Created
February 23, 2019 19:19
-
-
Save STHITAPRAJNAS/1715f9d55e48a5ca6440b9e1f00670d9 to your computer and use it in GitHub Desktop.
Created on Cognitive Class Labs
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"<a href=\"https://cognitiveclass.ai\"><img src = \"https://ibm.box.com/shared/static/9gegpsmnsoo25ikkbl4qzlvlyjbgxs5x.png\" width = 400> </a>\n", | |
"\n", | |
"<h1 align=center><font size = 5>Area Plots, Histograms, and Bar Plots</font></h1>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"## Introduction\n", | |
"\n", | |
"In this lab, we will continue exploring the Matplotlib library and will learn how to create additional plots, namely area plots, histograms, and bar charts." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"## Table of Contents\n", | |
"\n", | |
"<div class=\"alert alert-block alert-info\" style=\"margin-top: 20px\">\n", | |
"\n", | |
"1. [Exploring Datasets with *pandas*](#0)<br>\n", | |
"2. [Downloading and Prepping Data](#2)<br>\n", | |
"3. [Visualizing Data using Matplotlib](#4) <br>\n", | |
"4. [Area Plots](#6) <br>\n", | |
"5. [Histograms](#8) <br>\n", | |
"6. [Bar Charts](#10) <br>\n", | |
"</div>\n", | |
"<hr>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"# Exploring Datasets with *pandas* and Matplotlib<a id=\"0\"></a>\n", | |
"\n", | |
"Toolkits: The course heavily relies on [*pandas*](http://pandas.pydata.org/) and [**Numpy**](http://www.numpy.org/) for data wrangling, analysis, and visualization. The primary plotting library that we are exploring in the course is [Matplotlib](http://matplotlib.org/).\n", | |
"\n", | |
"Dataset: Immigration to Canada from 1980 to 2013 - [International migration flows to and from selected countries - The 2015 revision](http://www.un.org/en/development/desa/population/migration/data/empirical2/migrationflows.shtml) from United Nation's website.\n", | |
"\n", | |
"The dataset contains annual data on the flows of international migrants as recorded by the countries of destination. The data presents both inflows and outflows according to the place of birth, citizenship or place of previous / next residence both for foreigners and nationals. For this lesson, we will focus on the Canadian Immigration data." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"# Downloading and Prepping Data <a id=\"2\"></a>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Import Primary Modules. The first thing we'll do is import two key data analysis modules: *pandas* and **Numpy**." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [], | |
"source": [ | |
"import numpy as np # useful for many scientific computing in Python\n", | |
"import pandas as pd # primary data structure library" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Let's download and import our primary Canadian Immigration dataset using *pandas* `read_excel()` method. Normally, before we can do that, we would need to download a module which *pandas* requires to read in excel files. This module is **xlrd**. For your convenience, we have pre-installed this module, so you would not have to worry about that. Otherwise, you would need to run the following line of code to install the **xlrd** module:\n", | |
"```\n", | |
"!conda install -c anaconda xlrd --yes\n", | |
"```" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Download the dataset and read it into a *pandas* dataframe." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Data downloaded and read into a dataframe!\n" | |
] | |
} | |
], | |
"source": [ | |
"df_can = pd.read_excel('https://ibm.box.com/shared/static/lw190pt9zpy5bd1ptyg2aw15awomz9pu.xlsx',\n", | |
" sheet_name='Canada by Citizenship',\n", | |
" skiprows=range(20),\n", | |
" skipfooter=2\n", | |
" )\n", | |
"\n", | |
"print('Data downloaded and read into a dataframe!')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Let's take a look at the first five items in our dataset." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>Type</th>\n", | |
" <th>Coverage</th>\n", | |
" <th>OdName</th>\n", | |
" <th>AREA</th>\n", | |
" <th>AreaName</th>\n", | |
" <th>REG</th>\n", | |
" <th>RegName</th>\n", | |
" <th>DEV</th>\n", | |
" <th>DevName</th>\n", | |
" <th>1980</th>\n", | |
" <th>...</th>\n", | |
" <th>2004</th>\n", | |
" <th>2005</th>\n", | |
" <th>2006</th>\n", | |
" <th>2007</th>\n", | |
" <th>2008</th>\n", | |
" <th>2009</th>\n", | |
" <th>2010</th>\n", | |
" <th>2011</th>\n", | |
" <th>2012</th>\n", | |
" <th>2013</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>Immigrants</td>\n", | |
" <td>Foreigners</td>\n", | |
" <td>Afghanistan</td>\n", | |
" <td>935</td>\n", | |
" <td>Asia</td>\n", | |
" <td>5501</td>\n", | |
" <td>Southern Asia</td>\n", | |
" <td>902</td>\n", | |
" <td>Developing regions</td>\n", | |
" <td>16</td>\n", | |
" <td>...</td>\n", | |
" <td>2978</td>\n", | |
" <td>3436</td>\n", | |
" <td>3009</td>\n", | |
" <td>2652</td>\n", | |
" <td>2111</td>\n", | |
" <td>1746</td>\n", | |
" <td>1758</td>\n", | |
" <td>2203</td>\n", | |
" <td>2635</td>\n", | |
" <td>2004</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>Immigrants</td>\n", | |
" <td>Foreigners</td>\n", | |
" <td>Albania</td>\n", | |
" <td>908</td>\n", | |
" <td>Europe</td>\n", | |
" <td>925</td>\n", | |
" <td>Southern Europe</td>\n", | |
" <td>901</td>\n", | |
" <td>Developed regions</td>\n", | |
" <td>1</td>\n", | |
" <td>...</td>\n", | |
" <td>1450</td>\n", | |
" <td>1223</td>\n", | |
" <td>856</td>\n", | |
" <td>702</td>\n", | |
" <td>560</td>\n", | |
" <td>716</td>\n", | |
" <td>561</td>\n", | |
" <td>539</td>\n", | |
" <td>620</td>\n", | |
" <td>603</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>Immigrants</td>\n", | |
" <td>Foreigners</td>\n", | |
" <td>Algeria</td>\n", | |
" <td>903</td>\n", | |
" <td>Africa</td>\n", | |
" <td>912</td>\n", | |
" <td>Northern Africa</td>\n", | |
" <td>902</td>\n", | |
" <td>Developing regions</td>\n", | |
" <td>80</td>\n", | |
" <td>...</td>\n", | |
" <td>3616</td>\n", | |
" <td>3626</td>\n", | |
" <td>4807</td>\n", | |
" <td>3623</td>\n", | |
" <td>4005</td>\n", | |
" <td>5393</td>\n", | |
" <td>4752</td>\n", | |
" <td>4325</td>\n", | |
" <td>3774</td>\n", | |
" <td>4331</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>Immigrants</td>\n", | |
" <td>Foreigners</td>\n", | |
" <td>American Samoa</td>\n", | |
" <td>909</td>\n", | |
" <td>Oceania</td>\n", | |
" <td>957</td>\n", | |
" <td>Polynesia</td>\n", | |
" <td>902</td>\n", | |
" <td>Developing regions</td>\n", | |
" <td>0</td>\n", | |
" <td>...</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>Immigrants</td>\n", | |
" <td>Foreigners</td>\n", | |
" <td>Andorra</td>\n", | |
" <td>908</td>\n", | |
" <td>Europe</td>\n", | |
" <td>925</td>\n", | |
" <td>Southern Europe</td>\n", | |
" <td>901</td>\n", | |
" <td>Developed regions</td>\n", | |
" <td>0</td>\n", | |
" <td>...</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>5 rows × 43 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" Type Coverage OdName AREA AreaName REG \\\n", | |
"0 Immigrants Foreigners Afghanistan 935 Asia 5501 \n", | |
"1 Immigrants Foreigners Albania 908 Europe 925 \n", | |
"2 Immigrants Foreigners Algeria 903 Africa 912 \n", | |
"3 Immigrants Foreigners American Samoa 909 Oceania 957 \n", | |
"4 Immigrants Foreigners Andorra 908 Europe 925 \n", | |
"\n", | |
" RegName DEV DevName 1980 ... 2004 2005 2006 \\\n", | |
"0 Southern Asia 902 Developing regions 16 ... 2978 3436 3009 \n", | |
"1 Southern Europe 901 Developed regions 1 ... 1450 1223 856 \n", | |
"2 Northern Africa 902 Developing regions 80 ... 3616 3626 4807 \n", | |
"3 Polynesia 902 Developing regions 0 ... 0 0 1 \n", | |
"4 Southern Europe 901 Developed regions 0 ... 0 0 1 \n", | |
"\n", | |
" 2007 2008 2009 2010 2011 2012 2013 \n", | |
"0 2652 2111 1746 1758 2203 2635 2004 \n", | |
"1 702 560 716 561 539 620 603 \n", | |
"2 3623 4005 5393 4752 4325 3774 4331 \n", | |
"3 0 0 0 0 0 0 0 \n", | |
"4 1 0 0 0 0 1 1 \n", | |
"\n", | |
"[5 rows x 43 columns]" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df_can.head()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Let's find out how many entries there are in our dataset." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
}, | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"(195, 43)\n" | |
] | |
} | |
], | |
"source": [ | |
"# print the dimensions of the dataframe\n", | |
"print(df_can.shape)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Clean up data. We will make some modifications to the original dataset to make it easier to create our visualizations. Refer to `Introduction to Matplotlib and Line Plots` lab for the rational and detailed description of the changes." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"#### 1. Clean up the dataset to remove columns that are not informative to us for visualization (eg. Type, AREA, REG)." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>OdName</th>\n", | |
" <th>AreaName</th>\n", | |
" <th>RegName</th>\n", | |
" <th>DevName</th>\n", | |
" <th>1980</th>\n", | |
" <th>1981</th>\n", | |
" <th>1982</th>\n", | |
" <th>1983</th>\n", | |
" <th>1984</th>\n", | |
" <th>1985</th>\n", | |
" <th>...</th>\n", | |
" <th>2004</th>\n", | |
" <th>2005</th>\n", | |
" <th>2006</th>\n", | |
" <th>2007</th>\n", | |
" <th>2008</th>\n", | |
" <th>2009</th>\n", | |
" <th>2010</th>\n", | |
" <th>2011</th>\n", | |
" <th>2012</th>\n", | |
" <th>2013</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>Afghanistan</td>\n", | |
" <td>Asia</td>\n", | |
" <td>Southern Asia</td>\n", | |
" <td>Developing regions</td>\n", | |
" <td>16</td>\n", | |
" <td>39</td>\n", | |
" <td>39</td>\n", | |
" <td>47</td>\n", | |
" <td>71</td>\n", | |
" <td>340</td>\n", | |
" <td>...</td>\n", | |
" <td>2978</td>\n", | |
" <td>3436</td>\n", | |
" <td>3009</td>\n", | |
" <td>2652</td>\n", | |
" <td>2111</td>\n", | |
" <td>1746</td>\n", | |
" <td>1758</td>\n", | |
" <td>2203</td>\n", | |
" <td>2635</td>\n", | |
" <td>2004</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>Albania</td>\n", | |
" <td>Europe</td>\n", | |
" <td>Southern Europe</td>\n", | |
" <td>Developed regions</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>...</td>\n", | |
" <td>1450</td>\n", | |
" <td>1223</td>\n", | |
" <td>856</td>\n", | |
" <td>702</td>\n", | |
" <td>560</td>\n", | |
" <td>716</td>\n", | |
" <td>561</td>\n", | |
" <td>539</td>\n", | |
" <td>620</td>\n", | |
" <td>603</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>Algeria</td>\n", | |
" <td>Africa</td>\n", | |
" <td>Northern Africa</td>\n", | |
" <td>Developing regions</td>\n", | |
" <td>80</td>\n", | |
" <td>67</td>\n", | |
" <td>71</td>\n", | |
" <td>69</td>\n", | |
" <td>63</td>\n", | |
" <td>44</td>\n", | |
" <td>...</td>\n", | |
" <td>3616</td>\n", | |
" <td>3626</td>\n", | |
" <td>4807</td>\n", | |
" <td>3623</td>\n", | |
" <td>4005</td>\n", | |
" <td>5393</td>\n", | |
" <td>4752</td>\n", | |
" <td>4325</td>\n", | |
" <td>3774</td>\n", | |
" <td>4331</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>American Samoa</td>\n", | |
" <td>Oceania</td>\n", | |
" <td>Polynesia</td>\n", | |
" <td>Developing regions</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>...</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>Andorra</td>\n", | |
" <td>Europe</td>\n", | |
" <td>Southern Europe</td>\n", | |
" <td>Developed regions</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>...</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>5 rows × 38 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" OdName AreaName RegName DevName 1980 1981 \\\n", | |
"0 Afghanistan Asia Southern Asia Developing regions 16 39 \n", | |
"1 Albania Europe Southern Europe Developed regions 1 0 \n", | |
"2 Algeria Africa Northern Africa Developing regions 80 67 \n", | |
"3 American Samoa Oceania Polynesia Developing regions 0 1 \n", | |
"4 Andorra Europe Southern Europe Developed regions 0 0 \n", | |
"\n", | |
" 1982 1983 1984 1985 ... 2004 2005 2006 2007 2008 2009 2010 \\\n", | |
"0 39 47 71 340 ... 2978 3436 3009 2652 2111 1746 1758 \n", | |
"1 0 0 0 0 ... 1450 1223 856 702 560 716 561 \n", | |
"2 71 69 63 44 ... 3616 3626 4807 3623 4005 5393 4752 \n", | |
"3 0 0 0 0 ... 0 0 1 0 0 0 0 \n", | |
"4 0 0 0 0 ... 0 0 1 1 0 0 0 \n", | |
"\n", | |
" 2011 2012 2013 \n", | |
"0 2203 2635 2004 \n", | |
"1 539 620 603 \n", | |
"2 4325 3774 4331 \n", | |
"3 0 0 0 \n", | |
"4 0 1 1 \n", | |
"\n", | |
"[5 rows x 38 columns]" | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df_can.drop(['AREA', 'REG', 'DEV', 'Type', 'Coverage'], axis=1, inplace=True)\n", | |
"\n", | |
"# let's view the first five elements and see how the dataframe was changed\n", | |
"df_can.head()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Notice how the columns Type, Coverage, AREA, REG, and DEV got removed from the dataframe." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"#### 2. Rename some of the columns so that they make sense." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>Country</th>\n", | |
" <th>Continent</th>\n", | |
" <th>Region</th>\n", | |
" <th>DevName</th>\n", | |
" <th>1980</th>\n", | |
" <th>1981</th>\n", | |
" <th>1982</th>\n", | |
" <th>1983</th>\n", | |
" <th>1984</th>\n", | |
" <th>1985</th>\n", | |
" <th>...</th>\n", | |
" <th>2004</th>\n", | |
" <th>2005</th>\n", | |
" <th>2006</th>\n", | |
" <th>2007</th>\n", | |
" <th>2008</th>\n", | |
" <th>2009</th>\n", | |
" <th>2010</th>\n", | |
" <th>2011</th>\n", | |
" <th>2012</th>\n", | |
" <th>2013</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>Afghanistan</td>\n", | |
" <td>Asia</td>\n", | |
" <td>Southern Asia</td>\n", | |
" <td>Developing regions</td>\n", | |
" <td>16</td>\n", | |
" <td>39</td>\n", | |
" <td>39</td>\n", | |
" <td>47</td>\n", | |
" <td>71</td>\n", | |
" <td>340</td>\n", | |
" <td>...</td>\n", | |
" <td>2978</td>\n", | |
" <td>3436</td>\n", | |
" <td>3009</td>\n", | |
" <td>2652</td>\n", | |
" <td>2111</td>\n", | |
" <td>1746</td>\n", | |
" <td>1758</td>\n", | |
" <td>2203</td>\n", | |
" <td>2635</td>\n", | |
" <td>2004</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>Albania</td>\n", | |
" <td>Europe</td>\n", | |
" <td>Southern Europe</td>\n", | |
" <td>Developed regions</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>...</td>\n", | |
" <td>1450</td>\n", | |
" <td>1223</td>\n", | |
" <td>856</td>\n", | |
" <td>702</td>\n", | |
" <td>560</td>\n", | |
" <td>716</td>\n", | |
" <td>561</td>\n", | |
" <td>539</td>\n", | |
" <td>620</td>\n", | |
" <td>603</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>Algeria</td>\n", | |
" <td>Africa</td>\n", | |
" <td>Northern Africa</td>\n", | |
" <td>Developing regions</td>\n", | |
" <td>80</td>\n", | |
" <td>67</td>\n", | |
" <td>71</td>\n", | |
" <td>69</td>\n", | |
" <td>63</td>\n", | |
" <td>44</td>\n", | |
" <td>...</td>\n", | |
" <td>3616</td>\n", | |
" <td>3626</td>\n", | |
" <td>4807</td>\n", | |
" <td>3623</td>\n", | |
" <td>4005</td>\n", | |
" <td>5393</td>\n", | |
" <td>4752</td>\n", | |
" <td>4325</td>\n", | |
" <td>3774</td>\n", | |
" <td>4331</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>American Samoa</td>\n", | |
" <td>Oceania</td>\n", | |
" <td>Polynesia</td>\n", | |
" <td>Developing regions</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>...</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>Andorra</td>\n", | |
" <td>Europe</td>\n", | |
" <td>Southern Europe</td>\n", | |
" <td>Developed regions</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>...</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>5 rows × 38 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" Country Continent Region DevName 1980 1981 \\\n", | |
"0 Afghanistan Asia Southern Asia Developing regions 16 39 \n", | |
"1 Albania Europe Southern Europe Developed regions 1 0 \n", | |
"2 Algeria Africa Northern Africa Developing regions 80 67 \n", | |
"3 American Samoa Oceania Polynesia Developing regions 0 1 \n", | |
"4 Andorra Europe Southern Europe Developed regions 0 0 \n", | |
"\n", | |
" 1982 1983 1984 1985 ... 2004 2005 2006 2007 2008 2009 2010 \\\n", | |
"0 39 47 71 340 ... 2978 3436 3009 2652 2111 1746 1758 \n", | |
"1 0 0 0 0 ... 1450 1223 856 702 560 716 561 \n", | |
"2 71 69 63 44 ... 3616 3626 4807 3623 4005 5393 4752 \n", | |
"3 0 0 0 0 ... 0 0 1 0 0 0 0 \n", | |
"4 0 0 0 0 ... 0 0 1 1 0 0 0 \n", | |
"\n", | |
" 2011 2012 2013 \n", | |
"0 2203 2635 2004 \n", | |
"1 539 620 603 \n", | |
"2 4325 3774 4331 \n", | |
"3 0 0 0 \n", | |
"4 0 1 1 \n", | |
"\n", | |
"[5 rows x 38 columns]" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df_can.rename(columns={'OdName':'Country', 'AreaName':'Continent','RegName':'Region'}, inplace=True)\n", | |
"\n", | |
"# let's view the first five elements and see how the dataframe was changed\n", | |
"df_can.head()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Notice how the column names now make much more sense, even to an outsider." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"#### 3. For consistency, ensure that all column labels of type string." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
}, | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"False" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# let's examine the types of the column labels\n", | |
"all(isinstance(column, str) for column in df_can.columns)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Notice how the above line of code returned *False* when we tested if all the column labels are of type **string**. So let's change them all to **string** type." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"True" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df_can.columns = list(map(str, df_can.columns))\n", | |
"\n", | |
"# let's check the column labels types now\n", | |
"all(isinstance(column, str) for column in df_can.columns)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"#### 4. Set the country name as index - useful for quickly looking up countries using .loc method." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>Continent</th>\n", | |
" <th>Region</th>\n", | |
" <th>DevName</th>\n", | |
" <th>1980</th>\n", | |
" <th>1981</th>\n", | |
" <th>1982</th>\n", | |
" <th>1983</th>\n", | |
" <th>1984</th>\n", | |
" <th>1985</th>\n", | |
" <th>1986</th>\n", | |
" <th>...</th>\n", | |
" <th>2004</th>\n", | |
" <th>2005</th>\n", | |
" <th>2006</th>\n", | |
" <th>2007</th>\n", | |
" <th>2008</th>\n", | |
" <th>2009</th>\n", | |
" <th>2010</th>\n", | |
" <th>2011</th>\n", | |
" <th>2012</th>\n", | |
" <th>2013</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Country</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>Afghanistan</th>\n", | |
" <td>Asia</td>\n", | |
" <td>Southern Asia</td>\n", | |
" <td>Developing regions</td>\n", | |
" <td>16</td>\n", | |
" <td>39</td>\n", | |
" <td>39</td>\n", | |
" <td>47</td>\n", | |
" <td>71</td>\n", | |
" <td>340</td>\n", | |
" <td>496</td>\n", | |
" <td>...</td>\n", | |
" <td>2978</td>\n", | |
" <td>3436</td>\n", | |
" <td>3009</td>\n", | |
" <td>2652</td>\n", | |
" <td>2111</td>\n", | |
" <td>1746</td>\n", | |
" <td>1758</td>\n", | |
" <td>2203</td>\n", | |
" <td>2635</td>\n", | |
" <td>2004</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Albania</th>\n", | |
" <td>Europe</td>\n", | |
" <td>Southern Europe</td>\n", | |
" <td>Developed regions</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>...</td>\n", | |
" <td>1450</td>\n", | |
" <td>1223</td>\n", | |
" <td>856</td>\n", | |
" <td>702</td>\n", | |
" <td>560</td>\n", | |
" <td>716</td>\n", | |
" <td>561</td>\n", | |
" <td>539</td>\n", | |
" <td>620</td>\n", | |
" <td>603</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Algeria</th>\n", | |
" <td>Africa</td>\n", | |
" <td>Northern Africa</td>\n", | |
" <td>Developing regions</td>\n", | |
" <td>80</td>\n", | |
" <td>67</td>\n", | |
" <td>71</td>\n", | |
" <td>69</td>\n", | |
" <td>63</td>\n", | |
" <td>44</td>\n", | |
" <td>69</td>\n", | |
" <td>...</td>\n", | |
" <td>3616</td>\n", | |
" <td>3626</td>\n", | |
" <td>4807</td>\n", | |
" <td>3623</td>\n", | |
" <td>4005</td>\n", | |
" <td>5393</td>\n", | |
" <td>4752</td>\n", | |
" <td>4325</td>\n", | |
" <td>3774</td>\n", | |
" <td>4331</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>American Samoa</th>\n", | |
" <td>Oceania</td>\n", | |
" <td>Polynesia</td>\n", | |
" <td>Developing regions</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>...</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Andorra</th>\n", | |
" <td>Europe</td>\n", | |
" <td>Southern Europe</td>\n", | |
" <td>Developed regions</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>2</td>\n", | |
" <td>...</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>5 rows × 37 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" Continent Region DevName 1980 1981 \\\n", | |
"Country \n", | |
"Afghanistan Asia Southern Asia Developing regions 16 39 \n", | |
"Albania Europe Southern Europe Developed regions 1 0 \n", | |
"Algeria Africa Northern Africa Developing regions 80 67 \n", | |
"American Samoa Oceania Polynesia Developing regions 0 1 \n", | |
"Andorra Europe Southern Europe Developed regions 0 0 \n", | |
"\n", | |
" 1982 1983 1984 1985 1986 ... 2004 2005 2006 2007 \\\n", | |
"Country ... \n", | |
"Afghanistan 39 47 71 340 496 ... 2978 3436 3009 2652 \n", | |
"Albania 0 0 0 0 1 ... 1450 1223 856 702 \n", | |
"Algeria 71 69 63 44 69 ... 3616 3626 4807 3623 \n", | |
"American Samoa 0 0 0 0 0 ... 0 0 1 0 \n", | |
"Andorra 0 0 0 0 2 ... 0 0 1 1 \n", | |
"\n", | |
" 2008 2009 2010 2011 2012 2013 \n", | |
"Country \n", | |
"Afghanistan 2111 1746 1758 2203 2635 2004 \n", | |
"Albania 560 716 561 539 620 603 \n", | |
"Algeria 4005 5393 4752 4325 3774 4331 \n", | |
"American Samoa 0 0 0 0 0 0 \n", | |
"Andorra 0 0 0 0 1 1 \n", | |
"\n", | |
"[5 rows x 37 columns]" | |
] | |
}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df_can.set_index('Country', inplace=True)\n", | |
"\n", | |
"# let's view the first five elements and see how the dataframe was changed\n", | |
"df_can.head()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Notice how the country names now serve as indices." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"#### 5. Add total column." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>Continent</th>\n", | |
" <th>Region</th>\n", | |
" <th>DevName</th>\n", | |
" <th>1980</th>\n", | |
" <th>1981</th>\n", | |
" <th>1982</th>\n", | |
" <th>1983</th>\n", | |
" <th>1984</th>\n", | |
" <th>1985</th>\n", | |
" <th>1986</th>\n", | |
" <th>...</th>\n", | |
" <th>2005</th>\n", | |
" <th>2006</th>\n", | |
" <th>2007</th>\n", | |
" <th>2008</th>\n", | |
" <th>2009</th>\n", | |
" <th>2010</th>\n", | |
" <th>2011</th>\n", | |
" <th>2012</th>\n", | |
" <th>2013</th>\n", | |
" <th>Total</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Country</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>Afghanistan</th>\n", | |
" <td>Asia</td>\n", | |
" <td>Southern Asia</td>\n", | |
" <td>Developing regions</td>\n", | |
" <td>16</td>\n", | |
" <td>39</td>\n", | |
" <td>39</td>\n", | |
" <td>47</td>\n", | |
" <td>71</td>\n", | |
" <td>340</td>\n", | |
" <td>496</td>\n", | |
" <td>...</td>\n", | |
" <td>3436</td>\n", | |
" <td>3009</td>\n", | |
" <td>2652</td>\n", | |
" <td>2111</td>\n", | |
" <td>1746</td>\n", | |
" <td>1758</td>\n", | |
" <td>2203</td>\n", | |
" <td>2635</td>\n", | |
" <td>2004</td>\n", | |
" <td>58639</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Albania</th>\n", | |
" <td>Europe</td>\n", | |
" <td>Southern Europe</td>\n", | |
" <td>Developed regions</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>...</td>\n", | |
" <td>1223</td>\n", | |
" <td>856</td>\n", | |
" <td>702</td>\n", | |
" <td>560</td>\n", | |
" <td>716</td>\n", | |
" <td>561</td>\n", | |
" <td>539</td>\n", | |
" <td>620</td>\n", | |
" <td>603</td>\n", | |
" <td>15699</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Algeria</th>\n", | |
" <td>Africa</td>\n", | |
" <td>Northern Africa</td>\n", | |
" <td>Developing regions</td>\n", | |
" <td>80</td>\n", | |
" <td>67</td>\n", | |
" <td>71</td>\n", | |
" <td>69</td>\n", | |
" <td>63</td>\n", | |
" <td>44</td>\n", | |
" <td>69</td>\n", | |
" <td>...</td>\n", | |
" <td>3626</td>\n", | |
" <td>4807</td>\n", | |
" <td>3623</td>\n", | |
" <td>4005</td>\n", | |
" <td>5393</td>\n", | |
" <td>4752</td>\n", | |
" <td>4325</td>\n", | |
" <td>3774</td>\n", | |
" <td>4331</td>\n", | |
" <td>69439</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>American Samoa</th>\n", | |
" <td>Oceania</td>\n", | |
" <td>Polynesia</td>\n", | |
" <td>Developing regions</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>...</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>6</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Andorra</th>\n", | |
" <td>Europe</td>\n", | |
" <td>Southern Europe</td>\n", | |
" <td>Developed regions</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>2</td>\n", | |
" <td>...</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>1</td>\n", | |
" <td>15</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>5 rows × 38 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" Continent Region DevName 1980 1981 \\\n", | |
"Country \n", | |
"Afghanistan Asia Southern Asia Developing regions 16 39 \n", | |
"Albania Europe Southern Europe Developed regions 1 0 \n", | |
"Algeria Africa Northern Africa Developing regions 80 67 \n", | |
"American Samoa Oceania Polynesia Developing regions 0 1 \n", | |
"Andorra Europe Southern Europe Developed regions 0 0 \n", | |
"\n", | |
" 1982 1983 1984 1985 1986 ... 2005 2006 2007 2008 \\\n", | |
"Country ... \n", | |
"Afghanistan 39 47 71 340 496 ... 3436 3009 2652 2111 \n", | |
"Albania 0 0 0 0 1 ... 1223 856 702 560 \n", | |
"Algeria 71 69 63 44 69 ... 3626 4807 3623 4005 \n", | |
"American Samoa 0 0 0 0 0 ... 0 1 0 0 \n", | |
"Andorra 0 0 0 0 2 ... 0 1 1 0 \n", | |
"\n", | |
" 2009 2010 2011 2012 2013 Total \n", | |
"Country \n", | |
"Afghanistan 1746 1758 2203 2635 2004 58639 \n", | |
"Albania 716 561 539 620 603 15699 \n", | |
"Algeria 5393 4752 4325 3774 4331 69439 \n", | |
"American Samoa 0 0 0 0 0 6 \n", | |
"Andorra 0 0 0 1 1 15 \n", | |
"\n", | |
"[5 rows x 38 columns]" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df_can['Total'] = df_can.sum(axis=1)\n", | |
"\n", | |
"# let's view the first five elements and see how the dataframe was changed\n", | |
"df_can.head()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Now the dataframe has an extra column that presents the total number of immigrants from each country in the dataset from 1980 - 2013. So if we print the dimension of the data, we get:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
}, | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"data dimensions: (195, 38)\n" | |
] | |
} | |
], | |
"source": [ | |
"print ('data dimensions:', df_can.shape)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"So now our dataframe has 38 columns instead of 37 columns that we had before." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"['1980',\n", | |
" '1981',\n", | |
" '1982',\n", | |
" '1983',\n", | |
" '1984',\n", | |
" '1985',\n", | |
" '1986',\n", | |
" '1987',\n", | |
" '1988',\n", | |
" '1989',\n", | |
" '1990',\n", | |
" '1991',\n", | |
" '1992',\n", | |
" '1993',\n", | |
" '1994',\n", | |
" '1995',\n", | |
" '1996',\n", | |
" '1997',\n", | |
" '1998',\n", | |
" '1999',\n", | |
" '2000',\n", | |
" '2001',\n", | |
" '2002',\n", | |
" '2003',\n", | |
" '2004',\n", | |
" '2005',\n", | |
" '2006',\n", | |
" '2007',\n", | |
" '2008',\n", | |
" '2009',\n", | |
" '2010',\n", | |
" '2011',\n", | |
" '2012',\n", | |
" '2013']" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# finally, let's create a list of years from 1980 - 2013\n", | |
"# this will come in handy when we start plotting the data\n", | |
"years = list(map(str, range(1980, 2014)))\n", | |
"\n", | |
"years" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"# Visualizing Data using Matplotlib<a id=\"4\"></a>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Import `Matplotlib` and **Numpy**." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Matplotlib version: 3.0.2\n" | |
] | |
} | |
], | |
"source": [ | |
"# use the inline backend to generate the plots within the browser\n", | |
"%matplotlib inline \n", | |
"\n", | |
"import matplotlib as mpl\n", | |
"import matplotlib.pyplot as plt\n", | |
"\n", | |
"mpl.style.use('ggplot') # optional: for ggplot-like style\n", | |
"\n", | |
"# check for latest version of Matplotlib\n", | |
"print ('Matplotlib version: ', mpl.__version__) # >= 2.0.0" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"# Area Plots<a id=\"6\"></a>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"In the last module, we created a line plot that visualized the top 5 countries that contribued the most immigrants to Canada from 1980 to 2013. With a little modification to the code, we can visualize this plot as a cumulative plot, also knows as a **Stacked Line Plot** or **Area plot**." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
}, | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th>Country</th>\n", | |
" <th>India</th>\n", | |
" <th>China</th>\n", | |
" <th>United Kingdom of Great Britain and Northern Ireland</th>\n", | |
" <th>Philippines</th>\n", | |
" <th>Pakistan</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>1980</th>\n", | |
" <td>8880</td>\n", | |
" <td>5123</td>\n", | |
" <td>22045</td>\n", | |
" <td>6051</td>\n", | |
" <td>978</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1981</th>\n", | |
" <td>8670</td>\n", | |
" <td>6682</td>\n", | |
" <td>24796</td>\n", | |
" <td>5921</td>\n", | |
" <td>972</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1982</th>\n", | |
" <td>8147</td>\n", | |
" <td>3308</td>\n", | |
" <td>20620</td>\n", | |
" <td>5249</td>\n", | |
" <td>1201</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1983</th>\n", | |
" <td>7338</td>\n", | |
" <td>1863</td>\n", | |
" <td>10015</td>\n", | |
" <td>4562</td>\n", | |
" <td>900</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1984</th>\n", | |
" <td>5704</td>\n", | |
" <td>1527</td>\n", | |
" <td>10170</td>\n", | |
" <td>3801</td>\n", | |
" <td>668</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
"Country India China United Kingdom of Great Britain and Northern Ireland \\\n", | |
"1980 8880 5123 22045 \n", | |
"1981 8670 6682 24796 \n", | |
"1982 8147 3308 20620 \n", | |
"1983 7338 1863 10015 \n", | |
"1984 5704 1527 10170 \n", | |
"\n", | |
"Country Philippines Pakistan \n", | |
"1980 6051 978 \n", | |
"1981 5921 972 \n", | |
"1982 5249 1201 \n", | |
"1983 4562 900 \n", | |
"1984 3801 668 " | |
] | |
}, | |
"execution_count": 16, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df_can.sort_values(['Total'], ascending=False, axis=0, inplace=True)\n", | |
"\n", | |
"# get the top 5 entries\n", | |
"df_top5 = df_can.head()\n", | |
"\n", | |
"# transpose the dataframe\n", | |
"df_top5 = df_top5[years].transpose() \n", | |
"\n", | |
"df_top5.head()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Area plots are stacked by default. And to produce a stacked area plot, each column must be either all positive or all negative values (any NaN values will defaulted to 0). To produce an unstacked plot, pass `stacked=False`. " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
}, | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 1440x720 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"df_top5.index = df_top5.index.map(int) # let's change the index values of df_top5 to type integer for plotting\n", | |
"df_top5.plot(kind='area', \n", | |
" stacked=False,\n", | |
" figsize=(20, 10), # pass a tuple (x, y) size\n", | |
" )\n", | |
"\n", | |
"plt.title('Immigration Trend of Top 5 Countries')\n", | |
"plt.ylabel('Number of Immigrants')\n", | |
"plt.xlabel('Years')\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th>Country</th>\n", | |
" <th>India</th>\n", | |
" <th>China</th>\n", | |
" <th>United Kingdom of Great Britain and Northern Ireland</th>\n", | |
" <th>Philippines</th>\n", | |
" <th>Pakistan</th>\n", | |
" <th>United States of America</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>1980</th>\n", | |
" <td>8880</td>\n", | |
" <td>5123</td>\n", | |
" <td>22045</td>\n", | |
" <td>6051</td>\n", | |
" <td>978</td>\n", | |
" <td>9378</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1981</th>\n", | |
" <td>8670</td>\n", | |
" <td>6682</td>\n", | |
" <td>24796</td>\n", | |
" <td>5921</td>\n", | |
" <td>972</td>\n", | |
" <td>10030</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1982</th>\n", | |
" <td>8147</td>\n", | |
" <td>3308</td>\n", | |
" <td>20620</td>\n", | |
" <td>5249</td>\n", | |
" <td>1201</td>\n", | |
" <td>9074</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1983</th>\n", | |
" <td>7338</td>\n", | |
" <td>1863</td>\n", | |
" <td>10015</td>\n", | |
" <td>4562</td>\n", | |
" <td>900</td>\n", | |
" <td>7100</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1984</th>\n", | |
" <td>5704</td>\n", | |
" <td>1527</td>\n", | |
" <td>10170</td>\n", | |
" <td>3801</td>\n", | |
" <td>668</td>\n", | |
" <td>6661</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
"Country India China United Kingdom of Great Britain and Northern Ireland \\\n", | |
"1980 8880 5123 22045 \n", | |
"1981 8670 6682 24796 \n", | |
"1982 8147 3308 20620 \n", | |
"1983 7338 1863 10015 \n", | |
"1984 5704 1527 10170 \n", | |
"\n", | |
"Country Philippines Pakistan United States of America \n", | |
"1980 6051 978 9378 \n", | |
"1981 5921 972 10030 \n", | |
"1982 5249 1201 9074 \n", | |
"1983 4562 900 7100 \n", | |
"1984 3801 668 6661 " | |
] | |
}, | |
"execution_count": 18, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"\n", | |
"df_can.sort_values(['Total'], ascending=False, axis=0, inplace=True)\n", | |
"\n", | |
"# get the top 5 entries\n", | |
"df_top6 = df_can.head(6)\n", | |
"\n", | |
"# transpose the dataframe\n", | |
"df_top6 = df_top6[years].transpose() \n", | |
"\n", | |
"df_top6.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 1440x720 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"\n", | |
"#df_top51.index = df_top5.index.map(int) # let's change the index values of df_top5 to type integer for plotting\n", | |
"df_top6.plot(kind='area', \n", | |
" stacked=True,\n", | |
" figsize=(20, 10), # pass a tuple (x, y) size\n", | |
" )\n", | |
"\n", | |
"plt.title('Immigration Trend of Top 5 Countries')\n", | |
"plt.ylabel('Number of Immigrants')\n", | |
"plt.xlabel('Years')\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"The unstacked plot has a default transparency (alpha value) at 0.5. We can modify this value by passing in the `alpha` parameter." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 1440x720 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"df_top5.plot(kind='area', \n", | |
" alpha=0.25, # 0-1, default value a= 0.5\n", | |
" stacked=False,\n", | |
" figsize=(20, 10),\n", | |
" )\n", | |
"\n", | |
"plt.title('Immigration Trend of Top 5 Countries')\n", | |
"plt.ylabel('Number of Immigrants')\n", | |
"plt.xlabel('Years')\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"### Two types of plotting\n", | |
"\n", | |
"As we discussed in the video lectures, there are two styles/options of ploting with `matplotlib`. Plotting using the Artist layer and plotting using the scripting layer.\n", | |
"\n", | |
"**Option 1: Scripting layer (procedural method) - using matplotlib.pyplot as 'plt' **\n", | |
"\n", | |
"You can use `plt` i.e. `matplotlib.pyplot` and add more elements by calling different methods procedurally; for example, `plt.title(...)` to add title or `plt.xlabel(...)` to add label to the x-axis.\n", | |
