu1DYlXE37JFvCVtDb5tHmLm76/VoK0hN5/wWzp+1V/n117fz4n3s5c2YWn75iPnMLRg9ZcM6xq6aNe9cd4e61lSwuyeBNq8qOn3wKF+sPNXHHmsOUZCXxb1cs4NzZOYFOtqdnI4lQkXYLr8ucc/XDXt8MPO6cu8XMbva//pw3oYmIiIiInFzfwCB/fOkwP3hsN1cvKeaaZdF5T+zxmpOfxreuX8rft1bzlp+/SG5qAsvKMslLS6RvYJDDjZ1s9o95Pnd2Ll95/RljzkMQDlbNzGZ5eRbP7Knjs/dsIj0xjn85dyavW1pMdqrm0ZhuIi3JPtG1wKX+57cBT6IkW0RERETCTHffAFf+4GlyUhP43FULman7hgO+8c1vXFnGG5aXsr+uncONnTR39REXYywuzuS1S4spykiKiJMRsTHGpQsKuHh+PpurWvjblmq+9bcdnFGSwSUL8jmrIpczSjJITYz0FExOJ5I+YQc8YmYO+Llz7lag0DlXDeCcqzazgrEWNLObgJsAZsyYEap4RU5LbVPCldqmhCO1SwlX42mbnb0DHGnu4nNXLQR8Y3llpNy0xDFnCG864TavkWBGTgrvPGcmb1pVxtajrTyzp55fP3uQho5e4mONGTkplGanUJSRSE5qIpnJ8aQlxXHVGUVj3u1EIkskjckucc4d9SfSjwIfBx5wzmUNe0+Tc+6Us3SZWR1waJJh5AH1p31X4E23er2se7L11jvnrppKxeNsm15+JuOh+CYvWLGFqm0GWzh/dqcSqXFD8GOfUtsMQrucjt95XtYdztsclLZp8UkxZR/73TI30P/KwbcbNCwmMg7Gp2K6bCecfltjYohNSjvphc6mJ359qHXNfWO1zyl/n0voREySPZyZfRVoBz4IXOq/il0MPOmcWxDEetc651YHa/2q1/u6vdzm8VB8UxPO8YVzbOEgUv8+kRo3RHbskzEdv/O8rHs6bvNYwimWYJou2wnTa1vl5CLiPtlmlmpm6UPPgSuBrcADwI3+t90I/MWbCEVEREREREQiZ0x2IXC/f8KDOOAO59zDZvYycJeZvR84DLzZwxhFRERERERkmouIJNs5tx9YPkZ5A3B5CEO5NYR1Ted6vazby20eD8U3NeEcXzjHFg4i9e8TqXFDZMc+GdPxO8/LuqfjNo8lnGIJpumynTC9tlVOIiLHZIuIiIiIiIiEo4gYky0iIiIiIiISCZRkj8HMYs1sg5n9dYzfXWpmLWa20f/4cijqHVb3RjPbZmZPBare09VtZv8+bHu3mtmAmeWEoN5MM3vQzDb5t/m9gahzHPVmm9n9ZrbZzNaY2ZJA1TtGXd8xs53+uu43s6xhv/u8me01s11m9pph5Wea2Rb/7/7X/JMVmFmimd3pL3/JzCqGLXOjme3xP24kwMzsKn+ce83s5kCvf1g95Wb2hJnt8LeJT/rLc8zsUf/2PWpm2cOWCdjfcQJxjmhf4RZfJAlV2wqEybTPcDKRdhsJAry/eNJfNvRdWBDIus0s1//+djP78QnrGnNfEKK6x73dk6j3CjNb59+2dWb2qhBu86nqntBnPVHR9n92MmaWZWb3mO8YZ4eZnReN22pmn/a3ua1m9kczS4rG7ZRJcM7pccID+DfgDuCvY/zu0rHKQ1BvFrAdmOF/XRCquk943+uBf4Zom78AfNv/PB9oBBJCUO93gK/4ny8EHg9iW7sSiPM///aw7V0MbAISgVnAPiDW/7s1wHmAAX8HrvaXfxT4P//ztwF3+p/nAPv9P7P9z7MDuA2x/vhmAwn+uBcH6e9VDKzyP08Hdvv/Vv8D3OwvvzkYf8eptK9wiy9SHqFsW160z3B7jLfdRsojwPuLJ4HVQaw7FbgQ+DDw4xPWNea+IER1j3u7J1HvSqDE/3wJcCSE23yquif0WU/3/7NTbOdtwAf8zxPwHcdG1bYCpcABINn/+i7gPdG2nXpM7qEr2ScwszLgdcAvw6zedwD3OecOAzjnakNY93BvB/4YonodkO4/g52GL8nuD0G9i4HHAZxzO4EKMyucar1jcc494pwb2qYXgTL/82uBPznnepxzB4C9wNnmux98hnPuBeecA34HXDdsmdv8z+8BLvf/7V4DPOqca3TONQGPAlcFcDPOBvY65/Y753qBP/ljCTjnXLVzbr3/eRuwA9+X3PBtv42Rf5NA/R3H5STtK2ziizAha1uBMIn2GTYm2G4jQqD2F6Go2znX4Zx7Fugevp7T7AuCWvdETaLeDc65o/7ybUCS+XrqhGKbx6x78ls/PtH4fzYWM8sALgZ+BeCc63XONROF24pvEulkM4sDUoCjROd2ygQpyR7th8B/AIOneM955uvC/HczOyNE9c4Hsv3dmNaZ2bsDVO946gbAzFLwJWf3hqjeHwOL8O2wtgCfdM6dMsYA1bsJuB7AzM4GZvJK8htM78N3xh58BweVw35X5S8r9T8/sXzEMv7EvQXIPcW6AiXY6x+T+bpJrwReAgqdc9XgO9gChrr3BfLvOF4/ZHT7Cqf4IoknbSsQxtk+w8kPGX+7jThT3F8M+Y2/+/CXJnjibTx1n8yp9gXBrnvIhLd7EvXeAGxwzvUQ+m0eXveQSX3W4/BDovj/bJjZQB2+v+MGM/ulmaUSZdvqnDsCfBffbYSrgRbn3CNE2XbK5CjJHsbMrgFqnXPrTvG29cBM59xy4P8Bfw5RvXHAmfjOgL4G+JKZzQ9R3UNeDzznnGsMUb2vATYCJcAK4Mf+s6PBrvcWfCc0NgIfBzYwhSvoZvaYf6zOiY9rh73ni/46bh8qGmNV7hTlk10mEIK9/tEVmqXhO9nzKedc66neOkbZZP+O44lrIv9Pp6orKPFFoIjc1gm0z7AwiXYbUQKwvwB4p3NuKXCR//GuANc9mZiCXTdMYrsnWq//YsW3gQ8NFY3xtqBs8xh1wyQ/63HUFdX/ZyeIA1YBP3POrQQ68HWbjir+sdbX4hteUgKkmtm/eBuVhAsl2SNdALzBzA7i65b4KjP7w/A3OOdanXPt/ud/A+LNLC/Y9eI7k/uwv1tXPfA0Y9w7PEh1D3kbAeoqPs5634uvi7xzzu3FN+5lYbDr9X/G73XOrQDejW88+IHJVuice7VzbskYj7+Ab1Iy4Bp8X+xDBxJVQPmw1ZThu6Jfxcir6kPlI5bxd1vKxNfF/mTrCpRgr38EM4vHdxB1u3PuPn9xjb+L4VD3yqHhFIH8O47HydpXuMQXaULatgJhgu0zXEy03UaMAO0vhq5YDXVFvoNxdCMPUFs41b4g2HVPeLsnWq+/+/T9wLudc/v8xSHZ5pPUPanPepyi9v9sDFVAlXPuJf/re/Al3dG2ra8GDjjn6pxzfcB9wPlE33bKJCjJHsY593nnXJlzrgJfQvlP59yIM1JmVjTUdcjflTgGaAh2vcBfgIvMLM7fbfscfGOOpmScdWNmmcAl/jimbJz1HgYu99dfCCzAN2lXUOs134yYCf6XHwCeDtbVKDO7Cvgc8AbnXOewXz0AvM1849NmAfOANf5uR21mdq6/Hb6bVz6TB4Ab/c/f5N82B/wDuNJ8s6Zn45ts7R8B3IyXgXlmNsv/d3ubP5aA82/zr4AdzrnvD/vV8G2/kZF/k0D9HU/rFO0rLOKLQCFrW4EwifYZFibRbiNCoPYX/u/dPP864/GdFN0a4LrHdJp9QVDrnuh2T7Re891N4yHg886550K5zSerezKf9XhF6//ZWJxzx4BKM1vgL7oc3+S90bath4FzzSzF3wYvx3dsHm3bKZPhwmD2tXB8MGwWcXwzbn7Y//xf8U2SsQnfRFXnh6Je/+t/x7eT2oqvK1RIttn/+j34JoQJ5d+6BHgE33jsrcC/hKje84A9wE58ZyUDNhP3GDHsxTcGcKP/8X/DfvdFfLPb7mLYzKrAav/fYx++cevmL08C7vavcw0we9gy7/OX7wXeG4TteC2+2Vz3AV8M4t/rQnzdBjcP+5u9Ft+Y5Mf9n9vjQE4w/o5TaF9hF1+kPELVtrxqn+H2GG+7jYRHoPYX+GbfXudfzzbgR/hnHQ9w3Qfx9Uppx3clcLG/fMx9QbDrnuh2T7Re4D/xdSPeOOxREIptPlndk/msp/v/2Sm2cQWw1v+3/DO+u5tE3bYCX8N3vLgV+D2+uxNE3XbqMfHH0EGbiIiIiIiIiEyRuouLiIiIiIiIBIiSbBEREREREZEAUZItIiIiIiIiEiBKskVEREREREQCREm2iIiIiIiISIAoyRaRiGBmJWZ2j9dxiIzFzL5uZq/2Og4RERHxnpJsmTIz+8IJr5/3KhaJHOYz7n2Qc+6oc+5NwYxJZDLMLNY592Xn3GNexyIyVWYW63UMMr2Y2ZNmtjrA68wys48Oe32pmf01kHWInIqS7GnOzOLG8Z7TfeGOSLKdc+dPKSiJWmZWYWY7zOynwHrgS2b2spltNrOv+d/z7RO+GL9qZp/xL7vVXxZrZt8ZtuyH/OU/NbM3+J/fb2a/9j9/v5l908xSzewhM9tkZlvN7K2h/htIZPG3u51mdpu/rd1jZilmdtDMvmxmzwJvNrPfmtmb/MucZWbP+9vZGjNLP1mbFZkKM/uGmX1y2Ov/MrNPmNm/n7hv9f/+z2a2zsy2mdlNw8rb/b0xXgLOC/FmiARDFvDR071JJFiUZEeY4YmG//Vn/UnIJ8xsu/8L9U/+36Wa2a/9X7QbzOxaf/l7zOxuM3sQeOQk9VxqZk+Y2R3AFn/ZqC9nM7sFSDazjWZ2u7+sfdg6nvQflO40s9vNzPy/e62/7Fkz+1+dXZxWFgC/Az4HlAJnAyuAM83sYuBPwPDk9y3A3Ses4/1Ai3PuLOAs4INmNgt4GrjI/55SYLH/+YXAM8BVwFHn3HLn3BLg4cBumkSpBcCtzrllQCuvHLh1O+cudM79aeiNZpYA3Al80jm3HHg10MXJ26zIVPwKuBHA3zPobUANMI/R+1aA9znnzgRWA58ws1x/eSqw1Tl3jnPu2RDGLx4bdvL7F/7ju0fMLNnMPug/ftxkZveaWYr//b81s5/5jxH3m9kl/mPNHWb222HrvdLMXjCz9f5jzrRxxjPmcv4Tm1/zl28xs4X+8nwze9Rf/nMzO2RmecAtwBz/8el3/KtPG+uYVCQYlGRHj5uBlf6DwA/7y74I/NN/UHcZ8B0zS/X/7jzgRufcq06xzrOBLzrnhhKVUV/OzrmbgS7n3Arn3DvHWMdK4FP4kp3ZwAVmlgT8HLjaOXchkD/JbZbIdMg59yJwpf+xAd9V7YXAPOfcBqDAfGOwlwNNzrnDJ6zjSuDdZrYReAnIxXdQ+QxwkZktBrYDNWZWjK+9P4/vhNGrzXe1/CLnXEuwN1aiQqVz7jn/8z/gO2kDvmT6RAuAaufcywDOuVbnXD8nb7Mik+acOwg0mNlKXtmfnsUY+1b/Ip8ws03Ai0D5sPIB4N7QRS5hZh7wE+fcGUAzcANwn3PuLP/Jwh34ThQOyQZeBXwaeBD4AXAGsNTMVviT3P8EXu2cWwWsBf7tdEGMY7l6f/nPgM/6y76C71h3FXA/MMNffjOwz398+u/+slHHpOP424hMymm7CkvE2AzcbmZ/Bv7sL7sSeIOZDe2Iknhl5/Ooc67xNOtc45w7MOz1J8zsjf7nQ1/ODeNYRxWA/+CyAmgH9g9b9x+Bm8ZcWqJRh/+nAd9yzv18jPfcA7wJKMJ3ZftEBnzcOfePUb8wy8Z3xfppIAfflfB251wb0GZmZwKvBb5lZo84574+1Q2SqOdO8rrjxDfia5snvn+ofMw2KzJFvwTeg29/+WvgcsbYt5rZpfh6VpznnOs0syfxHReAr1fGQIjilfBzwDm30f98Hb5jtSVm9k183a7TgOH7rgedc87MtgA1zrmhHo/b/MuW4Utkn/NfLE4AXhhHHOeeZrn7hsV4vf/5hcAbAZxzD5tZ0ynWP9YxqXpuSFDoSnbk6Wfk5zb0Bfk64CfAmcA68421NuAG/1m8Fc65Gc65Hf73j3VweKLj7znhy3k5vjPkSWMvNkLPsOcD+E7sqHuOgO8L+33DuoKVmlmB/3d/wtft8U34Eu6xlv2ImcX7l50/rJfGC/jOVD+N78r2Z/0/MbMSoNM59wfgu8CqIGyXRJ8ZZjY0TvXtnPqgbCdQYmZnAZhvPHYcp26zIlNxP74Ti2fha2cn27dm4usZ1OnvanuuVwFL2BnrWO23wL8655YCX2PkMd/Q+wdPWHaQV47zHh12/LnYOTf8SvjJnG65obqGYhxaZrzG2k6RoFCSHXlq8HWlzTWzROAafJ9juXPuCeA/GHnW8ePDxkGvnEK9p/py7hs6cBynncBsM6vwv9bkU9OQc+4R4A7gBf/Z8HuAdP/vtvmfH3HOVY+x+C/xdQdfb745Cn7OK1+WzwBxzrm9+LpK5vjLAJYCa/xnsL8IfDMImybRZwdwo5ltxteefnayNzrnevHt0/6fv1vuo/gOTk/VZkUmzd/mngDucs4NnGLf+jAQ52/H38DXZVzkZNKBav/x3VjDAU/lRXzDA+cCmG+yyPlBWu5ZfD3WMLMr8XVlB2jzb4OIJ/QFH2Gcc31m9nV8Y/oO4EtYY4E/mFkmvjN6P3DONZvZN4AfApv9ifZBfEn5ZDwMfNj/5byLkV/Ot/rrWH+ScdknbkOX+WaPftjM6oE1k4xJIox//OCSYa9/BPzoJO9derJlnXOD+Ga1/8IYy/0K32RAOOf68E3oM/S7oas8IhMx6Jz78AllFcNfOOfeM+z5y4x9lXDMNisyFeab8Oxc4M1DZafYt1491jqcc+OalEqmlS/hO9Y8hG8+k3EnrM65OjN7D/BH/wUh8I213h2E5b7mf/9bgaeAaqDNOddjZs/5T2r+HXhovPGLBII5N9bQMZHgMrM051y7P/n/CbDHOfcDr+MSERnO3+Pmr/7Z6EXCin+Sx78C9zvnPuN1PCKh5k/GB5xz/f5hPT9zzq3wOCwRJdniDTP7NL7bjiTgG9/9Qedcp7dRiYiIiEikMLN5wF34hk72Ah8duruDiJeUZE9zZrYU+P0JxT3OuXO8iEdEREREoo+Z3Q/MOqH4c7rrgkQjJdkiIiIiIiIiAaLZxUVEREREREQCREm2iIiIiIiISIAoyRYREREREREJECXZIiIiIiIiIgGiJFtEREREREQkQP4/ND5OYedCEvcAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# [59]\n", "# Now make use of this plotting function when we loop through authors\n", "authors = books.author.unique()\n", "#print(authors)\n", "for author_name in authors:\n", " # Make a subset dataframe of the author's work\n", " authors_books = books[books.author==author_name]\n", " #authors_books.head()\n", " fig_name = author_name\n", " fig_name = fig_name.replace(\" \",\"_\")\n", " fig_name = fig_name.replace(\".\",\"\")\n", " fig_name = fig_name +'.png'\n", " #print(fig_name)\n", " plotter(authors_books, fig_name)\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# [60]\n", "# Now make use of this plotting function when we loop through years\n", "years = books.year.unique()\n", "\n", "for year in years:\n", " # Make a subset dataframe of the author's work\n", " year_books = books[books.year==year]\n", " fig_name = 'year'+ str(year) + '.png'\n", " plotter(year_books, fig_name)\n", "\n", " " ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Jesus Calling: Enjoying Peace in His Presence (with Scripture References)\n", "Oh, the Places You'll Go!