"```python\n", | |
" # Option 1: This is what we have been using so far\n", | |
" df_top5.plot(kind='area', alpha=0.35, figsize=(20, 10)) \n", | |
" plt.title('Immigration trend of top 5 countries')\n", | |
" plt.ylabel('Number of immigrants')\n", | |
" plt.xlabel('Years')\n", | |
"```" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"**Option 2: Artist layer (Object oriented method) - using an `Axes` instance from Matplotlib (preferred) **\n", | |
"\n", | |
"You can use an `Axes` instance of your current plot and store it in a variable (eg. `ax`). You can add more elements by calling methods with a little change in syntax (by adding \"*set_*\" to the previous methods). For example, use `ax.set_title()` instead of `plt.title()` to add title, or `ax.set_xlabel()` instead of `plt.xlabel()` to add label to the x-axis. \n", | |
"\n", | |
"This option sometimes is more transparent and flexible to use for advanced plots (in particular when having multiple plots, as you will see later). \n", | |
"\n", | |
"In this course, we will stick to the **scripting layer**, except for some advanced visualizations where we will need to use the **artist layer** to manipulate advanced aspects of the plots." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Text(0.5, 0, 'Years')" | |
] | |
}, | |
"execution_count": 21, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAABKsAAAJhCAYAAACO3TNgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3Xl8VdW9///X2vsMCSEBQkCqgtcBtTI4XQGt1aIEUfGLrRBL69DKRevVq17n4Ue9Vr29tqLVYqtVuYq11qjVK4IKWKwDilYLiNaZIRAgjJnPtPf6/bFPYggJmSd4Px+PPEj2tNbeZ+U8OJ981mcZay0iIiIiIiIiIiLdgdPVHRAREREREREREamhYJWIiIiIiIiIiHQbClaJiIiIiIiIiEi3oWCViIiIiIiIiIh0GwpWiYiIiIiIiIhIt6FglYiIiIiIiIiIdBsKVomIiEiTjDGvG2Me6eI+fM8YY40x+3dlP7qSMeZdY8ysdrjOj40xq4wxnjHmwfbom7SdMeao9Bgf3tV9ERER6UoKVomIiPQAxpjHjDGLurALPwCu7qzGjDEpY8xP6m1eAnwLKO7gtm0TX6s7sv2OZozJAB4BHgcGA9fX39+MZ/BpB/fx7EbandyMcwcZY+4zxnxpjIkZYzYaY/5qjDnXGNPp//c1xvzdGPObZh6+kmCMd+jzFRER6e5CXd0BERER6f6stdvaeg1jTBhIWWttK/uQADa2tR/N8K06348C/i/9b1F6m9fQScaYSLqP3d3+QAYwz1q7S+DPWhszxtR9Bt8FCoGRwOb0tlSH9zJwMFBV5+ftuzvYGDMUeBPYBtwMrAAscBLwC2ApsLojOtpWdcZPZ4xxERGRbk2ZVSIiIj1QTaaVMeY/jDHrjDEVxphHjDFhY8zPjDFrjDHbjTF/MMZE6pz3ujHmUWPMHcaYEmPMDmPMncYYxxjzc2PMJmPMZmPMnfXa22kaoDEmM33t0nQ7vzPG/NIY82UjfVwNxIEsY0x++nrb0uf/zRgzqs55qwEX+N+ajJr09l2mARpjxhhj3jDGVKf78SdjzMA6+/8rnWEzyRjzqTGm0hiz2BhzcGPP1lq7seaLIOgBsLnO9s3pa280xtyafg7bgNfS23OMMQ8YYzak2/u7MeasOn06PH0fPzDGvGyMqUr38dx6z/zg9POLpV/PS3YzJOqed6Ix5q30eduMMXOMMf3T+34GfJE+9L10P8Y08QxqAkR1n8GW9PX6G2MeN8ZsTbe3xBhzYp2+1Exrm1ynT58bYyY1516Akrp9sdbGmzh+NkFw61hrbaG19lNr7WfW2oeBo0gHgtLj9770axg3xiw3xpxdp9990/2eWO/Z7pQllf79ub7O70KxMeYXxhiT3v8CcCxwpfkmO+yoOs/lHGPMa8aYKuB608A0QGPMYGPMU+lnXJr+3Tmuzv5MY8zv023HjTHrjTF/aObzFRER6ZYUrBIREem5jgP+FcgHfgScR5AFdAJwOnB++mtavfMmA2HgRIKpfTcDLwG9CbJorgVuNsacvpu27wImpa8/BigF/r2B40YBpwBnA0cCsXQ7D6TPO4EgePJKTUAlfV8ecBVBltO3aIAxZhCwAFiXbucsYDjwXL1DvwVcCvw43V5fgqBGe7gGWAOMBi42wTSzl4HDgHMIspH+F/hL3SBO2l3Aw+lj5gJzjDEHpO/NAV4EehG8Jt8HpgLDdtcZY8xg4FXgS4Kx8X2C5/nn9CGPp68HMIHg2XzQivuu8RTB6zgFOAb4J7Ag3Y+6ZgL3EgSMXgaeNcYc2ozrf2SCAOqbxpiC3R2YfnYnAvdYa6vr77fWVltrY+kf7wcKgIsJnv9LBK/RcfXPa4YbCKbvHQv8f8AMgvEO8BNgOcHrXDOWV9Y599fAgwSv6xMN3FMfgkyxJHAqwWv5DrDYGDMkfdhNwDiC12AowZTd5a24DxERkW5D0wBFRER6rjgwPT116J/GmNcIgib7pTNQPjHGLCD4kPv7OuetstbekP7+c2PMNcBga+0ZdbZdnT7v5fqNGmOygEuAf7fWvpjefJMxZiyQV+9wHzjfWltRZ9vz9a53MUFgZwLwpLV2czoxpTSd2dOYy4Ay4Cc10++MMecDy4wxJ1lr30gfF033oSYj6i7gT8aYjDrBi9Z601pbm4VmjJlAEJAZaK2tTG9+wBjzHeBy4K06595rrf1L+rwbCIJ93yMIKJ0BHA4cbK1dnT7mRzQ9he0KYBPwb9baVPq8nwDvGmNGWWvfM8ZsSR+7tYnnu1vGmGMJAqXfsdYuSW+7mGDK3X+yc42z+621z6WPuYoguHIFwTNpyGrg34BlBFl23weeMsYMttbObOScw9L/ftJEvwcCFxGMiZrxe4sx5gSCwM8Pdnd+A+ZZa+9Pf/9l+hmMB5631u4wxqSAqrrPOj2+IRgDz9TZ3q/etX8KVAMX1pk+e5Mx5rT0PfwXcACw0lr7dnr/WoLpjiIiIj2WglUiIiI91z/r1UjaCHxWb6rURuDb9c6rn3WxkV3r5GwEBtKwQ4AI8G697e8QZDfV72PdQBXGmAMJ6gcdn27DIcggOqCR9hozDHi37jOw1i43xpSm99UEq4prAlVp6wGTbnttC9us7716Px8HZAKb6gQkIHheH9U7dlmdfifSQaR90puOSPd7dZ1jio0xXzfRn2HAkppAVZ0+xtL76ve3LYYBCeqMA2utZ4x5m10zwN6pc4w1xiwhuMcGWWuXUef5EExZzCLIYmosWFXzwJuqiXY4wZh7o972vxFkr7XUsno/r+eb17EpTb0exxFkS5XXG08ZBFlsAH8A5pmg6P1rBJl18+uNARERkR5FwSoREZGeK1nvZ9vItvrT/lt7Xn3NKZRe2cC2l4AtBJlRRQQBj7cIAjot1Vgf6m6vX/S8Zl97lEOof38OUEIwHa2++vWWGupXTZ8MzXu+DWnOM+lIzem7aWJ/Q5YA/2GM6WWtrWpg/2fpf4cBi5txvfp9rNtvv862usINXKeh19FtRvvQ8O9HXQ5BltSFDeyrALDWvp2eAjkeGEsw5XCtMea77ZA5KCIi0iVUs0pERERa6kuCD+jH19u+S6Hu+tJ1qY4A/sda+6q19hOCrJ/6WVwJmv7A/zFwvNm5gPyRQJ/0vq7wd4J7MdbaL+t9FTV1ch0fA/vV1LACMMEKfQc147zvGGPq/kFyFEEmTns/k48JAoy1r7sxxiWoC1a/rbrHmPTP/6Rljga2NRKoIp2F9jZwjTEms/5+Y0yGMSYD+JQgGHVyvUNOqum3tbaMYFzuW+f8HILVCVuqOWO5MX8nmN64uYHxVJsNaa0ttdY+Y639d4L7+leCrCwREZEeScEqERERaZF0LaaHgDuMMRONMYeaYPXAb9N0Rs12YDMwPX3e8QRFuusXxF4FjDXG7GuMqV8Hq8YsIAd4zBgzPF3A/AngLWvtm627uzZ7mSBL7EVjzP8zxhxojPlXY8xV6dpRLbnOZ8CT6fOPAZ5k1+ys+u4jmIL2iDFmmDHmZIIC74uste+3+G52w1r7AbCQYNXGscaYIwimpO0H/Kbe4VeYYPXDwwim8R0O/Laxaxtjbko/v0NNsHri9QR1sO5polvTgCzg78aYKcaYw9LX+CnBdL1B1toS4FFgZrqNw9Lj92Tgf+pc6zWCVfz+NR0EfYJvMq5aYhUw2hjzL8aYvHRAr7keIVi8YG76Gf+LMeZ4E6xCmQ9gjJlhjCkwxnzbBKtcXkgwTr5qRV9FRES6BQWrREREpDVuIFjB7k8EdXf6AY8RZKM0ylrrE6xadjCwIn3Ob4AN9Q69hmB1tVUEwa2GrrWJYOrT/sD7BNMLVxIUa+8S6fs7HZhHEIz5LN2v8UBT9abqXscD/h9B0OEtglUen6GJ7Chr7TrgNII6Rx8QFLP/O/DDFt5Kc00lqFn1HPAhQcDytAayyK4jWGVyOUFdswJr7ae7uW4mQWBqOUG9q8kEgaj/3l1nrLWfERS4/yvBaosrCGpTnUewSl9NjbIrgUKC4NpHwETgB/UCepcRrDT5OvAC8Czw+e7ab8R/EwS5PiYYyyOae6K1thT4DkE241Pp9gsJpjquSx9WCdxC8DvwD4Kg21nW2uJW9FVERKRbMN8sLCIiIiLSesaYvwLbrbVdFiyS7sUYcxRBAGWEtXZlV/dHREREegYVWBcREZEWM8aMAI4hyHqJAOcTFHc+oyv7JSIiIiI9n4JVIiIi0hoWuBS4n6CswKfA9621L3dpr0RERESkx9M0QBERERERERER6TZUYF1ERERERERERLoNBatERERERERERKTbUM2qhmlupIiIiIiIiIhI+zNNHaBgVSOKi4u7ugsijcrLy2PLli1d3Q2RRmmMSnenMSrdncaodHcao9LdaYx2T/vuu2+zjtM0QBERERERERER6TYUrBIRERERERERkW5DwSoREREREREREek2VLOqmay1xGIxfN/HmCZrgYl0qE2bNhGPx7u6G9LNWWtxHIeMjAy9b4mIiIiISI+hYFUzxWIxwuEwoZAemXS9UCiE67pd3Q3pAVKpFLFYjMzMzK7uioiIiIiISLNoGmAz+b6vQJWI9DihUAjf97u6GyIiIiIiIs2mYFUzaQqNiPRUev8SEREREZGeRMEqkTYoKSnh0ksv5YQTTuB73/se559/Pl999VW7XX/JkiW8//777XY9ERERERERke5O89pEWslay7Rp05gyZQq///3vAVi5ciVbtmzh4IMPbpc23nnnHbKysjjuuON22ZdKpTQ1VURERERERPY4+qQr0kpvv/024XCYCy64oHbb8OHDsdZy++23s3jxYowxXHHFFUyaNIklS5bw4IMPMmfOHABuueUWRo4cybnnnsvo0aOZMmUKCxcuJJVK8dBDDxGNRnniiSdwXZfnnnuOO+64g6eeeoq+ffvy8ccfc8QRR7Bo0SJefPFF+vfvj+/7fPe732Xu3Lnk5uZ21WMRERERERERaRMFq0Ra6bPPPmPEiBG7bJ8/fz4ff/wxCxcuZNu2bZxxxhmMGTOmyevl5uby6quv8thjj/Hggw9y9913c/7555OVlcXPfvYzAJ566im+/vprnn32Way19OnTh7/85S9Mnz6dN998kyOOOEKBKhEREREREenRVLNKpJ299957nH322biuy4ABAxgzZgzLly9v8rzTTz8dgJEjR1JUVNTocRMnTsR1XQDOPfdcnn32WQD+/Oc/U1BQ0A53ICIiIiIiItJ1FKwSaaVDDz2Ujz76aJft1toGjw+FQjvti8fjO+2PRqMAuK6L53mNtturV6/a7/fbbz8GDBjAW2+9xT/+8Q9OOeWUFt2DiIiIiIiISHejYJVIK5144okkEgmefPLJ2m3Lli2jb9++vPjii3iex9atW1m6dClHHXUU++23H59//jnxeJyysjLeeuutJtvIysqioqJit8dMnTqVK664grPOOqs240pERERERESkp1KwSqSVjDE88sgjvPHGG5xwwgmMHTuWmTNncvbZZ/Ptb3+b/Px8CgoKuOWWWxg4cCD77bcfZ511FuPGjePyyy9n+PDhTbaRn5/PK6+8Qn5+PkuXLm3wmPHjx1NZWcm5557b3rcoIiIiIiIi0ulMY1OW2lNBQcFsYCJQUlhYODy97dfAWUAC+Ar4aWFh4Y70vpuAaYAHXFFYWPhqevsE4D7ABR4pLCz8n/T2A4E/A7nAh8D5hYWFiYKCgigwBzgW2AqcW1hYuLoZXbbFxcU7baiqqtpp+pVIVwqFQqRSKQCWL1/Of/3Xf/H88893ca+ku+qK96+8vDy2bNnSqW2KtITGqHR3GqPS3WmMSnenMdo97bvvvgCmqeM6K7PqMWBCvW0LgeGFhYUjgc+BmwAKCgqOAH4IDEuf87uCggK3oKDABR4ATgeOAKamjwW4C7i3sLBwKLCdINBF+t/thYWFhwD3po8T2WPMmjWL6dOnc9NNN3V1V0RERERERETaRacEqwoLC98AttXbtqCwsDCV/vFdYP/095OAPxcWFsYLCwtXAV8Co9JfXxYWFn5dWFiYIMikmlRQUGCAU4Bn0+c/Dpxd51qPp79/Fjg1fbzIHuHyyy/nvffeY9SoUV3dFREREREREZF20V1qVl0EvJz+fj+gqM6+deltjW3vD+yoE/iq2b7TtdL7S9PHi4iIiIiIiIhINxTq6g4UFBTcAqSAmiXVGsp8sjQcWLO7OX5312qoHxcDFwMUFhaSl5e30/5NmzYRCnX54xKppfEozRWNRnd5T+tooVCo09sUaQmNUenuNEalu9MYle5OY7Rn69JPuwUFBRcSFF4/tbCwsCaItA4YXOew/YGaaucNbd8C9C0oKAils6fqHl9zrXUFBQUhoA/1piPWKCws/APwh/SPtn4htng8juu6Lb5HkY5Qt8C6SFPi8XinF5dUQUvp7jRGpbvTGJXuTmNUujuN0e4pXWC9SV0WrEqv7HcDcHJhYWFVnV0vAn8qKCi4B9gXGAq8R5AlNTS98t96giLsPyosLLQFBQWLgckEdawuBP6vzrUuBN5J7/9rnaCYiIiIiIiIiIh0M51Ss6qgoOApgoDRYQUFBesKCgqmAbOAbGBhQUHBsoKCggcBCgsLPwYKgU+AV4DLCgsLvXTW1OXAq8A/g0MLP043cQNwdUFBwZcENakeTW9/FOif3n41cGMn3G6HGTp0aIuOX7JkCRdccAEACxYsYNasWR3RLRERERERERGRdmOsVaJRA2xxcfFOG6qqqujVq1ftz/7nH0N5afu1mN0H59Bhuz1k6NChfPHFF82+5JIlS3jwwQeZM2dOW3sn3YymAUpL1H//6gxKu5buTmNUujuNUenuNEalW7Mp8nol2VIVBqNav91JehpgQ/XFd6JXrbXKSyGVbN/rNdOSJUu455576NevH5999hkjR47kt7/9LcYYFi9ezK233kpubi4jRoyoPefpp59mxYoV3HnnnSxYsID777+fRCJBv379mDVrFgMGDGi/exERERERkT2X9SC2Ob3cVZOfOUU6XSi+CbzthGMOyd5HdHV3pBU6ZRqgtL+VK1dy22238frrr7NmzRref/99YrEY1113HY899hjPP/88JSUlDZ47atQo5s6dy4IFC5g0aRK/+93vOrn3IiIiIiLSU7mJzVD6T9z4xq7uisiu/ARucivESohWfYGTbMcZUdJplFnVQx111FG1VfSHDRtGUVERvXr1YsiQIRx00EEAnHPOOfzxj3/c5dwNGzZw6aWXUlJSQiKRYMiQIZ3adxERERER6aGsHwQCkpuIxtZSFckDJ9zVvRKpFUpswniVkNUfW1VJtHwZ1f2+C0a5Oj2JXq0eKhKJ1H7vum5t/SLTjDTcGTNm8NOf/pTXXnuNu+66i3g83mH9FBERERGRPYeTKsP4MQhl4XhVRCo/7eouidQyfhw3uQ3jxyHcGy86ADe5hVD1mq7umrSQglV7kEMOOYS1a9eyevVqAF544YUGjysrK2PQoEEAPPPMM53VPRERERER6eHc5BacVDlE+uJF+hOp/gonub2ruyUCgJvYhPEqsE4UAOtk4If6EK1cifGqu7h30hIKVu1BMjIy+NWvfsUFF1zA2Wefzf7779/gcddccw2XXHIJ3//+98nNze3kXoqIiIiISE9kvFgQqMKCE8J3c7DGJVq+PCi6LtKFjB/DTWzD+Amsm1m73Qv3w1iPSMUKsLYLeygtYaxerIbY4uLinTbUX/rd//zjFq3g16TsPjiHDmu/68keLRQK1U79FGlK/fevzqDlrKW70xiV7k5jVLqjUGwdodgawKV33wGUl5dj/Bih2Hpi2ceQ6nVgV3dR9mLh6tW48fWAi3UzyM7Opry8HADjVRKKl1Dd93i86KCu7eheLl17u8n6RSqw3koKLImIiIiIyF7Derip7Rg/jh/+ZnZG3WlWXmQfbKhz/0AmAmC8apzkDoyfxA9n7bLfuln4bibR8mVUhU/VogA9gKYBioiIiIiIyG65ye0YLwZm13yH2mlWlR9pmpV0iVBiI8arwHcaD5Z64f5aFKAHUbBKREREREREdstNbg2CAW7vXXcal1RkAOH4etxkSed3TvZqxqsMsqpsCtxI4wc6YS0K0IMoWCUiIiIiIiKNMl4FxqsEDJiGP0JaNwvfySRathz8ZOd2UPZqofhGHK8C38ls8thvFgVYpkUBujkFq0RERERERKRRbmJrOhiw+3pUXjgPx6sgXPl5J/VM9nYmVYGTKgObAjfajBMMXmQgbnIb4apVHd9BaTUFq0RERERERKRhfhI3VRpkoexuihUE06zCuUSrv8RJtuPK6SKNCCVqsqoamJ7aCOtE8UN9iVR9gklVdmDvuhHrY7xqjB8PAns9oLacVgPsQUpKSrj11ltZvnw5kUiEwYMHc9ppp7FgwQLmzJmzy/HXXnstF198MYceemgX9FZERERERHo6N7kN41VhTROBqjQ/lIOTKidavozqft9tdNqgSFs5qXKcVBnGehBq2ep+XrgfoVgF0YoVxPqMAWM6qJfdgPWJVH2J8cox1scaB3DACWGNC7jBv6bm3xAWJ/1z6JvtdY7rjN9rBata6eOSKkqrU+12vT6ZIYYNbDyt1lrLtGnTmDJlCr///e8BWLlyJQsXLmz0nLvvvrvd+iciIiIiInsZa4PC6n41fqhv884xDl5kAKH4ekKxIlKZB3RsH2WvFYpvwElV4LlZLT+5dpxuwI1vwMvYt/072B1YSzi2Fie1AydVjjUGx/rpXf43MTprwADWJ/iG2iCVdUJAEMTCmIYDWcbF4u78swkBzjcBsJpAVzMpWNVKpdUpUu2YOddU4Ovtt98mHA5zwQUX1G4bPnw4ZWVlvP3220yfPp3PPvuMkSNH8tvf/hZjDJMnT2bGjBkceeSRDB06lGnTprFo0SIyMjL43//9XwYMGMCCBQu4//77SSQS9OvXj1mzZjFgwID2uzEREREREemRHK8M41cDTosyT6ybgR/KIVrxEV50H6yT0XGdlL2SkyrFeBVY44PTsqyqGtbthe9mEa1YTlUkD5zmZQ/2JG5iE05yG8arxAvnNv/32Nr0dMEUxqYwNg7EAB/HWiw+JohupY83QDrQZSykA1c+IXC+ycayOMDgZnVBOZk9xGeffcaIESMa3Ldy5Upuu+02Xn/9ddasWcP777+/yzFVVVUcc8wxLFq0iDFjxvDkk08CMGrUKObOncuCBQuYNGkSv/vd7zr0PkREREREpGdwE1twUhX4rchc8cK5GJsiUv5Rj6iPIz2ItcEKgKlyrNOKrKo6vEh/HD9GtPKTdupc9+Ekt6ezz0rxQ31aNtXRmCAI6GZiQ9n44b744X744f54kTz8yEC8yAC8yMDgKzoAL7oPXnQgXnggXqgfntsLaxyMTWJS1ZAqx03uaHYXlFm1BzjqqKPYd98gbXHYsGEUFRUxatSonY6JRCLk5+cDMGLECN58800ANmzYwKWXXkpJSQmJRIIhQ4Z0budFRERERKTbMX4cJ1UO+OC04mOjcfHCeYTj60gmD8CPDGz3PsreKciqqgxyelqZVVXLhPDC/QlXrSIZHYwf6d8eXexyxqskHCvC8cqC4vOdWTvOmPR0PxecKH6dXV4LLqPMqh7i0EMP5aOPPmpwXyTyTbqi67qkUrtOKQyFQph0JLXuMTNmzOCnP/0pr732GnfddRfxeLwDei8iIiIiIj1JUKuqsk1T+Hw3C9+JklG+PJhSJNJW1gYrAKbKsa2pVdUA383GOhEyypftGePUTxCuXo2TKsU6UXDbGNDrIgpW9RAnnngiiUSidvoewLJly3j33XfbdN2ysjIGDRoEwDPPPNOma4mIiIiIyB7A+sEqgH4c62a2/jrG4IXzcFLlhCu/aL/+yV7LSW2vk1XVThPFjCEVGYCTKiVc9XX7XLOrWI9I9aogUIXTo+vFKVjVQxhjeOSRR3jjjTc44YQTGDt2LDNnzmSfffZp03WvueYaLrnkEr7//e+Tm5vbTr0VEREREZGeykntwPixYPWvNl8sghfuR7Tqc0yyrO3Xk72X9QklNgVZVaHe7XttJ4IX6ku08lNMqrx9r91Zalb+S5aCTWFD7ZN51lWMVbG7htji4uKdNlRVVdGrV6/anz8uqWpyBb+W6JMZYtjAXk0fKEIwrbOh6Z4iDan//tUZ8vLy2LJlS6e2KdISGqPS3WmMSleKVH6OGy/GD+U0WusmOzub8vJmfqi3PqHYOvxQP6r7fadz6+fIHsNNbCEUW4OTqsQP5zR5fIvGKHwzTsP9qe57fI8bp6F4MW58A06yDD/ct2UF1TtR/8POAGiycyqw3koKLImIiIiIyJ7GeJXBF7b9PqwbBy8ygFC8mFBsHalMLeokLWR93HRWlR9qOlDVKnXGqRsvxsvYv2Pa6QBOchtufBNOqgw/3MKV/7qpnhUqFBERERERkQ7jJrdivAo8p33/OG/dTHw3m2jFRxhfizpJy7jJrTheVXqluY4LY9SM04zy5T1mnJpUBeHYOpxUKb7bySv/daA94y5ERERERESkbWwKN7kDY1PgRtv98l4kF2MTRCpWtvu1ZQ9mPdxECcarxHezO7w5L9K/x4xT48eJxGpW/ssEp2eu/NcQBatEREREREQkWAHQq8Y3HfSB14TwwnmEq9fiJFSTTZrHTW5JZ1U5nZM1ZNxgnMbW4iRKOr691rIe4epVmFQZPg62AwLMXUnBKhERERERkb2dtcEUQL8K3I5bRcx3e2OdCBnly8BqwSBpgvUIJTZjvIpOyaqq4bu98Z0oGeXLu+c4tZZw9WqcVBnGetDDV/5riIJVIiIiIiIieznHK8d41Vicji3ObAypyACcVBnhqq86rh3ZI7iJzZhUJdaEOrdouDF44TycVDnhys87r91mCsWLcVI7MF4VfqjzgnidScGqHqKoqIhTTjllp20zZ87kwQcf3O15y5cvZ8aMGQAsWbKE999/v8Vtjx49mm3btu12+4oVKxgzZgwrV65kwYIFzJo1q8XtNGTJkiVccMEF7XKt5vjyyy/Jz89n/PjxrF69eqd9lZWV3HjjjZxwwgmMHz+eCRMm8OSTT7Zb2w8//DDV1dUinAeLAAAgAElEQVQN7ps8eTLf/e53yc/P5+STT2bOnDmNXufaa6/l88+DN9T777+/WW2ff/75lJaWtrzTrdTY2J05cyYHH3zwTkt1Dx06tMXXr3vfDf3udJTGfld2Z/LkySxfvrzL2hcRERGBdAHrVDnW7YRVz50IXqgv0crPMKnyjm9PeiabIpTcjPGrsG7vzm/fieCFc4lWfYGT7LzPSk1xE1vSKyOWddzKiN1AqKs70FNtLUkSj9t2u140aug/sP3nhh955JEceeSRALzzzjtkZWVx3HHHtWsbn3zyCRdffDG///3vGT58OMOHD2f8+PHt2kZneeWVVzjttNO49tprd9l37bXXMmTIEN566y0cx2Hr1q38+c9/3uU4z/NwXbfFbT/yyCOcc845ZGZmNrh/1qxZHHnkkWzfvp3vfOc7TJ48mUgkskvbd999d+3Pv/3tb7niiiuabPuJJ55ocX87Sm5uLg899BC33HJLi8+11mKtbfZ9N0cqlSIUav1bZU2fHEd/GxAREZFuyk+kP4z7nVag2Q/3xfEqyChfQXXf4/eYFcyk/YQSmzGpqqCGWguzqmLxJBu2ltC3d4jMaOvHtB/KwUmVEy1fTnW/E7t8nDqpckKxdUGgys3u8v50JAWrWiket1i/fa/XFpMnT+boo49myZIllJaWMnPmTEaPHs2SJUt48MEHufPOO3niiSdwXZfnnnuOO+64g0MOOYQbb7yR9evXA3Dbbbdx3HHHsW3bNi677DK2bt3KUUcdhbWN9+2LL77gqquu4v777+foo48G4Omnn2bFihXceeedXHXVVWRnZ7N8+XI2b97MLbfcwsSJE/F9n1tuuYV3332XwYMHY63l3HPPZeLEiSxevJhbb72V3NxcRowYUdvW9u3bueaaa1i7di0ZGRn86le/4ogjjmDmzJmsXbuWkpISvv76a2699VY+/PBDFi9ezKBBg3jssccIh3d+g1q5ciU33ngjsViMAw44gJkzZ/LBBx/wyCOP4Lou7777Ls8++2zt8atXr2bZsmU88MADtUGH/v37c9lllwFBBtg999zDPvvsw8cff8zrr7/Oc889x+zZs0kkEhx99NH88pe/xHVdbrzxRpYvX04sFuPMM8/k2muv5dFHH2XTpk1MmTKFfv367dR2fVVVVfTq1as2IDZ06FAuvvhi/va3v/Hzn/+cX/3qV8yYMYN58+YRi8XIz8/nsMMOY9asWVx00UUUFxcTj8eZNm0a5513HhBk5Lz88stUVlZy3nnnMWrUKP7+978zaNAgZs+evUsAbcGCBdx///0kEgn69evHrFmzGDBgADNnzmT9+vWsXbuW9evX82//9m9MmzYNgPvuu49nn32Wfffdl/79+zNy5MgG7++HP/whhYWF/Pu//zv9+vXbad9DDz3E008/DcDUqVOZPn06RUVFnHfeeZxwwgl88MEHDBs2bKf7vuGGG/A8j+uuu26Xe1q9ejW33HILW7duJTMzk1//+tcccsghXHXVVfTt25eVK1cyYsQIevfu3eh9NaR+n2bPns1XX33F3XffTSKR4IADDuDee+8lK2vnueUNjY2a12fKlCksXLiQVCrFQw89xCGHHNKi31URERGRxoTStaqs04kFmo2DF8kjFN+IGy/Gy9i/89qW7s9PBlMA/UpsqF/Tx9dTsq2S8ooKtm/x+PahQzCtnUJoHLzIAELx9YRiRaQyD2jdddqB8WOEY6txvDJ8pxc4e3Y4Z88Nw+2FUqkU8+bN47bbbuOee+7Zad/gwYM5//zzmT59OgsXLmT06NH8/Oc/Z/r06cyfP5+HH3649oPxvffey6hRo1iwYAHjx4+vDWY15KKLLuKOO+5g1KhRjR6zadMmXnjhBR5//HF++ctfAjB//nzWrVvHa6+9xt13380HH3wAQCwW47rrruOxxx7j+eefp6Tkm9UXZs6cyfDhw1m0aBE33ngjV155Ze2+NWvWMGfOHGbPns1//Md/cMIJJ/Daa6+RkZHBa6+9tkufrrrqKm655RYWLVrE4Ycfzj333MOpp55a+4zqB4s+//xzjjjiiN1mxyxbtowbbriB119/nS+++IIXX3yRF154gYULF+K6Ln/5y18AuOGGG3j55ZdZtGgR7777Lp988gnTpk1jn3324Zlnnmk0UHX55Zczbtw4TjrpJK6++uraYFVVVRWHHXYYL7300k6vw80330xGRgYLFy6snZY5c+ZMXnnlFebPn8/s2bMbnDK2atUqLrzwQhYvXkxOTg7z58/f5ZhRo0Yxd+5cFixYwKRJk/jd735Xu+/LL7/kySefZN68edxzzz0kk0lWrFjBiy++yIIFC3jkkUd2O+0tKyuLH/7whzz66KM7bV+xYgWFhYW89NJLzJ07lz/96U+sXBksJ/vVV18xefJkFixYwL333rvLfTd2T9dffz233347r7zyCjNmzOCmm26qbe/rr7/m6aef5tZbb230vnanbp969erFfffdx9NPP82rr77KkUceyR/+8IddzmlobNTIzc3l1Vdf5fzzz6+dQtmS31URERGRBlk/XVg9jnUazvDvsKbdXvhuFhnlKzB+vFPblu4tlCjBeJVYE2lxVlVVLEllZZyU51BSmmLb9rZNNbVuBn6oD9GKFRgv1qZrtb4TqWDlv2R5kGnmRpo+p4fbs0Nxe5DmRILPOOMMAEaOHMm6deuaPP7NN9+srW0EUFFRQUVFBe+++y6PPPIIAOPGjaNv376NXuPEE0/kqaee4nvf+16jU98mTJiA4zgceuihbN68GYD33nuPiRMn4jgOAwcO5IQTTgCCgMCQIUM46KCDADjnnHP44x//WHvOww8/XNvu9u3bKSsrA2Ds2LGEw2G+/e1v4/s+Y8eOBeDwww+nqKhop/6UlZVRWlrK8ccfD8CUKVO45JJLmnxedd1333289NJLbN26lQ8//BCAo446iiFDhgDw1ltv8dFHH9W+JrFYjLy8PADmzp3Lk08+ied5bNq0iS+++IIjjjiiyTZrpgFu3bqVSZMmcdJJJ7H//vvjui5nnnlms/o9e/ZsXn75ZQCKi4tZtWoVubm5Ox0zePBghg8fDgRjqf7zA9iwYQOXXnopJSUlJBKJ2vsGOPXUU4lGo0SjUfLy8ti8eTNLly5lwoQJtRla+fn5u+3nRRddxPjx43d6Xd577z0mTJhAr15BHYXTTz+dpUuXMn78ePbff3+OPfbYRq/X0D1VVlbywQcf7NRGIpGo/X7ixIk7jemG7mvfffdttM26ffrggw/4/PPPmTRpEgDJZLLB/u5ubJx++um1/a95DVvyuyoiIiLSECdVCn48mE7UmQWs07xIf8KxIiIVnxDPObrT25duyE+kA6gx/HDLs6q2bK8kmagka8ARbI2XsHpdCX369Cbktj5Xxwv3IxyrIFKxgnjOcZ37u2L99Mp/pRg8bCeuitiVFKzqIfr167dLAewdO3YwePDg2p9r6he5rksq1fTymr7v8+KLLzZYI6m5aZJ33nknN954IzfddBO/+tWvGjymbl2l5kxTaqzths6tOTYaDVKWHcchFArVbnccB8/zmmyzKUOHDuWTTz7B930cx+HKK6/kyiuv3Kn4d00QpaavU6ZM2SlTB2Dt2rU89NBDzJs3j759+3LVVVcRi7UsOt+/f39GjBjBhx9+yP777080Gm1WjawlS5bw5ptvMnfuXDIzM5k8eTLx+K5/wap5lhCMpYb6N2PGDC6++GLGjx9fOwWysfNrnn9LUm/79OnD2WefzeOPP167bXdjp+6zb0hD9+T7Pjk5OSxcuLBZ12zsvprTJ2stJ5100k4ZaPU1NTZq2q/fdqtTmkVEREQAN7kFJ1WO3xUFrAFMCC/cn3D1apIZQ/Aj/bumH9JthBKbgqyqVkxLrcmqcpwwbkYOffqm2L5pB8UbNjNk/31a3ynjkorkEY6vI5U8AC/Shmu1UCi+Hie5A+PH8UN9Oq3drqZpgD1EVlYWAwcO5M033wSC+k2LFy/e7fS7hq5RUVFR+/PJJ5/MY489VvtzzZSqMWPG1E5Z++tf/8qOHTsavabjODzwwAN8/fXX/PrXv252X4477jjmzZuH7/ts3ryZd955B4BDDjmEtWvX1q7E98ILL9SeU7dfS5YsITc3l+zslkeVc3Jy6NOnD0uXLgXgueeeY8yYMbs958ADD2TkyJHcddddtYGCWCzWaADlxBNP5KWXXqpd1W779u2sW7eO8vJyMjMzycnJYfPmzSxevLj2nN69e+/0+jSmurqalStX8i//8i9NHhsOh2unq5WXl9OnTx8yMzP58ssvazPCWqOsrIxBgwYB8MwzzzR5/JgxY3jllVeorq6moqKi0QBRXZdccgl//OMfa5/3mDFjePXVV6murqaqqopXXnmF0aNHN3hu3ftuTHZ2NoMHD2bu3LlAEFD6+OOPm+xXaxx77LG8//77rFq1Cghew6++2nmp5t2Njca05HdVREREpD7jVeOkKjDQpfVvfDcb64SJli8D2/Y/NEvPZfw4bnIbxo+1amXKIKuqimRGMAMiHA4Tzd6HdZvKqK5ONHH27lm3N76TSbRsGfi7/6zRXtxECW5iM45Xju/uuSv/NUSZVT3Ifffdx80338wvfvELAK6++upmBSxq5Ofnc8kll/Dqq69yxx13cPvtt3PzzTczbtw4UqkUo0eP5q677uI///M/ueyyyzjttNMYM2YM++23326vG41GmT17Nueccw4DBgxodDW7us4880zeeustTjnlFA466CCOPvpocnJyagunX3DBBeTm5jJq1Cg+/fTT2vu9+uqrGTduHBkZGfzmN79p9r3X95vf/Ka2wPqQIUN2qfHVkLvvvpvbb7+d73znO/Tt25eMjIxGV6w79NBDuf7665k6dSrWWkKhEHfeeSfHHnssw4cPZ+zYsQwZMmSnlRl//OMfc9555zFw4MAG61ZdfvnlZGRkkEgkOPfccxstUF7Xj3/8Y8aNG8eIESOYOXMmTzzxBOPGjeOggw7imGOOafL8xlxzzTVccsklDBo0iGOOOabBqYJ1jRgxgrPOOqt2yl5jQaa6cnNzmTBhQu3UzxEjRjBlypTaKY9Tp05l+PDhDbZd975vuOGGRtuYNWsWN910E/fddx+pVIpJkyYxbNiwJvvWUv379+fee+/lsssuq51qeP3113PwwQfXHjNs2LBGx0ZjWvq7KiIiIlKXm9yC8SrxnJYHBdqVMUER69g6wlVfk8wa2vQ5skdyE5swXgXWyWjxubVZVW4IIt9kCmZn57C5sg+rizZw+NA2FFsHvHBeMG218jMS2cNbfZ3mcFKlhGLFOKnS9Mp/e9eMCqPVoxpki4uLd9pQswJbja0lyTav4FdXNGroP7BzlontLiorK8nKymLbtm1MnDiRF154gYEDB3Z1t3qEUCjUrKmeIrDr+1dnyMvLq80sFOmONEalu9MYlQ5nPaIVH+Mkt7aqLlB2djbl5W0rXF2fk9iK41VSlXsqNpTV9AmyRzF+jEjFpzip7a0ak2s37GDH9u34WQfghLN2GqPV1dXEtn3FiEMGktuvbTWfnFQpbnI7Vf1OblU/m8N41USqv8RJbMN3ssDdc/KM+h92BkCTkbc954472d4WWOoIF154IaWlpSSTSa688koFqkRERES6G+sHhbdlj+Mmt2G8GLYbfST0w/1wvAqiFSuI9Rmz12WS7O1C8Y0Yv7JVq1JWxRJUVMYwbhgnvGugMzMzk8rIAFYVbaJPThZuG4qt+24OTqqMaPlyqvt9F0zT9YNb1kAyvfJfaVC3aw8KVLXE3nnX0i00NNVNRERERLqHUPUaHK+SRNZh7f9hTLpcsNpaZfcq2GycYDpgvBg3vgEvo/GVl2XPYrzqdBHxJH4DwaambN5WSSpRhe39L42m7PTpmxsUW9+4mcH7taXYes201fWEq1aTzDq46XOay/qEY8HKfwDWbfl0yD2F/kwiIiIiIiI7cRNbcJNbiVR9Rrjyy67ujrQzkyrHeFVYTLfLnLNuL3y3N9GK5eC3rSC29ByhxMZ0rarWZVVVVsUxbgSzm+mjNcXWizaWEWtrsXUnAz/Ul0jVJ5hUZZuuVVcoVoSb3AF+AhvqohU6u4nu9c4kIiIiIiJdyvgxQvFinFQZXiiHaNWnOMltXd0taUeh5FYcrxzb1YXVG+FF+uN41UQqP+3qrkgnMF5lkFVlk1g32uLza7Kq/MymFxvKzs6hwmazqmhDoyu7N5cX7ouxHtGKFdAOtcDd+KYg49GrxIb2rpX/GqJglYiIiIiIBKxPuHoNJlWezhzIxRqXaNmHnbZUu3QwPxlMMfJ9cCNd3ZuGmRBeJI9I9VcKlO4FQvGNOF4FfiuCp5XVdbOqmj7fcRxy+u5DSanH9h0VrenuN4xLKjKAUHwDbnxjmy7lJHek/0hQih/a+1b+a4iCVSIiIiIiAgRTcZxUGVgvqJViDKnIPripMmW57CGCzI0qbHcNVKX5bjbWhImWLwfrdXV3pIOYVEXwnuOnoBVZVVu2Nz+rqkZmZiZeJI/V6zbheX6L26zLuln4bhbRimWtnrZqvCrCsbU4qTJ8p7dqBKYpWNWDDB48mPz8fE455RQuvvhiqqurKSoq4pRTTmnw+F//+te88cYbAEyePJnly5cDcP7551NaWtqqPsyZM4dnnnmmdTcgIiIiIt2WkyrHjZcEdWNCdZZ2d8JBlkvVl7iJkq7roLSd9dOF1WPddgpgrXQRaze5jXDVqq7ujXSQUCKdVeW2vD5TS7Oqahhj6NM3l23VYYo3bWlxu/V9M231ny0/uWblP68svfJfuM392VNoNcBWWr9+PdXV1e12vczMTPbbb/fR4IyMDBYuXAjA5Zdfzpw5czjjjDMaPf66665rcPsTTzzR6n5ecMEFrT5XRERERLopmyIUW4vj1fxlf+cpKL6bjXEriZb9g+rc7wUfqqTHcVJlGD8GmB4xzcg60XQR63+Siu6LbUFAQro/J1UejEnrQajlQZqarCrb+8BGVwBsTDgcJtJ7H4o2rmVAbj8yMtoQJKqdtvo1qej++JH+zTvPekSqv8ZJlYM12NDeu/JfQ5RZ1UrV1dV4ntduXy0NfI0aNYrVq1cD4Hke1113HWPHjmXq1Km117rqqqt46aWXdjl39OjRbNu2jaKiIk466SSuvPJKxo0bx/Tp02vPHT16NHfeeSdnnnkmZ555JqtWBX/NmDlzJg8++CAQZGvVHHPiiSeydOnS2v7cfvvtnHHGGYwbN642OLZp0yZ+8IMf1GaH1RwvIiIiIl0rHCsKCm7jNPyX/XSWi+NXE6lY2S7FhKXzucktOKnyVmWxdJX2LmIt3UcosQEnVYHnNr6CX2Nam1VVV05OHyq8HFYXbWjV+XV9M211GdhU0ydYG7zvJkvBj2N3s4rh3krBqh4olUqxePFiDj/8cABWrVrFhRdeyOLFi8nJyWH+/PnNvtZXX33Feeedx6JFi8jOzubxxx+v3de7d2/mzZvHT37yE2699dZG+zJv3jxuu+027rnnHgCeeuopsrOzmT9/PvPmzeNPf/oTa9eu5fnnn+fkk09m4cKFLFy4kGHDhrXhKYiIiIhIe3ATW3CS2zGp6t0vlW5CpCIDCMfW4MaLO6+D0i6MFwsyOLDg9KAJNrVFrIvbXMRaug8nVYpJVWCND07rs6paUqtqlz44Djn99qFkR5LtpW0ttp6etpraQbjq6yYPdxMbcZLbMH6VVv5rhIJVPUgsFiM/P5/TTz+d/fbbj6lTpwJBLavhw4cDMHLkSIqKipp9zX333ZfjjjsOgB/84Ae89957tfvOPvvs2n8/+OCDBs+vmYY4cuRI1q1bB8Df/vY3nn32WfLz85k4cSLbt29n1apVHHXUURQWFjJz5kz++c9/0rt3z/mLjoiIiMieyHix9ApUZfjhpj8wWTcL3+lNRvkyjNd+JTGk4wW1qqqwTmZXd6XFgiLWvYhWLNeqlHsCa4MVAFPlWKdrsqpqZGZmkozksapoE57fxmLrThQv1I9I5aeYVOPBLye5PX3/pfihnB4xJbcr9KCQutStWVVXNPpNzQDXdYnFYs2+pqn3i1H358a+rysSidS2m0p9k+54xx138L3vfW+X45977jlee+01rrzySn72s58xZcqUZvdVRERERNqR9QnH1mBS5Vgno9krUHmR/oTj64iWLyPWZzQY/f2727Mebmobxo/jh3O7ujet4oX7E44VEan8lET2iK7ujrSBkyrFeJVYaFVW1eaarKqsA9ucfWOMoU+fXLaX7GDjxq3st++ANl3PD/fF8SrIKF9Odd/jd3l/NF5lMP0vVYrvZuv9czf0ZPZy69ev5+9//zsA//d//1ebZQXw4osv1v577LHHNvuaJ598MnPmzCGZDP7q8dVXX1FVVcW6devIy8vjxz/+MT/84Q/56KOP2vFORERERKQlQvENwZLx1sO6LSjsa1xS4YGE4sWEq9d0XAel3bjJ7RgvBqYH5yo4YbxIfyLVX+Ekd3R1b6S1rA1WAEyVY1tZq6qqKo5xozjh9im4H4lECPfehzUbtxOLtTFzzzh4kTzcxKZdp0v7CSLVq3BSZVg3s2dNx+0Cejp7uaFDh/LMM89w4403cuCBB3LhhRfW7kskEkycOBHf93nggQeafc0f/ehHFBUVMWHCBKy15ObmMnv2bJYsWcKDDz5IKBQiKyuL++67ryNuSURERESa4KTKcBMlGK8CP9S3xedbNzNYpa3iI1LhPGw4uwN6Ke3FTW5Nv9Z9urorbeK7OTipMqLly6jud5KyUnogJ7W9TlZVy8MRm7dXkkxUYdshq6qunJw+lFTmsGbdBg47ZEibrmXdXvhubzLKl1MVGRCsnppe+c+kyvAxoBVVm2SsVlRoiC0u3jkKWlVVRa9e30Ru169f3+IV/HYnMzOT/fZrfXG41igqKuLCCy/kr3/96y77Ro8ezcsvv0xubs9ME97ThUKhnaZdiuxO/fevzpCXl8eWLVs6tU2RltAYle6uQ8eonyRS9Tlucgu+6dXw6n/NYX1CsfX4oT5U9/tOs6cRSucyXgWRys/TdclaHphsTHZ2NuXl5e12veYyfoxQbD2x7GNI9Tqw09uXNrA+karPcOOb8EPZLX7PqKhKsLZ4G57nYbMPafL4lo7RyspKkju+ZuShg+jbp431lW2KcGwdyYwhxLOPJhxbhRvfgrGxoE7VXqz/YWcANFmoS5lVrdTZgSURERERkTarWS49VY7FbX2gCoLpLtGBhGLrCFd9RTLr0Pbrp7QbN7EVx6vAdzr3D1cdxToZ+KE+RCtX4kW/1bIprNKl3OQ2jFcFOK0Kbm9px1pVDenVqxdbKvP4umgTR2b3wnXa0IoJBXXWqtfgu71wvEqMX73XB6paQnmTe7HBgwc3mFUFsHTpUmVViYiIiOxh3OQWnNQOjBfDhtq+MrN1onjhXKKV/8RJbm+HHkq78pO4qVKwHriRru5Nu/HC/TDWI1KxAjRTqGewPm6iBCdVjt+K956KqgRV1e1bq6o+Ywx9+vZne1WITZu2tfl6vtsb60YJV68OMhtD2Vr5rwUUrBIRERER2QsYr7q2qLrfjjWm/FBfrHGJln0IfhuLE0u7qslksWbPCVQBQZH/SB7h+HrcZElX90aawU1uxfEqg2BNK2qN1WRVpTI6doZTbbH1DduIJ9pYdsUYUpGBYCL4bm/VWGshPS0RERERkT2d9QnH1qRXocpo3/pS6Q9kbqqUSOWn7XddaRtrg8LqfjXW3TOmANZl3d74TpRo2XIFSbs766UXdKjEd1seKK+oilNVHccJZeCGMzuggzvLyelDhZfN6rXFTR/cFBPCi+SC04Yp13spBatERERERPZwoXgxTqoc8LFOB9T4cSJ4kTwi1V/iJpTp0h04XhnGrwbMHjv1yAsPwPEqiFZ+0tVdkd1wk1twvKogs6hVWVVVpBJVJKP7dkDvduU4Dr377sOm7Ql2lFZ2SpuyKwWrRERERET2YE6qFDexGeNVtCqrobl8NxvfySBa/g+MH++wdqR53MRWnFRFMP1oT+WE8SIDCFd9rSBpd2U9Qm14/6moilNZHeu0rKoavXr1IhnKY1XRRnxfddG6goJVPcjgwYPJz8/nlFNO4eKLL6a6unq3xw8dOnSXbRs3bmT69OmNnlNaWspjjz3W1q6KiIiISHfgJ9Or/5XhO707NsPGGLzIAByvikjFShW+7kLGj+OkygAfnD17AXjf7Y3vZhAtXwZ+oqu7I/W4ic2YVCXWhFr1/rN5eyVeorrDa1XVZ4yhT7/+bKt02VjS9mLr0nJ79jtXBwpVrQoKxLUT380i1evA3R6TkZHBwoULAbj88suZM2cOl1xySYvaGTRoEA8//HCj+8vKypgzZw4/+clPWnRdEREREelmrCUcW4tJleObELidUDPFhEhFBhKOrSUV+RZeRudM25GdBbWqKjtmymd3kw6ShmJFRCs+Jp591B477bHHsSlCyc0Yvwo/1LfFp9fUqjKhTJxQ54/lSCRCqPcg1hSvpX9uH6IRhU86kzKrWsnxKjGk2u2rpYGvUaNGsXr1agAuuugiJkyYwNixY/njH/+4y7Hbtm3jrLPOYtGiRRQVFXHKKacA8Nlnn3HmmWeSn5/PuHHj+Prrr/nv//5v1qxZQ35+PrfffjuVlZUUFBRw2mmnceqpp/Lqq68CUFRUxMknn8x1113H2LFjmTp1apOZXiIiIiLSedzkZpxUaTAlL5TVae1aNwvfySKjfBnG0/8PO531g1UA/QTW7bxpU13KhPDDeYSrV2s6YDcSSmzGpKqwhNuQVRXr0qB3Tk4OFV42a9dt7LI+7K0UrOqBUqkUixcv5vDDDwdg5syZvPLKK8yfP5/Zs2ezbds3aYqbN2/mggsu4LrrrmPcuHE7XeeJJ55g2rRpLFy4kPnz5zGBO0AAACAASURBVPOtb32Lm2++mQMOOICFCxcyY8YMotEojz76KK+++irPPPMMv/jFL7DplO5Vq1Zx4YUXsnjxYnJycpg/f37nPQQRERERaZTxqgnFNwbT/0I5nd6+F+mPIRFMzbJ+p7e/N3NSOzB+rH1XfOwB/FB2ejqgaqZ1C34ymALoV2JbESz/Jqsqo0uyqmq4rkvvvvuwcWuMHWU9t9i65/lUx5O1n+V7AuWx9SCxWIz8/HwARo8ezdSpUwGYPXs2L7/8MgDFxcWsWrWK3NxcUqkU5557LnfeeSfHH3/8Ltc79thjuf/++9mwYQOnn346Bx100C7HWGv5n//5H5YuXYoxho0bN7J582YgqKE1fPhwAEaOHElRUVGH3LfI/8/enYVImq6Jff+/77fElpEZmZWZtXZ3dfV2zmyyjhmPbiyfo80aYbAHxnUj0IwZEBhdGN35wiCwfWEQCAxCAl0YLRfGeTHgEWgQYsxgIdkajc8yczRnTldV7nvGvn37+/oiMutUd9eSmZUR8UXk84OmqyIj4nsy84uo/J58FiGEEEJcgc3wwh1U2sU6xWtt33pvyiH17uJGR7jBLmn58eRjuKXcuI5K+2NPUubxojfz1/DCffz+j4mq35F2wCly41NUNsAq/72qqszCk6lX2JTLZc76d9jePeaXfu4JWs/WedUbRByd9UiiEO04lMtFyiWfctGjVPBy+/lIsmqGvDqz6sK//bf/ln/9r/81//yf/3NKpRK//uu/ThSNfpPgOA6/+Iu/yO///u+/Nln1a7/2a/zZP/tn+b3f+z3++l//6/zdv/t3+eijj75yn9/+7d+m0Wjwu7/7u3iex6/8yq+8fP5CofDyfo7jEIbhTX/KQgghhBDiitzoEJ10URjMFGcWWaeEcZcoDP6IzLuD9ca3iVCMqGyIuhgvMsYkZW8QsXvUY225SKk4gVlol6VcUn9VZqZNm4nP56aFGG/5yg/vDUZVVTiFqVZVXVBKUVtepXHa4eSsyf27d6Yd0qUYYzlp9Gl3hqTJgIgqWZLSG3TAJvieg18oUi6XKBe9UfKq6OHoaacHR/IRhbi2Xq/H0tISpVKJ58+f8/3vf//lx5RS/L2/9/d48eIFf//v//1vPHZnZ4ePPvqI3/qt3+Iv/+W/zE9+8hMqlQr9fv8rz7+6uornefybf/Nv2N/fn8jnJYQQQgghrk4nbZy4jjKDa62Jv2mZtwwWir0fgM2mHc7cc5I6Kutj9HhnVTXaQzqdJi+2DjAmXxVW1lnA6DKF3g9H7ZBi4tz4ZFRVpQvvvvNr1NujDYCmNNkNgG/j+z5u5S47h03iJJ12OO8URAlbB00azQ4mDckqT/CXPqS08oTi2rfxV3+ByH9AN9Sc1jts7R7xbPOAP31xxNZBk5N6j94gIs2m18YtlVUz7rvf/S7/7J/9M/7SX/pLPHnyhO985ztf+bjjOPyDf/AP+M3f/E0WFhb4i3/xL7782O/8zu/w27/927iuy/r6On/7b/9tlpeX+eVf/mX+wl/4C3zve9/jb/2tv8Vv/MZv8Ku/+qv8/M//PJ9++umkP0UhhBBCCHEZJsaL9kdzqpyFfLRAKU1WuIsb7uMNX5BUPp92RPPLpjhJG2VTrDu+RGUQJudVL0VOmkOWT5o8vJ+vSpPsvLrK7/0R0eIv5+O1MO9MjJO2cdI2Kh3eQFXVdGdVvc7i4hL14xY7u0d89skH0w7ntay1NNpDzloDknAA3gK2/Aj9tUpLrTWlyjJURt8jYwxR0CeKWwyG3dEmR0dR8H1KpTLlsk/pvPrKcyczD0/lsdc4B+zh4eFXbhgOh5TL5Zd/d4dbV97g9zbGqZCWP76x5xPzzXVd0jT/GX2RD19//5qE1dVV6vX6RI8pxFXIOSry7srnqLV4wSZOfIq1ZqLb/y5Dxy2crMtw+c9f6wJWvJsTn+INt7A2AXdhbMc5OOnQaDQpr32bo3oHZ7jLL33rQxYq16uiGReVDXCjE4KlXyEr5qdCZ658I0EVoEyIAjJdBefqtTFb+0163TZm4ZP3TlZVq1V6vd57PcfXDQYD0vYmf+ZbD1isTvbn63eJk4zDsy6DQYhNQ5LiA5xC7VrPZa0lDvukURsnHWBNiudYPM+jVKpQLvvnrYM+vne15NWdL/4awDszyFJZdU2SWBJCCCGEEHnhJKejLXA2wrrXuzgZJ+PV0GZIofsDguX/FHSO5hzNA2vPZwQNx/r9T9KM7iACrXGKiywuQj1c4cX2Ab/wrcc4Tn6mzFingnEWKPZ+yNBbwTrjbY28Nd6SoDK6gHFr165k6w0ihmE+q6ouXAxb39o94he/nZ9h651eyHGjRxwOUY5PWv0cR18/3aOUolCqUiiNqjSttSRxQD9oEXR6NFptHA0F36dQLFIpFV4ObS/4N5NmkmSVEEIIIYQQM0xlQ9zoeNT+5y5NO5zXU4rUX8ML9/AHPyWu/sK0I5orOuuhsgCLHmvLW6sbkMYhmbcKjC5ol5bXqZ/22T8646NHd8d27OvI/Dt40R6F3g8Jl35lOpsx58EYE1SvqrcGpHGAXfgkt8O1lVIs1e7QOOtwetbk3pSHrWeZ4bjeo9MLyJIh1l/HltZu/OunlMIvlPELo2qyUfIqojdsEvQGtDo9HCy+71Iols+TV97L5JW6xvkhySohhBBCCCFmlc3wwh101sXqcr4vxrVP5q/hB89IC3cx/tq0I5obTtJApz2MM762JGMs7W6ItRm6uPLydt/3KSw+YO94m9pSlaU8tUYph9Rbx40OcaIDsmI+5wzl0oQSVBcuqqq0W8TmtKrqQqFQYFi5y/bhPisrtSu3wd2UQRBzeNolDAOUtWSV92+dvKxR8qqIX/jZxs0kiRgM24T9Lu1uH42h4Dv4hRKVcvF85pXPZdN7kqy6JJntJYSYVfL+JYQQ88uNDtBJDyxYN18zg17HOFVU1qfY+wHD5e+C9qcd0uwzMTrpAGas7ZWdfkgcR1hvEfW1pGi1WqUervFi+4hf+vbHuG5+kqbWKWPcRYq9HzF0V7A5m+eWKxNOUL1qFqqqXnUxbH1375BPn0w2CWqt5aw1oNEckCYDrLeEKT34xhD1SfO8At7SXWBUYZmmCcNhm+GgTbfXAptR8Bw++DOXez5JVl2S1po0TXFd+ZIJIWZHmqZoPQv/5AshhLgqnbRx4gbKDEYXkbNAKTJ/HS/co9D/Y6Lqd2RT23tyL2ZV6fEmK1udAJNG2MXH35iMrJRieWWN5nGP3f0Tnjy+P9ZYrirzVvDCfQr9HxEu/bl8VyBO2hQTVBcuqqqUU0TlvKrqguM4VJbuctTYYn1tOLFh61GccnjaZTAMwMSkpY9w/IV3TyufAtf1cBfXgFEVbZomhMHlB95L5uWSisUiYRgSRdG1+i2FuEmFQoEoiqYdhsg5ay1aa4rF2fhHXwghxBWYGC/aG82pchZmK+Gj3PP5Vbuk/n2y4oN3P0a8njXng9WjsSYs+8OYIIpQbgn9hqHNrutSWX7IwdkmtVqfldr4NhJemXJI/VE7oBvskpYfTzui6cpBgurCRZXQLFVVXahUKpwN7rC1d8Qvfmv8w9Zb3YCTRp8kHIBbwlQ/xlHTaUG8Dtf1cKsr777jxf3HGMtcUUpRKskGCZEPsnJdCCGEuMWsxQt3UWkfo72Z3KxnnQWMHpxvaluWTW3XpNMOmGhUKTTWwepDsjggqzzhbZfG5XKZRrDO5s4xC5WPpzbL53WsU8K4SxQGf0zmr2LdHCXTJiFHCapX9QYRQRih3VLuZ1V93cWw9fppm9NGk3tr4xm2nqaGo3qXbj/AJgG2eB8KK7msprpJs5S4FEIIIYQQ4tZz4lN02kHZGMY4UHvcMn8VRUyh90OwZtrhzKSXg9X1+OYwxUlKvx+BdnG8tycVlVIsL6/Sikts7x7lbm5m5q2AtRRvyzlnYpz4FH/4JYX+n+ANX+CEBzhpC7AYt0bmLWOd8lQSVdZa6u0haRyQFR9O/Pg3oVAo4FTusXvQJE6yG3/+/jBi86BJu93FZCnpwmdQuHx10iyTZJUQQgghhBAzQmUD3OjofPNbddrhvJ+Xm9qOcIPdaUczc1QWoNPeqLriDa15N6HZCUiSgMxfv9T9HcehuvyAo2ZIvXn5+TQToTSZv44Tn+AF29OOZjxynqB61atVVXoGFkS8ydLSEp2kwu7+0Y09pzGW43qPvcM20aADXhVb/Rzt3J6lFNIGKIQQQgghxCywGV64i876WF2aiyHRF5vaRq1Zd7DujCfgJshJ6qhsQKbHV12XZYZOLwQsTnH50o8rl8uEwT02dw9ZrJYp+Pm57LROEePW8Ps/JvXWsN6cnHM2xQt2RgnMnLT4vY21lnpriIkDsoVPZ7qK5uWw9foWd9eGVBfe7zUZRgkHp12CIACTYBaeoNzZraK9rlk+J4QQQgghhLg13HAfnfQAi3Vmtwrh6162ZnV/CPbm22jmks1wktZ5K+j4Ki3avZA4CrHe5RNVF5ZqK3TTRTa3D3LYDjj6fEbtgLN/zqksxB8+w4nP0GmTvFVQvc5FVRUzXlV1oVKpEDorbO0eYcz1zndrLY32kO2DFsN+D6N8suq3bmWiCiZUWfX06dP/DfgvgNONjY1fOL9tBfg/gMfANvB0Y2Oj9fTpUwX8r8BfA4bAb25sbHz//DG/AfwP50/7P29sbPyT89v/Y+AfAyXgXwD/3cbGhn3TMcb86QohhBBCCHGjdNI63/o2xLhL0w7nZilNVljHDQ/whi9IKp9PO6Lcc5ImKguxjG+4vrWWVjfA2gRKd6/8eMdxWLpzn5PGC2pnbe6vXz3hNTZfOec2SSqfTTuia9NpDy/cRiVdFAbj5X+e0UVVVZYEmBmvqrqglKK2vEr9rMNpo8W9tat9H5I04/C0S38QYtIAU3qI8mtzP0T9bSZ1Xvxj4K9+7bb/Hvi9jY2Nz4DfO/87wK8Cn53/9zeBfwgvk1t/B/gV4D8B/s7Tp08v3vH+4fl9Lx73V99xDCGEEEIIIWaCMhFetI/OehinkssqifdldZHMXaEw+Ak6kd8tv8socTnAuuMbrN4fxkRRDLqMumbLabFYRJXvs71/xnAY33CE72d0zi3jD/4EnXSmHc61OHEdb/gCnbSwSmNmpI32oqpKzUlV1YVCoYAu32X3oHGlYevdfsjmfpNut4cxBlP9AuXXxhjpbJhIsmpjY+P/Bppfu/m/BP7J+Z//CfBfvXL7P93Y2LAbGxv/L1B7+vTpfeA/B/7VxsZG87w66l8Bf/X8Y4sbGxv/z8bGhgX+6dee63XHEEIIIYQQIv+sxQ13UemoJQQ9vkqaaTNeDYtDofcDsOm0w8ktlfZQ2RCLGuvcsmZntKXNlB681/MsLdUY2BqbO4fXbo8aF+PVAH1+zs1QO6C1uNEhbriHTtoYVQTn7Zsa8+LVqqqs9Gja4dy4paUanbjM/sHxO++bGcPhaZf94zZR0Md6y9jqp6gxLkyYJdOsuLu7sbFxBHD+/4v1Eg+BvVfut39+29tu33/N7W87hhBCCCGEELnnxCfotIsyycxcjF6bUqSFdZykjT/46bSjyS03aaCzHnaMg9XDKGE4jNGu/96VL1prllbucdK1HJ00bijCG3LeDugkTbzh82lHczk2wwu3caIjdNrBuJWxzi27ad2LqiqvPJeb7RzHoVK7x8HZkP4geOP9hmHC1n6LZquLSWNM5QmUJF3xqjym7F5X12yvcfuVPH369G8yaiVkY2OD1dXVqz6FEBPjuq6coyLX5BwVeSfnqMg713VZXSpAZzCq+Kg+mIvtf5dSciiGe1D5Akr3ph1NfpgEwlPAgC5B4c7YDtXut9Aqo7j8CW7p9a1ljuNQrV6u7axaraKV4qj+nAf377FYzVPitQoFRTHZgeq3xvp1fW8mhu6XYEJQGVQfztT7grWWw/oQV2c4yz+P4423BfAq5+hNWlhY4CiNODhp8p1f+gL9Suu2sZazRo/TRkCWhBQqyzjVj1B6dr6PkzLNZNXJ06dP729sbBydt/Kdnt++D3zwyv0eAYfnt3/3a7f//vntj15z/7cd4xs2Njb+EfCPzv9q6/X6tT4pISZhdXUVOUdFnsk5KvJOzlGRd6srNboHP8CJGxhdgGQw7ZAmx2qc2MDu/8Vw+bug56/64ipUFuIkZ6Ptf9kQZQKsU8LGvbEcL00Nx6dNkjjGphp6rz9OtVql94aPvY7redTTRf7oP3zJL3zrMY6To4tz6+GGMWbn9wiW/zyo/NV0qCzACzbRaRdMgnWrM/e+0OmHtFodDC42jCEc7xyzq56jN8kvLXBwdsLy9h7rq6NR23GScnDaZTgMsFlMWnyE1oswmK3v46RM8x3id4DfOP/zbwD/5yu3/42nT5+qp0+f/jmgc97C9y+Bv/L06dPl88HqfwX4l+cf6z19+vTPnW8S/Btfe67XHUMIIYQQQoj8Gmyj096oh2AOW2XeSikyfx2VDSn0fww2X3OOJkWnXbzhC/zBn+IGO+ikATbFuDWsLo7tuK1eQBKHZN7NVhgppVhaXqc+cNg/OrvR535vr7SgeoNn047mG3TawR8+Q6ctsBnWW5y5RQujWVUDsiQkKz589wNm3GjY+jrb+3WSNKPVDdjab9Hv9TBWk1W/QPuL0w4z1yaSMn769On/zqgqavXp06f7jLb6/S/AxtOnT38L2AX+6/O7/wvgrwHPgSHw3wBsbGw0nz59+j8B//78fv/jxsbGxdD2/5bRxsES8Lvn//GWYwghhBBCCJFLOmmDraPMEOPe0o1QyiXzVvHCHVL/Hlnx/YZ8zwxrcNIWTnyGyoajhCUGq0sYd2H8h7eWVjfAmgxVuvlWad/3KSw+YO94m9pSlaXq+OZuXZn2yfwVCsOfkhXuYryVaUcEgBOf4oaH6LSD1QWsO75E5Th1BxFhGINbmstZVa+zuFijcdzipy8OUI6HSQJM4S6quPraWUbiq5S9pb+peAd7eHj47nsJMSXSviLyTs5RkXdyjoo884ItlvQZvVDDLd8K5UQnYDOCle9h53nAvElwkgZuUkeZEJX2sYB1KhPdANnuBRwcN0kpoCofvPW+122xstZSPztm2WnwS9/+GNfNUzugxY0OMLpIsPyfTXf7pjW40cEocZl2sXoBnNl8P7DWsrnfZNDrYKqfTSxZNc02wAv9fh/T3aS2UCQtf/TeCwvmwfe+9z14/ezxr8jRO4MQQgghhBC3nE1H1TSWW5+oAsj8VTQxxc6/wxt8iROfoLJw2mHdGJUFuOEuhcFP8IJtdHyKygKMu4j1ahNPlrQ6AWkSQen+2I6hlGJ5ZY1m4LO7fzK241yLUqT+Ok7awZvmRkqb4gVbOPHpqKLKmd1EFUC3f1FVNZ8bAN9mYWGByt2fwyx+LomqK5rdM14IIYQQQog5o9MuKougID+mA6AcEv8hTtrBHz7HKo1xqxi3hnFrZO7SqPpolub3WIvOejjx2fn3u4+2KUb5GHd5ap/LMIwJwhjlFMeeKHVdl8ryQw7ONqnV+qzUxt/ieGnaJ/PXKATPyQr3MP5kN8cqE+EFW+fnxhDjLs3Uxr+vs9ZSbw9IkwBb/exWVss4M5xonCb5qgkhhBBCCJETTtpBmT54jyCSDVEAaI/sImFgEnTWww12UOyQORWsu0TmLWPcJYxbBeVMN943sQYnaeIk9a/MozK6QuZWpx0dzU5AEgfYyuOJJBTK5TKNYJ3NnWMWKh/je/n5vhmnis76FHs/ON9IOZkKN5UN8IMtVNpF2Qzjzf7MuouqKuWWUbesqkq8H0lWCSGEEEIIkQcvWwDVTFdSjJX2MHoFPMAaVNrDjY9xowOsLmJeJq4Wydwl0Dm4ODYJblLHSRqoLEBlfSwa45SnOxPpFXGS0euHaO1gvckMPVdKsby8Sv24x/buEZ89eYjKS4WcUqTeGl64hz/4E+Lqnxn7IXXSwgv30EkHozQ2BwnM9yVVVeJ9SLJKCCGEEEKIHHjZAiiJqstRGustkbIE1qJMgE4aOPEJVjnnlVY1Mq82mgGlyxNtsVNZgBOfjqrlsgHKhHAeV96+x61uQBKHmMLaRBMKjuNQXX7AUfMFy7Uea3cWJ3j0dziv6POHm6SFBxh/bWyHcqJj3OgInXWxTgH0bG78+7pOPyQMY7RbwUpVlbgiSVYJIYQQQgiRAxctgMZdmnYos0cprFMmc86rgrIYJ+2i0xZuqDDOwmjO1XniyjjV8SSMrEVn3fN5VD1U1kfZFKsLGLeWy9laxljavQClDLp4Z+LHL5fLhME9NncPWayWKfj5uUQ1ThXlvNoOeMMJF2twwz2cpDGqqHIWclNt976stTTaQ7I0wFY/f/fqNyG+Jj/vBEIIIYQQQtxWNpMWwJvk+GTO+Zwrm43aBaN9VLSH1aVRm6C3Mvq/s/j+CQKbvTKPKkCnXcBidDn37VydXkgSRWRubWptWku1FerHfTa3D/jWZx/mqh0w89Zwo30Kgz8hqv5HN/fcNsULtnGSFirrY7zF/M5bu4aLqirlVOYmAScmS5JVQgghhBBCTJm0AI6RcrBejYzaqF0wG6DjOk50jFXez+ZceUsYZwnrXKEFy8Tn86iaX5tHtTD2jXo3wVpLszvEZDFq4cnU4nAch6U79zlpvKB21ub++vLUYvkG7WG8VbzhFql/n6xw972fUpnwlY1/YW6r7q7LWku9JVVV4v3k/x1UCCGEEEKIOeekbWkBnASlsO4Cmbsw+nsW4mQ9nKSBVWrUIujWRrOu3EWsU3ltAlFlA5y4Pvq+ZQOUiUC5uZxH9TaDICaMRpvapl3VUywWCcr32d7fY2mhQrmcnxlHxq2isj6F3g8JvO9ideHaz6XSHn64jUq6KAzGm7/XfKcfEkUx1qmgpKpKXJMkq4QQQgghhJimly2AzFSiYy44RbKLSiqToLM+brCDYgfjVL6yXdC4VXTax0nqr8yjyrDan9nKmGYnII0CbPWTXGxqW1qqUT/psblzyM998RFa5+drmvnn2wH7Pyaqfuda328naeAGe+isi1Eu1sl3i+h1RHH6sqqK6ufTDkfMMElWCSGEEEIIMUU67Z5X5szPvJqZpD2MXgZvGawZzbmKj3Cjg/MB6UtYpUeJKiDTJax7/QqbaYvilMEgQjs+1s3H9jmtNUsr9zg5fcHySYOH91enHdLPKJfUW8MLd0kLD8gK9y//WGtx4yOc6ASddjC6DHO2HS/NDPXWgFY3II2HKO8GZsGJW02SVUIIIYQQQkzRqJVMWgBzRWmst0TK0mjOlQlQaRul3NEmwRmYR/UuzU5AEg/JSg/JU5q0UCjgLz5g53CHpcUqC5X8JAStu4DJBuftgMtYfYkkn83wwl100kSn3bna+Afnc886AfX2gDgMAEPm30MXczR3TMykPFR7CiGEEEIIcTtJC2D+KYV1yhh/DeMtz0WiKs0MnX4ICpxC/pKki4tLBPoOL7YPyDIz7XC+IvPvoE2E3/tjsPbtdzYJ/vA5TnSGTnujhPQcJaq6/ZAXe02Oz1rEQX+0pKD6hSSqxI2QfxGFEEIIIYSYEmkBFNPQ7gUkUYD170w7lNdSSrG0vE594LB/dDbtcL5KuaTn86uc6PDNd8sC/OGX6KQJJpi54ftvE0QJ24ct9o5bDPsdMjzM4heo0j3UnHyOYvpm/9cCQgghhBAzyIlOUDYi9e/P1W/axdW8bAF0FqcdirglrLW0OgHWZFBcm3Y4b+T7PoXFB+wdb1NbqrJULU87pJesU8E4CxR7P2To3cE6X20H1GkHL9xFpR2wYOdk41+SZpw2B3S7oxZS5fiYhU/QbpH8jMIX80LSnkIIIYSYCJ008YItMMm0Q5k6lfZwo0MK/R9T6H4fnbSmHZKYhldbALVUVonJ6A4i4jjBupXcV8FUq1Uid40X20ekaf7aAZVN8Hs/Avuz2Jz4DG+4hY6bgIt1F6YX5A0xxnLWHPBir0mj0SJNQ0z5A2z1U3ROhvOL+SOVVUIIIYQYK2Ui3HAfnXZw4jNUNiRe+PlphzU9NsML99Bpj9Sp4SZnOJ02SfkTkuKHoOdrQ5R4M2kBFNPQ6gRkcYBd/Cz31TBKKZZX1mge99jdP+HJ4yts4Bs35ZD663jRPmn0gKzwEDc6GP07l3YxugLObFfNWmvp9ENOmwPiMMTaBFNYQxfXpOpFjJ0kq4QQQggxHtbgxGe48Qkq66NMgtU+/vBLUn8d4+e3/WSc3OgQnfZBAW6Z1Cmh0w6F3o9x4jpJ+VMyP0fr2sXYSAugmLQgTBgGEcotoJ3ZSIy7rktl+SEHZ5vUan1WavmpVLJOGeMuUuz9iNhE6LRzvvFv9jdGDoKYk0afIIgw6fnMrfIn6JxX44n5IWeaEEIIIW6cygb4wy9xo3100gD0aEuQW8PoAsXeD8DE0w5z4nTaxYnrKDMcXcwAKIXxaiTFh+ikQaH7h3iDL0cVN2J+SQugmIJmZ0gaB6SFe9MO5UrK5TJJYZ3NnWPiJJt2OF+ReSsom+EFW69s/JvdRFUUp+wdt9k5aNLvtjGAqX6OqjzKfduomC9ytgkhhBDi5tgMN9zHHzw7b4UYYNylnw2fVYrMX0dnAwr9H7977fc8sSluuIfOzttD1NcacLRHVniA1SUKg59Q6PwhTnx2u75Gt4i0AIpJS9KM7iACrXH8/FQnXYZSiuXlVVpxie3dI2ye3heVQ1J4gNEljFeb2Y1/aWY4rvfY3G/SbrcxaYJd+BhbeYKSJSBiCmY35SuEEEKIXNFJGzc6QKcDlBmMEjLua9pMlEvqreGFO6SF+2SFHM0gGaOL9j+L8+Y5JkqdV6BVcKNTdPffkxQ/Ji1/jNUyxHaeSAugmLRWNyCNQzJ3lVlMkTqOQ3X5AUfNFyzXeqzdydFrR3vYGU3oWGtpdgLq7QFxGACGzL+HLi7nfqaZmG+SrBJCCCHEkxfMbAAAIABJREFU+zExXnSATlrotItVDsatfbNy6BXWXcBkAwq9HxC4y99Y+z1vRsPlGyhzPvfjXZRLWnyASnsUhj/FSRoklc/IvPW3fl3FjJAWQDFhxlja3RBrU3RpZdrhXFu5XCYM7rG5e8hitUzBl8vZ99E9H54eRSEmjTH+ChTXZS6VyAU5C4UQQghxPdbixGejZEp0hE47GKeCdauXSqhk/iraxN9Y+z13bDrahvim9r+3PdStkhQ/wEm7FDt/iD/4CSoLxhismARpARST1umHxHGEdRdnfu5QbfkOvWyRze2DfLUDzpAgStg+bLF33GLY75DhYRa/QJXuzfz5IeaHnIlCCCGEuDKVBfjDZ7jhLjpuAGC8ZbhKG8TLtd8HONHBmCKdPjc8QKe9t7f/vY1ySIsPyNwlvOGXFLp/gBMdz3eCb879rAWwPO1Q3soYS5Lma5i1uJ5WJ8CkEbY0+23XWmsWV+5z0sk4PmtPO5yZkqQZB6ddtveadNsdrLGYhU+g8hFKkuciZ6RuUgghhBCXZzPc+AQnOkVnfazNMO7itQfKjtZ+Vyn2fsTQXcG6lRsOeLp02sFJmqP2P2/5vZ7LugukTgk3OcPp/iFJ6TFJ6Qk25wkP8TVfaQHM74/ixli2D1tEUciTD9al3WqG9YcxQRSh3BI6x+fcVRSLRYLyfbb391haqFAuv2Y+onjJGEu9PaDZCYjDIUqBKT8CvyrVKyK35NwUQgghxKXotIs//ClusI/OWljlYb2l9958dLH2u9D/4XxVC120/6VdjHNDm7eUQ+rfI3OX8YYvKHb/ADc8mK+v25yblRbAw7MuwWBIvdXn+dY+WSbn2KxqdYdkcUA6Z8sslpZqDGyNFzuHpHJ+vpa1llY34Pleg9OzNknUxxRWsYvfQvvVaYcnxFtJskoIIYQQb2cSvGAbb/gCJz5D2Qjj1LBO4Wae/7wd0I2O8YLtm3nOHPDCfXTWwyrnau2Rl2DdCmnxESqLKPT+Pwr9H6Oy/o0eQ4zHLLQA1lsDOt0hFkPxzhecdmFn70TmA82gOEnp9yNQLo5XmnY4N0prTe3Ofep9xebOMcbI+fmqQRCzddDi8KRNOOiQOWVM9Vvo4uq0QxPiUuajDlQIIYQQN89anKSBGx+j0v6olU0vXG/u0rsO5ZTI3Bp+/8ek3irWy9FK8mvQSRudNFHZ+7f/vZFyyAp3UekQL9jCSRrE5c9G1RM5r9q5tWagBbA3iDhr9LFZSLbwOQXtktY+ZP9sk3K5w7312rRDFFfQ7AQkSUBWuMc8viv4vk/lzmMO68/x3BMef3AXdcs3pkZxymmzT68fksZDlFfCLn6BuuFfmggxblJZJYQQQohvUCbEC16cD1Cvj2ZTectjSVRdGCV1FMXeD8DO8FBnk+BF++i0d3Ptf29h3TJJ8QOsSSl0v0+h90eotDf244qry3sLYBSnHJ52SZMBWfkx6jyhVqlUsOWHbO6d0u3KNspZkWWGTi8ELE5xTEnzHCgWixSWH7N30mf3sH5rKwCttZw0+mzuN2m325g0wS58jK08kUSVmEmSrBJCCCHEz1iDEx3jD77EiY7RWRfjVmESg8+VJius4yQNvMHz8R9vTLxoH5X2sbg33v73RkpjCmtk/hpeuEup8we4wc5sJ/3mUJ5bALPMsHfcIQoHmMI9lPvVGGu1ZSJnjWfb+4RRMqUoxVW0eyFxFGLHVd2ZI5XKAs7iR+wetjk6vX0bAq21HNV71Js90mhA5t/DLH7+jdexELNEklVCCCGEAEClffzhT/HCPXTSAO1i3NpEq0CsLpB5yxSGf4pOWhM77k3RSQudtFAmxHqT32xondKoygpLsf8jCt0fodPOxOMQr5HjFkBrLQenXYJggPKqqOKdb9xHKUXtzl3ayQLPNg9koHXOXQzWtjaB0t1phzMR1eoitvIB2/tnnNZvz/veRaKq1R5gs5is+jl6jivpxO0hySohhBDitrMpbriLP3yGE9VHc5bcGlYXpxKOcWtY5VDofh/MDFVwmAQvOphY+98bKY3xV0m9dbxon2Ln3+MG22DT6cUkRi2ANp8tgKeNPr1+AGhs+dEb7+c4Dkt3HnHag20ZuJ5r/WFMFMVYXUa958bWWVKrLZMUH7K5d0KzPf9LJ6y1HJ39LFGVLnyKzlkyXIjruj3vXEIIIYT4Bp20KAz+FDc8RKdtjC5ivEWY5oBapUj9dZy0gz/46fTiuKJR+18Po9xcVM5YpziqslKaYu9HFLo/QCe3rz0mL5y0jUrz1wLY7gU02gNsFmIWnrzz/r7vU1n5iIOzAUens1f9eFs0O0PSOMCWHkw7lImr1e4QOPd4vnU41zPWXiaqOpKoEvNJklVCCCHELaRMhDd8gRdsoeM62GTsA9SvRPtk/ip+8Awdn007mnfSSXPU/pdFk5nvdVlKYbwVksJ93PiYYucP8IYvZqtibR7ktAVwGCYcn/XIkiFp+QnqklVf5XIZvfCI7f06rc5gzFGKqwqjhOEwRrs+2i1MO5yJU0qxcmedgVrly619+sN42iHdOGsth5KoEnNOklVCCCHEbWINTnyCP/gpTnyCTroYZwHrVqcd2TcYp4rRhdF2QJPjiw0Tj9r/si7GnWL739ton7TwCKtdCv0fU+h+fyZngs2qPLYAJmnG/kmHOBpgSw/R7tXafhcXa4TuXZ5tHxKEkvzMk2YnIEmGZIXbMavqdZRSLK/ep50t8ezF7lydoxeJqnbnYkbVZ5KoEnNJklVCCCHELaGyAf7wGW64Pxqgjsb4tYlVeqSpodMPLz/nRikyfx2VDSj0/wPkdD6OF462/xnl56pq5hteVlk9wE3Ozqusnuc7ETgn8tYCaIxl/6RDFAyhsAJ+7crPcVG90kuqPNvcJ01l4HoepKmh2w9RaLS/OO1wpkprzZ21R7TiBb58sU8Uz/7cvlcTVZhRouqyFZFCzBpJVgkhhBDzzlrc8AB/8AwnPh1dNLtLWGdyA9TbvYAX+w129k+pN3uXf6Byybw1vHAbJz4eX4DX5CQNdNoetf/lJBHxTtojLTzE6gKF3o8pdr+PTrvTjmp+5bAF8KjeYzAYgvageO/az6O1prb2iPrAYWv3SAau50CrF5DEIZm3Mu1QcsFxHGprH9AIfJ5t7pOk2bRDuravVlQlpAuSqBLzTZJVQgghxJxzkgZOfIxOWxhVwHpLMKHtUHGSsXvU5uCkTRz0aIcuW3snV/oNt3UXMLpMofdDlAnHGO0VmRg3OkSnOW7/exOlMF6NpPhw1Bba++NpRzS38tYC2GgPaXcHKGswlcfv/Xye51FZ+ZDDRsj+ceP9AxTXZq2l1Q2wJkOVVqcdTm64rsvS2kec9jTPtw5Js9mrArTWcnjafZmoyqqfSqJKzD1JVgkhhBDzzGa48TE67WHcJXD8yRzWWhrtIZv7TTqdDiYzZAufUb3zmG6ywPbe1aowMn8VbUL87o/A5uBCw1q8cA+V9rE65+1/b6M9jFfDTc4gi6YdzVzKUwtgfxhx2uhhkoC08gR1Q0nrUqmEU/2AnYMmzXb/Rp5TXF2nH5LEEdar3tj3dl54nkd19THH7ZTNnWOMmZ0qwJeJqu5QElXiVpF3MSGEEGKOufEpKh1glTuxaqowStk+bHF81iEJexh/FVv9FO34OI5DdeU+x834iu2ADql/Fy86wIkOxhf8JY3a/zooE2FzkIR4H0aXR0nN6HDaocyfHLUAxknKwWmXNBqQlj5C6Zvd/FmtLpJ493i+fcgwlDlo09DqBKRJBKX70w4llwqFApU7TzisB+zsn8xE2+qriSojiSpxy0iySgghhJhXJsaJz1BmiHUqYz+ctZbTZp+tgya9bgdjLKb6Bar41XaUUqmEKd69ejugU8a4VYq9H6HSwU2Hf2nKROftfx1MDrcoXpn2sLqEF+1MO5K5k5cWwMwY9o47xOEAW7qL499826pSiuU7a3SzGs9e7M30bKBZNAxjgjBGOUXUrFZ6TkCxWKSw/Ji9kz67R/VcJ6y+XlFlJFElbhlJVgkhhBBzyo2OUFkfq4ug1FiPNQxjNvebnNQ7ZPEAW3qArX7yxoumWm2FTrLA9u7h1doBvRWUzSj0fziddkBrccO9V76u83HhYNwyTtKGTCpiblIeWgAvLniHw/OkdWF8s4y01qysPaQ+LPBi53CmWq1mXbMTkMQBpihVVe9SqSzgLH7E7kGb49P2tMN5LWstB6dd2t2+tP6JW0uSVUIIIcQcUtkQJ2mhsgjrlMZ2nMwYjus9dvZbDHpdrPLIqt9C+bW3Ps5xHBZX7nPcSq7RDriOGx3jBdvvF/w1OEn9vFomHuvXddJetgLGR9MOZX7kpAXwrDWg2wsABZUPx34813Wp3vmAo0bC/nF97McTo0UWvX6I1g7am+225EmpVhexlQ/Y2j/jtN6ZdjhfcZGo6nT7WJNJokrcWpKsEkIIIeaQGx2isz5mjO1//WHE5l6TeqNNmoZk5Q+h8tGlB/uWSiVs8S5bu1dtByyRuTX8/o9RSfe64V/ZqP3vaLT9z1mc2HEnQvtYXcALd6cdydzIQwtgpx/SaA4wWUhW+Xhixy0Wi3iLH7B72LpaMlpcS6sbkMQhmS8bAK9iaalGUnjI5t5JbhYDfCNRtSCJKnF7SbJKCCGEmDM67aDTLthsLNv/0sxwcNJh97BFMOxinDKm+vm15uAs1VbopFdvBzTeMqAo9n4w+jzHzVrccBeV9c7b/+bvRyjjVHCSJtjLJw7Fm027BTCIEo7OeqTJgKz8MXrC1V3VapW08IAXO0cMBrJpclyMsbR7AUoZdPHOtMOZKUopast3CJx7PN86pNsNphqPJKqE+Kr5+0lLCCGEuM2sOa+q6o3lIrnTC9nca9JsdzBpjK18DOVH116T/tV2wCtUSSlNVljHSRp4wxfXOvZVOMnZeaVMgnWKYz/eNBinAjbFCY+nHcrsm3ILYJoa9o87xEGfrPAA7U6+ZfUiEdC3K3y5tUecyMD1cej0QpI4InPe3notXk8pxcqddQZqlS+39ukPpzO37+WMqk4fa4wkqoRAklVCCCHEXHGSBiobnl8k39xq+jjJ2D1qs3/SIgq6GHcJs/gFyn3/hNjFdsDNq7YD6gKZt0xh8BN00nrvON5EZSFudIxOe/PX/veql62A29OOZOZNswXQWsv+SYcwGEKhhi4uTzyGC1prllfv0wyKbG7LwPWbZq2l2R1i0hhVvjvtcGaWUorl1fu0syW+fLFLECUTPf6riSqsJKqEuCDJKiGEEGJe2BQ3PhnNVHKrN/OU1tLsDNnab9Jpt7FZRlb5FFW6dyPPf6FWW6GbVtncObhaO6BbwyqHQvf7YMZwgWEtXriLSue3/e9VxqngSivge5tmC+BxvUdvMEQ5HpQeTPz4X+e6LourH3LcStg7PJt2OHNlEMSEUYxyy5LceE9aa+6sPaIdL/Dl8/0r/eLkfbw+UTXf/84IcVnyShBCCCHmhBufotIBVrk3klSJ4pSdwzZHpx3isEdWWMVUP0O7hRuI9qsu2gFPWukV2wEVqb+Ok3bwBz+9+biSU1TWA5vObfvfq6xTBpvgRLLF7dqm2ALY7AxpdYZgUrLy44ke+20KhQLe0gfsHnU4a0xuKcK8a3YC0iggK96fdihzwXEcamsf0Ag8nm0dkKTjbV211nJwIokqId5EXg1CCCHEHFAmwonrKDPAOlcfdP4qay1nrQFb+0263TbGWkz1C3Rx7Yaifb1SqYQtXb0dEO2T+av4wTN0fHOVGyoLcKNRpZq9oUq1vLPKx2ofL9ycdigza1otgIMg5qTewyRDsvLHubvorVYXMaUHvNg9pt8Ppx3OzIvilMEgQjs+2p3/RPqkuK7L0tpjTruK51uHpJkZy3FeJqq6fZQkqoR4LXlFCCGEEHPAjY7ON9WVQKlrP08QJmzttzitt0njAaZwH7vwCWpCFSKjdsDFq7cDOlWMLoy2A5obGJBrzXn7XxfrlOa+/e8lpUatgHFjMlsW59A0WgDjJGP/pEMWD0lLH4yl+vEm1JbvMOAOz7b2iRNpNX0fzU5AEg9JC+vTDmXueJ5HdfUxx+2Urd3jG5+19mqiCmtIJVElxGvJq0IIIYSYcSoboJMWysSjxMo1GGM5qffY3m/S73Uw1iWrfjHx4cyjdsB7o3bAq7QLKUXmr6OyAYX+f4ArJLpeG0d8isr6YLPRrKpbZNQKGOMk0gp4ZVNoATRmNFA9DocYfxXt53cJgFKK5Tv3aEZlnm8dkJnxVK3MuzQzdPohKHAKS9MOZy4VCgUqd55wcBaws396pV+evM3FAoRRospKRZUQbyGvDCGEEGLGudEhOutj9PUqOfrDmM39JmeNDmkaYMqPsAuPpzawd9QOeI/NvSu2AyqXzFvDC7dx4uNrH19lwctB9bel/e9VVhWw2sMbbk07lJkz6RZAay2Hp12CwRDlFKGU/yob13VZvPOI47Zh9waTALdJuxeQRAHWvzPtUOZasViksPyYvZMee0eN9z5Xf5aoGpwnqj6RRJUQbyGvDiGEEGKG6aQ9quQgA+dqrT9pZjg87bJ32CLod7BOaTSbKgeVGbXa8qgdcPtq7YDWXcDoMoXeD1HmGnNxztv/dNrD6vLY2/9yeaGuFNapjCqrrFS+XMWoBXAwsRbAemtIpzfEYsnKH07kmDehUChQrH3A/kmf03pn2uHMlDjJaHUCrMlgzHMEBVQqCziLH7Fz0OL4tH3t53k1UaUkUSXEpcgrRAghhJhV1uDGh+i0i9FXG6re7Yds7jdpNNukaYhZ+BhbfpSbH55ftgO2r9gOCGT+KtqE+N0/unKyxbmoqLIGe8Xk31VkmWH7sMX2YSuXrVBGl1EmQieNaYcyO162ANqJtAB2+yH1Zh+bhWSVJ7l57V7WwkIVU37A1v4p3Z4MXH8bay39YcTecZsXu3WCYR+8hZn7ns+qanURW3nE1v4Zp9fYZvmVRBWSqBLisia7T1cIIYQQN8ZJ6uh0MBqofsmL4yTNOK736PVD0mQIXg3KD7n+SPbxKZVKDEv32Nw7ZHGxQsG/5I8tyiH17+JF+6TRfbLiB5d7WDbEjU5Q2QDjjm8OTJoZ9o7a9Ad9ur0BKkv46IN11HsMxr9pVhexysUfbhP6Ur1xGZNsAQyjlKOzHkkyxFYeT2wBwk2r1VZonIU8297nF754fPnX+C2Rnc+manUDwigmiwOUdrGFdVRxui2ASaxpNxzQCsfNYYXoDVtaWqZtDJu7B7iOZqV2uV8QfSNRVZFElRCXJa8UIYQQYhbZFDc+QWV9jPPuuUrWWlrdgM39Ju12B5MlmMonUH44gWCvb9QOWL16O6BTxrhVir0fodLBJR5wvv3vBjYqvk2SZuwctuj3+yhdQC99zt5Jj6P3aC8ZC6Ww7gJOciqtgJc0qRbANDPnA9UHULyHcie3dfCmXQxcb0Vlnm3uk2VyrgGEUcLRWZdnuw0OjhoMeh2MUZiFT7CLX0w9UWUtRIFHuxXSPHvvfRYzQSlFbfkOgXOP51uHl6oGvFh+IIkqIa5HXi1CCCHEDHKjE1Q6wOK/c66SMZbdozaHJ22ioIf1VjDVz9Fu/rfcvVc7oLeCshmF/g/fmXBx4+OXLVzjav+Lk4ydwzbDwWA0H6zymEplARY+YHv/jEarN5bjXpfRJZQJ0UnOEml5dNECyHhbAEcr7zsEwQD8KhRWxnasSXEch9rqB5z1YGvvJJ9z3CbAWkunH7J90GJrr8npWYM4HGDcKnbp29iFj3Pznh1HDnGUUalUsKbMsJ+fqtBxUkqxcmedvlrly809BkH8xvteJKo63f5oRpUkqoS4MnnFCCGEEDNGmQgnqaNMgL1EVUW9PaDXG2BNhq1+PhMbw171s+2Ap1fcDuiQ+uu40TFesPPmu2UDnOgUlfXHtv0vilN2Dlvns2YqUPnZMOzFxSVi/z7Pt4/o5Wh2j9UlrHLwwu1ph5J7L1sAGW8L4EmjT38wBOVgS4/GeqxJ8n2f0vJHHJ4NODm7XQPXkzTjtNnn2W6D/aMGnXaLNEux5Uew9G1U+X6ukhzGQBy6JEnGhx/eY211mW7LIUtvUcJq9T7dbIkvn+8SRMk37nORqOr2+mCRGVVCXJO8aoQQQogZ40aHo8TKJdrV4iSl2R5ibTL6gVl7E4ryZl2/HbBE5tbw+3+MSl5TmXWx/S/rYXRlLO1/YZSyc9QmCvrgLX4jyaCUYnlljYFa5cut/dde/EyFUlhnATc6vh19Pu9hEi2ArW5Asz3AZjGm8vHYjjMt5XIZKo/Y3Dul0w2mHc7YDYKY/eMOz3cbHJ80CIc9UgrYxc+w1U9zsZX1daLAJQpTarVFHMehUnVZXFihcWZvzduE1prltUc0owpfPt/7yi9RJFElxM2RV44QQggxQ1TaRydtlImxzrtbQk4afZJoSObn67fzV3XRDnjcTjm7Yjug8ZYBRbH3A7DZVz7mRkfotA9YcPybC/hcECbsHLWIgj6pt4wtPXjt/S5m97STBZ692CNJs9feb9KMU0aZACWtgG82gRbAYRhzUu9hkiFp+QlqAkPcp2FpqUborPNsa58wL0nbG5QZQ7Mz5MVeg+2DBo1GgzQOyfxV7OK3UJUP0GN4H7opWapIIgdrLXfujFpQtVYsr5bALNC/+qK8meU4DsvrH1If+jzbOiBJM0lUCXHD5NUjhBBCzApr8aJDdNbH6HdvIuoPI3r9ELSDLi5PIMDxKpVKqPJ9tq7cDqjJCus4SQNv+OJnN2d9nPjs0kPqr2oQxOwetYmDAdZfRZfuvfX+o9k9j6gPXF5sH5KZ6Q+btroIaLxoe9qh5Na4WwCTNGP/pEsa9UmKD3Mzt2gcRknbddpJlWebB6RzMnA9ikfbG5/vNDg8Hg1MzwzYhY+xi1/glFZnIqkRBS5hmLC+uvqV231fs7a2TL/rkc5fjvGNXNeltv6Y067i+faRJKqEuGHyChJCCCFmhE7bo/Y/a8B5ezuftZaTRp80HpKVPnzrfWfJtdsBdYHMW6Yw+Ak6aYHN8MI9dDqe9r/+MGLvuEMc9jGFdSiuXepxnudRXX3McTNhZ+90+sOmlca4C3jSCvhGTtoZWwugMZb94w5RMMAUVnEKtRs/Rt6MkrYPOesrtnePp/8auCZrLd1+yM5hi83dBmdndeJoQOosYJe+BQtP0N7sbHJMYk0cK1zXoVKtfOPjlQWHxcryrdkOeOHV9+xWsymJKiFukLyKhBBCiFlgzXnLWg/rfPNC4esanSHDIARvYa4qMbTWo+2AnYzTxtVa04xbwyqHQvf70N9GJz1Q3Hj7X28QsX/cIQ17mOL9K6+ZLxQKFJY/Yv+0z+FJ80Zjuw7jlFHZEJXdoh6fy7IZOu0yrhbAo7Mug2GAcopQvHvjz59Xvu9TWfmIg/qQo9PWtMO5kiTNOGsOeLbbYO+oRbvdJE0TstJD7OK30eUHM9fGae3FrKqEe/dev6BDa8XKahlF9Va1A8LoPbu6/imJtyKJKiFukLyShBBCiBngxGfobABKv/OiOEkzGq0hZNFoo9ScKZVKULrH9l6dMLpKO6Ai9ddx0jb0d1BmgHHe3U55FZ1eyP5xm+S8ZUsVrtd+WaksoKsfsL3f4Kw53Ss/q0uAxg12pxpHHo1aAGPG0QJ42ujR7g2xJiMrz0915GWVSiX0wiO29+u0OoNph/NOgyBm/2Q0MP3otE446JHiYaufYxc/wyksTTvEa0sihySBcqmI7785ue/5itXVGv3O7WoHhFGC1V+Y7dmQQuSNvJqEEEKIvDMJbnKKMv1LJVdOG33iaEjmrc3cb/Av66IdcGvnau2AaJ/Uvwvh2Wju1w22/7W6AYcnHdJ4QFb66L1btqrVJZLiA17sHNPthTcU5TUojXEreNHh9GLIqVELYP/GWwAHQczxWRebhJiFJ7f2AnhxsUbk3uXZ9iHtXsAgiAmihDhJSVMz9RbBzBhanYDNveb5wPQmSRySuavYpfwPTL8MYyAKXeIo5u69d7czLyw4VBdXaJ6pW9UOKIS4eeNZWSKEEEKIG+PGx6MLYvx3JleGYUy3F6JQ6PLr2zXmwct2wOYmK402d1cvX8Fk3QWo3ode78biaXaGnJz1yJI+pvIx2n13q+a7KKVYXl6lcRbzbGuPn/viMaXC22eVjYtxyrjRKSrtYd2bH0Y/k8bYAlhvDYjDIdn/z96dx0iW7Yld/55zl9iXjIiM3LOq3zKeDQEGDcYYm8EID7LMIAFh8NjDZkYIj0fgP1iEQAYJC4SFZYwXjP3HDMJYYbA0/gPZAxgh/8Ei+42fxzOe914v1VVZuUdkrHe/9/DHjeyu7teVGZl5IzIi83ykUmdHRp44VXljub/7W0ovEPJxfuer4Lrhev/c58OP32DbFkJIpDBAChASQxhIU2JIgZQCKQSGlEhDYAiBlDK9XYrZfT6/r/HO9+7CDyKuRi7DiUfo+8RRgDALqNJLhFVcUKv9xxF4JoEXUatVkfL2v5mQgmajgOeUmYzGVNY3oUzTtEemg1WapmmatsJE7GEEPUTioaybAzJKKU4vJ4SBgyq/INuW4aunUCjgFrZ59eYttUqFfO5xPtZcXk05741JQpe49DWEmV2WTXqyvk3/POR7Hx3xg988xLaWfyqclgKC6b4mrPzI0h9/FclovJASQM+PcJwAw7QRGQQ9152UkubWIaHfxIt8UDGoEBFFkMRIESA8Ncuymv1Rs6wrpVCkMX4pBIYhEYJZwEuClJ8HvAz5TkDri4Gs66+FSHvSOU5AGDgg0l54ov41EMaTK1mJY0HgGcQqpNGY/4LAdTngyalPvhhgPd94q6ZpD6CDVZqmaZq2wszgGBFPPwsW3GQw8nBdH2EV4Jmc5NbrG1yejvj407f80DcPERlP9bvNWW9C72pCEjlEpa8vpJm9YRhsbO5zef6Ek5kuAAAgAElEQVQJH7065ge+vochl3xaLIzZVMAjHayaMaLBrAQw275nVyOHMHQxqz8Ad2jJ9pQJIbDzZeDu/9ZKKZIkIokjwjgiiUNQEagIEUUIFSMIZyPsFIIEhYJEpZNXZwEviUJIAykV0sgR53cx8vUnF6B6l++YeF7I5mYLecfXnFLZoFrd4Or8jM3dzAeuapr2DOhglaZpmqatKBmNkeEQoQIS8+ar2lGccH41IYlckspvePJZVdeklFQ2tjnvf0zzcsDW5v0amt+VUioNVA0mqMgjKn1zob1pTNOk0jzk5OIj7DfnfO1wa+mBOSWLGME5Ipqinkkw9L0WVAIYxQnDiY8QArNQz7RU9bkSQmAYFoZx//SeNOAVo+IQDAMM+0mV+n2VKJREgcQwFZXK3Z/vQgoajQKuW2E8HFN9WAs/TdOeoad8MUDTNE3T1pdSmP4xMhqnjcBvkfa4cUnsBiLj/jmrrlAoIIrbvDq643TAe1JKcXIxpnc1QYU+cXmxgapruVyOYuMlb88nvD3rL/zxviwxZqWA/pulP/aq+awEMOMBBoORS+i7JLeU/GrLlQa8TEy7sPYN0+ehFHiOiesFbLXv3/vwuhxwOrIIg+dyCUXTtKzoYJWmaZqmrSAZXSHiSVqOcktGgOdHXA0dQEF+azkbXDG12gbjuMLHd50OeEdKKd6ej7gaTlFxQFz55lIbYBeLRWTlkFdHPS56o6U9LpCWAholTO9ouY+7gj4rAZTZ9SdTSnE1clFJDPnbp65p2qKEgUEYQj6fI5/PPWitUtmgVm3Sv0RPB9Q07U50sErTNE3TVo2KMf0TZDROJ9fd4rQ3Jgwcotz2sx1xn04H3OF8GHN+OVjIYySJ4uhsyGA4QSXhLFC1/Cy2arVGnN/jo9enjMbeUh9bGUWMeIyInaU+7kqZlQCKjEsAR1OfIAhRZunZPo+1x6cS8F0TPwjZ3np40DQdEpHHEBXGi3lp1jTtidLvhJqmaZq2YozgAhk7aYnRLWVGw4nH1PGQRg4j97ybguTzeURxm0+OLjIvB0wSxZvTAcPRBFDE5W8iMi4Bu4v6RhNHbPK9T97geOHSHjcxCqASTO/t0h5z1VyXAKqMf/9XQ5cocFGFnUzX1bS78D0T34+pVsoYZjbBWMsStFo1pmNblwNqmjY3HazSNE3TtFWShJjBOSK+fcpYkijOexPi0CXK7y9pg6utVttgElczLQeM44TXJwMm4ykgiEtff/TMFyEEjdY2g7DKdz96QxDGS3pgE2UUMb3Xy3m8FbSIEkDXC3FcH2nmnkVPJG01JbEg9A2SOKbVbGS6dqlsUKs16J/rckBN0+ajg1WapmmatkLM4AQROyiZu3XW9+Vgiu95KLOGNB/WV+SpyLocMLoOVE0mJMIgLn3t0QNV16SUbGzuc+lYfPjqmDhOlvK4iVHCiEeI2F3K462UBZUA9ocOUeAS5Z5nzzltNXiuieuFNJtNpMz2dU4IQaORx5AVRleZLq1p2hO1Gp+2NE3TNE1DxC5G0EckHsq4OWsjCCP6AweVhFDcXdIO18MXywHvXyIXRjGvj9NAFdJGlVcnUHXNNE1qrRecDSJevTlbaHP5a4lRTEsB/edXCriIEsAwihlNfZASw65ktq6m3UUUSiJfIqWgVlvMcWhagtZmDWeiywE1Tbvdan3i0jRN07RnzPSP0wmAsnDrfc96E0LfIX7GTdVvkk4HrPLRq/uVAwZhzKfHA6bTCZgFktLL7DeZkVwuR7HxAUcXU45O+4t/QGGiZBHTe7P4x1oxiygBvBq5hIFLYjUzW1PT7kKptKm66/m0M2iqfpNS2aBWb9C/0OWAmqbdbPkjbL6k0+n8u8DvBxTwK8C/BuwAfxFoAN8Cfl+32w06nU4O+AXgHwJ6wO/udruvZuv8h8C/AcTAz3W73b82u/0ngD8OGMCf63a7/8Xy/naapmmaNh8ZjZDREJFEJPbNvaomjs944iGkgcxn21fkqZBSUmvscNH7iLPLAdubG3P/bBBGfHo8wHOnYJVRhdXvB1YoFAgrh3z69hU526LdrC708RKziBH2IfbBeCYlqAsoAUwSxWDkgUoQeR2s0h5HGBgEAeTyOYr52y+WPIQQgsZGHndaZXQ1pKbfwjRNe49HvRTb6XT2gJ8D/uFut/ujpAGlfwn4L4E/1u12vwlckQahmP33qtvtfgP4Y7P70el0fnj2cz8C/ATwpzqdjtHpdAzgTwL/DPDDwL88u6+maZqmrQ6lMP1jZDQhMUu33FVx1psQBw5h/mBJG1xP1+WAr+5QDuj5Ea+OB3juBKzqWgSqrlWrNeL8Hh+/PmU4Wmw/qURelwIeL/RxVskiSgBHU48g8FFmRWdIao/iOqsqCAK2t9pLecy0HLCqywE1TbvRKrwrmkCh0+mYQBE4Af5J4H+eff/ngX9u9vVPzv6f2fd/e6fTEbPb/2K32/W73e4nwIfAj83+fNjtdj/udrsBabbWTy7h76RpmqZpczPCHiKeolAgrRvv2x+6uK6HssoY1mKvgD8FtdoGo7jKR6+Oby0HdP2QT0+u8J0JidVAFdavF1h9o4krNvneJ0c4XrC4B5IWShaw/E8X9xgrZhElgP2hSxz5UNjJbE1Nu4vAMwn8mHK5jGkur+imWDKo15vpdMDlzIbQNG3NPGqwqtvtvgX+KPCaNEg1BP4WMOh2u9HsbkfA3uzrPeDN7Gej2f2b797+pZ953+2apmmathpUjBGcIeMxyry5qW0YxVxeTVGxjyquT8bPY5JSUp9NBzy7YTqg4wW8PhkQuFOU3UQU1nMqmxCCjdY2w6jK9z56QxBGt//QPaWlgAOIFxgUWxULKAGcugGu5yOMPCLDyYKaNq8kFgSeQRQnbLaWW4YqhGCjkcM0q4wePrhV07Qn6FHfGTudzgZpptMHwAD4S6Qle192fSn0q/JE1Q23f1Uw7isvq3Y6nZ8Bfgag2+3SarVu3LumPSbTNPUxqq00fYzewfQIEgF2FezajXd9fXKFICZff4lZri9pg+uvUqkgUByfvWJ/d4dC3sIwDCqVNDg4nnpcXI0RSUix8QGyuNgGw8tQLP4gF0ff5c1xjx/9oa9hGgu4PhnnYDIhX3Chun5ZaHfi90DZEFYhl82ktN6oj0FCrvUbMOzvz9Z69xjVtEWYDCVKhRwctKnVbn7/+Soyg2PUNPJ8+mmMZQoW3C5Le4b06+h6e+zLOP8U8Em3270A6HQ6fxn4zUC90+mYs+ypfeC6IcIRcAAczcoGa0D/nduvvfsz77v9C7rd7p8F/uzsf9Xl5eUD/2qatjitVgt9jGqrTB+jc0oCctPvIsMeiVkHf/zeuzpewOnpFVHko3IlGL//vtr3s+wc5/083/673+GHf+CQarXKeDxmPPV5ezYk9MbE+T1knH8y/7a56jafnn2ISr7H11/uIET2vWHMQJCc/R3c4O4nuuvEcl9huqckRhmChx8fQRhzft4njGICP/7K536lUmH8RI5FbfVEkcAZ2YRBhG2Z9zrWsjhGFYpiscKbV2ds7Sbo1m1alvTr6Hp77GDVa+A3dTqdIuACvx34m8D/CfwLpD2m/hXgF2f3/yuz//+/Z9//691uV3U6nb8C/IVOp/NfA7vAN4H/jzTj6pudTucD4C1pE/bfs6S/m6ZpmqbdyPRPEPEEJXNwQyBBKcXZ5YQwcEhKL1ai4eS6+awc8PIjmhcDqtUqw4nH8dmQKHBIigfIWzLb1o1t25SaH/D28kOs3CUvdrPPGEuMUjoVUEUgHvtj5YIsoATwauQShi5Jrr2yz2elwHMskkRQKAXIVd2odmdKge9YuG7Izs5ymqq/z3U5oONUGfavqLd0w3VN01KP3bPq/yVtlP4t4Fdm+/mzwL8P/KFOp/MhaU+qPz/7kT8PNGe3/yHgP5it86tAF/g14K8Cf6Db7cazzKyfBf4a8PfSu3Z/dUl/PU3TNE17LxE7GOEVIvFRxs0NmwdjD8f1EVYead08LVB7v3w+jyxt8+rtBSdnQ45Ph0TBlLiwj3higaprhUIBo/KCN8dXnF8OM18/MYqgIgzvNPO1V0XWUwCTRDEYuwihkPnl9gmaV5KAM7ZxpzDsJVxdSBLdBPvJiAJJGICdMykWH7/2zjQF7XYN18kReDpYpWlaStw2GeeZUsfHz2cUs7Z+dImVtur0MXo7y/kQ0z8hETkw7PfeL44TPnrTx3dHJJXfoBsxP1CSJFycvma3GqDikLj0EmE+/QDgVf+SXPiWH/r6AbVqtienpndEbNbxNn5LpuuuirQE8FVaApjB8+9q6PL2rEckSsjS+3t9PVb5ShwJ3ImN54VYlsVma4vjkwGICY1WgswmZqc9EqVgOswxnQYcHOxh2zdPoH2fRCnIFZCBl9G+FP1Ln6vBKe09pTP5tEzoMsDV9OM//uPw1X3Hv0C/DGiapmnakslomJYVqfjGQBXAxdUU33NQdkMHqjIgpWSjtUskq8SlD55FoAqgvtHElZt895MjHC/b6X2JUcK8LgV8ajIuAVRK0R85JFGAKK7exMkwkDhjG8cJKZfK7O3tYucM9vcaSFWmdyFJYp35ss4CzyQIYsrl4r0DVQDH04C/fTbi7cTPZF9CCGobOWy7xvAqkyU1TVtzOlilaZqmacukEkz/GBmPiY2bAyWeH3E1dIAElV+9E9t1Zds21a1vIsybyy+fEiEEG81txnGN7374hiDMLrCkjCKoEMN/etmUWZcATt0Azw8QZhGR0ZpZUAp818SdWDiOT7PVoLX5eYmiaQl29xsYokLvQhDrgNVaShIIPIMwitjcvP/EXj9OOHVDLiY+375w8OJsakRNU7C5WcOf6nJATdN0sErTNE3TlsoIe4jYQSlA3nxV+6w3JgwcotwOQo9I0h5ISkm9tUfPzfPhx2+JMjrBVMJGSRvL+ziT9VaJEQ0Q0YREZhPY7A9d4sAlzu9ksl4WlAJ3auFOJa7ns7u3Q636/aPeTVOwt7eBKav0zgRxpIMJ68Z3LTwvYmNjA/mAOrujacDUi9lrFwhMxbfPpmTVWiZfEDQaTfoXQvdJ07RnTn/y1TRN07RlURFmcIaMxijz+08G3zWaeEwcD2nYGLn6kjaoPXWmaVLbPORspPjk9Wk2J5hCpKWAQQ9U/PD1VkXGJYB+EDGd+gjDRpr5DDb4cNeN1D1HEUcxLw8PKOTfvzfDFOzu1bGtGpfnOmC1TuJIEPoShKKxcf/3lGkY0/MChIB2s8BBy+bYCziaZFNeLISgVrfJ6XJATXv27hWs6nQ6hU6nc3OTDU3TNE3TvsAMzhHRNC0puiFTKkkUZ70JcegS5Q+WuEPtObBtm2LjJceXLm9OLjJZMy0FDDDCp1MKmHUJYH/oEgYOsb2ZyXoPFUeC6SiH40QYhsnB4T6GeXtQzjAEO7s18nadyzNBpANWa8FzLVw3oN1+2PH3Zuoz9RNqG+mxUs+b1GoG376Y4kbZpEIZpqDVruI7OTxXH1+a9lzNFazqdDp/tNPp/Njs698J9IFBp9P5XYvcnKZpmqY9FSLxMYJLROKgjPKN970cTPE9D6wa0swtaYfac1IoFDCrh7x+O+Tscvjg9ZTIoaSF5bx6+OZWRJYlgHGcMJx4CCmQK5ApGfppI3V36lMpl9nb27lTWZhhCHZ2qhRydS5PIQp1QGGVhYEk9MG2LErF+x/PV37E0I+wTUm5+HkQd6+eI8opfvk8w3LAfFoOOOjpckBNe67mfVf6KeDvzr7+T4DfC/yzwB9ZxKY0TdM07akx/FNEPEHJAoj3n9gFYUx/4IAKUYX3j7XXtIeqVKrExT0+fn3GcOQ+bDEhUEYJI7wA9QTOLDMuARyMPULfIzEfN1D1WSP1qcV06tNqt2m1mrf/4FeQhmB7t0q52JwFrHR3kVWU/s4tfD9ga/v+WVWJUhzNsqo2Gl/MNjSl4EUzx4nn8+k4w+mAtbQccNDPZElN09bMvO8qxW6363Q6nSbwtW63+790u93/HXixwL1pmqZp2pMg4ilG2EckPsq4uVfNWW9M6DvE9rZuqq4tXL3ewBGbfHJ08uC1EllEJD4y7GWws8f1eQngw5+DSin6QwelQig83lTP60bqzqyR+v7+LtXKzRNJbyOloL1dplxucnEqCAP9mrVqAs8g8GOKpRK2ff8uLhdeyMSPKeYNcvb3l8ZWcybNDZNfuXRwomx61xmmYHOzSuDmdTmgpj1D876jfLfT6fwU8LPA/wbQ6XRawAMvw2mapmna02f6x8h4QiJvPjGcOD7jiYcQBiLfWNLutOdMCEGpUmc4VUwd70FrKZlHCRP7CZQCfl4C+LBgDsB46hMEIcooP1oAOomZlf0p4jjh5YtD8vlsSoylFLS3ytQqTS7PIPB1UGFVJAkEvkkYRWy1W/deJ0oUx9MQP1Q0mu/v4bZTzaHyir91OiHJqBwwlxc0Gw0Gl7ocUNOem3nfMf9t4A8APw78x7PbfgfwS4vYlKZpmqY9FTIcIKNxOiXNeP9VbaVmTdUDh7Cgm6pry5PP5/FFhbPzBzZHFwJlljHC8/UuBVRJpiWA/ZFLFDio/HYGm7u7KBJMxzmm0wjLMjk82MMwsmkaf01KwWa7SL22Se9cEPg6w2oV+K6J50Vs1Gp36kn2ZSdOwMSPKJYkxg3rmFJw2MhzHkS8Gj4s+H1NCEG1bpPL1Rj0dCBU056Ted+B33S73d/87g3dbvd/7HQ6/8cC9qRpmqZpT4OKMIMTZDQmuaWpen/o4nkeyixhWIUlbVDTQEpJvljj/OoNLw6TG09Gb5PIImY4QIYDEns9swNlNMpsCqDnh7hOgDBziEcYlhD4Br5j4rgBtVqVVnNxvxMhBa3NAoI2vbMLGm1JLr/GQcs1F0eC0DdQKqDxgN+7FyecuSFJotio3/6cqOQMWg2DX+07tIomVdu692NfM4y0HPDorYvn+uQL2WRtaZq22uYuA3zP7b+W1UY0TdM07UlRCZb7aZpVJYwbMzTCKObyakoS+aiSzqrSlq9YLDIOLK76D5sMmJYCGljeq2w29giynALYH7oEgUOSW25WlVLgOSbexGTq+Gxvbi40UHVNCEFzM8/Gxib9c4Hv6Qyrx+K7Fp4X0m61H7TO22nAxIup1M25s7N2KjnIC375zMm2HHCjyZUuB9S0Z2Ped5Dvy7nsdDpVQL9UaJqmadpXMP1jZDRAxA6JeXNW1Xl/SuA7KHsTkUE2h6bdlW3bYNc5vrh62EJCoIwypn+aRkzWTYYlgFGUMJp4CCGRdiWjDd7uupG660g8P+Bgf5fSAxup34UQgmYrT6PZpn8u8V0dsFq2MJAEAZimQbly/6DrJIy59AKkgFp5/ueDMZsOeBmFfDTIshzQopCrMXhgxbKmaevhxledTqfzBlBAodPpvP7St5vA/7SojWmapmnaujKCC4zgHBmNSMzajfd1vJDRaDavpPCwK+Ca9hDlcoXB4BLPC8nn71+6kxhFzGiICAcoeyPDHS6e6Z9kVgJ4NXYJA4/YarCsEHQSC5yphe8mIBQvXx4g5fID4EIIGo0chmhzcXHORkuQL2YzIU67mVLXvapCDg92H7TW0dTH8RKarbu/HpRsg3bD4tcuHdolk1pG5YCt63LAqU++tIYBcU3T5nZbiPz3kmZV/a/A73vndgWcdbvd7yxqY5qmaZq2jmQ0wvTepoEqowI3TP9SSnF2OSYMpsTFF0s7odW0r1IoFBhdlTg7v+DF4f1PcpXMAxLLf0WwRsEqI+xhBOeIaHxrkPk2SimuRi4qiZGF+09hu4soFLhTG88JyedzbG23H9RU+6GEENQ2bIRoc35+Tq0pKZZ1Ucaihb5BGCpKxUKaMXlPfT9i6EfYlqRUuN+703bFZujEfOt0ym89qGGIhzdIvy4H7F2d0s7HPEIsVtO0JbkxWNXtdv8vgE6n0+p2u85ytqRpmqZp60nEHpb3KTIepf1ubikjGow9HNdHGHkM++ZSQU1bNCkl+VKd0/4RB/sKKe95YikkiVnG8k8JygoyOEFdNBFNZkHmYToM4YYg8zxGE58w8FFWBfHAteYR+AaeY+I6PvV6jeYS+lPN43qSG7OAFaADVguUJOB7JoEXsPe1nfuvoxRHE5+pn7Czff+MKCnScsDvvnX5Xt/hB5sPL0e9LgecOjWuen2aOiFZ056seYuPo06n8zPAPwB84dN0t9v96cx3pWmapmnrJgmxvI+R4RAlTDBuvqIdxwkX/SlJ5JJUfuD7m0Nq2iMoFouMzk0GwzGNjeq910mMIqZ/iohHqAdmKS2aSHxs7xUyGqJkAeTDy5X6I4c49KH6IoMdvt91yVfgGjiuz852m1J5ef2p5iGEoFbPIcQWZ2fnqERQrMTrEMNcO4Fn4nsRtXr1QeWfF27IJIgp5CS29bDUpaJlsN20+M6Fx1bZYiN3/2yva+l0wApvjlzcqUdBlwNq2pM076WeXwD+HWAMfPSlP5qmaZr2vKkEy3uFDEcoQBm3N7S9uJri+y7KqiMyODnWtCzYtk1i1zk96z1oHSULgMR0v9zydMWoGMv9BBGNSJAoI/fgJR0vwHUDMPILfW6rBNzJdSP1kMPDvZULVL2rWrPZ2W4zGhhMRnIt+++vsjgWBJ5BohSt1v0z66JEcewE+GFCs/WwIQPX2mUbsyT41qlDlGQ1HVDSajQY9ARJrCOfmvYUzfsK9DuAD7rd7mCRm9E0TdO0dWR6bzDCASLxSazbs0g8P+Jq6ICKUYUdnVWlrQwhBKVShd7wksCPsHP3PFkVksQsYfnHhJW/L9tNZkWptGw3HCFUhDLvn0n2rv7QJQwcVOnl3FeF7yqJBc7EwvdiEIKXL/cfpZH6XZWrNjuizcnJORBTruoMq6z4TtpUfXPzYT3STpyAiR9TLhkYGfU8k0LwopHnu8cu3+k7/Egrm6BqtWYxndbpX6blgPpY0rSnZd5XoNfAwy81aZqmadoTY/hnGGEPEU9J5jzZPeuNCQOHKLezlH42mnYXhUKBaVLk/PJh8+ETo4iMp4honNHOsmUGJ8jwChE76TCEDIRRzHjqI6SJtBaT5RSFkunYxnEi7FyOF4ePM/HvvsoVi729NtOhyWRo6AyrDEShJAgEhmlQqdz/uPPihDM3JE4U9Xq2x1TBkmw3TL438ui5QSZrSkPQ2qwQh0WmEx2p0rSnZt7LZb8A/GKn0/njwNm73+h2u389811pmqZp2hqQ4QDTP04n/5mVuS7rjiYeE8dDGjbk6kvYpabdjWEY5EsbnF6+ZW9XIe6ZrpCWAoLpvias/EiWW3wwGfYx/LP0uWvVMkvJuBq5hL5LbLcWMt0z8A28qYnr+mw06jQ21mfa4ruKJYvdvTbHxxckiaK6keismHtSCjzHxPdC9vfv31Qd4O00YOLF1OrmQiZJtss2QzfhW2dT/olDC+u+QxzekctLttoNTk5Pse0YO6ejn5r2VMwbrPrZ2X//yJduV8DXstuOpmmapq0HETtY3uv0ZFeWQNx+apokirPehDh0SUrfWFiJkKY9VLFYZHghGY2n1Kr3nFQpjNlUwKOVClaJeILlHWU2+e9akiiuRi6QIPPZTuO7bqTuuRLfC9je2aJUvL033iorlkz29jZ5e3yBIqCmA1b3EvoGYQiFQo5c7v6FMJMw5tILkAKq5Wx6VX2ZEILDRo7vHLv82qXD39/OJvuwVDGp+y36F+e0d0AaOmClaU/BXK9E3W73g0VvRNM0TdPWRhKkTZnjEUrmwJiviXJv4OD7Hlg1pKmr67XVlcvlGJg1Ts569w9WAUoWMYILRDRBmfdfJzNJgO2+Sqd2GsVMJv9dG048wiBAWdVMy3tVAu7UwvcFURBycLCLbT98otoqKBTTgNXx20uGyqfW0AGru1AJ+J5JEIS8fLH/oLXeTHwcL6HZWuzAj7wp2WvZfHLmsVux2Cw8/FgWQtBs5Am8Or2LK1pbun+Vpj0F+qKupmmapt2FirHdT5DRGJRAGfm5fiwIY3qDKSoJUYXdBW9S0x5GCEGxVOVyGBJG8b3XSYwCoDD9o+w2d1+z566IRiRComS2AZ+roUsS+aj8dmZrxrFgOrZxnQSVJLx4efBkAlXXCoU0YBW4eQY9iUoee0frw/dMAj+iWi1jGPcvPO17EQM/wjYlpcLi+581CyaFiuRbp1PCJJtfuDQE7a0qJGVGfR2p0tLXT2ciyOgQ0x7BXJlVnU6nCvxh4LcBLfh8cFG32z1cyM40TdM0bdUolZb+hUNI0gyKeZ33JoS+g8pv66bq2looFotcDvNcXPTY3WnfbxFhkJglTO+IsPSD2W7wLt597qoIMpr8d23iBLi+jzALSJlNCVUYgDO2cd2QQrHAztY9fwdrIF8w2D/c5OjNJVc9l3ozYQEtk56UOBYEvkEchzQb9+9dlijF0dTH9RN2dhabVXVNCMFBPcd3XJdfuXD4jVvZZF1atmBrq87x2wA7H1Ao6XLA50iptDzWd03GcYhCsNHSx8KqiKP5g8nzvg38KeA3Av8Z0AD+IOmEwD92181pmqZp2royg1Nk2EckDsqcf3rYxAkYTdy0r1Uu2142mrYopmliFuqc9saoB4xsU7KIEY8RkZPh7u7ms+duPEVlNPnvXVcjhzhwiXIPa3B9LQolo4FkOvWp16tPOlB1zbYlBwebxEGRq0upsyFu4bsmvhvSbDYf1Az93A0ZBzGlgsS2ljdVMmdK9ps5Pp36nE79zNYtlkw2N1sM+pIw0BlWz02SgDuxcCYGjhPQqLfwvRyeo4+Fx5Qk4HsGk6HNZDh/dvC8r2z/NPDPd7vdXwTi2X9/N/D77r5VTdM0TVs/6fSw09nkv+rcDTGUUpz1xmlT9eLDeopoT0sSC+J4tT9Al0plRq5gMnXvvUZiFEAlj1YKKMOrz5+7GU7+uxaEEZOJj5AmhlXIZE3fNXGmPmLZ6AQAACAASURBVDs7W2s78e8+LFuwf9hCRUWuLnTA6n2iUBL5EmkIarX7ZyWFieLECQjDhI3mYpqq32SjYFCuSv72hUMQZ/fLrtYsatUW/Qv0MfSMhIFkOsrhTGOSRPHyxT7t7TrNjSaDviRZ8ffbp0ap9HfijC0mwxzjgWI6ibjLta95g1USGM6+nnQ6nTpwAnzjTjvWNE3TtDX0kOlh/aGL53lgFhHmek/v0rKTJDAd2wwuJWGwuvVO+XyeQFQ4O7u8/yLCRBlFTO9Ndhub96HjKZb3BhkPSYxKZpP/3tUfuoShS2htZrJeFErCEPL53NpP/LsPyxLsH7RQqkz/Qp9gvkuptITGc01cL6D9wIy7Eydg4seUygbGI9RdCiHYr+dwDcW3z6cPyuD8wrpS0GwWsK0aV5fiTifH2vq5HkIxHZs404BqtcLh4T6GaSKEoFa3KOQ36F+gj4UliCOBOzVnASqD8TAi8GNqtToffHDA/v78fVvnfVX6Nmm/KoC/AfxJ4E8D373TzjVN0zRtzYjE/3x6mCzcaXqY64VcXk1JQp+keLDAXWrrRClwJzaeF6KSPJen4LurGbASQlAo1TgfBsQPyHxIjBJGPELE98/QuvuDBljuK2Q0RMk8ZNRL6l1xkjCceIDCLGRT4ht4Br4Xsr2zlcl668i0BPv7DaQq0zsXzzZgdR2cCjwDZ3KdnWDhTCLyhRyF/HwDPr6KFyWcuyFxoqjXllf+92W2ITlo2rxxA44nQWbrGqZga6tGHBSYjDJbVlsxUTjLphonxGHMwcEujcYXX4ulIWhtlkiiAs7keb6WLFqSgO+mZX7jocVokOC5EblcjsMXe7x8ecDGRu3OJcvz3vvfBF7Nvv45wAXqwE/f6dE0TdM0bZ2oCOvd6WFGbu4f9fyI16cDAm+KKuwgxOOdDGirxXMsfE9hWxYvXm7SaLbpXQiciVzJq77FYpFpmKPXu7r3GolRnJUCvs1wZzf4bGrnCIVMg1ULMBx7hL5HYtUzWS+OBFEoMU3jQYGIp8A0Bbv7DUxZpXee/rus4vMja9eN093r4NTQYnilGA9jfC9CGiabW5vsbD8smHk0DZh4MbW6+aCeV1nYKJhUq5JvXzh4GZYD2jlJe6vJZGgTeKt5QUC7H6XAc0ycscV0GlAoFXjx8vC901JzOUmr1WA0kHdq8K29X9rIflbmN8gxGiqm0xCQ7O5s8cEHh2xtbWJZ9x/ccOslpk6nYwD/KvCfA3S73Qvg99/7ETVN0zRtHSiF5X6KDIcIFd+poXoQzgJV7hRlN3VTde0zvmfgu4Ikidjf30UIQaORxzK2OTs/J44F5WqcdVulB7EsC5mvc3xxTrvdvN8iwkTJtBQwLC64i4RSaelfOIQkvNPUzrs9jKI/dEniEFHOJgsq8E08L6S9lU1J4bozTcHuXp3jY7g8G5HLW1iWwDAV0kgwDIVhJIuo7lyaJIYoMogjSRxKkhj8MCSOIgzTwLYsmq0NyqV8ZkGlcRjT8wMMCdXy8ntVfZX9eo5f91y+fT7lx7bLiIxeBEtlg2ajSe/inPZOeuxo6y0tM7MI/IQoCtnZ26KYv71fYLlq4jpNeucXbO5k3r7wWbjO9gwDgyg0CIOEMIgxLcVGvUG1Wso0+H3rq1O32407nc4fAP5wZo+qaZqmaSvO9N8iowEice+UNRFGMa9PhmmgKteA/NOf4qXNJwolvmPi+z4vXhx89oFOCEG1bmOYW5wcXxDHilp9tU7Ai8USwwE4rkexcL+Mn8QsYoR9iH24Q5biXRnB2WdTOxOztrDHmTgBvh+k/egyyJxM4rQZrZAx5dLz61X1PoYp2NuvM53kGU8cPNcnjhVJkpb3WKaFZadBCMNIPgtkPXKy0HslCcSRJAolcZT25AqCiCiKMYwEy7Zo1JtUqgWkXExG7puJj+MlNFv3z3jImmVIDps5Pj3xOZr4HFSyySwUQlBv5PD9DfoXfVpbaqVeW7X5KXVdJm3iOgHFQp79/fbcwREpBY1WEfeozHg4pppNQuyzkMRpgCoMJFEIvh9hSEWhWGR3p4b5gOypm8wbSv954N8C/tRCdqFpmqZpK8QILjCC89nkv/lPdqMo4fXJANeZoKwK5J9vzxnti5I4vRLsuAG7O9uY5vd/BCuVLfYPtnj79pKryKXeUitzwl0oFBgPypyeXfK1l/ebapnIIoa6xPSPiYofZLzDlAyvMP0TZDQgMesLvXTeHzrEoUdS/trcfTVuEvgmvhex0Xg+0//mJaWgUi1QqX6ePRFFMZ4TMHFcPN8nmSYkiUBIME0TOyfTzKt3srCksfysmuvg1HWAKg1OxURRuifLMqnVNqhWixjG4svFe17I0I+wLUmpsFrl6bW8Sa0W8XcuHFoFm4KZzQuglILNdpm3RwGD/oh6U2fVrJskFriOReBDEPhst9uUKqU7r2PZgtZmnZMTn0IxxLJ1pt37pNP8DKLAIAoFvh+RqIicnWN3r7mUUvV5g1U/BvzBTqfz7wFvgM9+q91u97cuYmOapmma9hhkNML03qaBqjtMD4vjhNenA5zpFMwSFPYWvNP1o1T6gfO5lWEoBc7EwnVDGo0axeL7yxXyBYPDwzZvjy7pnztstNRK/HtJKcmX6pxfveHloULKe5zpSQslC1j+pwsJVn1h8p9czOS/a54f4TgBSAtpPvwDe5JA6BsoAuq1xZQtPjWmaVCuFii/E8BSicJxAqZTF891cZOYOE4DE6YlsW0D00yDVoaZIA2FlCrTwEVaJvN55lQcCcIwJgpjhFSYlkGlWqFaKT2ol8t9JErxdhrg+gk7O6uTVfWuvXqOX/ccfvlswm/arSAz+uWYlmBre4OjowB3GlAsZ9cbS1uswDfwXRPPCTFtk5cvDh8U2C2VDer1Bv2LM9o7C32rWDvXr19pkEoShjFhEGJaJo3GBpVKtmV+t5k3WPXfz/5omqZp2pMlYg/L+3R2sluce3pYkijenA5xphOEkdOT/77CdWZREEAuHz2bEwWl0pHavhdTyOdpbNyeNWPZgv3DFifHA3rnIxqbAtN6/H+vYrHI1dji6mpAs3m/7J+0FHAAcQDGVzfCvd/C4Wzy32g2+W+xJ+JXI4cwcIgLe2SRmxL6Bn4QU63oQNVDCCkolXOUyjnSWVBpbzHPC5lMXFzXw/ci4kiBSEsMbcvCtMEw0uDV9X/njZFcn9zFkSSaBaeiMCEMY4RIMA2DUqlEtVp+b/PnZTl3Q8ZBTKkosa3Vyqq6ZkrBYTPPx8cur0c+L2vZZW/kC5L2ZpOz8zMsW+msmhWXJOlAksAT+L5Ps9mkXn/4a6QQgo1GHsetMrwaUr9nK8an5PMyP4MoVLMyv4Riucjebh3jK7LBl2GuR+12uz+/6I1omqZp2qNSEZb3CTIcooQ194l0GqgaMJ1MUcJClV4udp9rKAwknpNmFhkiz7CfgIBi6fEDMIsWeCa+J1AItu7QNNs0BXt7dU5PJZenVzS3JJb9uP9etm0j7DrH5/37B6tkEUP1MIMTosKLbDamkncm/4mFTf67FsUJw4kPQmDkHt4TS6m0BDCOAhoN3UQla0IICgWbQsEG0t+XUgrfi5g6Pq4zxRlHJAkoFNIQ2LaFZZGWD5pfDGAplU7si0NJHBlpcCpWBF4EIsEyJYVika2tMrnc4nqz3VWYKI6dgCBM2Gw/btDsNtWcQbNh8is9h3bJomhmF1ir1Cx8v0Xv/Jz2Do9SGqrd7vpzg+9HIAQHB/vYdnYXIUxT0N6s8/ath1cMyBee33GgEgjDNEAVz8r8VBKSK9js7W2Tzz/+69dcwapOp/Ovv+dbPnAE/D/dbtfPbFeapmmatkwqSbMywiGgUMZ8zY2VUhyfjxhPpiAgKb1Et8H4XNoM1cR3DVzHZ6NZZ6NeZzQMOT8/QwCFJxywCgOJ7xoEgc/LF4d3Tp2XhmB7p8rlhcnlaY/GpiRXeNx/r2KpzNXwEt8LyeXvceIgbZTMY3mvMwtWWd5rZDSAJEBZi2uofm0wdgl9F2U3Mnm+p1ezE8ql5ZZXPGdCCPIFi3zBgmYZSF/PwyBiMg1wHQdnGpDEAqUU0hRYlollCVQyC04FMagI0zTI5/O0Wsvp4XJfJ07AxI8pVwyMNTjOdis5ft1x+FunE/6xvWpm5YBCCBqtPL5fo3c5oNXW/atWiVLgOSahZ+C6PrV6lVZrMalP+YJIJ0VentLeW50ekYv0WZmfbxCFkiCICaMQ2zJpNhtUq+XH3uIXzJvP9dPAPwqckQan9oEt4G8CLwE6nc5Pdrvdv7mAPWqapmnaQpn+EUZ4hUh8kjlPdpVSHF+MGY4noCAufx2hGx98JknAm9r4PgS+z87+9mejpas1C6XanJ+fIwXkik8vYBVHAm9q4bo+u3s79+6vkTYGLmKYkv7FBbWGpFBKHu3kqlAocD4ocnZ+weHh7r3WSIxSOhVQRSAeVlpg+Kfp5L94mjZUXzClFFdDF5VEkJ8/U+7966XTrcIwZG9vJ4MdavclhMDOWTRyFjQ+b9wchhHONGDqOPhuACTYOZvWVoNC6f3951aJFyWcuyEqgXp1Ncv/vsyQgheNPB8ee3w89PhGPbt/a8MQtLerHB2FjIdTqvXnl1WziqLZ+6bvJagkYG9/d6HZPdeTeKdOnavLPo3Npx24DH2J71qEUZoJapgxpXKZZqO+sMmjDzXvJ4RfBf5yt9v9b65v6HQ6Pwv8IPBbgP8I+BOkAS1N0zRNWxtGcIYRXM5OdufPyji9nDAYTlFxTFz5hg5UvSMKBe7UxvcipGHwwQeHX/ggJISgVreBNhcX5zRaTytglSTgTm0cN8gk20IIQaORxzK3OTu7II5iyrX4UT5UG4ZBvrTB6dURBwcKcY9NJEYRI+xheCfEhfv3d5PhIJ38Fw7TIPMS/kHGU58gCEnMMjKD53wUSsIQ8oXcUibBaXdnWSa1ukmtPl/G7So6mvpMvJhazVir7L1yzmCzYfBrfYd20aSaYRmYbUu22hscHwfYdki+qANWj+ULWdiuT6lUot1uLeVYNQzB5maFoyMX1/Eolp7mcRD4Bt7UxPV8CoUi+wetlSpTfp95j4DfA/y3X7rtTwM/1e12FfBfAT+c5cY0TdM0bdFkOMD0TtLJf2Zl7pPds96E/nCCin2i8tcRQp9kQvqB0/cMnLGNMw0ol0ocHux95RW764BVq9WmdynwvfU5gbqJUmlGmedFlEtFahlNdhNCUK3Z7O62mY4shlcS9UjxvWKxyNg3GYzG91tA2iiZw/I+vfceROzMyv9GJEZ5aeOc+kOXKHShkE0WVOCZBH7IZquVyXqa9mXjIKbnhxgSqpXHaZL8ENuVHCIv+OWzKYnKNpBQLBm0Wi2uLtPG+NryxbHAGdtMx+B5Ads7W2xvt5caVM3lJa1mg2H/aR4HoS/xpiaO67Ozu83uztZaBKpg/mDVGfC7vnTb7wTOZ1/ngTCrTWmapmnaon1+sjskkSWYM+B0eTWldzVBRR5x+RvIOScGPnUqSafeuZP0yuj2TpvW5s19JoQQ1Ddsms02/fOnEbDyXRPfBykNtrbama9fKlvsH7Tx3TxXl5LkEQJWtm2TmDVOTnv3XiMxSpjXpYB3/uEQy/0EEY9Q0gZjsZP/rrl+iOP6SCOHzGCSYRQKwhBsy8y0cbCmXVNK8Wbq43gJ9Y31fK8ypOBFM8dlFPHhwM107euLJpVKk8szHuX19Lm6LoF2RjbTSYRhmLx8eUip+DgZjJWaRbm0Qf8i3dtTEQYSd2rhOD67O5+3Y1gX875q/Rzwlzqdzt8F3gAHwI8C/+Ls+/8IaRmgpmmapq2+e57s9ocO570xSeQQFb+BlPoEE9L+TO7UwvdiFIKXLw7mHnOclrjlQLXpn5/TbEvs/HqeMQS+QeAahEHAy5f3L2+7Tb5gcHjY5u1Rj965Q6OVTixbFiEExVKF3qhH4EfYubufBCujCGEfw78kzm/f4QcTbC+d/IcCZS7vg3d/6BIFLnHxgCxyKQPfxPd0ryptcfp+xNCPsC1JsbC+GcAl22CrYfH3Ll22iha1XHbvvVIKWptF/LdVBv0hG82n3bdoFaQ9LS0CX+D7abl8rVZ51D1JKWi2Shy98ZiMJlQWP6tj4cJA4k5mvTN3tykW1ytQBXNmVnW73V8Cvg78GeCXgf8O+Nrsdrrd7i91u93/dGG71DRN07SsqBjb/fjzk11jvjfvwdjl7GJMEjpExa8jzfVIoV60wE/L/qbTkFwuf6dA1TUhBI1mjo2NTXrnEPjrd6YQRwLfMXE8n/393YU3K7UswcFBE1NWuDwXROFys9KKxSJuUuD88n7ZVUrYKGljeR/f6edM7006tTMJUObyphaFUcx44oGUGPbDT6riSBAFEtOUKzEeXHt6EqU4mga4fkKjub6BqmtbFRuzKPjWqUOcZBucN03B9lad0CswHa/f+886CQPJdJTDmcYkieLli/1HD1Rds21Je3ODydAkDNb7OLgOVDmuz/bO1loGqmD+zCq63e4l8D8scC+apmmatlhKYb17sjvn5L/RxOPkfEQcTolLHyDN1R1PvizpeGkL3xN4rs9mu0Wtev8PnEIImq08qDa98wua7QQ7tx65+EkCzsTGdXy22m1s++ElYvMwTMHeXp3TU5PL0z7NtsTKLScrzTAMrGKd094Je7vtuzdaFyItBQx6oOK5ynAN/wwj7CHiyVIm/71rMPIIfJfEbs7dQ+MmgW/ieSHtzYdPFNS0r3LmhkyCmGJBYlvrH6ySQnDYzPHdY5fvXTn8YLN0+w/dQS4v2Wo3OTk9xc7Fa/P+sy5UMvvM4At8L2Bjo0qj0XjsbX2fUsWg5rboX57R3lnPLLsolJ9NI97Z2Xq00sosvDdY1el0/mq32/2J2dd/A/jKZ2y32/2tC9qbpmmapmXKDGZj7hNn7sl/E8fn+HxEFEyJCi8wzPV9089KHKdlf4GXEMcxh4d7mQRohBA0N/MoWrOAFSt/wqAUuBMb3wupVqtUKtmeQN1GGoLtnTK9C8nlWY+NTUm+sJyAVbFYYtQzGI8dqtW7/73TUsArjPCS2N668b4yGmL6x7NhCNWlnkEkieJq5AIJIn9zH7b51kuvegsRU67o1xMte2GiOHECwihhs72c4PkyFC2D7YbFdy492mWLRi7bv1upYrLhb9I/P2NzFwxjtd9/1sV18MT3IhSKg4PdpV3Uuavr6buuU2V0NaLWWK9jIApnGVVTn+2t9loHquDmzKpfeOfrP7fojWiapmnaIsmwj+Gfpg3VzfnG3DtewNHZiMifEOX3MOzllR2tqjCQeI6F64bkczb7+1uZTu0RQtBqFYBNeucXbG4LTGt1e1il2WUJpmXe2lB+UaQUtNpFDNOgd3FBrQGFUrLweE4+n2doVDk9v7xfsErkUNLCcl7dGKwSsYvlfpoGqu4wDCEro6lHEPgos4LIYOpg4Jn4fsTGxkYGu9O073c8DZh4MeWygbHEqWrL0C7bDJyEXz51+G0HFqbM7oXuuoei7zfonffY3F7PzJpVoVQ6dCTw0sErlWp5LbJJTUvQ2qxyfOxSKIbY+fUIWF0HqqZOwNZWm9KSL54twnuDVd1u9y+88/XPL2c7mqZpmpY9EU+wvKM0UGVU5hpz7/ohb06HhN6YOLeLkVtu2dGq+fKHzkazyUa9upDHElLQbBVQSYuL00s2t+VKBqwCz8D3BHEcs7+/96h7EUKw0chhmlucnV0QRzHlWrzQE6200XqVi+EVX4sSTPOOJ8VCoIwSRniR1oh81fPyC8MQckub/Peu/tAljnyovnzwWiqBMDBQSUh9Qc8f7Xlzo4QLL0Qp2Kg/vSEgUgheNNJywF/vOfzoZrYn5NIQtLfKvH3jM+xPqDfXI1CxSpRKM7DTJuoJURSys7dek+iKJYNGo0n/4oz2nmLVY75RKNKMKsdnc7O19CzvRZm7Z1Wn0/nHgX8Q+MJl5W63+0ey3pSmaZqmZUUkPrb7ChkO07Ijeftbnx9EvDkZErgTktwWMv+8MyCSZFbq5idEYcju3g6F/GL7dl1nCylWM2AVhRLPMfF8n8P9/Uyzy+5LCEG1ZmOabY6PL4kTRbWeLPRDdrFY5HKY47LXY3vr7lfME1nEDAezUsD2F7+pEizvFTIazib/Lb9X3NQN8LwAYeTneu24TRAY+H5MpaqzNLXFOJr6TL2YWn39+1S9T8GS7DRMPrzw2C5btArZlpRZlqC9Vef4bYCbDyiUnnfASqnrPwKViPTrRKCUIElmtyuBuv46Scun/SCkmM+zv99eiffIuxBCUK/ncKY1BpcDGu3VPQaiSOBObRxnNlnxAf1DV81c77qdTudPAB3gbwDuO99a3d+apmmapqk4zcqIRiTCAHn7B9ogjHl9MsB3Jyi7ici3lrDR1RWFEndq4Xshpmnx8uXe0j50SinYbBdRSYPLsz6tbYFpPv5Hj2TWs+u6ealtr1b2QrFksb+fBqwGkUe9mbCo4YSmaWIWNji5OLtXsErJPEqYWM6n3xesMv0jjHCASHwS63EyG6+GLqHvoMofPLixulJpCWAchzQbqx8Ad6KYMyckVIrtgkXVfniwTluscRDT90IMKaiUn/bva7NsM/QSvnU25ccPLawMywEBiiWTzc0W55enmFaCZT/+e0+W0oATs4DTLNj0ThDqi98DEohVQhwnJIkiidMIlvj/2bvTIEm3/L7r33OeLfe9svbqvvfOHUkgJGHZ0tiyZTkIDTYRDvMCMgQOSzYmjFlsvyDABBgrECB4ReAgCAeWsZHBLAkRIEcgI4wdDllgjaQZSaORZu4yd+be7q59yfXZn3N4kVlddZfuriWzMqv6fGbqdtVTlZmns7OefJ7f8z//IwRCaoSQCAFSAFLg2i611Tql4v3tmWTZgpV2hafPAoJxtJShZZYKgtEkqGq2GlSrD6ti96p7sT8OfHe3292d52AMwzAMY2a0xplWVAmVoZ1XX2lK0klQFQZj8GqQe3nT54fs/MQ6CibT/mq1Ks3m3a/cI6WgvVaCfTjeP2VlDawFBlZagz92CP2Eer26tM1Lc3mL7Z02z56ecHI4prGi5/a8FQpFBmeC0TigVLzmNA8h0HYJKzn82FRAKz7Eio8XsvLfuTjJGI5DpGWjndv/OyexRRIrivn8UlcZDOKUfT/hLE4Yh5ogy/i2CNmsuGyVPKomtFpKWms+GkeMI8VKa7kC9HkQQrBd93gnCPjt4zHf1559tWKl6hDFLU4OD2lvsPRTwWBSCa0ycakKahI2KfXZ1U9KKTKlnn8NGskkdRJCIyyBRCKlhet4OAUbx3FwHAvHsbCsh70/yOUlrUaTo+N93Jxaqqb7WSqmKxEnNBoNag8sqIKrh1VPgGieAzEMwzCMF9IayEArhFZANvlTZ4BC6On3mG7TGULHyHSAUMGVqjLSTPHRXo/AH4NTQufW5/23WlpKMVm5JxIkccz6+hqFwuJ6TZwHVnofTvZPaK6JhQRWWjOpMgsUXs5bymW3L3McwfZ2k71di+PDAc2V+TSrz+Vy9Cmzf3jE597Yufbtz6cCyqSHchuTlf/C3eliCHe78t9lZ4OAJA7R3gq3HcEk/LVI4pTNjeV73WitOY1S9oOEUZwyjhSOJWjUbYpFl6NhwgdnEc8GCetlh+2SR8172Cep981plDKIUlxHUsg/3CmAl+VsyVbL5VsHEetFh9WiN9P7F1LQbOaJohpnxz0aK3opG64rBWlskSQWWSKIkwyVqWmllLqofkIghEBak7DPthw8z8axXVzHwnZtbNta6jB9ESo1Bz+oc3p0Qmt1OZrunwdVvh9Tr1fn1kN0ltT0feYgSPg9V7zNVd9l/jTwM51O538CDi5/o9vt/uJ1BmkYhmG8JrTicpB0ETApBNk0VLocMJ1vn94G9YnPJ3XogvPmCQpIQU1u9/znAKanllpYk5X/XiFTiid7PXzfBzuPzm/N4xm5F85LysMoRQjBo0fbWNbiT3ykFKyultjfUxwf9Git3n2FVRxaxKEAFGtr7Vf+/DKwbMHGVo39PZvj/VOabYnjzTawklJSKFU56vV5I1NY1vVOdCZTAS2c8FvEVh4n/GgSVMnyna/8d04pTW8YTPZPuduv8pgmkjQBr+Bi2csT8mRacxwmHPgJ4yTDjxU5R9JuO+S9i+d+teLSLjscDxM+PIt4NkxYL9nslHPUXAuxDGdvrzGlNU/HMWGsWFt7+FVVlzXyNv1Kyq8f+fxIziF3zf3Pq1i2YHW1wtMnMcP+mMqSrLWiFSSJRRpL0lQSRylZmmI7FqViCc/1sB0L13341U/zJqWg1Sry9GmAP/IplhdbXZVll4KqWoXGkq8sG2aKoyDhOEzwE0UUX/0Y5Kqv3O8H/gjww3y6Z9X1L6EZhmEYD5YVH8Dxt/CGfSbhkZ4GUup5gIVKkech1fP2h2L6ueA8bEJMrvhPPhVoIUDL6WWtydda2mjhAvZkCtE1T5qU0jzZ7zMajxGWiyq8vm9rcWgRBjahH1FawiWmpSVYXa+wvwcnhz2a7bsLrJJYEgU2URTz+NFyNFS/KikF6+sljo8kxwcn1FckufxsA6t8Ps/ZwOX0tMfKyjUrh4RAWyXs6ABt5RFJf7ry3+JOsPrDkCSOUHb11lVVAHFkE0UJ29sbM7i320uU4jBIOQxi/CQjijX5vMXGmoPrfHZAKIRgpeLSKjscjxM+OonZGyWsFR12yjnqngmtFuUgSBjFGYWC9cJ/v4dKCMF2zeMbfshvHIz5wfXSzF+HridprzbY203I5VLc3GIW+9B6EnwnsUWWSKI4I00mAVWlUqFWKyPn1aDwNed6kpWVOvsHEV4uxV5QJpxlAn/oEvoJtWplaSu8tdYMkoyDIKEXJfiRRqMp5C1arasviHDVo4CfBv5ot9v9f240WsMwDOO1IFSEHR2AJtfQdQAAIABJREFUGiET/3nANC0+ByFRTBqdZ8IGJHPr/HwFWmueHvQZD8cIYaEKjxc2lkXSejrtLxREUcRau01xSZc9tizB2nqF/V3NydGAZnv+PSSyTBD604bqm2tLVRlzVWK6uqJlW5wcHVGpCwqlbGbTGVzXReZq7B0dXz+sApRVwE77yOQMAG3d/cp/57TWnA58siSG2pu3vr80FWSxwHFtXHe2q5ZdV5gq9oOYkzBlFGUoBYWCxUpbYl0xgBVCsFJyaRUdTv2Epycxe+OYtaLLTtmj4dkmtLpDiVLs+TFxqmm379++aRYcS/JoxeVbeyEfDh0eV2a//yiWLFqtFseHB7Q37m4q+nlAlcbWJKhKFEmcYjmSYrFEo15diurn10GpZFPxm5weHbKyfvdTQtU0qAr8hEq1vJA+oq+SKs1JmHAYTgJ0P55MKa9ULarl6++frnqLMWCm+xmGYRgvZUd7iGwIuQrK/XhD4uVpSTmhtebZ4YD+cIwAsuIbM6mguG+yVExX+1NonfHo0Tb2kocxliVY26iyuwunB30aq8wtsNIKgtGkoXqz2aSQW1zvrtsSQlBveNj2KgcHR6gMStXZBVaFQole74ggiMjnr9c7RsscyiogVIxyFjulYRzEhFGMcAozmYYYhzZBGLO+ubgFG0ZJxr6fcBrF+JFGoCmWLKqVm/enEULQLLo0Cg5nfsqzk4T9UcxayWV7GlpJE1rN3e44YRhmlEryXlV8zlolZ9No2PzWsU8jZ1GZ8SqtQgiqdZcwrHNydMLK6vP1IGZOa8jSSQVVmkjSVBFFKbYlKRQKrK9XcZzXa7rnMhBS0GjmCYIyw96Ayh2+VT0PqoKESrlEa8mCKj/NOAwSTsIUP85IUk3Os1hvO3jezd9Hr3o0+peB/7LT6fwUcHj5G91udzF1kIZhGMZSEdkYmZwhVAxOAcLhoof0Qlpr9o6G9Ac+Qiuy0ucQ8zrqXGJJJAl9hzBIyBXzrK607s3JjmUJNtar7O5qTg4HtNogZxxYPW+oHmbkC3lq96CB6asIIahUXWy7ze7uMVkGlXo2k1Wu8vk8w16Jg8NjHj/avObAJJm3HIsanPYDsjhAld7itk9LlgnSWE5OMu846NRa048z9oOYfjRpmm7Lm1/hfhEhBI2iQ71g0/NTdk8T9kYxqyWXnZJHM2dCq3kJUsVBECGARs2EFxtlj3f8gK8cjPkDm1UsOdvXnZSClXaJZ08TeqcDas3ZVddMAipBmliTkCrVxGGCZVnk8zlW2+2FV2Yak4VLWq0qe3sh+WKC487/UqzKeL7qX7lcpLVy+z6Ks6C0phdlHIYx/TjFjzRSaPIFi7XqbBr1X/Wd6m9M//zXLm07by5i6g4NwzAM7GgPmY1Qcjmnj112cDLirD9GZzFZ+e3XLqjSGkLfJgkt/CBiZaVJ9R4ueWzZgvWNGnvP4ORwQLOtZzqrdNKjSoAQ96ah+lUVig5bW212n51wlgXUm+rWz52Uklyxxv7pE3a2NXLGJ4p3wQ8TxuMIpIO0bz+VKA4twihlpXV3JxfnKy7t+ZOV/YJI49iCZsuhNMdV4oQQ1IsO9aJDz0/YP004GMa0iy47FY+WCa1m7uk4Yhxp6nVzOgZgScHjpse7uwHvnvp8V2v2xyO2I1hdr/H0aYQ/im7dbDtLxSScmgZUUZQgpcLL59nabuF5s13h0Li9YsmiVmtycnhAe0PP5GLPiyg1DaqClGKpwMpKa34PdkVxpjgKU46ChCCdTPXzLEmjblMqznZfdNWw6o2ZPqphGIbxoMi0j0wHkxX57OW+8nd4OuKkN0JnIVnp84gFrTa2KCq7mPaXpTE7O5v3+mqtbQvWN2vsPtOcHA1pttVMDhyTSBIHFkkc8/jx9u3vcAnl8hbbj1Z49uyU3smQRvv2V4jz+TyDkcNZf0Cz/uqVOJdJFKc83e+TJj5ZbuPWV2PPl5MXpJTvoAdcqjRHYcJBkODHGWGsyHkWa2sWnnu3+7lawaFWcOj7CfsnMYf7Ma2Cw6OKx0rOMaHVDAzilNMwwZaCcnG5p27fpYJrsd50+MZRyErRoZWf/ftbLidpr7Q4ONjH9bJrV9dcVFBJ0hSiMEUIRS7nsrG5Rj63uJ59xqsJIWg0PMKgSv/0jPqc8iOlmDRTD1IK+Tzt9mIXvRnGGYdhwlmUMo4ylNLkPPnShTlu60p7tm63++FcHt0wDMO4/7SeVFWlIzJruauqTno+x6cjdBqSld5GyNfrAD+Jp9P+/ATXc9na2rw30/5exrYFG5t1dp/C6dGQxsrtAqssnTRU94OI7e2NB726kuMIVtt1dndj0iS89QpHnuehnRr7B6f3KqxK0oyP9npEwQjtNrG8269PH4c2YZRSnfP00ThTHAQJR2HCOMpIM00+J9nccLHtxf5+VwsO1YLDIEzYO0o42ksuQqu8g2VCqxvRWvNkHDOOFCsrZvrfJ7VLLoNQ8ZWDMT+ybeNas/89KFdsorDFycEh7Y1XT0NXmSCJJUlioRJBGCVoFJ7nsra2QrFYeOntjeVi2YKVdoWnTwPCICKXn+10wIugKiOXz7O6upjq7kxrTqZVVKNkMp3ckoJiUd6q5+FVXekovdPpVIE/D/zTQOny97rd7hfnMC7DMAzjnrDSU0Q2RqNBLu9B89kg4PB4iEoC0uJbyCUe66xpPZnSFocWQRBRb9Ro1BfbxHrWzgOrZ880Z0dD6is3K81XCoKRix8krLRfjykYXk5QLFbpnfq0Vm9/4FkoljjtHxFHCa63/L9naab4aK9HGIzBrUL+9o3QtYYkttBqsrz4PPjpedP0yVVurTXFokVtRr1CZqmSc6hsOwyjhL3jlKP9hJWCzU4lRzvnzLy30EN3EqUMopScKynkHm6YflNCCHbqHu+EAb915PO7VoszX6FSCEGjlSOKa5wendFc5VP9q86rK5PYIksFUZSidILjOqysrFAum4DqPvNygmajyfHxHqtXCCyv6nzqXxhkeHmPtQUEVWGqOAwTjsOEIMmIYo3nCdorDvk73Odc9ZLy/8qkN9X/DgTzG45hGIZxr+gMK9pHpkOUvbw9j/rDkP3DAVkymgRV9sMPIM5pNW0SHgniOGJjc/3BTjGwHcHGZoNnT+HseES9db0Kq0lD9UlviEq5SLVSnt9gl4iUgkolx2g3h1LxradR5vN5DnsFDo6O2d5ajqbpL5IpxZP9Hr7vo60C5Ddmcr9xZBFHGaVKcebB0SBO2fcTzuKEcaixJJQqFrUZNk2fl7LnUN50GEUpu8cJR/sjmnmbR5Ucq3kTWr2I1ppIacJUEUwr6cJIsb6+/GHwoni2ZLvl8eF+RHvksF2e/fu+ZQlWVys8eRoz7I2p1PUkoJo2Sc8SQRwnZFmK49g0mw1KpcLShcnGzQghqNYcfL/G6fEpzfanA8vrOr9gFgYZnuuyvnp3q8ieL8pxECT0p+8vQmjyeYuVtoW1gNftVd/VvgA0u91uMs/BGIZhGPeLFR8hM3+yvPuSNikfjiN2D/ukyRhVfANp3+2KXIuUZYJgNFnNDiF44/HOg57SBpNpbZubDZ4+0ZydjKg3r15hFfo2UaBwbHspmpjeJS8nyOcq9M8OqTdv97tsWRa5YoP9k6dsbeqZVzTMitaap/t9/JEPwoHizozuF5LQJs1iWo3ZLC+up03T94NJ0/RxpHAsQaNuUy7dv9/pkmfz+U2bcZSye5Lw5YMRzZzNo+oktLJf09BKaU2UaYJMPQ+mwlQRZopUKeIUolShgVrJxplTn5iHop63GVRTfvNoTDNvU7Bn/3w57sVUaiEUWlvEcUqWpti2Ra1ap1ItmYBqAcJUcdL3qaBw5vT8S0vQWinz9GmIPwpu1XBfXwqqHMdhfWNthiN9sURpjsOEoyBhnGTTRTmgVreolBZ7EeSqj/5LwHcBX53jWAzDMIz7RCXYyREiG6Hsi/4uSmmCKCGKU4QQCDG5+iQvfX5XRn7Ms4M+aeyT5beR9nL31JqlNJEEY4cgSMgX8qwvqN/BIjiuYGu7ydOnmt6JT72pXpmlxpFFFEqyNGHr8ebdDHSJWJagWiuwv++iG+mtrw7n83mGxzaDwZhqtfTqG9wxrTXPDgcMRj5SgCo+YlZ7piS2SFJNoXD7CopMT04iDvzJSYQfK3KOpN12yHv3P6goejZvb9j48aTS6isHIxo5m0cVj9WCi/NAQyulNWGmCJ4HUpOAKsoUSaaIU02cKUBgy0n1o2WBk5fU8g45V5jw44o2ax7fCH2+vDfih7Yqc2nuXyharKyscHS0j+NlVMoVarXyg784tMyOw4SPRhFBZuGolO9fLc2tctPLSVZaDQ4O98jlFZZ9/cBK64upf7Zts7kx/6rkcTJpmH4apvhxRpJp8rnFLMrxIlcNq/4k8POdTudLwMHlb3S73Z+a