\n", "Publication Manual of the American Psychological Association, 6th Edition\n", "StrengthsFinder 2.0\n", "The 7 Habits of Highly Effective People: Powerful Lessons in Personal Change\n", "The Four Agreements: A Practical Guide to Personal Freedom (A Toltec Wisdom Book)\n", "The Very Hungry Caterpillar\n" ] } ], "source": [ "# [61]\n", "# Extra Curious: Find books that were named on the list all more than 5 years\n", "names = books.name.unique()\n", "\n", "for title in names:\n", " if books[books.name==title].name.count() > 5:\n", " print(title)\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Hypothesis testing: Making statistical comparisons\n", "For simple [statistical tests](https://en.wikipedia.org/wiki/Statistical_hypothesis_testing), we will\n", "use `scipy.stats` sub-module of [scipy](http://docs.scipy.org/doc/)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1-sample t-test: testing the value of a population mean\n", "`scipy.stats.ttest_1samp` tests if the population mean of data is\n", "likely to be equal to a given value (technically if observations are\n", "drawn from a Gaussian distributions of given population mean). It returns\n", "the [T statistic](https://en.wikipedia.org/wiki/Student%27s_t-test),\n", "and the [p-value](https://en.wikipedia.org/wiki/P-value).\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Q: Is the mean of fiction book ratings different from the mean of all book ratings?" ] }, { "cell_type": "code", "execution_count": 130, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Ttest_1sampResult(statistic=1.7512207694305664, pvalue=0.08119072296558243)" ] }, "execution_count": 130, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# [62]\n", "# fiction books\n", "fiction_books = books[books.genre==\"Fiction\"]\n", "\n", "# mean of all book ratings\n", "mean_rating = books.user_rating.mean()\n", "\n", "# 1 sample t-test\n", "stats.ttest_1samp(fiction_books.user_rating, mean_rating)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With a p-value of $0.08$ we reject the hypothesis that the mean of fiction book ratings is significantly different from rating of all books at $\\alpha=0.05$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 2-sample t-test: testing for difference across populations\n", "Let's do a 2-sample t-test\n", "with `scipy.stats.ttest_ind`\n", "\n", "Q: Is the name average length different between fiction and non-fiction books?" ] }, { "cell_type": "code", "execution_count": 132, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Ttest_indResult(statistic=-10.164870067874736, pvalue=2.3627775756785156e-22)" ] }, "execution_count": 132, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# [63]\n", "fiction_names = books[books.genre==\"Fiction\"].name_length\n", "nonfiction_names = books[books.genre==\"Non Fiction\"].name_length\n", "stats.ttest_ind(fiction_names, nonfiction_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With a p-value of $10^{-22}$ we reject the hypothesis that the mean name lengths of fiction and non-ficton books are equal." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Aside: Paired tests: repeated measurements on the same individuals\n", "Paired tests are used if there are are links\n", "between observations: for example, if two variables are measured on the same individuals.