9aAMwzCM5WfHB4h0hBLux+qedw8HRMkZoe+jpwEVSBAgzv8npx9cBFhCMDmInP55OegS8Jk//8kQTJw/hpicDOwfj4ijEeQ3ke7yTlOctTi0CH0bP4hoPMD+VFfhuILNrSbPnkwCq1pLvzCASRNBOLaJwojt7YfRdP4mcnmJ65YZ9U8o1273HHieR9+qsHdwvJRh1f7xiP7AR2hFWvocYkaVoVqfTwFM2Fi7+fSNTGueDAO+dTLGn/YLyeetua66tEgF1+Zz56HVScJXDsc0chGPKh5rBWduVRHzlqlpldTHgilFpDRppoiTi1DKssCWAmkJ8kVJK2+TewCB5KLZUvC4meP9vZD3ewGfr8++T5QQglrdpVafTXWmcXOp0nx7GHESxgSxptJ0+faBj3s85ntWinNbibRUsQn8JidHR6ysXW864EVQpbBsi83N2UxH/yxKa86ilIMgYRin+JFGCsiXJGt30DD9uq4aVv2nwDbwbeDy0f5s294bhmEY94JQIVZyglAh2rkIQsZBzGAUIFH4uoDQelLXjEKg0WrSQ0grBWgmMZTm4u1Eo/U0VNB6svX5f/T5/yc/B5P7FwI5DcQmodU0sJIgtJr0oHFvv7LXfaD1dCpbKImiiI31NQqF12fa4ye5rmRzq8XTp8f0TgJqTfXpBrjZeZ+qmLX1VVx39suc3xe2LahWixwdDyhVs1tVVwkhKJQqHA9OSeIUx12efkqHpyNO+yNUFqHKn59ZUAWTisY0Bs9zseyb/52fjmKOkphhkFHIW6y05UL6hdy1gmvzuXWbIE55dprwG4cjat5kemDdtZHPL2aAZPK5nFzjWOh00+RSP6nLwVScZSQZJKkmzjRSaOzpxRrbkeTLgnbBfpAB5DIpeRbths3XjwNWCjZ17/Xdzz9kwzjjg2HIIEwBweqqTbNRJNMhHxxEuJbguxqFuewrpBQ0WgX8pyWG/SGVKx52Pg+qfIUlLbbmGFQdhwlPRjFBkhEkCs+W1Js25cLy7n+u+i76Y8Dnu93u3jwHYxiGYdwPdrSHyEZoeRGEaK05PBmRxj6F9nfjxfO/nqHUZAUstEJrhdIKVIZSCoHCsj0s9/VYbUepSegSBYosS9ne2sJ1TfNd15NsbbV4+uSY/klA9VJgddFQPaFWq1AsvB6vlZcpFGxsq0jgDyjcctZsPp/nqJfn6PiEjY27axL7Mqd9n+PTEToNUaW3EWK2B+lxZBOFCds7Nz/hiDLFUZiQaZutDWfprnTfhbxr87k1mzBJ2T1N+Y3DEWXHmgQ95xcjYFqRCwiwhJyEWUwDrGmQdR5qiUvfk9OLGnJ6geNi+0X4JZ/fXjx/HIEgVheBVJhpglQRq4w0gzhRJAosOfkQUuA4glJJUvKk6TG1QGtll36Q8ZX9gB/edh7sFNPXkdKa3XHMrh/hh5piwaLRvIg5GgWXbAXePQrxbMlb1flcxHNcwcpKjb29kHwhxXFffhysNZO+ooFCWpKNOfaoOgoSPhgG+KEmnxdsNp17sT+6alj1AWCaqxuGYRiIbIRMeggVoy5VVQ1GEX4QgZXD8koQD+c+FtMPYiJLBcHYJQwmDV23tl7fqWyfxfUkG5tNnj07pn8aUm0oAMKxQxQqPM+l2ZxNI+z7znEFlXKZs7MhheLtAmfbtnELNfZO9llfby+80XpvGHBwNEQlAWnxTaScbZibpYIsFjiufasKvT0/ZhxmrK3nkfL1PvzOOTZvrtokmaI3TlHZJJhXANmkwlaryTZNitDiovp2+vLVz0tyBUprQKD15PsanlfzCiGR6I+FV1wKq86npAPEmSJVGltKpNRIS2A7glrFoeCBbZn3pmUjheCNZo53dgO+fjLme1aWb3qycX1hqvhgGNIPU+JU0Ww5FPKf/v1bKbnEmeZrxz45S7BZms+qyMWSRbXa5PTogPb6i9ceOg+qwgAQgs2N9bkdt52ECd8aBgSBprVif+bzs6yuGlb998Df6XQ6/xWf7ln1D2Y+KsMwDGNp2dEeMhuh5EXZhVKaw9MRWRqgSm8vcHSvnySWhGMHP4gpl4q02yuLHtJSyuWt54GVOItwLEEUCpTK2LpFb6GHqFiy6fUKROEY75bH84VCkcGJYDQOKJcWV7k2HEfsHQ4urQo6+xOVKLQJwoT19ZsvZhCmisMgBgH1Wo7h8PUOq845lmSlMr+pW1mWkWnI1OT9TCkufa3IJjPX0dOqqWbeoeCZJuf3Tc6WbLVcvnkQ0S44rBW9RQ/JuIXzJurDIMNxBOsb7kunS29UXFKl+fKhj2MJ2vnZ//sLIWg0cwRBhf5Zj1rz0xdpJlXdDmEwCdy3N+d3gfEkTPjmYFJR1bhnQRVcPaz6N6d//vQntmvgzdkNxzAMw1hmMukh0yHoDOyLE4fTgU8UhQingrRML4i7oDXEoU0UWARBRKvVpFp9fZrI30Q+b7O50eLZ7jH9M0UUxzza2TYnnJ/geoJKpUL/dER743bVULlcjp6cNFovlxbTfNgPY54dDkjj8XRV0NmHZioTpLHEsvSt+sTt+jF+pKlW79cJxX1nWRbmGX89NPI2/UrKbxz5/IjnkLPN/v++SZXmw1HEcRATRJpqzaZSfvVvsBCCnZrHN9OQX9vz+aEti+oc+inatqDdrvHsaUhYiMnlL6qUnwdV/qS6c56LupxG6fOgqtm6f0EVXDGs6na7b8x7IIZhGMaS0wo73kNmQ5R1UT6fpoqTno/KYnTxrZkt/268mNbnU9gEURSzsblOPjefkvaHJl+YBFanvR7ra2vYt2iC/VAJISiWXfqDAmkSYN9itpwQgmKpylHvjDczhW3d7YlhGKU82e+ThENUbmNuq4LGkUUYprRaN59OGqSK4zBGCqiUzevSMOZBCMF2zeMbQchvHI75gfXS3FaIM2bvchN1gWB17XoLFIjpdND3VciXdof80GaF4hx6N+XygkazyenxPu1NPVlcaHrsFgYapWFnjkFVL0r5YBDiB4r6C6ZG3gcmSjYMwzCuxEpOEZk/qamVFydSx70xcRig3dZMV9UyPpvKwB+6BL4mSzMeP9oyQdU15Qs23/kdb7zWKyW+iucJisUKvdPbL5SQz+cZpzlOTnozGNnVxUnGR/s94mAMuVWEV3/1jW5AKUgiCwRUKjfvg/NsHDMOJ1UChmHMj2NJHq24PAsjPhxEix6OcQVKa56OI77eG3M2Tsl5Fusb7o1W0rSk4M1WjtBRfGlvSJiqmY9XCEG15pLzqvSOz1drdghDgc703IOq9wchQz+lseJQWuLV/l7lpe+GnU7nH3Gxnvhn6na7PzzTERmGYRjLR2fY8T4yHaLsi8qEKE45GwSAQuRN3595S1NBMHIJwxTXcVjfWjVT2Iy5kFJQqeQY7XooFXObl5njONj5OnuHB6y276aRfZJmfLQ3Caq01wCvNb/HimyiKKV2i2m4fppxEsVYFpSK9/fEwjDui4pn02zYfO1kTDNvUTGr5y6tMFN8MJg2UU8UjaZD8ZYBjGMJ3m7neXc/4Nf2R/zgRglnxsdTliVYaVd4+jRk2EvJMkGWpuzsbM3t2K0fT4OqIJ08T/e0ourcqy7d/PU7GYVhGIax1Kz4CJGOQVgfW9rk8HREGvsob81M/5uzOLKIfBs/iKlWK7TM6nXGnOVygnyuQv/skHrzdgfWhUKR/hmM/ZBiYb6VgFmmeLLfJ/DH4JQgN78gXevJ76ZSMbXazcOqp+MYP1I06uaE2TDuykbZ490g4Cv7Y/7AVhVLmiOZZfO8iXqYYduC9c2XN1G/DteWvLWa5929gK8cjPndq6WZvwa8nKTVbHBwuI/jah492prbStaDOOX9/jSoatgP4sLHS8Oqbrf7s3c1EMMwDGNJqQQ7PkSoMcq+mEYzDmKGoxCw5ja9xpicDEeBTRxY+GHEWrtNqVx89Q0N45akJajWCuzvu+h6+sIluK8il8sxEGUODo958/HW7Ab5CUppnhz0GY9HCMtD5ef3WDCZ/pfEGcVS6cZXykdJxlmUYEv5IE4uDOO+sKTgUdPjvWch7576fFfLvLcui082Ua9UbaqV2e8f847krbUc33wW4h2P+Z6V4sx7mFVqDtJaoVB05xZUDZOM9/ohgyCjXrcpFR/GdHIzd8AwDMN4KTveR2Q+WuZg+gautebwZFpVVZjvyeDrTCsIRg6BLwmjmJ3tTRNUGXcql5e4bpnh4Ha9q6SU5ApVDs9CMjX7/iAw2S89O+wzGvkI6aCKj+fyOBePB3FkE6cZK62bB/aTXlWKat0EVYZx1wqOxVrT5p1ByHEQL3o4BpMm6r995rM7jIhTzerafIKqcyXXYmfV4YNRxNdPfbS+fa/Gy4QQlCt5LGs+f4dRkvFeP2AYZtRrFuXSwwiqwIRVhmEYxkuILMSKTxAqQFsXy70PRhF+EIGVQ8xhGXgDskwwHroEvkIpxePH27iuu+hhGa8Z2xZUq0X8kc1tj98LhQLD2OHstD+bwV2itWb3aEh/MAY0WeHxzB/jk9JYkiSaYiF/46vlwzijFyU4trz3vUUM475ql1zyJcmX98fE2XzCdOPVLjdRPx2neJ5kbc25URP166oXXDZWHN7rh3wwCOf+eLMyTjLe7QcM/JRa1ab8wFaSNWGVYRiG8UJ2vIfIxmh5sWqaUprD0xFZGqAK2wsc3cOVJhJ/6OL7KW4ux6Od7bmVjhvGqxQKNrZVJPBvdz+u64JbY/do9qsCHpyM6PXHoDKy4lt3sjJpHNlEYcxKq3nj+3jmR/iRolYzv9+GsShCCHbqHmNL8dWj2VfWGK8WZopv9AKeDCKCSNFo2jSbzp0uIrNScmk1bb527PNstPyBlZ9Og6ogpVJ1KJcf3vvIC//1O53OL1/6/CfvZjiGYRjGshDpCJn0EDpGWxcNkU8HPlEUIpwK0jKVPrMWhxb+0GE8jqjVKqyvthc9JOM157iCaqXM8Oz2fTxKpTK9kSIMkxmMbOL4bMxJb4TOQrLS3QRVaSJJEsh5HrZ9syvZ/TilH6XYjqRgqqoMY6FcW/Ko5fGRH/F0FC16OK+V4zDhd858jsYJSsD6hkvplqv93dRa2aVct/jyoc9BsLyvAz/NeKcX0g9SyuX5TpNcpJe9u36+0+nkut1uCPzbwH80jwF0Op0ak1UHvxvQwL8CvAP8L8Bj4NtAp9vtnnU6HQH8FeCfA3zgT3a73a9M7+cngL80vdv/5Lw5fKfT+X7gvwPywM8Df6Hb7Zq43DAM42W0xol2kdkIJUvPN6eZ4qTno7IYXXzTrAA4Q1pD6NtEoSSKItbXVykWzBRLYzkUijZnZwWiYIyXf/XPv0g+n2dwVuTg8IhHOxu3HtdZP+DoZIROQ9Li55DybqZAxKFFFCZsba3f+D6ejWP8ULO6+rCmbRjGfVXL2/SrKV898mnmHQr2wwwAlsXlJup+pKlWbKrVxT7nQgh2ah7fTEO+vOfzezcFdW+5LswGqZoEVX5KpWxRrT7c95CXXXr6OeDdTqfzi0C+0+n84md9zGAMfwX4v7rd7ncC3wt8Hfj3gL/f7XbfBv7+9GuAPwK8Pf34M8BfBeh0Og3gJ4EfBH4A+MlOp3Pe6fKvTn/2/HZ/eAZjNgzDeNBk2kdkI7RWYF0spX58NiYOA7TbQghzEDcrSoE/cgnGkEQJ21tbJqgylorrCSqVCv1bzuCTUpIr1tg/9VHqdtcOB6OQ/aMBWTIiLbx5Z5WeWSpIE4nj2Hied6P7OIsmVVWuK/A8sy81jGWxWfPIPM2X90YoMx1wbobJx5uor60tPqg6J4TgjWYOCvClvTGjJFv0kJ4LU8U7vYB+mFIuS6o159U3usdeGFZ1u90/BfzLwF8DUuC/fcHHjXU6nQrww+f30+1242632wP+GPCz0x/7WeCfn37+x4C/1e12dbfb/WWg1ul01oF/Fvh73W73tNvtngF/D/jD0+9Vut3uP55WU/2tS/dlGIZhfBatsOM9ZDpAWxcrz0VxytkgABQiv7q48T0wWSrwhx7+OENKyaPHO7juwz74MO4fIQTFsovO8qS3nMFXKBQYRTb9wfDG9zHyY3YPJ0FVVnwDaedefaMZiUObMExotho3ur3Wmt1xTBAr6o3lODkzDGPCloJHrRxHWcr7vWDRw3lwtNY8G8d8/WzM6Ti50ybq12FJwVsrOVJH8yt7Q8J08Y33w0zxjWmPqlJBUnvgQRW8fBog3W73l4Bf6nQ67vm0uhl7EzgC/man0/le4MvAXwBWu93u3nQMe51O57xhxybw5NLtn063vWz708/YbhiGYbyAlZwgMh+QcGlKzeHpiDT2Ud6amf43I0ksCccOfhBTLhVpt1cWPSTDeKGcJygWK/ROfVqrN98LuK6LcqrsHpxQr1WuffsgTHh60CcJh6T5LSy7+OobzYjKBEksEVLduPrxLMoYxCk5V+K5y3WCZhgGlFyLdt3m68cBrYJNY8mmgd1XYab41iCkF6bEqaLRdBbWm+oqbCl4q53j3f2AX9sf8YMbJZw7bPg9JvKPAAAgAElEQVR+WZRNKqoGQUqhYFGvP9ypf5dd6W/Z7Xb/RqfT+UPAn2AS9jwD/odut/sPZvD4vwv4c91u90udTuevcDHl77N81pGRvsH2T+l0On+GyXRBut0urVbrZeM2jIWybdu8Ro35UCn0PgKdQXkdpo2KR35EmkEuV8Bu7rzybizLolwuz3u099akP5UgzgRpGrCzs0WjXn/1DY2ZkeY1eiNC5PnoI59CAaxbnGNorRmdDHGdHF7u6leHwyjho4MRUifkGm9hF+92AYLxUKJ1wvbW2o1eP1prvhkMybB5/KiI67z4UFxKaV6jxlJ7yK/RYqlErAd87Szli2/WcazFhBQPxZEf862RTy+RePkcjzfyWHcQ/MziNfq9xRK//WGf3+mnfGGrgS3v9pJtlCneOx4SKotGw6PdvkXjyHvmSmFVp9P5V4GfZtII/UvADvA/djqd/7Db7f7MLR7/KfC02+1+afr1/8YkrDrodDrr06qqdeDw0s9fXid9C9idbv+RT2z/h9PtW5/x85/S7Xb/GpMpjwD6+Pj4hn8lw5i/VquFeY0a82BHe9jBHugYHY+BycnVt3fPGPZ76NIbiOGrp+6Uy2WGV/i515HWEI4dolAQxwnrG2s4tm2erztmXqM3o5TGsjyefXRIvXXzEw2tNWehzQff/pCtzatNK46TjA93zwj9EdptgsrDHf4bKgXjvkcUJdi2vNHr5zhMOOwHWEIQhQHRS1ZHN69RY9k99NfoahHe6Qf88rcP+L526dU3MD4lU5pvf6yJ+qQhuD8e38njz+o1utWQfPPZEJ3EfM9KESnuJrCKM8U7/YAzPyWXk+TzPOjfuU+66lHGvwv8aLfb/fe73e5/0+12/wPgi9PtN9btdveBJ51O5zumm/4Z4HeAvwP8xHTbTzBp9s50+493Oh3R6XS+APSn0wV/Afhip9OpTxurfxH4hen3hp1O5wvTlQR//NJ9GYZhGJepGCs+Qqgx2ro4KBuMInw/AiuHsE3T79tQCvyhS+Br0jTl0c4W+dzd9doxjNuSlqBaLRAFLvoWLTwsyyJXrLN/PEJfoYlxmime7PcIgzG4VcjfbUUVQBLZRFFKrXr9qYsA6lKvqobpVWUYSy9nS7ZaLt8aReyNo0UP5975ZBP11VX73q5cV3ItHq97fDCK+Pqpf6X3rdtKlOKdfsiZn5HzJM3mw+9R9UlXDauaTEKky94BbtZZ8uP+HPC3O53OV4HvY1LB9Z8DP9rpdN4DfnT6NcDPAx8A7wM/A/wbAN1u9xT4j4FfnX781HQbwL/OpCLsfeCbwN+dwZgNwzAeHDven6wAKHMwvWKklObwdESWBqjC9ivuwXiZNBWMBx6+n2FZNjs721j2/TxoM15vubzEdcsMB7c7WC8UCgwiyWD48ivsmZoEVf54DHYRnd+41ePehNYQRxZZpqjVqze6j+MwZRxnFDyJbZspRYZxHzTyNqWK5NcP/KVosr2sMq0JU8UwzjgNU56MIr5+NuZknOBOm6jf9x591ZzNxorDe/2QD/ovKYudgURp3umFnAUJnidotl6/oApAXCUV7HQ6Pwd8BPzFbrfrdzqdIvCfAW90u90/OucxLoLe3f3M2YKGsRTMNEBj1kQW4I7fQaZnKOeid9Jxb8z+4Rla5tDXCKse+tSA64oji8i38f2IarVCq9Vc9JBee+Y1ejv9XsLR8R6rmxk3nQ2hteZg/xmPKiO+4+1Hn/kzSmme7PcYDEcIy0UVHt980LcQhxajgcDL5Vi9wUIISmt+69TndJywse5eKawyr1Fj2b0ur9EkU3xjP2BVOPzgRvnOpoAtA6U1sdIkSpNkmkSpi6/V+fcUqVJkCrIM0un3HAn1xmKbqM/jNbo3iDg5Tvn+1SJbpdlXx6dK804v4CRI8FxJ6wEGVT/2+74TPru/+Mdc9ZLunwX+Z6Df6XROmVRU/X/Av3TTARqGYRjLw472plVVF9P80kxx0vNRWYwuvmlWALwBrSEKbOLAwg8j1tptSuW7W7nMMOalULCxrSKB36dQvNneQQhBoVjhqH/Km2mGY3/8hEZrze7hgOFojBCSLL+zkP3QpKrKJkljtlo3m1RwFCaM4oxc3lRVGcZ941iSR60cH+wGfDiIeKN6/6fvn4dQ6aXAKcn0x4KoRCmST4RQqdKkWmMhkBKkmOzLkWDbAsuBnGuRswWeK5ALWj1vntbKLkmm+cqhj2MJVvPezO47VZp3+wGnQYLrPMyg6jquuhrgHvAHO53OFrAB7Ha73adzHZlhGIZxJ2Q6RKZ9hEpQ7kWvquOzMXEYoNwmUtzv0u1FmKz45xAGgiSO2d7awPNmd0BjGIvkuIJqpcxpb0i+oG9cXVUoFDju5zk+PmV97eMVS/vHQ/pDH7QmK72FEIs56UkTSZJoCrkcUl5/X5hpzd44IUk0G+3X+8TDMO6rimfRath87WRMI29RdZfzd1npT1c9TSqiLgdRilRPLkpeDqEyrZGXQigpBVqAbYPlCDxXkrflgw2hrkoIwXbN45tpyJf3fH7vpqDuube+3+w8qPITbFuwsrKcr7G7dK1mGdOAyoRUhmEYD4XW2NEuMh2irIuKnyhOORsEgELm1xY3vntKawimK/6lScqjR9tYlgn8jIelULQ56xWIwzHeDVfStm0bO19j7/jgY2HV4emI0/4YlcWo8tsLC6oA4tAmjhLWdm7W1P0wSBgnKfmCvJOl2g3DmI/1ssfQD/jy/pg/uFXFkouvOVdaM04UwyRjmGSMkox4GkJllyqhBCCFwJKXKqEssHICz5HknEkIZfZRVyOE4I1mjvdVyJf2xvz+TYuSc/PjvExr3htMKqqkJWi3bx9+PQSms6thGMZrTKY9RDZGo8G6eGM8PB2Rxj7KWzPT/65JawhGDmGgUVrz6NHWjaoxDGPZuZ6gUq7QPxvTvmFYBVAslhicHjIa+ZRKBU56PsenI1QaokpvIxZY2TmpqgLHc3Cc61/lzpRm34+JEk27bfYDhnGfWVLwqOXx3m7IN059/snW3U/rV1p/LJgaJYokVYxjhWAyFc+2QHrTEMqVuA7Y5oLZzFlS8NZKjvf2A35lb8jv26iQu8E0b6U17/VDTvwESwraqyaoOmfCKsMwjNeVVtjRHjIdoKyL6X/jIGY0igAL4dVffHvjU7QCf+QSBgohYWdr87UulTceNiEEpbJLf5AnTQLsG85YyOVy9Cizf3hCSwsOj4eoxCcrfg4pFzsNIg4tojBhc3P9Rrc/CBLGUUapYJl9gWE8AAXHYr1h895xSLvosJKfb7CQac0oyRjGk4BqnCriVBEkGrTGsQW2K2lXHYp5E0jdNVsK3mrneHc/4Ff2R3xhvYRrXX1ffxFUxQghaa2Yf8PLXhlWdTodCfwI8Evdbjee+4gMwzCMO2Elx8hsDEKCnLwdaK05PB2RxD669NhUVV2DmgZVUZBh2RYb6+vm5NR48DxPUCxW6J34tNZu0Wi9VOWw1yfRA7JkTFZ8A2kvtsdblgrSROLYFrnc9ceSKs1+EJMoWK2bExDDeChWSi6DUPGV/TF/aMe+VjjxKpm6qJwaJhl+qohSRZAopJ5UTjmuoF21KZhwaim4tuSt1Tzv74V85WDM71krXWmKqNKa9/shx0EMQrDSNhc1PumVz0a321XAz5mgyjAM4wHRKXZ8iMhGH6uqGowifD8Cy0PYhZfcgXGZysAfuoR+huO4bG2aiirj9SCkoFLJkSYeKrv5/RQKBcaJRxL2SfOPlmL/E0c2YZjQaDVvdPt9P2YcZRSL0uwPDOMBEUKw0/AILMVvHo7RWt/4vlKl6UUpT0YRv3Pm8+snY3771Oedk4D9YUyQZEgb1toOj3ZybG54tFuuCaqWTN6RvLnmsRvFfPVojHrFa0JpzTcHIUdBgtaCdts27xOf4arTAH+x0+l8odvt/vJcR2MYhmHcCTs+RKRjNM6ksgpQalJVlaUBqvT2q69mGABkmSAYuvhBQrGYZ7V9sybMhnFf5XKCfL5C/+yQeutmew7Hcai1d8hEgnVpVdJFURkksUTIjFLx+sFZohQHQUKWaepVc1JpGA+Na0m2Vzw+2otYHUXslHNXul2iptP6LldOxYogzbCEwLYEjidYrzvkPLPvuE+KrsXjNY9v70W4p4J/olGYNLP/BKU1HwxCjvwEpWFt1QRVL3LVsOpD4O92Op2fA54Az6PCbrf7l+cxMMMwDGM+hIqw4mOE8lF27fn204FPFIUIp4K0THPHq8hSgT9yCfyEcrnIykpr0UMyjDsnLUGtWmBv30WrlJsu3Od5OeBqJ3zzFkc2UZjSaNysb9+eP+1VVTbTOgzjoarlbPq1lK8e+bTyDgX70+FSohTDRD3vOzVOU+IEwjRDnodTOclG0TXh1ANQzdlstBXvHoTkLMlbtY+vPqK15lvDiCM/IVOwtmaCqpe5aliVB/6P6edbcxqLYRiGcQesaB+RjdDSg+kVnzRTnPR8VBaji2+aXlVXkCaCYOzi+zH1WoVGo7HoIRnGwnh5ieuWGQ5OqNTu94G3UpBEFpqYarVy7dvHmZpO7dBUK+bk0zAess2qxzuhz6/tj/j9mxUyrRnGikGSMkwUwTSc8tMMW07CKTcn2Si5eK7ZPzxEraJLsqL52pGPawm2p1V350HVoR+TZbC2boKqV7lSWNXtdv/UvAdiGIZhzJ/IfKzkDKEilHNRMXB8NiYOA7TbWugy8fdFmkiCkYPvxzSaDeq165/QGsZDYtuCarXI0fGAcjXjM2Y+3BtJZBHFKdXKzX6v9/yEUZRRKpmqKsN46GwpeNzM8f5eyK8eDBESokQTpRopwbYkXl6wXXJxHXN89bpYK7kkqebXj3xcW9DOuXx7FHHgx6SZZnXdMe8PV3DVyio6nc53Af8CsNrtdv+tTqfzHYDX7Xa/OrfRGYZhGDNlR3vIbIiSxefbojjlbBAACpFfXdzg7okklgRjh2Ac0Wq3qFbKix6SYSyFQsHGlkUCv0+heD/TKq0nUwCzNKZer736Bp8QZYqjMAENtZozhxEahrFsiq7FRtOh11MULImbl7RK0oRTrzEhBNs1jw/SkF/b83mrkXIWZiSpZm3dwTJB1ZVc6VnqdDr/IvCLwCbw49PNZeC/mNO4DMMwjBmT6QCZ9hE6g0s9qQ5PR6SxT+auLXB090McWQQjh8CPWNtYNUGVYVziuIJqtcygJ7nF4lgLozUEI4ckziiVCje66r3rx4yCjFLNnKQaxutkpeTyua0cG+surbpjgioDISZVd7IAH5xGxIkJqq7rqs/UTwE/2u12/yxwvjDxbwLfO5dRGYZhGLOlNXa0i0yHZNZFVdU4iBmNIsBC5m7WSPh1EYUW4dgmCGLW19coFq6/QphhPHSFoo0UBeJw0SO5Hq3BH7mEwSRlu8liCWGqOApihIRa6cqTFwzDMIwHypKCt1ZyNBsOa2smqLquqz5bbSbhFFysBKgvfW4YhmEsMZmeIbLxZKctJ1NTtNYcno5IYh9VMGtnvEwU2ARjiyCI2Nhco1DIv/pGhvEacj1BtVylf7bokVydVuAPXUJfIaRka2vzRlVVz/wYP9JUTFN1wzAMY8qSglbVwbZNUHVdV33Gvgz8iU9s+zHgV2Y7HMMwDGPmtJr0qkqHaLv0fPNgFOH7EVgewjZVQp9Fawh9m2AsiaKY7e1N8rncoodlGEtLCEGx5KBVnjRZ9GheTanziqoMy5Zs3zCoClLFSRgjBVTKpqrKMAzDMG7rqu+mfx74vzudzp8Gip1O5xeAzwNfnNvIDMMwjJmwkiNk5oOQMF3pT6lJVVWWBqjS21e+cvE6mQRVDmEgSOOERzvb2LY5CTWMV/E8QalYpXfq01pd3kbr6ryiKsxwHIfNjfUb39ezccw41DQaZh9hGIZhGLNwpfOTbrf7DeA7gf8a+EvA3wT+qW63+94cx2YYhmHclk6x40NENkJZF83ATwc+URQinAryUrN1Y0JrCMbToCpJ2XlkgirDuCohBeWKRxrnyNJFj+azqUxMgqogxcvlbhVUjZOMkyjGsqBUNFMADcMwDGMWrnwxvdvt+sD/C/xD4B91u93RvAZlGIZhzIYdHSDSMUo4ICYVDmmmOOn5qCxG5TcWPMLlc74iWOhrskzx6NEWlmVOQA3jOnJ5QSFfYdBTix7Kp6hM4I9cfD8ln8+zvtq+1f1NelUpqjUTaBuGYRjGrFzpXbXT6ewAfxv4AnAG1DudzpeAP97tdj+c4/gMwzCMGxIqwkqOESpA27Xn24/PxsRhgHKbSGFCmMv08/41CiEFO1sbN+pfYxivOykF1Wqe3X0PrRLEkvwaZdOKqiBIKJeKN1r177JRknEWJThSUiqY/alhGIZhzMpVDx1+lkmT9Vq3220DdeBXp9sNwzCMJWRHe4hshJa551VVUZxyNggAhcyvLXaAS0YpGF9qtLy1aYIqw7iNXF7iuSWGg+WorsrS6dQ/P6FSLt06qIJJryo/VFTqJqgyDMMwjFm66lH49wP/TrfbHQNMpwD+xel2wzAMY8mIbIxMzhAqRlv559uPTseksU/mmqDqsuf9a/wMx3HZ2rzZimCGYVywbEG1WsQfOmi92LGk6fnUv5hqrUyr1bz1fQ7ilF6UYNuSYt6EVYZhGIYxS1c9Ev9l4Ac+se13A/94tsMxDMMwZsGO9pDZCCULz7eNg5jhKAQsZK6+uMEtmefTgsYp+XyOjQ0T5BnGrBQKNrZVJPAXl1aliSQYuvjjiEa9RqPRmMn97vox40hRM1VVhmEYhjFzL+xZ1el0furSl98Efr7T6fyfwBP+f/buLEaybc/v+netPcQ8ZGREjpVZwxnu0I2lboPpNmBh+8UYi0YCJY2gQWBhCWgZZMTQQiDhJ/ADBgl4MG7ABiE7hEBYPGAh9fWD7W7dc2/37dt36HuGmjIrK+eMcc97LR4iq05VnVPnZFVFZOTw/0h1KjMyMuKfpyJ2xv7Ff/0XbAB/FvjfZ1ueEEKIN6WzPjobTAYwuQUArLUcnIxIkwBbvcPl3Uz+YuVn3RZRkFKrVWl33r3bQgjxOc9XNBo1TnojSmXzbEXyhclSTTjyCIKYdnuRRqM+ldvtJxn9OMP3NOWihFVCCCHEtH3VgPWNVz7/P8/+XgJi4P8CirMoSgghxFuy9qyraohxPu+qGoxigiBGuQVwy19xAzdHlirCsU8QpCw0a1PrthBCvKxcdTntl0iiMYXS119/WtJEE409gnFMe6lNo16b2m1PZlVZlpdlB0AhhBBiFl77G7bb7f4bF1mIEEKId+ekx6h8PJkPoz0AjJl0VeVZiKl+cO7139fZ590WCa3FFgvN6XRbCCG+yPcVjVqD/umYpQsKq9JYE449wjBmZWWJSrUytds+jc+6qnwoFKSrSgghhJiFc78dtLW1VQbeB6ovXt7tdv/htIsSQgjxFkyKk+yjsyHG/Tx8ORkExHEEbh3t+HMs8HJIk7OT2Bl0WwghvkgpRaXq0euVyNIQ15vt/SWxQzR2CYKY1bVlKuXpdZNaa3kyTggTw8ryjH8QIYQQ4gY7V1i1tbX1rwH/HZAA4QtfssDmDOoSQgjxKpujTIKyyeTvFz+2CZgcZWJQevIHyHLDcS/A5Am2fu/Gz6p6dhIbhjErUz6JFUK8XqGgqFYb9E4C2suzOxIlkUMUTJ7ja2srlMvTbeU6iTOGSUbR1xR86aoSQgghZuW8nVV/BfgXut3u/zfLYoQQ4kb7yjAqBZMBOcqkYOLJZc/iJ8Xk7QPlYdzPO4WOTsckUYjxF9HqZp9YxZFDHLiEYcLq6vRPYoUQr6e0olYvMNwtkmcxzgxGPcXh5DkexDHr66uUitMdrWqtZTdICGPD6qp0VQkhhBCzdN6XCgnw92ZYhxBCXH+vhlE2PQul4i8No7RNsWdhlFJgrQKlsThYXcDqOl+1tVacZJwOQsCgSysX8zNeUnHoEgaaOIpZm8FJrBDi6xVLinKpTr+3T6s93el5z57jURizsbFGoVCY6u0DHMcZoySnVHLwvZsd/gshhBCzdt6w6j8D/uutra3/otvtHs2yICGEuLLsJGiahFHxC2HUs2V6rwuj1FkYZUE5z8Oo/GvCqK9zeDImSwJyf+VCh6pnqWY00ETh5FeMUnbyY6jPP1bKvvT55HrTr8XayUlsFGjiJGFjYx3fl7ldQsyD1opGo8TuXgFjUvSUDkxR4BKFmjhO2NyczXPcWMvuOCGMc9bXph+ECSGEEOJl5w2rPgb+MvDvbG1tPbtMAbbb7cpbS0KIG03lI7zwMcokQI6yGeQJ2iaTlXkASp2FURpwMbpArmvPZ0tN2zhMGI4iwEEXF2ZyH1/GGgjHHqM0IY4t1oJ91h+mJierKItWky4xrRRKKxylUM6z/1evBlovBl5nX+MrvnYWelkLUeARhYosSbm9uYHryjbzQsxTsaQp+FVGg2PqzXc7/k2e4y5xqEmSjM2NDTxvNs/xoyhjnOSUiw6uK3uqCiGEELN23t/o/yvwN4G/zcsD1oUQ4kZTJsYPH6LTHjwbbo6L0R65rswsjPoq1loOTkakSYCt3rnQoepx5JLEGYuLbarV8vN6sizH5IYsN+S5Ic8MucnJ8xyT5+Qmx8QWoyzKgjEWC2DBGvv8dqy1z/+X6ud/a7RWKK1RcPbx5GtZZsmzjM3bGziOvLcixLw5rqLRqHB4OKDWyN+6o/KLYfQtnBmF0eZsVlWUGtZWpTNTCCGEuAjn/a2+CPzn3W7XzrIYIYS4UmyGF95HZX2M0uAvzrsiAAajmCCIUW4B3Ivb7S7PFUnskOcpy8sdxuMxMNm23vNc8OBdF8/keT4Ju3KDyQyZsWfhV0puzORPnmMyAxYcV7O5uYGe1nojIcQ7K5ddXKdKMOpRqb15WmUtRGOPKFJkaT7zMPowTBknOcWSlq4qIYQQ4oKcN6z6n4FfY9JdJYQQwhq88CE666Oswb6wA988GTPpqsqzEFP94EJnVcWBSxSmtDvtmYVDjuNIh5QQV5znKxrNGicnQ8pV80bdVdZCOPKIQos1htu319F6dseE3FqeBilpallbkh0AhRBCiIty3rDqjwG/vrW19Z8C+y9+odvt/ompVyWEEJecG23jpKeoPMZ4jXmX89zJICCOI3DraOfilqukiSZJFI7rUK9VLux+hRBXU7nicNorE0cjiqXzfc9LQZWFjc1bM++aPAhTRnFGqaRxpENTCCGEuDDnDav+x7M/Qghx4znxU5z0GJWPMe4kqMqNwZjPV0rblxZN2y+57MXP7Qv/nXzwwi194Xtf/b4XLzvuBZg8wdbvXdisquc77kUpmxtrF3SvQoirzPcVjVqd/un5wiprIBj7RIFBacXGrbWZB1W5sewFCWluWW5JR6cQQghxkc4VVnW73b8x60KEEOIq0OkJbryHzvqToEopesOQpwcDjDFn1zLPr/9qQKVeSqJeCamef8+Ll7xmVKB9vs8g9qX7M9hCG60u7sQqiRyS2FCplGayZbwQ4vpRSlGpevT7JbIkxP2KQ4cxEI58ojDH0S5r6ysXModuP0wZxTnlsiNz74QQQogLdq6wamtr69983de63e7/NL1yhBDi8lLZEC/angRVTg2UZhTEPD0YkCVjElVjEkc9C5jUK38DarJjnXnx8ue5k5p8v3oWaCmUUqDUWeg1ub56ZcCLVer5PTiOg1u8uGWJxkASu6RZzK1b0lUlhDi/QlFRqTQ4PQnorHx5L6gxEJwFVZ7rsr5+MceZ1Fj2woQsh5UF6aoSQgghLtp5lwH+2iufrwDvAf8AkLBKCHHtKRPhR5OB6laXQLuEccqT/QF5MiYvbeD59XmXeeHi0CMKMxYWFmY65FgIcf0opajVCwx3i+RZjPPKq1JjIBhOgirf91lbW7mw2vaDhHGcU6lq6aoSQggh5uC8ywD/5KuXnXVbfWvqFQkhxGVjUrzwPiodYJQLToEkzdne6xOHIyitom9gUJVnijTWKJXTWmjOuxwhxBVULCnKpTr93gGt9ufdVSZXZx1VKYVSidXlpQurKTWG/TAlzy0LDQnhhRBCiHl4l7eK/hfgz0+pDiGEuJyswY8eoNMBYMEpk+WG7b0ecTiG4iIUWvOu8sJZC1HgEYYJS0sXdxIphLhetFY0GiXi0OfZ2L88VwRDn3CcUiqXLzSoAngaTGZVVWsyq0oIIYSYl/POrHr1N3UZ+FeB3tQrEkKIy8JavOgxOu2BibFeA2MsO3t9gmAMbgWKy/Ouci7SxCFNwPd9yuVz7jsvhBBfoljSFAtVhoNjqlXnrKMqo1qr0Om0L7SWODcchClYS6MuXVVCCCHEvJx3ZlXGF7ekegL8W9MtRwghLg83eYpOj1F5gHEbWGvZPRgwGgegPGx5Y94lzoW1EIcucZxw+/ateZcjhLjiHFfRqFc5OBygcYnClFq9RnvxYrtWrbU8GMaM45xqzZWuKiGEEGKOzhtW3X3l83G32z2adjFCCHFZOMkRTryPzgYYtwFKsX80pD8MwBpM9R5fvnfV9TcJqnKqtSque95fI0II8XqlioN3WmU07LHYXqC1sHDhNTwNUk6jFE8rmg05tgkhhBDzdN4B649mXYgQQlwWOhvgRjvorIdxqqA0R70xx70RNo/Jax+i1M18xz3PFUnsYPKETvvmzeoSQsyG5ymWVuqkqU+9Xr3w+x+lOTvjiDixrK17F37/QgghhHjZV4ZVW1tb3+GLy/9eZLvd7p+ebklCCDE/Kg/xokfovI/RFdAe/WHE4dEIm0VklffR6ubOMYmDyRKdxXZblsgIIaaqVHIplS4+qMqN5f4gYhwZFtsejhzbhBBCiLn7us6q/+01l68Df5HJoHUhhLgeTIoXPkClfazywfEZBQm7hwOydIyp3EU7/ryrnJs00SSJwnEdGnPofBBCiFl4OIrpRxnlskOldOVpfpQAACAASURBVHPfjBBCCCEuk68Mq7rd7m+++PnW1tYi8BtMBqv/beAvz640IYS4QDbHD++js/7kU6dEFKc8OeiTxSOy4jqOe3Pz+edD1aOUW7dW512OEEJMxVGUchQmALQWJKgSQgghLotzzaza2tqqA/8h8OvA/wP8Yrfb/WyWhQkhxIWxFi96jE77YBKs1yBJc7b3+iThGFNYxik0513lXCWxQxJbyuUShUJh3uUIIcQ7izLD41FMGFuWV2T3PyGEEOIy+bqZVSXg3wf+A+DvAf9kt9v98QXUJYQQF8aNd9HpCSofY7wmeW7Y3usRhWMoNFHF9rxLnCtjIIlc0jSRriohxLVgrOX+MGIY5jSaLr4nXVVCCCHEZfJ1nVUPAAf4K8D3gOWtra3lF6/Q7XZ/a0a13UzW4KTHOMkhxlsgK8iJoRCz5CSHOMk+OhtgvAbGwvZ+nyAYg1vGFuU5GIceUZSx0KyjtZzQCSGuvifjhF6U4fuKek2Oa0IIIcRl83VhVcRkN8B/+zVft8C9qVZ0U1mDk55MTppNiE57qOAzbOMfJZfASoiZ0FkfN3oyCaqcGhbF7uGA0WiMUi6mvDnvEucuzxRprIGc1mJr3uUIIcQ76ycZT4OYNLWsrXvzLkcIIYQQX+LrBqzfuaA6bi5rcLJTnHgfZUJ0NgSlyd0FHJtTHHyfsPFLGP9mL0MSYtpUHuKFj9BZH6PLoF0Ojob0BwFYQ159DzXvIufMWogCjzBMWFldmnc5QgjxzlJjeTCIGUeWxbbMqRJCCCEuK/kNPS/WotMT/OBnuOFDnOQAnY8xbh3j1kE75P4SFk1x8BE67c27YiGuD5PghfdR+QCrC+D4HPcCjntjbB6RVd5DKTk8polDmoBf8KiUb+5OiEKI6+PBMGIQZVQrmkpJlv8JIYQQl5WcjV00a9HpKX7wM7zwAU68j85Gn4dUShPGKU/2+wyDhLywgrI5xcFHqHw87+qFuPpsjh8+QGcDsArrFOmPIg6Ohpg0ICu/h9bn2ij1WrMW4tAljlNWlqWrSghx9e2HCcdhitaKVkuW/wkhhBCXmZyRXRRrJ/Nxkj1UHqCzARaFcWugJu/sRXHG0emY4SgiisfsHRi++f4mleIqXvSEYv8josYvYZ3inH8YIa4oaydL/9I+2BTr1hmHCU8PBuTpmLxyF+0W5l3lpRCHLkmcU61V8Dw5qRNCXG1BlrM9SogSw9qqP+9yhBBCCPE1pLPqAuisjx98jBfex0n2UdkQ41SxXgOUQ5xk7Oz3ebB9zMnJCVmWYMsb9NM6n3y2Q5xa0sIqOutRGHwfTDLvH0mIK8mNd9DZKcoEWKdGFE+ee1k8Ji/dQrmy1A3A5Io0dsjznE57cd7lCCHEOzHWcn8QMwpzFhZcXFde/gohhBCXnXRWzZDOBrjxHiofobMRFoNxqnC2xChJMw5PAwaDkCwNQWvy0jpOoYELNNtlTg4f8/H9Hb75/gYU1vDiJxSGPyCu/yIo+ecT4ryc5AAnOZzs/Oc2SHPD9l6PJBxDcQnlN+Zd4qURhS5hlLK4uCjDh4UQV97jUUw/TikWNbWqvHYSQgghrgL5jT0DKhviJnvobDgJqZTFOGXQk6U0SZpz1BvTH0ak0RilNHlxFV1o8uKoT9d1abQ3ODy4j/fwKR/cW0MVVvGiHaz2Sar/yPMlhEKI19NpDzfanez859TIDWw/7ROFY/Ab2ILstvlMlmqyWOM4hkajNu9yhBDinZzGGfthQpbB0pK8ZhJCCCGuCgmrpkjlI9z4WUg1ACzGqTwPqdIs5+g0oDcMSeMApRSmuIouLrx2PabnedTad9g7/BTP3efe7RWywgp+cB/wSKrfAtm1TIjXUvkYL3o8Cap0FascdvZ6BMEY65SgtDbvEi8NayEKXMIoYX19dd7lCCHEO0lyw8NhRBAZljqedIoKIYQQV4iEVVOg8vFZSDVA50OUNeS6DM5kgGea5Rz3AnqDkCQOUQpsYQmKi+caGlYoFDCL99g5/BTXP2JztU3md/CDj7HaJy2/D0rN9ocU4gpSJsYLH042NNAFrHbZPRgwGAWTkLdye94lXipp7JCmlnKpSLEog+aFEFeXtZb7w5hhlFOrORSL0lUlhBBCXCUSVr0DlQeT5X5pH50PweYYXQV30kmV5YbjXsDpICSNQ8BgCh10sc2bRkulUomsfpvHTx5ScD1WlprkNqcw/hFW+2QlOekW4iU2wwsfTDqqUOAUOTge0RsEYHJM7YM3fh5eZ8ZAHLkkccL6XemqEkJcbU+DlNMoxXEUC03Z0VQIIYS4aiSsegsqD89Cqh4qH6FsjtElONvyPs8Nx/2A0/6kkwqbk3ttdHnpnbZfrNXq9LJb3N/exvNcFheaYHMKw9/Hao+8IMuZhADAGrzwEToboEyO9Wqc9AOOT0fYPMJUP0TJ8tmXxKFLHGc0m3W0lg4EIcTVNUpzdsYRcWJZW5egSgghhLiKJKx6AyqPXgmpUoyuYN3Jcr/cGE56ISeDgCSKwGYYvw3FNnpKJ8aN5gKnxymfPtzFczepV1socor93yVqeuR+Zyr3I8RV5sY76PQUlQcYr8lgFLF/OMSkAVnlfbSWQ9+L8kyRxg7GJCwutuZdjhBCvLXcWO4PIoLYsNDycGROlRBCCHElyRnbOSgT48R7OOkpKh+jbIrVJYxbBcAYO+na6E9CKmtTrNeC0vLUuzeUUiwsLnF8mPHxg22+/eFtyoUOjt2jMPgeUeOXMV5zqvcpxFXixPs4yRE6H2LcJkGUsHswIEvHmModtCuzmF5kLUShRxgmrKwuzbscIYR4J49GMYM4o1x0qFakS1QIIYS4qiSs+grKxDjJPk5ygjJjlEnOQqoKMAmpTgchx72AJI4weYL1F6C0MtMlRkopWu1VjvdTPv50m299eJuCv4wbP6U4+C5h449jz4I0IW4SnZ7ixrvotI/x6sRpzvZenzQeYUrrqLPnrvhclmjSGHzPo1Iuz7scIYR4a8dRymGYYC0stCSoEkIIIa4yCatew422cdKTSSeViSchlbcATEKq3jDk6CykslmK8RtQfe/C5uBorVno3OLk4CGf3N/hG+9vQGEFL35CcfARUeOXsE7pQmoR4jJQ+Qgv2kbnA4xTJc3h8dMeSTjGFpZQvnQcvspaiEOPOE7Y2FifdzlC3DjDJKeXZLha4SiFqxSO5uzvs8/V5E0q8dWi3PBoFBPEluVlFy3L/4QQQogrTcKq13CjHZSJsLr4PKSy1tIbRhydjonjGJvHGLcBjXsodfHv4LmuS729ycHhA7yHT3n/3hoU1nCjJxQH3ydq/GNYLUuexPWnTIwfPkSnfaxTJMdh+2mPKAywfh2KMsvtyySRS5LkVKtlfF+GEAtxkYIs5+N+yPE4JbcWfRZWaQ2OUmilcBxwNHhavxJovRxsPf/aCwGXqye3cRMYO5lTNYxyGnWXgi9dVUIIIcRVJ2HVV3gxpOqPIo5OA+I4Ik9j8OrY+t25hFQv8n2fWvsOTw8/xfUOuLe5TFZYxYuf4A9/QFz7RdByEiquMZvhhfdRWR+jHazyebLXZzweo5wCtiQdQ1/G5IokckizhFu32vMuR4gbJbeWzwYxwzCns+hRLimyHJLMkmSWLLMYY0kMmAysybHWYq3FWACFsRZrQOnPgy5HKbSeBF5agecoXK3PAi2+EHZNQq5JsFVxHVx9NcOt3XFCP8rwXEWjIUGVEEIIcR1IWPUa1ilhrWUwijnqjYmihDwNJ7Og6ndQ2uWyvKQrFApkC7d5cvAA33PZWGuTFdbwoidY5ZPU/gjMOVQTYiasxQsforM+yhqsW2P3YEB/OEYrRVbevDTP08smCl3CKKW92JLlMkJcsMfDmH6YUiwq6tXJSzHXgaL/ZrdjrSXLDUluSTNIM0OWgcktqYEwNViTg510H2HBANZMPne0RitwFRQ9zb1mkU7Ru1IdWYMkYzeIiVPD2vob/g8UQgghxKUlYdVrDEYRh6eTkCpLQ7Rbwda/gbqkW95XKlUG+W0e7T7A9z2W2w2ywip++ACUR1L9NlzQPC0hLorOh+hsgMpDjLfAwcmIXn+MMjlZ7YMLmyF31WSpJos1jjY0GvV5lyPEjXIUpRyECcbC4uK7vaZQSuG5Dp4LvOGqf2stcWrIckucWY4GGd97OmK15vNeo0jDv5yvd16UGsv9YUwQWRbbHo4E70IIIcS1cflficzJ9tNT8jQEt4ytfYB1/EvfoVGv1+nlt7j/eAfPdWg1q2T+En7wMVb7pOUP4Aq9WyrE13HSY3Q2xDhVTvshRycjTB5hqh9KUPUa1kIUuIRRzPr62rzLEeJGCTPDo2FMmMx/CLhSiuLZbKcqsFjz6IcpT44SDsYZdxo+t2tFSu7lPZY+HEYMw4xKxaFckg5yIYQQ4jq5vK9A5sxYMLUPoHoX7VydtvJGs0XkrvDpw12GwwjrVsm9RQrjH+NGj+ZdnhDTYxJ02gcMw9CwdzTApAF5+d6l7YC8DNLYIU2hVCpSLMoGDEJclMmcqohhnNNsOPje5QtXGiWPb90qUWtqPu5F/M7ukMejmGwyKOtSOQhTjsIUlKLVkmO+EEIIcd1IWPUatnrvSoVUzyilWGh1GNpFPn6wQxClGK9B7jQoDn8fJ9qdd4lCTIWTnqBMSJBonhwMyJKArHwb7RYvvBZrIY01xlz4Xb8RYyCOXJI4YXl5ad7lCHGjPB7F9MKUoq+p1S5vuKKUYqXh843NEqZo+b2DER/tDTkIU6y9HKFVmBm2RzFxbGl3Ll/oJ4QQQoh3J2HVNaS1ZrGzRi+t8fFn2yRphvFbGKdEcfB9nPhg3iUK8W6swUmPsWnA48OELBpiiqtor3rxpVgIRx7DvsPxgUMw8shSzSU5p3tJHLrEUUaj0cBx5ARPiItyHKUcBAm5gcXFq/Hcc7XiTqfIvfUCJybjo6dDfnA0ZpBkc63LPOtQi3IarcvZoSaEEEKIdydh1TWltWahc4vjoMAn95+QZYbc62C1S2HwPXRyOu8ShXhrOh+iTMQgSEniiMxbQBUWLrwOayEY+YTBJJmqlBsM+4qjfRieeiSRc2m6rfJMkcYOxlra7da8yxHixggzw6NRTBhbOkvznVP1Nsq+yzfXyywveWwHCb+zO+JnvYAom8/BbXuU0I8zigX9fCdFIYQQQlw/V+sVk3gjruvS6GyyP4D7j55iLOT+MgDF4UeobDjnCoV4O04yGax+ONKYPEWVVi68BmMgGPpEQY6jHW7dWmNpqcG9e2usLK+QJj7Hh4rTQ4dw7JFn893cIAo9wjBhaakz1zqEuEmedQENwpxG06HgX90uoIWKx7c2SpQamp+dRPz27pDtUUx+gfOsenHGXhiTZfbKdKgJIYQQ4u1cirektra2HOB7wJNut/vntra27gJ/C2gBvwv8WrfbTba2tgrA3wT+KHAM/Evdbvfh2W38BvDngRz4i91u9++eXf5ngP8WcIC/3u12/8sL/eHmzPd9qot32D3+DM/b587GMnlhGS/epTj4iKjxy1inNO8yhTg3ZWJ0NiCMEqIkB7d04Tv/GQPhyCcKc1zXfWlXPaUU1VqBam2JNMk5Ph4wOAmwWlGuuBRLBs/PL3RjzjTRpDH4vku1Ur64Oxbihns8iunH6aQL6BLPqTovrRRrTZ9OzWPnJOb3DkY8KXm81yzRLrqoGR7YktzwYBgTRIZOx7tyHWpCCCGEeDOX5Tf9vwf89IXP/yvgr3a73Q+AUyYhFGd/n3a73feBv3p2Pba2tr4N/Crwc8CfAf6Hra0t5ywE+++Bfwb4NvAvn133RikWixSat9neH/Fk7wSUQ1pYxcmGFAffQ5l43iUKcW6TweoBx0NLFoeYwsV2VT3rqAqCHM/zXgqqXuX5DiurC9x7f43O4hJx6HJyMOm2igL3QrqtrIU48IijlOXl5ZnfnxBi4jhK2Q8SsuzqzKk6L89R3O0UubtW4CTP+GhvyA+PxwyTfCb3Z63lwTBmGGXUaw6l4vX6/ymEEEKIL5p7WLW1tXUL+GeBv372uQL+FPB/nF3lbwD//NnHv3L2OWdf/9Nn1/8V4G91u9242+0+AD4F/tjZn0+73e79brebMOnW+pXZ/1SXT6VSRdc2efjkmP2jPiiXtLCGTo8oDH4XTDrvEoX4emeD1U0a0A9BOy7au7hOIZOfLf0LM4qlAmtrq+f6PqUUjWaJu3dX2NxcxXWq9I41xwea8cAjjWc3kD2JXJIkp1or4/vebO5ECPGS6GxOVRBbOp2rN6fqvMoFl2+sl+l0PB6NY357d8DH/YAon+48q70w5SRK0Y6i2ZTjmBBCCHETXIZXT/8N8B8Bz17ZLAK9brf7bLuZHWD97ON1YBvg7Ov9s+s/v/yV73nd5ZeWtZDEDqO+TxxO953Der1BXlrn/uN9Tnoj0B55YQ032aMw+iHY+e7wI8TX0dkATExvlJEmEZm7eGH3bXJFMCoQBBmlUonVt+xS8gsua+st7r23RrPRJhg6HB8o+icuUeBi8ul1W5lckUQOWZbT6bSndrtCiNd7cU5Vs+lSKFz/LqBWxeNbG2WKdc1PT0J+Z3fIzpTmWY3SnCfjhCixdNpXfymlEEIIIc5nrr/1t7a2/hxw0O12v7+1tfVPn138ZWdq9mu+9rrLvyyM+9JXTltbW38B+AsA3W6XWq32FZXPRhIrwrEiTw1JnBKFDqWSQ6U2vZPXarXKwZ7H491dFhpNao0aZGWK421q+gm0fgEueP6PeHOu69Ju38DwoX+IzXN28jK+n+O3b6MuoGMhz2DYczB5wlK7yeradJbTNRp1rF0iGKccHBwTDAISz1BreBTL4Pn2nWZbDfsaaxNubd6i0WhMpebz0o4zl+OoEOc1q8fo/V5AhEOz7rG2drNmxDXqk9lSD/dG/Og04ShTfGOxSqfkv9U8q8xYPjkckBqHjY0K9Zo/g6ovL621HEfFpSaPUXHZyWP0apv3W1T/BPDPbW1t/VmgCNSZdFo1t7a23LPuqVvA7tn1d4ANYGdra8sFGsDJC5c/8+L3vO7yl3S73b8G/LWzT+1weHE75WWpJg5d0gTiOKVYLLC62mY8Mjx5fECrbSiUp9dSXyzXODms8bt/8FO+/eEdSkUPZRu4+98nGUUk5Q+50OnP4o21222Ojo7mXcaFUibCHz0hGJ7SHxhS65GMxzO/3zxTBCOfMEip16tUa2VmcXxod6qYxQqnJ2MO9gdYk1IsO5TKBq+Q86aZXJZqgoFHkmb4rjuTmr9KrVa78PsU4k3M4jF6EmXc7wdEiWVtzbuxz4HVumJcUOwcjtk9GbFeL3CvUaTmvVmX2YNBxMEoxnU1ipjh8GbN2JTjqLjs5DEqLjt5jF5tc22h6Xa7v9Htdm91u907TAak/1a32/1XgO8A/+LZ1f514P8++/jvnH3O2dd/q9vt2rPLf3Vra6twtpPgB8B3gY+AD7a2tu5ubW35Z/fxdy7gRzuXPFMEQ49g4DEaJhgLGxtrrK+v4nkejaZPu73E8ZEijqb3T6W1ZqG9Si+t8fFnOyRphnUq5G4bf/wT3PDh1O5LiGlxkmOUGU8GqychlM43L+pdPAuqgiCh0ajRbs922aHWisV2lXv3VllbW8XkBU6OFCcHmnDkkaXnOw5YC1HoEkYJyytLM61ZCDERZYaHo4gwNtd6TtV5VQouH64X6Sy5PBpF/PbugE/6Ack551kdRykHYUJuoHXNBtQLIYQQ4utd1ldS/zHwl7a2tj5lMpPqN88u/01g8ezyvwT8JwDdbvfHQBf4CfD/Av9ut9vNzzqzfh34u0x2G+yeXXeu8lwRjjzGA5/hICPLDWvrq2xurOP7n7e4K6VoLvgstpY4OdAkUwysHMdhobPBUeDx6YNdssxgvDq526A4+iFOtDO1+xLinVmDk52SxQGjUKEdH+3MdjlI9kJH1cJCg8XF1kzv70VKKcoVn83NDnfurFEqNRn0FEf7MDj1SCIH+xXne2nskCZQLBYoFYsXVrcQN5Wxls+GEcMwp97wbsScqvNQStGq+Hxrs0yhpvnJcchv7w55Mk7Iv2JXiSj/fEB9W4I/IYQQ4kZSdlZbUF1t9jvf+c7Ub9QYJsv9YocoSnG0or3UplL+6pkW1lqOjyNOTw5ZXDb4hen9myVJwvDwPustl/fvrqG1wkkOUXlI1Pgl8oJ0ZVxGN20ZoE5P8cPPODw8ZPc4Ji+s4hSbM7u/LJ10MgVhQqvVYqFZn9l9nZe1ltEw4fikR5om+D6Uqwq/kOG4nx8TjIHxoEAwSrhz5xaOO5/V3tJ2LS67aT5GHw1jdkYxSimWl2W3utdJc8Ojo5g4sKxUXN5rlGgV3JfmWRlr+Vkv5GCcUqs6NBrznlgxP3IcFZedPEbFZSeP0cvpV//4N+HL546/5Oa+ArhAxky2j5+EVBmWlE6nTa1WOdf3K6VYXCyC6XB8cEB7WeH505lh5fs+lcU77B59hu8dcHtjidxr49h9CoOPiBq/jPEvrqNEiC/jpEfYZMDx2AHFxQRVQUy7vUijMf+gCibHgVq9QK2+TJLkHB8NGJwGgKJSc/GLBs/PSSKXJMpoNGtzC6qEuElO4oy9ICbPLKtr8pz7Kp6jeX+5xCjO2DlMOHo65FZtMs+qejbPajdI6EUZrqNudFAlhBBC3HTyKmCGrJ2EVEnsEEcZxky6NJpv0aWhlGKxXcTYDkf7h3RWNK43ncCqWCySL9xme/8Bru9ya2WR3F/CifcoDr9L2PynsM75gjUhpk3lITobMQoS0jTHOPWZrV9OE0009gjGMe2lNo365dw9xPcdVtcWsKbJYBBxctJnOEgoFF1cx8HYlFZrYd5lCnHtRbnh4TAiiAxLS54sVzunasHlG+sOx+OUh0cx++OEu80CCwWP3XFMkhlW127Wzn9CCCGEeJmEVTNg7WRmTBy5JHFOlsc0Gw0WFprv9EJWaUW7U8LaNod7R3RWFK43nSWBlUqVQb7Bw51H+K7LUrtBXljBi7YpDn+fsPHLskOgmAsnPUblY45GkGcx1O/M5H7SZNJRFYYxK8tLVM7Z+ThPSisazRKNZok4yjg6GhAEY1aX23LSLMSMGWu5P4gYRjmNhkuxKHOq3oRSinbVZ6HssXua8OPjkIaXgoXWoocjxzAhhBDiRpOwaoqshTRxzrqpctI0plqr0Wm3pnbiqLWis1TGmhZH+yd0VnhpXs27qNebnGYZ97ef4HsezUaZzF/ETfbR6THGb0/lfoQ4N5vjZKckcUgQg3KKKD39w1YSO0RjlyCIWV1b/to5cpdRoeiyfqsFyLJdIS7CzjjhNMrwPFmu9i4crdhYLLDc9Hh6lNIoaCplCf6EEEKIm07etpqCSUilGQ98xkOH8SjB9wvcvbvJ8tL0Oxy0ViytVKmUWxzvK/Jseh1PzYVFQmeZTx7sMBrFWF3BKp/i8Id85fZjQsyAk/VQJuJ0lJEm4UwG/j8PqsKYtbWVKxlUCSEu1kmc8TSIyTJLpy1B1TT4jub2coFmUwbUCyGEEELCqneWpZpg6DMeuIxHKY7W3Ll9i5WVJbSe3TuDWiuWlqsUCk2ODyDPpxNYKaVYaC0xsC0+ebBNmGTk3iI6O8WNnkzlPoQ4Lyc5xiYDTsYapRSOP90ZUkk0CarCMGZtfYVyuTTV2xdCXD/P51SFhsW2K0tuhRBCCCFmQF5hvaU8UwRDn9HAZTRMAdjYWGNtbfXCduByHMXKah3fa3KyrzBTCqy01rTaa5wmVT75bJvEehinSmH8IzDpVO5DiK+j8gCVjxmME9IkwU55V8o4PAuqooi19VXKRQmqhBBf7cU5VfWGS0nmVAkhhBBCzISEVW8ozxXByGM88BkOUkxuWV9f5datdXz/4neucRzF6moD161zfKgw+bRu16HZ2eBg5PF4Z5/ca6HyEC/4bDp3IMTXcNJjVDbiYAjWpFDsTO2249AlDBzCKGHj1i1KxeLUblsIcX3tjBN6UYbnKpoyp0oIIYQQYmYkrDonkyvCsce47zMa5CRJxurqMpubtygWC3OtzXEVq2tNHFXj+FBjpjRaynVdSo1Vnh6OGYeG3Gvihx+jsnA6dyDE69gcJ+sRRQFxCjhllJrO4SoKXMJAE8cJGxtrcwmZhRBXz+mLc6o6ElQJIYQQQsyShFVfw5jJye144DMaGOIkZbnT5s6dzUs138Z1FWtrCzhUOT1UUwusqtUqkV7gwc5TcqeOsgZ//OPp3LgQr+Gkp6gs4mSYkycBprT6zrdp7eS5HAWaJM64vbkhQZUQ4lziZ3OqIkNL5lQJIYQQQsycvNp6DWsmS4XG/QKjgSUMU1qtJnfv3KZSq8y7vC/leorV9RbWVOkd6als3qeUotZsczQwnPZDcq+FF22j096737gQr+Gkx5i0Ty90UNpDu++2TG8SVHmEgSZNUm5vruNe0Gw5IcTV9mxO1SDKadQcmVMlhBBCCHEBJKx6jdGgwHAAYZhQr9W4d+82jUZ93mV9Lc9TrK8vkmdlTo811r77bZZKJYzf5sH2HqmqYLVDYfQHTOXGhXiFyseofExvmJAmEcZvv9PtWQvR2CMKFVmasXl748I2QRBCXH1PxgmnUYbrKhpNb97lCCHEpeCOB1Q++wNKhzs40Xje5QghriE5Y3uNYJxQr9dYXFy4cu3+nq9Yv7XIk21L7ziguWhR77hRYL2xQO/glP3DU9Y7bdx4Dyc5IC8sT6doIc446TFkI45GCjBQWHjr27IWwrFHFFpMnnP79i20lq4IIcT59OKM3SAmzSyraxJUCSEEgBsMaTz+Q7JwTHHYxy1V0PUmWaNNUmuRVmowpVmjQoibS8Kq17h7d/PKhVQv8n3N+q02O9tH9E9CGi3zToGV7/u4lSUeP92hvbiAdkoURj8k8P8UKDn5F1NiM5y0RxAEJJnBurW3HqxuLYSjD+IFXAAAIABJREFUs6DKwubmxpV+TgshLlaSGx6czalqtz0cOX4IIQRuOKLx6KeEgyEf3lqk3CkzPO1zfPKUeO8Jjl+gUm+QNyfBVVJtYh055RRCvDk5crzGdTip9Qua1fUWu0+OGJzG1BfeLbCq1xsc7Z2yvbPH+7fbuNEObviIrHxvekWLG81JT1F5yNEwJ08ibH2Tt3nIToIqnyi0WGBzY/1aPKeFEBfDWMtng4hhlFOrOZRL8qaMEEI40ZjGo58QDYesLZRYbVUZDiyN5Q6NZbDGEPZ6HPWPCU4OUNqjWK5Aq0NSWyCutTD+u80hFULcHBJWXXOlksvaWpsnu4egYurNt18S6DgOlcYyT48fsLIEda9OYfxTsuIt0LKrmnh3TnpMGg8ZRy7KLaCdN39cWQPB2CcKDForbq1LUCWEeDO744Te2ZyqBZlTJYQQOFFA4+FPiIYDlmtlVhpf3BVdaU251WKz1cJaSzoec3oyoL/dR1nwSlVUY4G0sUhSa5GVqrzzrBIhxLUlYdUNUCq7rK122H1yiNYJ1frbd1hVKhUORws83N7l2x/ewo+28YOPSao/P92ixY2jshEqD+gPY9IkIS+t86a9DMY866jKcbTL2vqKBFVCiDfSTzKeBDFJalldl6BKCCGcOKTx8MfEgwHL9RJrC18Mql6llMKvVlmuVlkG8jimf9zj5HAHvfsIp1hB1+rkzUnXVVJtgrxmE0K8QMKqG6JccVlbb7P75BBI3zqwUkpRayxyeNLnpBfSqS3gB5+RFu9i3crU6xY3h5MeQzrkaKxBKZxC442+/1lQFYY5nuuyvr42o0qFENdVkhvuD2LGkaEjc6qEEAKdRDQe/phkMKRTLbC2UH6r23EKBVpry7QAm+cEJyccDQ4Jjp6inQKlWh270D5bLriAdWXVhhA3nYRVN0i54rG61mF39wCtcyq1/K1up1QqMfY7PNzZp/lzd9AMKIx/RNT4x6dcsbgxTIqT9RmPA9I0x3gN3uQU0RgIhpOOKt/3WVtbmVmpQojryVrL/WHEMMpoyJwqIYRAJxHNBz8mHfRZqBa4tTidN6aV41DpdKh0JsfeeDDgpNdj+PAIpRz8chUarefLBfPi2wVkQoirTcKqG6ZS9VhZ6bC3d4jCUq6Zt7qdeqPJ6f4Je/s9NpZauPEuOj3BeK0pVyxuAic7ReUBh0ODyRNU9fxD+00OwcgnCjMKpRKry0szrFQIcV09CRJOowxXK5oyp0oIccPpNKbx8Cekwz6NSoHbUwqqXqWUothosNaYdNRnQcDpaZ/e00foJw9wSxV0fYHsLLhKKzV4y52ixc2j0mTeJYh3IGHVDVSr+1jbYX//ADSUK28eWPm+j1ddZnt/m077DmXlUhj+kHDhT8gvEPFmrMVJj0nCIUGiwSmi1Pk6GqyFYFQgCFIq5RLLElQJId5CP8nYHcekqWFlTZaeCCFuNp0mNB7+hGzQp17yuDOjoOrLuOUynXKZDmCShOFpn6OTXZK9HbRfpFKvkzfbJLUWSbWJdeR0VnyRTiKqew+pxWPS8gLh2l0Z5n8FybP7hqrVPaxd4uBgH62gWH7zwKper3O0V2F7Z5/3b7dx412ceI+8KLOCxPnpfITKQ05HCWkSYyt3z70EMIkc4iinVCpKUCWEeCufz6myLMqcKiHEDaeylMajn5D1T6kWPe62q3OrRfs+jeUOjWWwxhD2ehz1jwlODlDao1iuQKtDXF8kWliWMEKANZSOn1I+2CYZj7DKUn78AJWEBLe/JUP8rxgJq24opRT1xiSwOjw8oLUEheKbBVaO41BpLLN7/IDlZWi4FQqjPyAoLIGSh5Y4Hyc9hmTASaBR2kF555tLYC0ksUuWJWxsdGZcpRDiOprMqYoZRhm1qqYic6qEEDeYytJJR9XpCeWCx3ud+QVVr1JaU2612Gy1sNaSjsecngzob/fBfoa7skG4+Q2Zb3WDueMBtaf3scMBYZKyvlDi/Y1lTh7e5+H9H0EcEb7/R7CuLPW/KiRRuMGUUjSaPtYucXTwdoFVpVLhcLTAw8d7/PyHa3jxDl7wgLTywYyqFteKSdFZn8EoIE0ycrfFeU8Vk8ghTXKqtSpa3iURQryF3SDlNEpxtWJhQV68CiFuLpVnNB79BNM/oVRw+WD58gRVr1JK4VerLFerLANZv8fOk0/g5JD8vW8TttdkLMkNorKUyv4jCid7ROOQStHnmxtNXGfyGPBaHd5zC2xvf8JJGBJ9+4+SF0pzrlqchzyLbzilFM0Fn1arw8mBIonf7CGhlKLWWORoZDnuxxi3gR/8IcrEM6pYXCdOegJZwNHQYE2GLrXP9X3PuqrSNKfTlqH+Qog314tTnowjktTQXpb37oQQN9ckqPoppn9CwXX4cLk275LeiNtocvvDu9zVAcUffZfqH/4eTjSed1li1qylcHrAwqc/QO89JooT3lup8+Fq/XlQ9Yyu19l8b4OV3g6l3/+HuOPBnIoWKkvPfV0JqwRKKVqLBRaaHY73FUn8Zuu9S6USxu/wcOeARDdQNsMb/XRG1Ypr42ywehQOCFMH61ZQ53wXLImlq0oI8XZyYxmlOZ+eBowjS2tR5lQJIW4wk1N//IfY0yM8rfnGytUKqp5Rrkvj9m2+sd5iYe9Tyr/39ykfbIN9u53PxeXmRAGNhz+m/PhnRP0+CyWfX9hYoF56/SYpqlhm5YO73IpOKP3e36fQP7rAim8wa3DHA8r7j2l+9kNaP/3uub9V3koUwCSwWuwUsbQ5Pjiks6JwvfMf3BvNBU73Ttg76LOx1MKPHpKW7mG9+gyrFleZzocoE9EbJmRJiq29x3liUmshiVzSNOHWLemqEkJ8kbGWOLeEuSHODdGzvzNLYnKyHNAe1aqmLHOqhBA3lTE0Hv0UTo9wHM03rlhH1ZdxGw02qxUWdnbZ+dF30au3ie58k6x0eZc1ijdgcsqHO5SPdglHAQXf5efX6/je+ZbyK89n8f27FB494sEP/gHqm79AtLw546JvHp1E+KMe/qiHNx5gkpgsDMkB7Z4/gpKwSjynlKLdLmFNm8O9Izor+tyBled5+LVlHu89ptO+S5k+xfGPCBu/LDtziC/lpMeYuMdp4KAcUG7xXN8nXVVCCJgEUkluPw+izj6OckNiLFluSLLJdayxOI7G0RalFZ6raC36eFp+PwkhbihjaDz+Q9TpEUorvrlcQ1+TY6JyXOq3N/lwMGB35z6np0dkd79JuLwpu8FdYf7ghOreA/LxkCA13Fks0aq9+ewp5ThU797lg51t7v/4e6g4Itx4X+acvQuT44/6eOM+/qiHjsakUUyeZmjfpeJplparVMpv9u8lYZV4idKK9lIZyyJHe8e0VxWua8/1vbVanaNxjcc7+3xwexE33kenRxhfdmoTrzAJOu1zOgxJ05TMXz7XwUi6qoS4Way1pOZZCPV5GBXnhji3pLkhyyHODLm1uFrh6MmbL66nKFY0i0VNwVdfCLdrtSLD4fnnJgghxLVhDfXtn6FODwH41jUKql7k1utsfKNC88lTdn76fZyTA6K73yIrX/0OsptEpzHVpw9w+0dEQUSzXOD2Sh3nHR6zSilKG5t8cPCUB5/8ABWFhO/9HNaReOS8nHA86Z4a9/CCIVkck4chmeNQ8BzWaj7NevML88PehPxriC/QWtFZqmCN5Wj/hM4KOM7XB1aO41BpLPH0+AErS4qm61Mc/pCg9SclqRYvmQxWH3M8soDFLZ0vePq8q6oiXVVCXCOpmYRRk6V6L3ycGzJjSDNIckNmLFpNAilHKxwXvLKmWfAoFv5/9u4sRJJsz/P79xzb3NzNfI09Ivetqu7tC02rR42ExDyJ0byM9KAAPUgjIRgQEkigBy0IBiQh9CQY9DDQIJhpEEgBEkgPI8Qw0A9q3e7bPbdvdVXf2rIyMzL28C18s93s6ME9l6rKJTIz9jwfCDzC0z38eKS7udnP/ud/fhpIaZqmaT+iCqpb3yJ7hyil+Nly9UoGVc8Iw6B6fY0H4zF7W0/oHXVIb31CuHRTV1lddKrA7e5Tbm+RjMdk0uCz5Sol5+RW77UXlrlj93j69CtEEhI++F0Kyzmx33+ViCx9MbVvfISKZ1P7VIGwLGqOZH6teaL/Pzqs0l5JSsHCkke+U9Bv95lbOt79KpUKh6MGT7YO+Pn9Jax4FzPaJnP1XGBtRhUYaZcgGBGlAmX679arKklYW2ud+jA1TfswSikKBblS5M8vFVmhnldJPQuk0mJaIZVk00sBGMb0s0gaArMEjZJF2QHT0D2mNO2qEHmGyDNkliKzBJlniCyd/pzPLrMUkaVkboXJ0k1yp3zew768lMLffojsHpIXBT9fqV3poOplhuex+uA29b09tr7+NUbvkPjWp6SV2nkPTXsFMxjh7T6C0YAwSVltlFisnc5736w3uWna7G4+ph1HRJ/9PrlbOZXHulRUgRWMsMbTqX1GMCJNEoo4ITclJctkrVnG991T247osEp7LSkFc/M+O9shURBRKr+9ukoIQa0xR7szoDtIWaj4OJMvyZxlkCeXsmqXl8yGiCKiN0wosgyqN491v+dVVVVdVaVppy0v1E9CplxNry9m32fqpe9fc31RFBSK6VcBRaEoUKS5QswqpKQQGIbAsKHmmZQdgWXpQErTLiVVzMKlbBY+pchsGkaJfBZIvfQzeU5RFOTZ9FLmGTxb1lzK6ZcQCAHu3iZqb4f81gOC+TVdFfOulMLfeYjR2ycvcn6+UvugaVSXkZAG3uoa9+sT9ree0j3qYt16QLB8C6T+3LkIRJZSOXiK09snmgSUXZtPrn3YVLLjkJ7H6r1bWI+esPf5n5D87PdJ/MapPuZF9PrG6ArDslhwDZqLTWzrbGIkHVZpb2Q7gnqjSa+7x2JJHWs2X6lUYlya58n2AfVPr1FKd7CCh6Tep6c/YO3CM9IuedhnGJsIwwD59s3Qi6qqWFdVadp7UErRjTOSXP0kfHpVKFWoYhouqemq3/mzAKqAgmnFFAqkmJ6kEAIkgJxWRQkESkybmguhEIbAMMCWEssUlGyBowMpTbsUXq50evH9LIzK0pcqo1JEkZFnOaooyPMCsgxRZKi8QEiJkAIhBEg53W4IQcUEx5Y4psCyy1iO88oDIZU1GOztsvvXf45c2CG5/oCkqvtXHotSeLvfY3b3SdPsowyqXmZUKqzcv0Ntf5/tb/4S2T0kvv0ZqVc/76F91JyjQyr7m2STEbGCO0tVqq59Zo8vbIeFu7dxnjxh8zd/Ap/+Hsnc8pk9/rmYNUafhlMDZDQhiWKKNCO3TcqWZPE9GqOfFB1WaW8khKBasxiNqgwHfWqN432w1WoN+gd99tpDrs/XscPvyEo3UKYu3f6YiSJGZiO6o4g0SVHlNY5zniTVVVWa9t7yQvH9MKIbpgziApRCMK2eFWIWLonZFwKEQgiJlAppCKQNxixksqTANME09HQ8TbvKjHCCM+zgDLrIOCDPCooiR+U55Dkiz1DAtDxSTkNrBFIqStLANsFxJI7lYNoelu18cDgiTJP6tev4kwn729t0+z2sa7cIV25T2MdbUfhj5e09xurskaYpP1+pnXqVymUgpMRbWeF+bcL+1g6d3/SxbtwjXLmtm2yfMSMK8PYeIYd9ojBmzi+x1iyfyxRVYVrUbt/h7tYmj7/8M+T9XxAt37o6q9srhREFs+qpPlY4ftEYXRo4tmT1BBqjnxT9TtTeyjQFrZbP3v6EipdiHmM2n2VZ2N4CT/efMt+6iaeG2JPfEtf+hdMfsHZhGWkXlY3pTmYHxnb1rfdRCuLIJM0S1uZ0VZWmvYskL/huGNEPU0Bwc8XSU+w0TXslIwpwhl2cQQcRTUiDkBRwLYlnMK2INCxMp4xt25jm+WxLnlXFzLXbPH30JbK9S3bzU8K5Zb2gzytU9h5jtXdIkoyfr1YvxAHoRSIrFZbv36a+f8DT7z5H9toktz/7KKeAnbmioNzeotzZJRwH2LbBz9eq2Nb5to4RUlK+fpN7ezs8+urXiDgivPHJpZ56bMQhpd4+zqCDimPyKCQvCoRlUncM5k64MfpJ0WGVdizlikG10qDXOWR+6Xjhsu9X6Ux8tnYPuX+tiRVtkZbvUli6xPajpAqMtMdkPCROFMpqHKux+vOqqkoZqfsJaNqxhVnBt4OQQZhhmZK5eUNXJmqa9gMyiXAG0woqIxyRhiGpgpJlcrNVoeafz9SPtxFC4CwscLfZoL+9w96Xv8JcXCW68UA3zH5JZX8T+3CHOE75nbUqlq6IfSUhJeWVZe43Ag6e7tL+zRHWjbsEq3d0ldUpsUd9vL1H5JMRQZpzs+XSvEDbGyEEzsoad502Tx59gYhDwru/QB2nauMCsSYD3O4e1qBLEk5PQFQsyXzjdBujnxT97tOORUpBveky3i4TBSFu5e3N1g3DoFJbYK/ziMW5Jg3LxBn/FWH9X7k6pZTasclsAEVMd5Siihzcxbfe5wdVVbpXlaYd2zDJeDiMGAU55YpBs6k/7jVNm5JpjDOYVlAZwZAkjMgKheEYXGuUqXkX/wDmGWFaNG/epDoasrfzhH6vjX39LsHKLZR5dr1uLqLy4Rb2wRZxEvPz1ZoOqo5BumWW7t+hdnDA9sO/QvamvaySqt4HPSkyjansP8E6ahNNIuoVmxtL1QvbQ81qzXPHctja+o5eGBJ99nvkzsUJ1V5JFTiDDm53DxmMiCchmAZrdZfWKa2oeFr03qt2bE5J0mw26PYiSu7xmq1XKhUOxy2ebO3j31/ESg4wkgNyZ+n0B6xdKEbaJZn0GCUmmDbiGC8gXVWlae+uG6U8HsWMwpxazaRW1e8dTfvYyTTBnk3xMydD0igiy3MMy2KtXqLhn09/mJNi+lXW7ns0Dw7YefhXyMNd0tufEjUWP8oTpG57m9LBJlGc8PMVH/ucpmxeRkIIyktL3GtEHGzucPi8yurupauquVCUwu3uUW5vkYwnpFLw6XIVt3Tx/6ayWuX6HRP70RYHn8dEP/t9ssrbW5mcNZGllPoHuN09ijAkiWLKJYsHiz7lsnPew3svOqzS3olftRgNawyOetSbb//wF0JQq7fodI7oDFMWKy7O6K8I7HkQ+oPzYyGKCJmNGIwjsjhFebfe2lj9RVVVqquqNO2YdicJW5OIMFI0myZeRW9nNe1jJbL0eQ8qczwgjWOyLMMwTVZ8m0atcmGrGd6HkJLK8jL3WjGdp7sc/NWfYq5cJ7p2n8z1znt4Z8bt7OLuPyEKY3625J97/5/LSjglFu/dptE+ZPP7LxHdQ5I7PyOpzZ330C4dMxjh7T6CyYAwSlmt2Sw2Ltd7UpTKLN27hfVok52//H9JfudvEF+Q14IRBbjdPZxBmzQIiPOCmmtx