\n", "\n", "Thus the variance due to inter-subject variability is confounding, and\n", "can be removed, using a \"paired test\", or [repeated measures test](https://en.wikipedia.org/wiki/Repeated_measures_design)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# [64]\n", "# We're not using it now, but the repeated measures 2-sample t-test is:\n", "# stats.ttest_rel(variable1, variable2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "T-tests assume Gaussian errors. Non-parametric tests like [Wilcoxon signed-rank test](https://en.wikipedia.org/wiki/Wilcoxon_signed-rank_test), that relaxes\n", "this assumption. The corresponding test in the non paired case is the [Mann–Whitney U test](https://en.wikipedia.org/wiki/Mann%E2%80%93Whitney_U),\n", "`scipy.stats.mannwhitneyu`." ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "MannwhitneyuResult(statistic=20050.5, pvalue=8.482007241093608e-21)" ] }, "execution_count": 136, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# [65]\n", "# Here, we use the Mann-Whitney test because we have \n", "# different sample sizes of fiction and nonfiction books\n", "# stats.wilcoxon(fiction_names, nonfiction_names)\n", "\n", "stats.mannwhitneyu(fiction_names, nonfiction_names)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Conclusion**: we find that the data does support the hypothesis\n", " that fiction and non-fiction best-sellers have different name lengths\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Linear models, multiple factors, and analysis of variance\n", "We saw how easy it is to fit a simple linear regression in `seaborn`.\n" ] }, { "cell_type": "code", "execution_count": 139, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# [66]\n", "# A simple linear regression\n", "p = sns.lmplot(x = \"user_rating\" , y = \"price\", data = books)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given two set of observations, `x` and `y`, we want to test the\n", "hypothesis that `y` is a linear function of `x`. In other terms:\n", "\n", "$y = x * \\beta + \\alpha + \\epsilon$ \n", "\n", "where $\\epsilon$ is observation noise. \n", "\n", "We will use the [statsmodels](http://statsmodels.sourceforge.net/) module to:\n", "\n", "- Fit a linear model. We will use the simplest strategy, [ordinary least\n", " squares](https://en.wikipedia.org/wiki/Ordinary_least_squares).\n", "\n", "- Test that the coefficient $\\beta$ is non zero.\n", "\n" ] }, { "cell_type": "code", "execution_count": 140, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: price R-squared: 0.018\n", "Model: OLS Adj. R-squared: 0.016\n", "Method: Least Squares F-statistic: 9.881\n", "Date: Thu, 05 Aug 2021 Prob (F-statistic): 0.00176\n", "Time: 10:21:17 Log-Likelihood: -2085.9\n", "No. Observations: 550 AIC: 4176.\n", "Df Residuals: 548 BIC: 4184.\n", "Df Model: 1 \n", "Covariance Type: nonrobust \n", "===============================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "-------------------------------------------------------------------------------\n", "Intercept 42.4598 9.351 4.541 0.000 24.091 60.829\n", "user_rating -6.3572 2.022 -3.143 0.002 -10.330 -2.385\n", "==============================================================================\n", "Omnibus: 476.250 Durbin-Watson: 1.162\n", "Prob(Omnibus): 0.000 Jarque-Bera (JB): 12921.774\n", "Skew: 3.726 Prob(JB): 0.00\n", "Kurtosis: 25.546 Cond. No. 98.7\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ], "source": [ "# [67]\n", "# Then we specify an OLS model and fit it:\n", "# Format: \n", "# model = ols(\"y ~ x\", data).fit()\n", "\n", "p = sns.lmplot(x = \"user_rating\" , y = \"price\", data = books)\n", "\n", "model = ols(\"price ~ user_rating\", books).fit()\n", "\n", "\n", "# We can inspect the various statistics derived from the fit::\n", "print(model.summary()) \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Analysis of variance [ANOVA](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.f_oneway.html)\n", "The ANOVA test has important assumptions that must be satisfied in order for the associated p-value to be valid.\n", "\n", "- The samples are independent. [KS Test](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.kstest.html)\n", "\n", "- Each sample is from a normally distributed population. [Bartlett Test](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.bartlett.html)\n", "\n", "- The population standard deviations of the groups are all equal. This property is known as homoscedasticity.\n", "\n", "If these assumptions are not true for a given set of data, it may still be possible to use the Kruskal-Wallis H-test (`scipy.stats.kruskal`) or the Alexander-Govern test (`scipy.stats.alexandergovern`) although with some loss of power.\n", "\n" ] }, { "cell_type": "code", "execution_count": 153, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KstestResult(statistic=0.9999999990134123, pvalue=0.0)" ] }, "execution_count": 153, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# [68]\n", "# Are the samples normally distributed?\n", "sns.histplot(fiction_names)\n", "stats.kstest(fiction_names,'norm')\n" ] }, { "cell_type": "code", "execution_count": 151, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KstestResult(statistic=0.9999683287581669, pvalue=0.0)" ] }, "execution_count": 151, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# [69]\n", "sns.histplot(nonfiction_names)\n", "stats.kstest(nonfiction_names,'norm')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We reject the hypothesis that name lengths are normally distributed. This fails the assumption for ANOVA." ] }, { "cell_type": "code", "execution_count": 156, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "BartlettResult(statistic=13.306986320333143, pvalue=0.00026441902180892425)" ] }, "execution_count": 156, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# [70]\n", "# Are the standard deviations equal?