/3rj0gfVOqzS3olpCpotj/29CZmfHKvZeqlUYlya58n2AY1P1yilO5jhJln59ukPWLsQjKSLSkf0JgJpmCjr7SWoz6uqyrqqStPeRinF5jjmIEgIY8XcvIlb0u8bTfvYiDzDHvZwhh3s8YAkisjTBGFaLHkWrVr9SgVUryJsh/m7t6gP+uzsPmTQOSC/cY9w6eaV7z9U6u5R3ntEEMb8bMnDuYANky+TaW+0Re7V67SfbHPw+f+Hdf0uwdrdj36a6XGIPKNysInT3SeahJRdi0+uXYxV5t6HsGxad2/jbD7h8W/+BPHJ7xItXj+38VijPm5vD2vYJwlCEgkLFYfFRuVSV8q+7GpvsbVTUakYeNUGvc7BsZut12oN+gd9dg+H3Jyv4kx+S1ZaA6k39FeeKjCyPsPxiCTJyaw53nYI/cOqquaZDFPTLqtcKb4fRHTDlCRTLC1bWObl3BHUNO3diTzDHvVxhl3s8RFJGFKkCZlpsVAxmavNXdqDww9h1Rrc8KuM9/bZ+eYvMdp7JDc/Ia7Pn/fQTkWpt09l93uCIOZny/6FXNnrshK2w/y929Tah9MVKLuHJHc+I64vnPfQLp6iwEgirGBI+XCLfDIiLuDOYoVquXTeo/tgwjDwbt3m3vYWj377F9OVAq/dPbuVSIuC0qCN292DyZgkCBC2yfVWmcYFalB/UnRYpb0zIQWNRolgXCGcTCgfo4rTsixsb4Gtg6cszF3HK8bYk29I/N85/QFr50pmR5CH9IYZShVI9+3h07Oqqoqrq6o07U2SvOC7YcRRmKIQLK9YGHrFP027+ooCe9zHGXSwR32yOCKPYlLLpOXaLCz7uqE2IKSBv7rK/WbI4fYu7c97WKs3CdfukZcuV6PhN3H6h1R2pkHVJ0s6qDoNz6qs7tbrdDZ32P/8l5hrdwiv36OwLmc/oA8hsgQzDjGefSXR9DKNybOMLEmJi5yWX2LtClX6wPS14F67zr3DPR5/95tpYHX7s1Ot3JRpQqm3T6l/QBGGxHFExbG4s1q/0u93HVZp78VxJI1mfdpsvZxznGOjarVGe1Ll6U6HB9ca2OEjUvc2yqyc/oC1c2OkXeJxj0liUpgW8i1nHpSCJDJJskRXVWnaG4RZwbeDkEGYY5mCuXkTqYMqTbu6VIE9OppO8Rv1yaOYLIpILYOmY7BwrYlt6V37V5Guy+Ld2zT7Xba3vkG0D8hvPyCYX4NLflLMOWrjbX9HEIR8suBTuQQNqy8zYTvM3b1Ftdth+8lvkf026Z3Pps38rxpVYMQRRvIikHoWUJElZEmGylJUmoKUYBogJZ4l8DyJ7/tXeptkLyxzx+rx9OlvEXFA+OB3Tzy4NMIJbm+P0qBDMpmQFIp6xWJtsfVRVMxe3VePduqqVYvRqMqw36d+jP7XUkq8+gL73UcszddpmOBMviCq/cHpD1Y7FyIPkdmY/jgmSzOovn1edxobJEmOp6uqNO21RknOd8OQYZDjVQwaTf1xrmlXkiqwxoNpo/RhjzyKyKKQ1LKoOZLla3XdQPuYhBDYzTlu1eoMd/bY/eu/wJjbIb75gKR6ORdysQedWVAVcX/Rp+Lq9hpnQQiBMzfP7VqN7uY2+5//KebaLaKVWyjDpDBMlGGc3dSwD/SDKqlnFVIvV0mlKSKJKZRCmSZKSixDULclXs3FdRuYl7yR9/syG01uWja7m49pxxHRZ79P7n5gIYZS2KM+bncXc3xEHETEUrLsO8zVLvfKre9K791q780wBXNzVXZ2JnjV4zVbL5fLtEdNnmwdUr03hxnvIdMuhXU5dxK0NzPSLnk84CiQSMNGGW/eifphVZV+TWjaq3SjlMejmFGYU6sa1Gr6o1zTrhqZJrhb32Htb6HiiDQISE2DWslkcbVOydGhxPsShknt+jX8yYT97R26n3ex124TrN6hsC9PTx172MXf+pZgEnJv0cPXQdWZE5ZN684tqv0u20+/hs4+hmUjpESaEmGYqNlXIY3Z9wZKvgi0fvBvs8tidv2Jhl0/qJKaXppxiJGEkCZkWUYRp5BNq6TUrEqqYgr8sqQy38C27Y8qKDku6Xms3r2J9XiTvc//hPhnv0/qN979FxU5pf4hbm8fgjFpGCEtk1vzFWqVy7NtOkl6D1f7IG5ZUK026LUPmF9+e7N1IQTVeotO54jDQc6yZ+GMviBs/KuX5uyDdkwqx8j6HI3HJGlG7iy/tbH6tKqq0FVVmvYae0HC03FEGCmaTROvot8nmnblFAXVp1+hgglpGOA7JndW6pRKOow4SbJSYfn+HVqdQ7Ye/TWivUd26xPCuZULv09qj/pUt79jMgm4s+BR1UHVuXlesVetMeqPiPKEpBAkUUFeKBSQA7JQFEqBUiilUHmBEgKkMQutJEIaCCGRUiKkRJgGmBZKGj8It57/LKfXFS8FXcowEFmGmfyon1QS/ahKCpRpoKSBZUDdknj+x10l9SGEU2Lh7m3sJ094+ps/QXz6eyRzy8e6r0xj3O4+paMDsjAgiVMqJYs7K9WP/sSEDqu0DyLEtNn6ZHL8ZuulUolxaZ7NnQOany1TSvcx4j3y0urpD1g7M0Z2BFlAb1iAAKNUf+Ptf1hVdbyNu6Z9LJRSbI5jDoKEMFbMzZu4Jb0zqWlXkb/7EAZ9XK/MgwVdZXyahBA484vcaTTpb++y9+WvMBZWiW88IPXevN9y6or8ecjw4y+ZxgTjgNstj3r542vufREJ06I636T6DvfJs5w8S8jSnDzNyLKctMhJCkWaKPJYkSuBUgqJQhWzoKsoUAoUTKugnlVhmdOwSwBFOquSMuR0SqKukjp1wrSo376DvbXJ4y//DHn/F0TLt15bzWEGI9zuHs6wSxxMiAtoejYri82Poh/VceiwSvtgtiNpNeocdkJK5eJYzdZrtQb9gz67h2NuzlVwxl8SOIsg9EvyqjCSLuG4T5hJCsPjbS+LNNFVVdrJyZXi+0FEgWLBtWnYBuJtpZ8XVK4U3w8jukFKkimWli0sU+/EaNpV5HZ2MLsHZIXi09UGk/H4vIf0URCmRfPmDaqjIXvbT+n3OzjXbhOs3KGwTq+yQeTZiwDq5UAqDhFpQl7k5EkGaTytyJHPggfB7TmPuqeDqsvMMA0M0+V9Z58WWU42q5aaBl8ZSZGjhKT8kfeSOi9CSsrXb3Jvb4dHX/96ulLgjU94foCsFPawi9vdw5gMSIKQxJCs1Fzma1dnhdKTopMB7UR4VYvhqMag36PRevsBoWVZ2N4CWwdbLDZXqah9rOARaeX+GYxWO20iDxD5hN5wOgee6q033l4pSEKTNEtYXdVVVdqHyZXiu0FEN0joxzlPjmIWKharns2cY2FcojOJaVHw7SDiKExRCJZXLAy94p+mXUnWqE957wlBHPM7q3Vd9XAOTL/K2gOP1uEh299/Ce198lsPCJvH6HXxGiJLpj2C0ggjiV/0DEojeBYypCkiTShQMJsSZgiomAZeReK6DZySroTRfkiaBrZpYJd0aHmRCCFwVta467R58ugLRBwS3f4ZzrCH29tDhQEEDhifAAAgAElEQVRJGGLYNncWPPzyx9mP6jh0WKWdCMMUtOaq7O5MSKsJx1mYplqtcTg54slOh0+v17CDb8jcGyipN7iXnZF2ScMjRrFAmiWUfPOm5llVVblcxjD0GSDt/RVK8XAWVAkhuX/NZBAV7PdT9kYJzZLJWtVh0bWwL3iJdZgVfDcIOQpzLFMwN28idVClaVeSEYdUt78jDELuLfrYuhri3AgpKS8tca+Z0N3aYf+LX2EsXyO6dp+s7P/0DkohXw6k4gg5uzTSCLKULMtmgVQKSJQpUUJiGuCbkopv4pYrlHTooGlXhtWa547lsLX1HcPREUpK4izDdyzuremVXI9Dh1XaiZk2W2/Sb+8fq9m6lBK/vsBB/xFLCw1a1hBr/FuS6u+ezYC106FyjLTP0WhCnGQU5Tc3Vn/Wq0pXVWkfqphVVLXDBIFgfsFASkmzYtCsWIzjjP1uym8Ox1Rtk2tVh6WyRfkCHhSOkpyHw5BBlOO5Bo2m/rjWtKtK5BnVp18Tj8as1F3dLPuCELbN3J1b1AZH7O5+z6BzSHbjLoXrTafqpfG0eXUaU+QZWZKhZn2ChCGnvYSEwDYkNVvilR1KlTq2pbfnmvaxkNUq1+9Y7B72Ua7PcqN2qSr8z5veWmonRghBveEwDjyCyZjKMZqtl8tl2uMWj7fb1O41saNNUvcOynqX9oTaRWKkfYo0oDfKp6uZ2K84C/mSNDFIU11VpX2YZ0FVJ0wQSrCw+NMqJM8xubtiEqcZe4OMLzsBjw3JctVipexQuyB9rbpRyuNRzDjM8asG9Zr+qNa0K0sp/J2HFMMjKiWTpbruWXLRWLU6132fyf4+29/+hqhURRTZdBU30wAhcAxBy5FUaiUct45l6u22pmlTouSyet0972FcSnpLqp2oZ83W250A9xjN1oUQ1Ootuu0jDgeK5YqkNP6CsP4vvXdvAO18GWmXYNwnygSFVedN/4vPVwCME1aWdVWV9n6eTf3rhCm8Jqh6mWOZ3JwzyZuK/UHK94OYrUHKQsVk1XOYK5nIc9r+7AUJT8cRYaRoNk0qFR3gatpVVm5vY/TbFMCd+WOc5dPOhZAG3soqDxYywjjFLjl6tS5N07RTprey2onzqiYlp8ZRTx3r9o7jINx5Nnc6JEYDIzlApp1THqV2GkQ+QeQTuqMEpTIozb/x9s+rqiq6qkp7P8Vspbx2mKIUbw2qXmZIwWrD5tPrLvWWwW6Y8hd7I/78YMz2JCYtilMe/QtKKZ6MIp6OpkHV3LwOqjTtqrOHXdyDTaI45ZNlXzfPvgSEaVKuuDqo0jRNOwN6S6udOMOYNltPQoc0Od6OV63WoB87bB9OUNKhNPoc1NkdKGonw0i7JEGfcWyALCPE6zcxL6qqMhbmW2c4Su2qKJTi0TDiMJgGVYvvEFS9TAjBnGfxyTWXlRWLozznLw8m/OnuiMejiDA73W1RrhTfDSP2JglxolhcMnFLOqjStKvMiAL8nYeEQcQn8xUsfcJG0zRN035Ah1XaqSi5gmqtSa+jUMcosDJNk5K/xPbhiElRQ2YDzGjr9AeqnRyVYaRHDEYBaZpQuG+e1jetqlKUK66uqtLe2TSoijkMUooPCKp+zHcs7q6UuL1mE5vwZXvCL3eHfN2fMEiyExj5D6VFwTdHIe1JQl7A0oqFben3g6ZdZc8bqg/HXGuWqZR1Q3VN0zRN+zEdVmmnQghBve4g8Qgmx6uu8n2fce7zZLdHYfg4k7+GIj3lkWonxUj7FMmI/rhAShNpll572xdVVSkLc7qqSns3Sikej2LawSzgOaGg6mUly+TWosP9G2WMsuC7o5g/3R3xeWdMJ0opjpPCv0WYFXzVD+kEKdIQLC6aGCf8PDRNu2CUorr1LfloQLXiMF/VTXc1TdM07VX0XrF2amxb0mrWGfUlx2n9IqXEry9w0E84ikuIPMIKHp7+QLUTYaRdJuMBUaoo7Lk33vYHVVV6xRztHSileDSKOZwk5DksLZ18UPUyUwrWWg6f3nCpNQ22Jgl/vjfiLw7H7E4S0uL9QqtRkvP1UUAvzHAdg4UF+1Sfh6ZpF0PlYBMx6CCF4PZ85byHo2mapmkXlt4z1k5VxTcpleocdY93QFcul0nMFo+22+RmHSf4DpEFpzxK7UOJbIzIA7rDBFDgNF57W11Vpb2vZxVVh0FClsPC8ukGVS8TQjDv23x6vczigkU3zfj1wZg/2x/y5B37WnWjlG8GIYMgx/cMmi0d2Grax8A5alNqb5PEKZ8s+ec9HE3TNE270HRYpZ0qwxC0Wh5JVDpWs3UhBLV6i+5YcjAEKLAnvz31cWofxkw7xOMuk0SiTP+NjdV1VZX2Pqar5cUcBAlZBovL5zdlrla2uL/qcnPVJpSKLzoT/nR3yLdHAaMkf+N994KEh8OQcZjTaBrUa/o9oGkfAzMc4+1+TxDEfLbk69XkNE3TNO0t9CeldupKrqBWa9Jrc6xm647jINwFnmx3iWUDK9pCpv3TH6j2fooUmQ05GoXkaYoqLb72pj9YAVBXVWnHpJTiyThmP0hIM3WuQdXLXNvk9mKJ+9fLiAp804/45d6QL7pjuj/qa6WUYnMU83QUEUaKuTkTr6KDKk37GIgsofr0G6LxhJtzLiXHOu8haZqmadqFd/57+9qV96zZuiE8gvHx7lOr1RkkJbbaAUqaOOMvEHl0ugPV3ouR9cjiAYNAIUwHabx+VaPnVVXlkq6q0o5FKcXmOGZ/Mg2qlpatCxFUvcyUgmvNEp/ccPHrBpujhF/tj/h1e8xekJDkBQ+HEbuTmDhRLC6ZuK5e8U/TPgqqoLr1LelwQMtzaHm6obqmaZqmHYc+WtTOhGULmq0aB4cBbiXnbceapmlSqi6xc/CE5cYilaKDM/oLCmuO3GqSmw2Q+szkuVMKI+0xGA6IkoLcXeZ1h+DTqiqDJMpYufn66itNe9nmOGZvkpCkiuWVixdUvUwKwULVZt63GIQZh72M/XFKzTGQAhSCpQv+HDRNO1ne3hPEUQ/LNLje0g3VNU3TNO249B6zdmY8z6RcqnPUPe7tPcaFz+O9I1L3BjJPsILvcYa/pjT851jBo+n0QPXmHjHa6ZH5GJVO6I8zEALDqb32ttOqKiiXHV1VpR3L5mgaVKWpYmnp8oQ8QgjqZYv7ay43Vm1iqTAMweLixZi+qGna2Sj1D7C7u6RZzgPdUF3TNE3T3ok+YtTOjDQEzZbHzs6YNE6wnDc3sJJS4tcXOOg/YmkUUas2p/+QJxj5AGPSQUmH3GqRWy0Kq0lheCDe3shdOxnG88bqUFi116bfz6uq4oyVG7qqSnu7p+OY3UlMmioWlyxM83KGPGXb5NaS/qjVtI+NORni7T1mEkT8bNnHkHrfRNM0TdPehd6D1s5UyRXUa016nX0WVt6eK5XLZdrjFk+29rlz6xoV10IYNrkxD0ohihAjOcSMd1FGhcxuTacKmg2UoftCnKrnjdUjirxAeK8PoZ5XVbm6qkp7u61xzM44JplVVF3WoErT3kSmMd7eY4woIHM9MrdCVppeKkNvJy8zmcZUt74hGI253fIoOa/v5ahpmqZp2qvpvSHtTAkhqNUdxmOP8XCIX3tzWiWEoN6Yo98e8N33W5QrFap+Gb9SouJaYJTJjTKoApGPscJtCLfIzeo0tLJb5GYdpN5RPGlG2iUJBwxCwCghxKu7Vb2oqkpZ1lVV2ltsvVRRpYMq7apyBh28vUck4zGkCU62jVQK03YxnBLC858HWKnrk5UqvLXZo3YxFAXVp9+Qjkcs+CUavnPeI9I0TdO0S0mHVdqZmzZbr3NwGFDxCqTx5umAtm3TWPmEaDIgGrfpD9s4BrjlCrVqGb/iUHFtMKtkZhVUjpEOMKJHmNEmhVkjt+bJ7SaFWYPXhCraMakcI+lgpm16owFxmqMq1187BfBFVVUJU1dVaW+wPZkGVVFyuaf+adrriDzD232EdXRIOIlYrpdYbjQAKNKUcDRmMJkwaY+QeY5UAsspIZ0SeNVp9ZXrTb9KZRD6PXLReHuPYNjHsQzWdEN1TdM0TXtv+shROxeeZzAeNeh1Oswdo9hGCIHr1cGro5QinAyJgw5Hoza2AeVyhWq1THUWXOX2y/2thhhpFxXaFFaTzJ6nsBqz/lZ6R//YlMJIuxjJATIPKJIhnZFASANhlV93F11VpR3LziRhZxwTxgWLSxaWDqq0K8Ya9fF3vycbD8kUfLbi/2B6mLQsKs0GleaL++RJQjgaczQZERwMpwEWAqvkYpRKUKmSuR7prAord8q6b+M5cru7WJ190rzgs6XXLziiaZqmadrb6bBKOxfSEDRaFXa2x6Rx/NZm6y8TQlD2auDVngdXyZuCK2Nuer88RCYdnOQAZZTJrSa5NUduNVDGq8MWbUqmR5jJHiIPkPkIMOgGDnE6ITebvK5WLUskaQqu6+iqKu21dicJ2+OIaBZU2ZauftSukCLH29/E6e4SBjFzvsP1Y1bcGLaN12ritV5cl0URk+GYQTgkHB1NAyxhYjslTLdE4dXISi8qsHK7pAOsM2CNB5T3nhBGMT9f9ZG6obqmaZqmfRB99Kidm1JJ0Kg36LX3WVh9v33pHwdXUTCiH7RfE1yVUCV32pg9H2PGO5jRFrlRpbDnZqsKNnR/q5eIbIyV7CKyMTIfoRSk0qM3jOkNAlSRId25V95XKYgjkyROuXFj7YxHrl0Wu5OErXFEGCsdVGlXjhmM8HceooYDYlXwYMGjUv6wzxizVKJWKvGsbkcpRRaFTIYTBuGAaNhD5jmGtLAdF8N1UV6VrOSRlj2yUoXCLn34k9Oek0lEdfsbwknI3YUytmWd95A0TdM07dLTYZV2boQQVOsOo7HPeDh4a7P14/w+t1KFSvX1wZVfpuo5VFwPZfqgcmQ2xAwf/6C/VWE3yc0aiI/zLSLyEDPZQ6YDZD4GcjIq9Ccp3aMjkjikKFJwlxCvmUqpq6q0t9kLZkFVolhcMnVQpV0dqqDc3sE93CKeTPDLJW7NVU+l2kYIgeWWqbtl6s8eXinSIGA0ChiOe8SDLjLLMQwLSi6yXKao+GSz5u2Z61FY+kTNeylyqk+/IRmNWaq6VMs6CNQ0TdO0k6CPILVzZVmCVrPG/mFAxcvf2mz9uH4SXIWz4GrYxjbBLbvUfA+/4uCV6wirAUWKkQ0w0m9m/a0a5PY8udWgMPyPo79VkWAm+xhJD5GPESolFxX6k4zO0YAkjlB5SmHVwFt+bVD1vKoqSrlxU1dVaT+1HyQ8HU0rqhYWdVClXR1GHOBvP4ThEWGacnvBp14+2xXhhBDYlQqtSoVnMwiVUiTjCePxhMEwIOkfYmQFhmVTclxUY47J2l1ddfWOppVzfVzHZKXpnvdwNE3TNO3K0GGVdu4qvkFlVKfX7TC3cPK/XwiBW65C+UVwlQRthqM2ljENrqq+R7Xi4JVbCCEQeYRIe9jJIUq65PZL/a3kFWxgqzLM5BAj6UxDqiKmEC690KDTH5IkMUUWT1dTrN5GvGVFxWdVVaWyrqrSfuogSNicTf1bWDBxbB1UaVeAUpR6+1QONonHASXH4JO1OqZxMU50CCFwfA/H914EWEVBPB4zGk4YPPkK2vtkdz8jbC5fvc+5U+C2tzF7h2QK7s575z0cTdM0TbtS9FGkdu6kFDRbFbZ3JsRRiHOKJ3V/HFzF4YijybPgSuGWy8+Dq4q7gBQg8glmvIsZ7ZAbHoXdorCm0wSVccmXpVYFRtrGTA4RWYAoAgrhcBS5tPsT4jghT0OwqhT+TaR8+ybj5aqq6zdWz+BJaJfJQZjwZBwRRor5BRPH0UGVdvnJNMbfeYgc9AijhOstlzn/4lfZCCkpVauUqlXmllKOtrbZ+eJXGCs3CK8/IC/pxUdexx72KO9vEsYJv7NW0w3VNU3TNO2E6bBKuxCckqBZb9DvxCysFmdyQlcIQekVwdVg1Mb+SXC1jBQKkQ0xwy1E+HQWXDVnwVX9cq0oqBRG1sOI95F5gMjHFMpikExDqihKyNIQTA+qDxDS5Li1Ac+rqlwHSzeZ1V5yGKY8GUUEkWJh3qSkg6ozI/KM8uEWmesRV5sg9d/+pDhHbby9xySTMUJKfr5WwzYv399XmBaNW7fwBn12dr5D9Nrktz8lmF/9OKbBvwMjDvB3HhIGIfcWfSzj8v1/a5qmadpFp8Mq7UIQQuDXbIZDj/FwiF97+31O+vF/ElwFnR8GV16FqudScWtIUSCyEWb4FBFuzlYUfDm4urhn1GU2wIz3EPkEmY1ASIaJS7sfEEQjiiQEq4zy7yGNd2u4+6yqKo4TblzXvaq0F9phyuNROK2omjcplfTB3VkReUbtyV+j+l2McIJTbVDMLRHX50nLVT3d6z2JLMXbe4x1dEg4iViul1huXPJqW8CqNbjh+Qy3d9n58lfIpetENz8hK/vnPbQLQeQZ1affEI/GrDZdfFc3ptc0TdO006DDKu3CsCxBa67G/kFI2cswTqjZ+rv6aXA15ihoMxh1sA2F45apeRX8SgmvXMWQ6qXg6gm5WZ2GVlaT4gIFVyIfY8Z7yGyEzEcoBaO0RLsfMgn75EmIMF1y7y7SdI5dSfWyLJ2tAFgq6aoq7blO9CKomps3cXVQdWamQdVvKY56OJbJrXqNTrfP8OEh0nIp11ukc8tE9XndWPsdWKM+/u73ZOMRKYLPVnxKztUJLYRhUrtxncpoyN72Y/r9DumtB4RLNz7uqjyl8Le/oxj28V2LxeolqqjWNE3TtEtGh1XahVLxDCrDGkedDq3F8x7Ns+DKh7I/C64mxGGb0aiDaShcp4Rf9fDLDl7FxzJAZkPMcBMr2pwGV+bLwdXZHwyKPMJM9pDpETIfg8oZpzbto5hJcESWBAjTpfDuIM3Se4VUMKuqCk2SJOXamu5VpU11opRHw5AgVLR0UHWmngdVgy62ZfBgcVoZs+L7LBcFUa/PQX+XyeEOZtmH1gJJc5G42kIZevfglYocb38Tp7tLGMTM+Q7XW5e/mup1TL/K2oMK9b09tr/+NUb3gPjWZ6TeGZc/XxDlw6cYRx0KIbmzoBuqa5qmadppOte90fX19WvAHwFLQAH84cbGxj9YX19vAv8bcBN4AqxvbGz019fXBfAPgL8NBMC/t7Gx8evZ7/q7wH89+9X/3cbGxj+eXf97wD8CXOCfAP/JxsbG+ZTsaG/1crP1KAwpXYyiJOBZcOVB2ZsuAR5HDIM2o4MehigoOTa+5+F7JfyKj22K6ZS78AlmtElh+hRmi9xqUFh1lDzl4KpIMJN9jKQ3XeFPpUxSh/YgZzIZkSYThGFTVG4hrfJ7h1TPZKkkS8EpOdi2rqrSoDsLqibRNKgquzqoOisiz6htfkUx6GIZkk8WfziFS0iJO9fi5lyLIkkYdHp0tx8hdjax/CrMLxPV5km9up4mOGMGI/ydh6jhgFgVPFjwqJSvTjXV6whp4K+u8aA+YW9ri+6gh3XjHuHK7Y8q1LQHHdzDLcI44Rdr9fMejqZpmqZdeefdMTMD/rONjY1PgT8A/qP19fXPgP8C+GcbGxv3gH82+xngXwfuzb7+HvAPAWbh1t8H/kXgbwB/f319vTG7zz+c3fbZ/f7WGTwv7QM8a7Z+1BWoCxorCiFwSi6V5nXKCz9D1O4zyj32O0O+f7LD1w93eLR1xMHIYSLmye0FZJ5iRo9xRr/GGf5z7PFXGPEBoohPdnAqw4x3cSZfY0bbyKxPlMLTruTJ7oh+v0+eJRSVm9O+VNaHT2N4VlUVJykLc3Mn8CS0y64TJnw/DAkixdycSUUHVWdG5BnVza8ojjpYhuTTpeobby9tm8bKEnc/ucGnaw0W0yGl7/8a9/NfUvvqV1T2NzGi4IxGfwGpgvLhFrVHX5D2Ori2wS9W6x9FUPUyWamwcv8Odz1B+bvPqXz5S+xh97yHdSaMaDJtqD6JebDoYxrnvfusaZqmaVffuZ4S29jY2AP2Zt+P1tfXvwJWgb8D/M3Zzf4x8MfAfz67/o9mlVF/ur6+Xl9fX1+e3fafbmxs9ADW19f/KfC31tfX/xiobmxs/HJ2/R8B/wbwf5/F89PejxCCas1mNKoyHgzwL8EJTNt2sO1VYJU0TRlPOgT9Ae1en5JlUK5Mm7P73hyuJTDzITJ7jBk9oTCrFNas4sqso6TzfoNQBUbaxkzaiGyCKAKi3KI9kAxHE9IkQEgTVb5GYfsnmlTrqirtZZ0oZS9NCSJFa05XVJ2lZ0EV/eMFVT9mViosVSosKkV8dMRhd5/JwS7S9RCt+ek0wdocyvw43udGHOBvP4ThEWGacnvBp15+z230FSCkpLy8zP16yOHWLoe/OcK6cZdg9Q7KvJrhnchSak+/JpqMuTZXoVL6OF77mqZpmnbeLkz99vr6+k3gd4E/AxZnQRYbGxt76+vrC7ObrQJbL91te3bdm67ffsX12gVnWoJmq8r+fkDZP79m6+/Dsiys+jKwTFEUBKMu4bBPtz+kZEtct0zVL+NXPCqOwMxHGNkjzFBQmLWXgqva8YIrpTCyHka8j8wDRD4myQwOR5LBaEIaBwgpyd1VDKd24uWUL1YATLl2Tb+9PmZZodgcx3TChByLZksHVWdpukrZ19DvYJgGny69/+ptQghKjQbXGw1UljHq9GjvPUHubmJ7PsyvENXnSfwGiCtYZaIUbm+P8sFTovEE1zH5ZK2uK2pmpOuyeO82jfYhT7//Etk5ILnzGXF94e13vkyUorr9LdlwQL1cYt7XixBomqZp2lm5EGHV+vq6B/zvwH+6sbExXF9ff91NX9U4Q73H9a8aw99jOl2QjY0NfF8v0XzeKhVFmkIwOmTl2uU9Y1urTRvRFkXBZNgjCA4I2gN6fSiXPer16rTqyhEY+RDyHcj2QTTAWoBSC+wmGC+CK9M0mZubg7gHwTYwhiIglXAY+vSGIUkYYBhgNO9gVU5val4SCSIJ9XqZVqt5ao+jXWyDOOXRUcBRAsKwubFawbL0gf2ZyXO8R1+QB2Msr8zP15pIeXK9pqrNBqtAFgQc7h7S3XmIvb+N0WiiFlZJmovk5cv1uSmlfOVnvUhiyk+/QQy6hEnGJ2tzLDSubhP1D1Kr0roWsffwCbtf/Rpu3CW+9Snqiqws6e58jxFNoFLmFzfPfoq7IQ386uV6X2kfF/0a1S46/Rq93M49rFpfX7eYBlX/y8bGxv8xu/pgfX19eVZVtQwczq7fBq69dPc1YHd2/d/80fV/PLt+7RW3/4mNjY0/BP5w9qMajUbv+5S0E1SuSPrbkvbhmJJ7eaqrXstwMPzrKKUYhyOG/Q4H7R62oSiVpisLemUX35U4wSHiaAslDAqzRm61KKwGuVljruEz2PsSmY2Q2YgsL2iPDfqjmDQOAEVhLyDsFhQQndLrWSmYjGwmo2lVlX7ffHwKpdiZJOwFMZNI4ZUNmi0Ty5L69XBWipza5lcE/Q6GFNxt+kzG41N7OH+hhTevSAZD2p1txjub5KUyojlP2lwkrs1TWBf/BIPv+z95jTpHbby9x4zHY0xDcn/RwzYKRkP9Wn4Tb22FW/0OW1//mnBnk+z2Z0TNpUvdnN85OsTa+pZxmPCLtdq5vAb8qq9fe9qFpl+j2kWnX6MX03HXFD7v1QAF8D8DX21sbPyPL/3T/wX8XeB/mF3+ny9d/x+vr6//r0ybqQ9mgdb/A/z3LzVV/9eA/3JjY6O3vr4+Wl9f/wOm0wv/XeB/OvUnpp0YxxE06g36nX3EvMQwCwxDXeb9X2A6xcYtV6Fcna0sGDAI2gz3e5iioFRy8H0Pv9Kg6gqcfIKR9lFCUpg1EPOY8R5FnrE/kvRHGUk8ApWT2/NId/6VZYUnLUslWaJ7VX2sgizn8TDmKM7IsmkjdT3t74zNgipmQdUni/6JVlS9jhACp15jrV5D5TmTbpfDg6eEu08xKz7MLZI0l4j9JsiLX2EnshRv7zHW0SHhJGK5XmJZV1MdmxACuznP7Wqd/tNtdr/4M8zVm4TX75M7H76Ix1kzgxH+7iMmQczPlnVDdU3TNE07D+ddWfUvA/8O8MX6+vpvZtf9V0xDqo319fX/AHgK/Fuzf/snwN8GHgIB8O8DzEKp/xb489nt/ptnzdaB/xD4R4DLtLG6bq5+iQghqNZtgtCn1x5jGBLLltiOwDCKaXhlFpfhWOi1pisLVnBK0wOjOA4ZBR3Gh0ccihzHtvA9D9+rUXUFbj4hDxSHRwXdcU4STUBlFPYclOaQZ9Q/5lmvqihOua57VX1UlFIchilbk4RxmOPYkpUVE3mZ34iXUVG8CKrE2QVVPyYMA29hAW8Bijim3+7Se/otYvsJTq1B0Voiqs+TVd6t2ftZsUZ9/N3vycYjUgSfrfiUnItfGXYRCdOiefsW/lGP7e1voHtIfuczwrmVi9/brCgwwzFWOMbt7hKOxtxqlSk5+kSMpmmapp0HodQVmFp18tSf//LJeY9B+5EsywmChPF4QhLFZHkBosC2JbYzrboyzQLDVMhL1JD9TdI0IRl3kNkAoVJKjkm57OGUXAZHfYoiRVlNcBcRZ3wgkCaSydAEBGtrK2f62Nr5SfKCx6OYXpQSJYpGw8D3fnre41VTrLQTVBTUnn4FvTZCCD5bOp+g6nWUUqTjEZ3OgGGUE9sustEibS0R11oUxnTbgRAoIWbTxcSZThvzy2XUwy9wunuEQcycb3O95Z3Z4191KssY7uywPSlIl64T3fyEzL04f1+ZxpjBCCsYYYVjzGhClibkYUxRFLQaFa43z7e6Tk9f0S46/RrVLjr9Gr2Y1v7Nfxte3V/8B867skrTjs00DapVl2rVBaYHQ2GQMBwFRGFIlonZ7SSOY2Ba6kXl1SWdOmhZNlZjBVghy1Imkx7BUZ+6l5IbFfCWzzykKgpIE4M0MonjhGvXdFD1sehFGZvjiFGUIwmhOeYAACAASURBVA3ByrKFaV7waomrqCioPf0a0WvDBQyqYDYtzK+y4ldZLgqiXp/97g7BwQ5m2UM6NuL5PopAyOkei5AShJyuhCLkNMia/sJZsCWf/6xmAdfzsOtHP6uXArCffg9+HhMc7BMXBQ8WPCplXU11koRpUrtxg8pwwO72I/r9DtmtB4SLN85+aqgqMMMJVjjCDMZYwRCRRKRJiopjCinITQPfkjTny1TK7oV7T2mapmnax0aHVdqlJYSgXHEoVxygMT2TH2eMxhGTYEIQ5KgcpCWwbQvbfhZeTS8vW3hlmhZmbRFYxPF9kjOsWlFq2p8qTQyyVJLEGXmRUK162LY+wLvq8kKxOY5phwlBVOBXDRp1PTXmXDwPqg5BcCGDqh8TUuLOtbg116JIEo56AyZ5ghKKolAoNW3UD4IchVCgZgv6KkAhEEqhlAIBSglAocTsepj+/FJBrVIKMbtUCMTs36eX0/vH5TJlx+Jmq3rh/4aXmVmtce2BR31nj52v/jmyd0By81PSynHbq747mSaY4bRqygxGWNGEPE3JowiV5+SWgW1KllyT2nwTR0/10zRN07QLR4dV2pUhhMAuWbRKFi2mS5Rmac54HDOajJmMUrJcIKXCsiycknheeXXZ+16dljwXpLExDakyRRKlGJZBtVqlXq/qHkUfgVGa83gYMYwzigIWFy0cRzdRPxdFQXXra+g/C6ouX8gibZvm0jzN8x4IemrAWRKGQfX6GpXJmP2tp3T7Xayb9wmXb6GMD9wVVQVmFGAFw1nV1AiRhNOqqSiiMCSZaeBZkmbTpeKVMS7Z+0bTNE3TPkY6rNKuNNMyqDfK1BvT1YhUoabh1XhCMI7JcwECTMvEceQPpg4aV6Tv1btSajbNLzHIU0EUZUCKW3ZZvD6vK6k+EoVS7E4SdoOYSVRQLhs0G4YOKM/LLKiSvTYo+Gz58gVVmmZUPFbu36Gxv8fTb3+D0T0gvvUZSfX48aXIkmmfqWCMGY4wwzFFmpLFESrLyU0Ty5AsupL6fEtXTWmapmnaJaXDKu2jIqTAr5bwqyVgOkUkilJGw4AgCgkmOUUB5mzqoDWbOmhe4r5Xx5Vl0yqqLDVIk5w0SbFtk7n5Oar+5Vt6XHt/YVbwaBQxiDLSrKDVsqiUdTXVuVEF/3979x5rS5qf9f371lu3ddvXc+9uMz3tgXjcDgYGsGQgCZId20R2UOISnggccDIIGWESK4qFuSgBghUMwZFQjHE8gxPAVIKtOJFjA5aMpRiQMXiwje143PRMX88+l31Zt7q+L39U7XN2nz6nT59z9mWdvZ+PpmatVevSVd3vrr3q2b/3V2tv/CrB3Vt4PF+qoEqeYyYIGN54gd+4ueDmG29z67O7RF/0MRYvfBQfPvDHkL5qKlxM7/WbCsq+aqoscEGACwNGYcDm5oCxqqZERETODYVVcqEZYxgMYgaDGNgAoKoaZtOC+WzObNngnCGwhigOSZIjUwetW/krcT/OvWbppaVpoCobAuMZjoe88MIm1iqguGh2ljVvzEqmRUscG67fiLGqpjo73rH2hV8luLuD855XFVTJOREMhlz72Cts3rzJF379Fwju3KT66Jfgg/B+v6kHqqacDQlDw5XUsnFpgzRNzno3RERE5IQorBJ5QByHbG2P2eovYd40LfN5xWw6YzGtqduuwiqOj/S9sodXHTzjjf8QHt4svSGJIq5fu8pgmJ71JsoZqJ3j3xyU3ClqytKzsWmZTPQr4kx5x9ob/z/B3R28V0WVnD/GGNJr1/jYVsmtz7/Jzc/u48cTfFnijcGHIcPIsLmRMpmMVDUlIiJygehMROQxwtCyvj5gfX0AdFMHF/Oq63s1L7q+V77rj5Wktut7dS+8Wp2pg6411JWlKvtm6WWNDQM1Sxd2y4bXpyXTssEYw/UbEWGo8XCmDoOqOzfxzvPxG2s6UZdzy8QJl7/4o6zv77NbGzYubZKm6o8oIiJykSmsEnlCxhhG44TRuJt+4L2nLBum0wXL+ZLFvMG3EESG5EjfKxt2t6cZXj3YLL0sG5yvGA4HXL2iZukXXes9b8xKbi4rFoVjMrZsbqoZ8Zm7F1TtKKiSC8MYQ7KxwbWz3hARERFZCQqrRJ6RMYY0jUjTdbi8DkBdt8xmJfPZjPm0pmkNQeCJk4g4PtL3KnScREFT25iugqq21JWjrmqiOGR7e4u1tfHx/wPluTOrW147KDgoGpyHK5cj0vQ5mMd63nnH5M1fI7izQ+taXr2xrqBKRERERC4chVUiJyCKLJubQzY3u6voOeeZz8pu6uCsnzpoIIxCkjQgPFJ5Za1/qn+mc9BUlqqyNDVURdcsfTAa8sKNDWyoH3fpKgHfXtS8NS9YlI5BatnaspoGugr6oMrevqmgSkREREQuNJ29ipyCIDBM1lIma13zcu89RVEzPViwXC5ZtB7nPGFkiPupg2H4+L5X3kPbBH0VVd8sva1J4phr168wHA5OcS9l1RWN47VpwX7RUDaOre2I0UDVVCvBeyZvfk5BlYiIiIgICqtEzoQxhsEgZjCIgQ0AqqphOi1YzObMlg3OGQJriOKQJDkyddA62gbKZUhdWmo1S5cP4day5o15yXTZEkaGGzdirMbJavCeyVu/hr39Lq1zfOl19agSERERkYtNYZXIiojjkO3tMdvbXU+ppmmZzytm0xmLaU3ddhVWcRxRlwEHex7nKwaDAS+9pGbp8nC183x+WnCnqFkUnvVNy/pEh/6VcRhU3TkMqiaEViGiiIiIiFxsOmNZAd57SudZNq5bWkfROsah5fowItaJy4UUhpb19QHr691UPu89i3nFdDanbVCzdHmsvbLh9WnJQdFgjOHa9ZA40rS/leE9k7c+1wVVTcuXXl9TUCUiIiIigsKqU1c7x6JxFI1j0bp7AVXjHFXT9ZTBgw3gtbbl9SjkI+upQivBGMNonDAaJ0wmE6bT6Vlvkqwo5z1vzCreXZbMC8dkZNnais56s+Soe0HVOwqqREREREQeoLDqhLTOs2z7YKq/XTaOyrXUNVSto3Ueaw3WGGxkiIeGzTRi0F8+vm4db92t+OytGa/HCq1E5PHmdctr05KDsqZt4PKliKGaqK8W7xm//euEd96laRq+9Pq6gioRERERkSMUVj0j5z3FkQqpRdtVTRVtS91C1TjqtquUsgEENiBKYHsYMUzMBzbCjmzARy6n1FuON+7cD61e3ki5NlBoJXLetN7jvKd14Ohuu3VHnuvvv3f94TooW8d02TBIA65cCdVsf9X0QVV0+x2quuHLbiioEhERERF5kMKqD+lhfaWWfdVU3TqqugutrDGEAQTWEEaG9XHIaGAI7dNXNkQ24KNXUuq2C61+fmfGRhzyEYVWIivhMLQ+DJceHiR1YZJ74PYwhHIenO8+Aw9tNyMY5+4/39Ld4iEw3dRQAxgD4DGBITSGza2QyUiH95XzvqBKU/9ERERERB5GZzOPsF81H9hXykAXSgXdFL7BJODK8GSbFx+GVlXrePO2QiuRs3DYd+7oUvahddN6nOPDh0vGYAwYDJj7jwNrMFFfkWkDrDWEgSG09Ium9T13vGf89mtEt9+hrmq+7AVVVImIiIiIPIrCqkf4hVuL9/WVCkKIhwFbg4g0ObuTxdgGfPRqF1q9pdBK5ER47ylaz6Jpuym+h8FU33euaBzee0JrsIHBRgE2hsSae+sULgnQBVXvvEZ0+23quuZVBVUiIiIiIh9IYdUj2A/ZV+osxTbg5QdDq+R+I/ZoRbdbZNW03h8JpNp7F0RonKOoPVXbV1NaQ2ANcRpwZRAxWOHjw0VlmppoMSVczoiWM0xbHz4DxuDvvdAceZPpnge8uf/aQ/7efXP4MsAcWf/Bz9m6xO7eoqobXtXUPxERERGRx1JY9QhXtuOz3oQP7V5o1Tje7HtavZ6EvLyeck2hlch7VO39Kqnuip0tReupG0fZOGrn+95zhjA0DMYnP8VXnpJ3hMWCcDElWs4IF1OCckld1fiqwGGI+hzKeI/3HAmUPB7TNQbrI6zDp829VwDeYzj6Mt+/ultrPEcCMO4/uLfS4w3U6ZBXb6wRqcpOREREROSxFFadI3HYTQ8s6oa37zTvqbRSaCUXzdFpfEf7S1X9NL6ycXhPN803gDA2rE8ixgOD1c/KSgrq8j3BVFTMaeuapizwdYsLQ2xouJIEbFzaJE2fnz86iIiIiIjIfQqrzqE0CvnotZCibnjrTq3QSs691nkWfZXU0f5Sh1fqLF13pc7DhuXRwLA+iEhjTeNbWa7tQql+iRZTTFV0VVNFibOGJrSMIsvW5oDxeIgNzOM/V0REREREVp7CqnMsjUJeeWRoFRPpxE6eY857bhcNN5c1ReuoGkdVO2rvuyl8Qddf6jSu1CnPzpaLPpSaES6nhMWCpqppywLvHS4MSaxhexCyfnmLJInOepNFREREROSEKKy6AA5Dq2XV8Pbdmn+5M2NToZU8p1rvubWseXdZs6haisoRRl1/qc21iFGqaqlVZ9rm/nS+ZXfr64qmKHF1hQsszlrW04DN9THDQUqg45SIiIiIyIWhsOoCGcT3Q6u3+tBqK434yFrCVYVWsuIa59lZ1txc1izqhqqGYWp48cVYPaZWmffYYkG0nN6bzhcUC5qmxhUlDnChJQkNV8cRa2trRKF+NYmIiIiIXGQ6I7iABnHIFx8Jrf6FQitZYbVz3FzU7BQ187KlaT3DYcjlK4FCqhVkmopoMSWd3ia4/S7hcoara5qyhKbG2ZAgDNhKLJubawwH6VlvsoiIiIiIrBiFVRfYw0Kr7TTiN6wnXBvEhAqt5AxVrePdZc2tZc2savEORsOAjQ2raX6rwjvC5byrmlrMiJZTTNk1QXc4XFXjQsswsmyux4wnm4RW/+1EREREROSDKayS94dWN+dsp6VCKzkTReN4d1lxu2iYly3ee8Zjy/raCodUzmHrkjZKYFW38RgEVdH1mTrsN1XMaeoKV5T4tqENQyJruZIGvHj9Kk1dnfUmi4iIiIjIc0hhldzzqNDq2jhmI7asxaGmCMqJWTaOtxcVd4qKRekxwGTNsr62Qocp77HVElsuCYtFdwW7YoGtCtqmweMJBiPaeECTDGjjlDYZ0CYDXBiDeY5+flzbB1OzvnJqCnVJU9b4ssBZS2sDJknA1vaQ4WiAPXJ8GAwSpgqrRERERETkKazQWaCsisPQalE1vHO34VfuLLDGMI4DtgcR63HIRmIZhvasN1XOgXnd8s6i4m5ZMy891sD6umVtcoaHJ+8J6rIPpJaE5QJbLAirJW1d09Q1VCVg8KHFBwGT0GOammI5JWg9QetojYEogSjGJjE+Hd0Lr+4FWXGKt2d8KO5DuPvB1IywXNBUNW1Z4J3DRSGJNVwZWdaubRNH0dlus4iIiIiInFsKq+SRhv3VA733zMuWuwctrx+UuLZgGAasDyybaRderUf2PVUVIo8zrVreXlTsVTWL0mEDw+ZGyGR8uiGoaSrCYtEHUn0wVS7wTU1T1fiqwjuHDy0EAYMwYG1oGV/eJE2TD/zspqwolgsWi5LZfEFzsEvrHG3rcDbCxQlhFGHSFJcO+/DqSJgVpydSjWXa5v5UvmV36+uKuiihqnDW4qxlPbFsXhkzHKQE+vkWEREREZFTorBKHssYwzgNGafdcKmaljvTltuLlndmNaExjBPLpUHEemxZj0MG4fnt2yPPZq9seHdZsV82zEtHHAZsbUeMBycbUpm26aqjDqfulV3VlKlLmqrB1RW+bfBhiLcBcWC4NLCMt9ZI0+SpwpowiRknMeMNuHJkvfeeerlgMSuYVwsW+3Pa3VvYtqXxhjCKMXGMjSIYjO6FWEenFvrwQ1Y2eY8tFl3F1HJGtJgSFAuapsYVJQ5wYUhi4eokYm2yRhTqV4OIiIiIiJwdnZHIE4tDy/VNC5vdSfdB0bK33/DaXoH3nmFo2RhYNpMuvFqLLcHz1KtHjp33nt2qm+43qxrmhSeODJcvRQyPO6RyLWG5vBdMHfaVMlVJ2zS0ZYVva7y1eGsJrWErMYw2RwwGg1OpEDTGEA9HxMMRGw9ufl1TzJcsioJZWVLNDwicw7YOG9j71VhxgjsSZLVJShsP8DYkPBJMhcUcV1U0VQl1g7OWIAzYTiwbm2sMB+mJ76+IiIiIiMiTUFglz8QYw/ogZH3QDaWybrkzbbi5qHlzWhIHAWtJyNYgZCMOWY8tiS5df2E477lbNryzqJlVDcvKkUSGa1dDkuQYQirniGe7hMv5vb5Sti5oqoa2qaCswAZ4a7HWsBZb1iYDBsMtwhUdh0EUMdyIGLLGpSPrvfc0ZUExWzArC+azOe3eHVrvaJ3HhxG+D7LapsWVBc4YXGgZxpbNtZjxZHNl91tEREREROSQwio5VklkubFlYasLKvYXDXvTlru7NXgYhZaNoWWrr7oaR6q6Oo+c99wuGt5dVMzrlmXpSFPL9WsRcfTsIZUt5qS7O6T7t2iXBe1iju+DGRsY1iLL2lrMcLROHJ2Pw5wxhigdEKUDJg8855qGalmwmC+ZuYY4jdm4tPHYnloiIiIiIiKr6HycxclKCoxhcxSxOep66yzrhjsHLe/Oa97cr0hswCS1bKcRG4llLbLEqvp4rrXec2tZ8+6yZl61lLVjkAS8cCMmfMY+ZqZtSA7ukO7uYOf7VIslpTFsDkKuvrRFmsTHtBfPnyAMSSdj0smYrbPeGBERERERkWeksEpOzSAKeXE7hO2u8mZ31nAwa7m9WxMAo8iyNbBsJBEbccgoDDCqunouNM6zs6y5uayYly1NC+nQ8OKVGBs8W0gVLqakuzskB7dpiiV1UWHjiN+wPWJjMjimPRAREREREZFVobBKzkRgDNuTiO1JV3U1rxruHrS8Ma15fa9iGN6vuuqatIdEp9D4Wp5M7Rw3FzU7Rd2FVM4zHFiublqCZwipTNuQ7u2Q7u5gljOq+YIqCNkahly/uq2+SyIiIiIiIueYwipZCaM4ZHSpG46t89yZNexNG3bmNdYEjCLD1jBiLbJM+uU0rtomD7doWm4tG24XNbOyxXvPaGTZWH+GkMp7ovkB6d5NkoO7VMsldV2TxiGvXJ0wGeqqdSIiIiIiIheBwqpHGL/1OTAGbwIwAT4I8MZ0943pnguCI4+72+71h88def+RdRhVhXwQGxiurEVcWYvw3jMrWnanLW9MS9rWEwemu7pZGnbhVd+o3WrK4IlqvWe3bLi1rDmoGxaFJzCe0diyvvb0IVVQVyR7t0h3b8JyTrVYUkWWy8OYKzfWFUqKiIiIiIhcMAqrHiF8/VfBe7yH/v/w9EGT4d6tDwLAQGDwBJjAYDB0/zOYwMC9W+4/b+37gi6CBwIvG+JsiA/s/fv90t2399ad1wDMGMNkEDIZdEPVec/BomF/1oVXTeuJg4BRHLCZhkzi+5VXusrg8TisorpT1ixrR1k5oihgczNkMn7KK/t5TzzdJd3bIZ7uUi0WVK1jlIa8fH2N4UBXsRMREREREbmoFFY9wqtffON961zrcK7FOYdvPd67bh0e17bgPK51tAac8zjvab3B+cPHhrZyOOiCMEyXg9FFYd4bvAGc68Ir7whaBx68d/jAdoFW0AVVQRAQBAEmCAjiCB/cD7GOhlvvCbn64Ovoep6jUCcwho1RxEZ/hUHnPXuLhum05QsHfeWVDRglXeXVJOquMjiKAoVXT6B1nrtlw62iZlo1zCuPxZMOLJefoWl6UBWkuzukezv4YtlVUYWWa5OES+tDAlVRiYiIiIiIXHgKq55AYAOCM2rs7L2nrWuauqGpK5q6pXItVeupK09TehyGoPV4PM47AufxrntMH1JhAggtxnRBVxAGmDB+T5VWV811/76LIlwYd0sUd5+zIgJj2BpFbPXhVes8+/OGg3nL/n6DayG2hnFq2Uy68GoSW0ahwquHmdctt4qau2XDomwpG08SBWxthkxGT1tF5YgP7jLY3SGc7lIVSyoHkyTklRfWSZP4eHdCREREREREnmurkzrIBzLGEMYxYRwDwyd6r2sdbVPTVA1N09DUDbVrqRxUhaN1U5w3GLoKLus8znnwvqsCCyw+jDBRSBBYgjjGxwkujHBR0odYEe3h/TDCRfGZTE20gWFrErE1uR9e7c4bZvOWvYOGtvEMwq7yaiMJWeunDY7CAHNBw6vWee70VVSzqmFeeKz1JKnlyjX71FVUtliQ7t4k2b+NWy6piwITRby4nrI5URWViIiIiIiIPJzCqgugqwhLiJIn7wPkmpa6LKmriqKsKZqaYj7HHdBPf3TdFEcDYdhVXVlrCUKLSVJcdL8i6/C2PfLYh9EJ7PF9NjBcmkRc6sOrumnZWzhmi5a7+w2u9QyPhFeTuJs2OLwA4dXssIqqaFhULXXjieOArUshk+FTVlG5lmT/DunuTcL5PuWioALWBxEvvLRBHJ3sf28RERERERF5/imskg8UhJYkHJKMhow/4HVtXVMVFVVRUDYly9pTFTNaD851vb26vlthF1CFURdqRSHEyQNVWUkfZnXTD9sogaes7nlQFFour1kur3WhSdWHVwezljvLGu+4V3l19GqDA3s+wqvGee6UNbeXDbO6YV46bACDgeXqxtNXUYXLWV9FdYemWNCUFTaO+Mj2kI3J4Jj3QkRERERERM4zhVVyLGwUMYgiBpPRI1/jvacuSqqypCprlnVNsWhp5gbjXNdfy7W03uDDEMIIY0NsaCGOcYMJ9WBMMxhTD8f48Nl7HcWh5cqahcPwqm65O3ccLFru7PbhVRQwOay8iixpGJDagDgwz02ANa1bbi/7XlRV211FMTZsX4oYD56uisq0DcneLdLdHYLllGq+oApCtgaWa1e3iOxTVmeJiIiIiIjIhaawSk6NMYZ4kBIP0g98nWsaqqKgLiqWTUXReKrlAe2dHYLWEUYxaTIgGI1oR2s0hwHWYAzBswUkcWS5tmFhowuvyrrl7qxlb9lya1GDh9gGJDYgiQzD8H54lVrDIOyesysQYjXOc6eouVU0zO9VURmGw4D19aesovKeaLZHuneLZHqXarmkqRvSOOSVK2MmI1VRiYiIiIiIyLNRWCUrJwhD0vGYdAyTB57zzlHOZhzMFhzszqhvv0PQesJkwDBNCcZr96uvBhPadPBMjd6TyHJ908Jm97hqWuaFZ1G2TEvHXtHinKd1EFpIgoA4NAxjS2oDBkeCrNQGxKdwNclpdf+Kfsu+F1WSGC5fjhimTxfm2XLZVVHt3cIXC6rFgiqKuDQMuXJ9jfCMrpIpIiIiIiIi54/CKnmumCAgXVsjXVvjSr/O1TXL6Yz9+ZzZzgGmcQQYonSAHQzwh9VXwwlNOqJNnr76Jw4t8Rg2x+/90fHeMy9bZgtHWXvmixrnuxALfBdi2YA0Mgwj2wdY/RJ2QVbwDNVY9ZEqqkXdMCsdUWBIRwHX1izBU1RRmbYhPrhLurdDONunWi6pvGecRLzywiZpombpIiIiIiIicvwUVslzL4giRlubjLbur2uKgvnBjL3lPsuDu9i2xQYRcTogHAxpx2s0gy68Oo7+V8YYxmnI+CEzHMu6ZV46loXjoPLsFg3OQ9t6ImuIbVeNNToMsfpqrEEfZEWPCJq890zrlltFw+57qqgCrl6OGDxlFVU03yfZu0VycIemWNIUFTaKeHFjwPb68Kk+U0REREREROTDUlgl51KYpqynKev9Y+899WLB9GDB/vQO9e4t7An3vzqURJYksjx4OUXnPbOiZb7sqrFmixrvPI2DwEASGOKoC6wGoe3Dqy7IOjAFn99dMKtaFlVXRTV4hiqqoC5Jd3dI9m7BckG9XFBZy/Yg5NrVbU3zExERERERkVOjsEouBGMM8WjE9mjEdr/utPtfPSgwhrVByNoDsxK995SNY144lqVjr/LcKRpc2wVcURAwShvKsiGODVevRAySpwjWnCOZ3iXd3SGc7lIvCyrvGCUhL19dYzhMjmdHRURERERERJ6Awiq5sJ62/1WbjmgGI5p0RJMOjzXAgi5YSyNLGtn3dZivm5Zl5UnTmBD3VFVU4WJKurdDsn+HtiioiwITRdzYSNiaDAmCs7+SoYiIiIiIiFxcCqtEjnhs/6vpLrZpCUxIlCaESYofTo6EVyPadIi3J/OjFYWWKITJJGE6rT70+4K6Itm/Rbq7gynmVPMFVWDZGIRcf2mTONKhQERERERERFaDzlBFHuNh/a/asmR+MOOgOGA53SdwLYE3RHGKTRLMeHIvvDoMsnx4ylfP8454uku6u0M826NaLqiblkEa8crVCZPhQ7rBi4iIiIiIiJwxhVUiT8gY874AC6CtKpbTGQeLBfPbU2zTYr0njFOCKOmauA8n96YPNukIFx9/YGSX836a323ccklTFlTWcm0Ss70+wmqan4iIiIiIiKwwhVUix8TGMePtLcbb99e5umE5mzFbFEx35zS33yVoHTaKSZMUmw5woz7AGoxp0iFtPADzZIGSaWqS/dukezsEiyn1YkllDOtpxI0bGyTJKVd1iYiIiIiIiDwlhVUiJyiIQkabG4w24Wq/rrsK4ZzZfMn+dEG9d7urwrIhcTIgTFPcaHKvkXudjh9+JULviWd7JHs7JNNdquWSpqpJ0pCXL41YGw/etz0iIiIiIiIiq05hlcgp665COCFdm3CpX+e9p14smE3nHCwKiund9zRyt0kKRxq5p9NbRG9/Hl8sqRcL6ijiytBy+cYlTfMTERERERGR55rCKpEVYIwhHo3YGo04vBDhYSP32f6Mg3JKMd0jaB0BBjcaUzUtkyTklRc2SJP4TLdfRERERERE5LgorBJZUYeN3DfSlI0j69uqIkpTnHNntm0iIiIiIiIiJyV4/EtEZJXYOGY0Hp31ZoiIiIiIiIicCIVVIiIiIiIiIiKyMhRWiYiIiIiIiIjIHHH1pwAAC0hJREFUylBYJSIiIiIiIiIiK0NhlYiIiIiIiIiIrAyFVSIiIiIiIiIisjIUVomIiIiIiIiIyMpQWCUiIiIiIiIiIitDYZWIiIiIiIiIiKwMhVUiIiIiIiIiIrIyFFaJiIiIiIiIiMjKUFglIiIiIiIiIiIrQ2GViIiIiIiIiIisjPCsN+A0ZFn2NcD3ABb4/jzPv+uMN0lERERERERERB7i3FdWZVlmgb8OfC3wceCbsiz7+NlulYiIiIiIiIiIPMy5D6uA3wF8Ls/z1/I8r4AfAr7hjLdJREREREREREQe4iKEVS8Abxx5/Ga/TkREREREREREVsxF6FllHrLOP7giy7JPAZ8CyPOcF3//N530dok8k/Wz3gCRx9AYlVWnMSqrTmNUVp3GqKw6jdHn10WorHoTeOnI4xeBtx98UZ7n35fn+SfyPP9ElmU/RxdyadGykovGqJZVXzRGtaz6ojGqZdUXjVEtq75ojGpZ9UVjdKWXx7oIlVU/C3wsy7KXgbeAPwB88mw3SUREREREREREHubcV1bled4Afxz4CeCXu1X5L53tVomIiIiIiIiIyMNchMoq8jz/MeDHnuAt33dS2yJyTDRGZdVpjMqq0xiVVacxKqtOY1RWncboc8x4/75e4yIiIiIiIiIiImfi3E8DFBERERERERGR58eFmAaYZdkPAP8RsJPn+av9ut8MfC8wBl4H/rM8zw+yLIuA7wd+K92/nx/M8/wv9e/5GuB7AAt8f57n33Xa+yLn0zGO0deBKdACTZ7nnzjlXZFz7AnHaQz8DeATgAO+Lc/zn+rf89uAzwADuina35bnucp85Zkd4xj9KeA6sOw/+qvzPN85vT2R8yrLspeAHwSu0Y2778vz/HuyLNsC/h7wEbpxmuV5vptlmaH77vl1wAL4z/M8/xf9Z30z8Kf7j/4LeZ7/rdPcFzmfjnmMtsAv9B/9hTzPv/4090XOp6cYo/8O8Gm6c6fvzPP8u498ls7vV9hFqaz6DPA1D6z7fuA78jz/MuBHgP+mX/+NQNKv/23AH82y7CNZllngrwNfC3wc+KYsyz5+GhsvF8JneMYxeuR9/0Ge51+uoEpOwGf48OP0vwTo138V8FeyLDv8nfO/AJ8CPtYvD36myNP6DMczRqELtb68XxRUyXFpgG/P8/xLgK8AvrX/PvkdwE/mef4x4Cf7x9B97zw8Vn6K7vhJf1L254DfCfwO4M9lWbZ5mjsi59axjNHe8shxVEGVHJcnHaN3gT8BfPfRD9H5/eq7EGFVnuc/TTdIj/pNwE/39/8h8J/09z0wyrIspPurfwUc0H0R+Fye56/leV4BPwR8w0lvu1wMxzRGRU7UE47Tj9N9UaA/0d8DPpFl2XVgLc/zf9JXU/0g8B+f9LbLxXAcY/QUNlMusDzP3zmsOsnzfEp3peoX6L5THlZG/S3uHxe/ga6C2ud5/k+Bjf44+h8C/zDP87t5nu/SjW0F//LMjnGMipyIJx2jeZ7v5Hn+s0D9wEfp/H7FXYiw6hF+EThM+L8ReKm//38Cc+Ad4AvAd+d5fpfuB+CNI+9/s18nclKedIxCF2T9gyzLfi7Lsk+d5sbKhfWocfpZ4BuyLAuzLHuZrgrwJbrj5ptH3q9jqZy0Jx2jhz6dZdnPZ1n2Z/ppLiLHqq+K/i3APwOu5nn+DnQnYsCV/mWP+v6p76Vy4p5xjAKkWZb98yzL/mmWZfrDlBy7DzlGH0XH0RV3kcOqP0JXMvhzwISuOgW6hLUFbgAvA9+eZdlHgYd9UVWPFTlJTzpGAb4yz/PfSlfO+q1Zlv2eU95muXgeNU5/gO6X/j8H/hrwM3Rl2zqWyml70jEK3RTALwN+d7/8wVPdYjn3siwbA38f+JN5nn9QdfSjjpk6lsqJOoYxCvBFfVuKTwJ/LcuyV455M+UCe4Ix+ig6jq64C9Fg/WHyPP8V4KsBsiz7jcDv65/6JPDjeZ7XwE6WZf8f3bSAN3jvX1xfBN4+vS2Wi+YpxuhreZ6/3b93J8uyH6ELtn76fR8uckweNU7zPG+A/+rwdVmW/Qzwa8Au3fHzkI6lcqKeYoyS5/lb/e00y7K/Q3cs/cHT3XI5r/oLpfx94G/nef7D/eqbWZZdz/P8nX4K1WGftDd5+PfPN4F//4H1P3WS2y0XxzGNUY58L32tv3DFbwF+/RR2Qc65Jxyjj/LIsSur4cJWVmVZdqW/DeiupPK9/VNfAH5vlmUmy7IRXdO2XwF+FvhYlmUv91cQ+gPAj57+lstF8aRjNMuyUZZlk/49I7qTs188/S2Xi+RR4zTLsmE/Dsmy7Kvork75r/uy7GmWZV/RT636Q8D/dTZbLxfBk47RflrgpX59RHd1QR1L5Vj0x73/FfjlPM//6pGnfhT45v7+N3P/uPijwB/qf+d/BbDfH0d/AvjqLMs2+8bqX92vE3kmxzVG+7GZ9J95CfhK4F+fyk7IufYUY/RRdH6/4i5EZVWWZX+X7q9Pl7Ise5Pu6injLMu+tX/JD9NdzhK6KwJ8mu6LqQE+nef5v+o/54/TfRGwwA/kef5Lp7YTcq4dxxjtpwL+SJZl0P1s/508z3/89PZCzrsnHKdXgJ/IsswBb/HeaVR/jO6qbQPg/+0XkWd2TGM06ddHdL/v/xHwN09nD+QC+Eq6sfYLWZb9fL/uTwHfBeRZln0L3R+lvrF/7seArwM+ByyAPwyQ5/ndLMv+PN3JFsB/f6R/pcizOJYxCnwJ8Df6Y2wAfFee5wqr5Dg80RjNsuwa3ZT/NcBlWfYngY/neX6g8/vVZrzXtEwREREREREREVkNF3YaoIiIiIiIiIiIrB6FVSIiIiIiIiIisjIUVomIiIiIiIiIyMpQWCUiIiIiIiIiIitDYZWIiIiIiIiIiKwMhVUiIiIiIiIiIrIywrPeABEREZGLKsuyvw2UeZ7/kSPr/j3gh4FX8zx/58w2TkREROSMqLJKRERE5Oz8CeDrsiz7KoAsy1LgbwLffpxBVZZl9rg+S0REROSkGe/9WW+DiIiIyIWVZdk3Av8j8Crwp4Evz/P8a7MsC4DvAL4FWAf+EfDH8jzf7Z/Lgd8FpMDP98/9cv+Z/zuwD7wC/G7g9wFj4C8DL/bP/ZU8z/+nU9tRERERkQ9JlVUiIiIiZyjP8/8D+Dng7wKfAv5o/9R/TRcy/R66gGkO/M9H3vr/AB8DrgG/CPxvD3z0J4H/DpgA/wT4NPAteZ5PgH8X+McnsDsiIiIiz0yVVSIiIiJnLMuyq8CvA9+Z5/n39Ot+Dfgv8jz/x/3jl4DPAYM8z90D778E3ALGeZ7P+8qq6oFeWG8Dfxb4e3meT09jv0RERESehhqsi4iIiJyxPM9vZll2G/ilI6u/CPi/syw7Gkx54EqWZbeAvwT8p8Al4PA1l+gqsADeeOAf8/uB7wT+cpZlnwX+2zzP/9nx7omIiIjIs1NYJSIiIrKa3gQ++bBAKcuyPwx8HfB7gc8D23SVVebIy95TPt9/ztdnWRYB3wb8EPDyyWy6iIiIyNNTzyoRERGR1fS9wP+QZdkXAWRZdiXLsq/vn5sAJXAHGAJ/8YM+KMuyQZZln8yybC3P8xqYAu3JbbqIiIjI01NYJSIiIrKa/irw48BPZlk2BX4G+O39c58G3u6XX+qfe5xvBj6fZdkB3RUG/+Cxb7GIiIjIMVCDdRERERERERERWRmqrBIRERERERERkZWhsEpERERERERERFaGwioREREREREREVkZCqtERERERERERGRlKKwSEREREREREZGVobBKRERERERERERWhsIqERERERERERFZGQqrRERERERERERkZSisEhERERERERGRlfFvAV44IQ+OvSUMAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<Figure size 1440x720 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# option 2: preferred option with more flexibility\n", | |
"ax = df_top5.plot(kind='area', alpha=0.35, figsize=(20, 10))\n", | |
"\n", | |
"ax.set_title('Immigration Trend of Top 5 Countries')\n", | |
"ax.set_ylabel('Number of Immigrants')\n", | |
"ax.set_xlabel('Years')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"**Question**: Use the scripting layer to create a stacked area plot of the 5 countries that contributed the least to immigration to Canada **from** 1980 to 2013. Use a transparency value of 0.45." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 25, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th>Country</th>\n", | |
" <th>San Marino</th>\n", | |
" <th>New Caledonia</th>\n", | |
" <th>Marshall Islands</th>\n", | |
" <th>Western Sahara</th>\n", | |
" <th>Palau</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>1980</th>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1981</th>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1982</th>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1983</th>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1984</th>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" <td>0</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
"Country San Marino New Caledonia Marshall Islands Western Sahara Palau\n", | |
"1980 1 0 0 0 0\n", | |
"1981 0 0 0 0 0\n", | |
"1982 0 0 0 0 0\n", | |
"1983 0 0 0 0 0\n", | |
"1984 0 0 0 0 0" | |
] | |
}, | |
"execution_count": 25, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"### type your answer here\n", | |
"\n", | |
"df_least5 = df_can.tail(5)\n", | |
"df_least5 = df_least5[years].transpose() \n", | |
"df_least5.head()\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 30, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 1440x720 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"df_least5.index = df_least5.index.map(int) # let's change the index values of df_least5 to type integer for plotting\n", | |
"df_least5.plot(kind='area',alpha=0.45, figsize=(20, 10)) \n", | |
"\n", | |
"plt.title('Immigration Trend of 5 Countries with Least Contribution to Immigration')\n", | |
"plt.ylabel('Number of Immigrants')\n", | |
"plt.xlabel('Years')\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Double-click __here__ for the solution.\n", | |
"<!-- The correct answer is:\n", | |
"\\\\ # get the 5 countries with the least contribution\n", | |
"df_least5 = df_can.tail(5)\n", | |
"-->\n", | |
"\n", | |
"<!--\n", | |
"\\\\ # transpose the dataframe\n", | |
"df_least5 = df_least5[years].transpose() \n", | |
"df_least5.head()\n", | |
"-->\n", | |
"\n", | |
"<!--\n", | |
"df_least5.index = df_least5.index.map(int) # let's change the index values of df_least5 to type integer for plotting\n", | |
"df_least5.plot(kind='area', alpha=0.45, figsize=(20, 10)) \n", | |
"-->\n", | |
"\n", | |
"<!--\n", | |
"plt.title('Immigration Trend of 5 Countries with Least Contribution to Immigration')\n", | |
"plt.ylabel('Number of Immigrants')\n", | |
"plt.xlabel('Years')\n", | |
"-->\n", | |
"\n", | |
"<!--\n", | |
"plt.show()\n", | |
"-->" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"**Question**: Use the artist layer to create an unstacked area plot of the 5 countries that contributed the least to immigration to Canada **from** 1980 to 2013. Use a transparency value of 0.55." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 29, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Text(0.5, 0, 'Years')" | |
] | |
}, | |