\n", "stats.bartlett(nonfiction_names, fiction_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Reject the hypothesis that the non-fiction and fiction name lengths have equal variance. ANOVA assumptions are not met." ] }, { "cell_type": "code", "execution_count": 159, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "F_onewayResult(statistic=103.3245834967757, pvalue=2.3627775756782743e-22)" ] }, "execution_count": 159, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# [71]\n", "# If ANOVA assumptions were met . . . \n", "stats.f_oneway(nonfiction_names, fiction_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since ANOVA assumptions were not met, we can consider a non-parametric test.\n", "The [Kruskal-Wallis H-test](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.kruskal.html) tests the null hypothesis that the population median of all of the groups are equal. \n" ] }, { "cell_type": "code", "execution_count": 157, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KruskalResult(statistic=86.12153726045305, pvalue=1.6920990992638142e-20)" ] }, "execution_count": 157, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# [72]\n", "stats.kruskal(nonfiction_names, fiction_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Reject the hypothesis that median name lengths are equal." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Challenge 3\n", "**Question 1:** Earlier, we defined a function `temp_in_celsius()` that takes as an argument the temperature in Farhenheit, and applies a conversion calculation to Celsius.\n", "\n", "Your first challenge, apply the function to a dataset `measure_f` of temperatures (in F)." ] }, { "cell_type": "code", "execution_count": 118, "metadata": {}, "outputs": [], "source": [ "# [73]\n", "# Challenge: Apply our function to data\n", "measure_f = [31, 2, -12, 40, 51, 37, 80]\n", "\n", "# Try it here!\n", "\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Question 2:** Is there a relationship between name length and price? Consider:\n", "- A t-test\n", "- A linear regression fit\n", "- A visual\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# [74]\n", "# Try it!\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Key Points**\n", "\n", " * Hypothesis testing and p-values give you the **significance** of an\n", " effect / difference.\n", "\n", " * **Regressions** enable you to express rich\n", " links in your data.\n", "\n", " * **Visualizing** your data and fitting simple models give insight into the \n", " data.\n" ] }, { "cell_type": "markdown", "metadata": { "id": "Nbz8MQmXchMZ" }, "source": [ "***\n", "\n", "## Resources \n", "- This workshop follows the guideance of Software Carpentry Lessons: [Programming with Python](https://swcarpentry.github.io/python-novice-inflammation/)\n", "- Our dataset is [Amazon Top 50 Bestselling Books 2009 - 2019](https://www.kaggle.com/sootersaalu/amazon-top-50-bestselling-books-2009-2019) from Kaggle.com\n", "- Request 1-1 consultations with [Brandeis Data Services](https://guides.library.brandeis.edu/dataservices)\n", "- Take time with tutorials at [Kaggle.com](https://www.kaggle.com/learn)\n", "- [Brandeis LinkedIn Learning portal](https://www.brandeis.edu/its/support/linkedin-learning/index.html)\n", "- [Stackoverflow](https://stackoverflow.com/)\n", "- [Statsmodels User Guide](https://www.statsmodels.org/stable/user-guide.html)\n", "- [Think stats](http://greenteapress.com/wp/think-stats-2e) book\n", "- [Pandas Cheat Sheet](https://pandas.pydata.org/Pandas_Cheat_Sheet.pdf)\n", "- [Pandas Getting Started Tutorials](https://pandas.pydata.org/docs/getting_started/index.html#getting-started)\n", "- Data Visualization: [Python Graph Gallery](https://python-graph-gallery.com/)\n", "- [Seaborn example gallery](http://seaborn.pydata.org/examples/)\n", "- [Seaborn user guide and tutorial](https://seaborn.pydata.org/tutorial.html) \n", "- [Anaconda documentation](https://docs.anaconda.com/anaconda/install) \n", "\n", "\n", "#### Other Python Libraries\n", "- SciPy is widely used in scientific and technical computing: optimization, linear algebra, integration, interpolation, special functions, FFT, signal and image processing, ODE solvers and other tasks\n", "- Scikit-learn features various classification, regression and clustering algorithms including support vector machines, logistic regression, naive Bayes, random forests, gradient boosting, k-means and DBSCAN\n", "- Mlpy is a Python machine learning library built on top of NumPy/SciPy\n", "- NLTK The Natural Language Toolkit " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example solution to Session 3 Challenge 1" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[-0.5555555555555556, -16.666666666666668, -24.444444444444443, 4.444444444444445, 10.555555555555555, 2.7777777777777777, 26.666666666666668]\n" ] } ], "source": [ "# Question 1 Example Solution\n", "\n", "# Challenge: Apply our function to data\n", "measure_f = [31, 2, -12, 40, 51, 37, 80]\n", "\n", "# initialize storage\n", "measure_c = []\n", "\n", "# Use a for loop!\n", "for tempf in measurements:\n", " measure_c.append(temp_in_celsius(tempf))\n", "\n", "print(measure_c)\n" ] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "Python_Programming.ipynb", "provenance": [] }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" }, "papermill": { "duration": 11.308284, "end_time": "2021-01-28T05:37:53.680473", "environment_variables": {}, "exception": null, "input_path": "__notebook__.ipynb", "output_path": "__notebook__.ipynb", "parameters": {}, "start_time": "2021-01-28T05:37:42.372189", "version": "2.1.0" } }, "nbformat": 4, "nbformat_minor": 1 }