"execution_count": 29, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAABJwAAAJhCAYAAAAE8qohAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3XmYFOW59/Hv3dMwDLiBg4cAUaMYRRFXFkVlR0BxOdFBY3BJVOREIx6NWdBgonld0WNiFNcgbqFxSQREBDSioihqjAtRUYwgO0QGGKZ7uup5/6iaoafp6VmZGaZ/n+vqS7rWp6qf6rbuuZ+7zDmHiIiIiIiIiIhIQ4k0dQNERERERERERKRlUcBJREREREREREQalAJOIiIiIiIiIiLSoBRwEhERERERERGRBqWAk4iIiIiIiIiINCgFnEREREREREREpEEp4CQikoPM7O9m9lATt2GAmTkz69qU7WhKZvaWmd3TANs5z8yWmZlnZpMbom0thZldZmZbmrodqWrapobqH1I3ZnZI+B11bKb3O2F/w8PtF+6M7bdUzeE60WcnIpKZAk4iIk3AzKaY2bwmbMJ/A//bWDszs6SZXZg2eSHwHWDlTt63q+b11c7c/85mZm2Ah4BHge8C11ax3C1VHH+1AT8z62lmT5rZN2YWN7OvzOxpMzuxYY+memYWDdt9Tg1XeRQ4YGe2qQ4qtcnMLjaz0obauJmtNrNrGmp7dWzDCjP7ZQ2X3c3MbjCzD82sxMw2mNmbZjbOzAoauF2v1yIo+znBd9Q/GrgNVfXhl8P9bWjI/VXRhtqch+q29Rczm9kQ26qjkcCvGmNHzeGzExHZlUSbugEiItL4nHMb67sNM2sFJJ1zro5tSACr69uOGvhOyr97A38L/7s8nOZlWsnMWodtbO66Am2AWc656oJ3nwID0qatzbaCmY0CpgN/B34CfAbsAZwC3Af0qHWLG4GZGRB1zm0DtjV1e1I1xzY1FTNrD7wGdAB+A7wNbAF6AeOBZcCLTdCu1o34HQU06ndii9JQv2fOubJ6tEGfnYhIBspwEhFpBsoznszsijAzYIuZPWRmrcLhN/82s/+Y2QNm1jplvb+b2cNmdpOZrTWzb83s92YWMbPfmNkaM1tnZr9P21+lIXVmVhBue1O4n3vN7GYzW1pFG78C4kA7Mxsabm9juP6rZtY7Zb2vgDzgz+VZNeH0HYbUmVlfM1tgZtvCdjxpZvukzL/BzJaa2elm9i8z22pmr5jZgVWdW+fc6vIXUH5jsi5l+rpw26vNbGJ4HjYC88Ppe5jZn8xsVbi/xWEQprxN5cNs/tvMZocZGkvNbHTaOT8wPH+l4ec5NkuXSF3vhDAboTQ8x1PNbO9w3mUEWRgAb4ft6Jtlc8nU8xG+/Cz73h2YAsx2zg13zr3onPvSOfcP59zvgRNTlu1qZtPDPlBiZvPN7IiU+TsMOUnPFqjhuVwR/vepcNnS8nMRXjcnm9kHQALobxmGr5lZn7B9W8NrJJbWD/czs79akGmzLWzDlVnO02Izuy7l/a1h205ImbbIzH6X2tby8wI8COTb9qyzyZU3b7+z4PreYGYPWj2zfsyss5k9bmbrzazYzF4zs+NT5rey4Hvly/D4vzCz31oQZK72HJnZW0AX4OaUY+pURXNuA/YHejvnHnLO/TPsY9OAfsCb5SfBzH5lQXZdItzfT9OOa7WZTQiv12/D9zebWSSc/5dwm2NT2tU3pd+NNrOXzKwE+I1VPYSumwXfeaVhO85OaUPGdaxyxldVfTjTNVLl9R/Ov8XMPjKzs83ss/AamGdm+1Vxvqs8D+G8w8zsxfDa2Bx+xvtXta2qtm9mM83saguyIjdb8JuSZ2Y/M7Pl4bH8ycyiKeu9FS53a9g3/2PBd3Kemd0YXgNrzGxi2v4qDakzs3Zm9kjYtzea2R/MbJKZfVRFG/8NxC34PhppwW/QxrAPvWxmR6fsrkk/OxGRXY0CTiIizUcv4FhgKPBD4EcE2TjHAyOAMeHrJ2nrnQW0Ak4gGCb3a2AmsBtBQOAa4NdmNiLLvm8FTg+33xfYBPxPhuV6A4OAM4AjgNJwP38K1zueIADyYsr/WPciyCIaT5Bt9B0ysOCG9CWC/6HvDYwiyJ55Jm3R7wDjgPPC/e0FPJLl2GrjauDfQB/g0vBGdTZwMPADoCfwZ+BZSwkmhG4lCBz0BGYAU8tvHMLtPA+0JfhMzgTOBQ7L1hgz+y4wB1hK0DfOJDiffwkXeZTtQZ/hBOfm3SybPCC8AVxuZrMsJTBYhVMIMk9+n2mmc+4/Kcc3E/geQV/tCxQD88xsr2r2kUmV5xI4KvzvZQTHm3pz1gb4HfAz4BDg/fQNm9mRwCsEQ2COBoYBrYE5tj2g8iCQT9DXuwNjgVVZ2vsyMDjl/SBgXfk0M9sDOCZcLtO6VxMEcMuvj9RhkeeFbTkROB84h+BaqhMz2w14lSAIPCylXfNte+A2j+A6HE1w/NcQfB+kDtPLdo5Ghv/+fcox7ZBJFwYbzgGmOOdWpM93zvnOuU3h2/8FrgN+S3Dd/B9wl5mdl7ba1cCXBNfJzwnOZXnAcixBBtXUlHalXi+3EXyXHEYwTLUqdxBk9x0BPAv8xcwOz7J8umx9uEINrv9y+wEXEhznSUAn4IEs+894HsK+MRdwBL8ng4BC4IXUwFANnUhwDQ4GLgAuIbiWexL0ux+H08akrXceQbD4OILfshvC9Sxs0/XADWY2MMu+7wJOJuhbxwNlwMUZlutP8F0/iuAz8YB2BH2rT7i/FQS/Z3uG6zT1Zycismtxzumll1566dXIL4KskXlp79cCrVOmzQLWA/kp0/4GPJ3y/u/AP9K2/THwYdq0D4A70tZ7KPx3O4Kb3Z+krfMWsDStjd8Cu1VzbBHgP8B5KdOSwIVpyw0guLHpGr6/keB/7lPPwRHhMieF728It9UxZZlzAB9oU4PzfkK4vf0zzFtNMCwtddpwYCvQLm36k8Bfwn8fEm7zf1Lmtw7P6QXh+1MJbmb2T1mmM8GN1T1Z2ns7wc1zNGVan3B/vdP2f2w1xz6KIDh5OMGN1vTwXPbPss5vwm23rWbbp4SfQbeUaW3D/nttyrl0QGHKMtFw2jm1OJeV1klZ7rJweq8M07ekvP8LQYAjdZl2BDelw8P3nwK/rMX1PJwg+FoA7Blu6xpgQcq530Z4LWdo08VAaYbtvgW8nTZtCvBKNe1ZDVxTxbzLwj4VSZu+ELglyzZ/Rcr3SnXniOBaznoOgX3TP+8sy64Dfpc27T7gk7TjjqUt83fgzynvXwcmpy1T3u9+XsX0Y9PeT0hb7l22f59mvB5Tz0eWPlzpGqFm1/8t4fXRPmWZC8M+mJflfGY6Dz8lCBTvlTKtK8H3VFGWbf0FmJn2fkVau+cT1OtrlTJtDvB4Wn9flLbtL4B30qZ9CtyUtt494b/bh8d+Xto67wMfpbVxPVBQTb+LEvwG/KC5fHZ66aWXXrvSSxlOIiLNxxJXuWbQauBT51w8bdo+lVfjg7T3q4F/ZpiWvl65bgQ39W+lTX+zijamD0/6npk9Fg4tKSa4YdmTKv7ym8VhwFup58A59wFBtlVqJtBKFw6DC31D8Nfvqo6vNt5Oe9+LIIiwJhzusMWCoVBnAQelLVtRWDg8hvXAf4WTDg3b/VXKMisJbkiyOQxY6JxLprWxlGqyo9I552Y45552zn3onHsVKAIWE2SEVMUIbpCqcxjB8VUMwXTOlYTbr1U7Q9nOZTYe8F41y/QCzk37PNcQZPWUf6Z3AjdaULj6ZjPrV802XyMItPYjCKQuIbih7WNmbQkyRd5Iu5ZrKr1g9TfU7FxUpRdBoKc47Rz0IqVPm9n/mNk74TCmLcBEKl/TtT1HmVj436x9zIJhtYXAgrRZrwIHpWSmQf3OV/r1X5X078aFBNd4Q6vp9f9vF2Ybhr4hCIzsTe0cBvzTOfdt+QQXZJ59Se2v44/T2r2a4PejLG1a+vd2+udX29+z7xMce/rvWfp7CAKolWqpmdlBFgzl/iL8PfuW4DegLr9njfnZiYg0SyoaLiLSfKQXLHVVTEv/Y0Fd10tXk8DC1gzTZhIEBH5KUIg7QfDX89YZlq1OVW1InZ5eyLt8XkP8ESX9+CIEmWfpw+cg+Mt0qkztKm9TTQM3mdTknNR+o845C2rtDMqy2KcEbT+UIHiUdZMZpqUet58yrVwrMst2LrMpdc5lLAKfIkIwXOquDPPWAzjn7jezWQRZCwOBuWb2pHMu07AcnHNbzextguFDbYGXnXMrzOxrgqFFg4BpNWh/JnU9F1WJENzUZ3rK31YAMxtDEFC6FniDIIj8I+AXFY2o5TmqwjcEBcJrGsxI72OWYZn6nK9M3281kdqOTP0cqu7r1Wns78TqruOa2lV/z2YTDKu+jKB/JoB32DV/z0REmpy+zEREZCnba2akylZ8GoCwTtOhBENx5jjnPiH4C276X58TBBkk2XwMHGeVi6IfQZAt9XF1bdlJFhMciznnlqa9lle3coqPgS6pxWDN7DvAATVYr19a/ZTeBLWKGuKcHMX2p/VlMotgeOR1mWZa8ISx8nZ2MbNuKfPaEtRIKm9neQ2fzimbSC3GW1Ne+KquP1VlMdAzw+e5ND2zwwVFrM8jqF/0YzPLz7LdlwkCS4MIC86H04oIhjFmqt9UribXR0NZTJDJtDHD8ZfXYDqJYGjTH5xz7zrnPieoz1VJNeeo2mMKsz+mARdaStH2chY8/GBP59xagiF1/dMWOQn4zNXu6WINca7TvxuPI8hqgwz93My6UPk7saZ9eGde/5nOw8fAEal118LP5XsNsL/G8hnBUOG6/J51AQ4kGK43N/w98wnqBJZrDp+diMguQwEnEZEc55zbCtwP3GRmp5rZ9y14ql13qv8r8X8IbgQvCdc7DniKHR/5vgwYaMHTsQrTNxK6B9gDmGJmPcKi3I8BrzvnXqvb0dXbbIJsrefN7LRw+OCxZjbezC6s5XY+BZ4I1z8aeIIds6TS3U0wHOghC54e1Z+gaPk859w7tTkQM7vbgicDfs/MjjKzBwgyt+6uah3n3GbgImCEBU+uOtnMDjCznmb2C4KhZOXH90+CJzcdFxZQfiKc92D43yUENVx+Z2YHh8dyW22OIWyTI8hAGGRm30kpTl9TNwFHm9mfw8/iADMbbGb3lAc9zGyyBU+dOtDMehAUyf+imiFxLxMU4D6EYKhX+bTzCbJ4smWILQPKn5BVaGbtanlMmXQ2syPTXl0ICs2vBmaZ2RAz29+CJ7VdZ2anhOt+SnCOTjGzbmZ2DUEdsgo1OEfLgBMteHphoZllykaCIIvqa4KnLP7EzA4P++hZBNdeeeDgFuBqM7soHPZ0OcEDFP5fLc/LMqBX+LkXWu2LYQOMM7Oi8DvvFuBIwusoDFq+C/wqPJZeBOe8tHzlWvThBrv+M8h0Hh4l6KtPhd8R5UWulwLP1XN/jSIcnvZn4FYzGxF+19xOEDSr7vdsLcEQurFhH+tH8BvU3D47EZFdhgJOIiICwVCZGQTFsN8mKLw6hZT/0c7EOecDZxP8Vfif4Tr/x45P9Lqa4GZ8GUGAKtO21hA8vagrwRCGmcBHBE+HaxLh8Y0gyPT5I8GN+EyCdlZXfyl1Ox5wGkGA6XWC4u/TqeYv3WH9lJMJMlLeJbjpW0zm4VDV6UoQBPoX8CLBo+gHOOdeqqYNfyPIDviW4PP9F0FfORa4NFzGJwhI/Dvc9iKCzLSh5VlDYSBiNEEtlH8Q9JNfUDfjCYJl/yYY9lJjYV2wE4COwDyCz2AyQZmB4nCxPILP+yO2P9FtVDWbfpMga+Q951z5dl4J112QVsslvU2vERTAfpTg+phUm2OqwlUEhZJTXz8Pa7CdQHBsjxFkhDxNEDT5Olz3jwT983GCfteTIFCXqrpzdB3BE7c+D48pYx0l59xGgmLKDxE8ie7tcJ9XE5yPv4eL3kXw1LuJBJ/ZeOAq59wT1M6tBEOp/hm269harg9BkOyKcBtFwA+dc6l1hs4nyLJZRHAO/w/YkLaNavtwA1//6XY4D2HfGEpwf/A6QcB0AzAyW/9thq4ieNpejKB2Uz7Bb1t1v2dlBL9nPYAPCYLlt9L8PjsRkV2GBYF6ERGRyszsZeA/zrkmC/iIiIjUl5ktBJaFwz9FRKSRqGi4iIgQDoE6miBLozUwhqAQ8MimbJeIiEhtmNlRBIXoFxHUTPoxwdDMCU3ZLhGRXKSAk4iIQFDbYhzwB4LhFP8CznTOzW7SVomIiNTezwjqqUFQP+4U59wrTdgeEZGcpCF1IiIiIiIiIiLSoFQ0XEREREREREREGpQCTiIiIiIiIiIi0qBacg0njRUUEREREREREWl4Vt0CLTngxMqVK5u6CSJVKiwsZP369U3dDJEqqY9Kc6c+Ks2d+qg0d+qj0typjzZPnTt3rtFyGlInIiIiIiIiIiINSgEnERERERERERFpUAo4iYiIiIiIiIhIg2rRNZxEREREREREpHE45ygtLcX3fcyqrSldrTVr1hCPxxugZVJbzjkikQht2rSp82epgJOIiIiIiIiI1FtpaSmtWrUiGm2YUEM0GiUvL69BtiW1l0wmKS0tpaCgoE7ra0idiIiIiIiIiNSb7/sNFmySpheNRvF9v87rK+AkIiIiIiIiIvXWEMPopHmpz2eqgJOIiIiIiIiItHhr165l3LhxHH/88QwYMIAxY8bwxRdfNNj2Fy5cyDvvvNNg29vVKddNRERERERERFo05xw/+clPOPvss7nvvvsA+Oijj1i/fj0HHnhgg+zjzTffpF27dvTq1WuHeclkMueGG+bW0YqIiIiIiIhIznnjjTdo1aoV559/fsW0Hj164Jzjxhtv5JVXXsHM+NnPfsbpp5/OwoULmTx5MlOnTgVgwoQJ9OzZk9GjR9OnTx/OPvts5s6dSzKZ5P777yc/P5/HHnuMvLw8nnnmGW666Saeeuop9tprLz766CMOO+ww5s2bx/PPP8/ee++N7/uceOKJzJgxgw4dOjTVadmpFHASERERERERkRbt008/5fDDD99h+gsvvMDHH3/M3Llz2bhxIyNHjqRv377Vbq9Dhw7MmTOHKVOmMHnyZO644w7GjBlDu3btuOyyywB46qmn+PLLL5k2bRp5eXnsueeePPvss1xyySW89tprHHrooS022ASq4SQiIiIiIiIiOertt9/mjDPOIC8vj44dO9K3b18++OCDatcbMWIEAD179mT58uVVLnfqqaeSl5cHwOjRo3n66acB+Mtf/kJRUVEDHEHzpYCTiIiIiIiIiLRo3//+9/nwww93mO6cy7h8NBqtNC8ej1ean5+fD0BeXh6e51W537Zt21b8u0uXLnTs2JHXX3+d999/n0GDBtXqGHY1CjiJiIiIiIiISIt2wgknkEgkeOKJJyqm/eMf/2Cvvfbi+eefx/M8NmzYwKJFizjyyCPp0qULn332GfF4nOLiYl5//fVq99GuXTu2bNmSdZlzzz2Xn/3sZ4waNaoi86mlUsBJRERERERERFo0M+Ohhx5iwYIFHH/88QwcOJBJkyZxxhln0L17d4YOHUpRURETJkxgn332oUuXLowaNYohQ4Zw+eWX06NHj2r3MXToUF588UWGDh3KokWLMi4zbNgwtm7dyujRoxv6EJsdqyp9rAVwK1eubOo2iFSpsLCQ9evXN3UzRKqkPirNnfqoNHfqo9LcqY9KQyspKak0hKy+otEoyWSywbbXHHzwwQfccMMNPPfcc03dlBrJ9Jl27twZwKpbV0+pExERERERERHZye655x6mTp3KPffc09RNaRQaUiciIiIiIiIispNdfvnlvP322/Tu3bupm9IoFHASEREREREREZEGpYCTiIiIiIiIiIg0qEap4VRUVPRdYCrQCfCBB2Kx2N1pyxhwNzASKAEujMVi74XzLgCuCxe9KRaLPdoY7RYRERERERERkdprrAynJHB1LBbrDvQFflpUVHRo2jIjgIPC16XAfQBFRUUdgIlAH6A3MLGoqKh9I7VbRERERERERERqqVECTrFYbFV5tlIsFtsMLAG6pC12OjA1Fou5WCz2FrBXUVHRd4CTgbmxWGxjLBb7DzAXGN4Y7RYRERERERGRXcfdd9/NwIEDGTJkCEOHDuW9996r9zaXL19Oly5duO222yqmbdy4kf32248JEybUalsffPAB119/fb3btCtolCF1qYqKivYHjgIWpc3qAixPeb8inFbVdBEREREREZF6cc6xbk2SvTrk0bq1yhw3JP/NV+A/6+u8fjISwff97RPaFxI5bmCVyy9evJh58+bx4osvkp+fz8aNG0kkEnXef6r99tuPefPmce211wIwY8YMvv/979dqG8lkkiOOOIIjjjiiQdrU2LYmPBat2MKPOneu0fKNGnAqKiraDXgGGB+LxYrTZluGVVyW6Zm2fynBcDxisRiFhYX1aK3IzhWNRtVHpVlTH5XmTn1Umjv1UWnu1EcD8bjHl59uJL9VPp0P3qOpm7NLW7NmDdHo9jBDctNGKNlar21WCgFGIpW2n27Dhg3svffetGvXDoB99tmnYt6kSZN46aWX2LZtG7169eKOO+7AzDjzzDM5+uijef311ykuLuauu+6ib9++lbabl5dHmzZt+P73v89HH33EkUceycyZMzn99NMrjnnOnDncddddlJWV0b59e+6991722Wcfbr/9dlavXs3y5cvp0KEDY8aM4d577+WJJ57g9ttvZ8WKFXz99desWLGCSy+9lEsuuQSAyZMn8+STTwJw3nnnMXbs2Hqdx7rKz8+v+J7wNsf5pmRLjddttIBTUVFRK4Jg0xOxWOzZDIusAL6b8r4rsDKcPiBt+t8z7SMWiz0APBC+devX1z2SKrKzFRYWoj4qzZn6qDR36qPS3KmPSnOnPhoo3eazdWspyWQpe+7dMNkwuSoej5OXl1fx3vd9cH6WNbKLWAQ/dX3fJ5lMVrn8CSecwB133EHfvn058cQTOe200zjuuOMAOP/887nyyisBuOKKK5g9ezbDhg3DOUcikWDWrFnMnz+f22+/nWnTplXarud5AJx22mk8++yzdOjQATOjY8eOrFq1imQyyTHHHMOMGTMwM5588kn++Mc/MnHiRHzf54MPPuC5556joKCAhQsX4pwjmUzi+z6ff/4506dPZ+vWrZx44on86Ec/YsmSJTz11FPMnDkT5xynnnoqffr0oUePHnU+l3UVj8crvidWFyfYtKWkxus21lPqDHgYWBKLxe6sYrHngcuLior+QlAgfFMsFltVVFQ0B/h/KYXChwG/2umNFhERERERkRbP8xzOh3hpxoE0sgtp164dL774IosWLWLhwoWMGzeOX/3qV4wePZqFCxdy3333sW3bNr799lsOPvhghg0bBsDIkSMB6NmzJytWrKhy+wMGDOC2226jY8eOnHbaaZXmrVq1inHjxrF27VoSiQT77rtvxbxhw4ZRUFCQcZuDBw8mPz+/IpNo3bp1vP322wwfPpy2bdsCMGLECBYtWtQkAadU8aRPmV/z66SxMpz6AWOAD4uKiv4RTvs1sC9ALBabDLwAjASWAiXAReG8jUVFRTcC74Tr/S4Wi21spHaLiIiIiIhIC+YlwfcdvtfULZGGkJeXx/HHH8/xxx/PIYccwvTp0zn99NP59a9/zQsvvECXLl2YNGkS8Xi8Yp3WrVtXrJstg6p169b07NmT+++/n5dffpm5c+dWzLv++uu59NJLGTZsGAsXLuTOO7fn2pQHjjLJz8+v1HbP83CueQY/E56jzGtmAadYLPY6mWsxpS7jgJ9WMe8R4JGd0DQRERERERHJYb4XBJuSyeZ5ky81t3TpUiKRCAcccAAAH3/8MV27dq0ILnXo0IGtW7cya9YsTjnllDrtY+zYsfTt25cOHTpUml5cXEynTp0AmD59ej2OAvr27ctVV13F5ZdfjnOOF198kT/84Q/12mZDSHg+ZV7Nh0g2+lPqRERERERERJoLzwsynJppUonUQklJCddddx3FxcVEo1H2339/brvtNvbcc09++MMfMmTIELp27Vqvp8QdfPDBHHzwwTtMv/rqqxk7diydOnXi6KOPZvny5XXex+GHH87ZZ59dERQ799xzm3w4HQQZTrWIN2HNNVWrAbiVK1c2dRtEqqQijdLcqY9Kc6c+Ks2d+qg0d+qjgbWrylj2eRzfcxw3cPembs4uraSkpNLwMf/NV+A/de9jkUgkKDxern0hkeMG1qeJUkupn+kbXxczb+km7v9RH6hmFBsow0lERERERERymOc5fB/8uj9MTapQ3+BQNBrNWlNJGlci6fBrkbQU2YltEREREREREWnWfA+cc3gqGi6SVdzzqc0YOQWcREREREREJGd5XlC/KQg6Kc1JpCoJz1U/ji6FAk4iIiIiIiKSszwPytM2yhJN2hSRZi2RdMpwEhEREREREamJ7RlOUJZQhpNIVeKerwwnERERERERkZrwPYiEd8ZlZU3bFpHmyjlHwqtNfpMCTiIiIiIiIpLDvKTDDFCGU4vQpUsXfvvb31a8nzx5MpMmTWrQfXzxxReMGTOGfv360b9/f8aOHcu6deuqXH758uUMGjSoVvsYP348M2fOrFP7XnrpJe655546rVuVMr92T6gDiDZoC0RERERERER2Eb7v8H2HRQCDeLx2N9SS3StfbmJ9SbLO6+dFDM/f/pkUto0y8IA9s66Tn5/P7NmzueKKK+jQoUOd912V0tJSzj//fCZOnMiwYcMAeOONN9iwYQMdO3Zs8P3VxbBhwyra1lASSYfnOyKRmg+qU4aTiIiIiIiI5CTfC2o3WcQwg7K4Mpwa0vqSJFsSXp1fxfHK72sSvMrLy+O8887jgQce2GHehg0buOSSSxg5ciQjR47knXfeAWDw4MFs2rQJ5xyHHXYY06dPB+CKK65gwYIFlbbx17/+lWOOOaZSQKdfv34ccsghLF++nDPPPJOTTz6Zk08+uWL7qTzP48Ybb2TkyJEMGTKExx57DAiGrE2YMIEBAwYwZswYNmzYULHOa6+9xrBhwxg8eDD/+7//SzweB6BPnz7Y+wd/AAAgAElEQVTccccdnHzyyQwePJilS5cCMG3aNCZMmAAE2U6nnnoqw4YNY/To0VkzsbKJez6eA6tFTFYBJxEREREREclJ5QXDy2s4JfSUuhbhwgsv5LnnnqO4uLjS9N/85jdccsklvPDCCzz44INcc801ABx77LG88847fPrpp+y33368/fbbALz33nscc8wxlbbxr3/9i549e2bcb2FhIU899RRz5szhvvvu4ze/+c0Oyzz11FPsvvvuvPDCC8yaNYsnn3ySr7/+mtmzZ/PFF18wf/58br/9dhYvXgwEGVVXXXUV9913H/PnzyeZTDJ16tSK7XXo0IE5c+YwZswYJk+evMP+evfuzYwZM3jppZc4/fTTuffee2txJrdLeGE2YC2qhmtInYiIiIiIiOQkz3P4PhhgEUiWaUhdS7D77rtz1lln8fDDD1NQUFAx/bXXXuOzzz6reL9lyxa2bNlCnz59WLRoEStWrOD888/n8ccfZ9WqVbRv35527drVeL9lZWVMmDCBTz75hEgkwpdffrnDMq+++ipLlixh1qxZAGzevJlly5bx1ltvccYZZ5CXl0enTp3o168fENSL2nfffTnwwAMBOPvss3n00Ue55JJLABgxYgQAPXv2ZPbs2Tvsb9WqVYwbN461a9eSSCTYd999a3w8qRKeI+k78moxpE4BJxEREREREclJnhcMZTIzImZ4SQWcWoqLL76Y4cOHM3r06Ippvu/z/PPPVwpCQTA0bcqUKXTt2pVf/OIXzJ49m1mzZtG7d+8dtnvwwQfz5ptvZtzngw8+SMeOHZk7dy6+73PAAQdkXO6mm25iwIABlabNnz8fy5A+5Kop1J2fnw8EQwk9z9th/vXXX8+ll17KsGHDWLhwIXfeeWfW7VUlnvRJ+I5WquEkIiIiIiIikp2XdPgeWF6Q4ZRaoFp2be3bt2fUqFE89dRTFdP69+/PlClTKt5/9NFHQPBku40bN7Js2TL2228/evfuzeTJk+nTp88O2z3jjDN49913mTdvXsW0V155hSVLllBcXMw+++xDJBLhmWeeyRgA6t+/P1OnTqWsrAwIMphKSkro27cvf/vb3/A8jzVr1rBw4UIAunXrxvLly1m2bBkAzzzzDH379q3xeSguLqZTp04AFbWp6iLhOZKeo1WeAk4iIiIiIiIiWfke4ZO3wMzwd4wPyC5s7NixbNy4seL9jTfeyAcffMCQIUMYMGBARcFugKOOOqoiI6l3796sXr2aXr167bDNgoICHn30Uf785z/Tr18/BgwYQCwWo7CwkAsuuICnn36aU089lS+//JK2bdvusP4Pf/hDDjroIIYPH86gQYP4xS9+QTKZZMSIEXzve99j8ODB/OpXv6oIKrVp04Y777yTsWPHMnjwYCKRCGPGjKnxObj66qsZO3YsZ555Zr2e2pfwfMo8v1YZTlZdetYuzK1cubKp2yBSpcLCQtavX9/UzRCpkvqoNHfqo9LcqY9Kc6c+CutWl/HlZ3HatjO2bnE4HMf1372pm7XLKikpqRRkeeXLTTV6slxV8iJWKeussG2UgQfsWa82Su2Uf6ZvLt/MvKXfUti2FTeeeTQEpc+yUg0nERERERERyUnlI54sYpg5vLrHRiSD+gaHotEoyaQ+lOYgnvSx6mNMlWhInYiIiIiIiOQkzwuyZ8wMMzSkTqQKCc8RsdqNkFPASURERERERHKS7znKHwxmEcP3Hb7vN22jRJqhhOdDhqfoZaOAk4iIiIiIiOSk1IeIlddCTpY1TVtEmrNEsvb1vxVwEhERERERkZzkVcpwAhyUJVrsg7VE6izhKeAkIiIiIiIiUiOpRcLLA09lZQo4iaRyzhH3aj/UVAEnERERERERyUme53BhfMnMcEBSGU67tC5dunDFFVdUvE8mkxx++OGcf/75DbL9gw46qFbLT5s2jQkTJgAwadIkJk+evMMyVU3PtI36qm5fmXgOPN8Btbs2orVaWkRERERERKQFcM4FRcPD9xamY5TGVTS8oSz/Ks62krqfz7xIHl7KowML2kb47v75Wddp27Ytn376Kdu2baOgoIAFCxbQqVOnWu03mUwSjSpcUi7h+Xiu1jXDFXASERERERGR3ON5Yb5GeBMdseCGuiyuDKeGsq3EpyxR9/W9iKPyQwNrFrwaOHAg8+fP59RTT+Wvf/0rZ5xxBosWLQLg/fffZ+LEiZSWltKmTRvuvPNOunXrxrRp05g/fz7xeJySkhLuuecexo0bx+bNm/E8j5tvvpk+ffoAcMsttzBv3jzatGnDn//8Zzp27MhLL73EH/7wBxKJBO3bt+eee+6hY8eOtT7mhx9+mMcee4xoNMpBBx3EfffdV2l+VfuZNGkS33zzDV9//TXffPMNF198MT/5yU8AuPvuu3n66afp3Lkze++9Nz179qzRvsrFkw7Pd0SoXcRJAScRERERERHJOZ7ncD4VAafyDKeEhtTt8k4//XTuuusuhgwZwpIlSzjnnHMqAk7dunXj2WefJRqNsmDBAm699VYefPBBAN59913mzZtH+/btmTx5Mv379+fKK6/E8zy2bdsGQElJCUcffTS//OUvuemmm3jiiScYP348vXv3ZsaMGZgZTz75JPfeey8TJ06sddv/9Kc/8eabb5Kfn8+mTZt2mJ9tP0uXLmX69Ols3bqVE088kfPPP58lS5bw/PPP89JLL5FMJhk+fHhFwKm6fZULMpxqf10o4CQiIiIiIiI5x/fAOSrlbJipaHhLcOihh7JixQr+9re/MWjQoErziouLGT9+PMuWLcPMKCsrq5h30kkn0b59ewCOPPJIrr76apLJJCeffDI9evQAoHXr1gwdOhSAww8/nNdeew2AVatWMW7cONauXUsikWDfffetU9u7d+/O5ZdfzvDhwxk+fPgO87PtZ/DgweTn55Ofn09hYSHr1q1j0aJFDB8+nIKCAoCKttdkX+XiXpDhlBepXYaTioaLiIiIiIhIzgkynLZHnMyMSMQqPblOdl3Dhg3jd7/7HWeccUal6bfffjvHH388L7/8MlOmTCEej1fMa9u2bcW/+/btyzPPPEOnTp248sormT59OgDRaBQLixnl5eWRTAYd5vrrr+eiiy5i/vz53HrrrZW2WxtTp07lwgsv5J///CfDhw+v2H65bPvJz99e3yovLw/PC+pfWRXFl6rbV7lE0lHmQysFnERERERERESy85Lg+RBJuRk3CwJRsusbPXo0V111Fd27d680ffPmzRVFxGOxWJXrr1ixgsLCQs477zzOOeccPvzww6z7Ky4urthueXCqtnzfZ+XKlfTr14/rrruO4uJitm7dWq/99O3blxdffJFt27axZcsW5s6dW+N9lUt4PmWeT6s81XASERERERERycrzgqfURVunBJwihq+AU4vQuXNnLr744h2mjxs3jvHjx/PAAw/Qr1+/KtdfuHAhkydPJhqN0q5dO+6+++6s+7v66qsZO3YsnTp14uijj2b58uW1brPneVxxxRVs3rwZ5xyXXHIJe+65Z732c/jhhzNq1CiGDRtG165dKwqf12Rf5RKeo8xztM4zyryMi2Rkrg6Fn3YRbuXKlU3dBpEqFRYWsn79+qZuhkiV1EeluVMfleZOfVSau1zvo+vXlPHlZ3HatDXy8oLBP8Xfepg5+vbfvYlbt2sqKSmpNCxt+VdxtpXU7MlymeRF8vD87RGOgrYRvrt/fpY1pKGVlJTw4QaPOUu/peserYknHTeeeTRQ/SPrlOEkIiIiIiIiOccrLxqecttskaCYuDSM+gaHotFolXWFpPHEPUfEymtB1TxpSTWcREREREREJOeU12qKRLbfFkdMASeRdAnPx6pPaNqBAk4iIiIiIiKSczyvcnYThDWcfEcLLj0jUmsJz2FW+2tCAScRERERERHJOV5yxxtos2CYXaZ5Irkq4fnUoGTTDhRwEhERERERkZzjZ6hlXZ7xVJZo3LaINGfxpDKcRERERERERGrES7odkjYiEcBBIlH3J6uJtDQJz4FThpOIiIiIiIhItcqLhqcyM5yDsrImaJDU28SJE3nwwQcr3v/whz/kmmuuqXj/29/+lvvvv7/W233wwQfZtm1bg7Qxne/7XH/99QwaNIjBgwczcuRIvv7666zr9OnTh40bN+6U9uzYPkeZ5+PXoa5ZdCe0R0RERERERKTZcs7heztWpTEDDMriHrpdrr8lS5awZcuWOq8fiUTwU8Y+7rbbbnTv3r3K5Y899lhmzpzJJZdcgu/7bNy4kc2bN1fMX7x4Mb/97W9r3Y6HHnqIH/zgBxQUFNR4Hc/zyMvLq3a5559/ntWrVzNv3jwikQgrV66kbdu2tW5jTSWTSaLRmvdt3zl8B5FI7TOcdAWJiIiIiIhITvF9Mj6JziJBECquGk4NYsuWLZSWltZ5/fSAU3V69erFDTfcAMCnn37KwQcfzNq1a/n2228pKChg6dKl9OjRA4D77ruPGTNmkEgkGD58ONdccw0lJSWMHTuWVatW4fs+V155JevXr2fNmjWcffbZtG/fnqeffppXX32VO+64g0QiwX777cddd91Fu3bt6NOnD+eccw6vvvoqF110EY899hhHHXUUCxcuZNOmTUyaNIk+ffpUavOaNWv4r//6LyKRYABa586dK+b98pe/5IMPPqC0tJRTTjmlUrbWI488wty5c0kmk9x///1069aN999/n4kTJ1JaWkqbNm2488476datG9OmTWP+/PnE43FKSkqYMmUKF110EZs2bSKZTHLttddy8sknZzynPuA5Rx1KOCngJCIiIiIiIrnF8xzOsUOK0/YMJ9Vw2hV16tSJaDTKN998w+LFiznmmGNYvXo17777LnvssQfdu3endevWvPrqqyxbtoxZs2bhnOPCCy/krbfeYsOGDXTq1InHHnsMgOLiYvbYYw8eeOABpk+fTocOHdi4cSN3330306ZNo23btvzpT3/igQce4KqrrgIgPz+fv/71rwA89thjJJNJZs2axfz587nzzjuZNm1apTaPGjWKM888k0WLFnHCCSfwgx/8oCIo9otf/IL27dvjeR6jR4/mk08+4dBDDwWgQ4cOzJkzhylTpjB58mTuuOMOunXrxrPPPks0GmXBggXceuutFUMM3333XebNm0f79u1JJpM8/PDD7L777mzcuJFRo0YxbNgwzHbMYvJ9h+eCYGxtKeAkIiIiIiIiOcX3qn5KnRmUJeqQziHNQq9evVi8eDGLFy/m0ksvZfXq1SxevJg99tiDY489FoBXX32VV199lWHDhgFQUlLCsmXL6N27NzfeeCO///3vGTJkyA7ZSBAEbj777DNOP/10AMrKyjjmmGMq5p922mmVlh85ciQAPXv2ZMWKFTtsr3PnzixYsIA33niDN954g9GjRzN58mROPPFEZsyYwRNPPIHneaxZs4bPP/+8IuA0YsSIiu3Onj0bCAJk48ePZ9myZZgZZSnFyE466STat28PBNl9t9xyC4sWLcLMWL16NevWrWOfffbZoX2eA8/ziewwALV6CjiJiIiIiIhITinPcNqxhpNhESOZbJJmSQM49thjWbx4Mf/617845JBD6Ny5M/fffz+77747o0ePBoKAy+WXX86YMWN2WH/27Nm8/PLL3HzzzfTv378ic6mcc46TTjqJe++9N+P+0+svtW7dGoC8vDySVXSs/Px8Bg0axKBBg+jYsSNz5sxhv/324/7772fWrFnstddejB8/vtLwxPz8/Irtep4HwO23387xxx/Pww8/zPLlyznrrLMytuvZZ59lw4YNzJ49m1atWtGnTx/i8XjGtvkOkg6idajhpKfUiYiIiIiISE7xksFQIctwE22W+Ql2sms49thjmTdvHnvttRd5eXm0b9+e4uJi3n333YoMpwEDBjBt2jS2bt0KwKpVq1i/fj2rV6+moKCAH/zgB1x22WV8+OGHQFCsvLz4+THHHMM777zDsmXLANi2bRtffPFFndv74Ycfsnr1aiB4Yt0nn3xC165d2bx5MwUFBeyxxx6sW7eOV155pdptbd68mU6dOgEQi8WyLldYWEirVq144403MmZelfOdI5F0tMpThpOIiIiIiIhIVp4XPKUukuEhYhEDL6mA066qe/fubNy4kTPOOKNi2iGHHMLWrVvp0KEDAP379+fzzz+vGP7Wtm1b/vjHP/LVV19x0003YWa0atWKm2++GYDzzjuPH/3oR+yzzz48/fTT3HXXXfz0pz8lkQiqy1977bUceOCBdWrv+vXr+fnPf16xrSOPPJILL7yQNm3a0KNHDwYOHMi+++5Lr169qt3WuHHjGD9+PA888AD9+vWrcrn//u//5oILLmDEiBEcdthhdOvWrcplfeco831a1+CJe+ksU2X+FsKtXLmyqdsgUqXCwkLWr1/f1M0QqZL6qDR36qPS3KmPSnOXy310/dokyz4rpXUbIxqtPPCn+FuPSAT6nLRbE7Vu11VSUlJp6NaSJUsqMoPqIv0pdbvtthvdu3evVxuldr5et4kpHxXTdY/WmBmlZT43nnk07DgidQfKcBIREREREZGc4nsO34dIhiIzZsFwO6m/+gaHotFolXWPpHH4zoXF9FXDSURERERERCSr8hpNkQwRJ4sET7ETkeApdXUNHCngJCIiIiIiIjnFSwaZTJlErPwpdspyEgkynGqf3QQKOImIiIiIiEiOyTZkzsxwTsPqRADqcxko4CQiIiIiIiI5xctSFsjCu+SyROO0RaQ583xXfXXwKijgJCIiIiIiIjnF81yVQ+rMAAdlCT/zAiI5xHdQ19GlCjiJiIiIiIhITvGyFAW3CDigrKzRmiMN6Lvf/S5Dhw5l0KBBXHrppWzbti3r8n369GHjxo2N1Lpdi3MO3znqmuIUbdjmiIiIiIiIiDRvvld1ykbEDBwk4spwqq/84vfJS35b5/UtL0Jrb/vn4EX3Ir7HUVnXadOmDXPnzgXg8ssvZ+rUqYwdO7bObchlLnzVlTKcREREREREJGf4vsP3XZU30maAQSKhouH1lZf8loi/re4vr6TS+9oGr3r37s1XX30FwI9//GOGDx/OwIEDefzxxzMuX9UyBx10UMW/Z86cyfjx42t/MnZBLhxOF2nOGU5FRUWPAKcCa2OxWI8M838OnJfSpu5Ax1gstrGoqOgrYDPgAclYLHZsY7RZREREREREWh7PC26iq7qHtkgQdFKG064tmUzyyiuvMGDAAAAmTZpE+/bt2bZtG6eccgojR46kQ4cOldapyTK5xLkgMBup45i6xhpSNwW4B5iaaWYsFrsduB2gqKhoFHBVLBZLHUQ5MBaLrd/ZjRQREREREZGWzfdcEHDKVjQcPaVuV1VaWsrQoUOBoD7TueeeC8AjjzzC7NmzAVi5ciXLli3bIZhUk2VyiU8QdMLqlu3XKAGnWCy2oKioaP8aLn4u8NRObI6IiIiIiIjkKM9z+H7VtWnMDItAWZmG1O2KUms4lVu4cCGvvfYaM2bMoKCggLPOOot4PF7jZSwlOpm+XktWPqQur45j6ppVDaeioqK2wHDgmZTJDnipqKjo3aKiokubpmUiIiIiIiLSEnhJ8J2rFERIF4kYXlIBp5Zi8+bN7LnnnhQUFLB06VLee++9Wi3TsWNHPv/8c3zf58UXX2zMpjcp54JrpXUdA07N7Sl1o4A30obT9YvFYiuLior2AeYWFRX9KxaLLci0chiQuhQgFotRWFi481ssUkfRaFR9VJo19VFp7tRHpblTH5XmLmf7qF9Kq6gjvzW0Kch8S7y1dSmtonm5eX7qYc2aNUSj28+p5UWwOtb/qdhGSrDD8iKVtl+V9GWGDBnC448/zpAhQ+jWrRvHHHMMeXl5RKNRzIy8vLysy1x33XVccMEFdOnShUMOOYStW7fWqB27OvOTYBF2b9eWNq3ygolRr+brO9c4UdtwSN3MTEXDU5Z5Dpgei8WerGL+DcCWWCx2Rw126VauXFmXpoo0isLCQtavV2kyab7UR6W5Ux+V5k59VJq7XO2jG9Yl+fKzUlq3NqKtMg/62fQfj2gUep+4WyO3btdWUlJC27ZtK97nF79f6yfLpbK8CM7bXrzdi+5FfI+j6tVGqbmtCY8Pl2/k4/94RCLBtVJa5nPjmUdD1XX3KzSbkFxRUdGeQH/gRynT2gGRWCy2Ofz3MOB3TdREERERERER2cX5nsP3IJJX9TKRCPi+htTVV32DQ9FolGQy2UCtkdpyDjAqgk211SgBp6KioqeAAUBhUVHRCmAi0AogFotNDhc7E3gpFottTVn1v4DnioqKytv6ZCwWy50BkyIiIiIiItKgvHBEULYaTmaQLGukBok0U67K0vo101hPqTu3BstMAaakTfsSOGLntEpERERERERyjecFN9FZA04R8P0qZ4vkBN/VYNxcFs3qKXUiIiIiIiIiO5OXdGSJNQFBMMr3Hb6nqFNtNFaNaGkczlGvHCcFnERERERERCRn+B7VBpzKH4xWpvJBtRKJRFRzqQVJJpNsLKn759lsioaLiIiIiIiI7GzlQ+qysQjgIJnwyc9XnkZNtWnThtLSUuLxeNYhizWVn59PPB5vgJZJbTnn+HxdCR9s8Oi0e5YK+1ko4CQiIiIiIiI5o7xoeDZmwVCiRALa7fQWtRxmRkFBQYNtr7CwkPXr1zfY9qTmnHN8tmmrhtSJiIiIiIiI1ITnVf/sLQvH1JUlVJNIclPSB8931KeKkwJOIiIiIiIikhOc7/C96ishl48GSyRUNFxyU8Lz8RxE6jE0UgEnERERERERyQmeFzx5y6qJOEUsCDol4spwktyU8FyY4VR3CjiJiIiIiIhITvB8h3NsfwxdFSy8U9aQOslVQYaTq1fQSAEnERERERERyQlesjzDKTszw0wBJ8ldcc+R9B2RaoKz2SjgJCIiIiIiIjnB9xy+77Aa1KWJRKxGT7QTaYniSZ8yD1rlKeAkIiIiIiIikpXnOXx/e1HwbCwCXlIZTpKbEp4j6fm0VoaTiIiIiIiISHaeF2Q5RaLVL2tmeJ4CTpKbEp6jzHfKcBIRERERERGpjh9mOEVqcCdshgJOkrMSSZ+gvr4CTiIiIiIiIiJZeR5hwKkmNZzAVw0nyVFxL3hCXU3qnVVFAScRERERERHJCZ7nMKvZTbRZEJwSyUUJz69XsAkUcBIREREREZEc4SVrVjAcwCKG7zuc07A6yT3xpKvxtVIVBZxEREREREQkJ3ieg5oGnAycg6SeVCc5KOHVP71PAScRERERERHJCZ7noIbxIzPAQVlCASfJPQnPYTW9WKqggJOIiIiIiIjkBN+jxhlOkUgQm1LASXJRPOnjanqxVEEBJxEREREREckJtctwsiDDqWzntkmkufF8R9J31PhiqYICTiIiIiIiItLiOeeCDKcasghgEI/XYiWRFiDhOXwHpgwnERERERERkex8H3xX8ydvmQWj7xLxndoskWYn4fl4zhHRU+pEREREREREsvOSNR9OB2HRcIOyeP2f1iWyK4knHZ5f8yc6VkUBJxEREREREWnxPC/IcqrpTbRZ8CorU9FwyS0Jz8fznYbUiYiIiIiIiFTH9xyuFkkbZoZFDE9FwyXHJDxHmQ+t6jmmTgEnERERERERafGCDCeH1eIm2ix8sp1IDol7PmWeo3VUAScRERERERGRrDwveEpdXi3ugiMRBZwk9wQZTr4ynERERERERESq43kOz3NE8mq+jpkp4CQ5J5F0+A6iCjiJiIiIiIiIZOd7BDWcanEXbBasJ5JL4p6PEQRc60MBJxEREREREWnxyjOVIpGa3wZbBDx/Z7VIpHlKeI56JjcBCjiJiIiIiIhIDvCSQcZSbUSs/Ol2GlYnuSOe9Gv+OMcsFHASERERERGRFq8utZgsYjgXBJ1EckXCc1gDRJwUcBIREREREZEWz/dqn+FkBjhIlO2UJok0S4mwhlN9KeAkIiIiIiIiLV6dMpzCu+5kQoWcJHckGiijTwEnERERERERafHqNqQOHFCmDCfJEc45Ep6jIUJOCjiJiIiIiIhIi+acw/OgtnfREbNgSF3c2yntEmluEp7Dd05D6kRERERERESq4xw4v/ZZG2aAQTy+M1ol0vzEPYfnu1rXO8tEAScRERERERFp0bxkEHSqddHwSLBOmWo4SY4o83w81zDBIgWcREREREREpEXzPFe3gFOY4ZRQhpPkiHgyyHBqiBQnBZxERERERESkRfM9h1+HJCUzwwySZQ3z1C6R5i7h+SR9R7QBokUKOImIiIiIiEiL5nng1yXFCYhErE5PuBPZFcW94Cl1rSLKcBIRERERERHJyvMcfhIiebVf1wwFnCRnlGc4tcqrf7hIAScRERERERFp0TwPfN9Rl3voiBm+1/BtEmmO4kkXBJw0pE5EREREREQkOy+s4VSnDKcIQRFlkRyQ8HzMIBJRhpOIiIiIiIhIVuUZSlaHGk5mKMNJckbCc9S/elNAAScRERERERFp0cprMNUp4BQBP9nQLRJpnhRwEhEREREREakhL+nq8oA6IAhS+c7he37DNkqkGYon/ToFZjNRwElERERERERaNM+jzgGniAEOypTlJDkgrgwnERERERERkZrxvboX/bbwrjmZUIaTtHxlDZjJp4CTiIiIiIiItGhePYp+m4EDEokGa45Is+ScI550NNQzGRVwEhERERERkRbN8+p+E22RIOKUUIaTtHBJ3+E7B65hQk4KOImIiIiIiEiL5XxXvyF1BhiUxRsq70OkeUp4Ds9BJKKi4SIiIiIiIiJZeV79EjYikSDolFDASVq4uOfwfEekgcqGK+AkIiIiIiIiLZbnOZyr+1PqytdTwElaukTSx3MOGqiKkwJOIiIiIiIi0mKVZzjVNWfDzDCDZFIBJ2nZEp4j6TkNqRMRERERERGpjuc5fN9h9RgmFImYAk7S4j6xMSMAACAASURBVMU9nzLf0SqvYQJO0QbZSjWKiooeAU4F1sZisR4Z5g8A/gYsCyc9G4vFfhfOGw7cDeQBD8VisVsao80iIiIiIiKy6/M9h++B5dV9GxYB32u4Nok0RwnPUeY52rWqx8WSolECTsAU4B5gapZlXovFYqemTigqKsoD/gQMBVYA7xQVFT0fi8U+2VkNFfn/7N17kGzrWd/377suPXv20dE54uwjCUlHQgIk4wIJY5BMQgQkZWGwCVVxvAIGETCggBH8k9iUjQ0pJVaq4hQJQcZEYBmBw2W5AoYE2VxMiCSwEoNSEFsG2eh6Lvt+mb6uy/s++WN1z5m991xW9/Tq7un+faqm9p7umdXP2Wf1zFrP+7zPIyIiIiIi28N7CMFIeotXbTjn8OeYdCdyERT1rMJpOcdbyZa6PM/fD9xe4FvfCPy7PM8/lud5Cfwc8HVLDU5ERERERES2VrOlrpk2tyjnUMJJtl7pDQfE53mzHLGqCqc2vjTLst8HngX+qzzP/zXwcuDTR77maeBN6whORERERERELp7gwQLnaoQcReDrJQYlsoFKb7hFxzkeY1MSTh8GXpXn+SDLsq8B/gnwuRw/SODEtHKWZW8D3gaQ5zlXrlzpIlaRpUiSROeobDSdo7LpdI7KptM5KptuV87R/p0+vT3j8uXewseoipJJ8Dvx77VJduUc3RS9azV7vQn7+/snf1HSvpnZRiSc8jw/OPL392VZ9qNZll2hqWh66siXvoKmAuqk47wbePf0U7t582YX4YosxZUrV9A5KptM56hsOp2jsul0jsqm25Vz9O7dkqoqGY8X7/pd1YGy8Ny4cWOpFSByul05RzfFrbv96Xvl5K+ZVKH18TYi4ZRl2UuBa3meW5Zlb6TpLXULuAt8bpZlrwaeAb4e+Mvri1REREREREQuEu/t+L0zc3Cu2WpT10aaKuEk26n07ZNJbawk4ZRl2c8CXwFcybLsaeAHgRQgz/MfA/5T4LuyLKuBMfD1eZ4bUGdZ9nbgV4EYeM+0t5OIiIiIiIjImfy0EfJ5OAcYlIWRpsuISmTzFN44pYvR3FaScMrz/BvOeP5dwLtOeO59wPu6iEtERERERES2W1h8J92hKJpWOFWaVCfbq6wD5y4HPGI5s+5ERERERERENpD3du6iDTfdU1eVSjjJdvLBqIOBLe8cV8JJREREREREtpKZEfz5Nwm5CHBQlMvtcSOyKQofCMZSm+Ir4SQiIiIiIiJbKXgItpym4Q4oJ0sJS2TjlN7wwYiW2BNfCScRERERERHZSt4bS8g3NTfhDkpVOMmWKmvDm7HEAiclnERERERERGQ7eQ+2jD7IrqlyqtXDSbZU6QM+GE5Nw0VERERERERO11Q4nb9qwzmHixx+CRPvRDZR6Y0qQBor4SQiIiIiIiJyquAhBIiWsE8ocuBrVTjJdirqQOVNCScRERERERGRs3hveA/REu58XQS1V8JJtlPhjSoEekvsGq6Ek4iIiIiIiGwl743gjSg+/7GccwQlnGRLlT4QAsRKOImIiIiIiIicztc0U+qWUeHkmi16Ituo9EYUNYnVZVHCSURERERERLZSCE1FUrSEPXUuAh/OfRiRjVTUYakT6kAJJxEREREREdlSvubcE+pmIgdhOvVOZNuU/vzTHB+khJOIiIiIiIhsJb/Enksucpgt95gim6Ls4LxWwklERERERES2kvewrF1CzgEGVbmc44lsksKHJW+oU8JJREREREREtlTwtrSb6Nl2o6pSIyfZPmWtCicRERERERGRVpa5/S2KwFCFk2yfYEbpA8tOOSnhJCIiIiIiIlvHzJotdUu6i56Ni68Kv5wDimyIyhvG0nafHlLCSURERERERLZOCGDBlla14aZ3z0WxpAOKbIjCGz4YkabUiYiIiIiIiJwueDBjaTfRzjUfVakeTrJdijrgTRVOIiIiIiIiImfy3ghL3CfkXHOsUj2cZMtU0wqnZaeclHASERERERGRreO9YYElJpwckXPU1fKneYmsU+EDVTCSeLnHVcJJREREREREtk7wEIJNS5OWw0XLnXwnsglKb1TeSKPlpoiUcBIREREREZGt470RPCzzHto5JZxk+xR1U+HUS7SlTkRERERERORUflrhFC/xrjeKHMEv73gim6D0hvfGkvNNSjiJiIiIiIjI9vG1EQJES+xLowon2UalDzgHkbbUiYiIiIiIiJxulhha5k20c6jCSbZOUdsyW50dUsJJREREREREtk7wLHvKOy6CEJZ7TJF1K70t+60CKOEkIiIiIiIiW8h3cBPtnCMEw3tlnWR7lD7gOkg5KeEkIiIiIiIiW8d3UOEUTY9XV8s9rsg6Fd6W/l4BJZxERERERERkC4UuKpwiwKCsVOEk26Oog7bUiYiIiIiIiLThO2ju7RwYUJfLP7bIOpgZlTe6mL2ohJOIiIiIiIhsHd/BTbSLmoxTWajCSbZDHQxvBh2knJRwEhERERERka0SghF8BzfQDnBQFV3Ug4isXuENHyByahouIiIiIiIicqrgwTrICbmo2VZXlEo4yXYovRHMNKVORERERERE5CzeG2bPT5VbllkRiCqcZFsUdcCb4Zy21ImIiIiIiIicyndV4eQczkFVK+Ek26H0Ru1NW+pEREREREREzuK9EUJH24Qih1fCSbZE6QNVMNJYCScRERERERGRUwVvBA8uWf6xXdQktES2QVkblTd60fLTQ0o4iYiIiIiIyFbxNfhgdHAPjXOO4Jd/XJF1KA4rnJZ/bCWcREREREREZKt4b5inm4STKpxkixTecECsCicRERERERGR082ahkfLHlNHM/lOFU6yLSpvuA4ahoMSTiIiIiIiIrJlgjeI6ORG2rkmoSWyDYo64OimYk8JJxEREREREdkqfrpNqAsucoRghBA6egWR1Sk7fK8slHDKsmw/y7LesoMREREREREROS/voau76FnRlK+7Ob7IKhU+rHdLXZZl/0OWZW+c/v3PA7eBu1mWfW0nUYmIiIiIiIgsqMsKpygCDMpSjcPl4is7bIDftsLpG4F/Nf37DwDfBPzHwDu7CEpERERERERkUV32WJoVg1RKOMkWKOqAddTDKWn5dZfzPB9lWfYE8Jo8z/83gCzLXtVJVCIiIiIiIiILCt7o6B4a55oWy3WlhJNcbD4YPnR3HrdNOH00y7JvBD4H+HWALMuuAOOuAhMRERERERGZl5nhfWf5Jtx0n1BRqGm4XGyFDzQDHbvZgNo24fRXgR8GSuDbpo99FfBrXQQlIiIiIiIisgjvm6RTR32QiVzTj7ycdHN8kVUpayMEO0yiLlvbhNOn8zz/944+kOf5/5pl2T/vICYRERERERGRhQRvWIe73VwEOChLVTjJxdZUOBmuo/dL2zzWR094/CPLCkRERERERETkvLwHC3RWtQFN43D1cJKLrvRNDyfXUTlg27fgQ6+eZdkLAaV0RUREREREZGN4b1iHJU7OOVzk8HVnLyGyEqU3ygC9eA09nLIs+zRNr7X9LMs+9cDTTwA/20lUIiIiIiIiIgvwdVPlFHXVxImmj1PtVeEkF1tZBypvXNrrphzwrB5O30RT3fQ+4K1HHjfgWp7nf9RJVCIiIiIiIiILCN4IHpK2HYsX4KKmkkrkIiu8UYVAL4o7Of6pb8E8z/8vgCzLruR5PuokAhEREREREZEl8b6ZvBUl3VU4OecISjjJBVf4gBnE0Rq21B1RZ1n2NuALgRccfSLP828+65uzLHsP8BeA63mef/4xz38j8H3TTwfAd+V5/vvT5z4B9AEP1Hmef3HLmEVERERERGTHeA9mTWPvrjjXvI7IRVbWhnN01jS8bcLpp4DXA/87cG2B1/lJ4F3T4xzn48CX53l+J8uyrwbeDbzpyPNfmef5zQVeV0RERERERHbIbKtbFHU3pi6KoK46O7zISpQ+dNrrrG3C6auAV+d5fneRF8nz/P1Zln3WKc//zpFPPwS8YpHXERERERERkd0WfLfVTdAcP4RmGl5X1SEiXSu94TrcGdo25fspYK+7MO7zbcA/PfK5Ab+WZdnvTbf1iYiIiIiIiBxrFc28XeQwA1+rj5NcXKW3ZkxcR+bZUvdLWZb9MA9sqcvz/DeXFUyWZV9Jk3D6siMP//t5nj+bZdmLgV/PsuwP8zx//wnf/zbgbdO4uHLlyrJCE1m6JEl0jspG0zkqm07nqGw6naOy6bb1HL32zF329kbs7/c6ew0LNZNRyaMveBGPPJp29jq7blvP0U0R743Y69Xs7++3/6akffOytgmnt0//fOcDjxvwmtavdoosy14P/ATw1Xme35o9nuf5s9M/r2dZ9ovAG4FjE055nr+bpv8TgN28qbZPsrmuXLmCzlHZZDpHZdPpHJVNp3NUNt22nqMHBxOKoiYZd9fVuywDvvZcvXqLx4q2t9Uyr209RzfFnYMhRVkyHrf/nkkVWn9tq3dGnuevbv/y88uy7JXALwBvzfP8o0cefwSI8jzvT//+FuAdXcYiIiIiIiIiF1fw1nkPpyhqqi8qNQ6XCyqYUfn2yaNFrCQVm2XZzwJfAVzJsuxp4AeBFCDP8x8DfgB4AvjRLMsA6jzPvxh4CfCL08cS4GfyPP9nq4hZRERERERELhYzw3dX2HRo1ii8Kj0ruq0WWarKG8G6bbDf6p2RZdkLgf8a+HLgCkfaSuV5/sqzvj/P82844/lvB779mMc/BryhTYwiIiIiIiKy20IAC4Z13MvbTcdvlUW3ryPSlaIOBLMue4a3nlL3o8AX0Wxn+wzge2gm1/2PHcUlIiIiIiIiMpfgm2RT1PZOd0HONR9l2e2WJJGuFN7wHVc4tX0bvgX4i3me/xLgp3/+Z8BbO4tMREREREREZA7eQ+i4ugmeTzhVZfevJdKF0hs+GFGHNU5tE04RcG/690GWZY8DzwGf00lUIiIiIiIiInPy3rAAne4Tounh5CJHXa0guyXSgdIHqmAkUXdvlrbdzX6fpn/TPwc+APw9YAB89LRvEhEREREREVkVX0PouhPylHNNgkvkIipqo/LG5aS7/adtj/wdwCemf/9eYAw8DnxzBzGJiIiIiIiIzC14I/juezjBNOFUK+EkF9OswilN1ljhlGVZDHwL8HcA8jy/wTET5URERERERETWyfumwqnX677CKYocwXf+MiKdKL3hvdFhvunsCqc8zz3w3UDVXRgiIiIiIiIi5+O9EcIKK5xW0aFcpAOFD7gIog7fLG2P/F7gOzuLQkREREREROScZj2VuryJnnERqnCSC6usreve+q2bhr8R+J4sy/468GngMI2b5/mbuwhMREREREREZB7B0/mEupmmafhqXktk2QofiDpurt824fTj0w8RERERERGRjeR991UbM5FzmAW8D8TxCvbwiSxR5e1IKVE3WiWc8jx/b7dhiIiIiIiIiJzPKiuO3DTHVJUQ76/udUWWoait82rAVgmnLMv+yglPFcDTwIfyPC+WFpWIiIiIiIjInLw3Ot4ldMg5MIOqDFzaV4WTXCyFDxvTw+mbgS8FrtEkmF4BvAT4XeCzALIs+7o8z3+3gxhFREREREREzrTKJt6zxFalee5ywZgZpbeud9S1Tjj9a+AX8jz/n2cPZFn2duBPAF8GfD/wIzRJKREREREREZGV83X3N9EzUeRgWuEkcpFUwQjW/Tulbd3fXwbe9cBjfx/4xjzPDfi7wJ9cZmAiIiIiIiIibYVghLCqdNO0wslBUazuNUWWoawNHyDqeE9d24TTNeBrH3jszwPXp3+/BKiQUERERERERNYi+Kan0qq4qEk6VaUSTnKxFD4QzHAdNzxru6Xue4F/nGXZvwI+DTwFfD7wl6bPv4lmS52IiIiIiIjIynlvmLHSpuEApSqc5IIpveGD4TregNoq4ZTn+a9lWfbZwFcDLwPeB/xKnue3Zs8Dv9ZZlCIiIiIiIiKn8N4IofNJ74ecc7gI6koJJ7lYSm/UwYg73lPXtsKJPM9vAj/dYSwiIiIiIiIiC/G+mb7V9TahoyLn8LUSTnKxFHWgDMZevKaEU5Zl/yzP8z83/fsH4PhaqzzP39xRbCIiIiIiIiKt+NoIHly8utd0EfgVNioXWYbSG7U3XpB2+2Y5rcLpp478/Sc6jUJERERERETkHIJvkj9psroKJ+ccwa/s5USWovSBygc6zjednHDK8/xnjvz9vd2GISIiIiIiIrI475sKp7jtLPYliCKovSqc5GIpfLP1NI66fbO07uGUZdl/APwp4AVHH8/z/J3LDkpERERERERkHn5aaeQ6boR8lHPg65W9nMhSFHUgWkGvs1YJpyzLfgTIgA8A4yNPKZUrIiIiIiIia+enlUarbBruHNpSJxdO5Q23gnRO2wqnbwQ+P8/zZ7sMRkRERERERGQRwRsrzDUBTTVVCIEQAlHH25NElqXwAVbwXmn7jvg0UHQZiIiIiIiIiMii/BoqjWa79+pq9a8tsqiyNlaRcWpb4fRtwI9nWfazwLWjT+R5/v6lRyUiIiIiIiIyB7+WCifAoCqN3t5qX1tkUaW3VRQ4tU44/Wngq4E383APp1cuOygRERERERGReayjefcswVVVam8sF0fhw0oacrdNOL0T+No8z3+jy2BEREREREREFuG9rXyslXNN6+W6VMJJLoY6GD4Yq3iztO3hNAS0dU5EREREREQ2jpkRvK18jLqb3lFPirDiVxZZTOkD3iBawf7TthVOPwD8T1mWvQO4fvSJPM/1zhIREREREZG18b6p11h1D6fINa9ZFapwkouhrJsKp03q4fSe6Z//xZHHHM17Ol5qRCIiIiIiIiJz8N6wNZRCzCqcSm2pkwui8AFvqzlf2yacXt1pFCIiIiIiIiILCh7Mnk8ArZJzahouF0fhmwqnjdlSl+f5J7sORERERERERGQRTYXT6pM+zjlc5NYyIU9kEWVtVAF68YYknLIsewz4XuBPAS84+lye52/pIC4RERERERGRVnwNPqymEfKDIjedkCdyAZQ+UPnA/l733ZHabqn7xzS9mn4RGHcXjoiIiIiIiMh8vG+m1CXp6hNOLnIEJZzkgii9UXkjjTakwgn4M8ATeZ5XXQYjIiIiIiIiMq/gjRAgWsNIK+egrpVwkouhqEMz/W0FCae2LdU+CHxel4GIiIiIiIiILMLPmoavvsAJF0FYw4Q8kUWU3ohc03+sa20rnL4FeF+WZf83cO3oE3mev2PZQYmIiIiIiIi0NeuhFEWrH1MXOaj9yl9WZCGFD8BqMrNtE05/B3gK+ATwwiOPq25QRERERERE1sr79VQ3wbSHUwiY2UqqRkTOo6lwWk0qp23C6euB1+Z5/lyXwYiIiIiIiIjMK3hbUc3Gw5xrtvP5ej1Ny0XmUa6wwqltveHHADUMFxERERERkY3j/fq238yKmqpyTQGIzKGsDbdhFU4/DfxylmU/wsM9nH5z6VGJiIiIiIiItORrW1XRxkOiCDAoy8D+I6vvISUyj8IbZpvVw+m7p3++84HHDXjN8sIRERERERERmY9f65Y6hxlU2hMkG84Ho/JhZeWArRJOeZ6/uutAREREREREROZlZoQ1TolzDnBQFZ72NR0iq1d6Ixi4FRXiqd5PRERERERELqwQmqTTurio2c1XqIeTbLjKB7wZK2rhdHr6NcuyD3BGsVWe529eakQiIiIiIiIiLXlvmLG2Hk7PVziF9QQg0lLhDb/CCqez6v1+YiVRiIiIiIiIiCwg+KbKaX09nJqPqlxflZVIG4UP+BCIVvRuOTXhlOf5e1cShYiIiIiIiMgCDiuc1sQ5h4scdb2+GETaKGujDpBEq0k4qYeTiIiIiIiIXFi+hhAMVnQTfRznmsSXyCYrvVHWRqqEk4iIiIiIiMjpvG+m1MVrvLuNHPhaCSfZbKUP1CHQS5RwEhERERERETmV902FUxSvLwYXObxf3+uLtFHUTdPwtW+py7LsQ0f+/oMriUZERERERERkDsEbIUC0xnIK56bb+kQ2WOnDtMn9+iucXptl2aXp3//LVQQjIiIiIiIiMo9Z76RojRknFzXT8kQ2WeFtpdvcTptS90vAR7Ms+wSwn2XZ+4/7ojzP39xFYCIiIiIiIiJn8XVTYbROkZtNy7OVVY+IzKupcFrd+XliwinP82/NsuzLgM8CvgT4B6sKSkRERERERKSNTdjK5pzDrIkljpVwks1UrniS4mkVTuR5/kHgg1mW9fI8f+95XijLsvcAfwG4nuf55x/zvAN+GPgaYAR8S57nH54+958Df2v6pf/teWMRERERERGR7eDrdUfQbKkDqEqI99cbi8hJyhVPUjw14TST5/l7siz7SuCtwMuBZ4B/lOf5b87xWj8JvAv4qROe/2rgc6cfbwL+PvCmLMs+A/hB4IsBA34vy7JfzvP8zhyvLSIiIiIiIlvIe1v7ljrnAIOqDFza1zB42UyFD01WZUVavROyLPt24OeBq8AvAM8BP5Nl2Xe0faE8z98P3D7lS74O+Kk8zy3P8w8Bj2dZ9pnAVwG/nuf57WmS6deBP9f2dUVERERERGR7+Q1o1u2i5j6+qtYdicjxzIxyxcnZtqnXvw782TzP/2ae5/9LnuffD7xl+viyvBz49JHPn54+dtLjInIONhkRfvs3sKJYdyiyYcwM+90PUj/39FrjqOuaj3zkI0wmk7XGISJyUZkZv/3JA57rl+sOZSPcvXmb3/jVf0FVKiOwST7+8Y9z69atcx0jnLsvTeAlyR/Qc/2FjxA5BwZlERY+xqjy/MYf36WoFz/GNrFPfYziwx9adxhbowpGMFtlgVO7LXXAE8BHHnjsj4DPWGIsx+XZ7JTHH5Jl2duAtwHkec6VK1eWF53IkiVJstZztPrYHzF6+uPsfdZnc+kNX7K2OGTz2GRM/9lPUY76XPlP3rq2OG7dusW9e/e4ffs2r3/969cWh2yudf8cFTnLus/RceX55L/pc8/XfMGrX7a2ODbFx//wE3zs2gFfdOMOr33Dn1x3OBth3edoCIEPf/jD3Lt3j9e97nWLHcMbe3s3KYua/f10oWOk9HmRu84lC1znSxc6Rp0G+umEvd4jXLny2ELH+Oj1AR/vH/DZZcqXvPRFCx1jm4z+39+h+Dd/wBPf8yZN/luCg0lFb6/PfhWxv39p8QMl7UsK2yacPgj8UJZl35fn+SjLskeA/w74nQXCO8nTwFNHPn8F8Oz08a944PHfOu4AeZ6/G3j39FO7efPmEsMTWa4rV66wznPUnnmacPMGk4/8AYOXv3ptccjmsds3CP0D9m5eY7TGc/Tq1ascHBzwsY99jJe9TDdK8rB1/xwVOcu6z9Ebw4qDwYhP3ay5+ZrLa4tjU1y9dovRqOCPPvJv+YyXv3jd4WyEdZ+jRVHQ7/e5c+fOwnFUlTEajSnLwHi8WPdw5+5gvTGX7FOMyy9c6BghGN7X3Lp1wItuLlZF9+nrQ27eG/L/fSLw6ssbsE9wzcLV54if+SQ3nv4U0f4j6w7nwrs1qhiMxpSlZzxevM5pUrWvwGubcPpO4OeAe1mW3aapbPod4Bvmju5kvwy8Pcuyn6NpGn4vz/Pnsiz7VeCdWZbNUrxvAf7GEl9XZCfZoA/lBG5eXXcosmmm54a/s94b+clkQllqG4iIyKL6haeoA3cWvAnfNv3RhDoEbty8t+5QZGo8HuO9ZzQaLXyM4A0zztWXJnVjYgpit/h1x+z1q3NcuvQLz6QOXB1q26eZwbCPjUZw4xq88jXrDunCK70RguHc6jbVtZ1S9xzw5VmWvQJ4GfBsnudzNffIsuxnaSqVrmRZ9jTN5Ll0evwfA94HfA3w74AR8K3T525nWfbfAP9yeqh35Hl+WvNxEWlj2Ie6hv7BuiORTTPsw3gMRYGZra2EeTKZUFVVc8EhIiJzG5SecRUova315/mm6E+axNu9sRYzNkVRFFRVRQiBqqpI0/m3xHlvhHMO3krdmISCyC2enHXO4SKoq8Uj6ReeOhgHhaqbGI8wX4MF7MZVJZyWoKgDVTDiaHW/C9pWOAEwTTIt1EU2z/NTq6HyPDfgu0947j3AexZ5XRE5wSzhNBqsOxLZNKMBFBPAsME93KOPryWMyWRCCIFCje1FRBbSLz3jOmAG9yaex/fnuvTfKiEEBqUnGIzn2A4i3TpazXzv3r2F+kn5GoJZ07R7QYkb45wndiUOjxEvdJwoctT14gmnQempgjFQwqm5V6lKiCK49sy6o9kKpTeqYFyKV5dwajul7kIKhSYbiRzHQoDxsPkNPRqpgkTuY4M++Lo5T25cX1scs4RTXddUmjEsIjK3ploCDOP6jm/RmQxH1D4QMMa6l98Yk8mEuq5xznFwsFjVvfdG8OAWyxEBTYVThMcR6LH4pDrnFp+YF8wYlgEfYFgFXZ8P+1AUTcLp9o11R7MVCh+ovJHGq0sDbXXCSSemyAnGQ6yuIUmgLrHRcN0RySYZ9iFpStrt+rNrCcF7T1VVRFFECIF+f/GLPxGRXTUoAr3YYcCz/d2uFu3f6+N9YM8CE3PUtfpabYLJZEIcxzjnuHPnzkLH8L5p2L34PbSRuDGBGDAuRXcXPRDOOfyCCc1h2Wx3SqJmfP2w3PFKvOEAJmPc5UfUAmRJKm/UwUhXmAU686WyLIuyLPsPsyzrrSKgZbLrz607BJHNNJiWqO7tgxnc0HtFGhZCs6Uu7eHiGK6tJ+E0mUzw3pOmKWbGvXtq8CoiMo9gxqD0pLEjdo5nD3a7wql/b4iva3pRc+lz57omXG6CWcIpjuOFK5zCtMIpWvAmOqYioiZYs9h2OVr83IiiJvm1iH7hqXxgP4kwg+cGu91rzIZ9sIC7dBm0OL4URW04IFr0zbKAM18pz/MA/FKe5xfvjNdeT5HjDfswmcDlR8CsacQnAk2Dxrpurph6e3D31lrCmJXYp2lKFEUL8w+8DwAAIABJREFUr3qKiOyqURmogxE76MWO2zs+qW7QH1HVnjRNMODGc9oJsW7e+8P+TUmSMB6PFzxO86dbsBFy4sZE1NSkGDH7bvFrDueajhWLaHquGY/0Ygzj6o4nnBj2wUVEe3swGTaLonIuhQ8rHx7RNrX1/izL/kynkXTh5rV1RyCymYZ9mIzh0ccgiuHqQrMAZBsND5rqtzjC9faaarg1mE2o6/V651r1FBHZVf3SU/qAc9CLo52fenUwmhB5T9TbA+D6c6pwWreiKAihuQFOkmThISF+2jNp0Rvp1I2JXYVZhLeEnlu8msY5WDQv0i8848rz2KWY2DmeuaeEE5GDtAe1xw60+HhepTecW21vsLajKj4J/NMsy34J+DRHpk7mef4DXQS2FGu6URLZdDbsgwOXpljagzu66JKp4QDKApIUZwHWlOiZVThdvnz5XKueIiK7ql94JrXRiyN6iTEsdzvhNBgVJARckhADN+9oSu+6zRaXnHPEccx4PMbM5k4c+do4T9FG4sbEFBRcJpCSRqOFj+UiRwiB4APRnE2lBqXH4UjjiF7suDna3apE8x4bj8CsWQC10BSTPP7EukO70EofcGxmhdM+8E9oEk2vAJ468rG5Rko4iRxrOHh+o3uv13wuAs1q0ngE+4/g0h5MxoQ1NFadTCY454iiiDiOmUw0dVREZB6DsqmWeCSN6EUR4zpQ+93dktKf1MQYLnL0XGBQ7O7N/KaYJZySJCFJEkIIjEbzJ3vCOXOpKWMi5zFSgiUkLN5gf7arr1rg9OoXnmhafdKLIwa7XJU4GkBdg4twvR44h11Tz9nzKmo7Ujq0Gq0qnPI8/9auA+nEdNz7qvcpimy8YZ/DpaBUCSd5nk0rQ12SNCtKIcCdW/DkS1YaR1EUhz+7kyRhOBzq57mIyBwOCo8BSRzRiwMhwK1RzUsevXBzgM6trmuGVSAAMZBgjKsdHzm/AY5WM5dliZlxcHDAI488MtdxvD9fhVPqxgSLAEcgJnIlESWB+d8rLgIM6jKwtzd/hdPsP6QXOwbVDiecZgOOoqi5V4nWN8hmm8y2Wa9S63dBlmWfl2XZ386y7F3Tz1+XZdnruwttCerq8OZJRBpWVdhk0oxoAUjTpopl0Q6Hsl0erH6blTCvkJndt4UujmO896pyEhGZw6D0xNNyizR2BDOuDXdzUt3wXp8QAuaa329JBOOgBYx1O1rNnCRNHcTdu3fnPo4/b4WTG8F0m1EgwQGX3PxxQJMvMqCcs/1S5QPjKhxWn6SxY1TtcFXirN/s3l6z2Njrwb31DLLZFmZG6W3VBU7tEk5Zlv0l4P3Ay4Fvnj78KPBDHcW1HGZwU9O3RO4z7ENdNSsF0KwaeA931YhPaM6P6UWXS/emJcyrnfhZVRX+yNVjkiSHq54iItLOoAiHnTp6cYRzjmcOdrMJcf/eAF8HwvTaJ44iKoPJSAsZ63R0ISmOY6Io4t69e3Mfx3s7XEedn5G4yeFNeLAUR1h4Ut1sUl5VzhdQfzpV8nDNL44IZtyZ7GiV03AARQGXLjefpz0YLt7MXcAb+GCsek9d2wqndwB/Ns/z7wRmZ/3vA2/oJKplMcOuK+Ekcp/h4PkSVWh+gFtQclawusYmYw5/ESUJxAncWO2e+aIo8N4fbp+L4+YGYZFVTxGRXVQHY1T5w5vwJGo+rvZ3M+E0OBhS13VT1Q1EcYQBN57VROt1MbP7ts/PGocPBvO1ebBgBG8Lt0FOmOB4voookGBE7EeLVdPMtiuV5XyVSYOimSoZH9lSFwJcHezme9amE+pcfGSBfKQWIOdR1AFvbOyWuhfTJJjg+ZTY6tNj84pjWPHKvMjGmzWFvrTffJ6m0yoW7YveecM++OowGdmUMO/BwWoTPePxmLquiaZxJEmCc447d1SFJyLSRr/wTbXE9MbCOcdeEnF3R6sl+oMRvvbE021bxMk04XRjrXHtsrquqaoKO1KalCTJ3NvnfZh2iVjwJjp1YyJXY9PbYiMiELMfLXbtE7nmhr4s5q1w8owqYz9p4khjh3OOZw92cxts02/2SKoi7UExIVS7mYBbhtIbPhjRhk6p+z3grQ889vXA/7PccJZM495FHjacNuHbu9R8nqRNcva6Jj/svGG/aTpw3y/4dLrNbnWKoqAoCvb29oDmRilJkrlXPUVEdlW/9JTeiI4sZadxRL/c0YTTqCQxTzobU5+mOBzXb2ghY10mkwne+8PFJWgSTkUx34S4w+10C95DJ25MTEmw52dpBUunfZ3mN7uEmntLXeEp6sClZNp3LXLEETy3o1WJD117pmkzyOa27u0XVfqAt8WrARfVakod8L3Ar2VZ9m3AI1mW/SrwWuAtnUW2DGlv5TdKIpuuKVGNcEeqWKy3Bwe66Np5w0HToHFW/QbNz9EVD18Yj8eY2eFWOlhs1VNEZFcNCs+4Cuynz9/M9yLHQbGbA0L6k5LkyLYpXEziAnf6iyUV5PxmE+qOJpziOGY4bLY/zpqIn8XXTYXTojfRqRsRU1Dy2OFjgYTELXbN4ZzDufkTTrMm/9GR6/O9OOLuZPfes1YWWFlw32aqaQsQu3EVXvKytcV2kRXepn3CNrDCKc/zPwT+BPD3gL8F/EPgC/I8/7cdxnZ+2usp8rDh4P4KFpgmZ/Ve2XnDAygnz1e/QXNulBPCZHzy9y3ZrKeDO7Iyv8iqp4jIruoXnsmRagloesIU3hjv4Kj1/qS+LyHhIkcPY1js3r/FpphMJpRlSa/XO3xsNiRkOEdz6OCNEBbPOKWHiaXnF7m8zRJOi3WPiSI39+S8fuEf+k/oxY7BLlYlDgf3DziC5nrURWqXcw5FHah8s11zldpuqSPP8xHw28BvAR/I83zz707THkwmhHr3MsMixzGzJqnw4M+ZNFVyVrDhAKL4+QaNMF1RMri1usaqx1UyxXH80PQ6ERE5Xr/0xM4RH6ke6cUOM+PaYLd6whSTCUVtPNjCOXHGjra02giTyYQQwn2VTHEcY2ZzTarz3giB+7aPziNxIx7cZBRIcHgSFtxW58DX7ZNVZtYknB74T0jjaEcTTgdNi4f4SKoijpthNjc05GhRpTdqH+htYoVTlmWvzLLsA8AngF8BPpFl2QezLHtVl8GdW5pOx73fXnckIpuhGGNV/fCCTdqDoiAU2rK00x5s0AjNz1Ez7MZqEk4hhPum1swkSUIIYa5VTxGRXTUoj795NYNrw91KOA3uHhBCIBytlgDiyDE2RwjzTROT5Tipmhnmm0rrfVPlFLVtFPOA1I0fTjhZgsMWbhzuIjcdP9/OuA5Ux3x9L3YUtTGpdyzpNBxMBxxdPnyoGWTTg377ZKTcr/RGFWxjK5zeS9M4/PE8z18MvAj4l9PHN9fhuHeNPBUBmh/gVdmsEhw1e6/c1rSWXdVUvw14KBuZ9pqpdVefXkkcRVEcW8U0W/U8ODhYSRwiIhdVUy3xcBKlFzuiyPHMvd1qQty/N8TX9UMJpyiK8Ab927qBXYfxePzQ4lIURcRxPFeFU5hVOLXet/M8R03Mw++HMG1zvO8WK1qYt8JpUISHmvxD854NBjeGO7ZbZ9hvttQdbfEAagFyTmXd/F5YtBpwUW3fmn8a+Gt5ng8Bptvpvm/6+OZKe8249xXdKIlsvGEfygLiB5aBptum7IYm1e2sYoJVJQ/ut3Rx3EwyvLWaZOQs4XRchRPA7duqWBUROc2kNkofHto9H0eONHLc2LEKp35/SF17oiO9ggCiOMaA689pYXrVzIyyLJvFriNmU2lHo/Zb2byHYCzUCDl1ExyeB2+JAwlGxH60YMIpagaqtTUoPWUdSB64M+/FEWbG1R2bVGeD6YCjh8o0ezAePnTeSDuFb2r5Hvp37VjbhNOHgDc+8NgXA/9iueEsWZI0N9ba6ynSGPSbEtX9/fsfP6xiUSO+nTUcQFUdv0TY21tZCfOsiWiapvc9HkURURTNteopIrKLBqWn8sZx9997ScS9HWuUPRhMMO9JHqjudtOFjBtXNWZ91cqypK7rY298551K689xE50wJnY1Zg9+ryNYwp5brKo6chDmeJsdFJ5RFbic3n+OHlYlHuxWwqkZcHTM/8+0B1WJjdVeYRGlDytPNgGcuNs1y7J3HPn0j4H3ZVn2K8CngaeArwF+ptvwzqcZ996Dg8X234psGxsOmt+A6f2rfC6OsSSFW9fXFJms3bDfTKh7sPoNVtpUfjKZUFUVly7dX0btnCNNU8bj1U3LExG5iPqFp6gD8TEZp3QHp171xwWpPfzvYUmKo+DmTW3VXrXxeIz3nuiYRa44jhmPx5hZq5tjXx+fm2gjdSNiCmp6Dz0XSEjdgk3Do6Y3WNv/hkHp8Wb0HuitM6tKvL5DVYlNi4f+8U9O+4py8zq88gWrDWwLFLXh3Oqrw06rcHrqyMcl4BeAAnjx9M9fnD6+2dLeySetyK4Z9iGOj//l1+tBXxddO2t4QvUbTEuYR9gKGqvOVjXjB/uMTR+bZ9VTRGQXDcpZtcTDl/m9yDGqAmGHtqT0JzXRQzPqwEURKca9UbGGqHZbURRUVXVswilJEuq6pizbVfV4v/i5nLoJERX+xITTYtcczjV5kbplH6d+0UyVPO76vBdHHOxSVeJ4hPn64SE2cKQFiHYvLaLZar1BFU55nn/rKgPpjBJOIs8b9nmwR8+hpAcjvVd21rDfNELo7T38XNqDusb6B7jHHu80jMlkcuJq4Lxl9iIiu6hfNNUSew82hKHZolMH42BS8/h+esx3b5cQAv3Cc9K1T88Z4x3rx7wJxuMxZVny6KOPPvTc0SEhTz755JnHCudIOCVuRFN/8fB7JVhCLxrg8BgPL4KdxjnAoCqNtMXbrF/6Ey/Pe7GbnsM7YthvBhwd1+Jh1gLkmvozL6L0xsOjyrvXeoBklmWXgc8B7qtfy/P8d5Yd1FKlaTPufTImunTMyr3IjrDgsdO2RfV6cPd26/Jf2S42HBzfoBGmWzAD3LoGa0w4xXFMXddUVfVQjycREWn0S0/kju9p04sjQjCuDXcj4TQejPAhEE5aa3Mw2qF7+U1RFE1V2XHVzLMhIW0TTv7kfOKZUjc+8fbbk+Aw9ugzYb5rnyhqbuur0uCR07/WB2NYek7a6dSLHbfGfneuz4d9KApIH05TuCjC0h7cUt+1RZTesDVUOLVqGp5l2TcDV4HfBH7+yMfPdRfakszGvas3jey60RBqf/JG9zSFumomQ8juGRwcX74MzbmBw64922kIs2TSSdNHkiQhhMDBgbZ+ioicpF/4E7dNpHGzbee5g93YRta/d4D3HnPHV6jEkaMw13r7lizHWYtLzjnu3LnT6lje24JFGzZNOB0fR7AEMC5F7eI4yjnXVDi1aL00rAJ1OOUSbFqV2N+V3muzAUeXLh//fK/XXLPKXHwwKh/Y5Aqn/x74i3me/3qXwXTi6F7Pl79q3dGIrM9wMC1RPaEsePpe4dZVePSFq41N1spCgNMmfhyWMHebcCqK4sQmovB8mf29e/d44oknOo1FROQiCmYMy3Di2lIvdkQOnu3vRhPi/sGQuvbYcQMxgDiOsNq4e+0WL37qM1cc3e46LeEURRFxHNPvn70AamaEU9ZSTxNTEeFPrPcI09vk/egWd8Or5zq2iwAHReE563Z7UHhKH06sAunFEWZwrV/xwr3Wm5MuLBv2AYPkhArMtNcsostcSm8EW2ya43m1qnACSuC3OoyjOyu6URLZeIMDKMaw93BjROD55Ow1NeLbOeMhVp885sU515wfd293GsZkMqGu6xMTTkmSEEVR61VPEZFdMywDdTh5Bds5N92isxsJp0F/RF174t4JN69xjAHXn7ux0rh2mfeesixPrGaG5vd9m6m0IbBwA/zEjXBUmB1/7WPEBGL23fzXPs41u/yqFoVz/dIzqYy9+Phrn17sMIyrgx2pwhud0uIBmuvRyXAlg2y2SekD3qx18meZ2r7m3wZ+KMuyK10G0wUXx02G9Na1dYcisl6jARQTOKmXWZI21U/Xn1ltXLJ+hw0aT1n16O3BsNsS5slkcmp/pnlWPUVEdtGgnFZLnPLjfC+J6Be7cbPWHxXEoSY5plcQcFhFcf3arRVGtduKoiCEcOLiEjQJp1mfp9P4etHtdE3/ptjVhBMbgrumcbibv5rGOcBBOTn7fdYvPOM6sH/MVElottTFzvHMwY4knAanDDiC6SAbjx1o8XEepTd8sIX7nZ1H27q8jwLvAP5qlmWzxxxgeZ7P17Z/HTTuXWRaoupwJ5SVuyjCej24o0Z8O2c4TUamJ1S/QdPHqeMS5lnC6fLlE/bt037VU0RkF/ULz6Q2eidUS0BzAzvYkX4wg1FBbHZyAi5OiIFbd04ZqiJLNftdf9rWnjiOGY/HZzbK9r6pclrkJjp1Y2IKCk6+5gikpNH81xzONR9VdXY2bFB6nIPkhPdsNK1KvDna/nGK5j02HnFqFjFNmxYgN6/B42qv0FZRB3ywE/v7dalthdNPAz8FvAF47fTjc6d/br6011R3iOyyQf/4EaNHpT0Y6L2ycwZ9mIxh/5RRKmkPJiNCmw6YC5pMJkRRdOqqZxzHTCaTzmIQEbnImmoJzyMnVEsA9KKIcRWmDWS3W39SE59y8+oiR88FhuX238xvilnCaTaN7jizISGj0ejUYwVv2IJFG4kb4wgYJ09rDJaQuPmvOZxzuMjhW1wy9Qt/5g15L47oFzuQJB72wdcn95uF5nrUgV3Vjox5lN6oAqSnlb92pG2F0xPAD+R5vvq25suQ9uDOrd0ZJylynOHg7N/ISs7upKb6DdwpF3+kPQgGd2/Bky/tJI6iKM78GZ0kCcPhUD/PRUSO0S89mDuxWgKmPWEMbo1qXvroKZWtF1xd1wyrQMCduGkKIAXGLSpRZDlm/RpPq2aeDQk5ODjgkUdOXgxrKpwMt8BNdMpsQt3J3xtIiKiIKAnM915xbjpB7wz9aYXTaXqxY7gLVYmHA45O+Qc5bAHy3Ori2gKFD1TeeMHe6rs4tX3Ffwi8tctAOpWm4GtscG/dkYishVUVVoybEtTTpD2YjAm1Vvp2yrBN9VsKFuBmN03lzazVVrk4jvHea1udiMgx+oUnik7/XZ/GjmDGtcF2Nw4f3u0TQsDOuJuPI2MctICxKrMJdWf1cAK4e/fuqcfyvplSd9YlzHFS16IpOQkOuOROj+M4UXR2wqnygUkVzmxD1YsjRnWg3vaqxOFBU3Hfu3Tilzjnmr6i97odZLNtmgqnsNEVTm8E3p5l2fcD93XfzvP8zUuPatlm495vXIdHH193NCKrN+xDXbdLKngP9+7AE0+uJjZZv2H/7JnCaQ9chD33DHzeFy49hKqq8P7s1bskSQ5XPU9bHRUR2UWD0p/Zo6MXR0TO8Uy/4A2fecpW6guufzDA155w2vYcII4iSu8YD0fsP6LfK12bJZxOE8cxURS1Sjj5YCS9eW+iw3Sr3OnfFyzBYey7O4zsxXO9gnPuzIRTvwxUwYjOiCONHSHAnYnnyUfWMWdsRWY9RV94xv16mjZfK62VtREMkg1OOP349ONiSnuAYTeehddcjLZTIks17ENZQHTGWz7tPV/FooTTTrCqwiaTs6vf4gSSuLMKp8lkgve+1UUoNKueL31pN1v7REQuosoHxlU488d5EkEcOa72t7vCqX8wpK497oTJpzNRHEFl3HzmOk+99rNWE9yOMrNWfRidc4db6E8TfHPZOm+FU8IEhz+zssiTEHBcjm5yK7xurtdwronvNP3CU9aB5Iz4e9OqxKv9kicfOf18vshs2m/WnTRVckYtQOZW+EAEa2lH0SrhlOf5e7sOpFOzvZ5Xn113JCLrMZw2hb78gtO/Lu2Bc00jvtd9wWpik/UaDcBXpzdopPkFZekeHHSzNXnW0yE+4yIjSRKcc2eueoqI7JpBGaiDcUr7JqD5eb6XOO5OtrsnzGAwwteevb3Te++4JMUouX5VCaeu1XVN3bJtQ5IkZyanZhVEp23PO07qxkSuxs7sLhNhJFyK5r/mcFGzueA0g8IzqoxHe6fH0Ysdzjme7Vd8wTavtbWpuIfmfuXuLUJZEvW2tw/dMpXeWv3TdqFVwinLsr9y0nN5nr9neeF0w0URNj0xRXbSoN804dvbO/3rkqSpZLneTRWLbKBhH8qyuTI6S5o2X9+ByWRCURSnNgeF51c9B5qmKCJyn37pKX1oNfY6jSMGW96EuD8qScyTnpWBS1IcFddv3FlNYDusbTUzNBXNRVGc+jW+bpefeFDqxsSUBDv7VjhY0qrf04MiN5uid/KQk4PSU4XAXnLGYlvkSCJ4rl/OHcdFYWbTbXItr0eDwa3r8Jmv6Dy2bVDUYW3DdtpuqXuwYfhLgc8GfhvY+IQTMB333s2Nksims2lTaHfGCpBzDuv14EAXXTtjMK1+u7R/9temPRgcdDIhbjKZYGZnVjhBu1VPEZFd059WS1xOz75h60WOg6Le6omf/XFJQosmy3FM4gJ3+/q90rVZNXObiqQ4jhkOh9R1fdhE/EFtpsAdJ5kmnEoeO/NrPQnJAgkn55ppkMEbcXL8e2xQeKIzGqjPjtWLI+6Ot3ioT1liVQFnbnTksAWIKeHUWumtxVJEN9puqfvKBx+bVj193tIj6or2esouGw3aLwGlPRgpObszRtP+Xo+96OyvTXtQFlgxxl1abmPVoihwzrW68UmS5MxVTxGRXTMomgqnz9g/O3HfSxzFyBhXgcu9s7/+IuoX7W/OexjDYrsrvjbBrJq5zdCP2ZCQwWDA448f30Q6+MUrnBpnn/vBEvaiPk0ipP2Luaj5lrKC/RPuuPulb33EXuzob3NV4rAPdcWZe4LhcJAN156Gz/+i7mPbAuUaJxyep839TwLftqQ4utfTuHfZTU2Jass90TBNOJ3epFG2R+sGjXBk4ue1s792TvNULMVxTFmWrabaiYjsin7piXDELapHepHDzLg23M7G4cVkQlEboeXtfOKM8ZZPnN8Es2rmkyqWjpolnO7dO7l35HkqnNrWewQSHJ6U+a6NZ5fddXn8iWVmDIp5Ek4Rw21POBVFuw7wcQxpAjfUAqSt0lub2rFOtO3h9OD/+cvANwEXp2tr2qOZJ3kLnnzJuqMRWZ1ijFVVqwpVoNkXXRSEyZiozTYrudiGg3b9m6BJ3JthN6/CU69eWgghhMMKpzaOrno+9tjZ5fAiIrugX/jW07p6cYQZXB2UvPpFl7oNbA0Gdw8IIWAt/0GSyDH0jhDC3A2opb3JZNK6mvnoVNpXvepVx37NogmnpsKpZcLJEhzGpeguVThj+M4RLmouvasTcrrjOlAFw9quB8eOiTfGlWc/3cKqxGEfJiN4wQvP/NJmkE0P+gcrCOziMzPKBd8ry9D2J2oNVEc+7gF/E/iujuJaviSdjntf/sq8yEabNQxvU6IKh/uiuXWj27hk7Zrqtzl+Wadps/K05ImfRVHMVa0UxzFmxsGBLjRERKD5ed6fY0tYGjuiyPHswXY2IT64O8DXNeGMCawzURThDfq3u5nEKo1ZwqmNKIqI4/jECiczw3vaL6hOOWpiytbfFqb1GfvR7bleJ3Ku2VJXHF/h1C88pTfilv8evbipSrwx3NLdOsMB1B72WibA0960ybicpfRGsA3v4QQ8uJQ9zPP85rKD6VRvOu792jPwea9fdzQiqzMcQFE20+faSI9Usbz8ld3GJutVTLCqbt2SwEVxs6J0+/pyw5gmnNquKs9K8e/cucNTTz211FhERC6iSW1NtUTLr48jRy9yXN/Sm9fBYERde+LeGdN5p1wcY3iuP3eNx6606GkoczMziqJoFrtamE2lHY+Pb9htBjbHOT+TujEOT+sKJxKMiMtuvmnnzjUvURTHRzgoA0UdSBaoSnzl4+3O64vEhgcQtat+A5r7lXt3t3rwwbKU3vDBFup3tgxtm4Z/sutAOhdPx73feG7dkYis1vAAJkN4/Il2X5/2plUsz8Abug1N1mzYh7qElivAQHN+LLmEeTweU5Zlq54OcPaqp4jIrukXnsobyRx3FL0k4mBLG2X3B2PM16RJy9YASQJ4rj93k8/9gk5D21mzxaV5kgOnTaX1dZN0mvcmOnFjYldh1najjyNYQs/NN1DHRU1s1Qk9nJqpkoEnLre79ulNqxKf2dKqRIaDdv2bZtIe1CU2GuIeab/VcReVPuANojXVOJ16hmdZ9n9yeqGi5Xn+Hy03pG4049734ODitJ0SWQYbDpotcmna6utdHGNJCre0/XTrzRo0tmkYPtPBxM+iKKiqikuX2pVRz1Y9R6PRUuMQEbmoBqWnqAPRHPcTvdhtbRPi/rgktTn+PZKUyBXcvKWt2l2ZTCZzJ5ziOGY8Hh9bxeK9LZRwShkTU1LTvkookByZbNfOrMKpPGGobr/wBDPSlidpHDnSyHF9Cxv9WwhNwmmecrXZIJub10AJp1MVdVPhhFtPH6ezUqr/6ITHXw58L03z8IsjTZsbLJFdMuxDFM9XbtpTI76dMBw0DRofm2P7QJrC4AALAbekxqqzcvl4jsRXHMdzTbYTEdlm/bKplnjRSfPXj5HGjoPpTW+0ZVtSBpOKaI67VxdFpBj3RltaPbIBJpMJVVXN9bs+SRLquqYsS/b27k8QBW+EBSYLpm5MRIWnfZKiSTjNd83RNEeHujppS50natlAfaYXb2lV4mSEzTtJPk2bFiA3noNXfXY3cW2J0gfqYCTzrEgs0am/lfI8/wdHP8+y7AngbwDfAfw88I7uQutA2msaKIvskkF/geWf5VexyOaxQR+8b/5/t5X2wNdY/wD32ONLiWOeCXUzp/V1EBHZNf3C44PRi+e7ea2DcTCpeXy/XRX0RRBCoH9Co+bTpBjjaoEMhrQymUwoy5JHH3209fccHRLy5JNP3vec9xAWKHFK3Jhmblb7RbNo4hnwAAAgAElEQVRgCb1ogKPGWrdAhihyJ07S6xd+jggavdgx2MaE07wDjuD+FiByqsI3U+r2kw1MOM1kWfZC4K8Bbwf+D+CL8jz/4y4D60Tag1Lj3mV3WPDYePj/s/cuMZIs633fLx6Z3T1zz7330IekaZKXIiGJogAL9IZa2AvbgGV6Qy0MFMiVtSJsWBZseCXAkAzZC9leGAKsDS0I0EpyQQtDBggIAmiu7AW5kQmStkBSuuQ98+h5dVdmVj4jPi+iqudxunvqkVmZVRU/YHDv9FRVxqnOR8Q//t//27qDB0kKN29iEN+ps4v7bW1hfvUCehKctulas8YYg3OOtm1JNiwXjUQikVMlqx1mm8BdwuLVi/AiPy3BqcyXOO/xarvlvNVC6eOcZyjWruRtHU4At7e39whOgnfbxVBCcDhtOy12WBTChcqoZHNXuFLcKzg5LxSt23ocqVG8Kd3pzc+LHJpq4/gPCK5ESVJ4d1x9zMZg7XBKtonQ6JHPZThdAf8l8F8Dvwn8O/P5/HcPMK5huGv3/hJ+/E+NPZpIZHiKIrQY3faZlCTQdUi+QH3xnUGGFpkAxY7uNwgW5j/95/YeQtd1tO32eQTWWkSE29tbvvrqq73HEYlEIsdM3ritH/WpVigUz7OaP/fDp7MRm727xTmHbCs4KcXCK5q6Ib3Ywvkb2Yhd3MzGhE2xd+/efePfnAPvhXQr14asBKftxuHFAsKlereV4KSVwt9jSCoaR+dB6e0kp8QoOicsasd3Ljd3Wk2eIoOyhH9ty/lcGquXNqHuJAhO/SRhbM3nztR/CRjgfwR+G/jR2Wz2ox++YD6f/8ZAY+ufu1rPKDhFzoQig7beYftn7WJ5CVFwOknEOyiL3cRIbeDls17Gse5asy1rwWmxWETBKRKJnDXOC0Xjt76fJ0ZhFDzLTiu3KMuXdJ3Dm+0W5NoYpIOb6zf8yE/+2ECjO192cTOvu9Jm2TdFhV0cToYGzfZzDr9aMl/pN9z4n9n4fUqH6/NTssbTOI/esqguNRpBeJm3JyU4SZEBEjrKb0OMANmI1gWJVfeUvbotn/utVoRinP/sgX8XYPOrbmzuaj1/APzFsUcTiQxPkUFdwcXmnTiAlYtFkFfP4Gf+7CBDi4zMslgFNG43+QsdP0PJZR9UVUXXdVtZ7OH9rufbt2/5mZ85nsdQJBKJ9E3Retp7FrWfQylFajVvlluG9U6cbBEEp/Ryu7mPMgah4/r5dRScesY5R9M0iGx/nlpr720S4h0gbCViWVWiaEG2m/sIBo/hSn3TafUYSoG75/LKakfZCpdbZuqkRiEEkfjPfnU6rsQQ8aC3LxNMUljcIt6htt1cPyNq57cuaOiTz4WG/6kDjeMgvG/3/mrsoUQih6HIoKrgi29v9z67crG86MfFEpkgRR4CGnfZ7eixAcM6RPTT7jOf47Fdz0gkEjkn8trROs8WeeF3pEaRN6cVlJ0tK4x32G3zShILdFy/eDvIuM6Zqqpwzu3ksHhIcHJOQG0nOCWqxKh2VSK3DQovCanezk2jNPh7BKe8cVSd5zsX240juBIVzxan5UqkyNnecs+qkY1Dbt6hfii63R+iccJIDeqAbeL5T4U0hTy2e4+cB1Lk4WG8pUVVaX0XHB45Udbut10Ct3u0MK8dTutg0G14aBIaiUQi50TWOMpOSLbp8LQiCE6n1fUqK1us+K0XWKITDPDmJpbo9M36Wb9L0LUx5l53lOtk+xhKVWKo6dg+o8tjSdR2cw6lQjC/dx+LulkdMtfsltesVorUKN6Wp+NKlK5DymWI8tiWdQTI65f9D+yEqDvPToJeT5yf4JSkYaEViZwDK4vqTvToYolMkHVA49XT7d+bJFBX+B3Cvj+lqiq01r3uekYikcg5EcpzHE93SIRNjKZqPa07HZdTXrXorft/gdKKVHnyev9nW+Rj6rreuaustRbvPUVRfPRz57bvexJK6gTZrFH7R3ixWLVOm9kMrcLL20/0obxxO0/PU6NZ1CckEi8zcC3sIJiTJKBAesoVPVUat21Mfr+cp+BULhF/Og/WSORBioydFe0YxHfSSJEF99sOziKSFLyHd/uXJ+8jGD206xmJRCLnROhQp7Z2S0BwOHmBV8vTEFm6tmPZenad5SdKOCHzyGQoy3JnwckYc9ck5EO82/7Zn7DuULf93Nhj0bRoNi9nWzdK7D4pW13U23eVXJMaRXFKrsQih7bdbYPcJmAMXEfB6TGakTcUzlNw6joki2V1kdNG2gapt9uJ+YgkhbrEd3HmdZIU+X7uN/HI6+u9hiAiO3WtWWOtxTnHcrncaxyRSCRyzGS1Q6vdnvVBcBKu89MQnPLbBd57vNotQNgoRenH9AKcJnVdo5Ta2c0McHNz89HPd2hwS6LWgtP2eCwK4XKL4HClwiy8+UCjapyn7jyy4/w8NZqy83Sn4kpcO+7Ty63fqpSC5AJutwtzPydEhLobd2P2PAUnBN7EWs/IiVNk0HXb9Yv9kDQF5+FdzHE6SYpsey/6miQJ23Yvvt5rCG3b4naZMa54aNczEolEzom82aG2aEWiNVopnmWnEUKc3+a4zuF33FAxWtGJYplHh3efrMvnd8EYg9b6HsFpW8nGY1W1s7PIi0UBV/rms69do3RQnJoPHE5Z7Wi9YHZchqdG4T2n012yyKGp4HLHrntprMh4jM6DFxm1GmCHWordmM1mvwj8HcAAf28+n//tT/79fwb+vdVfnwA/Mp/Pv7v6Nwf8zurf/ng+n//SzgNJEkBCrefP/OzOHxOJTJ4ih6be3cViExAfgvh++Ef7HVtkVKRtkara2fyGsWANvHqx1zjWXWv2cThB2PX8sR+LLawjkcj50TpP2Xp2NDhhdRBZnmen4XDKFgVd51C7NMQAtNH4Vnj99Su+97Pf6nl058nazbwrSimstR9lOImXUFK3xXlvqVC4nR1ODotH8US9YdOtWLWq3mvr9wPNm+Bw2tlkbhQe4WXR8qNfbB9+PjUkD3mzatuukmtsEgWnR2icxwnoEdvUHURwms1mBvi7wH8A/AD4rdls9k/m8/nvrV8zn8//qw9e/18A/9YHH1HO5/Of72UwSRocHzFcLHLq5BlUS3j6xW7vT1NQCnn5NfzcX+h3bJFxKTLodqyXJ0z+JL2AbPNdvvuoqoq2bTE7TjLWu563t7d7jSMSiUSOlazxdF7usmK2RSnFhVXclqeRCZPlJa5zXF7sthBXNgEaXr245ns/+9P9Du5MaduWbs94hk+bhDgXmpOpLRSnRJVo1e0sOIFGsFxu4XDSOohOzQeCUwj5F7642NXhpFEovl40/IV/fYfGL1NjH8c9hPXKzRt806DT4xfg+qZ2gvOCPoMudb8A/MF8Pv+j+XzeAP8I+MuPvP5XgH84xEBCrWcKN2+H+PhIZDoUWQjhu9i+JhoILhZj4dXzfscVGZ8ih7bZ7wGfpOFz9qCqKpqmId1xgqCUwhhDHksfIpHImZLXjsb5vRYTqdHkzWmU52TLmgS3U4A6ADZBAS9fxY2Mvqjrei83M4QNprqu7/7unCDCqg3cZiSqxNDgZHe/hRdLosqNX7/+T26aDwSnxtF6z6Xd7Ry1Ovx5cQJlsCKyX4MjWDWyEXizX67oqdJ0HifC7mUN+3OokrofB/7kg7//APiL971wNpv9FPDTwG988OPL2Wz220AH/O35fP6/7zWa9AKKmPkROW2kyMCYnR/wdy6WRZx0nRxFBuUSnjzZ/TOSBBa3iMjO51hVVXjvd3Y4wTd3PSORSOScyBrHshWeJLvvISdGcVu5ve7nUyGrWsw+WSXGYIGbbHNRIfI4VVXRdd3OGU7AXUld13WrhiFrh9MWn7ESnBq+s/M4HBa7leCkUAq69oOSutqhldprfn5hNbfVCbgSmwZpG/YSQ5IQASJvruHHfqK3oZ0KjRM6J6dfUsf994OHzqxfBv7xfD7/8Cr63nw+fzabzX4G+I3ZbPY78/n8Dz9942w2+1XgVwHm8zlXV/eHj3VPnyJlyQ999dVW/xGRSJ9Ya/lqwHOwwNNcXGIfuA42oXv6FNqKL+O1clJUfwilAv3dL9GPhMprpR+8j7pvfYG7fceXT67QT3fLufijP/ojLi8vebKH8PXkyROaphn0WopMl6Hvo5HIvgx9jqrbN2AyvvziErPjgv4Lp3lXlVx9+0u+dXGweNdBqL3CaHWX8bcLF0aoOs7m3jL0Oboue//2t7+9s6PZOUeWZXdjvTENafoOhefqarO8rqeqQ2Ow7Oj8BxSXpOqWq6sLNi0USi8U1iZ337H/VxWXFy1XV7uP4+mlp0Id/TnqXr+kMAZ39eTR9cpj81FJEto05TJ7x9Mj/z6G4JXL0EnGF0ZvfK1shN1c8DzUU+UHwE9+8PefAB4KUfpl4D//8Afz+fzZ6n//aDab/SYh3+kbgtN8Pv814NdWf5WyvF+BFgGyW66fP0fvGCoYiezLV199xevXrwf5bBFBrl8idU37wHWw2ecANzeDjTMyDv75M6TrUPXjduyrqysevI96gbbl9b/4ffRP7pZz8fr1a9q2ffAYm+CcoygKXrx4sdcCI3KcDHkfjUT6YOhz9NnrG7q2pal3372WrqPtWn7/j1/w01/uvggem6osycsmZFrtkRlkRChadzb3lqHP0evra6qq4uLiYufOtM45uq7j+9//PgC37zqWyxoEynKz37UkC5wWOtk9IF8rSHVLV76hZbPNNuc6lkU4n0SEF+8W1HVDWe7h6nEd75bd0Z+j8id/jF/cQuceXa88Oh8VART5v/pDyiP/Pobg+s2SfFnx3UtLSX+l01XrP/+iFYfKcPot4M/MZrOfns1mKUFU+iefvmg2m/0s8CXwf3/wsy9ns9nF6v9/BfzbwO99+t6tWNd63sSTMnKiVCXStXuVRAPhWmlqfBWt5SdFkbNzwuyaJAURZMeML+/9R3kMu2KtRUQ+6l4TiUQi50JWu70f9anWiBx/Jkx+k+G9w+9RugUhH6cShfebL6giD1NV1aq0bL8MJ4B3794BITTcO0Fvsc+UqOXOx1/jxQLClX638XuUUjgXxKWyW4X873nRpkZRO6Fsj7ysbh3xsIfb6y6fOYsRIPfROKH1QrJ7esXeHERwms/nHfBXgX8K/H740fx3Z7PZ35rNZr/0wUt/BfhH8/n8Q8n354Dfns1m/xz4PwkZTnsKTh+0e49ETpEiC6HQe0667q6VGMR3MoSAxh4y7JIknF8vduv4Wdd1L5N5Ywze+9ipLhKJnB0iEgSnPReviVForXi2OG7BKbvNcJ3Db6NC3IPWGieweLtfJ9ZIYC047YPWGmPM3bPeOcH7zae5mg5Nu3dssl8VB20nOHEnOGW1o3GyTdb5vSRGISJcF0ce9l9k4DpI93RWJgksYwOZ+6i7MNfWI+bzHaz+YD6f/zrw65/87G988vf/9p73/V/Av9nrYJJVu/cXX8PP/XyvHx2JTIIig7oGs2fJ6J2L5QX8+E/1M7bIuNQl0nbs261CaYMkKbzdTYzsI0QUgsNJKcXNzQ3f+9739vqsSCQSOSbKztN62XsRbbQi1YrrYvdSoymQZSVt67AX+7VGV8YgOF49e8l3v/qhnkZ3nohIL25mpUIu17qsyjtWgtNmi2irShSOfa3/HouguVJvNn6P1kFTAchqT915ErPfOFKzciXmDT/13Yu9PmtMpMhA6/2bFSQp3N6cROODvgkC534Ow305VEndtLhr9x4dTpETpcigWsLVHl3IINzAtYYXX/czrsj4FDl0DVv50B8iSSHPdnprVVW0bbt37tJ61/PmJu5ERyKR8yKvPa0TTA8LidRqFvVxl5DlRQm+I7F71o6snksvn28uKkTup67rnXObPsVaeydeORfK0jZdRCeqxKgWkX2Xvgovlgu1+dxHqSCOAeSNY9l6nuxZ35SuXIlfH7krkTzbP+IBwny0a5BljFf4lMZ51N7bEvtxloKTUgrSC1jEBUrkNJEiD4nfe4biK2PAJrGk7pRYu9/2nZBDeMAXu1mY14JTsu85+smuZyQSiZwLeeOoO8+eZgkgLGDz5rjzYLKyIRG/d7kSNkEreP0mlmrvS1VVOOd6cVcYY6jrGhHBdWxVSmopMTQ49nO/QXA5bZMHpbTCO7krgRURkj1PUqMViVZc58frShTv+yuDW1VkxLicb1J3+2eG7ctZCk5AWIgXu+3MRyKTJ+/JogqQppD3kPkTmQb5OqBxT/cbhPtoVYRJw5ZUVQW8DwLdB2vt3edFIpHIubCog1viabr/fTQximXr8TLuTvg+ZGWH7mEnX2lNgrAoj3cxPxX6cjNDeNZ3XbdyTclW1XGJKtG0OPbvTu6xWLV5maBSIcSg64Sscb2VNwVX4hGLxOUS6dz+DY5glTkryPVuuaKnTOM8/XzJu3PGglMKZbFqpRiJnBhFtt3Wz2MkaQziOyGkyEP4QbL/Ll+wMDsk294tWtf13vlNaz7c9YxEIpFzIW8cToS0B4tTajTOCzfVcYYQe+97dWileMot2n5H7qeqKpqmIU33n3MYY4JLKMuC4LTFIz9RJYKmj6WvkwSjatSGLeaVAgSaWsh76Cq5JjWK4phdiesGRz1sPN5FgLyMESCfUjuJJXWjsWr3LnUsw4icFuIcUvZYw5yksIzi7MlQZKBNP+63JA1dDF+92PqtfTqSjDF0XUfTHHmWQSQSiWxBVjtMX24Jo/AIL7LjdPUss4LOeXwfeTCA0VBGvWlv+nYzA9zc3ODdliV1qr/1nseiEC7UZu5/rYM2VteeonVIT4pTqhVF6493fl7k0FQhumNPlNaQXMDbmLv2KU3nkehwGol1rWcMDo+cGssCuo7e7JNJCq5D8phlcBL06X5LVx0/r59v9bau62jb/hY11lpEhMUiln5GIpHzIWt6KkchCE4KxYvsOIX7/GaBdw7pyzmrFbUomvo4v4+pUFVVr27mdVda54TNdRYhUcveFt1eLCBcqncbvV6tauoWS0fn+1t8p0bReeG2OlKXU7FYRTw87efz0jR8ZuQO54XOC1tcLINwxoLTqtbz9fY785HIpCkWwaLa0wM+irOng3gXBMm+sAloAy+2q5nvM0QU3u96RsEpEomcC84LReO3Kit6jEQrjIJnRyo4ZYuCzjlcHx1YCR1QRRRvX77q5fPOlT7dzOuutItFht9CYzE0aPoTZTwWUDzRbzd6vdKAgttlR+M8uqe5T2o0XoSXxXG6EmXVdEb1kO8F7NXI5lSpncfL5t0ch+KMBad1u/cYLhY5MYocqhIuLvr5vCQBZGsXS2SCLAtk29YujxA6fqZwu9mka01d13Rd19sDcL3r+e7dZruNkUgkcuwUrafzsn9HthVKKVKreVMeZ4ZTlpd0rcOm+5fnAGhjEYRXz6PgtCtrN3OfJV/rJiFeNu+8lagSpTr6qmUTNB7N1cYOp2BEXBQhF+zC9rP8TlbZbc+zzQPMJ0WerdS4nkgSqMqwuRoBoHGC6/E5sStnKzjdtXt/G9u9R06MPIO6gsseupDBSpw18CIG8R09Rb5yv/UQ0Lhmhx2lsix7CxGF97ueWRY7j0YikfMgrx2t870uJFKjeg3ePiTZssJ4h+0jgBggCa6L65fbbahE3hO6ybneSupgLTjVWzn7rFpiaPH0NfdReElI9GZzH60ABUXlqDrPk6Qvh5PCKMWzxXE6nHqNeIBVBIhDbuI1u6bpBLeFODsUZys4AZBeQBZLMCKnhRQZaB1E1R5QSoWbeLyBHz/5AqoquJL6YocuhmuHU5L0sxMNYRJalrEJRCQSOQ+yxlF2woXpbyoful4dZ1J2VjZY+hPgRCcY4O1NLNHZlaqqenUzQ3A0N00butRt4XAy1HRc9jYOjyXZNIhcBV1l2Xg0CtOTAKeUIjWKt+XxCU7SdUhV0ltNMHzQyCZGgKxpnMd5obewvx05b8EpSWK798jpsezZogpBnI1BfMfPModqCVdX/X1mkkJd4bcIAV+HiPY5CbXWUtdHaiuPRCKRLclqR9k6rpI+BSdN2Xpad3yiU1516B4Xr0orUuXJ6+MsMZwCVVXRtm1vbmYIz3rvhLqpNl5CJ6pCIUhvDqcQHG5VzSaCiVIKpRVV43ufnl9YzaI+vuuVZQau7S9vFsK6XinkOsblrGmc0PqwmTAmZy44pVAuEX+EF2ok8hB51r+QnST9hk1HRkHyYF9WpqeARgjnhvfwdvOci6qqeg8wNMZQ1/XxtgeORCKRLchqh0Jhe3Q4JUaFHiFHFkLctR1F6+l7Np8o4UgjrSbB2uFk+wqFZt2VFqqyQG9oZ7OUqw51/c07PBZNi2azjS6toO76b06fGEVxjGWweQZN0+8GuU3AGIiC0x1152md3OV9jUUUnLoOiWV1kRNBmhpp6v7bXyYpVCW+izOvo6bI+s1vgjsLs7zarOOniPTatWaNtRbvPcvlsvfPjkQikamRN673INjUKLwIL/LjEpzy2wXee3yfbgnAaij9yOEnR8x6c6nPDCdjDKBYlsuNzTGJWtK31OOxKIRLdbPh6wXnpPdNsVRrys7THZsrschDxMNlf4770MjmAm43+52cA7UTWu9JR04Nj4ITAhsulCKRyVPk0LXDiArew7vX/X5u5LAU+QDutzTsUL3cLFS+aRqc6383zhiDiLBYxA2ESCRy+mSN6z0INjUarRRfZ02/Hzww2U2O7xxe9Tv30UrTiWKZx/iNXajrehA3s1Kaqs43nOp6rKp7n/o4Ca6tK71Zp7oWAQHT88I/NQrv4fXyyDaEiwyaCi76y9UCVo1sYgOZNY3z+AHOu22JghMgr2K798iJUKwsqj3v8pEkIYjvdezqeKxI2yJ12b/7zRiwdmPhfoiuNcCdZf/mJu5sRSKR06Z1nqr1fcbtAmAUWKN4eWSCU54VdJ276yzXF9oYBOHV13Husy0iMkgjD6UU1qS0bbVRNVZChcIN4nASFE/Vm41e34ogHnTPAlyyciVeH1kZbN8Nju6I+cwf0ThBQ+/C77acueCUhIX5hjvzkcjkKbJVKPSTfj83SUMQ34s/6fdzI4ejyKDrgkDUI8HCnEJ2u9Hr1yGifQtOxhi01lFwikQiJ0/WeFovvS9e112vbqvjyoTJ8hLXORLbX+dTAGUNAlw/j+7ubWnbdhA3M4DWCV1XbTSPsKpEq653wQk0guVCbzb3aUQQB096DPmH4EpUSvGDxZE1TSkGaHAEq0Y2Nb7uP7rhGGmcjC42wZkLTrHde+TkKDJo2/4tqsaGP7HV6PFSZNA20HPJAbCyMG8WKl9VFU3T9Nq1BsL93BhDseE4IpFI5FjJakfjPHaAdURqNPmRhRAvljUJrtcAdQCxCQp49WqzsqnIe6qqwjk3yGLXmJSu20xQSNQSQ31XAtcnTiyJ2iw3shKPFsVlz+eo1eHPi+x4HE4iEiIeevdocpcruk0jm1Om7jxKjd9M56wFJyCEi+Wx1jNyGkiRB4vqALuepBewiO6Ro6XIoFz2GtB4R5JCmW8UhllVFSKyCv7sF2vtIIHkkUgkMiXy2lG2wpXtfxqfGkXR+qPq+JlXLUb6D01WxmIRbvL+S8NOnXWHuiGe9UYnON/i3OdzixJVYmhxXPQ+Do8lUZvNOWrxobSpZ6eVUooLq7k5JldiUyNtQ/+hoqwEJ9m4kc2p0zhhkO95S6LglKSx1jNyOuQDWVQhlKDGIL7jJV85nC76n3SRJNA2SPl5d9G6a80Qu57WWur6yGzlkUgksiWLxlF3nosBLE6JUTROKJrj6XqVVd1gS6pUCcsj+i6mQlVV1HXdu5sZwOgLBKGuPz/nsHeCUP/ClxeLUTWbOHUq79Eo1AC6UHJsrsR8VY3Rd94svI/LeRHjcgBq5ycgN0XBKZyYdYlvj8eKGInch4isxNOBdiWTFMriqHY9I++5C2gc5AEfdpQ2CZVfC05DYIyhaRq67si6tUQikcgW5LXD6H7bza9JjUYErovjCA6vypLGCUMtq6wSShfnPdsypJtZq9DIZll9vittokpkoOWux6JxpDxuXBARyrXDaQDtMtWKonHHMz9fd6gz/Zc5og3YBN7ECBCAppOhVoVbEQWnJAUv8C7WekaOnHKJdC2990lek6TBBltHa/lRsswHdL9tZmH23g/qQLLWIiLksYV1JBI5YbLGDefoMQoR4eWRZMJkbxd475AhNlMI7cQr0XgfXU7bUNf1YG5mrYNTuyw/H9i9acbSLnixgHCpH4+bqL3Q+SB76QGMSKlR1E4o2yM5R4sMyhKu+o94uMtnzj4vRp46XoTWT0FuioLTXbiYxHbvkWNnHQqtBwiFhg9cLHHX4NgIAY3ZcGXcSbpRx8+6rgedtK8Fp9vbzbrGRCKRyLEhIuT1sIKT1oofZMfhcMqzHNc5nB7ALQEYrXGiuH0Tg8O3Yag8RRFQJCilKMvHRQVNh2Y44dQTzrkr/ebR1y2dwwFaKZTr/8pdi8TXxXGIxBQZ+C5kww5BjMsBoHWCl/77M+5CFJySJOz6x1rPyLFTZFDXYIeZdJEkMYjvWKlLpG0Hq7ZUWocH/JvHnaLrENEhykCAO+v+zU0Mt49EIqdJ2fmwaz3QKkIrRaoVr49k8ZplJW3bYdJkkM/X1iAI11/HzbZNWbuZhymfD64prS1N+7ioZVWJxg1aUidortTjYuTSeVrxGED5IXLXQhns8/w4RGIpclBmsHgFkgSWMQKkdoLzgp6A4hQFJ2PBGnj1fOyRRCL7UeRQLeHyyTCff+dieTbM50eGYx3Q2HM73o9IU8gf322sqoqmabADiaJaa4wx0eEUiUROlqx2NE7QQy3WgNRqFvVxhBBneYnybrDnyjpn5tWLt8N8/glS1zXODXT+iAouJ21o28dL9BNVolXLcLqDwkvChXp87lM6T+MFq9RgJXVaK54tjkMkDo77AVWQNDHTsCYAACAASURBVIWuRc68C33jPG64vYmtOHvBKdR6XkAWFyiR40aKLOSRJcPs8imzDuKL5adHR5EH99sQAY1rkhSWj3eMWTuckqHOUaWw1lKWMWcsEomcJnnjqTuPHXL/wCjyI+nMlpUNVgbcxbcJWsGrN3GdsClrwWkIN7OIRgCtDZ2rH3WxJCwx1HRc9j6ONR5Loh6fcyzdKjBcDdOlzmhFotVRlNSJ98M2OIL3ESBvzrsio+mCw2kwJ9kWnL3gBAQltIi1npEjZ92FbNBdg4sYxHeMFAuoCrgayP0GYFOoijCZeIB1h7ohutbcDcPawbIjIpFIZGyy2rFsPU+S4e6jqVEsW48/gpKUrGrRDCiOaU2CkFXHUa40BYZ0M4soENBK472jdQ//XqyqMHR4htnkgiA4WfX4nGPZeaxSoEAPdEldWE12DK7EskC6brgmNhDmoyLIy/MWnGoXyq+HLG7YlAkMYQIkSWz3Hjl+hraowqouOoqzx4YUedjtSdLhDpKm0Dlk8XCWwVpwGhJjDHX9+K5nJBKJHCtZ7fAipGbAkjqjcV54V3aDHaMPnHMUB3BipQjLY+kANgGqqqJt22HczKIREbQOuUXVI8HhiVqy8hb1P44VTixGNSgevlZK50iUQhQwQIYTQGIUeXMEgtNdg6MB54JJEhooXZ93PnPjhNYJyUC5qdsw/gimgF21e6+Ga50ZiQyJOIeUSwa1qEIQLMrloy6WyAQ5hPstSYDHuxgewnlkraXrOpom7kZHIpHTI29c6HY14P08MQpBeJlPu0RnmRV0zuMH3siwGqoBuoudKutn/RBuZpEgNK3L9crq4ZyeUOo27O/NY1EIF+r+kksnQu3DqwDUQNP0VB+JK7HIoa4G3QC9a2Tz7vVgxzgG6lWDidSOf++KghOEnXkReB2zaSJHyjKHrguK/pAkKXQdEsvqjov8EO63MHmQl/c3YOi6jq4bfrfcGIOIsFjEczQSiZweWe0G7zoU3FOK54tpC/f5bYZ3Dhl47qM11KJo6ml/H1NhUDfzKjTcaI1SsFw+lK0l2M9kK/WBFwt4rtT93XHLVXCzRYMCNdB+bWo1nRcW1bRdiRQZVCVcPR32ODEuh2bVpW4CelMUnIC7cDF5HTvVRY6U/AAWVViJCgKvzrsu+pgQ75CyGNz8hl1ZmF/eb2Guqgrn3OAldevMiNipLhKJnBrOC0Xrhjcza4VR8GzibdazRUHXOfxQHepWaB2Cqt+8iBvTmzCk4LR2OCkNWluq+n5RwdCgcYNPfTwW0FzpN/f++9IF11GiVpftgA4nL8KLfNqC07pznBr4miWJglPjPAoGCe/flvFHMAWSJGxfPI/t3iNHynrHIB2uEwfw3sXyKoqzR0NRQOcG74uqlAqh8rf3t45ed6g7RIaTUop37x7OkopEIpFjpGgcnWe45OEVSikurObtxDOc8mxJ1znsQJ1P1yiTIMDrF+ddorMJXdfRtsOVYgbByaN0eN63bX3v6xJVolQHMqz7TdB4NFfq/rlP6RytEy71yuE0lOBkFArFi+z+72MyFHlYcw9NkkJV4t2072FD0jgZvLhhU6LgBChtwon59tXYQ4lEdmNdE315Nexx1kF8L6M4ezQUGbT18OWWEM6PB3aU1l1r0nTA4HLCTo4xhix7ONchEolEjpGs8TTOo4feQWAVQjzxrlfZssZIhxn4+aYSgwJevrjfxRJ5T13Xw7qZ5b1qo7Whc/cLLFYtMbT4wa8VhZeERN+fA1w6jxe40GHcSoYLDTcKvs6m7UqkyBh8BxTCfNQ7uDnfzce6k0N80xsRBac1SQp5zPyIHCeyDoUesN08rF0sKdzcv5MTmSBFFsTIi4vhj5WkD3YxXJfUDdK15hOstQcJKI9EIpFDktWOshUuD9DnOjWa/AAd4PYhKxusyOBpAqITNPD2thj2QCfA2s08VBmPoEHCeam1pesaRL55niaqxFLTMbDzn1BWlzyQF7V0ngSFUvp9Sd0Al5VSinTirkTpWqQqGT7jgTAf9QKvzzcCpHF+8KqCTYmC05pHFkqRyOQpDhAKvSaKs8fFWnAa2v0G4dyoK/w9HeLWmQ6HePhFwSkSiZwieeOoOs9VcgjBSVF1nqabruiU1R3qAItXpRUXyk/e8TUFqqqibdvhNpdEAeH3oLVBxFPX33QXBQFIEIZ3d3uxWFVzn5Cy7N53qLv7n6GCw40iq6d7vVLk4NoQwDU0SQoK5MX9uaLnQO2m07EwCk5rkgTKIrZ7jxwnh7Kowt21EjkOZFXipszAAY2wsjDLva1oB+1a8wnGGJqmQabeHjgSiUS2IKsdCrAHcDglJnQDe70cLo9nH9qmZdl6DnWbt0ooJyy+TYW14GQHCoUW0QjvS+pEhLL+Zgm9pQxuqAPMjT0WQ4vhm+V9pfPY1dxnfaoOJTglRpE3ExZFiwya5jARD9aCsWfd5GgdGj4FouC0JknBOSS7v61lJDJVpKmR5oAhgUkK1RI/YChkpEdW5ZYHIUlBPPLJA15EqOvDnaPWWrz3FEUURiORyOmQN27w8rE1qVl3vZrmsz6/XeC9Rw4gvgFYDZXX+Lgx/ShVVaG1Hq4z1io0HMBoC0qxXH6zK+1DJW5DEDrVCVfq4zVk6z2t/6bDSQ+kCaVGU7ae1k30HC3y0ODocvgyx7sIkNvzzHASEZpODlG8uBFRcFqTpOA9vHo59kgike0ocujaw4oKXuBdDNk/Cg7qfkuDVfrlxxbmpmlwzh3McWRM2PVcLGLpZyQSOR0WtTtY9XxqNFopvl5MM4Q4u83xncPpA7h3Aa00rUBV3B8OHQkM7WYWUcgqBEmpcI6W1ceCk8KvStwOg5NwDl7qj8WNpfM44K64UBFsTkMJTjq4El9N1JVIsYCmgovhBSdgFZdzng1kOi84EQ6Sl7UBUXBak6SgFHIdu29FjoxiESyqB9rlu3OxvL4+zPEiOyNtg9QVB3vgGAPJNy3M68DwwXY8P2Ft5b+5iY7VSCRyGjTOU3eeQ+1ZGwXWKF7m0xSc8qyg6xzYA5TnANoYBMX113Hu8xAiMmh+Ylg/K9Z1lEoptLbUzcduJkuFwnGoHl0ei6B4oj6OE1g6j/dCspr7CIAC7YYZV2qDK/F6oq5EKXLQZvAGR3ckKSzP0+leO8F50DE0fGLEdu+RY6XIQ6bS5ZPDHC9JgovljIP4joYig647mPtNKRUe8NnHu43rTAdzoEmGMQatdRScIpHIyZDVjtYL+kBTd6UUqVHcVtPMhMnyCtc5Ejt851MAZQ0gXD+PgtNDtG2LcwOeLxI6vckHbd60NrTtx24mq5Zo1a0Cxg+BRrBc6I/nPqXztF64Ws/B7krqhhlXooPj61k2TZE4NDg6oPSQJNDU+Pr8msg0TvAiqImkOEXBaUVs9x45WooMOnc4i6qxYUfxjFuNHg1FDk0NByo5AILgVHzc8bOqKpqmIU3TgwxBKYW1NmY4RSKRkyFvgsPJHnDmnho92RDirKhJcAcJUAcQm6CAV6/jRsZDrN3MQ5XUiSiQjwUnoy1d97HAkqgSQ03HYcRICGV1n+ZGLZ1HCSSfBK8NFRpuNRiteJ5Nz+EkIpAfuLxtHQHy9vwiQOrO40RQKpbUTY97FkqRyNSRPIRCH6oDWHCxXMAiTromT56FgMarq8Mdc2Vh/jCvqa5rRORgDicIZXVDWvsjkUjkkGS1o2yFq+RwU/fUKIrGT7LjZ1Y1GDlcOLIyFotwk8XnykMM7mYWvSqrey+Cam3wrsW57u5nQXBqcRxmkwtCWV2iPj43ys6tOtR9EBquhhOclFJcWMVtOUGRuK6Qtj1YpCjwPgLk+vkBDzoNGid0TmJJ3SRJUlhGwSlyZBQ5B2tbsyaN4uxRUGTQNpBeHO6YSQpdg3xQN1+WJUqpg4miEMrqDtkZLxKJRIYkaxyt91yYw91HU6NovFA00+p65b0nrw+/qE6VsGyn9V1MiaHdzCJ6lWH2XgDVOjQJqer3c1J75zQ63CaXF4tR9UdjWzpP8klZnyhQfrhrODWavJ2g4HTX4OhwvxOSNERKvDy/CJBmVc6ZHPB58RhRcPqQJIG6jO3eI0eDiKy6kB2YJIGymOSuZ+Q9Uqzcb4fqYAjh3BCB1+87ftZ1fVCxCYLg1LYtXdd9/sWRSCQycfLaoZU6WPMFgMQER8nLYlqZME1Z0zjPoaUfq4QpmkemQlVVg7qZhVBSh/pEcEIoq/dz4USVyIGXuB6LxpEShC8RoXR+5XD6mCFnQ4lR5M3hugJvTJFBXR1UcFLGgE0+mo+eC00ntE5IDzn/f4RpjGIqnHGtZ+RIKZdI1x2+66VNoamRuvz8ayPjUWQcrIf2miQFEWTVqc57f1dSd0istXjvybLzbIkbiUROi6x2B49/TY1CRHgxsUyYxc0tznn8IfMJCfk4lahhg7GPmKqqhnUze433wEeh4RalFMvyfczDp1lKh8BLAgiXOoyjXrWlt59etQOW1MHKleiEcmpOvCKDaglPDhjxAKEi49DZUROgvnM4jT2SQBScPmRd6/kqhiFHjoQig64J7egPSRpEBV6d367BsRDcbzmHLZjnvYX5xQ+AMAH13h90Vx6C4ASwWCwOetxIJBLpGxEhGyG8OzUKrRXPsmmVJ+eLAucccsjyHMBojRdYxODwe1kLTkMhKERAfaDYBIHLUJZBVNC0aFoOvRPrCXOOK/0GgKVzeIHkk+9DwosHYy0SvyymJRJTZOBcyIA9JEk6TiXIyDROUIR71hSYxiimwrrd+xnWekaOlLVFNTnsLt+diyV2qpsuVYl0h59wKK3D+fHudRhGVdF13SgldQDv3r076HEjkUikb8rO03k5+P6BVorUKF4V0ypNzvMlXdth0sN1IQPQ1iDA9bM49/mUtZt5UEQDH18HSqlVCX0I7LaqRNONUFJnEDRXai04hWs2/XTuo4a9jFMdymBf5NMqgz10g6M7kjRUg0ytxHBgGieH/64fIQpOH7Ju9x4dTpFjocihLOHq6WGPmyTBxfL82WGPG9mcdWD4gVpGf8QHFua6rmma5s5xdCi01hhjuL29PehxI5FIpG+y2tE4wYywgEiNJhshoPsxsrxCeXfw5wqr412/fHPY4x4BdV3j/bBlXCIa8N9ICtDa3glOiSrRqkPk0NeKwkvChQoZTuVKcLr8hsNEBg0NT9auxNtpCU4h4mGE+WiSQNcGweuMqDuPOnjeysNEwekDlFKhm1MeSzAix4HkC0CCWHpAlDZh1+Dt9UGPG9mCIoO6Ofi5AXzU8XPtcBqqa81DKKWw1lJVsYV1JBI5brLaU3ceO8b+gVGjlPM9RlbWJOIP3qAXk6AVvH5zXovXTVg/6wctnxeFyDdFLa0NnWsQERJVYqjpuBxuHA/gsXf5UUvnMYTcrw8RRairG0ibM1qRasX1hFyJ4j2UxedfOASrigzOrCJjXVI3FaLg9ClJCnls9x45Epb5OBZVWF0rUZydLEUGVXF49xuEc6NaIt7dCT6HznACouAUiUROgrxxLFvP0/TwCbCpUZSt4Px0dsuzqhtn915rUjyLamLukQlQVRVt2w7qOls7nD7FaIP3jrarsZQYHJ7DllsCOLFYFeYcy86v8pu+WVIHDBoxlVrNYkoicVmEBkdjrVVEkOvzEpxq58f5vh8gCk6fkiRQ5mdX6xk5UvKRLKrwkYslMj2kyEF8uKcdmiSFziE37wYPEX0MY8woHfIikUikT7La4UVIDm7pCSV1zgvvymk4JpxzFI0frVgkgel1AJsAa8EpGXDOIaKRewQnrUO2VlVlJKokeDsOf614LEY1KDqWzn2zQ90H6AH1oNQoiikJTmNGPNgkNFY6s3zm6HCaOkkKbYOMZf2LRDZEnEPKJQxcM/8gSRKC+MY6fuRx8gy0Gc/9JgKvX47qMLLW0nXd8EGmkUgkMiBZ4zBDtpt/hNQovAjXxTRcPcusoBtx995ooXRTWspNg/Wz3gzZNVnUvRtIWhsQWH4kOB0ej0UhJNxQO4+5J0dq/SM14NQ5MYqi8fipbLblqwZH9vAboJ82sjkX6m5aa7MoOH3K3UIpZtNEJk6RgWvH2TGAcK24DsliKPMkKbLx7LRJAgra5z8YpUPdGmNMaCeexbyNSCRyvOS1G223OjFB6Hq2mEab9exmgXcOpw9fXghgtaYRFTcyPqGu68Gf9Q87nCxKwXL5DrvKUBoDLxYQkLd4IHmkAmFIwSk1GifCbTUNVyJFDtUIDY7WJO8b2ZwDzocSaImh4RNmXesZO9VFpk6RQ9uGbnFjsBZnX70c5/iRBwnut2LQjIBHsQloQ/XyGc65UfKbgLssiZubm1GOH4lEIvvivFC0brwSMq0wCp5l03A45YslXeeQQ3eoW6GMRoA3z+PG9IcMXT4vQrAH3RMarpRCa4u0t2jGu1Y8FlBoeYf3QnLP17F2OOkBXXJrV+LLfBqCkxQh71WNdM2SpFCeTwRI7TxOQE2oqC4KTp+ybvd+ZrWekSOkWIQdg/TwnTiAcAMH5DpeK5NjWUDnRnM4rTt+Vre3ozuclFJRcIpEIkdL0Tg6D1qPs4xWSnFhNW8nkuGU50FwsmPkE/I+L+jVs1ejHH+KdF1H2w7sgJMQE3+fwwnC895QoFTHWMtbQeMxaG5pvXB532bbuqRuSMFJKxSKZ4uJuPCKHEZyJAKrRjYlvpvGPWxomk7wXkbzI9zHhIYyDe7avb+JD5LIxCnyUBN9eTXO8ZPgYuH6+TjHjzxMsYC2HvkBn1BXJXVdDxoi+hhaa4wxsaQuEokcLYvG0TiPHnHKnhhFPpEQ4sWyxkiHGen5JkmCAl5dvxvl+FOkqiqcG/b8EPTKtX2/4KS1JVFLDC1exrpWFF4sSiq8wMUjIf9qwK8rMdNyJYaIhxGPnyTgPNy8HXEQhyM4nAQ1nYo6DuZtm81mvwj8HcAAf28+n//tT/79rwD/E7C2S/wv8/n8763+7T8B/pvVz//7+Xz+DwYdbGz3HjkCpMhAa9SQAY2PoJRC0hTevRnl+JFHWNfLX6TjjSFJqeoa7/1oghOEsroxg8sjkUhkH/LaU7bChR1PcEqNpmim4Q7IywYrwggN+wLaohHeLGJzoTV1XdN13fCB4QSH032/eq0Nia4xCDXfHm4cn8FjUaomQaEeyXDSA2Y4KaVIJ+JKlLZFqmq8iAdYRYB4ePMSvvqREQdyGBoXMpzGqi64j4M8vWazmQH+LvAfAX8e+JXZbPbn73np/zafz39+9WctNv0Q8DeBvwj8AvA3Z7PZl4MOOElDSUokMmXyEUOh1yRpEDci06LIoK7h8sl4Y0hSqs6hZNyHXhScIpHIMZM3jqrzPLkvEOZApEZRdULTje9yyuoONeLqVWnFhRKKevzvYiqUZUnTNINuLomsHE73ZDhBEJwuTUfnOoTx3N1eLJoG+9DlqsIf5Ye9nlOjyJsJdCpb5tCNmDcLYa2iFPL8B+ON4YA0Tmh9cLpNhUP99n8B+IP5fP5H8/m8Af4R8Jc3fO9/CPyz+Xz+dj6fvwP+GfCLA40zkKRQFbHde2SyiMhK6JmA4LSMgtPUkDwDrUZzvwGQptRobDOu2GOMoWmae1spRyKRyNRZ1A4NmBEXbCGEGK6LcR0TbdOybD1j386tEsouPlPWrB1OdshQaNGr5/j937vWhkvbUbeeMefGTixePE/Vw+VsoobtUgdrwWkComieQduMKzhZC8bCmTQEazpP4+QsBacfB/7kg7//YPWzT/mPZ7PZ/zObzf7xbDb7yS3f2x9JAp1DFrE+OzJRmgZpa8b1qBKulbrEDx0WGdmO5fjuN7GWSil0uRx1HNZavPcURXStRiKR4yNvHI9U5hyExChEhOt83EyY/PYW7z1ixv1CrFKUXuHjxjQQMpy01oN2pBVRQWh8QKkx2nKVOOp2XJGllgQH/JB9ZM5xgOlZYjRl62ndyOdokUG5hIuRGhyxbmSTwuI8GsjUTmi9Jx2t7vibHCrD6b7/4k9Xyv8H8A/n83k9m83+U+AfAP/+hu8FYDab/SrwqwDz+Zyrq93ClL37Np3RfNHWpF99tdNnRCKfw1rLVzueX+71NYUxuKsn2B3P8z7w3/qC7s0138Fhv/qx0cYR+ZjcO9qLy73PDa30zvfRylgwNzxpKi5HPEcBbm9vUUrtfL1Fpss+99FI5BDse452puAidVxdjbdgSy486U3LjU9Hvd5uXr5DCYhNh3XTfI7E4mrhKr3ki++OlxfUF/ueo8YYLi8vd54vbELNFZU2JNag7hMcRXGZCGXr+LYdLzfytlEoFvzIVc6iu/8cVV3IILu6Gi5n8wsxXC8dLv0WP/blePEK1R9CqUB/+SV6j6D/feajAN3Tb0Fb8+UZzBcuF4rE5nzr6dWwkRZ2c3H3UHfrHwA/+cHffwJ49uEL5vP5h8nD/yvwP3zw3n/3k/f+5n0Hmc/nvwb82uqvUpblToMV78E53v2L38P88L+x02dEIp/jq6++4vXr1zu9V/7k+/jFLbQt7Y7neR+IF2hb3vx/v4dJxpsMR94jTY2/eQd1tfe5cXV1xa730ZvW0Qlc5rc7f0YfdF1H13V8//vf5+nTp6ONIzIM+9xHI5FDsM85Wneem0VO3TSU5XiOZhEB8fzBi3e8fn0x2jiePXtOXTdoo+lGbHEugBfh//2d3+Onf+5PjzaOvthrPirCmzdvqKpq0Gd9W1lcZ+l8e2/3rUvToBUUlafrxnPdv64SLPCVfcOb6v5z1HiFEqEsh3MMSudo247f+5NrLt23BjvO5/DPnyFdh6r3+2/dZz4KBHfczbuzmC+8erug6xqqaliHU9Vu7p47lCf1t4A/M5vNfno2m6XALwP/5MMXzGazD+0RvwT8/ur//1PgL81msy9XYeF/afWz4bCrdu8vn33+tZHIGBQZVEu4GjEUGkJJndJw/XzccUTeU+TQdeEeNiK1gNeGi3o8sQnCzqvWmpub87BSRyKR0yFvHK0TzMgl0kopUqPIRg7KzrIS13WYMd1NgFod/9WL01+8fo6maXDODd4cJJTUyYPlpRe2xWhYjlv1SeYslUv44fSxbucSgpwGJNEarRTPs5G/kCJn9JpgCOuVpsZX485JD0HjPGrsjN9POMgZMJ/PO+CvEoSi3w8/mv/ubDb7W7PZ7JdWL/trs9nsd2ez2T8H/hrwV1bvfQv8dwTR6reAv7X62WDc1XreDnqYSGR31qLCiDXRQAjhswauozg7GYoMmnrcgEagEqFTim814z7clVJYa2OGUyQSOTqy2lE7jx67Iy2QGk02cghxtmxI8NiRM5wksSjg1au4kVHXNc65QfObABANPOyouDQtiRYW5bjXSuEMjbd8yz7cMOUuNHxA06LVYPS4glNocPSY8HZAkjR0OHzzauyRDE7jHg7XH4uDbRHM5/NfB379k5/9jQ/+/18H/voD7/37wN8fdICfkqQQFyiRiSLFArQetd08hMW8pBeQT+SBEnnvfnv6xajDqL2A0qRtHbzMI56r1lqqatxueZFIJLItWeMoW+GLi/EdAqlR3JQuuExGup9nVYOR8YO6lbZYJdzk8blSVRVt2w4uOIkoHhOcLkyLNcKyBecFM1JgctYZvmUNF2aDDs7CYAHiSikurOK2GvF6qUuk7ZiE+JGkIIK8eg4//r2xRzMojRvvHv0Q4z/BpkqShk5PkcgUmYpFFcK1km/wYI0chiKDth3d/Vb58MDT3qPbcS3dxhjquh51DJFIJLItee1pvefSjv+8T42i8ULRjLOA9d6PXtL3ISnCcosMk1OlqiqapiFNhwvABkA08hnBCRSCoqzHy3DKO4NguNCPdJJeaQFq4NM5NZq8GS/rLFRjNKDHLYEFwlpFa3jx9dgjGZy686gpiHwfMP4TbKokKdQVfuSFUiTyKeJ9uIlPhSSBMg/W2cjoSJGDMaPvblQeMAZESEa2VFtradt21JDZSCQS2ZascWilRr+fQ1i8isDLfJx5cV3WtM4jE8kmSRSU09G/RqOqKrz3GDNsbqSIRh5xt13aNlwnwmiCkxconEZEo/E8ecDlJAcSnBKjKFo/3vy8yKCuQ/TGyChjQkbz2+uxhzI4tZPJ3CfXRMHpIZIk3DnexkDAyMSolsiUFs5JCm2LVMuxRxIByDMG82hviBeh8R63Ci43xbhuUWMMIkKWRddqJBI5HrLajVmN/BGJUQjC85EEp+zmFuc8fuR8wjVGQyUK585bdaqqCn2AiIdNSuq0UqBguWdHtF0pncaJQqNQSviOvX309Xpgg1xqFI0b0YmXZ1BOoMHRmjSF7LQjQLwIrfOTqGL8kGnctafIKlxMXr0YeySRyMfkGbRNcI9MgXUQ36uXY4/k7BERWI7vfqt8ML6LNqAUNnt80jU01lpEhNvbcccRiUQimyIi5I2bzMIhNQqtFF8vRhKcFgXOdfgplOcAWmu8KG5fvxt7KKNSVdUBxCZCSd0DTh2jHEY7tAKrFcuRHE6ZMwhglEaA76QPNJ9SgIByw35vqVGjuhKlyMH7sE6YAkk6iTnykLROQjTYxBSeiQ1nQiRp+G29PP1az8iRUeTQVMGFNwXWQXyvozg7OuUS6dqxDU7UAp2AaI0zFluO24DBrEoMb25iR6FIJHIcLFtP56dTGKGV4sIoXi/HcVjnWUHXOvTFNAQnZQ2C8OrZ+W62ee8PlI+4vgrud+pcmBarPIImtYq6G8fRk3fBTX2hwYvmu/b+OYcAKNB+aMEpiHQvs5EyrYpsEg2O7khSWBYnHQFSdx43oefGmig4PYQxYC1Eh1NkahQTs6gmydkE8U2eYuV+G7nkoPJCK0KioU1SknrcckutNVrr6HCKRCJHQ944Gidj384/IjWafKTg7ryoUd6RmGlstikbhK+XL843eqOua7wfXtwRCU6dh0LDL22LUQ4RRWqhbkc6R53Gi/BUSdoHHwAAIABJREFUezpJeGof2GxbZzgNrN0mWqG14gfZSHnERTZqh+JvkKTgOiQ/3blg7QQ3bmPoe5nQY2xaKKVWtZ6ne1JGjhNZ5+GYiezyaRNu4m9fjT2UyDqgceQJeRCcIAU6m2DrcVtHK6Ww1lKW5ajjiEQikU1Z1I6q8yRmOiuHxCiyZpzF/GJZY8UzUrf7b2IStILXb883G7CqKrquQw+tikooUXtIcLowLanpqL0NDqdWRnGxFJ3hUnu0BieWC/343EcNrNUZrUi14nVxeIeTeAfLcd3t3yBJQn3mq9MNDm+cBIeTTOVGGYiC02Mk6bS6gUUisNoxmJBFFcK1cuJBfEdBkUNVju5+q1Z2Xq11EJzaJtTxj4i19kDW/0gkEtmfvPGUredJMpG8RkImTNmGko1Dk1cdeiqBVgBak+LJliOVK02AqqpomgZrh90AFdGhDu2BLnWXpkUrwYkmNeBEaLrDnyuZMzzVHaDoxHBpHhCcVPijDzDE1GoWY7gSlwXiutEjHj4iSQFBrp+NPZLBaJyn9TKFxoAfEQWnx0hSKE+71jNyhBT59LySq7royLhIka0CGsd3OK3P0M4m4D125LI6Ywx1Xcf7eSQSOQqy2iEiJJOx9ISSOifwrjxsjpNzjrx1U5KbAEiUULqpjepwrB1OydBzDlGrZ/f93/WFbfGrYKTUhkTucoROdXlnuDJB3OnEkqgWzf2CpChg4NBwCCJx3oyw4Vfkq4iHCSkfNgnjeXm6glPdCa0T0inVYhMFp8dJUmgbJC6kIxNBug4pl0ymbc2aJIWqQEZ2sZw9EwhoFBHqD0SdzoaJqC3GLTuw1tJ1XXQ5RSKRoyCrHUqpSbmZU6PwXrguDruYXy4KnPP4iS2ijIJynArDSbDuUGcG7posokOnugdq0C5My9pKk67MVsvmsM6zTqD0mierYCYnFqWEbycPz30OcWWnRrFsPf7Qm21FBlU1nQ51gNI6jOfdm7GHMhhrh1Nip/PcgCg4Pc661vPN+XagiEyMZQauHT0U+hskCXQOWZx3e+DRmUBAYwd0Xu4k0daGyYYZueTSmNA9ZrGIpZ+RSGT65I2b3CQ9MUEA+3px2MV8drvAO49XE3JLAFZrGvTZbmSsBafBWYWGq3sznGQlOIVZRxCc1MEdTqFDHTxZO5y8RSF82z6QBayGz3ACSIzGeTm4KzEIThNqcLQmScPYTpTGCc4JE9ObJvcsmxbrdu/XsVNdZCIUObQtqIldumkaautfR3F2LMS5Sbjfai84YL0scMby/7P37j6yLOub1hO3rO619tn7HDggBn4gDRIGIw1ipBEYGOOMAc7gtUDCAjQWFi4SBtYILAwMRvwBqMFAGINwGCyExEiARgwSgpHgd/be67pXd2VmVV4i4sOIqnXtXn2rysisjkdaZ5/u1asrujoyM+KN93s/0RqXuSvIPmOidKorFApzJ0RhMwZmlvuK0wqj4Zf1tJv5et3ifWBuwSR613b+/a+nG0L8PaYS2j45nL5d3zjt0Soiu4tFK0VlFN0wrcDShHSotRecghgiip/czW4aUTf+OAenMoqI8LqZViSW3QGoOnK+14OpKticbj5zH1Jo/dGD/B/IvEYzN1yVnCSvS7v3wkxoa9hu4ew890i+xFWgFPL619wjeb5sGvA+uxi571D38dBTqRQc3uXPcFJK8eFDceEVCoV50wyBMcxvka6UYmU0H7qJN/PNdpqsoAeitEGANz8/P8HJe884TiNiJMEp3ri8ObMjRscvjtoqC904bcRD4w0ReLkTnCKaKIaf3HcOuSZQlCujUCh+nVgkpm3mV40BuwiQLdFP7PiaiBxh+fdhhjNhPnys9Xxf2r0XZkLbwNDB6iz3SL7kGQTxzZ6m3gU05hecBhHcZ+sobx12+H574GOjtcZaS12frpW6UCicBnUfGGNEzyi/aU8KIZ42uGjddtgYsEfOCnowzqGAN2+vco9kcrquI4QwWUnd9/KbnAoE+bT2qSz0EwtObdAoEc70/nUVXiwvzPbGrxclkzicnFYYBb82EwtOTf6IhxtxVWquc6I5TkOQWT43iuB0F9Vp13oWloU0u1DomS26lFLpWrk+zRv4Imhr6LawWmUdRhchCrjPHnjeVrj+5kXXlFhrn23WRqFQWA71ENiOkZWd3zLdGU07seDUbEfMjfk9eRFt0Qi/XT2/5kL7DnVTCE4imtviAs7MiDOePnwq3aqsYvDTBmXX3vDCfCnAebGs9HcO2wSOPa2VUlRW837CDCcZR6TvUg7y3HDupCNAhhBzJ2vcyPyeZHPDnXatZ2FhzCAU+lZcBe3zW3TNhraBvoOzvAGNnQgKvlx0WYf2HhXyWpiNMXRdXqdVoVAo3EXTRzofeeHm97yvjKLzwuCnE52a3k/S0euhKK1YqZS39dzouo5hGKiqKbqQaZCb3+OVHVGAfLalrQwIQj+hMNoEwwv95RonRMtK99yoAOwm9BTB4ZO7Etsa/JgqH+bGxwiQ04zL6b1M0/7wgRTB6S5cBd2mtHsvZEdE5i84bYobMBfSzsP91kf55lk32tTx02Z2i1prGYYhXUuFQqEwU+ohoFGYGWagVEYRBd600xwgjMPIxsdZmiUArBK2M81NOSb7kropcrVE1K3P7TMzEgU+32VXuxZdm36qjKmU4XSuvxR1vBiM8lTqW2f1/qdRE+hAldE0/YT72LaZRcTDjRib/rw5zczZPsQ56k1FcLoTV6V279e/5R5J4bkzDMg4zNOiCula6XviOHGdeCExAzFSROjjt/PTWwfkF5yMMcQYaYsTr1AozJi6D7lv57fiTNr8v5ooE6a+uiaGSJzj5hWwSrGNivjMDqa7rkMpNVGGk0ZuqT1bmZGvj7mqXXXdZphmjg6iGEV963ASi1LCjzcFh++GrCdyOHU+MviJ5mhbw3YzvwZH7CNAVlCfXu6aiDAGmWNFXRGc7sSlk3nenmatZ2FBtGsYZ2pRhXStxAi/vcs9kudJW5PbRzsIBPnW4eRtBShs851uLRNgrUVEuL7OO45CoVD4Hs0wX8GpMhqtFL9M1PWquW6IIRDNzNqr79BG4QXa9fNyeO8FpykQUTcKToqIM9+WWzoDWim23TQOp9obRD51qNvjxaKAH+0N4kaqA4QJHE5JJIZ3m2neD9pdE5u5NTja41wKNT8xxiiEmZoSiuB0F64CBVK6bxVys+9QN9NFF64CicjbV7lH8uyQoUeGW3ICJqSLwk3l41FrojGzcDgBXF2d3slWoVA4DXof6X2cbemvUWkD+6qZaDNfbxhHj3bzXPtobRDg7c9vcg9lMkRksgYcIqQudfKt4LQyI1pFvjZWp6BsRTdOU/bZeEMU4fwbwckQRfOH6tsqmX0VoA7HF+1SGaxMds1+jHiYqSsRVyUH1okxeCFE0DM8rJjpTJgR+3bvb4rgVMhMW8N2C+fzs6gCO3FWw4kG8c2atplFQONecPrmYacU3lXYzJ3qjDForYvgVCgUZkszBMYgmDnuGtht5o1i3U8TQlw3G2IImLkettk0rrev32YeyHQMw0AIE4VQi0ZIIeBfs7Ieo+I3JXWQyur6iUrImqCJAi/11++Jxovhd/aGw7Z9Sd0kglNyJf5cTxR50dZpPzBXXAVDT+zyd08+JH1InRnVDFOcZjwb5sHHWs/1h9xDKTx32hqiT/NxjhiTFl7F4TQ97RqGAUzeW3onwiDC6oZnnTcO1+ftEKeUwlpbMpwKhcJsqftAHyJ6rjV1gDOaZirBaTNQScRmfr7diktlU2/ePZ9S7X1g+BQldSIahBtL6s7MQKU9Pn572FYZRT9OJDh5g1ORynwrigVxnJnbhY0pQsONAmsUrycQnD41ODr6Sz2eXUUG708rLmcIqaROqfm5Y2d6954ZziUHQaGQEWlrUGaymvmHksTZCurns+iaDW2zC2h8kXUY+8Dwmzorjc5hhy576L21drJSgEKhUHgo9RDYjMILN98lemUU7ThN2V/TjehZxuAmlLY4Jayb5/Nc6fuecRw/lqkfk9ShDpBvlZmVGbE6MtwkOFkYg+DDBHM0mJ276dv1uRfDSt8wN1T6M4U2sHclXncTqFv9Fhl97oSH77PLZ5YTy2cedvN9ju7Y+T7N5oSrYFMEp0JmmvxdyO7EVUWczUFbp5K6zAGNXbzJ2J7wtkLFiMnscjLGFMGpUCjMlqaP+BA5s/NdoldGMUahGY7rIIkxUveBee9ewSFsJnLTzIHtdsswDFRVdfwXE70rp/t2DpzZcffZb6+V1KlO2A7Hzy2qveHc3JwX5cWy0j3qBoeWKFBxmnV9ZTTNMIHg1DYpMHwCMfLRuAq0hld/yj2SgzKEyBAFVwSnheIq6DviRO01C4WvkRh3oue8F10piK+dbdjpqSLNLqAxsyDZfWe97W06UbKZxXtrLeM44v00YaKFQqHwEOohoPVE7eYfSWU0IvCqOe66uNtsGUMkzro+B5yC7USRRnOg73tEZDKHE8KNVqCVGdPf30Bl0+e3/XEFpyjQBsP5N/lNiSAWReTc3Lz2mar6qTKKdpjAldjUMPTzbXAEKGNSRvP708pd631yOLkZhrXPb0RzxLl0R3n/fDpQFGbGdoN4P+8QPkiC0zggm5KRMyltk939FkQY4u2Kk7cOEEy7nm5QN2CMQURYr/OOo1AoFG6i7kPu2/mdVEYhCK+OnAnTXNWEEJEZbqA+x2joRE0XpJ2Z7XaLUhOJoqJJS4uv1xeSBKdb/tlqp3ds+uPO0c3HwPDbHE4GrYSf7A1rjolK6iBds0MU2iO7ElODo818GxztqVYnFwEyhMgYBTdDc9m87+BzYd/uvQhOhVy0dbKoztAm+QW7uugizk7Hx4DGzPQxRXretv4crQOlsU3eB7y1tghOhUJhlohIKnuZuUnYGYVRip/Xx93M1+uG4D1Rz9ctAaB1Eh2u3rzPPZRJ6Pt+MgeeSHLTKfWlUGJUxOiIuuViMVphtTq6w6kJBkE4N7c7nAT4qfrtm78T+FZHOxJu50p80x73mpW2gRjS3nnOOHdycTl9SLEWN+Wo5mZ+I5oj+3bvJ1brWVgQ7c6iOvsbeJWC+N78mnskz4ftBgn53W9dBC/fOa1TmmAsLrP7zZgUvH91dZV1HIVCofA1mzEyBpm9w0nvQojfbY5bmtw0G7wP6NXMBSebRIW3v55WCPFNxBgnzkFUgHyTx31mR6yKqYvdLVT2+J3qGm8QgZe3Ck6GKIY/2Bu6nU/scBIRfq2PnGnVrsHMt8HRR1yV1s/fceYvjcHH2b7vRXC6D8aAK+3eCxlpa9hs4Pxl7pF8n30Q35ufc4/k+fDR/Zb3dt6LMIrwvcZKo6uww+3tgadAa40xpghOhUJhdjRDYIwyezMz7EKI++OWkNVth4oBZ9xRX+fJ2CSIvXn1rYvl1Oi6jjjhJj0JSvEbEXZlRowKxFsynCAFh3f+uHO0CZoosutSdxMKL5YX9obDNiWo74z/kFRGobXil/rIYuFSGge5CrxH6tNxuw9BZtvRswhO90AplSZmczqTsrAspG3SSYid9ymf0jpdK+/f5R7K86Gtoe+TKJ6RLgqjwPe2Bd46bOYudUopjDF0Xd5xFAqFwtes+0DnI87MX3GqjKIZjyw4bQacxNkLcGIcGnj3W/7y9mPT9z3ee/REh1wiCpFvBa6VGamMp4+3r30qqxhGOWpQduMN5zqivzNJvVjO9LdCj+z/ZwL9bu9KfNsez5UoMSCbhm/saHPEVYDA+9NxJfYhZs9zvY0iON2X0u69kJNdF7JFUBVxdlLaJgU0nr3IOowuptrx7y1CvXXYsYfMFmZr7cQlAYVCoXA3zRDZjpEXc0x9/QpnFJsx4sPx7ud152/N6JkTSisqFam3Ry5XmgFd1zEMA3aqA9Cdw+lrzsyIVpHwvZI6s2to4o83h+pgeHFLYPieIJaVueGQa68NTFZWp6mP6UrctODDbEWPL3DpeFRe/5J5IIfjmPP8qSxkBzsDXAWb0u69kIm2ZhEnBvDxWilMgzRrQFKL14zsBafv4W0FUbDbzSRjuo294FTu54VCYU7UfUBEcHO39JA2r1GED91xNrAhBNoxLEBuSjgF27CU0T6eruvw3lNV02SKimjkBsFpZUfSquN7JXUp/2l7xE51jTe8uCW/aY8Xg1MjmpsFyVur8Q5MZRTNMbvUNfuIh/kL5h8jQE5JcJrx/acITvfFVeBLu/fC9Ij3SLdl9m1r9rgKuvakgvhmzaYBrbMGBYrIvQSn0TpAsJu8DjhjDN774nIqFAqzou4Deqp280+kMooY4VVznM18u24IIRIX4u62CrbPYNmzL0efqqSO75TUyR35R/us+c1wHOeZF+ii5lzd4XCKFqWEH92Xa5/98NVE86bauRLjsQ7b2hr6Laxm3uCIz+Jyrk4nd60/otv0qSzjLj4Hdt23eHc6tZ6FhbCpIYzZu5DdG1eBD8j16dzEZ02T3/3mAS9ypyTqrQMUtr6eYFS3Y4xBRLi+zjuOQqFQ+Jx6CEvxMuNMEsZ+WR9nM99c18QQkYWsfbSGQfTJ5wN2XTed2MTe4fT16kJYmZG7DmJTtKU6msNp36HuboeTRSH8aG9uVjKd4KQJUfhwrO6SbQ19B2fnx/n+h6Zapa56J4CPQojCXM0Jy7iLzwHnUrv3t6Xde2FimhqG/F3I7s3uWuFtEWePjYSAbDfkfsB0UQjcLXsFYxGtsW3eYNV99sR6fRoLjUKhsHxCFDZDYKKmVU/GaYXR8Gt9nM18vW4ZvUcyl4vfF20sIsL7X97kHspR6bpusnJ0EZIN6CuHU6U9WsU7HU77oOxtfxyBJQlOcq+Suoji9+7DF5/fD1/7aS56ZxRRhNftca5ZaVNguDLzbnD0EedOJgJkCJEgac7PkYXsYGfAvtbz1Z9yj6Tw3Ggb6LbLOTFwFSiQN6dTFz1bNg0En12M7KPghbs7CSmVgsO7vA94ay1KKT58+HD3FxcKhcIENEPAx+UszJVSrIzmqjvOZr5utoQxYN1SBKfUkPztr29zD+VoeO/x3k9X8ikpMv7rDKeVHTE63uuorbLQ++NYiJpgiAIv7xCcBE0Qw4/uK1f1vqQuTPN+Vkd2JdLW91gIzghXQbchjssP+x+8EO8RbZGLpTzXsvOx3ftvpd17YWLaNQwdrM5yj+R+WJcCA98UN+DR+RjQmPdW3kVhEKG6x5PO2wrb5y05UEphraWuT7+FdaFQWAZ1HxhjnO0J9U2kEOLjJB7XbYeVgDML2apYhwLevD7dOIGu6wghTCY4ieidgftLwejMjDgVvtuhbk9loR+PIzjV3qAQzvRd318RxPLC3NwwZaqSOqcVRsEvR3Il0tbL6FC3x6VGNnxY/t6+D5EgRXA6DaoquU0KhQmRtgFtUGYBXR/YBfFVKygZTsenrZP7rcorRnYxPbPtPRYa3jrckD/jwlp78lkbhUJhOdRDYDNGzuxylubO6OMJTtsRc0N3srki2mKA39bb3EM5GvsOddNlOGlEbnA4mRFnPH24u3SrsorBR2I8fBlgEzQvzf0EOC+Wlb55zTFVlzqlFCur+bA9vCtRxgHpu10d5EJwLpVrvl9+BEgfBB9ltg0nlvNUmwOuCE6FDLT1cgLD9zhXrpUpmElAY7c7VbnPg260Du09yue1MBtjSpe6QqEwG+o+0PvIuZvnhuEmKqPovdD5w++Ym94vapOitKJSkc1wpEDmGdB1HcMw4CYqc/yY0STfltQhINx9EFvZZJLqx8P/XhpvONf3+74hWlZ64IvMTZX+qAmD29yxXIltDT5/xMODcBUojbz6OfdInszghTGme/IcWdCsmAG7Wk+JE0nRhWePiOyEmwWdGEC6VjZFcDo20tagdXb3W/eAunFvU6i8zTw/rLUMw0CMyzlBLxQKp0szRDQKs6ANW2VU6hHSHnYzP/QDWx9Z2mrbKeFYDcDmwL6kbirBCdG7gPIv18Bn5v4HViurAGFz4OBwEWiD4fye9iQvBqM8K/Wly0kUqAmX+NWxXIltA0MPeiGB4QDGgjXw9lXukTyZIUTGINgiOJ0AroIQkKsSNFuYiKFHxmFZNdGQrpW+Iw5HqhMvJJr89fIiQv8Aq7p3FSDYzK1ojTHEGNlsbs5UKBQKhSmp+5D7dv5gKqOJIrw6cCZMc7UmhpjyIBeEUYpO1MkeZHRdh1Jq0gwnEb4JOVqZkfsec1W7KbTpDztH+6gYRfHivg4nsSgl/FhdffkXiq8jqo5KZRSdF4ZDuxKbelkNjti58t0K1td3f/HMGYIwhkg109D2Ijg9BFclSfvd8ms9CwuhqWEcl1lSFwXen3Z74Jx8cr9l7lAnEB9Qs++tA6WwTV7BydrUwvr6evkLjUKhsGxEZKGCk0Jrxc/rAwtO64YQAmFpgpNReIF2fZoNKfaC01SIJAed+kxwUkScub9byZrUKv7QglMTDCLw4o4OdXu8WBTwo/lyzSFM63ByRhEF3hzYlUi7a2KzWh32+x4b59LYF04fUtdGUwSnE8C51O79dWn3XpiItk4d6syCLKqwE2cjUgSn4zEMyNgz6dHYDfRR8HL/h0nUhqjNLBxOAFdXV3d8ZaFQKByXIQhDiIvK24W0uXFa8aY9bCbfet3iR49yy1r7KGMQ4O3Pp7f2EZHpcw8/ltR94syOGBW5r7FaKUVlFf14WEdP4w1R5EGCUxTNH6qvGupMXlKnEBHeNIcV4D5GPCyoJBhI+5Vt+808WxqDF7S6X5ZqDhY2KzJjHRgDb4rgVJiItobtBs6XY1EFPgbx8epPuUdyurQ1+DHdkzLSRWEUeMihincVrsvbyccYg9a6CE6FQiE79RAYg2AWuCqvjGbdH3gz326RELBLO2zbjfftq+W3Wf+aYRgIYdpUreRwki9M/iuTBKeHNICvLPTjYQ/nmmCIAi/v3WJO4cXwg/06v1JSkNNEVEajleJP6wM3btk02SMeHoWrUnxJv+zukn2IsxWboAhOD+Jjred1yXAqTERbQwhQLcyiagw4exJBfLNlU0PfZ+8I0kVhEGH1gOfcaB12uLk98FQopbDW0rZt1nEUCoVC0we6ENEz3jDcRmUU9YEFp/VmwErELkyBU86hgLfvTu8go+s6vPfoKdccovnaxb0yI057xnj/w7bKKLoDC06111QqUpn7O2OCOM7Nl8KGqF1E1UQGG6PAGsXrAzqcRCRFgDxABJwN+7ict8uOyxnCQyTY6VnWnXwOVNVJ1HoWloG0TbKoLmwRmsTZCjLn9Jw0TQ3dBs5eZB1GJ+kh95DOSt5W2KEnd/2ItZauyyt8FQqFwroPbEfhhVvesrwyinaMBy1JabYjJnO5+KPQBofwoZ249GwCcghOIt8map/ZEavDwwQnCz4KPhxuTjXB7ALD778+92JY6VvWHBNNd6UUlVGHdSV2W8Qf2DE1FVUSnOTdsg/IhwPO7WOwvCdbbqyDbTkRL0xEWy8vMHyPq3ah1oWj0DbgPazOsg6jiw8/VfHWoWLE9HnFHmPM9JkUhUKh8BXNEPAxcmaX97x3RuGjUB+o1XqM8WDfKweVErYHdtPMga7rGIaB1ZSh0KKRGxxOadVx/2ulsgDCdjhcUHbjDef3zG/a48VS6QHFZ/9ut4BSk3aq04e9xvaB4QtzJAIpn1lreLXsuJzBC2rKMLAHssCZkZlq1+69bFIKR0ZiTDXRS8VVsFl+EN9ckXY9C/db/4hFkrcORLCZ57e1Fu893h+4W0uhUCg8gLpP5XS57+ePoTKpdf3r+jAOh26zxYeHZfTMCauEbrl62a30fY+ITOxw0ojcIDg9MPNoZdPXH6pTXRRog+HFvfObEkEsmshL88m4sP9R1IRzpjKKzXBAV2JbQz8sr8ERoLRJ+5Xflh3034dps8AeShGcHoqr0p1m4ROzsAC2LeL9MkP4IF0rfkA2xRF4FHblljkJIgzx4YrTaB0gmMwll8YYRIT1upR+FgqFfNRDeFDjhTlRGYUgvDpQJkx9VRNCJC6t29UOoxWdqMkDto/NdrtFTSyKfltSJ5yZ8cFxR8nhpNh2hxFFN0EThV1J3f3xYkEJP9pvM770pA4nxRCFdjjQi7Y1dC2cvzzM95saV0G93HVgiMI48y6ny7yb58S51O793bLDxQoLYG9RXeii62MQX7lWDo7EmASnzA+XPiaz+0PXn946UBrbXh9lXPfFWouIcH2ddxyFQuH5EkVohzDrzcL3cEZhlOLn9WEEp2bdELwnLtAtAWBMEiOu3rzPPZSD0vf9xGITqaTuswvDqIh5hDJjtMJq2A6HEZyaYBCEFw8sqQuScqd+X33WfOqjw2naTnUiHCw4XNoGJKY98hJx1aIrSsYoRJl3AsuMhzZT9u3eX/+ceySFU6dtoO8WfANPZVPy9tfcIzk9uk1yv+UeRgQv8OCycaXx1uJmUFKnlCqCU6FQyMZmjIxBFmtm1rsQ4nebwzyT6nrD6AOmWubaRxmLAG9+PZ3DthhjhrzD/QXxSWA6syNGhQeX1AFUVtEfKFur8QYRHiU4RTH85D45nPbLJx2nuwE4oxARfj1Up7q2Bm0WWRIMpP3KdpMOcxfI4CNR5l2EXASnh6JNmpgLb59YWABtDd122RZVreFVEWcPTjOPgMZOhFGExzRW8rbCZg4NV0phjOHq6vRaWBcKhWVQ94EhyqIX5JXR1AfqelW3HToG7EIdTtg07te/no7Dqes6YoyTl9OJ8EVo+MqMGPW40qHKQjceZo42ITmvXj4wwwkUXiwvPstw+uhwmvAMsTIKrQ/nSqSplxv/AWm/Ejyy0LK6Pkg6/J3xr2DJz7csfGz3XpcT8cJxkaYGQNllLrqU1rsgvre5h3J6tA0M+d1vXRRGgceMwluHHfILTtZatttt1nEUCoXnSzMEeh9xdsa7hTuojKI9UNerejtgJS4200rs4t+OAAAgAElEQVSMQwPvPiy3ROdruq6bvrmGaIQvBaczM1AZTx8fvuqorKL3cpCg7NobznREP2KSerGcmW/dYlN2qfvoSmyf/juVGJBtmz3i4UnsI0Devso9kkcxBCHEiJ6xx6kITo/BuUXXehYWwgxCoZ9MVaWfo3BY2hq2+d1vXdw1J37EPPXWYcceMluYjTEZSgUKhUIhUfeBzRB46UzuoTyaymg2PuLD0+/nTTeiF7x7VVpRqUhzoIDqOdD3PcMw4CY85BLRScT4rEvdyo5oFQny8DVHZVJe2uAPMEeDeXBg+J4glpX+7LBNpT964ilfGU1zCJG4bcEHZqx13I2rABYbAdL7iI9gZ6zSL3w3mwlXwWZT2r0Xjku7nrc/8j64IjgdA2lrQLK3oO3j42vGvU0nSnabt4uhtZZhGMr9vFAoZKHZdYqa82bhLpxRRIEP3dM2sN4H2gPl7OTEKdgeQNiYC9vtFu89VVVN96Kids/lT8/mMzMS9wrNA1lZBQjb/ulCYOPNg/Ob9ngxODVi1KdxpGZ8017/lVHUBxGcahj7FDmzVJxL419oPvMQhDEIbsbPkCI4PQZXwTikVP5C4QiIH5GuY7Fta/a4KgVcx9NqD5ydtgalswY0ighdfPz8HK0DAdvWBxzVwzHG4L2n6/KW9xUKhedJ3Qf0xO3mD01lFDEKr+qnZcK0dU0IkTjndkv3wCroJhYQjsneBfwYN/NjEUmd1D6vNVuZcafOPJxqdz63GZ42R32ELmrOH+twihalhN/ZL6NZHtx85YlURrEdI+EJ6zjgU97sanWYgWVAKZUqMq5+yz2URzGEyBgi1YzLsic7Hr+4uPhXgf8UMMB/cXl5+be++vt/H/h3AQ+8Bf7ty8vL/3f3dwH4+7sv/f8uLy//xlTjvhFXAQLvXsEPv8s6lMKJ0jYQxmWfGMAuiC8gVx9Q/8gfc4/mdGib7O43L+Cf0BXD22TNt801/OP/5OEG9kCstYgI6/Wa8/PzbOMoFArPk3pYeDkKafOqlOKXeuQv/xOP/z7NVU0MkbjwtY/RimHUdJuOsxdnuYfzZLqum14Q3QlO6qPgJKzM4zOHnAWFYvPEUscmpA51Dw8MT3ixKIQf7TVX425drKbNcIJUUhcifNh6/vjyCaWSbQ19Dz/+dLjB5cBVKfx8gQxBCDJvl+wkUvXFxYUB/jPgXwP+EvBvXlxc/KWvvux/Bf7q5eXlvwD818B//NnfbS8vL//F3Z+8YhN8avf+ZpnhYoUF0NYwDMvPcNoH8b0rXR0PhXiPbDfZ3W+dCIHH75OCsYjWs3A4AaVTXaFQmBwfhc0Qlh24S9roWA2/PtHh1KxbxtF/7PS2VJQxCMLbX05j7ZPDAbzvUre/OCrjUSo++lLRSuGMohueKDh5g4hw/uiSOktE8Qf3yU0jKo/DKYrwpn3aNSttkwSzpXaV3OOqxeYz9z6iFLN2yU61m/2XgP/78vLyH15eXg7Afwn8659/weXl5d+9vLzc7D78n4E/m2hsD2ff7v31n3KPpHCqtM3OorrwkzHnQIG8/iX3SE6HTZ3cbyavGNnF1Ib10QcqSqXg8G5z99ceEWstSqkiOBUKhclp+oCPstiObHuUUlRGc7V9WterdbMl+IDJ3IH1qSTBCd69fpd7KE/Ge4/3fvLNbCqpi+yrK1dmxOiIPLKkDqBy0D8xI6wJhijwwyMFJ0ETxPCjW3/x2ceWCj4Wt3clrp+YadWul384Dmm/0nfEcXlh/32Y/zNkKjnynwL+/LOP/wT8y9/5+n8H+O8++/js4uLi75HK7f7W5eXlf3P4Id4fpTXiVvDhfc5hFE6Zdg1DDz/9IfdInoZ1YAy8KYLTwWgbGMfsD/g+CkMUzp8wDO8qXL893KAegVIKay1Ns8yTrUKhsFzqITAGQc/4ZPq+HCKEuN70WAm4zAcqT0U5h2Lk7etlZsJ8zna7JYQwaX4TsE/S/vjhmRlxyuOfIjgZaPunWYlqb9AIKx15rMc7iOXcfDpskwxd6pxWGA0/r5/mcEqNgZZ//8JVqWvyh7dZYx4ewxAiaua/g6kEp5vehRsvrYuLi38L+KvAX/vs0//M5eXlLxcXF/8s8D9cXFz8/cvLy//nhn/7N4G/CXB5eXnUPI7x5Uv0OPD7P5ZcmsLjsNbyx1vmz1ZBd3aG/eGHiUd1eMYXL9H9tlwrB2J4+wsbiaiffo8+cuaQVvrW+2gMPUoHzpx59MlnrM443+TPTjo/PyfGeOv1WJgv37uPFgpz4Htz9JdhTdA1v/9Bc362bFfPDx1cd+OTrscxKJxOhwBLRrTB6g3Xm2ER96fvzVHvPcYYVqvVpM9qGVdoIyid5sKLKlLZSDOePVr8OnPC1SaitXn099iK46WNmCfkjAVxnJsBt5vnKgoqwPlqNelh4suzwFbMo+eoDD21VoSqwmZcjx6CKJFRK34Yes4WcM1+jvvznqoap19L2/sfMEx1R/8T8E9/9vGfAd9YHi4uLv468B8Af+3y8rLff/7y8vKX3X//4cXFxf8I/BXgG8Hp8vLybwN/e/ehbLfHOzkXFHx4z7t3y7fLFvLwxz/+8db5E1/9ioye8YhzeCpEaXj/tlwrB0J++RNxfQ2rc9SR58f5+Tm33UfX3UiMkfCEA+1eaV4OA/36mugmbLf8FTFG1ut1maML5Hv30UJhDnxvjv7pTc31ZsuLHxzbJ5aj5UbCSNMN/Pmvrzl3j9uMv683EAPeL/u9AHASWW/6RdyfvjdHf/31V9brNWdnZ7euB47B0L8gBk+IaS441SEihPil8+khOCNEEeptx8vV4wTe6wHO1UiUx5fmjdHw0jaMfgQUOoKJiq71yIRaq46ed3V49ByVq/fEugZ//P3K99ajh0BCgChc/1//gObP/uLRXucYfLhuGIeBqbeM3QPKU6eSUf8X4J+7uLj4ixcXFxXwbwD/7edfcHFx8VeA/xz4G5eXl28++/wfLi4uVrv//0fgXwH+wUTjvh3noNsSw/IfioV5ISIpNPxUsA62be5RnAzS1KA1yuTt4tM9oUPdHm9TAwa7yTs/rLWM40h4inpWKBQKD6TuAxqFOYEMlMooRIS37ePWxUM3sPXxkVLC/HBK2PqFp8EDfd8TY8RNnKuVQsM/vX8rMz65V0pqGy9sH9mpTiRlOJ0/skPdniAWQ2ClkkKw/7HUxEsQZzTtU8pg2ybFf5zA/QtjwRp4u7yGYH2IufsI3ckkM+Ty8tID/x7w3wP/Z/rU5f9xcXHxH11cXOy7zv0nwA/Af3VxcfG/XVxc7AWpfx74excXF/878HdJGU4zEJxSu3euPuQeSeHU6DtkHE+iJBqAqkpBfMMT68QLibaGzHkfIkIfn/50864CBNOu7/zaY2KMIcZI2xZhtFAoTEczxNmHvd6XyqQ29q+axz3r66trYojIE0qV5oRVik40MS5bQuu6Dq11hg5YGvlMflyZp4c5Vzv30PaRner6qPCieGGeZjbwYlBK+LG6Tp/YvbVP1LEeTGUUnRcG/8gXbmroNnD+4rADy4BSCqoV1MtqICMiDEFmv2eczLh3eXn5d4C/89Xn/sPP/v9fv+Xf/U/AXz7u6B6Bq0AivHsF/+g/lns0hVOibcAPoE5j0ZWC+ATev4G/MN/mk0sgud/yBzT2AvFQDielsM31Qcb1WKy1iAjr9Zoff/wx61gKhcLzQESo+9NxVVZGobV6dAhxs24JIRBOwS0BaKPwAdrrmt/94afcw3k0Xddled3kcEqCkyLijOepax+rQSvFpn/kHA0GEQ7icAL4yVzxlr+QfizhsZWCj6YyiijwpvX82U+P2HO0dWpis/SO2ntctVtjL4cxpjLRuXMad/UcuLRRKu3eCwenraHvk7XzFHAOJCLvXuceyfIZBmTsuaXnwmR0UfAHOFCJ2hC1xW7ylpCaXXni1dWyTrYKhcJyGYLQh2W7Xz7H6BT4/aZ9nHukrlv86FFVvjy/Q6KMRYA3Py+vRGePiND3/d1fePDX5YsudWd2xKinlw0ppaisoh8fJxg13hBFeGmeJjh5sYhofl+lKhkBUKDDtIeJblcG+/qRrkRpazCPbxwzO1yKAJEFCDh7ei+EKLN3yhbB6bF8bPf+a+6RFE6NtobtaVhUgXRioDS8/lPukSyfdp1OkzKXHPRRGAXMAR5w3jlclzcc35jUsaYIToVCYSrWfWAMcpD76FyojGb9SNdW3XRICDiz7A51e9Tu0PDtq/eZR/J4hmHIE+AuqTxzX1K3Mklwigdwd1cW+geEHX9OHQxReLLgBAovlh9svf8QmF5wqoxGq8e7ElPe7AndwFyVDna7Te6R3JshRFJF3bx/D0VweiQfaz3XJcOpcGDaGmJMN75TQJt0avC2OJyezD6gMfOCvIvCKEJ1gOfbaCvskMeyv0ep1IZ7s1nOIqNQKCybZgj0IWLmfjT9ACqjaB4rOG17rISTeT/EOhTw5u1yDzK6riOEgJ64zFFE7/6bnCYrM+K0ZwxPP2xbWfWg7lqf03hNpQJOHyDDUizn5svDtqlDw41KLqdXzcNdiZ8iHk6Ij3E5b+7+2pkwBCFGQal5u7KK4PQUFljrWZg/H7uQnYhFVSmVrpU6b07PSdDuAxrz1st3IggcpLOStw7bd+RusWGtzZZVUSgUnh91H9iOkXN3OkvxyijaMT6qJKXZjpjM5eKHRGmDQ7jeLrdhStd1jOOYQXBSuyVBUmDO7IjVgVGeLjhVBnwU/CPKWZtgeKEDh3D1BLGs9K5cUaU/U2sGSikqox7nSuy2iD+hBkewE5wEebuc6qXeR3yU2Qv1p/OUy4FzsCmCU+HAzKAL2cEp18phaBvwHqrMglMU1IE2Bt46lERMn1fssdZmyaooFArPk2YI+Cic2dNZijuj8EEevIGNMVI/pT37TKmUsH2km2YO7AWn1Wo17QuLJh1rfXI4pTYlT79WUqc6YTs8vFSw8YYXTy6nS3gxVHpA7UQ1UaDi9Gt/Z/TjXIltDeMAJxLyD6S9itbwajn5zEMQhihURXA6YVwFfU/MvFEqnA4SI2zb0zoxgHStbDaLCuKbI9KuZ+F+S4LTYcbgrQNhFsHh3nvG8emtlwuFQuEu6j6ilcp+Pz8klUlCwesHluh07QYfDpPRMyesErYL1tG6rkNE8jmc1GeCkxxmblQ2fZ+HdqqLAm0wnB9IcApi0URemvbj53JURT3albhvcGTccQaWAaVN2q/8tqySujEIzsxb0pn36ObOvtbzt7e5R1I4FbYtkiOg8di4CvyAlBLUp9E2KYA9I0GEMR5uVTRaBwi2WR/sez4GY0w6Za/zCl+FQuF5UA9h9p2FHkplkvf1l/phm/n6uiaEiJySW4LUua8TlSd4+wB0XYfKIYqKRiKkLnXCmRk5VHfe5HBSbLuHzdFN0ESBF+owv0svFpTwo91lfGUoqYN0zY5RaIYHOvE+RjycSIOjPa6CZjnrwCGkkrq5V2bPfHgzZ4G1noWZ0+wtqnm7kB2c3bXCu+W2B86NxDiLzLgupr4xh1p/eutAaWyTN+PLWouIcH1dssYKhcJxiSK0QzihxKKEMwqjFL8+sOtVs24J3hNPyC0BoE3qtvbhzbvcQ3kUe8FpamTXpU6piNUBo+OupO7pGK2wGjYPLKmrvUGQw5XURQMofl+l5lMCkKH6strN0VfNw65Zaeq0rnendc2mioz8a+370ntBKSZ3IT6UeY9u7nys9fw590gKp0JbQ9ed4A08lU3JmyI4PZpuk9xvmU/E+whe4ABNWhJK463Fbtu7v/aIWGvRWvPhQ+k8WigUjstmjIzhUFvo+aB3IcTvtw/czK83jD5gqrwdWA+NNikG/e2vy6uECCEwDJkCz0UhRFCpnM6ocLCSOkhldf0Ds7WaYJLD6UCCU8QQRfOTy+twckYhCK8e6ErcO+5PqSQYSPuVbZsOeRdAHyLqgNfGsSiC01PQBqyD98up9SzMnLaGbgvnL3OP5LC4CrSC13/KPZLlsne/mbzut06EQYRD5tx6W6VOdRlRSmGMYb3OW9pXKBROn7oPDFFOrqQOkmPioaHh9aZDh4A1pyU4ia0AePPr8hxOfd8TY8zjcEIDyblxZkasihywkp+VhX582BxtvAERXupDhXIpvFhe7DOclGQRDiqj0Erx8wNdibRrTvIG5ioIAVkv4/BxCILKoVQ+kCI4PYFP7d7LBqVwGKSt0ymHPa1Fl9Ia3Ao+vM89lOXSNjB0SeTOSBcFL3DIUXjrsEN+wclay3a7zTqOQqFw+jRDoBsj1cyDXh9DZRTtAzvO1ZsBSzy9/auxGODdh+WU6Ozpug7vfbaSul2IEysz4oxniIdbdVRW0Xt5UFB2EwznOqAPOEm9WM5MWvvI/n8mNtZopVgZxbvN/V2JEgKy3aSSulPDVRAjvHudeyT3Ygh5ROGHcnpPuqlxFWTurlQ4IdrmtFqMfk5VJQdX4XG0a9husrvfUoe6w9aLj7bCjn16yGfEGEPf91nHUCgUTp+6D2zHwMu5J70+gspotj7iw/3v53XvMSeXaAVKKyoVafrlhYZ3XccwDNgcB6Ci2CsvKzuiVSTI4a6VyqYctcHff442XnN+MHdTIojlTO8O2/aaQaYcp+YhrsRNA95nb2JzFKoKlELeLCOfuffLuG+e4EyZGOdKu/fC4Wjrw6Uxzw1XzSL0eqnsO/zldr/tBadD4q2DKLPIcer7vtzPC4XCUan7AArsiTqcYoT393RMeO9ph5hjnz0JFmE7Lu+Zsnc4VVU1+WuL6JThRCqpiygOGWBZWQUIm368979pgjlYftMeLwarPEaNH+VWnUVwUjQPKTFs9w2OTu/+hXUpMuf1MgSnMSzj3nKCM2ViXAV+TGn9hcITkHFEuu40LaqQxNluSwzLO+mbBW2d/TRJROgPGaSww1sHCC6zA84YQwiBrstb3lcoFE6bZojok4sMTzijiAiv2/tt5tt1Q4wBOUW3BGC1YrvAZd2+Q12W7leikM9K6jhwtlG1i8Lc9vfLLRqjoouaF/qw69cQLUoJP9rrj3qayiA4OaPYjg9wJbZNyptdrY47sAwopZLL6Wr+ESAiQv8AJ2lOTvPuPiXVrt37+9J9q/BE2hr8mJT1U2QXxMfVMoL4ZkeT3/02CvgjCKJJcFKY5urg3/shWGsRkRIcXigUjkrdh9y386NRGY3i/iHEzXVNCJF4omsfo1USLDbLOsjIefCSHE4CCCtz+EPKyoJC3dvh1ASNCLw4cEmdF4tC+J29/vg5ddiXuBeV0QQRPnT3fPGmhr6DsxfHHVguFlKREQRCTNfJ3CmC01OxSXCS10VwKjyRtkkW1VNdhboqhUC+K9fKQxHvkW5L7odKL0Lg8A+OYCyiNTazU9TsOgBeXeUVvgqFwunio7AZw8mama1Of+7bZr1et/jRIyfWLGWPNhoB3v6yjBBi2DknMuUZipAcTRJZGY8+guVHKZVcPcM9BSdvEBHOD15SZ4ko/uB++2ji0iFPp7oY4VVzv2tW2hq0RmXumnw0XJVyqmZO7yNBlrFtLILTU3G7Ws83P+ceSWHptPUuFPo890iOg3MpiO/1L7lHsjw2NYQxe738vkPdwTsJKYV3FbbbHPgbPwxrLUqpIjgVCoWj0fQBH+X0OrLtUEqxsprre7ol6mZL8AHr8nZgPRrGJsHp1dvcI7k33nvG8f75RgdF1M7bFFmZEaMPGxi+Z+WgH+8nZjXBEAV+OLDbStAEMfzkPiupyyA4OaNQSvHr+p6/8xlEPBwVV0HfEcf7CXC5GIIQoiyiPPuEZ8s0pHbvFXx4l3sohaWzD+FbnajgZB0YA2+XEcQ3K9oGhiH7A76LwhAFd4Rnm7cON+QtOVBKYa2lrksmX6FQOA71EBiCoJdwLP1InFash3sKTpseKwF3ggHqADiHQvHmzXLiBLquI4SQJb9JRIN8Epys8oQDZzhBynEa7tnhq/EGrSIrfXhbYhDLmdl+/DhHaLjTCqPhl3u6Ek++47RzqWvyb/Pe2w8hEhZilT3Ru/vEVBU087feFebNR4vqKXZ9YB/Et4Lr4h55ME0NXQdnecXILqZUBXuEjdJoHbbPn3Gx71RXKBQKx6DuA1sfOXen+ayHlAnT3ldw2g7Yk+1RByiDVZEP67wO3oew71CXJzBc78rqImd2wJnAEA5fbllZxeAj8R6NUJqgeaFDWsceGB8tZ7pj34gvR4aTUoqV0Vx1dzu4ZOiRoSd3xMNR2UWAyNt5R4D0O4eTWYBd9nSfdlOykFrPwsxpm+wOlqPjqtM/GTkGbQ3DFlZnWYfR7/YER1l0WYcOHp3ZwmyMKV3qCoXC0aiHQDdGzuz8NwmPpTKKPgjbe7Rar+8bVLxQlFZUCJt7CnBzoOs6hmGgqqrJX1tQOykjZTgpUunZoaksCMJ2vFtkabzh/MCB4Xu8WFYmCTiiQB3BzXUfKqNo7jNH2+a0GxxB2qsoDa/nHZczeGEIqSRy7pz47nYiXJXavfvS7r3wOEQE2jULKMN9Gs4VcfYRJPebyR7Q2IkcbYr6XQMGm3l+WGsZx5EQlrM5KBQKy6HuA0YpzIm6mSFtXkWEN+3318VDN9CHeMpeCQCsErYL2iL0fU+MEZshyD2V1O071I3EIwkw1U7w3Xbfzy0SgToYXh44MHxPEItWgTOdyuqOkJF+L5zR9xSc1ini4YTvXxgD1sLbeQf9DyHiQ6QqDqdngnOp3fv1cuqzCzOj3yKj52Tb1uxxFfQ9cQalU4tiBgGNIkJ/D+v5Y/HWAYLJ7ICz1hJjpG3brOMoFAqnSTOEkw0M3+NMKou6q+tVfXVNDJF4qt2udhit2IoixmWUDnZdh1LqKG7mO9mX1KlUUnesZXG109I2/ffnaBcVQRTn+jiKoReLQvjdPjg80zagMoreC52/Q3RqG+g2cP5imoFlIEWAVFDPOwKkD8IYpTicng0uncyXdu+FR9M24AfQp9kW+CO7umh+W063ltwk91tD7nr5XiAe0eE02tTF0DbXR3qF+2FMan+8Xq+zjqNQKJweIkLdn76jpzIKrRU/r+8QnK5bgvdEddqCk9aaINBeLyNSIGdZuYhCBIz2WB2O1vLdatBKsR2+73BqgkGEo5XUBUlz/ydzhQAqo+AUBd7e4UpMDY7G7BEPR8dVMPODx8EnAXsJDSiK4HQIXAUK5NW8az0LM6atoe/Bnvaiay/Ozj2Ib1YMPTIO5K637KLg5XijEG2IxuJm4HAC+PChOFYLhcJh6YMwhHjy1fNGK5xWvGnu2Mw3Dd4HdIasoCnROwfX65/n36VXRPI2zhCNSCqnMyoezeGklGJlFd0dZWSNN0QRXprjOZxENH+oPqTQ8GyCU3rfX93RqU7aJjU4WoDI8SRcBdsmHfrOlD6kQ+Al/C6K4HQIrAVjoWyiC4+lqWF72hZVIJWfag1FnL0/+9OkzPXyXRRGgWM6d1Onuu3dX3hEtNZorbm+zuu0KhQKp0fdB8YgJ19SB1BZzbr//ma+bnokBOyJl9QpaxDgza/zbrMOMAwD3vtsm1gRBUTOXBKcjinPVhZ6//0yx9obosAPR8pwAoUXyw+2BgQV87zv7p6uRJqao9nO5oRzMA7Idr4upyHERYhNUASng/Cx1rNkOBUeibQNxJAU9VNGG7AO3s87iG9WNDUMXRK1M5IEJ6E64rPN2yq74KSUwjnHZrOcFtaFQmEZ1H2g93ERbayfSmUU7R3ukXrT4eT03w+xDgW8ezf/Uu3tdksIAZ3rkGvncDozI057xnA8MbKyin6M33WxtMFQqYA94tvhxXJutsg+wymDqcYokiuxvd2VmCIellEW+mQ+xuW8yT2SW+m9LEb7K4LToXAVbJ7JRVg4PPsuZEu5czwSpVS6Vur5L7pmQ7t3v51nHcY+MPyYnZW8ddihzx6eb4zJmmFRKBROk2YIbMbIC3f6y+9KK9o7NvN159EsI0j7KShtcAjX2zvcIzOg73vGccwmOIloILKyI1YHRjmi4GTARyF8pyFKEzQvdOCYsQZBLJXuP71EhktCKUVl1PddidsNEvwzcTjNPwJkSeXZp//EmwpXwWa+trvCzGmfiUUVijj7UNo6ud+qVdZhdCKoIx+7eetQIpjMLidrbd4Mi0KhcJLUfSCIsDqmXWImVEbho3Dd3byBjTFSD8fdyM+JSgnbcf7i2na7ZRgGVqs8aw4RhRA5MyMpoeZ410rqVCds+ttdPbU3vDhaOV3Ci6HSA4r0OjrTNKmMpv6e4NTWMA6pWuHUcVWKsnj9p9wjuZUhZLLDPYLTf+JNhXOp3XuXd6NUWB4Sw/MSK52DzWbWQXxzQtoGVP6Axi4Kx94YjDadKNm2Oerr3IUxBu894/j9wNtCoVB4CPUQ0GoZIa9PpTKaKMLrW0p0tu2GECKZImsmxyrYHle3OAj7wxaTK1dLNCKRlRmJctzJUdn0/W/rVBcFNsFwfqTA8D1eLJrIC5fWPirTPHHmDlfixwZHJ95RG1BaJ9Hp/Xxz14YgHK939GEpgtOh2Ld7f1/avRceyKZ9PhZVSHlnfkSa4nK6F20NKu+tOogwfsdyfii8dYBg27wll9ZaYoys16X0s1AoHI6mj6iFbBCeitt1mPi1vtktWl+tCSEg6hm4JUid+3pReH9c8eKpdF2XVRAV0QiBlR2PfqUkh5Ni291c6tgGTRR4qY+rAAWxKCX8zqU1h8rmcEquxPq27LW2gW4DZyfe4GhPVc02sypEYQyR4nB6buxrPd/Nt9azMFPa5vlYVOFTEN/7cq3chcQIm4bcD5QuCpHja6LeOlAaW+ftEGeMQUSK4FQoFA5GFKEZwnOpIKMyCqMUv6xvdo806w3eB2LmhhhToY0iCvz2et4H0zkFJxFAFFalDnXHXvkYrbAaNrc4nBpvEITzIwtOPloExU/uCgAV8rz/ldGIwOv65o5qU3UAAB4gSURBVPdD2jrZvpybeGSZcFXao82QIQhRluOWLYLTofhY61navRceSFtD1yUl/TmwK5uS10VwupPtBvE+u8Opi4IX0Mde/SmVgsMzt6G11qK15sOH0nm0UCgchs0Q8XEpBRBPZx9C/Nv25s1rXSfByVTPRXAyCPD25/kKTiEEhiFnsHlKilyZHqMCcuSSOoDVrlPdTTTBEAV+OHJJXUQTRPP76jcAdDbBSSEIr5pb5kBbg84f8TAZtoKuTYe/M2MIkSCCWobBqQhOh0KZXbv3d6Xde+GBtHWyqGbuQjYZziU315sizt5Ju9653/I+3HuBQYQpGit567CZQ8O11hhjisOpUCgcjHoIDCHmvp1Pyspq1v3Nm7V602Gixz4Th5PYdKj45vX7zCO5nb7viTFmdDhpEFjZDqsCYQLBqbLcLjh5AyKcHz3FWxHEcm7TYVvODCejFD+vvyM4PRexCXYRIAFZz+/wcQhCkOzn0fdmIcNcCFVp9154OLK7gatnsuj6GMT3Yb5BfLOhbaDv0vuVkb3DaYoZ6m2FG/J3iLPWst2WJhCFQuEw1H2g80Jlns/S2xlFe0seTLPpMSLPR4AzFgO8v5pniQ6kcrpxHPM5WOSTw8mZwBiPv+qorKL3cmNQdhMM5zqgJ5ikXiwvdAfk61Knd67Ed5tvHV0SArLdkDviYVJcyhWdo5mk95EQlpMJ+HyeelPgql3eSqHwAJr6+eQ37akqaMq1cidtDd0Wzl9mHUa3KwPR+viPjNE6zNijYt52PsYYuq7LOoZCoXA6NENg6wMvp7CKzoRKa7Y+4sO3O+i685hntHlVWlGpSNPPNzR8LzjZTF3I9g6nM9OjlBDk+NdKZVO+2k0up9prXphp1iJeLCvTgcoXGg4px6nub/iZNw14/7z2K7vDXnn9S+aBfMsQhDGCW4hi/3yeelPgKti2pd174WG0zbMJEf1IEWfvxb6Tn8rcgrabMHfEWwcis8hxGoah3M8LhcJBWPchBSI/I4dTZRQx8o1jwntPO0biM1v8WITtON9nStd1eO+pcmWKikJEWNl+J0VOUVKnAGF7Q3B4EwwvjhwYvidEi1UerQeI+a6L6jZXYlPPIuJhUuwuAmSGglMfImOQ3fydP8/nqTcFzoH3SFPK6gr3Q8YR6be71hzPCFdBtyXOvD1wdtomNSPIiIjQxenmp7fJwmwzt6I1xhBCKGV1hULhIDRDQB+988K8cEYRRXjTfrmZb69qYozIc8qDAayGbUYx4S72HeqmcDPfhEjqkrayI0yQ3wTJ4QSw7b/MLRqjoo+aF3qadaoXi1LCS9dmlWEro9nc5ErcO+6rszwDy4BSCqoVXP+WeyjfkBxOsTicniX7du9v51frWZgpbb2zqD6zS9E5iAGu5xfENyvamtz2t1EgTCiIJsFJYerryV7zJqy1iEgJDi8UCgeh6ZeTt3EoKqPRSvGn9Ze5fPW6IfhAfE7lOYDRmkEU23aTeyg3shecsiE6OZzMdJ3yKgMKxab/UhRtQhK/zicqqQtiAOGlXWctqUsiMXzovvq595miZ8+kwdEe59LPPjMGL0QBWwSnZ8hOcJK387PeFWZK2+wsqs8jMPwjroIo8O5V7pHMFvEj0m3JHdDYxdQJY6qHRTAW0XoWDieAq6urrOMoFArLZwzCZgzPzsxsNRgNr+ovN/P1usX7sAvlfT5oowHh3c9vcg/lG0Qke26hiMLpAT2h4qKUorLqm5K6xhtEZLKSOi8WQfFjdZ211X0qgxVeNV+KftKuQevUlf054SrY5I14uIkhpILkrALxAyiC0yGxDoyBV0VwKtyTdg3bzTM8MahAgbz6OfdI5kvbQBiz9zztRfBMWLavFN5VuBlkOCmliuBUKBSeTDMEfHxGHdl2KKVYWc31V26JptkQfMBkziecGmUsArx59Tb3UL7Be4/PHHMgolnpLdZEwoSlh5Xlm9DwOhiiwA9mmvdE0ASx/ODqycoJb6IyCqUUv6y/yrRqG1iIuHFQXAX9ljhM57q7D31Y1vOkCE4H5GO796v3uYdSWAp7h9NqlXsk02ItGAtvi8PpVtoahiF7R5AuCn0UqgkfbKN12CHvSatSCmstTemmWCgUnkg9BIYg6Ge4YXNGU38VQlxvBqwE3DMKUAcQ51Ao3r6dX5xA13WEELKX1K3sFqs8YcItamWg91/ailpv0CpSTZi75sVyZjappC6Ty8lqhdXwa/2VwDKDiIcsOJcqMj68yz2SL+h9XIy7CYrgdHhclZL8C4V7IM3OovrMMpxSEF9VMpy+R9ukgMazvAGN+8BwM+GDzVuHHfrsYfrW2uwlBoVCYfk0fWAzRs7d83rWA1Q6db36vONn3Q1YMgbV5EIZrIp8qOfXjGLfoS5XYDikkrqV6XEmMITp3G+VVYw+Ej9rkFIHw0s9rQAXouXc7uZGpuWPUorKaK62n5xdMvTI0H/nX50wrgKJyMwOyIewrPrs5/fkOzal3XvhIWyeqUUVdtdKEWdvpV3D0MEqr+DU7/YEUy66vHXo4NH+2zbFU2Ktpe+f6SKrUCgcjLoP9D5ytpAW1oekMoo+CJ3/JDDV3fPsUKu0okJo+2lygR5C13UMw0BVVfkGIZqVSYKLTOlwsiAIm+HTvGy85nyi/KY9XgxnpgMElXGKVEZ96UpsG/Dj/9/encdIcpZ3HP++dfTsiWOwzGFMcIgTcCDhMIdEgIQIYiCyEwU/AUfggBMjBAICikICAYWEI+GOQsJt44TrDYfiRATCIUAKR8ARlwGJxRhsvOza3vVMT093dVfVmz+qZj27eIxnt6ff6u3fR2p5trq79m3vM9VVTz3v8y7eAkfQtgBJ4EC3WoCs93CaFwsYOdtsfa6nlnuXnyGE0JSoLnTCqXuN+LoiDFYhSaM3aBzVYeZfamXWLMDQhcbh4/GYqurexYGIzI/+uCJ1jnQBL9h6qSOEwIHV5gZCMRpRlIH5ulyanswFhh0s7hqNRtR1TRaxr9Z6hVOYcQ+jXpsIHrUr1YUAq1XKrhn1b1pXhYw0KVlKRlFXquulCYOjEk4rTYuHBZsCCzS9mfMMbtwfeyRHUYXTostzqGo4rD5OcvvCaI0wmcRehCyePIeioB51r7S8Ewb96A3D6xAoIkxrK7McCKSDlZn/3RtlWUYIQX2cROSErI6rxb23lDbLy+9vV71avWWFuq4JC5h8A0gTx6h21HW3sk6j0QjnXNS+MCEk9LJi5ufFvTbHtlY0MTqqHVVwESqcMhw1u7IBM/6rj5K3VYnDSTuIwSoMB7BjV7xBReKca26Q9+Oej24UQmBchbm6fFzMo/12aud6ctOB2CORjgv9FZhMFvOOAbS/KwFu7t5qLbGFEDrRC66oA3WEhNMky8E58tW4X/Bp2iyLvLLSnRMNEZkvIQT6Rb2wCade6kiSW1e96i8PqMqSOvKCGLGkSUIVoH9oOfZQjrKecIolBEhcIHOTmfemzpKmT+Vw3MZomRIC7Iowpc4R2J2vErPFWVOVCDcO2gqv1T6UVfQWD9HkvSbp1hHjqjk3n6evlAW90t1GeQ+cI3Rsrqd0T91fgaJoVmtbRB1txNcJxaipfov8bTKqa8oAs74sCElKnWZkkfvhrU8tOHxYze1F5PgMJzXjqo69BkI0aeLIE8fBQXsx3x9QlhVJzF5BEbk0JQAH93fnxnRd1xRFcVRj9xiWXEHiZv+74pyjlzlG7TSy1SqlDiHKlLrgYHfWJ6niXaL30oQ6BH7SViWGQR+SuNVvUbUtQGL/fqwbV4GqDnN1E0MJp2k7stx7t+Z6SvfUqyswGsDOxStRBZoDeJLAQSVnf8qRBo1x7wAPq8A4QBrhS22S9cgiT7dMkoQ0TVle7tadaBGZHyujCZMqkCVzdHUwZUtZQr9tlL26OiJUJVnk/oTRtDcybtzfnWXWi6Kgqma7IttPCQl50iScYvT36mVQlG2Mlil1gD3prOe1OeqQsjNfizql7taqxCbhxGB1MRuGr8t7UI4JHek7O65qqgBJ7LvSW7DA0bM9jiz3vqILFLl9ob/cTL/MF/cuH1mu6ae3ZdBvVqiL3jC8ZhICeYTvtDLLycZxE07OObIsY21tLeo4RGR+rRQlRVmzwPkm8tSx2laP9IcFWQiki/o/JMtxwI03d2eq9traWvSEUwgJS2lBnkwYV7M/9+lljmISmr6NVcqSq8giXCWXIWVHMoq6St16VeKBweTWBY66UdwTR543cz5vOhh7JMCtFU64+flHUcJpO+S9pqO/yO2oV1eaVcjmqSZy2nq9TvQq6pxBH4ZrsHNn1GEMq2aOeIyVlZqE05jY81DSNGU0GkUdg4jMr/6oZG1Ssytf0IoeoJc41iY1dQj0RyVpzAY1kbkkISewsjaOPZQjhsMhk8mENOJNrhAcvbQgTSrKECPhBGXdXMivlim70ooYfQ1qMnZkQ5LIuYRemrBSVDBcIyz6yuttz9nQkdlLRVlT1vNVNauE03bIe6A74vIz1P1l5moC7nbIe01yRY426ENVQb4UdRijOt7C1ZMsx4WKtIhb5ZRlGUVRRB2DiMyv5VFJVQeWssX9vu9lCWUdWB5OjkytW2Q9F1ibdCfpNhwOGY/HLC1FPOcICb10RAiOGJenzUp1gbViQr9KZt6/aV0ZUnrZCBd5FcNe6lgtquZ8tBxHr7iPar0FSEf6MxdVYFIHciWcFlyew1jLvcvmQl0RBquLXaIKzUF8uNaZRnxdEdr58rGr34ZVvH+XMutBgCxyQjJNU6qqYjKZRB2HiMynldGEJCH68TymXuKoQ+CHB/tUdU29wP8vADIHw+7km45MG49b4ZTQc0W00+Je26xyMJowrFJ2RmqiVIYMR83uJG6/oF7qGExqwuoKFCPIF3SBI5qqRPIeHOrGqtrjqmZSBfI5WuV8fkY6T9rVt7i5G3M9pYMGg6ZEdbHPuZrkbDlpvtDkVqsr4OIenqvQ3EGJpcxyALLIsZFlGXVds7KiGBWRrVselnPV3HU79FKHw3HtgWWqqiK4Ba6WALIEiuAYF92YVjccDuMnRAMspUVz/RRBU+HkODSsqAPsipRwqkJG4mr2pHETTnnqKOtAf7kPwyHs3B11PNF1qAXIuAyUdSCfoyzOHA11jhyZ66nl3mUTgz5MxtFXIYuu/V3hRjUOXxfqGobxV8IY1YGKeMuullkOzpGtxl2AYf2Or1aqE5GtqkNgdaybS3nqSB386NAaZVlRp4tbLQGQpCkhwC0Hb449FKAbCaeUmsTVuCROwqlplA3LRU0gxKtwqjMcsCeNm9zopQkhBG46PABCswL7Ist7sLYaexRA0zTc0aykPC/mZ6TzZH2u50+6MddTOmjQpx6uQcz58l1wJDl7Q+yRdMdwvfot7snfqG7uoERrXOkcZZ6TDeP2w8uyDOcchw8fjjoOEZk/g3HNpOrQ3KlInHP0soTV4ZiyrEh7eewhReXSlAAc3B9/JkRVVRRFEb21QS+Z4AiEiNnZXu5YLaAOsCdSD6eahBrH7iz+lLoAHFpe60SLh+jWW4DU8XvQFVVNMmf/Hko4bYMjy71rSp1sZtAnDNdgR9xVyKLL8qYR4YFurPzQCUeq3+Ienkc1FJFLdss0J4vcNDxJEtI0pd/vRim1iMyP1XHFuKxJ5+vaYFv0UgeTMWldki1yA2I40g/n4E8ORR4IjEYjqqqKXi3RSyY4V1GHiAmnFAaTACGwM1KlFTjKkLMjibs6blOV6Di0OmLhSzShSThVFeGW+Dcfx1Vg3poAz6w+zszOA94MpMA7vfevOeb5JeAK4CHAzcAfeO+vbZ/7C+ASoAKe573/xKzGfdx6vaYPi8htaJpCO9yCl6i6JCHkPTh8U+yhdMdgtW3QGPcOcBECFbAj4hgmeY9do/grfmZZxnCoRSBEZGv6RcVwUs1Vc9ft0iScJmQhMEeLK22LkOSkjLj5lvhTdEajEZPJJHoFS55MyFxFUcc7L+5ljlEJO1xJEjFIy5CylI6gJlppSOIcvQT6Rdm0vlh06y1AbjoAdz4t6lCKso7++7pVMwljM0uBtwBPAM4Bnmpm5xzzskuAw977XwTeCPxd+95zgKcAvwKcB/xTu79u69BcT+mgQR+34E0zj8i704ivE1b7MIrfoHFUB1yIO0e8zHLSyRgXuYQ5TVNGo7h3G0Vk/vSLirVxxe556u66TfI0wZVjnC5ecYmj52oGRfzVT4uioCgK8sg3uZaSCQGoQ7zflV4Gk9qxk7jN3Ks6Zcd6wimi3WFCP6SghHlzE9hBOBC/Bch6D6d5MqsIehiwz3t/jfd+DHwAuOCY11wAvKf9+UPAb5mZa7d/wHtfeO9/AOxr99dteQ/WBtHnREtHDfqEOctOb5u8B0MlZ9eFQZN8c1nc6rdRHa9h+LoyyyEEssjJ+yzLGI/HOp6LyJb0xxXgyHTBxpILuLKkjv3F0hE5sBanTdBRhsMhk8kkesKpl4yp6oSY07d6mWMSEnp13IrmipTUTejVcROSu6qC1TqL3uKhE9ZbgBzsQsJp/voCzuqK5gzgug1/vh54+Gav8d6XZrYM3KXd/qVj3nvGHflLv3/niFMxTt0L9W74zFvijUG6aw+43TnBxZ8uFN2ppzbL4H76H2OPpDvuewpEjo1TTg3cKdmBS3dFG4MLe6mqu3HX5BBU8ebN331XQb20xj4dzztnX9tmVqSLzgDOCIHeIH6j2dhqYPzzKQkBkvgXbdGdVlPj+F4Hzn3ukydkYW/TuCSSpA78oL/EN34SbzGdEGrCZEj5/R/wvX3xzsF27c2515mOR9U+ahP1cimhPMtxjdsZ/ZzUsUaI3fb24WcBy9GvV84FHlrX5DfHTTw192AffIdeO6uE0239thx7hrjZa+7IewEws0uBSwG89zzmaa/ayhhFREREREQkgmOnv4jI/JtVjdz1wJkb/nxP4NjbG0deY2YZcApw6A6+FwDv/du99+d67881s6toklV66NHJh2JUj64/FKN6dP2hGNWj6w/FqB5dfyhG9ej6QzHa6cfPNKsKp68AZ5vZWcCPaZqAX3TMa64ELga+CDwZ+Iz3PpjZlcD7zOwNwD2As4H/ndG4RURERERERERki2ZS4eS9L4HnAp8AvtNs8leb2SvM7Pz2Ze8C7mJm+4AXAi9u33s14IFvAx8HnuO912R4EREREREREZGOmtkySN77jwEfO2bbyzb8PAIu3OS9rwReucW/8u1bHaPIjClGpesUo9J1ilHpOsWodJ1iVLpOMTrHnJZ5FhERERERERGRaZpV03AREREREREREVkQM5tSd6LM7N3A7wAHvff3b7f9GvBWYA9wLfCH3vsVM8uBdwIPpvmMV3jvX92+5zzgzUAKvNN7/5pZfxY5OU0xRq8F+kAFlN77c2f8UeQktcUY7QFvA84FauD53vvPtu95CHA5sJNmqvTzvfcql5UTNsUY/Sxwd2DY7vrx3vuDs/skcrIyszOBK4C70cTd2733bzazOwMfBO5NE6fmvT9sZo7mvPOJwBrwR977/2v3dTHw0nbXf+u9f88sP4ucnKYcoxXwzXbXP/Len4/ICTqOGL0vcBnNddNLvPev27AvXdt33DxVOF0OnHfMtncCL/bePwD4KPBn7fYLgaV2+0OAZ5nZvc0sBd4CPAE4B3iqmZ0zi8HLQricE4zRDe/7Te/9A5Vskim7nDseo38C0G5/HPB6M1v/zvhn4FKaVUPPvo19ihyvy5lOjEKTmHpg+1CySaalBF7kvb8f8AjgOe255IuBT3vvzwY+3f4ZmnPO9WPlpTTHT9oLq5cDDwceBrzczE6d5QeRk9ZUYrQ13HAcVbJJpmWrMXoIeB7wuo070bX9fJibhJP3/vM0wbbRLwOfb3/+JPD77c8B2G1mGc0d+DGwQvOFvs97f433fgx8ALhgu8cui2FKMSqybbYYo+fQfNnTXqzfApxrZncH7uS9/2Jb1XQF8LvbPXZZDNOI0RkMUxaY937/evWH975Ps/ryGTTnk+sVSu/h1uPiBTRVzMF7/yXg59rj6G8Dn/TeH/LeH6aJbSXv5YRNMUZFtsVWY9R7f9B7/xVgcsyudG0/B+Ym4bSJbwHr2fYLgTPbnz8EDID9wI+A13nvD9EE8nUb3n99u01ku2w1RqFJRv23mV1lZpfOcrCykDaL0a8DF5hZZmZn0VTinUlzzLx+w/t1HJXtttUYXXeZmX3NzP6qnTIiMlVtZfKDgC8Dd/Xe74fmYgo4vX3ZZueeOieVbXeCMQqww8y+amZfMjPdXJKpu4MxuhkdR+fAvCecnklTgncVsJemSgSabGcF3AM4C3iRmf0CcFsnnOo7IttpqzEK8Ejv/YNpykOfY2aPnvGYZbFsFqPvpvni/irwJuALNCXQOo7KrG01RqGZTvcA4FHt42kzHbGc9MxsD/Bh4AXe+9urUN7smKljqWyrKcQowL3a9g4XAW8ys/tMeZiywLYQo5vRcXQOzE3T8Nvivf8u8HgAM/sl4EntUxcBH/feT4CDZvY/NGX213H03c97AjfMbsSyaI4jRq/x3t/QvvegmX2UJjn1+Z/aucgUbBaj3vsS+NP115nZF4DvAYdpjp3rdByVbXUcMYr3/sftf/tm9j6a4+gVsx25nKzahT8+DLzXe/+RdvMBM7u7935/Ox1pvW/Y9dz2uef1wG8cs/2z2zluWRxTilE2nJNe0y7G8CDg+zP4CHKS22KMbmbT2JXumOsKJzM7vf1vQrPKx1vbp34EPNbMnJntpmlG9l3gK8DZZnZWu7rNU4ArZz9yWRRbjVEz221me9v37Ka5yPrW7Ecui2KzGDWzXW0MYmaPo1kx8dttiXPfzB7RTlN6OvDvcUYvi2CrMdpOsTut3Z7TrHqn46hMRXvcexfwHe/9GzY8dSVwcfvzxdx6XLwSeHr7ff8IYLk9jn4CeLyZndo2C398u03khEwrRtvYXGr3eRrwSODbM/kQclI7jhjdjK7t58DcVDiZ2ftp7gSdZmbX06zsscfMntO+5CM0yyVC063+MpoTTAdc5r3/Rruf59J8oafAu733V8/sQ8hJbRox2k6r+6iZQfP7+T7v/cdn9ynkZLbFGD0d+ISZ1cCPOXpK0rNpVhPbCfxX+xA5YVOK0aV2e07zXf8p4B2z+QSyAB5JE2vfNLOvtdv+EngN4M3sEpqbShe2z32MZrn5fTRLzj8DwHt/yMz+huaCCeAVG3o5ipyIqcQocD/gbe0xNgFe471XwkmmYUsxamZ3o5k+fyegNrMXAOd471d0bd99LgRNcxQRERERERERkemZ6yl1IiIiIiIiIiLSPUo4iYiIiIiIiIjIVCnhJCIiIiIiIiIiU6WEk4iIiIiIiIiITJUSTiIiIiIiIiIiMlVKOImIiIiIiIiIyFRlsQcgIiIiMs/M7L1A4b1/5oZtjwE+Atzfe78/2uBEREREIlGFk4iIiMiJeR7wRDN7HICZ7QDeAbxomskmM0untS8RERGR7eZCCLHHICIiIjLXzOxC4O+B+wMvBR7ovX+CmSXAi4FLgFOATwHP9t4fbp/zwK8DO4Cvtc99p93nvwLLwH2ARwFPAvYArwXu2T73eu/9G2f2QUVERETuIFU4iYiIiJwg7/2/AVcB7wcuBZ7VPvVCmkTRo2mSRAPgHza89T+Bs4G7Ad8C/uWYXV8E/DWwF/gicBlwifd+L/CrwOe24eOIiIiInDBVOImIiIhMgZndFfg+8BLv/Zvbbd8D/th7/7n2z2cC+4Cd3vv6mPefBtwI7PHeD9oKp/ExvaFuAF4GfNB735/F5xIRERE5HmoaLiIiIjIF3vsDZnYTcPWGzfcC/sPMNiaXAnC6md0IvBp4MnAasP6a02gqoQCuO+av+T3gJcBrzezrwJ9777883U8iIiIicuKUcBIRERHZPtcDF91WUsjMngE8EXgs8EPgLjQVTm7Dy44qRW/3c76Z5cDzgQ8AZ23P0EVERESOn3o4iYiIiGyftwKvMrN7AZjZ6WZ2fvvcXqAAbgZ2Aa+8vR2Z2U4zu8jM7uS9nwB9oNq+oYuIiIgcPyWcRERERLbPG4CPA582sz7wBeCh7XOXATe0j6vb536Wi4EfmtkKzcp3T5v6iEVERESmQE3DRURERERERERkqlThJCIiIiIiIiIiU6WEk4iIiIiIiIiITJUSTiIiIiIiIiIiMlVKOImIiIiIiIiIyFQp4SQiIiIiIiIiIlOlhJOIiIiIiIiIiEyVEk4iIiIiIiIiIjJVSjiJiIiIiIiIiMhUKeEkIiIiIiIiIiJT9f+JYlZ7yEVwPQAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<Figure size 1440x720 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"### type your answer here\n", | |
"\n", | |
"\n", | |
"# get the 5 countries with the least contribution\n", | |
"df_least5 = df_can.tail(5)\n", | |
"\n", | |
"# transpose the dataframe\n", | |
"df_least5 = df_least5[years].transpose() \n", | |
"df_least5.head()\n", | |
"\n", | |
"df_least5.index = df_least5.index.map(int) # let's change the index values of df_least5 to type integer for plotting\n", | |
"\n", | |
"ax = df_least5.plot(kind='area', alpha=0.55, stacked=False, figsize=(20, 10))\n", | |
"\n", | |
"ax.set_title('Immigration Trend of 5 Countries with Least Contribution to Immigration')\n", | |
"ax.set_ylabel('Number of Immigrants')\n", | |
"ax.set_xlabel('Years')\n", | |
"\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Double-click __here__ for the solution.\n", | |
"<!-- The correct answer is:\n", | |
"\\\\ # get the 5 countries with the least contribution\n", | |
"df_least5 = df_can.tail(5)\n", | |
"-->\n", | |
"\n", | |
"<!--\n", | |
"\\\\ # transpose the dataframe\n", | |
"df_least5 = df_least5[years].transpose() \n", | |
"df_least5.head()\n", | |
"-->\n", | |
"\n", | |
"<!--\n", | |
"df_least5.index = df_least5.index.map(int) # let's change the index values of df_least5 to type integer for plotting\n", | |
"-->\n", | |
"\n", | |
"<!--\n", | |
"ax = df_least5.plot(kind='area', alpha=0.55, stacked=False, figsize=(20, 10))\n", | |
"-->\n", | |
"\n", | |
"<!--\n", | |
"ax.set_title('Immigration Trend of 5 Countries with Least Contribution to Immigration')\n", | |
"ax.set_ylabel('Number of Immigrants')\n", | |
"ax.set_xlabel('Years')\n", | |
"-->" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"# Histograms<a id=\"8\"></a>\n", | |
"\n", | |
"A histogram is a way of representing the *frequency* distribution of numeric dataset. The way it works is it partitions the x-axis into *bins*, assigns each data point in our dataset to a bin, and then counts the number of data points that have been assigned to each bin. So the y-axis is the frequency or the number of data points in each bin. Note that we can change the bin size and usually one needs to tweak it so that the distribution is displayed nicely." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"**Question:** What is the frequency distribution of the number (population) of new immigrants from the various countries to Canada in 2013?" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Before we proceed with creating the histogram plot, let's first examine the data split into intervals. To do this, we will us **Numpy**'s `histrogram` method to get the bin ranges and frequency counts as follows:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 31, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"Country\n", | |
"India 33087\n", | |
"China 34129\n", | |
"United Kingdom of Great Britain and Northern Ireland 5827\n", | |
"Philippines 29544\n", | |
"Pakistan 12603\n", | |
"Name: 2013, dtype: int64" | |
] | |
}, | |
"execution_count": 31, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# let's quickly view the 2013 data\n", | |
"df_can['2013'].head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 32, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[178 11 1 2 0 0 0 0 1 2]\n", | |
"[ 0. 3412.9 6825.8 10238.7 13651.6 17064.5 20477.4 23890.3 27303.2\n", | |
" 30716.1 34129. ]\n" | |
] | |
} | |
], | |
"source": [ | |
"# np.histogram returns 2 values\n", | |
"count, bin_edges = np.histogram(df_can['2013'])\n", | |
"\n", | |
"print(count) # frequency count\n", | |
"print(bin_edges) # bin ranges, default = 10 bins" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"By default, the `histrogram` method breaks up the dataset into 10 bins. The figure below summarizes the bin ranges and the frequency distribution of immigration in 2013. We can see that in 2013:\n", | |
"* 178 countries contributed between 0 to 3412.9 immigrants \n", | |
"* 11 countries contributed between 3412.9 to 6825.8 immigrants\n", | |
"* 1 country contributed between 6285.8 to 10238.7 immigrants, and so on..\n", | |
"\n", | |
"<img src=\"https://ibm.box.com/shared/static/g54s9q97mrjok0h4272o7g09cyigei0v.jpg\" align=\"center\" width=800>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"We can easily graph this distribution by passing `kind=hist` to `plot()`." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 33, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 576x360 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"df_can['2013'].plot(kind='hist', figsize=(8, 5))\n", | |
"\n", | |
"plt.title('Histogram of Immigration from 195 Countries in 2013') # add a title to the histogram\n", | |
"plt.ylabel('Number of Countries') # add y-label\n", | |
"plt.xlabel('Number of Immigrants') # add x-label\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"In the above plot, the x-axis represents the population range of immigrants in intervals of 3412.9. The y-axis represents the number of countries that contributed to the aforementioned population. \n", | |
"\n", | |
"Notice that the x-axis labels do not match with the bin size. This can be fixed by passing in a `xticks` keyword that contains the list of the bin sizes, as follows:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 34, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 576x360 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# 'bin_edges' is a list of bin intervals\n", | |
"count, bin_edges = np.histogram(df_can['2013'])\n", | |
"\n", | |
"df_can['2013'].plot(kind='hist', figsize=(8, 5), xticks=bin_edges)\n", | |
"\n", | |
"plt.title('Histogram of Immigration from 195 countries in 2013') # add a title to the histogram\n", | |
"plt.ylabel('Number of Countries') # add y-label\n", | |
"plt.xlabel('Number of Immigrants') # add x-label\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"*Side Note:* We could use `df_can['2013'].plot.hist()`, instead. In fact, throughout this lesson, using `some_data.plot(kind='type_plot', ...)` is equivalent to `some_data.plot.type_plot(...)`. That is, passing the type of the plot as argument or method behaves the same. \n", | |
"\n", | |
"See the *pandas* documentation for more info http://pandas.pydata.org/pandas-docs/stable/generated/pandas.Series.plot.html." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"We can also plot multiple histograms on the same plot. For example, let's try to answer the following questions using a histogram.\n", | |
"\n", | |
"**Question**: What is the immigration distribution for Denmark, Norway, and Sweden for years 1980 - 2013?" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 35, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>1980</th>\n", | |
" <th>1981</th>\n", | |
" <th>1982</th>\n", | |
" <th>1983</th>\n", | |
" <th>1984</th>\n", | |
" <th>1985</th>\n", | |
" <th>1986</th>\n", | |
" <th>1987</th>\n", | |
" <th>1988</th>\n", | |
" <th>1989</th>\n", | |
" <th>...</th>\n", | |
" <th>2004</th>\n", | |
" <th>2005</th>\n", | |
" <th>2006</th>\n", | |
" <th>2007</th>\n", | |
" <th>2008</th>\n", | |
" <th>2009</th>\n", | |
" <th>2010</th>\n", | |
" <th>2011</th>\n", | |
" <th>2012</th>\n", | |
" <th>2013</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Country</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>Denmark</th>\n", | |
" <td>272</td>\n", | |
" <td>293</td>\n", | |
" <td>299</td>\n", | |
" <td>106</td>\n", | |
" <td>93</td>\n", | |
" <td>73</td>\n", | |
" <td>93</td>\n", | |
" <td>109</td>\n", | |
" <td>129</td>\n", | |
" <td>129</td>\n", | |
" <td>...</td>\n", | |
" <td>89</td>\n", | |
" <td>62</td>\n", | |
" <td>101</td>\n", | |
" <td>97</td>\n", | |
" <td>108</td>\n", | |
" <td>81</td>\n", | |
" <td>92</td>\n", | |
" <td>93</td>\n", | |
" <td>94</td>\n", | |
" <td>81</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Norway</th>\n", | |
" <td>116</td>\n", | |
" <td>77</td>\n", | |
" <td>106</td>\n", | |
" <td>51</td>\n", | |
" <td>31</td>\n", | |
" <td>54</td>\n", | |
" <td>56</td>\n", | |
" <td>80</td>\n", | |
" <td>73</td>\n", | |
" <td>76</td>\n", | |
" <td>...</td>\n", | |
" <td>73</td>\n", | |
" <td>57</td>\n", | |
" <td>53</td>\n", | |
" <td>73</td>\n", | |
" <td>66</td>\n", | |
" <td>75</td>\n", | |
" <td>46</td>\n", | |
" <td>49</td>\n", | |
" <td>53</td>\n", | |
" <td>59</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Sweden</th>\n", | |
" <td>281</td>\n", | |
" <td>308</td>\n", | |
" <td>222</td>\n", | |
" <td>176</td>\n", | |
" <td>128</td>\n", | |
" <td>158</td>\n", | |
" <td>187</td>\n", | |
" <td>198</td>\n", | |
" <td>171</td>\n", | |
" <td>182</td>\n", | |
" <td>...</td>\n", | |
" <td>129</td>\n", | |
" <td>205</td>\n", | |
" <td>139</td>\n", | |
" <td>193</td>\n", | |
" <td>165</td>\n", | |
" <td>167</td>\n", | |
" <td>159</td>\n", | |
" <td>134</td>\n", | |
" <td>140</td>\n", | |
" <td>140</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>3 rows × 34 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" 1980 1981 1982 1983 1984 1985 1986 1987 1988 1989 ... \\\n", | |
"Country ... \n", | |
"Denmark 272 293 299 106 93 73 93 109 129 129 ... \n", | |
"Norway 116 77 106 51 31 54 56 80 73 76 ... \n", | |
"Sweden 281 308 222 176 128 158 187 198 171 182 ... \n", | |
"\n", | |
" 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 \n", | |
"Country \n", | |
"Denmark 89 62 101 97 108 81 92 93 94 81 \n", | |
"Norway 73 57 53 73 66 75 46 49 53 59 \n", | |
"Sweden 129 205 139 193 165 167 159 134 140 140 \n", | |
"\n", | |
"[3 rows x 34 columns]" | |
] | |
}, | |
"execution_count": 35, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# let's quickly view the dataset \n", | |
"df_can.loc[['Denmark', 'Norway', 'Sweden'], years]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 36, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
}, | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x7f98612d8f28>" | |
] | |
}, | |
"execution_count": 36, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# generate histogram\n", | |
"df_can.loc[['Denmark', 'Norway', 'Sweden'], years].plot.hist()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"That does not look right! \n", | |
"\n", | |
"Don't worry, you'll often come across situations like this when creating plots. The solution often lies in how the underlying dataset is structured.\n", | |
"\n", | |
"Instead of plotting the population frequency distribution of the population for the 3 countries, *pandas* instead plotted the population frequency distribution for the `years`.\n", | |
"\n", | |
"This can be easily fixed by first transposing the dataset, and then plotting as shown below.\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 37, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
}, | |
"scrolled": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th>Country</th>\n", | |
" <th>Denmark</th>\n", | |
" <th>Norway</th>\n", | |
" <th>Sweden</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>1980</th>\n", | |
" <td>272</td>\n", | |
" <td>116</td>\n", | |
" <td>281</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1981</th>\n", | |
" <td>293</td>\n", | |
" <td>77</td>\n", | |
" <td>308</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1982</th>\n", | |
" <td>299</td>\n", | |
" <td>106</td>\n", | |
" <td>222</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1983</th>\n", | |
" <td>106</td>\n", | |
" <td>51</td>\n", | |
" <td>176</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1984</th>\n", | |
" <td>93</td>\n", | |
" <td>31</td>\n", | |
" <td>128</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
"Country Denmark Norway Sweden\n", | |
"1980 272 116 281\n", | |
"1981 293 77 308\n", | |
"1982 299 106 222\n", | |
"1983 106 51 176\n", | |
"1984 93 31 128" | |
] | |
}, | |
"execution_count": 37, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# transpose dataframe\n", | |
"df_t = df_can.loc[['Denmark', 'Norway', 'Sweden'], years].transpose()\n", | |
"df_t.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 38, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": "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 |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment