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March 13, 2019 03:31
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{ | |
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"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>Waffle Charts, Word Clouds, and Regression Plots</font></h1>" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
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"source": [ | |
"## Introduction\n", | |
"\n", | |
"In this lab, we will learn how to create word clouds and waffle charts. Furthermore, we will start learning about additional visualization libraries that are based on Matplotlib, namely the library *seaborn*, and we will learn how to create regression plots using the *seaborn* library." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
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} | |
}, | |
"source": [ | |
"## Table of Contents\n", | |
"\n", | |
"<div class=\"alert alert-block alert-info\" style=\"margin-top: 20px\">\n", | |
"\n", | |
"1. [Exploring Datasets with *p*andas](#0)<br>\n", | |
"2. [Downloading and Prepping Data](#2)<br>\n", | |
"3. [Visualizing Data using Matplotlib](#4) <br>\n", | |
"4. [Waffle Charts](#6) <br>\n", | |
"5. [Word Clouds](#8) <br>\n", | |
"7. [Regression Plots](#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 we will explore 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. In this lab, 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:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"button": false, | |
"collapsed": true, | |
"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\n", | |
"from PIL import Image # converting images into arrays" | |
] | |
}, | |
{ | |
"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", | |
"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": { | |
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} | |
}, | |
"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 | |
} | |
}, | |
"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* and *Area Plots, Histograms, and Bar Plots* for a detailed description of this preprocessing." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"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 dimensions: (195, 38)\n" | |
] | |
} | |
], | |
"source": [ | |
"# clean up the dataset to remove unnecessary columns (eg. REG) \n", | |
"df_can.drop(['AREA','REG','DEV','Type','Coverage'], axis = 1, inplace = True)\n", | |
"\n", | |
"# let's rename the columns so that they make sense\n", | |
"df_can.rename (columns = {'OdName':'Country', 'AreaName':'Continent','RegName':'Region'}, inplace = True)\n", | |
"\n", | |
"# for sake of consistency, let's also make all column labels of type string\n", | |
"df_can.columns = list(map(str, df_can.columns))\n", | |
"\n", | |
"# set the country name as index - useful for quickly looking up countries using .loc method\n", | |
"df_can.set_index('Country', inplace = True)\n", | |
"\n", | |
"# add total column\n", | |
"df_can['Total'] = df_can.sum (axis = 1)\n", | |
"\n", | |
"# years that we will be using in this lesson - useful for plotting later on\n", | |
"years = list(map(str, range(1980, 2014)))\n", | |
"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": [ | |
"# 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`:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"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": [ | |
"%matplotlib inline\n", | |
"\n", | |
"import matplotlib as mpl\n", | |
"import matplotlib.pyplot as plt\n", | |
"import matplotlib.patches as mpatches # needed for waffle Charts\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": [ | |
"# Waffle Charts <a id=\"6\"></a>\n", | |
"\n", | |
"\n", | |
"A `waffle chart` is an interesting visualization that is normally created to display progress toward goals. It is commonly an effective option when you are trying to add interesting visualization features to a visual that consists mainly of cells, such as an Excel dashboard." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Let's revisit the previous case study about Denmark, Norway, and Sweden." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"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>Denmark</th>\n", | |
" <td>Europe</td>\n", | |
" <td>Northern Europe</td>\n", | |
" <td>Developed regions</td>\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>...</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", | |
" <td>3901</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Norway</th>\n", | |
" <td>Europe</td>\n", | |
" <td>Northern Europe</td>\n", | |
" <td>Developed regions</td>\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>...</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", | |
" <td>2327</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>Sweden</th>\n", | |
" <td>Europe</td>\n", | |
" <td>Northern Europe</td>\n", | |
" <td>Developed regions</td>\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>...</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", | |
" <td>5866</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>3 rows × 38 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" Continent Region DevName 1980 1981 1982 1983 \\\n", | |
"Country \n", | |
"Denmark Europe Northern Europe Developed regions 272 293 299 106 \n", | |
"Norway Europe Northern Europe Developed regions 116 77 106 51 \n", | |
"Sweden Europe Northern Europe Developed regions 281 308 222 176 \n", | |
"\n", | |
" 1984 1985 1986 ... 2005 2006 2007 2008 2009 2010 2011 \\\n", | |
"Country ... \n", | |
"Denmark 93 73 93 ... 62 101 97 108 81 92 93 \n", | |
"Norway 31 54 56 ... 57 53 73 66 75 46 49 \n", | |
"Sweden 128 158 187 ... 205 139 193 165 167 159 134 \n", | |
"\n", | |
" 2012 2013 Total \n", | |
"Country \n", | |
"Denmark 94 81 3901 \n", | |
"Norway 53 59 2327 \n", | |
"Sweden 140 140 5866 \n", | |
"\n", | |
"[3 rows x 38 columns]" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# let's create a new dataframe for these three countries \n", | |
"df_dsn = df_can.loc[['Denmark', 'Norway', 'Sweden'], :]\n", | |
"\n", | |
"# let's take a look at our dataframe\n", | |
"df_dsn" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Unfortunately, unlike R, `waffle` charts are not built into any of the Python visualization libraries. Therefore, we will learn how to create them from scratch." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"**Step 1.** The first step into creating a waffle chart is determing the proportion of each category with respect to the total." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Denmark: 0.32255663965602777\n", | |
"Norway: 0.1924094592359848\n", | |
"Sweden: 0.48503390110798744\n" | |
] | |
} | |
], | |
"source": [ | |
"# compute the proportion of each category with respect to the total\n", | |
"total_values = sum(df_dsn['Total'])\n", | |
"category_proportions = [(float(value) / total_values) for value in df_dsn['Total']]\n", | |
"\n", | |
"# print out proportions\n", | |
"for i, proportion in enumerate(category_proportions):\n", | |
" print (df_dsn.index.values[i] + ': ' + str(proportion))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"**Step 2.** The second step is defining the overall size of the `waffle` chart." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Total number of tiles is 400\n" | |
] | |
} | |
], | |
"source": [ | |
"width = 40 # width of chart\n", | |
"height = 10 # height of chart\n", | |
"\n", | |
"total_num_tiles = width * height # total number of tiles\n", | |
"\n", | |
"print ('Total number of tiles is ', total_num_tiles)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"**Step 3.** The third step is using the proportion of each category to determe it respective number of tiles" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Denmark: 129\n", | |
"Norway: 77\n", | |
"Sweden: 194\n" | |
] | |
} | |
], | |
"source": [ | |
"# compute the number of tiles for each catagory\n", | |
"tiles_per_category = [round(proportion * total_num_tiles) for proportion in category_proportions]\n", | |
"\n", | |
"# print out number of tiles per category\n", | |
"for i, tiles in enumerate(tiles_per_category):\n", | |
" print (df_dsn.index.values[i] + ': ' + str(tiles))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Based on the calculated proportions, Denmark will occupy 129 tiles of the `waffle` chart, Norway will occupy 77 tiles, and Sweden will occupy 194 tiles." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"**Step 4.** The fourth step is creating a matrix that resembles the `waffle` chart and populating it." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Waffle chart populated!\n" | |
] | |
} | |
], | |
"source": [ | |
"# initialize the waffle chart as an empty matrix\n", | |
"waffle_chart = np.zeros((height, width))\n", | |
"\n", | |
"# define indices to loop through waffle chart\n", | |
"category_index = 0\n", | |
"tile_index = 0\n", | |
"\n", | |
"# populate the waffle chart\n", | |
"for col in range(width):\n", | |
" for row in range(height):\n", | |
" tile_index += 1\n", | |
"\n", | |
" # if the number of tiles populated for the current category is equal to its corresponding allocated tiles...\n", | |
" if tile_index > sum(tiles_per_category[0:category_index]):\n", | |
" # ...proceed to the next category\n", | |
" category_index += 1 \n", | |
" \n", | |
" # set the class value to an integer, which increases with class\n", | |
" waffle_chart[row, col] = category_index\n", | |
" \n", | |
"print ('Waffle chart populated!')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Let's take a peek at how the matrix looks like." | |
] | |
}, | |
{ | |
"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": [ | |
"array([[1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n", | |
" 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
" 3., 3., 3., 3., 3., 3., 3., 3.],\n", | |
" [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n", | |
" 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
" 3., 3., 3., 3., 3., 3., 3., 3.],\n", | |
" [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n", | |
" 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
" 3., 3., 3., 3., 3., 3., 3., 3.],\n", | |
" [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n", | |
" 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
" 3., 3., 3., 3., 3., 3., 3., 3.],\n", | |
" [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n", | |
" 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
" 3., 3., 3., 3., 3., 3., 3., 3.],\n", | |
" [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n", | |
" 2., 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
" 3., 3., 3., 3., 3., 3., 3., 3.],\n", | |
" [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n", | |
" 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
" 3., 3., 3., 3., 3., 3., 3., 3.],\n", | |
" [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n", | |
" 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
" 3., 3., 3., 3., 3., 3., 3., 3.],\n", | |
" [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2.,\n", | |
" 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
" 3., 3., 3., 3., 3., 3., 3., 3.],\n", | |
" [1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 2., 2., 2., 2.,\n", | |
" 2., 2., 2., 2., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.,\n", | |
" 3., 3., 3., 3., 3., 3., 3., 3.]])" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"waffle_chart" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"As expected, the matrix consists of three categories and the total number of each category's instances matches the total number of tiles allocated to each category." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"**Step 5.** Map the `waffle` chart matrix into a visual." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.colorbar.Colorbar at 0x7f406f2fa4e0>" | |
] | |
}, | |
"execution_count": 13, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"<Figure size 432x288 with 0 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x288 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# instantiate a new figure object\n", | |
"fig = plt.figure()\n", | |
"\n", | |
"# use matshow to display the waffle chart\n", | |
"colormap = plt.cm.coolwarm\n", | |
"plt.matshow(waffle_chart, cmap=colormap)\n", | |
"plt.colorbar()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"**Step 6.** Prettify the chart." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"([], <a list of 0 Text yticklabel objects>)" | |
] | |
}, | |
"execution_count": 14, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"<Figure size 432x288 with 0 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": "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\n", | |
"text/plain": [ | |
"<Figure size 1152x288 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# instantiate a new figure object\n", | |
"fig = plt.figure()\n", | |
"\n", | |
"# use matshow to display the waffle chart\n", | |
"colormap = plt.cm.coolwarm\n", | |
"plt.matshow(waffle_chart, cmap=colormap)\n", | |
"plt.colorbar()\n", | |
"\n", | |
"# get the axis\n", | |
"ax = plt.gca()\n", | |
"\n", | |
"# set minor ticks\n", | |
"ax.set_xticks(np.arange(-.5, (width), 1), minor=True)\n", | |
"ax.set_yticks(np.arange(-.5, (height), 1), minor=True)\n", | |
" \n", | |
"# add gridlines based on minor ticks\n", | |
"ax.grid(which='minor', color='w', linestyle='-', linewidth=2)\n", | |
"\n", | |
"plt.xticks([])\n", | |
"plt.yticks([])" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"**Step 7.** Create a legend and add it to chart." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.legend.Legend at 0x7f406ef07898>" | |
] | |
}, | |
"execution_count": 15, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"<Figure size 432x288 with 0 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1152x288 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# instantiate a new figure object\n", | |
"fig = plt.figure()\n", | |
"\n", | |
"# use matshow to display the waffle chart\n", | |
"colormap = plt.cm.coolwarm\n", | |
"plt.matshow(waffle_chart, cmap=colormap)\n", | |
"plt.colorbar()\n", | |
"\n", | |
"# get the axis\n", | |
"ax = plt.gca()\n", | |
"\n", | |
"# set minor ticks\n", | |
"ax.set_xticks(np.arange(-.5, (width), 1), minor=True)\n", | |
"ax.set_yticks(np.arange(-.5, (height), 1), minor=True)\n", | |
" \n", | |
"# add gridlines based on minor ticks\n", | |
"ax.grid(which='minor', color='w', linestyle='-', linewidth=2)\n", | |
"\n", | |
"plt.xticks([])\n", | |
"plt.yticks([])\n", | |
"\n", | |
"# compute cumulative sum of individual categories to match color schemes between chart and legend\n", | |
"values_cumsum = np.cumsum(df_dsn['Total'])\n", | |
"total_values = values_cumsum[len(values_cumsum) - 1]\n", | |
"\n", | |
"# create legend\n", | |
"legend_handles = []\n", | |
"for i, category in enumerate(df_dsn.index.values):\n", | |
" label_str = category + ' (' + str(df_dsn['Total'][i]) + ')'\n", | |
" color_val = colormap(float(values_cumsum[i])/total_values)\n", | |
" legend_handles.append(mpatches.Patch(color=color_val, label=label_str))\n", | |
"\n", | |
"# add legend to chart\n", | |
"plt.legend(handles=legend_handles,\n", | |
" loc='lower center', \n", | |
" ncol=len(df_dsn.index.values),\n", | |
" bbox_to_anchor=(0., -0.2, 0.95, .1)\n", | |
" )" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"And there you go! What a good looking *delicious* `waffle` chart, don't you think?" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Now it would very inefficient to repeat these seven steps every time we wish to create a `waffle` chart. So let's combine all seven steps into one function called *create_waffle_chart*. This function would take the following parameters as input:\n", | |
"\n", | |
"> 1. **categories**: Unique categories or classes in dataframe.\n", | |
"> 2. **values**: Values corresponding to categories or classes.\n", | |
"> 3. **height**: Defined height of waffle chart.\n", | |
"> 4. **width**: Defined width of waffle chart.\n", | |
"> 5. **colormap**: Colormap class\n", | |
"> 6. **value_sign**: In order to make our function more generalizable, we will add this parameter to address signs that could be associated with a value such as %, $, and so on. **value_sign** has a default value of empty string." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [], | |
"source": [ | |
"def create_waffle_chart(categories, values, height, width, colormap, value_sign=''):\n", | |
"\n", | |
" # compute the proportion of each category with respect to the total\n", | |
" total_values = sum(values)\n", | |
" category_proportions = [(float(value) / total_values) for value in values]\n", | |
"\n", | |
" # compute the total number of tiles\n", | |
" total_num_tiles = width * height # total number of tiles\n", | |
" print ('Total number of tiles is', total_num_tiles)\n", | |
" \n", | |
" # compute the number of tiles for each catagory\n", | |
" tiles_per_category = [round(proportion * total_num_tiles) for proportion in category_proportions]\n", | |
"\n", | |
" # print out number of tiles per category\n", | |
" for i, tiles in enumerate(tiles_per_category):\n", | |
" print (df_dsn.index.values[i] + ': ' + str(tiles))\n", | |
" \n", | |
" # initialize the waffle chart as an empty matrix\n", | |
" waffle_chart = np.zeros((height, width))\n", | |
"\n", | |
" # define indices to loop through waffle chart\n", | |
" category_index = 0\n", | |
" tile_index = 0\n", | |
"\n", | |
" # populate the waffle chart\n", | |
" for col in range(width):\n", | |
" for row in range(height):\n", | |
" tile_index += 1\n", | |
"\n", | |
" # if the number of tiles populated for the current category \n", | |
" # is equal to its corresponding allocated tiles...\n", | |
" if tile_index > sum(tiles_per_category[0:category_index]):\n", | |
" # ...proceed to the next category\n", | |
" category_index += 1 \n", | |
" \n", | |
" # set the class value to an integer, which increases with class\n", | |
" waffle_chart[row, col] = category_index\n", | |
" \n", | |
" # instantiate a new figure object\n", | |
" fig = plt.figure()\n", | |
"\n", | |
" # use matshow to display the waffle chart\n", | |
" colormap = plt.cm.coolwarm\n", | |
" plt.matshow(waffle_chart, cmap=colormap)\n", | |
" plt.colorbar()\n", | |
"\n", | |
" # get the axis\n", | |
" ax = plt.gca()\n", | |
"\n", | |
" # set minor ticks\n", | |
" ax.set_xticks(np.arange(-.5, (width), 1), minor=True)\n", | |
" ax.set_yticks(np.arange(-.5, (height), 1), minor=True)\n", | |
" \n", | |
" # add dridlines based on minor ticks\n", | |
" ax.grid(which='minor', color='w', linestyle='-', linewidth=2)\n", | |
"\n", | |
" plt.xticks([])\n", | |
" plt.yticks([])\n", | |
"\n", | |
" # compute cumulative sum of individual categories to match color schemes between chart and legend\n", | |
" values_cumsum = np.cumsum(values)\n", | |
" total_values = values_cumsum[len(values_cumsum) - 1]\n", | |
"\n", | |
" # create legend\n", | |
" legend_handles = []\n", | |
" for i, category in enumerate(categories):\n", | |
" if value_sign == '%':\n", | |
" label_str = category + ' (' + str(values[i]) + value_sign + ')'\n", | |
" else:\n", | |
" label_str = category + ' (' + value_sign + str(values[i]) + ')'\n", | |
" \n", | |
" color_val = colormap(float(values_cumsum[i])/total_values)\n", | |
" legend_handles.append(mpatches.Patch(color=color_val, label=label_str))\n", | |
"\n", | |
" # add legend to chart\n", | |
" plt.legend(\n", | |
" handles=legend_handles,\n", | |
" loc='lower center', \n", | |
" ncol=len(categories),\n", | |
" bbox_to_anchor=(0., -0.2, 0.95, .1)\n", | |
" )" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Now to create a `waffle` chart, all we have to do is call the function `create_waffle_chart`. Let's define the input parameters:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [], | |
"source": [ | |
"width = 40 # width of chart\n", | |
"height = 10 # height of chart\n", | |
"\n", | |
"categories = df_dsn.index.values # categories\n", | |
"values = df_dsn['Total'] # correponding values of categories\n", | |
"\n", | |
"colormap = plt.cm.coolwarm # color map class" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"And now let's call our function to create a `waffle` chart." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Total number of tiles is 400\n", | |
"Denmark: 129\n", | |
"Norway: 77\n", | |
"Sweden: 194\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"<Figure size 432x288 with 0 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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2xqwt9nCmtXbmadq0lHShpE9LXGoiaVexx5nhc2c6X6qIihhr7UJJCyWN7ZW2MpKnnNGahX0lSRWJE40YxPFWHDfl4uY4WzPSKxSndUob18RxUy6xEGdRXPsKxRkS3FzhONGIQRxvxXFTLsSpnDhuyuVsxPEix4m8iLHWXlTadWNMDUnzJN1rrc0ucfl0HTmlnC8Va2IAAACAGOXIH9FRFmNMvAoLmDnW2vmnaZIpqVmxx00l7S7lfKnYnQwAAACIUdHYYjm889hLkjZaa587Q7N/SJpgjHlThYv4j1hr9xhj3pf0VLHF/FdK+n1ZfVLEAAAAADEqSp8T00vSCEnrjDFfhc89LKm5JFlrn5e0WIXbK6ercIvl28LXsowxf5T0efh5T1hrs8rqkCIGAAAAiFHRKGKstf9SGTuXWWsdSXed4dosSbPK0ydFDAAAABCjQo43l8hTxAAAAAAxKkrTySodRQwAAAAQoyhiAAAAAHgKRQwAAAAATynPh126CUUMAAAAEKNCjMQAAAAA8BKmkwEAAADwFLZYBgAAAOAprIkBAAAA4ClMJwMAAADgKV4difE5jlOe9uVqDAAAAMQQr1UEziebjkTU8JIOtSQX3V9EIzHGmDRJadbas5wOAAAAgMoSMyMxvdJWVqjDNQv7SpIqEicaMYjjrThuysXNcbZmpFcoTuuUNq6J46Zc3BxnUVz7CsUZEtzsmjhuyoU4lRPHTbkQp3LiuCmXsxFHLhqpiJCzZkNORA17daohuej+WBMDAAAAxCgW9gMAAADwlJBHV7xTxAAAAAAxipEYAAAAAJ7i1YX9FDEAAABAjCrfHl/uQREDAAAAxKhQlKaTGWNmSRoiaZ+1tvNprj8o6ebwwzhJHSXVs9ZmGWO2SzoqqUBS0Fp7UVn9UcQAAAAAMSoUitp0slckTZX02ukuWmuflfSsdOozKO+z1mYVa9LPWnsg0s78Pz1PAAAAAF7myBfRURZr7SpJWWU2LHSjpDcqkjcjMQAAAECMKs8Wy8aYtcUezrTWzixvf8aYapIGSZpQ7LQjaakxxpH0v5HEpYgBAAAAYlR5dieLZK1KBNIkrSkxlayXtXa3Maa+pGXGmE3hkZ0zYjoZAAAAEKMcJ7IjioarxFQya+3u8H/3SVogqUdZQShiAAAAgBgVki+iIxqMMbUk9ZX0brFz1Y0xSUVfS7pS0vqyYjGdDAAAAIhR0RplMca8ISlVUl1jTKakSZLiJcla+3y42TBJS621x4o9tYGkBcYYqbA2mWutXVJWfxQxAAAAQIwqiNIWy9baGyNo84oKt2Iufm6rpK7l7Y8iBgAAAIhRUV7vUml8Tvky9+htAgAAAGdd1D45spI48z8LRdTw/+nhl1x0fxGNxIQ/VTPNWnuW0wEAAABQWcrzOTFuUu6RmF5pKyvU4ZqFfSVJFYkTjRjE8VYcN+Xi5jhbM9IrFKd1ShvXxHFTLm6OsyiufYXiDAludk0cN+VCnMqJ46ZciFM5cdyUy9mIIxeNVETI+fsnkY3EXH+JB0diAAAAAPz8eHVNDEUMAAAAEKNCjmsGV8qFIgYAAACIUaHIZpO5DkUMAAAAEKO8urCfIgYAAACIUQ7TyQAAAAB4CQv7AQAAAHgK08kAAAAAeAojMQAAAAA8hSIGAAAAgKcUsMUyAAAAAC/hc2IAAAAAeArTyQAAAAB4CkUMAAAAAE/x6hbLPqd85ZdHbxMAAAA463znOoFycqYujuzt/YTBPslF9xfRSIwxJk1SmrX2LKcDAAAAoLIUFEQnjjFmlqQhkvZZazuf5nqqpHclbQufmm+tfSJ8bZCkKZICkl601j5TVn8RFTHW2oWSFkoa2yttZSRPOaM1C/tKkioSJxoxiOOtOG7Kxc1xtmakVyhO65Q2ronjplzcHGdRXPsKxRkS3OyaOG7KhTiVE8dNuRCncuK4KZezEceLorgm5hVJUyW9Vkqb1dbaIcVPGGMCkqZJGigpU9Lnxph/WGs3lNaZv2K5AgAAAPCqkBPZURZr7SpJWT8hhR6S0q21W621eZLelHRtWU9iYT8AAAAQo8ozEmOMWVvs4Uxr7cxydnepMeZrSbslPWCt/VZSE0m7irXJlNSzrEAUMQAAAECMciLenswna+1FFejq35JaWGtzjDGDJb0jqa1Ov1lAmUkxnQwAAACIUdGaTlYWa222tTYn/PViSfHGmLoqHHlpVqxpUxWO1JSKkRgAAAAgRlXWh10aYxpK2mutdYwxPVQ4mHJQ0mFJbY0xrSR9J2m4pJvKikcRAwAAAMSogoLoVDHGmDckpUqqa4zJlDRJUrwkWWufl/QrSeONMUFJuZKGW2sdSUFjzARJ76twi+VZ4bUypaKIAQAAAGJUtEZirLU3lnF9qgq3YD7dtcWSFpenP4oYAAAAIEaFKms+WZRRxAAAAAAxygmd6wx+GooYAAAAIEY5jMQAAAAA8JIQIzEAAAAAvISRGAAAAACeEq0tlisbRQwAAAAQozw6EEMRAwAAAMSqUMibVYyvnPPgvHmXAAAAwNnnO9cJlJPzu5m5ETX887iqkovuL6KRGGNMmqQ0a+1ZTgcAAABAZfHq58SUeySmV9rKCnW4ZmFfSVJF4kQjBnG8FcdNuZyNOFsz0isUp3VKm59dHDfl4uY4i+LaVyjOkOBm18RxUy7EqZw4bsqFOJUTx025nI04ctFIRYScB2Ycj6jhf4+vJrno/lgTAwAAAMQotlgGAAAA4ClssQwAAADAUxyP7k5GEQMAAADEqBDTyQAAAAB4CSMxAAAAADyFIgYAAACAp3i0hqGIAQAAAGJVtEZijDGzJA2RtM9a2/k012+W9LvwwxxJ4621X4evbZd0VFKBpKC19qKy+qOIAQAAAGJUQUEoWqFekTRV0mtnuL5NUl9r7SFjzNWSZkrqWex6P2vtgUg7o4gBAAAAYlS0PuzSWrvKGNOylOsfFXv4iaSmFenPX5EnAwAAAPAuJ+REdETZaEnvFU9D0lJjzBfGmHGRBGAkBgAAAIhR5SlQjDFriz2caa2dWd7+jDH9VFjEXF7sdC9r7W5jTH1Jy4wxm6y1q0qLQxEDAAAAxKjyfNhlJAvuS2OM6SLpRUlXW2sPFou7O/zffcaYBZJ6SCq1iGE6GQAAABCjKms6mTGmuaT5kkZYa7cUO1/dGJNU9LWkKyWtLyseIzEAAABAjIrW7mTGmDckpUqqa4zJlDRJUrwkWWufl/SYpDqSphtjpP/bSrmBpAXhc3GS5lprl5TVn6+cOxJ49ONwAAAAgLPOd64TKCfn5t9/F1HDOU83kVx0fxGNxBhj0iSlWWvPcjoAAAAAKku0tliubBGtibHWLrTWjjPGvKDCCqxCRzTiuCkX4vCaE4fXnDi85sTxfi7E4TWPQhzPcUKhiA63Ke+amIVR6jcacdyUC3EqJ46bciFO5cRxUy7EqZw4bsqFOJUTx025EKdy4rgpFzfGqVSh6H8GTKUo75oYAAAAAD8Pjrl/e0QN7V9aSoWjTq7A7mQAAABAjIrG9snnAkUMAAAAEKMKCgrOdQo/CUUMAAAAEKMYiQEAAADgKRQxAAAAADzFq5t8UcQAAAAAMSrkws+AiQRFDAAAABCjmE4GAAAAwFMch5EYAAAAAB4SClLEAFH3xRdf+BMSEh4KBAIdJfnPdT4AgB8JFRQUbMzLy5vcvXt3b74bAmJYiJEYIPoSEhIeqlmzpomPj/fmTxgAxID8/Pzzs7OzJemZc50LgPJhTQxwFgQCgY4UMADgbvHx8aHwiDkAj3HYnQw4K5hCBgDewO9rwIMYiQEAAADgKexOBlSCDfuSW+TmBxKjFa9qfMGJTvUP7yitTbNmzbq3atUqNxgM+gKBgHPdddcdvPfee/cGAoFopVEhKSkpF2ZkZHxZWptjx475rr/++nb/+Mc/Nu/cuTPh9ttvTwmFQr5gMOi75ZZb9t155537JWnu3Lm1Z8yY0aigoMDXu3fvI3/+858zJenEiRO+sWPHttq0aVO1mjVrBmfOnLk1JSUlb//+/YFRo0albNq0qfqQIUMOTpkyZWdRn0OHDm338ssvZ9SpU6cg2vccPJnbwgmFovZ94PP7T8RVqVrq90GTJk2633TTTXufffbZTEl69tlnGxw7dizw+OOP745WHhWVmZkZf++997Z4++230997772af/7zn5sEg0FfXFyc8/DDD2deeeWVRyVp2LBhbQ8cOBBfUFDgu/DCC49OmTJlZ1xcnB566KGmq1atqhUfH+80adLk5PTp07efd955Ba+99tp5L774YsOifrZu3Vr1nXfe2XDRRRflns3XeduEJ1qc3LE7aq9zlRaNT7Sa+lipr/OTTz7ZcPHixXUCgYDj8/n09NNP7+jVq9exaOUQyc9rpJ577rn6tWvXLrjtttsOPv74443nz59fNzk5OShJDzzwwHdDhw49kpeX57vzzjtbbNq0qVpBQYEvLS3t4MMPP/y9JGVlZQXuvvvuFhkZGVV9Pp8mT568vXfv3sckacqUKfXnzp1bPxAIOEW/C7788suq06dPb/DCCy9sj0b+ANwhxEgMcPbl5gcSc/ISakQvYl6ZLRISEkKrVq3aIEl79uyJu+OOO1pnZ2cH/vCHP5zTN6+hUEiOE9kvnlmzZtUdOHDgobi4ODVp0iR/yZIlmxITE53s7Gx/amrqL9LS0g4nJiaGJk+e3HTJkiUbGzZsGBwzZkzL999/P+mqq646+uKLL9atWbNm8PPPP18/Z86c2o8//njT2bNnb01MTHQefPDB3Rs2bKi6efPmqsX7vO666w7OmDGj3iOPPPJ9tO/dCYUS5YSi9n0QyR+h4uPjneXLl9feu3fv9w0aNAiWt4/8/HzFx8f/lPQi9re//a3BjTfeeECS6tatmz979uz0Zs2a5X/11VeJI0eObPfNN998I0kvv/xyRnJycigUCumWW25Jeeutt2rffPPNh1JTU7P/9Kc/ZcbHx2vixIlNJk+e3PCZZ575buTIkVkjR47MkqQvv/yy6pgxY9pcdNFFudLZfZ1P7tidmPvN5ij+vJdu9erV1VeuXJm8fPnyDYmJic7evXvj8vLyfJXVf3nk5+drwYIFdZcvX76h6NyIESP2Pvjgg3uLt3vrrbdq5+Xl+f/1r39tyMnJ8ffp0+cXN9xwQ1ZKSkreQw891KxPnz7Zc+bM2Xry5EnfsWPH/JK0bNmypA8//DB55cqV3yYmJjp79uyJk6QLL7wwd+/evQnbtm1LaNWqVdm/PAF4QigYnb9BGWNmSRoiaZ+1tvNprvskTZE0WNJxSaOstf8OX7tV0iPhpk9aa18tqz/mrwLl0KhRo+Bf/vKX7W+99Vb9UCikYDCohx56qOkVV1zRsXfv3p1mzJhRV5I++OCDpGuuuab9zTff3PqSSy75xahRo1qFwgvnunXrdv5//dd/NRk4cGCHfv36dfzss8+qXXfddW0vuuiiztOnT68nSdnZ2f60tLR2qampHS+//PJO8+bNS5akjIyMhEsvvfQXd999d/N+/fp12rFjR0JRbnv37o0bOHBgh3fffbdWybwXLlxYZ+jQoYclqUqVKk5iYqIjSSdPnvQV5ZWenl6lefPmJxs2bBiUpMsvvzx70aJFtcP3kzx8+PCDkmSMObR27dqkUCikpKSkUGpqak6VKlV+VAZce+21h99777060fvXP7cCgYDzy1/+cv///M//NCh5bevWrQlpaWntevfu3SktLa3dtm3bEiRp7NixLR944IGm11xzTbuHH3646eWXX94pKysrEAqF1KFDhwtefvnlOpJ0++23t1qyZElSRkZGwqBBg9qnpqZ2TE1N7bhq1arqRdeLvgckadSoUa3mz5//o9f5ww8/rH3NNdcckaSLL744t1mzZvmS1KVLlxN5eXn+EydO+CQpOTk5JEnBYNCXn5/v8/kK36cPHjw4u6jQ6t69+7Hvv/8+oWQfb7/99nlXX311VtHjn9PrvGfPnvjk5ORg0c9HgwYNgs2aNcv/6KOPqt14440pkjRv3rzkVq1adTt58qQvNzfX17179/MlacuWLVWGDRvWNjU1teOgQYPar1+/PlGS0tPTEwYOHNjhiiuu6Pjoo482Lt7f5MlYJuJ4AAAQMElEQVSTGxT97pg0aVJj6f9+xsePH9/isssu+8W1117b9tixYz8qpJYtW1azQ4cOx8sqjH0+n3Jzc/35+fnKzc31xcXFObVq1So4fPiw/8svv0waO3bsAanw98J5551XIEmvvvpqvTvvvHNP0b9Do0aNThXt/fr1O2ytrf2T/5EBuI7jhCI6IvCKpEGlXL9aUtvwMU7SDEkyxpwnaZKknpJ6SJpkjCnz9wxFDFBObdu2zXMcR99//31ceISiYPny5RuXLVu20VpbLz09PUGStmzZUvWpp57atWbNmm+/++67KqtWrTr1F+XGjRvnLVu2bFO3bt1y7r///pavvvpqxqJFizZNnTq1sSRVrVo1NHv27PQVK1ZsnDdv3pZnnnmmaVGxsWvXrsQbbrjh4MqVKze0bt06T5J2794dd9NNN7X57W9/u/vaa689UjzfkydP+nbv3l0lJSXl1F9Ot2/fHt+7d+9OPXv27DJ69OjvmzVrlt+uXbuTO3bsSMzIyEjIz8/X0qVLaxe9id2/f39C8+bN8yQpPj5e1atXL9i/f3+pI7l16tQpyM/P9+3fv98d8+6i4M4779y3ePHi8w4dOvSDe/rd737XfNiwYQdXr169YejQoQcnTpzYrOja9u3bE999990tzz77bGbXrl1zVq9eXeObb75JbNy48cnPPvushiStX7+++mWXXXasQYMGwQULFmxZsWLFxhkzZmydNGlSc0m6+eab91tr60jSoUOHAuvWrauRlpb2g9c5PT09ISkp6dQb8OKstbXbtWt3vPi16667ru3555/ftXr16gXGmEOneU7dfv36HSl5/v3336/9q1/96mDR45/T6zxo0KDsvXv3JvTo0aPz3Xff3fzDDz+sIUkXX3zx8S1btlSTpE8//bRGq1atcj/55JNqH330UfXOnTvnSNL999/f4qmnntq5YsWKjY8++mjmxIkTm0vSww8/3Pymm27av3z58o3169fPL+pr8eLFNbdv3574wQcfbFyxYsWGb7/9ttry5ctrSFJmZmbi6NGj93300UffJiUlFbz99ts/+p/5p59+WqNz587Hi59744036vfu3bvTuHHjWh48eDAgFf7RoWrVqqGuXbt27dmzZ5fbb7/9+7p16xakp6dXSU5ODt5xxx0t+/bt2+nXv/51i6NHj/olaefOnYkff/xxUv/+/TsMHjy4/ccff1ytqI9u3bodW7t2bVK0/+0BnDtOyInoKIu1dpWkrFKaXCvpNWutY639RFKyMaaRpKskLbPWZllrD0laptKLIUlMJwN+kqJpXKtXr675n//8p9rSpUtrS9KxY8cCW7ZsSUxISHA6dep0rEWLFvmS1L59++PFR03S0tIOS1KHDh2OHz9+3F+rVq1QrVq1QgkJCaGsrKxAjRo1QpMmTWr673//u4bP59OBAwcSiqZ0NGjQIO/yyy8/NUe/oKDAd/3117d/4okndvTv3z+nZK779u2Lq1Gjxg+mP7Vs2TJ/9erVG3bt2hU/atSoNr/85S8PNW7cOPj444/vGDduXGu/368LLrggZ9euXVWK329xfr+/zN9otWvXDmZmZibUq1cvN5J/V7dLTk4ODRky5ODUqVPrJyYmnvqz1Pr166vPmTMnQ5JuvfXWrOeee65p0bXBgwcfiosr/FXbs2fPnI8//rjGrl27Em688cZ9b731Vr2dO3fGJyUlBWvWrBk6dOhQ4De/+U2LLVu2VPX7/crMzKwiSf3798957LHHWuzZsyduwYIFtfv373+o5F/gd+/eHV+7du0fTXP7+uuvE//7v/+7ydy5c/9T/Pw777zzn9zcXN/o0aNbL1u2rObVV1+dXXTtySefbBgIBJwRI0b84H9Ga9asqZ6YmBi64IILThQ//3N5nWvWrBlavnz5hhUrViStXr066Z577km57777MkePHn2wadOmJ9atW5e4bt266rfffvveNWvWJIVCId/FF1+ck52d7V+/fn2NO+64I6UoVn5+vk+Svvnmmxqvv/56hiSNGDHi4F//+temkrRixYqan3zySc3U1NROkpSbm+tPT09PbNGiRV6jRo1OFk3X69y58/Gin8Pi9u/fH9+uXbtT/97jxo3b98gjj+z2+XyaNGlSk9///vfNZs6cuf3jjz+u5vf7na+++uqbgwcPBq677roO/fv3zw4Gg74tW7ZUe+KJJ3b26tXr2H333dds8uTJDf/4xz/uLigo8B05ciSwbNmyTZ988km1CRMmpHz++efr/H6/6tevH9y/f//ZnRcJoDLtWP1u7xaRNDx+/PjBUaNGrS12aqa1dmY5+moiaVexx5nhc2c6XyqKGKCc/vOf/yT4/X41bNgw6DiOb9KkSTuvueaa7OJtPvjgg6T4+PhTb/IDgYCCweCpKSFVqlRxJMnv9yshIeFUO7/fr/z8fN/s2bPPy8rKivvwww83JiQkON26dTv/xIkTfkkq/uY5/BynY8eOx5YvX17rdEVMtWrVQnl5eacddW3WrFl+69atc1etWpU0fPjwQ8OGDTsybNiwI5L0/PPP1/X7C59Wv379vJ07dya0aNEiPz8/X8eOHQtEspD75MmTvqpVq3pz25Mz+M1vfrP3yiuv7HTttdceOFOboulZUuG/f9HXffr0Ofr666/X37Nnz8lHHnnku6VLl9aeN29e7e7du+dI0pQpUxrUrVs3/4UXXtgWCoXUunXr7kXPTUtLOzh37tzzFi9efN5zzz23vWSfVatW/dHrvGPHjvixY8e2+ctf/rKtXbt2J0/zHGfAgAGHlyxZklxUxMyaNavOypUrkxcsWLCl6PUvMn/+/B9MJSvyc3qd4+LiNGDAgKMDBgw42rFjx9x58+bVGT169MHu3bvnLF26tFZcXJwzYMCA7LvuuqtlKBTyTZo0aVcoFFKNGjWCRWvnSvL5fD8q+B3H0dixY/eMHz/+B99HGRkZCSV+dzhFP/vFValSJVT8fOPGjU8VsLfddtv+kSNHtpWkefPm1UlNTT2SkJDgNGrUKNi1a9ectWvXVu/Tp8/RevXq5RVtWjB06NBDU6dObSgV/rwPGTLksN/v12WXXXbc5/M5+/bti2vYsGHwxIkT/tNNHwXgWS0jbVitWjVZayvS1+nWGDqlnC8V08mAcvj+++/jHnjggRY33HDDPr/frz59+hx57bXX6hUt/t2wYUOVoikZFZGdnR2oU6dOfkJCgrNs2bKkvXv3/mhtQhGfz6fnn39++9atWxOffvrphiWv16lTpyAUCvlyc3N9UuEb26I59gcPHgx8/fXXNdq3b39CKty4oOj83Llz69966637Jal///6H33zzzTpS4dSk7t27Hy35BrekUCikrKys+JSUlB+9efayunXrFgwcOPDQggUL6hadO//884/NnTu3tiTNnj37vC5duvyomJQKR8AOHz4ct3PnzsS2bdvmde/ePefVV19t2LNnzxxJOnr0aKB+/fr5gUBAr776ap1QsQ8gGzly5IHXX3+9gSR17dr1RMnYHTp0OLlnz55T3ydZWVmBW265pe3999+f2bdv31Mjd9nZ2f7MzMx4qXBx+D//+c9aKSkpuZK0aNGimi+88ELD2bNnp9eoUeMHb1QLCgr0wQcf1DbG/KCI+Tm9zt9++22VjRs3Vin2uGrjxo3zJOmyyy7LmT17dv0LLrggp2HDhsEjR47E7dixI7FLly4nkpOTQ40aNcp78803a0uF/yZffPFFVUnq0qVLzty5c8+TpDlz5pxaO9SvX7/st99+u252dnbRFK74op+/SLRt2/bE9u3bT+Va9JpK0jvvvJNc9Jo2btw4b82aNTVDoZCOHj3qX7duXfX27dufaNKkSbB+/fp53377bRVJWrlyZc2UlJQTkjRw4MDDq1atSpIKf6cFg0F//fr1g1Lh2p82bdp4esQNwDmTKalZscdNJe0u5XypGImBp1SNLzgRyY5i5YtXury8PH+fPn06FW2xPHTo0IO//e1v90rS2LFjD+zatavKFVdc0dFxHF9ycnJ+0dSRirjpppuybrnlljb9+vXr2L59++PNmzcvNc+4uDi98sorW2+44YY2U6dOLZgwYcL+4td79ux5ZOXKlTUGDRp0dMOGDVWfeuqpU9Odbr/99u8vvPDCXEmaOHFis6K5/xMmTNjdqVOnk5I0ZsyYA2PGjGl18cUXd65Zs2bB888/f+oeu3Xrdv7x48cD+fn5vhUrViTPnj17S5cuXU589tln1Tp37nzsbOzI5fP7T0RzW3uf31/m90Fx99xzz/d///vf6xU9fvrpp3fec889LV966aWGycnJwb/97W/bz/Tczp07HysqTi677LKjU6dObdKnT5+jkjRmzJh948aNS1myZEntHj16HC0+6ta4ceNgy5YtTwwcOPDw6eImJSWFmjRpcnLTpk1VOnTocHL69On1v/vuuyrTpk1rPG3atMaS9NZbb21xHEcjR45sk5+f7ysoKPD16NEje/z48fsl6Q9/+EPz/Px8vzGmnSSdf/75OdOmTdspSf/85z+T6tWrl9e2bdsf/ACezde5SovG5XpdKhovJycn8OijjzY/evRoIC4uzmnatOnJv/71rzsk6dJLL805fPhw/KWXXpojSe3atcs9cOBAsKiYnz59+tYHH3ywxbRp0xoFg0Hf1VdfndW9e/fcp556auf48eNbv/rqqw0GDhx4au3R4MGDszdv3pw4ePDgDlLhSNq0adO2BQKBiLYcHDRo0JG77rqrVdHjxx57rOmWLVuq+nw+NWrUKO+5557bIRWu4xo/fnzLyy+//BeO42jYsGEHunXrlitJTz755M4JEya0DgaDvsaNG5+cPn36dkkaPXr0gV//+tcte/Xq9Yv4+PjQ5MmTtxXd50cffVRzwIABP1orBQAR+IekCcaYN1W4iP+ItXaPMeZ9SU8VW8x/paTflxXMF+kWrcC5sGHDhtnJyckdz3UeXvf5559XnTFjRsNZs2Ztq6w+77vvvmaDBg06fNVVVx2trD5/znJycvypqamdli1btrF27dqnncr397//Pfmbb76p9sc//rHStv/mdT53hg8fnjJp0qTMjh07Vsoo2IkTJ3xDhgxp/9577206XdF6+PDhjZ06dRpRGbkAcB9jzBuSUiXVlbRXhTuOxUuStfb58BbLU1W4aP+4pNustWvDz71d0sPhUH+y1r5cVn+MxAAx4OKLL8796quvsoPBoIoWmZ9t7du3z+WNbXQsWbIkaeLEiS1Hjhy590wFjCRdf/31h7Oysir19zqv87nz6KOPZu7Zsye+soqYbdu2JUycOPG7s/15RwC8yVp7YxnXHUl3neHaLEmzytMfIzFwNUZiAMAbGIkBUJlY2A+3YxccAPAGfl8DqDQUMXC1goKCjfn5+XyfAoCL5efn+wsKCjae6zwAxA7WxMDV8vLyJmdnZysQCHQURTcAuFGooKBgY15e3uRznQiA2MGaGAAAAACewl+2AQAAAHgKRQwAAAAAT6GIAQAAAOApFDEAAAAAPIUiBgAAAICn/P+fmmD73I1OBwAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<Figure size 1152x288 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"create_waffle_chart(categories, values, height, width, colormap)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"There seems to be a new Python package for generating `waffle charts` called [PyWaffle](https://github.com/ligyxy/PyWaffle), but it looks like the repository is still being built. But feel free to check it out and play with it." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"# Word Clouds <a id=\"8\"></a>\n", | |
"\n", | |
"\n", | |
"`Word` clouds (also known as text clouds or tag clouds) work in a simple way: the more a specific word appears in a source of textual data (such as a speech, blog post, or database), the bigger and bolder it appears in the word cloud." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Luckily, a Python package already exists in Python for generating `word` clouds. The package, called `word_cloud` was developed by **Andreas Mueller**. You can learn more about the package by following this [link](https://github.com/amueller/word_cloud/).\n", | |
"\n", | |
"Let's use this package to learn how to generate a word cloud for a given text document." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"First, let's install the package." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Collecting package metadata: done\n", | |
"Solving environment: done\n", | |
"\n", | |
"## Package Plan ##\n", | |
"\n", | |
" environment location: /home/jupyterlab/conda\n", | |
"\n", | |
" added / updated specs:\n", | |
" - wordcloud==1.4.1\n", | |
"\n", | |
"\n", | |
"The following packages will be downloaded:\n", | |
"\n", | |
" package | build\n", | |
" ---------------------------|-----------------\n", | |
" ca-certificates-2019.3.9 | hecc5488_0 146 KB conda-forge\n", | |
" certifi-2019.3.9 | py36_0 149 KB conda-forge\n", | |
" conda-4.6.8 | py36_0 876 KB conda-forge\n", | |
" openssl-1.1.1b | h14c3975_1 4.0 MB conda-forge\n", | |
" wordcloud-1.4.1 | py36_0 324 KB conda-forge\n", | |
" ------------------------------------------------------------\n", | |
" Total: 5.4 MB\n", | |
"\n", | |
"The following NEW packages will be INSTALLED:\n", | |
"\n", | |
" wordcloud conda-forge/linux-64::wordcloud-1.4.1-py36_0\n", | |
"\n", | |
"The following packages will be UPDATED:\n", | |
"\n", | |
" ca-certificates 2018.11.29-ha4d7672_0 --> 2019.3.9-hecc5488_0\n", | |
" certifi 2018.11.29-py36_1000 --> 2019.3.9-py36_0\n", | |
" conda 4.6.4-py36_0 --> 4.6.8-py36_0\n", | |
" openssl 1.1.1a-h14c3975_1000 --> 1.1.1b-h14c3975_1\n", | |
"\n", | |
"\n", | |
"\n", | |
"Downloading and Extracting Packages\n", | |
"ca-certificates-2019 | 146 KB | ##################################### | 100% \n", | |
"openssl-1.1.1b | 4.0 MB | ##################################### | 100% \n", | |
"conda-4.6.8 | 876 KB | ##################################### | 100% \n", | |
"certifi-2019.3.9 | 149 KB | ##################################### | 100% \n", | |
"wordcloud-1.4.1 | 324 KB | ##################################### | 100% \n", | |
"Preparing transaction: done\n", | |
"Verifying transaction: done\n", | |
"Executing transaction: done\n", | |
"Wordcloud is installed and imported!\n" | |
] | |
} | |
], | |
"source": [ | |
"# install wordcloud\n", | |
"!conda install -c conda-forge wordcloud==1.4.1 --yes\n", | |
"\n", | |
"# import package and its set of stopwords\n", | |
"from wordcloud import WordCloud, STOPWORDS\n", | |
"\n", | |
"print ('Wordcloud is installed and imported!')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"`Word` clouds are commonly used to perform high-level analysis and visualization of text data. Accordinly, let's digress from the immigration dataset and work with an example that involves analyzing text data. Let's try to analyze a short novel written by **Lewis Carroll** titled *Alice's Adventures in Wonderland*. Let's go ahead and download a _.txt_ file of the novel." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"File downloaded and saved!\n" | |
] | |
} | |
], | |
"source": [ | |
"# download file and save as alice_novel.txt\n", | |
"!wget --quiet https://ibm.box.com/shared/static/m54sjtrshpt5su20dzesl5en9xa5vfz1.txt -O alice_novel.txt\n", | |
"\n", | |
"# open the file and read it into a variable alice_novel\n", | |
"alice_novel = open('alice_novel.txt', 'r').read()\n", | |
" \n", | |
"print ('File downloaded and saved!')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Next, let's use the stopwords that we imported from `word_cloud`. We use the function *set* to remove any redundant stopwords." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [], | |
"source": [ | |
"stopwords = set(STOPWORDS)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Create a word cloud object and generate a word cloud. For simplicity, let's generate a word cloud using only the first 2000 words in the novel." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<wordcloud.wordcloud.WordCloud at 0x7f406c026278>" | |
] | |
}, | |
"execution_count": 22, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# instantiate a word cloud object\n", | |
"alice_wc = WordCloud(\n", | |
" background_color='white',\n", | |
" max_words=2000,\n", | |
" stopwords=stopwords\n", | |
")\n", | |
"\n", | |
"# generate the word cloud\n", | |
"alice_wc.generate(alice_novel)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Awesome! Now that the `word` cloud is created, let's visualize it." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 23, | |
"metadata": { | |
"button": false, | |
"collapsed": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
}, | |
"scrolled": true | |
}, | |
"outputs": [ | |
{ | |
"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": [ | |
"# display the word cloud\n", | |
"plt.imshow(alice_wc, interpolation='bilinear')\n", | |
"plt.axis('off')\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Interesting! So in the first 2000 words in the novel, the most common words are **Alice**, **said**, **little**, **Queen**, and so on. Let's resize the cloud so that we can see the less frequent words a little better." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 27, | |
"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 1008x1296 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig = plt.figure()\n", | |
"fig.set_figwidth(14) # set width\n", | |
"fig.set_figheight(18) # set height\n", | |
"\n", | |
"# display the cloud\n", | |
"plt.imshow(alice_wc, interpolation='bilinear')\n", | |
"plt.axis('off')\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"button": false, | |
"deletable": true, | |
"editable": true, | |
"new_sheet": false, | |
"run_control": { | |
"read_only": false | |
} | |
}, | |
"source": [ | |
"Much better! However, **said** isn't really an informative word. So let's add it to our stopwords and re-generate the cloud." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 28, | |
"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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S2SkqqsoyvJhxfDDk2q1NnHHLsRZ5xXg458qNDfpbndB3Eyma7TS8jpMFJ4cjTo9GnB+PaTRirHGcHo6YTRYMz6fMpotgpfuWBPWJUYYfe4Irfx36Ssr/UVu9jkOvjFxHiAREWv+NBx9cQLgx+FlNfKZ4NwE3w9VkRkY/ecK69XUKWRlIgLmPq36DL3+Fr97F2zOgIPTMNEH2ELINtcMIX4/BZ4EU+Dm4CTDBu1OcSMFXCP8zJAJE54kemcuaNIgeyA1wo3pcE7wbAc8jNTm4c3CDmvxc9vf4xzW5E7ybIMKb5hnHmQdlymfhGKKBkGtB6SL0zCgpqKwly6snemg8sZbL3poXxXeP1LgZpbmHcyGC19hzKnMfH+XE+hbOzyiqTwGPFAnWDajsMUn0A6Rcw9hHlNXntYKTYOwJ1l0AP0eIFpV5iLGHCKHxvsLYC5ybELn8DzruFVZY4TGMK5hXFwyLB5zkH1K4Ob3oCnuNH3Gz/Sc1oYkItz7w3mK9QQiBRKJlWltTV1hhhRdGPTHx+OWE9RKR1LR0k3E15aIcc62xw83mFT6fP+Lz2SNutPbYTTcZIbFVWGmuvAlBAT707RhnEICW6oUWHWZZwQf3Tnj/0yNG0wVFafDA2XDObFGy1m3yJz+5ifP+pZqJn4XLiOPpZIFzDikFG1sd0kZc94+LMOlSAucc81nJ8GLGIiuIE720lQkhkEoSpxHdRpPX3tpj70YfIQRaK6JIMR5lXJxOcdaxs9fj+u0tbtzZIo4jPD5EKsvH3dPrG206vQbXb2+xd73P0f6A4cUcqSTZvEBHmqTx4spBCCjwOH/5Wvtl/w4CpAzN+0IKytKwmJdMRnOKosIYi/N+2eCtI0nSiNm5ts5bP72OUmG1/VLJGQ8zHt0/ZzyYUyxKzk7GzCY5o4sZVWWYDDPGg4w4iUi/YbLbM8dpHuDyv8a7Y3z1MWEirxBqF6Fvg9xEyP7ls/FuhHADvPkUb+4TVBwLFHg/gOpfcWQIuYHQN3ihPex9jrfHuOod3OK/BSuXnwEV4IN9TO3UdrJrINogGuFxX+LdCdgjvD0Am4WavMVXv8XafRQFXqRhPHy5R0bVSs0mXjwCBng3RvhRbXF7Ts3uNIwZwzKwAAdUeJ8h7An45ys13s0DebtUakQHIbfr0ANBGms6NqEZx6SRRshAqPEerSQv60b8zpGaSzbofVmrKmPAh4ZfoXGuwNhTlOyh1B7eVwgu8FS1pewcY4+I9A2U2sL5OdaNcJQ4N8a4YDmL9HWUWkfZc8C+lOXM+QrjMoybUbopxs2xPsf5EucrPLb2+4t6xUMhhELWfUFKpmjRQMsWWrZQIkXLxtee90XgvcNjsS6ndCMqN6Vys7q+Cu8NHlvXFhKjpIjRskUkW0SyR6zWkOjwnFeYTuO9D7X5nNKOqdwE4+YYv6hrq/D1hyPUppEiQcsGWrSJVY9Y9pAiAuQrrW2F7xYqt2BUHjAsD1iYMbFqsZW+znb6Bt1oj/SZEcXPXtXx3jMq9xlXhySyTaLaRLKJEhFzc05mBiFVzVVhUiIiUtWlodZo6Q1i2cR6Q27HDIoHGJ/T0ps09ToNtYaWT5fIjSuo3IKZOWNcPiJRXbrRLqnqEMsWM3POtDqG+l4RQg+aZGZAZoZYX+K8QYoILWOaqk9Dr5HIDrF6huUAAQictyzshGGxz9xcULpZSI3DI1FEskGi2jTUGk3dR4unr3gbV2J9SWaHZGZA5bLa4ufDl49M0DKlqfo09TqRbBDJ9AvHsK5kUp2Q2QECiRIRsWohEMzN5d465bI2LdO6th5N3ScSKa/6nrTCY0RC01YNCltymg/JbUnpDZvxGv24SyJj1qI2mV2QlwVKSPpJj3vzR5wUA642d+jHPRIZ0dIpc5NzuDiltCWdqMVZMaRwoc+mF7WJ5ddPwI11zBcF06ygupxIA5Ux2MyxWJRY+2rcFUJAo5nQ6qRMxwsuTie0Ow3WNzsoJbHGMhrMwr4xswKpJBtbHaJIcfJoiI7qnt7LJCcRIpjjNKLZTml3vvgd753HGov3ILUiSjSNRvJMYhInmrQR02glJGlEkmriWCNE6An6Mgl9HrSWNBox7W6DjZ0uefY4YU0qQbEoOT8ZM5/mlEVF2ojprbdYZAWPHlyg6l4oj0cgkFIuU93a3XQZlgChNmtD6lmjnbB9ZY3NnR7d9RabO12cd+zd2KDZTtD61S9EeTcA80EIAsAj1C2Evh0S0fT1oI6I7uWz8W4WlAx1Ha8/x1efPtEkX4QEL9HC2wO8PQfZ/ULrw5dOTlCLzoI6U/473t4HPwR8UIrUlbqW2wi5G0iWaNYhABao8HYYrGD2QZ1ktg/2IBAju8BV74KIkUiQ60D0uN9HKKj7XoRIwvzP53g3w/ustpZphPiiQuYJpCYoNVVIOZPb4BfgTmul5hjvvt5+5t1ZSEFDhNQ2uR3GyKXtk/ozE1ICtZKsdZpsdJqkyctZ/L5zpEaICCV6OIYYd473OVJ2kbKHEDF4g/MTtNgk0jcRMsVRIkRcW9ZGWDciEW8S6zuEwEqDQGLdAGsHODdFyh6xvoNzM4TVSPGsycFXYX1BYc+ZVwdMq3tk5ojcnFO5McbNwhezrwgTbxVIg0jQskMku6R6k1Rt0Yyu0NRXSdXWqyM1OJwvKewFk/ITZtV95uYRuT2nslOsX+DqgIVAGAJZaOo9mvo63fgOSiYI0QwhC68UobbSjuraPmdeHSxrMz7D+QIQKBEva2uoHZrRdbrxa3Tju0Siu1qF/w+O0mUMygeMygOsL2mqa+ymb7OR3K4nt98MJ/mHfDL5G9bjG6zF1+lGOySqw6Ps1xwv3iMzQwo3Q6KIVYvN5DW20jfYa/4YLVOMyxmW+3ww/m/MzYCrzZ+y2/gBW2n8TFJTuZyZOePh/N/4dPK39JNb3O78GRvxTXTcYFTuc2/6D2EVV6R0oh260S5Hi3c5zt+ntDNKlxHLFg3VY7fxA7bTt1hPbjyT1ARKI+uI53NKl3GU/ZZReUDhpnjvQqBCtMV6fJ3t9A125Y9QKnrqZ8v4goUdcbr4kMPFu8yqE2bVGQ4H3tHQfVpRn93Gj9hN36YdbX2F1BhfcJJ/wPHiA5TQJLJFL76KEJKj7F0G5QMKO8V5g5YpLb3BenydzfQue40fonWyshT+DhHLiLWow0U5Zj87AiE4KS64275BWzdJVMx63GVYTTDeoISiE7XwOAbFGLxnI+7Ri9pUruKd0Sd8NtvnWJ2TqoTMLpBIUpXQj3so8eI2o6/y2MsFQ/HK3hNCCFqdlPWNFqeHQ44eDnjrp9dZ22hT5iE44OTRCLxnkZUkacTNO9uUpeHw4QVVYZBKXnIaxKXaIeVTtw4QUqBqq1VVmkBwnrMoI4SoFZAvHuxxyO6Lk5oo1qz122zt9ti9ts58lgcVJq9QSjKf5owuwr8XWcn23hq339wF4P7HJ8GO90QZz6otPBg2vY6TiK2dHurKOjfv7nDl+gbWOfAQ1wRN/S72xfFTvFnUk/IeIv4TVPpXoDaDDeoyGGBZrgvN9fEAbw9xi/8Ln5/WfS9VPZm/wJsDvN5HcAvUs+ZvLigt9hBX/D2++k2wf9XvEiGvIJP/goh+jNRv1wqNJqgiSx8CIrKhJnuAtw9x+V/j7GmoB4OvPsS5EcgtlL4T0tKW/T4KIXp4uVHb7Dyhf2dR29kWIJtfuAbhuuWBjNlaqZHryOhunTI3DMqLPanH8zU9NfZJ+1kHoYJS433YJL2oDNY5nPcUxiBExPZam2ubPWL9cvPQ7xypuVytDJPzOXiDFK3lBFuIBCX7eBylfYi1Fzg3RIoGUrRqBWcD5wtKc4/KHmHdBCX7SNlBybWQeubGlOYzjD3Gugn+Od5CX2eKV25KZg6ZVwfMq30yc0huTyjsgNJOloqN9waHrT/zl4pDhBYNlGySmS6x6pFUfRK1QSe6RTu+TUPtkOqtb3TVrC+p7Jjcni3rm5t9FuaEwp5TuSnGBULjapuOIELLFG1b5OaMTB2yMI+YVfdpRzdpRTeIZBtVy4TfFM5XlHZMYS/qug7Iqn0yc0RhLyjdBOsWWF/gfFV/WelawWqRq1Myc0RmHjGrHtDSN2lHN4hUFy2aL5cZv0zH80zGGZNpzniSMZ3mlJUNWfuEm3QcKxppRLfToNdtsLbWpNmIl4+/CPKiIstKxpOM0ShjvijJ86pOl/HBT6okzUZMsxGzvt6iv9YiTjTJ12zytvRuW8c8K5jPCqaznHlWsMgrisJg6sQeYHmuJNak9bjW15q0mglpGr3wF4qrLQvD4ZzBaM50mjOd5Zh6D4JLX3qrGdNup2z22yHxpx7vi1w743Pm5ozcjtEyoanXaeoNEtVBPncy9PxjlzZjbi5QIsJhmZtzIpkyNxfLiXTiu3hMHWsbL330AlF/loOKWbo5w/IBiWqzFl8F1p96zsLNgkJUPiKzA3r+Gols1RY5QeUKFnZM5RY4DJkd1GOf0pA9IpGSuhLjCwo74yz/lMLOcFi0SJ6qioSY3qomIh8RqxbWl7U61MB6g8NQ2Cln+SdYb9AiZS2+TktvoEV4n1tXYnzJoPick/wDxuUh0+oIj6cVbX7hfLmdcpZ/zMIM2Gn8gO30LrFsEdULNh5fp9ldYHyJQDIzF0QyoXQLEtkhEg0cFdYbSpdxXnyG8SVaJNjE0NIbX0tqF0VFVpQkkaaZxq/EllRWlsE0YzTNGM9yKmvpNlPWOg02ei1aX9o8dp6XDCcZo9mC0WyBVpJOM6XfbbLZa33rxvaXQV5UnI/mTOc5znqSWNHvtWg1w8q4qlfVI6npRm320i1KV+G8p60bdKP2sql/M1nD4UhkzNXmNrHQXG/u8qcbP+F26yqpivEerEy40tjCeIOWIRbaeU8kNJvxGpF8salHM425eaXPYJzx6GTELCsA6LRSdjY63LyyTiPVr4bYCEGrk7C+2UFKyWIR5gRJorF1epcQYRI2Hs5xzpM2Y5zz5Fn51EhiIZ59R0oSTa/fZHA2pSwMJ49GfPCbfaI6nrm/1WFrt4evewpEfbCnv51fru9ACLFMPkvSCFNZolgv+2wuFdEir7g4nWCtI2lEDM9nWGOfZFL1AVlG8j7tGnTXmuxeXef0cMRoOOfsaIyz4XskihRbuz0azfh3pMJawCLUbUT0M2T8c4R+DWQbSJ56Tu89wqcIUrx+E6EPgjriwl4vQek4x9vjYKV6Brxf1Laxe4GQuAEhVrkVFJnobUT005DQpnbDwv3zIGSIdrbHCHeBNw/BHYKf4W2d7GY+Qqg7NVGhVmp6CLUJPNE7RAlugvcThI9qZejJ4p9UakywsOk3wO4HG5+f45mDn4bz+xR44jX04bp7Pw/9Oz4nELk2qO1Qn6j3oZEhxvmS5CopSCJNGkcv/cn+DpKaYFHyVEu5MIxKgHcI2SRSVzFuQF78qg4SmKDkJlpugg4X0roxWfHPODfB+wWxuolWO7XU5gOZqd7D2HPA49ztr60pt2ecLf6FQf4bptU9SjvEeYNfbtrk6pWWJ9dNHNYbrC8wzBFWEjZ2UkihECjW0x+zbn7CZuOX35jUOJczNweMivc4y/6ZaXUP4zKsL5Z2OL9M1Lj0zhqcLSjthIU4ZcpnDIt3iWSX7cb/xG7rL2hF11CqwddNFp9bm69YmCNG5fucZf/CuPyori1/em1QK3IFlZuS2zMk99BFi0h22Uh/wV7rv9LmJkonL6XaXK6gOec5PZ9y7/NTPr13xoP9CyaznCwr8S54OTudlM2NNrdvbnLn9hZvvL5L44mNxF4EWVZyfDrm3udnfPzpCcenYy4uZuT1ZmVxrEiTiO3NLjvbXd56Y4+33thlrdf8WlJDfcWqynJ+MePR4Yj9gwsOj0ecX8wZjTMWi5KysoBHq7Bbdq/bYLPf5tbNDd68u8eV3bWwcdyLkhrvMMbx6GjIBx8d8WD/gv2DAfOsZJFXNRmM2d3pcv1qnx//8Bq7292lR/1Frp91JZkZ1ApFm4ZaJ5aterL9bb/4PLmdYH2F8TneO9bjm2wmd4hVGyViSjvF+opYtkhVryY3kkimNFSPbrzHwo6YVqckssO15s+eebbCTrkoHjA3F0gR0dRr9KI8b1UEAAAgAElEQVQrNNX6F967uZ2Q2Qvm5pyR3GczucOV5k9CHD1wUX7OoHjIoHzAefEZWjZo6nU6eucppMZhfUFm5xR2Sktvspm+zmb6OrFsYVzOtDplVD7kvPiMws6W1zZVHXS994HxJQs74njxPh9N/hrvHbFq0Y9vsZG+hiJCCMmo3GdY7nNefMbB/FdYX5LIFt1ob0lqlq+tN2RmQG4njMqHpHqNreR1NtPXiGUL6ytm1Smj8oDz4jMyM1pe/0CSnk9qsrzkeDBhvdOkkUTPmgW+FIrK8PB4yEcPT/ns8Jwsr7i5u87da1v85M7eV0jNNCv45OCcj/fP+OzwnEasubHT5we3dug0k98rqcnyik8fnPHweEhZGtY6DX5wZ5cr2z1ajYTLj30kI3qxoqlTrja38XWfSiQjIqmJ0MswgDvt60RCo4Tizc4tbjT3SFWMFmEFX+O5077O9eYeDlcfS6KEfCHb2SXarYS3X9ulrCx5UWFsmPTsbnT4+Q+u8dZrO7Qayat4iRECmu2U9c0OSSMKE1sZemMubVlpM6EsKiajjPOTCbPJAiEEw/MZaxvtl7KApY2YKNYc7w8p8or9e2ecHA6XC/Q//PlNuustrP395zjqSBGnEaPBnNOjMecnE0YXM0aDOYusDJPPF4QQgv5mhziJOH40ZP/eGRenE9I0xlpHo5Xwi//5Dt21xvJav3oIhL6NavyvYdNH2eMrysRX/iQN6oR+HeJzXLEIk3wAb8LeNvYErxfP/kbyM5z5LPTn+AEhFMCDXENGbyKjHyOjH4LcJPSrfN0wegjVDiEFGBx/hy8PCda4Bd58jit/jUy6CK7WfxTSz7zcfCIQIYzB+zHCDUF2v3quS6XGDQlErIeI3qjrSMBP6mPMQo+OaNXq0OXVsARFKKv7bjyg6/1/HtvPtJLEWuEJC7RCiLqX5pstVXznSI33C4w5Am9IorfwdcSdx2DdGCEUWl9Fui7Wj/GuAEoifQMhGyg2QEukG6PcJKROYNH6ClI00Gobgca6HtZtoNW1MFnR11Gy/dTemsrNmFf3GRXvM8x/y7T8jNyeYf1l3HRCrLookSJFgqz3xQnNlrbutSkwfoF1oX8ECh7fqzyxWkOJF4+tu4StrWbzap9B/iuGxXtMq3vk5gxX2+6USFEq9PAoYoSQeDzOV1iXUbkZzpcY5lhbYNycYfEuHk8//Qn99KdEsvPSio3zFYUdkJlDLvJfMSreZVJ9+kRtAikSItVAiyZKJLVK53HeYP2Cyk7DtaPE2hLj5oyK9xFCsp78hH76E2K1/kKKjZQCIQXHpxPeeW+fjz4+5tN7p5xfzBjWOyxXxlKVFucc03nOeLpgOssZjjJm84LXbm1xZW+Nbuf5dsHxZMHp2YQH+xfcu3/Go8MhR8djZvOgolx++ZWlYTrNWSwqBsM5k2nO4fGIu69t89rtLbrtlHb76ZM4az3TWc7p2YTfvn/AJ/dOubiYMRpnTGcFRVHV5NWDEAjCng/T6YLhaM5oknF6NuPunW3efnOPzY02rWbyTHLjXGgofbg/4P7Dcz69d7q8fheD+fI8wT8dfNTTaSCKm5ttJpOghj0vzeTSfmGxlC7H+oqmTIhlAyX08jUu7IzMDJmZM6bVCfZLDY8byS220rsoEQVS8MT71vugKhRuRi+6Qi++ynp8nV50hUg2kDLC1OdWIqqVkMv3viCWTdbjayzMiNP8I+bmnJk5p2W2iFXo0QnncUsFY1TuU7kF3WiHtt4O5/mS4hQ+yzM60Q7b6Zv041v0k5tIFCBI9RptvcN+9m9c5PcYV484W3yMbgYl6wvX0ftaDRF0oz02ktfYSu/SiQIBsr6qCUfCzJxjfcmkPKIT7WL968vjZGbIWf4xw/IhuZ2wHt/kSvPH9OKr9KIr9cKMpKn7dKM9HmW/5sRMGJeHHGa/QbY07ejLCzWeyuU4b+jFV9hIbrOV3qUXXUHLFO8d3WiXWLaWxHZanTCNTtj0d5753rnE+XjOu/eOuX1lg821Nq/C0aKVpN9tcmWzy3ieMxBhpT4vzVPfz2ms2V5vM81yRrPQdF4aS1GZl5r4fhs4FyKDx9MFHz845YPPjqmM5cp2j53NLhtrLRppiFYFakVLIWUgHk/0jC+tXlJIoi9NG1IVNmJ8EgJBouL6OH7ZyC9fcif2Zhpz40ofpSTrvSaT6QKAfq/Frat9ru6skcT6W02EhRDsXFnD/PQGe9f6dHoN3vjRNVqdlBt3ttnc7tLpNjDGhg0r6z1rdq9ltDopUgp2rq7R6jRY67eXtfT6LX7485vLnpqvnFeG/YG2dnv84KfXyfMqKB6hKDZ3u2it6PWbXLu9Ga6fkrS7DYQUbO+t4Zxnc6dHu9tYNuU/D0kasXejT6/fot1J6fSa6EjRaCVcvblBWRqarYQo1qFPRod9YzyeVqdBsai4dmuTm6/v1IlwYax71/r88Z+/wbXbW09VzaJY02qnXL8d7gVKhRAC7z1pGqKwL++vrxyiCaK97F0JPSfPf89c1uLRITVMXa2VnUs4vF8g/JRgAXs6vM/w9j7O7Nf2q0vVrYfQbwfFSHS+XqFZ1lVb5dRVJFXYbwdNIBAmqELmI3z0I4IlrE4sE22EXEOIBp4IMPjLaGc//kJggPemVmmmeD8jEDGFkB2E3AI1RMj18JjPajveaW0r6zxxnEWdtjbnsT3tS/YzwDqHcQ5fOzmSSNNKY6JvSHC/c6TGuTmleYAUDRrJH9U2sk/wvsK6IVptEalroEVNeC5vuBEQoWQULGaY+nGBQNZkJULJzdq+Zmp1JXjPqSc/T0uyqNyEi/zXnC/+lUn5Mbk9Xza0g0TLJg29SyL7RKqHFg2kiOum+IrKTWpr2Dk5Z+ALnH+80hHLdbrxa8Tq6faV58G6nHn1kEH+a06yv2dSfrIMKwCQIiJSHVK1RUPvEskuSsQ4bzA+IzenZOaAst6d3WMw3jIuP2RWPcD6nFRt0oyuop7ZlPx0OF8xrw4YFu9wmv0Do+K9WtmqXzcRE8kOqd6koXfrEICkTrLKyO05GQcUdlRPEENtk+oz5uYRlZuTqHUECqW/Pu3qMipw/2DAPwnBBx8d8fmDcyItiSJNsxnTaERkWcliEWxjk2nO6dmUg8Mh54MZk2lOsxl/LakZDOa8894jfvveAe9+8IjpLMdZR1QrM2kak8SaRV4ynxdcDGacnE14eHBBkkT82Z/eRSnJjev9Z5IaYy2DwYxP753yz/96j3c/eLSU9IWAKFK0mglJHHZ0rirLdFYwGpcMRhmHR2Pe+/CIk7MJSRLsZ5f//zT4el+FT+6d8v/+7fscH485OZ3gXFiJ7XYbdNopQkrwntEo4+h4zIODAe1WwvZmlzhSL9TY670LG2zWFist0y+Q1oUdB1Ug+xX783+jdPMv/P3bvf+NXrRHojpP9e4XLjSl32j9MXe7/5WmWidV3fCFLMQyDejShiGfWNWLZIP1+AaZGXKaf0hmB0yrEzp6O1jWVE1qanIeFIkDpFBsJa8v99f58he484bKLViLrnG3819p6j4NtVY/S7CWXGcrvcvCDhmXj5iWxxyj6cVX2Ui+qDQH+26FFim7jR9yrfkzevFVUtVDECYpPnEooRmUD5lWx8zMGZm5wNX3VYC5Oedw8Q6j8gDvYSO5zZvdvyRVnbAIcVlbfB3rK6wvAwExZ+TzKd34KruNH3ylNutLpFDspG9yvfXHrMVXaaj1x7XhiGWLUXnAoLzP3Fwwr86wz9tXocbpcMa/f3KAUpIfv7YHr0AVSWLNzd11uq0UpSQHp2Mqa5/5/E4z4e61TZpJhJKSwSR77vN/F/DeU1aG4STjk/un/PqDA7z3LIqKH71+haKyuGcsMLy6TpVwLPUNSUcjibi+u8beVpefvXV1mbillETXNlf9LVmrEHDt9iZ71/qoKNjxfvLLW/zgZzfQtYK9JKJC4J1n9+o6zjqUlmGR0IcJWZTopWq0sdXhj//LmwgB8XMIx87Vdfrb3WBJNi702qhgD4sizeZ2l/WNzrJWqQLRuHp7k93r/SVBeJEJYKOZcOv1naUVOPxI4lhz+8098Jc7u4djbe50ufn6DgJQdRO/949T4i5PefP1bfZu9Iki/VReIqQgSSPu/vAKt9/YWdqvlZQoLQOJ+l300wAhWewqQu0FgiK+nA72PMgQBCC34AthAD5M/P0iqDbPgs/wdh/vDmr71eVh1wKpUbeC6vGyUEHpEOofeKzw2LAHDgqZ1EEEl2MQzaDGyFawmXkfVBYXop3Fk+0XvgoqjBuHfhhvgwIjWmFvHrkBaqO2peV1utlJuEbsPXGcOiDAP/ndLBAiBAUgmuCDOlNWJryvpKSVxLTTF48n/zK+c6RGiCaRvg4+KDMh3Sxe9sNI0Q6sVsiayCzXkeojqOWPqO0UX5zs6jqxQ9dfn5d/z1dsCmFyHZSQWfU5s+oBpZvg8XUy0hbd+HWa0TUaajsQBhkIjVwqNQbrc4zPqOyUyk0pXZ38ZWdUbkYnvkND7xF9YSXg+fDeYvyChTlmmP+Wi/xXZOaoVo8EkezRiq7R1NdoRVdJ1Cax7KFkikTXhKukspOg9Jh9ZuV9cntGYQfL/pZJ+SnH2d+x2fhj4kYf6TVfp4h477B+QW7OGBXvcZH/DzLzaFmblm1a+hrN6BotfZVUb4XaRKPed8TjfEnlJhR2wLx6xKz6nIU5pbAXOF/gfcW0vMdJ9g/YRkmkuggaPC8VzTtPVVmOjscUpSGOFD96+wrbm136/RZJotFKUhRB0Tg+HXNyMuH4dMxksuDB/gXtVsLdO9v019ukif7KBy/LSkaTjE8/P+Hd9x/x8GBAWRp2t7tcu7pOf61Fr9ckjkKsZ1Eairzi5GzKyemEs/Mp54MZn3x6ghQC5z3ra8GDf+m1voSSwSK3vdVhd6fHdJbTbqV02gmddkqzmZCmmkgHpaKqLPOs4PRsysODCwbDOfOs5PhkzAcfH5Emmo311jNtbxeDGUcnYz67d8r+wYBsUSKk4LWb29y83md9rUWv20DUpGA6y5lMFhyejBkM5wyGc6x1ZFn5hf0Xnvpa8ZhUhD6WoFZcQouYVHXpRntspq+TmQsKOyO3E/K6P8U/p+1WiRglYpq6T0dvE8n0i43+zylPiZiW3qwTzNYo7IRx+SiQEL1GXG+CVrkFc3PBzJxSujmdaId+fItOtBPU3C+9T4VQy3F1oqDmaBkvr4dE472jpTdo6U1MHUBQucVXahT1fS+WjRA8EF8hUZ3l8S4Rqxap6rIwQyqX19ftMeks3IxxeYhxBe1ok5beJFVdItmoF4suOwcjlI9o6S168TXG5QEzc05ux5QuW6pXl9VJIZFC09bb9KIrpKr71dpkM1jhRIJxBaVb4PxXiUFZGfLSMJhknI1m/PbeEQenY1rpCb1WShyF9/P17TVu7fWXL+1gkoU+mdmC6byo7+uCVhrTaabs9Dv0u+G1lEIgtSKJFEkUPlPPs+AoGSbHSayJo3BfMa8opetFYaxjNFlwOpgxnRfkZZh8VbVaepnI+2W8SvvPtz1WmHSrYNd7yRSkF4UQgijSRE8cPmnEPGuq6b1H6zoQQDwe45fHqrSi8ZyJ2eXzdaTQkQq9ii7Yb+QT90elFeopt+Qv1/wikFIgn3J/Fwjip5AKpeRSAZJPNAh9eaxRrJ+pFC2fKyBOIqJYB9X/ssdSPv36vTKIFkLtglgLi9cvpRaK0FcjOgiiJz4vgRQEheMpn6LL1DOXgb2oN7p8HIssZBehNmrb18tP3gUaX+9rg9oMioifAkXd3zIJqWSiiahTIyGqic1aqIcqqDTuy9HOBd6e490gOJ1EFNQt2UUQh+spN0Ge1BuHzsO+P+o6TwYG+HpzzmWUM6q29LURsgfEGOcYzRecDGdMspyiCmp2ZZ+94PJ1+M6RGiV7JNFbGHtMZQ4Ah5RtlFwP1jHxZH/H896cXydlPn78SZn9STgsxs3J7Tmz6iGZOcDjEGiUSOhEt7jW/it6ydvEcr22jz3+AD9+r/v6fxbvLQtzysIckZlDFuaIbnyXhtr5mnq/WltlJ2TmgEHxGwb5r2tbW4hqTtQGG+kv2Uh/Ti++S6z6iKdcE4/B+Yph8S6n2T8yLN6ldGO8t3gss+pzSjskUl366U/rgIGvITU4KhtCFYbFbzlf/FtdG/VEa41++jM2G7+kG79BqraeW9u4/Liu7R2MCylpHsvcPKTKJmjZZD39Yb1y/OzarPPY0nB0MmY8yfijn9/iFz+9yRuv73Dj2sayqdN7mExz3v/okN++f0BRVjzYH3B4NKLVTDg5nXJlbx2tml8hNbMs5+HBgA8/OebdDw6YZyXNRsQbr+/w53/6BtevrrNZR4QKQmCBd/DBx4e898Eh//7OQ07OJty7f8bp+YTNjTZv3Nmh1Uq+Qmq0lvT7bRDwxskOzWbM1b11ru6tsbfTo9drBl9qfVmNdeSF4eNPj/m7f/yYjz45Ji8Mw9Gc9z88ZH2tydtv7vEsan16PuWd9w749PNTTs+mxLGi2Yj56Y+u8Rd//hb9tRZrvbop3IcG5YvBjL//p0/4t18/4PhkzHA4x3lP52uUrscIKokMW4stEckmnWgHISRNvc6kOmRcPmJQhASt5x9SEIkGkUxoqDVS1eVlPntKRDT1Bp1ol5buU9gpo/IRDb3OZvLYHlW6OePqEdPqhMrlJLLFRnKbjt6pwwa+fFy9jFgOispX38thQ8MenWibQfGAzIwwrnjaIJFCE8kmbb1JS28843ghhUyJmNxPML78gj2qchlTc4ISMWvRFZq6X1v6ntIUjaCp11mPbzCrTsntONj87IxEtb/wPIkmEg2aeoN2tPXM2mIVemgKNwu1PSVlp6gs49mCTw7O+M2nh3y8f8bRxYTKWCbzfKk8/sXP73BjZx1VT6JORzM+enjKvcMLHp4M8XWD6m6/y42dNX7x5vUlqfk+ojKWi9Gc04spi+I5+1Gs8NIQ8tXn8AnB7yb969tAXNoSXy2kFLz0BiTfEEK0QO6GyfxLv2oCRPJEv8glPEvL11OTv3x4zC/CxN9N6ufHQfER7VCPaH6DmiCoLzrY2OR2SNv103AOnweVxQ5A1UQCnnj+Rr2Rp8G7Ufjx1eMqLkMQ6oCAEKbQR4geCEXYPHMbLw4AVatRx2ETzicJnpuDO32s1IgIIRoI0QbRCYEi1jCYLji8mDBd5JTGEpWSRVm9VN/Wk/jOkRohIqTshl1SRAx4hEgRoocjwjqH9W4paTvvsd6jhERLWW/w5VC1f9d5h/UeLUOToqn/XssgGQ+LnNxUdOKEVhQTSYWWlzKrDfu82HHd1B4uspIpaR0z3NBXSNTGUmX44mC++E/vPV44Gpp6D4Y+reg6reg6X84I/zpYlzOpPmWQ/4aFOcHWAQhatGlF11lL3mb9/2fvvZ7kSPI8v4+LEKkzSxc00EDLae7s7u2eoNFoxod7Of6pfKGRxhfSeGZ7XJKzN8cR3dMCQANoqJKpRUh354NHZlUBBaCARvd0z83PDI1GVWSkR2RkhP/8q6Jf0Qpves3JKyyjnQtQIqIZXMfV/PFlZlChNV4DlGFZFM+Y5Peo611qeue1Y7OuYFo8PIUe+bEpUaMRXKUTfkQv+pxW8AGRWnvj2Br6Chu1fwAgNyOScp/SpRibkbshi/I5k+w+zeA6Nb3N61Y+hIBet87udocPb2/z0Z0dtjZaK1ezZUkpuHVjg6IoefZ8SH8wJ80K0jRnMJwxHM5p1EPieKmf8F/m0Tjhm7t7PHx0zHyesdZr8PFHu3z+6RWuXV1jrdegUQ9XPv7O+RXTK5c9jWA0WfDs+ZAkLZgvcvb2x3z38IhrV9deGiP4SVijEXHng222t9p023U67Rrtdq3iy5+sgBlriULNpZ0un3182SdEjxYkacFxf8Z4nJxLDVuOsd+f8e3dPQ4rN5ydrTVu3djk9q1tdrba1GshtWqMzp2Ex3368SUc8JvfPqA/mHERSYFEoirE01BQVtkqq+MWAXHlhBbLJloEGFsyL/vwhpU4Ub3eGw+87codLG1kQ9mgG14lt3MW5YhJsUdqpjRshhIBmZkxzB6TmDGxatHQG9R0j1DVzyX3+GyWpSbvLOJ4sn1ld149qEqXYfABh6f36e2hw9X+XuUYt0R0hBBnTU6cqyhshtLmKBUSyhq6QsdftaqqREgo6xXi6mlmpU1fEPcLlPTOi+o1Y/NbemvTpQPleRVqRbMecXWrixBQGMPz4zFXt7r860+vE1aLAde315DCO5llRcnz4zEPnvfpNmtc2/bU39JYjoYznh9PuLI1ZbPboB6FFzLt+LlVURr6Y9/UpH9tat5b/ViIws8xf+nHGNNPfpwiRMh2Nbl/l/cWp/68WOc/zBwWXIajsoGu5AC+sWh46hjqrZ89J0MS4ASI2KMe9ujUSCp3NjdDuM6pF+kqr2bNIyjMvPuZHcEZ+lnmLZht349dRAi55s8hvqnxgaVtnJC+QbIHnrJ2+ny4hQ/dXFLDRRPUZkX/84utSkra9Yi1Vp1pkjFPc+pRiJKyWmA+5fx3wfoZ3qk1UjSRqoFWJ5Nn48A4R24MmSkrVxZJ6Sy5MURKUyMgNSWJKYikIlSa3BgKa4h1QCQhNQWZMcTK05z25xMGWcLlRttTDAKBZjnhLFd0MXsKntOiRl1foqGvEKkNtLg4bcw7KLUJZIu6vlQR4N7+wjYuZZLdpZ/+nrRycAMIZJNu9AkbtX+gF31WNSBvQqwUdX2JWG9TugWT/FusyzAmxVJgbcGifM44+wZJcIGmJmdafMdx+luS8mA1Ni1rdMIP2az9A734VzT01QuNraa3ifSmb5by+9462+S4arKblPuM87soERPrTcRrmhopJdublcvYnV3u3No6lwoVRZprV3zK8Fff7vH4yQBjLHluGAzm9AdztjbPOoY4WKEeD78/JstKtjbb/OPf3eTOB9vsbncJw5fHJgRsb7bZ2mjxbG/E3fsHHB5NGAwX7B+OufvdAa1WzKWd7rnHVI9DPvxgm5N8hPMdxvz1rdhYb/LZJ5eYzlK++naP8cQbB0xnybmiZ+e86Ph4MOPb+wcrse7l3S7/+Pc3+eDmJr1e46VPUmtJqxnz6Ue7tJoRj5/0uffdwYVg5SUVSwpJ6fIKQTiZ1Hq75YBINnF6E4fzIZN580JqACXCSqz/7pSWlbbGDBnmj6umxqMdUigyO2OYf09qRlWA5wY11Vk1JOcec9WEvK6k0BVVy5t92FWg7umsBYmSvvl5vQX26XKrxmapa7Gu9BbwCLSI3ni+PNoU+2NwYGxBaVOsM6txCCGq8//6Y30Rt30VmTAMFGFQo1WPuHlpnUVa8Mf7e9y5ssm//8ePqFe0paWdeFaUjOcJz48nPNwb8B/+7af8D393B4B5mvG//T9f84f7zzkcTtlZayG74hfZ1JSlZTCacziYkmav4f3/tf5af9EVgGieomG9S128ofHlmxqvozlNmdWVrsVT5X9widhTys7oclyF1sxBnf7eq8oFbd1vb4fetewF+plzGc5WTY0rvPWyWgfR8eMXMUJt4mTHH4ObeztpO/GTheWpcguwJ/k0QrQQcpvTmialJL1mHWMsT45HzNOcjY4jUKpaaHv7T+xnd6c+6cjOHsokW/B8PiUz5cpNxZ6z5LsocmZFTj0IqevAr0RWu3IOZkVGZkq6UY1YaY7TOZkxFBXUdWaXYkl9OeuDbyshu1km1F6wizy7nTj134uX16uk5GZAUu6TlPuYKqnV0zW6tMIPaAW3CGTrjSsByzE5ZBWMtk47/LDSEo1W6FRmBkzye9T07iv3tRqbHVZj26O0cz82NIFs0wxu0grvEMrOW48tUmu0wtsUdu6zbSqBXm6GTPP71PXua1QUy33CemXT3OvWXwP3+wlQGGhazZh2O2a+yFaOR1lWrPJfwK+KJknBaJwwniSkWYFUglYrZme7Q69bR+uX9T4nfGz/nq1mxNZmi9ksoz+Yr9zNFouXBdKn96XUm6+k5faBVrSaMY16iKryY8C7ldlKwHmaK55lHjWazlKSJKcsLALodRvcuLZOt6K5nfdeUkIUBbSaPuen120wm6W8qpbfM4/EtNEyJjNTUjPGuKJqbMSZ+4RfQ5MXambeZwWyRie8zLw8Zl9+SWETRsVTItWkFWyRlmOmxSHWWXrhVVrhtqduvUrzhcXYYmVg8qryzoA5HrUJTpCdF47/9L3vbcvvyxusLBuPssq4etPYSpf5YxC+yVEyeqmxOo9u+q51cq1JhHAr23ApBYGSL9knJ3nBcOrzY4bTBV8+2Fvd+PPS8PRohHWOovSOZec9Z34J5ZGahW9q8r8iNX+t/0prpb/+6WzUPapcVLqbFwJ90NVY3sP9T3iNztkGqaK+kXuR/2pbDaKLkBsIEfmFMDf1CItbbiurhuholakjROxfI7sgFIIayC1PR0NV2x9XSE0OLgRklU+zbGqoKHfbcMpFV+CR9loU0ohDapGfs+dlSV4aitJ4Q5BfNlJzfg2zlG+HR2SmJJCSzBoWZUEgJJHSpGXBoiyY5BmTPKUdxXTCmFhrYqVJyoJF4X+fmoKdepu1uEZhLZFSlO5lasMyBNKvTp5cNI6Sws1X2o6fshyW0s7JzIDE7JOag2qsCilC39QEt2iFt16LWLyqQrVGO/qI1Bwzye+trHJzM2Cc36Ubffba0RmXkJkhSXlAUu5XP5dIERDKDq3wBu3w9juOrUM7vENqjpkW32FcUo1tzDT/jk74sRfoveb6l1Kwsdbk1o1NOu036zqUkjSbEe1WjaP+DGutF/fn5RnEoSgMk0nCeOQDPfOsJAx987C10b7QewE06hFbGy32Dya+CZ9lHB1PV0Fw76O0ltTrIXHthAZnrcMYh7HOu9KcapLSrGA49g1WmpUrilq3U+P61ea57YgAACAASURBVPU3upQEgaJeD+l1G/R6DYrCvKH19E1NTXcJiphZcURqRr6pwf3kzcurKpAx3fAS8/KYUDYql7MnhNLbOvscmyNqukMvuko72Hkt0mGdoXT5uWL4k3JYSkqbV/B96K2uz131+2GNg7eDV5XI33mq26uEsVV5t8e0an4EUgYekUFhX7hX/rk+xzTzPO5lU/P7e894uNdf/d45qEcBpbUU5vUW5D/nKo1h8Ff62V/rv/Ly90YNFZX1Jym3NBJ4UXMj8RSu99TUoHyz8uL935V42tvp99a+MVkiNZTeVMBOPKq0soD2SI1bIjUVMuM1Sdo3JXKryvqR4BL/els1R2LZHC1OuZ8Jn0+jthDyBKkR+EXWWhTQiEPqkaevLw0D8tIghXgrW/5fTFMj8PQZ4xzGGApbUhqLkz47QwhBIwiJdcB6XEdLiZaKutbEOkBXwV91HWBxxMonlZbVars5ZzVOoAlVm1B10bKGz57xoXZpecQkv8dR8hsKM6EeXCGQzR/Gk7xAOVdW2S97lHax+vnSja2md9CyXjUNF//SLCcYWtRWTm6nX1/aBWl5RGGnlVW2fOk4HZbMDFkUzynt7NTYNJHaoKZ30bK54sm/7diUiInVBqFsn5nElS4hNccUboKlRLrll/P8fdVqIe127UKUkiXvU1VhUA7vombdWUyoKAyTacJsnq3sKovCcPfePv/T//xbGvVoOYDX1vO9Ic/2RhwfTwFHURqyrKB8jR2sz6Mwq6yb8cTn1CwWOVlekOcGYyzG+nGZ0lsoPn7SZzRZnN3ZKSvjZeWFYTbLyLJyZecZBZooCla6mVefv+UquqAWBzQbEQOtKMrXLwaEsk43vOKtfMs+83LAUXoPKRStYOeNqfI/RfmcJa/t6YZXGOfPmBVHK2R3Vnrr91i16YZXaeiN11LBrCso7ILMzkjNGC3jlRZlebVZZ0nKEbPyEBDUVBctzk/F/kHHVu0vlA3awQ6ZnTHND0jiIcaVSLdEwU/e1+FIyhGj7DGFy4hkk0i2CGUTJYI3NGvvYcz4K9cLUO0qV+lFXnYcaXrNGu16TLse8/kHu3x2Y2d1yTsHgZbsrrfZ7rVW9LVfShljmSc5/dGCySwlyYoL2aj/tf5af633VEJUyMiLDYfFi/l9IPYPL8PLzUv13gSc0ZcKr6lBrsPK288BBc5NfXMjYrAL75zm5n7/IvbIjOxV+1XeDU1UtDcn8bk9vonxZgKd6t993/QAQjQR6iz9zDlIi5J56g1qtJJY51hkBXv9CXlpuLTWptu8qLHQL6ypUUKAcxTWUliLdRZnBVY4GjqkEYREShGd0tLUg5Ca0gRCEkj/u0BKr70pvcC2sCdUttNzA+8e1CFUPZSoIdA4CqzLyEzGJLuHEhHWlZWVc4AScXWtnhXtvq+yGI/SlPsvNDWhb2rUtm9q3rGx0rJWNQ6tFxqHBaVJKO3Mc+zPWR12zpIbL9wvTuWGSDSxWqeud9Gi+damCMvympl1QtU5sw/jEoxJq4arwAn7aiRIQBwHtFvxa7MDTrYXqCoPYWlVvJoouReQmmnKbJ76CZVz2NLx7f0Dvr1/8E7HK4TAlIbsFDpyupaTNWstWVYyGi94+P0R3z/us3845rg/ZzxNfHOTFRSFoVwFY5rKQvT0jfV88l6RnzQ14AirTJ84Ci7sJS9E1dTUI4JAvrGpCWSNbniFaXHIYfKND4HM7hOqRjWR93btp0f+Jurh+y4hPDk1Uq2VYcAof0ZhF0ghSUqfohyrDp3gMg29jnzNLde4ktwmZGbKwgyp00Of4ko7LJaSxIyYFUdEqkVdnd3mfVco67SDXQbZIybFHotyiLFZZbCgT30FvAZnYQYM88cYmxGrNrFqrZzPCvNq2uH7qqXhgbXOm8pU93axanmgFgb02jU6zZhOI+bzW7v8+3/4mGX2n7X+SpKVte5SsOoA6zh1D/D/v6RCv3iXd5wE1q6USs7v48XtL/KMOC+0063+c/KTovRucEfDGZMKXT1vX9bZ1Xl6m1oSR1ZOve/wfFuev1fdc952HO/jGXv6/Hq765N/v4rKed4xrIg1gnM/4xff5+U9vHyOT7/+h9SL19DZ6+fVn8UZsvwLx/W+xvaXVRUtTARnJ5U4HEsN5Ht4XjlT6WFefJ5qECFnKXcvaGqq8eByj7LYMUhbaWEmVVMDiFqF1PT8PoQCtTRfiKr3MJW25ghvod2s9jOoGrglUrONEPUz132WFyyyfJVb5BwkWUGSFSzygk49/stsanpxjY97m6TGYJxlkC44WMzohDGb9Qax0oRSoYRESY/oWOcIpCKQktwaCmNR0rPPly5pqTFeqF1rUtMB6kwzICraVI9O9DGFnTIrvqewYwAKO2WS36e0C2bFI+r6EjW9Q01tEeutyhCgwfvkcnpHNp8t413FliNVBLJJqNpI3n1lUaBXWTsvvDPgTQBKl6CJq6797DaFnZGVx5XeqNqnUGjZIFDtHyTMlkJ7lznOTmhPxlZQ2gQpIpR49ZdASfFGhOFty1o/mSiNXSGHSgmiKKAeByua19uUENBu1+j1GsTnrBYbYxmNEw6PJ9y7f8Cjx336gxmjSUKaes2P1oq1Xh0l5UoovUSbRuMFewdjn2T9hmMrS7NqrIQUaP12508In4atztEVnVeBrNEOdlkLb9ALrzMrjzhK71HYhKQc0gw2iWQbKSQOxzB7zDD/noUZnDEU+CkqlA3WwuukZswwe+zRGqGRKFp6m7beJpAXCIetzBEG2WPujv8P1qIb9KJrHvkRknl5xDjf4zj9jtJlbAZ32Kl9Sl2v/WjH1tAbXKp/jqVkUu7Tzx7yzeR/pxNeohXsICtkelEhavvJV8zLAb3oGuvhTVrB9o82tvNKAJ1GjRu7a4xmCf/r//0n6nFIFGg+uLzOnSubRIGm04i5utVlcHWLg+GM/+Wf/1RNjn3TEYWaj65ucXXbm3Mkac7D/QHf7w15fDjkeDSnKA3NWkiSF9zY6XF1q0unWSNQiuEs4dFen+/3hzw+GDFdeLvS8Sxluki5tt3jylaXZi0kDPSFcevSWIqi2s88ZZHmJGnOIi1YJP7v2SJjPEs4OJ7y/HD80j6OR3P+03+5z73vD6nHIVq/3b1ps9dkd7PDlZ0uV7a7F9LzvVhJWvDl/T0ePDlmkeZk+dsZGcShR32v7fb45IMd2o0fjtw6YDpLGU4WfPPwgIdPPSWxFgd8fHObm1fWaTViwkAxX+QMJwue7I84GkyZLXJK4/n/9Tik166ztd7i0lZnFdi6vO2ZCsU/Gkx5ejCiP/aLT8v8oDjS1OKQ7fUWuxttep06vfdoLW6tY5HmDMYLhuMFo6nPaUqqz6E4pSOTUqK1JA79c6zdjGk3a6x3G2z2fH7a+3yO/uWU9AiHiPHT7OWiSgF2VulM3sNzymVgp74xWZWo3rvB2Sn+0o65iRANHJEfDyW4Cc4eAynOjf3PlqYAou31MCLmBHUSFQ1t09PL7KByQTsE2/DbuoWXAyyZH6LpQzdP0c9woJUk1J79EQd6NU+hQm7e1lL8F9PUdKMa3ai2WvX6fjLEWMulZpsPuxtoqVYPhtMuUKdr+VrgzLa8YnshJAJJpHp0wo8o7ZTcjijtzDPb3ZxZMWdWPEYmAfVgl3b4IZ3oIzruY+r6MkIoFKdDQH8YguPwNtPecvls46BkjBJxJTh+t1VRh3kNPcxhXEFpF0ilX2rVHLYaWx9zJhBQoGSMFjW/j3cc25Knv7TUfendXUHpFmjXeGVTI6gCxapAyvdVzp1M/J3zdCtdCfI315sviZUvUkJAoxHT6zVWVsnL9wIvBD7qT/n23j7/9M93+eqbPUpjkQJqtYB2q8bmRkyv26Be9yK8cJnc7ByPnw4YjhZvbmqco6zoPDi/gq21fGOA5oslpVjR+N5UgYwJ5A5ZNGUtukFmZwyyx8zKI+Zln054ibbeQYkAh2NcPGeYPSEtJ76B+hEpoC9WKOtVNssRDsfc9CmyjFawRTe4QivYuZAL2dLSeVI8Z1EOWJghhcsqFzjFcXqf4+w7RvkzrLO0g122a59Q070f7djqep2d2mfMymOeL75glD8lMWM249tsxR95222hGGSPGGQPGeVPyeyUlt7iSuNvaemtH21sL9by+9xtxty6tM7ToxH/8f+7TxwFtOoRSkpuX96sAjEVVza7JFnBt4+P+O03j1eZTg5oN2o0ayGXNto4HNMk45vvD/jiuz2G04RZ4k1DokAxnC0YzxaVC5vGhXA8nvG7e0958LzPaJqQ5iXWOUbTBcfjGYs096ilkgRasgyBfvFYXqyiNMySnL2jMc8ORgwmfmLaH80ZjBcMxgtG0wWLJCcvzkdDh+MF/+8fHr3zef7oxhZ/8/EVAC5tdd5pyS7Jcn7/9RP+z9/coz+aM1ucl7X06mo1YnY2Wvy7v73F1Z3eS03Ny8jHxZCw6Tzl6f6I//ibe/zTb+8D0G3X+B//+1/RqEVo5ecZw8mCh0/7/Ocvv+frBwccD2ckWUEcBqx3Gly71OOTWzsEgSIMvGZgyZ4oipLZIuPR8wG//dNjHjw55un+kEVaUJaWdjOm16nz6Qc7fH7nEh9c3aDdrCEr84t3qSUyZqwlz0tGkwUPnx7z6NmAJ/sjDvoTBqMF03lKmhV+cQ6vd4iigG4zZq3TYHezzeXtLh9c2yAKNM166J8p1YLAGTpq9Zw6jQa9yyPXv/6EQvpLQIVEFTTpA8GXFDRTaV2WTY15J8ti4IQm7lKcHfuQzFVJzsvW8ddfDSdaJw5szuLzaiZe7M/CWzy7Ao80tXzopmggXmAECFFHqC3f0DCqNDSHYFu+gbH+GJdnRFSaGp/Nc/L9lEKsGpswUNV9WKxMBN72mv/FNDWnS+CRmzvdDZphhBJng/ledwpegk0v8H5aNmiHd1avGMtvmBWPKexkBSM6SjIzZJLfJTN9xtm3xGqj0pJsUdM7xHqLmt6qkJR3nXQ5jMswNj3jklTaOePsW3IzYZh9iZatd9u784GXk/we1r0sTve/f5UL0rKxSLCc/N64lEl+n8LOGOVfE8jOOa+9+NhmxSOKU5qds7/PK83PT1tC+CZmuSKnlaRWC/ng5ib/+Hc3aTbfniIkEAShIo4CLl86O3EtCsN4nPDlV8/47e++Z29/jFKSne02uztdbl7fYGerTaMREccBgVar8TnnVwoR8M3dvTeOY9mgKeV5B9b5FWP3lgJqax22QrIuWnW9ztXG31PTXZrBXZJySGET+ulDRvKpRwpQGJdRuoyGXls1E0pGyPdhm/mG8pqxFo1gjZbeJjNTSpch0fSia7TDnUps//pSMiKSLdrBLp3wMtYV7C3+iHEllpLCLChdxlp4nUawwVbtY5p6i/AVOU/vo5YudNvxx9iOYVLsMSsPmRWHJOWIipiDcTnGlaxFN7lc/zW7tV/RDa8SqXe7D/2Q2l1v868/u86nix0Wae4fmIHi2nbvzKRqo9tESkGvI7l9PUQgPVomY2phjWvbLZxIsRiiOOOjmy02epqikBhTZecIgw5yOs2IjZ4iihyB9vv8+Dbs7NSwZQ9nNQJFFEQ04pitbpv1dh0dlKRmjhSyoi+HqJdQcl/OwWiS8PxwzO+/ecpX3+2TVjSN1d9pQZqfT1f9i60feY5rrWOeeGQmChV9BL/98jF/ur/Hs8MRx8PZqiGxxlMf87JknuSMpgmf3Nrm8w8v0WnVMMby6NmA33/zjPuPj3j0rM9gPGe6yClLTwmeLjJKY/jSOg76U/qjOaWxbK412ehdPD7idOWFD2LdP57w8GmfpwdDDvszBmPfyMyTnCTLyXPPNlgiNdZVNM7SsEiW6NSQ+4+P+N3aE65fWufWlXU215tsdJsvNS1JWqyaJGst9VpELdKeAl0Z0ni3K3/sUeifUcZUulXnyIuS6TRFSsl6r3FuXtvPrwRee1JDqA2c6Xl6F8ajK26GsyOEnFWT/LddGqiaETf2jcSSKobylDDRAbkG52lPhUaIKq/Glp4O56YIO6goYyMcJwYBQvbgPPaPqHs3M7kHRoKd48xBhey0cW65sB1WTVSjOtaTtsNYx2iWcjCaMl6kZHmJsc4vOm102Flr0XzLz/sX19SsVuMq5OZdXvu2pWWdVniTQDaQwruMGZfjSoN1+SonorBjCjtmVjwCIJAt7yYWfEAn+oRO9CFKBGjZQIoY4ZRHRcTFVpIAcL5x8GGgJ02NcQnT4gHT4sE7HeNFy2GqxuHlVUDPOc/92E793rqcWfFodV5+tLE5i7E5Vr0vEd7FS0rhG4fKX10pSRz6rJv/9t/cZmPdP4zexyqTdY48LxmOF3x9d4/f/fF7ytLSakZcubzGrz+/yt//+jrXrq75ydILKx1FUZKkBf3BjDB68y1ASUGoFWrllFbpcqy98EqTc76h8Q/Mix9rXXWJ6/8NDb1BpFocpXfppw+YlcekZgb4kMlINYhVk1awQyfYpRterXQ3snpAu8psRBPIWhX8GGGdICt97tVyheht4W4lNEppaqpHM9hgWh6QF3OUCOiF3vXsQk2NCIhUk150jUu1z3mefMHx4h6pnZHbhFg2qeku69FNduqfsRbepBlsvLAXb/McyJjSxQQierW+DBBItAwJROzPiwjP6PG0DNGEbMS3aepN9pIvebb4HeNij2nxEOs8VaWuetT1OmvhLXZqn9ENL9EKPEqz1J0Y6xBo9Oq9YgTKfz4vXBP+I5BIglPbR+DES02xqXQhy89uo9Nks9tcXZPLydFKVVO9fq0V020F7G5bUqMqemtIrDoEsk5uZhR2jqUgCC03r0TcvtryVuMVIu7pkH2MKwikJZAFgYzotuCDG+CIaegtAllHEa6yg4TwtL3MJCRmiKjCZiPV8ujjamX7rG5sOs94fjTmq+/2+Zc/Pnrl5+qq175qAWGZZfUudyOp5Mo2+91LoJRfmY1CTV74haiVRmXJuXdupWN6ZZ33K7fU2S3fzb1kbHHROqFrzZFSsEhy/uWL7/n9108ojT3jjleUhiQrGE4WHA1m7B1NSLOCy9tdwkCTFSUPn/X5p9/e5/vnAyaz9CVNU5nkLCqjh7uPDrHGUY9DhBCsdz1156LH4ZyrjCMynh6M+Oq7Pf7li+897S8pXqltXH5XjPELaElaMJqesC9CrYgizd98dJk0K/jIbtGqxwSBQsmT85xmBaNJQp6XlMbQ61igRlF4o6cw0EghmCeevuc1l6rSkXp79kWas3c4QSlBox7+MpoaUTU1ooaQmwi57if5bo53F5vibB9hd0AtdSkXL0cJLvGNkjnC08UEHl2pI2Qbobqc9w0XaK+PkWvgRh49sjNv4SyCyiSg9GiP3ETItXOkBoCsI9Q2zngXtCX9zNku2DWWBgFLCptHe/ycfYkcWmeZpRmD6YJ5mpOVhrwwCClYbze4stF963vUL66p+XOWlk1a4W20bNAIrjEvnjAvHpOUz1mUB5R2fkYAZmxGzpCJu09mB0zyuxzrLRrBdZrBDer6EnV9ibd5tHixqUcsfmrtwOkxvPI3rmp63gdf9C3rJBH9p7dgDQJFuxXTbEQo5YXws3nKYpFTFH4V6n1xj63xepiDgwmzmXdbk1LQbtf45MMdPv/sMmu9xopO82IZ48iykjwvL4S2BIGi2YyIIu/qVRSG+TxdGRhI+ebJgnM+32eR+BXJi5enbdZ1l+34I1p6i93ar+inIw4WY6xzRDKgGzVZi1vUdJNINr0oXwQsipJZURBIbxTSCz/k824N4ySlVRzMajwaPWKr1mCj1qATxTSCd39oiqrJilWHRrBGXa8TyebFjDucwzpDTXVYj24RqxZb8YcYV2BcgRYhWkQ0g00aep34HBQkVA1267+iHWxTuoxA1mm/RtfS0Otcqf8969EHFHZRaZVeXg3WIiLWHbZqH1HXPTIzI7cL8rIgKw3CBQgXUTcbmKyLlRFOV9RFa5klGfMsp6FvcbvZw5J7226xzTzJV6J1h3cbrEcBoWizpj8ljncQKqeue0jXIi1KtPSIY2ktR+M5T4/HxKFmo92gU4893ay6JpOsYJZmaKUIlCIKFKFWpHZMZsYk5ZDMTAhlk1C1CGUD60qmxXPm5UHlJinJ7AQpJGvhB0Sqw6I8JrPTKp8rZ1IsCGWDbnh9ZT9uXUluZ+R2Rmkz6nqNdnCV0qYkZZ/cLShtSmEXFHZBJ7xKL7xVoYxnH88CHzTaqIVs9Jpc2TmfdrikwmZFyWzxsl4lCBStekwc6QvTQU/X9nqLbqtGHAXvDJKEgebW1XWSrGA0WTCbZxTGUJbWaxOrv5OsYDxLSKoJ+LmZQecMonQlufXhzIUtiVVMQ72bLsU5xyLJOexP2TuaMJomHPanGOvQWqFh5Sx52nglL7yl9rPDMQ+eHtMfzxlOFnz13f6KrgaOQEu0Up4adg5l8NnhiN988YhmI+LO9c1VQ3qRSvOSZwcjHjw55ou7z7n3/RF7xxNvzf9CM7V0+vTU7GVT4xewXjzvpbWQlzx82ifNSo5HM6bzlKu7Pa6eui7zwvjvd4X+HB7POOrPiKOAOA78QpmSzCq0qCi8he/e0RhjHDevrhNHwRlN0i+phGgg9HWE3fOalSWiYke44iucaCBkqxL1v0WZQ5z5HmcP8A1NZaOstpH6g8p++Syl9WRQ3gVNyA2cecbS2hk79PtwI3w+TRPUpm9+XoHUCLXtzQdEZe1s+jg5QNghLOURoglq+6yWBlaMlvW2//nzwYTSWLSUNKIAreQ73V9+Nk2Nn6CXpybMjmUYkDjjdOSFR27JTxQBgtC/1pWVK5au/m2qfyvAnppou5WAyYcyeSHXmyZmWtZpyuvU9SU64SfMyycM0y8ZZ18DshLvp6uUb0uJtRMKO2FePq7oBRHd6FesRb/GxjlaNiu+vacnXWQFxmKwZ84VLCd/ovI//7EyIMQb0s59Crl5qeESLFGpHy8kUa6cRn76u1+gFa1WjWYzItAKYyyLJGe2yDy/PS+JouC93JiNtUymKcf9KYtFhjGOKFK0mjVu3dzkw9s752rEllVWY0vS4gX3s/MrDDXNZkwcBwjpV+7K0pCkOWlWei1BeP6kfbnCaqwjSQrm8+ytmpqlfso7abVZj24C8FxOKIo+xjrqOmC71uRys02g1OocldYyzQuO03nlfKjoRlfZrd9hURRM85QHg6d8PXjGR2sbSCGIlHrrpsZr9fw9yWKRIqCu12joDeq6R6gab94J/rvjMESqSTe8Qi+6+lbjAAhlja34DsR33rwxUNNdarr7xu2WiE2sWqvPAGCySBkvUvKiJCsNGEgLQSYVhTY4HIUxDKYLJouM3d5l1ht30ErhnGOyyBhlycqFa7l6623U69TcTerq5sr9ZpZkLIqcOPRaqqIwHAynfPFwj06jhr3k0FLSrEWeNmN8Q9WfLioamqZTjwmUpDALFuUxSTkgNROsKhBCYF0X60rm5QHD/CFNvYOWMdPiKThHXa0jhGRSPCUzEyLVwbqCafGcQNaJVQ8plvb/BZkZU7qc3MwQQtIOrpDbOePicZU3JEnKAfPyACkCmsElhFOr0NOTEkShpt2MubTZZv4KHYq1jiTLmcxSSjN+qamJAs3WWpNuu04UatQFF1v88Rh2tup0OpooxvvxWYN1BiHkq3Vjzl/dDuvhGFVyaaeBDraZzXPmSUGRG7LcrHLA0gqNfrI/5NjOfONgzrlfnfMj4yy5zVmYhEW5oBW0CIRGS43kYmYlq31Zr7XZO5qstEuzRUajFlKPQ5SS5KUhrxDwoqJSFaWhmBn2j8Z89/iYKNTsH094vDdkPEsRAlrNmCjUxKEmyz1lLcvLM83NQX/KZJbyyc1t8rxEBwopX7+yv0RoZvOM754c87uvnvC7r5/yeG+42kZJQRgotPJNlapomnGoEVLgHFWkgEdZygppL6vmMi8Mzw7HPDscs6gaEhBsr7e9wFsKjLHkmdeTWWuZzjKSrPB0NS1XjdVsnjEYL1ZW7A8e93HOsbvdWSEzy2fVO+tQ/hwlGqBuINQeiLvAAL/4O8IV3+DkOkLfxDlvKPDmxUEDWJx9ji2+wJl9WFH9NULtIII7FWXsVQtpAUL2cHLNU9VcBm6Os0PAgq3QGxm/FqkRou6bFdEBBLjEo09VY7OycpZNhNz2zc3qtf44lZR0GzW0kozmKQOxIAo09SgkeJtwmlP1s2lqrJtRmj2cSwGFtVNKe4iWG0TBpwgR4yhwLsG6BWW5T2GeEepbxOHnFGaPoniI1tsE6gqF2aM0e2i1i1ZbGNPHOM8Bx1mMHeJcThjcJlBXqsbpYqdDIFEypqZ2kHFAM7jKuvl70vKARblPUu6TlHtkZnhKd+MvSEPGrHjkc1/MAbPiMb3oV3Sjz7hYyrZAoqoU8ZNtvaXzBqHqoWXjlbzsH1qt4GZFnzufTuN56frMyrQkINIbRKqHFk2U/HEsaFvhBwSyWTm3/bQ3vCBUdDs1et0GrVZMNAzI84LxeMGDR0coJbm8272YjfSbyi1X0E4QoDBQ1cqreuORJ0nOs70Rh0fTV4qJT1cUBfS6dZrNmCgMKjc077z2+GmfzY0Wm+uv1k6UpSVNC0bjBf3B3DdC7+M8vKb66YK9+YykLEjKglmRM8szPl7bJOxtkFtD6Ry5NWTG+HmWeLvJzrIsJYVNmJcDpsU+1hX0oht0wytvbbf802OMP6z2BlO+fnqIMcY319UEbZZkzNKcTiMm1N4NbH8wJQ50lRwtKErD46Mhx+M59SjAAf3JgloYoK4JAiW5v9dHK8VHgQYcT/tjBILNToNQK6yDwliy0mCsRw2XiOhwlnAwmnqtSeEnjLM0586lDaLddaRs0NQ7lDYjNSMyO8OVlppeJ6ABOCSKml6jptZWOUIOR2bmZHZWIWtrlWGFp2N6fZdHrXM7JTVjAlGjkw8zsAAAIABJREFUEWxTU2tIoTEuJSl95o+u7oehbHrK5Mox6GwJAe1mjJQ96nHInevnmzAUpaE/mvH98yFpVjCenjVmaTdjPruzy+1rm7SbMVFwse/irBwyKg4IooSwnlDWHHMTMsuHjPMjGrpDU/eq+48nMLlT/5eYGamdU9qMwpSUgSZaC6h1IrZdnYAa0oVVppaflD8/HKO/kJSlJa/cJV8+MS//SAlJKENm5YxJOSExCbNiSi/ssRa+nbFGWRr2jifMFhlpVqK14ld3drmy02W926QeB2RFycHxlC/uPufJ/pDpPFtRu8bTlK8fHCCFNxhY6mOu7nT58MYWnWaNKNJ+oWo045sHB3x5b2/1+rI0JMBwkrDfn9Jr1+m+Icy5KA1HgxmPng34wzdP+fLeHsNTmWRRoOm2a2ytt7iy02VrrUWnGVOrssc8ddEHuBaFYTJLGYwXPD0Y8ehZn+nc5x8tAZz9/gTzlSWOAta6dTZ7Tda7DaJI02pGjKcps3lGaS1hqOi0Yta6DYx1zJOMySxhOJ5TVDTEsjQoJVkkOVIIRpMFUgrywt+rfwn9DACigdQ3sfYQIX/vKV4VbcyV32JlG9Q2Qt9BqEvAG+ZtboqzQ2z+BTb7v3DmafWLyhxA3UAEv0bIzdeMyYdwCrWOEKHX1bg5wiqvpbEeqfGamq0KqTnnHiFqILe9tTPSN0d2iLMeqVlpakTTN1vi5cW95TWWZAXD2YL+ZMFGu0EYvLuR08+mqXEupTSHGOtXEow5pii/JwxuEegbSCGwdoaxY4wdkhffkuZ/gtgRBZ9g7Ii8fIDDIEWDovyerLhLHIKSbUqzT2Ee47tXS1H6BkrKBlptAspzDS9Q3tFMoXRErDdw7jYWQ1oeMC0eMc3vM8nvMS+ekpQHGLc4QW9cUTU9+6TmiHnxpFqdu44Snuf/+vf2aIkkONM4KBFS09s0gmvEaruykn7/1QxuvKapEQihkCI4Y18rqmDQZnCDWG8RyvaPM7bwJoFsXUi/8L4r0ArdVPS6dTbWm/QHc4ZDw2iccP+7Q2pxSLdTrwwFTp+bs19cW9EYSuNXmb3AX57r+nJ62rPM0nHVZEDKE7j+JM/GNyPD8YLHT/rsHYzJL2ClGoUKrWPaLf/Ha2pyBsM53z08QklJr1NHyhP9zgqhqVYLB8M5g8Gc8dg/1H/spmaYptwf+dU+KQX78xn78yndqMa1VveUENav6iohiZR+wdL9bJ24+djVBBYcuV2wKPtMiwPmZR8tInrhNTrB5XdYXPip03Z+WPWnC+4+PVqdm27DB1oa4+lDgVYEWvkwyMmcrW6TrCgJA01RGvaHU54dj9nutZBS8Kw/Jg40lzfaBFrx9HhMGGiub3k06XA0QwpJLQxo1iJUtaK8FMaHWnvagoDxPOXRgXfJlEJwNJ5zMJzSrkVc3egQhhGR1mhx4AXJbkZpUzo2BVV9DkIQyBqR8iGiznlXKONyjM0BV4Wk1glNC+MyLAbnTOVCmZOWQ4QWBLJOIGuAwLiSokL1lyKzQNZP3bvOa2oEzXpEsx6xs/Hqe2iaFTw7GBFoxbePXs7IatRCPri6yd9+cpXNtQb1+GLX6FH6hOfphHkxJLEzTBAyMw2Os6fsJw9Zjy5XI7c4Z1fuoZ6eVzIt+8zNiMwkGFfS1F2acY9WENEKGrR0j1idpT4+fNrn2cGI/eMJg8n8vGGduxIghUQLRelKJsUE6xxaaKRQ9MLuW7EFSmM5Hs4ZTRKiQLG72eHT27v8q8+usbvZplmPyIuSB0/6FKUhzQrywqyakuki5cGTY4+gpTmba01uX1vj7z+7xr/99U0/+Q80g/GcvaMJzsGDJ8fME7fS7Ji8ZDRLOOhPCAP1yqZm6fCa54bnh2O+frDPV9/t892TY8BfQ4GWdFoxV3d73Lm+yWe3d7l+aY2ttVaFPJ08a5b0s+PRjOeHY/50fx+AZwcjDgdTitLfB5fOe2vdBlsbrZX+Jw41rWbMIsmxzq00VO1WjU6r5tHE0q5QoDT3+sYw1EShxlpHmnn0S2u5uuf+OdgY71JC1EBdRqibCHUVbB9nDjwyYuZQNHFVAyIIcHJpw3x6gdvh6WUGZ57hzBNc8QUu/x0rlEbUQK4h9C2k/hReO8da0s8qpAbjjQswlZvazLOkRA1kZRRw3pxK1BByHR/CGXiTATetGpujFdVOiCVSc/6c1DiP5s/TnGmS0WvVVlbO7/JJ/2yaGkGIkh2snVGafaybIWULKbu+m3Q5xh5TmgHWjjB2jCPxMBmg5TpR8DGOnKz4ltLse+ESAiHqWJdRmkOEqCEIEKL6g65uwD9kKuE9lkLVpc0tYrVOJ/yI1BxXjctjZvkjkvKA1ByuaHCFGTNzhnH2NbHaoBXcpBneeOOZkiJAyfiMAFiKgEit0wpu0gpvE6n1H3A8r65QddCifm5T44XYIaoSwp6MTRGpNZrBDdrhB8T6x8muCGWbQLZ+UBbODykB9LoNfvXJZcrS8sUio9+f8Ycvn+BwRJHmyqUem5st9Cug1SQtmC9yjo4mDIZzLu102d7uEIbeLha8KUG9HtJp1wmrG3+S5IwnCf3BjOFoQauii52u+SJj/2DMV9/u8cc/PeXR42OSN9g5g38QKgnra00+vL3Ng0fHzBd9nj0f8i+/fYiSkvW1JvUXRJxee5Px1bd7fPn1M57vjd7JNe1dalHmHC1mKKmoaY0Sgk4UEyqFcY5QKQIlaQQB9SCkG8es1+rE+nW3RIfFVCv7EwqbYDHMyz7H6X362UMAWsE269EN2sFOZVbwl1uB8voXWZljbHWabLTrlNaRl96yVEtJFGpqFU96WQ6/UhdoxU6vRT0KKUqP+Ag8krMU+J/e3lX3aq18c9OIA2qVbfN6q04zjhBCkOQFx5W4O64Eye26R46MteQmpRQJZcX9NjbDkGJcztK6xTtBPmVRDpiXfkLX5gqx6tLUW2R2yiR/6kNRywGBrNMMdhAIMjsh1l1qeg3nLIvyyBsziBpKhLSDy6RmRG6mANWCkEafmxP25y8lNKGIKVUDhKeejfNjMrNACkUoY+qqxdyMSe2cuupQU03m5ZjMzhFCEssmkWwgECih0TKkrjo0dffdQ2TPmfVYZymdISkTJsUU4yxaKDbNxjstG1hr0aHmyk5vlVmzvd7yuqLKJGZpw5zmBZN5urKpLo1lkeZ+QVIKdjc7/Jtf3+Sjm1t0mjGB9k14oxaxu9Xh8naHS1tdDvoThuPFarSLJOdoOFuZBZxXjsoZc5bw1Xf7/Jc/PeZ4eNIM1iLNpa0uH1zd4G8+vszNK+usdxu0GjFxqF/SfS4X4TqtGlopanHIlZ0uv/v6Cb/5wyOGkwVJWqzG+PxwzG/+8IhGHHL72iZBoGk3/b2h122sbP3bzZhlIPPGWtO7E15aQykfJ1Eaj9R0WjWUFNRrof/+Vq/75ZQ3DBBqBxn9d1gR4rJ/BnsAGJzdw2b/CWGe4PSfEHLbB12KGKgaDgqcHeHsEFc+wplHuPJ7fMaMBbRHeoK/Qeg7vqF53XdJBAjZ9SGchOAKb+ksFuBy/wdRGQ50QbQ438igsq2WTb8/l3kKmhtB+dCjUgCy0tSc19QICJSq7uMRjThc6XbPCzS+SP18mhqhkKLh7VntCOdSlOwgRRNBUNHTBhjbx9op1s1wLl9Ru5TsgL5JXt6lKB9gXQLOu+3IytbOurTCD4zXeMjo/A70rcfuL9xAtAhkizp+xaowU3I7ZJx9SyDbqPwuNs+9o47LKN2C0iyY5PcJZMtrdrjxhneTHtGR9TP6FoFCiwaR2qQV3KQeXPrBx/X2JZAifAnJ8WOrE6t1msENmuH1P8PYftxaufJ1anz84S6zecbzvRFHx1Mefn9MECjq9YissreMouoBUj0NrHM46xhPEkbjBY+fDNg7GGGto9Ope957dUqlFDTqMb1unUbdh+cVpWE8WfDs+ZBHmy22Nlo0m/66X+YTHPdnfPfgkLv39nn2fMh4soAKyXidtmaJEm2sN/n4w10WScHe/oj+YMZsnrG+1mBzo0WvW6dTrSBa50jTguFwzpdfP+OPf3rKZJoQRZo8fxujgNdXaS2LsmBWZEzyjHoQECq1CtaVpxzamkFIWOVZhdK79MRaEylFKBVaSl4nTXQ4jCtJzZRR/pS5GVQW44ccpN+SmSmRbNENr9ANLlPXa7wpcPPnXrZCDJcJ60r6AFUAnOdER4EmqHIGes0aG50mw1nCIssx1p3hwBelIc1LapGpHHAcSknWWnV6zRr96YJFloPwhhZLx70kK/xnmhcEWvvXSUEcKuIwIAo0oVYEunLmwl/zWVl6+lM1hnocVplRwiPnNkUgCWTdayBdiVw9wAXOWTI7pXAppU3RMkbLiFh1KPUWwng9TGZnGJsSygahbCDQBHJEIBrU9TqZGTPKH1HapDJ9iGkFu0ihVxb0vqGpo2V8jp7mz19aBtRU02vPbIytDBKk0DR0m7pqE6smuU1IEAQyJFZNMpsgrCQSNWLVRIsAiaqodwF13aL2Q6y/z5XZOD++SgdU2JKCgsIVq9/DsnW9wFs4j4Zf2urw4c0trmx36XVOjAekVnRaNW5f32QyS1eIBniEPMtLAq2oxwE7m21+dWeXqzu9M+GVtTigFgc+dHOzTZLmDCfJyq1vkeYMRovXLkQ5600NjgYz7j8+4puHh5XWxeeBNOoRt66s8+tPrvCvPrvG5Spc9lV9gh/bCUK41q1z6+o61lqeHYww1hvALBeqDgdTZknORze2SNKcMNDUa36xa7nqfropiaOAOArotGorKtuyTo9p7TWN3M+6li5ocgMZ/h1QerSlLMBOKlSjjzNPEeU9hLriER3ZAmI8EpPjzAHO7uPKx2Aen9p/DUQbEXyKDP8dQt9EnGP0craUR1dkt2qenEdVHPh8Gh8cKkTT77tCl18+tEqvLhqeomanHq2xE5+bswyHr5AacQ57SFCFoWtFLdLUowAlxYpJ8S4N7M/mzlmRQfCe2ann9q3K4lyKtROsnXs7uxfuZEL4cDXnDKU5RMoOWu0gZROQaLVBpG9h7BhrpyAUAr8iJmXtwtSztyklI0LRoxN9TKw3qevLRGqDSX6PaX5/hdhk5phx9jWd8MM37tM/gFtEau0MVc06Q2EnFHbsKQ1/hjoZ2/qZ8MtlYGhuR+dm3/wlVaMeceVSj9k8YzbLuHt/n0ePj3m+N6IovuPbe/tVMxJRi4NVsGWeeXFskuQkSc50lpHnJTvbHT6+s3PGfUZKSbsVs7XZZmenw9Zmi9F4wWSS8p9/94hn+yO2N9u0mjFCCsrCMF9kjMYJx/0pxlh2dzp0u3WOjqdMJimLC4TfbW22+ZvPrzKZJjx9NmC+yJkvMn7/xRMOjyb0ug067ZqndFnLfJ4xnaYMRnMWi4ytzRbbW22ePBtQlO/HHW+UJQzShGezkCfTMddaXW50erTCiFudNYZZwjhLUUJ4Zx+lqAchgZReuOygMIanszFaSq61umw3zn8oeDpRxrw84uni9wzyhytTDOsMneAym/EdNuPbRKr9i29oANK0YDZJKHLvSNVqx3TWGuCWVMlXf47OecH6YCY4Gs943p9UGR4GxBpRoF9yVTr9DAuUpN2IWWQ53z47Yp7mPO9PPRK02T3zPtY5BtOEb58ecWWjw+WNDu16zPWttf+fvfd6kiPJ7zw/LkJHytLQqnvkckjOckmzvdc7s7PbP/feeC93xjM7W6PmcERPS8jSqUOH+z14ZFYBKMhGd2PI/sFgQFVlRnlGRnr8xFcwXebMs8JNk7obaBx6TvZUhPgqIfF2Nua+ib7Ao0vh0fdukHr7mC6Bj/UOSgTE3g6+Skn1fqd21qJlRCCHCCEY4po3WoYEqk+gBijhCiJwcLNA9el5B4DFGT0PPtrrJpQJ4+Ca802ya382p/DW2pZI9bqiR5HoIb6K8ESAEspxbTrRD4ETi7EYpFAvQc7eOa7IeyQSLRUjb8jt5BbzesGqWeF9iyamVpLtUcq13cGVkD3fU4wHyQZ2JYV47vqOQ4+DnQG745Q49DcwyRcjCpy63dHZwqmQdYeo6pbFqnwtD7JuWp6ezPjsm2POpqtOMc5xzaLAY3ec8stPDvgvnxww6L27v5WSEqHhYHfAX/zcCZmcTVcY027WaG3B8fmCr5+es7fVY6fz1vlTmq988BC+g4d5P0fRYKp/xlb/0HnMZGAzR/q3y44n43XkfIODh+VY08G7nEYk4CP0z5HeLxH+rxHeT91k5Y2xLloShEyxIgSqTpjLdNOX7Q5a9mZ+sjvOHshpN53p5Ka7/FaIpDPdvIJTg7v/Vk2D6mDFceATBT5a/okLBWAbjF1hqRAychKhwgMsxpadsplEihBLgJIlVlUo2QchNnAyN5XxUXKEp24gRR8QKLmFp+8i2ic0neqZlH2kSDrlsQ9/I5HCRwofT/ZIvJtO6UxGGFuyrL7aFDVVO8XahsrM3thBkkLhqyGh2kbJy4VDTWWmGwW2H0QhRAg81SfSu+hLazO2pTIzivaU1uZ/Wuol7xhh6KQq71Xb1HWDlIKydCo+j59OePxs4jrMoeterfkzRVlTlq7jZa11k53I70wynz9Pa/jZ1jjh9s0tTk4XPHp8zsnpkkdPJhwezRgNE5LYRypJ0zgYWFk1GGM52B9y786Ok8/spjRF+eZCeDiI6aUBzw6nPH465dnhlMOjGYdHMx4/ndBLQ5I4cImOgbKsaVtDv+9IoTevj/B97WByk1fg498ytJRE2kmClm1DY5xvzjCIaK2l74fcGYzwl6qDnriCJvF8Qq1d994YIu3RD0IaY5iUObvx6xMsN62pKds5WTMFDJ6IiPUW2+F9rsW/YuAfuG79W17fngw7CWqFb+IrJZW/76iqhjKvmZwtOT2eUxY1Td1ycHNMbxCRZxWLeU5TNAySEN1JwcaBh68Vka87c0pnrGdx123VtGQdRn4tGmBxEDQl3U0N1twYwXY/4XwhmK4K5lmBsWbDH3NTHOeh1I8d12ueFWRljLWWfhRya2eI18nlOrlaSRL6hN76/hLhk2IxCNRGvasyK6TwXNHi7THqFN8u9mWBwsfK/nN79uX33JPPSwjH+kVPoQTLkOcbdGua/ce3N/oqwleXE+EXRyQCi8VTzxv+Pf+cF5/xAV7nK4bMEicWkOgUY93E1pPvn/JoJRn1Y3bHPaLw5eJIK0kvCeh3ctdKSewls+Eo9Njd6rE1TAl93UGtXo7A1wx7EVH4vGR2VbdkRfVKbxlwULenxzM+/+ZkoyYG4GlJLwnZ3+5z79Y2t69vvZfXkBPiUOyOUn7x4ICj0wX/8ocndPx+J/LQcZAePj0n8j12Rqmbyl5CAwhHDnbnxtruawBXxRljscZNiE2neicEaE8j19PYP6H8QQivQwXddhMQIowtoImx5swVNlTY9hh4hruoDRfcGombinggRiBThOgj/b9E+n+D0PcQ+u3UMh0XW2JF5KBlIgZTc8HP8UFtgxoj8HhjOSoShNrHts+6x3bFERLw3FrlmMuy1Rt+qrEUVc0yr2iN6ZT4JJ6SiPe0wPhoihpjM+rmIdZWRP5fOKUwc4qloTVTpAgJvF92hYDB2tJB1NRud+Jd+N49pIwRInYFi+zhipoBQngotYVvM0C5r+UW30VBc1WEaptR8F9YVF856Jh1E6fWVlizpLUlbyLBCTSBGhPrA7S4uGm2tiJvjsiaJxu/HNfx+/4++AJFIEfE+hr6UlVubU3RnpDVj6nN4gdZ2/cdg0HETx7s00tDblwf8ejxOY+fTphMV8wXOU3TMp11ajRdBzmOfZLYJ40DdrZ77O30eXBvlzQJNnyayxGFHr/82XX6vYjP/njIV9+ccnQyZ74oWHVS0mtTUN/X7Oz0OdgbcOfWNp8+2GXSQRmyrGI6zV46/oshhUAoxSf394hCnz9+ccRnXxxxfDLn5HSJMZb5PEdpiecpxqOErXHCJ/d2uXF9jJKCyTQjinz4lkVNzw+40xuxHSZ8Otx2BFgpGfghodKoQBBqxTAIud0fOnNNBOMo2nzalRQ8GI4ZhxGelPhKMQpfl4ApfBkz8m/zk8H/xu12DlgHGxIBoeqT6G08EXUsu7eLkX8L3Q8dp8M2DPyDb3VuPkRMThd8/fkxh0+mnBzNqKsWYxxJ/vqtLb754ph/+fuvuf7JDr/+2Q2X7AhB5HuEvmaQhA5m6SmklPzFvWs8ONgi8DSh7zHouC0/ubFD0xrGaYSvFbd3hzSt2WCrk9BnrxMXqBpDa1riwGerHxN1HICdQcp/fXDdkcGVdB410hUv+7JHP3bCAEK4pGyYRM8lc+vJweX9SKKJOvigL1Nevyd/233sP+4++L3EVZwanKTzeXXOV6uHeEIT6whPvj9XSUpJEvn007CDMF7xGCEc1yvwCANNXtQ0nQy172lGg4h+GryyoAHQWhKF3ku/w3Q+Ni/6y1yOpmk5PJ3z5eMz5ssL1bvA01zbHXD72pheHLq9/F1e/AuRxAHXdgeM+tEGIno5FquCJ0czDnbcVLKuGupOlEYgOllqSVM7rzOlnaS0kALTGopVSVlU1FVLVdTkqwKtFaPdPskgJgg91Cveg486RAByjPR/5Qw5268xzVfQPsGaZ86/xiw66FaNK2S0KxxEAmrHySzre058QN9AqBsd7+Vd1+Ih5PiSMejaVyboJjXjt6NnyHijgvYcC0aEbjojko7j8/x1YnHw8fNFzpPTGdNlTl7VeEqRV/WmIH/X+GiKGjAYWzn+hdzvYGh5l/w2CBGh1RYIxUXi/7Ifi1Z7aPUyEV2IBEkMbPF84fD9+Zpo2UOJmECNHB7RrsUuO8NK+2augRAKXw6J9D6+GqBE2Blx1lTt+UaMoGqneKqH4ruRT75ybQh8NejWNtyszdBQtdNO8e2Yqp10KmXhmw/6LUJKidaOxH73tuuSBoHe8D7eJrRyUK/93T5F4SQsd3f69HsR+opN1aketUQRRFFEv+9xsD/gYK/PeBxzeHzOyemEPG8pCjrFMOkmPIHHoO/+HuwnXNtPuXYQ4Aeg5Jqb0GyKQs8T3LoxYjxMiCOffj/i8ZMJJ6dzVllF1U1iotBj0I+5tj/g/r1dbt0Yc+1gyOnZkuksdzcVKdnd6eN7F6+pqd2NqG0MpjFI5fgUO+OU3e0evpKYqiH2FL6ULOY5q2VJLwnpD2PGg4i97R4/vb/LretbTCdLmrxifzvFti2Jr6BqKFcli8mSuurWm4Z4gb5S8W0dkfaItMcOV2Ot/W4qMwwuu4o/j+lWCPaTHntx2kHRLPI16mdSSKQISGVA6r3YdX//SL1tUm9747LcGENeNZuu1eU12w6uuP5rrFPI85SbdDguijO6k935W3NMoFPA63hGUkrU+ucvnOfZJOOL3x8yPV9SVS3ZsmAxL7h5ZxtjDSfHc377Lw/Z2etzb3+MsSuMXQIOxhgFzpfK8f40vShGdBMRa2usXWCxHIx6COE5DiQtW72wa9a64yRRADbEWtfZlVdcE4MkZJCEGy8M0T0u7OSlh0l4gdcXL+P6r9r/pVBEaowWTtnsVSngt+0Wf4wTmbePK3D2P8TruWpSY9cy0gXn1Tl93aPn9V6rbvi6EDhOTRR6JJF/ZVGyvha0csIYgacpygt1Sd9TDNKIJApea8SspPNT0mrd+Lvw+lp74Lz0crvpRlk1nE5WPO28Y9bheYq9rR7Xd4ckkf+tjaDDwBVdvSREd5OTy+taZiWHp3NWeQUWilXJYpphusmVH3p4nqapW0xr0L5CaY3Sbrq1WhQUWUld1mTLkvn5EqWka6xYixyniG7f2nwGhY8QQyeNrD8Bu+xO6E2n9iVC3j3XE66okBFCXUPon3TfDhz/Re45XsvbHm09sREJQt3AtrdBXce2XyOah1hzijDTrsioQGjXtJc9kH23hm4dQn/q1vGeAhtCRAh1C+H93JH5zcx9Xx10EtMHvFZwYHOgHkLfAnOEMKcdL4eOS9NHqP1XFkdrP6XWWDytSEWwubbe9xr9aIoaKXoE+lNaM6NunwItCIWSI7TaRW4UGC4XI+8T318R83K4Asba9jkvAoFCCb9LAN6AX0TiyZRAbRPrA0K9R9mc0dgVra0o2zOm5W/RMmHg/wylv7+iBmQnVuDWFukDyvaU2iwwtqI0U6blH/DkkEHwM2K5/52uxvcVUob8zV/d4+aNMeBuGLdvbr31ByaJfX7+k2sc7A9Zdp2vfj9i2I/ppS8XZdZWGDtz77FQeJ7PcBCh9Tbb2yGrLGaVBRgTgx12nj7qAlKj5ii9IAiWhMEZcQIWD0uKIOhEMlYI4SMIEDIiin3u3t5meyvlFz+7RlHUzgXaWBBsTAej2HUZkyQg8DVbo4S//NUt7t/dYbksGI8SBn0nzQywmuecH81YzTKyeU6UhqSDmP52j+FOn1BA3xjinT63t1JOn02Zna+4+/PrHNzdYXW6pM5K7DznzJ5y8nRKNs/59U+vwS9uMjucYM4WnH51zOrZlPOjKUEc8ODPbrF1MEJ7CqG+bdL4dp92icB+y+7lt401v2qeFcxWBcMkYpCEqEtFh7GWRV4yXeVMlzlF1bA7TBn3YpLAJSvzrKCsWyef6mnCLkEyxpJXNbOswBhL6HtEvpuc6BfOc55XnBzPGG2l/PxXt3j45Qn//D+/dIWFlF2n9+I5ZfMlRfUb1nuaFDFCxijZR4k+SvaRInKCL2ZKVX+DpSL2f41WO5T1HzE2w1c3QGjq5hFg8fRNlBwhRPichP1VIXBNgqvew3etPRy/pY8n4/dX5foxfrCQnU9NKANiFaOkorE1rTXvVXgpJTfy+qqTm31VrAsg9QJnRilFFLoJzuvuP1KKjXnl5aWaTq7/RR4aON5NWTUss5JlVrLKy+c8fXQnZDAexB9ETt81StZmnR55UVOZi6ZsUTZ51OAYAAAgAElEQVRMFzlFWWOsZXKy4MkXR+SrgrqoiXoRURx0inCuWaa02kxg6rqhbVqssTR1Q9GZNhtjaKoW7Sk33dEX3mJCboH/5yh9Cxv8d+h42UJudZyPAe+OyhEgIoQ6QIb/B8L/dfd95SYncuCS/3eOtYDAGOn9FKtugLdy0xJbdbxxBz9zpuUe4EOHQkIM3CTkSlWyt13CEBH8Ncr7xMk444pgIWLH/5FjB01702HkNsLzsHIP4f831lwa1irD6mphKIFTPtsf9+jFoTPXNXaTr/Si95uqfjRFjZARWt9AtCF1+wRrQYoBghHW9DAiAGspy4oir/B9jzhxJCZr7UYu0UE0nSQogg6baZGd9npdNTR1i+cplzRJyav4SMY2NCZz5HaxNr0MNj4sb7rJrmOtrV6bBVU76bgzF0WNEoFTRxPBGzdcIZz6mS+HJN4tet5djK1oGgc5q9oZs+oPSBF2ZH2BlnHnl/Fmc8H1Wp0SUIWxFa0pUTJEiwgh9CuVeYQQKBHg0yf2btD37zMrG2qz3IgFzKs/omSIEiESp/YjRdCdz3dZW42xJa0tUSJAiah7Xy5Mm7RWaK24f3eX+3evNqp7U/i+Zn+3z95Oj65GQCr50k3J2qaTHZ92sEnjxCvUkNjrEUceO9sBTVNStedo2cfTNzYcMGsLrM1pTU1rMupmQd0e4XspMHLqaDajNecYs+jOV4BSu/jeiO0tp0D2LpGmaqOQdlW0jaHKK2anC86eTojSkN4oQfua8d4A1RpU2bCzP2Cw3eNZ4HEeeHxyd4cbD/b5pnnCyTJHGYutW+plAWXN7b0B6TDmD9Ml09MFdVbRFjVHD88IIp/929sMtnsOO/3ub9lz8Tad9M1N8Vv+rm8ba8L7LCt5cjYHIA480AohnMpQVtVMFjnni4yn5zOWHcQw7ExRwZlO5mWFlA4Gs91PiAOP1ljKumGeFRs/iEEcsjd6WWK8rlqW84KDG2M+/fk16qrhN/+oLorEF05W255R1J/hfiRQaoyyI3ddixxLjRQxrZnStEcU9e+wtiLQ91HKTXpaM6ERIRZD2TiIrpJjlBy6/f0N76V4RVH6PtMUISTeO3Rgf4wfMK54e10qKPGkR6RClFRcniO9S2EjhCtSfE+h1xPR1z7ewYlfnIBq5T6nvvd653ghxCZfuRzW2k5N8OXnOFGOmtmyIMurl8QETGvIi4qz2Qr9RHE+/Xbw33WcTlZd/vX8Wsu6uRA1sJZiVTI7XbCcZeTLgjgNCZPQFTNKblAAnq/xAg8/8lBKObRA6QqcpmrIFgWrNKfMa+Jei7y0bzlp4RS49UFeG6z3Dt9Ngfwh8KsPdWBAdPyaFPEDIOmEjBHyPnD/Wx5n/Rquv/1z1mgJJRgkEYPkw+21H09Rg0bKxCXNsu8UhVqJaX2aymJNibWWo6dTHn15ws7+gHs/OUBIdwPWnsLztBtlNS1Cuo5iVdbUVUMY+WhPcXo0Zz7JGG4lDEYxfuAhX9G5aEzGov6cojntMPs9In2AL0doGfH2KjUGS8uqfsR58c/Mqy86pR0XnhqQ6Ot472BKqWVI3/+U1hSU7YSiOcHS0tgV8+oLWlthqKnMhL7/KaHa6YqHN316TFccOdGBvDkka56SeDfpeffxZB//DfKbEp++94A2LKjaGVnzDEtLawqW9Vcd1K6hMlMG/qdEer9b25suR7e2up1fWtszIr1Hz7+HL4d4HYfqQ4W1lrpuaeqWpruuothHvkA4NTajaY9o21Mac4pAo9SwE7Yw3WuTrlPdPARlUHIMUiKFT2OOqZuvAIu1hsac07RHePqmM68zzzCmkzG3RWdSawn9P0OKCNEVrR8y4l7I7o0tyrzm7HBKtiwo84rhTh8sVEXNcrri+v09bjzY33iKSCmYny9ZTFYUq5J0mLB3cwtjLLPTBcYYltOMqmzwAs3uzTFhElIVNabrLtZVgxf8MH5DP1w42NQiK3h0MiXwFMMkIu64IEfTBU/P5lgcaXi6yJnnJUU1oG5aJotsQ8LPq5rpqiD0NT+/tcfuIKExlqJuaFvLZJnz7HzOdj+hFwdEL5zrdREhxIX87Vrtai3FbOwlaJ/w3P7dcRU9dYBWO1hbOkJsO6EVC1ozo2lPaTtoiFPACvH0LUQbddf9Oa2ZdBMavyv8P05FsB/jI4grkvy249RYLL70NsWNfg+hAIHzavG0eu2E5sXnvJjoSyFcM1XJNxZV68/ey2G5qqox1rLMSibzjKJ6WfRlkZX8w28f8eWjM8JAv5IT9K5xdLZgvixeEi9oGie/3rQGhMALNFEaOil2vW4oQ1O3tHWLFzi/tdU8R3uag7s7hHHA5LigzCq8QBNEPmESECVucto2Bs//U7Iq/jG+j/h4ihqhXMItApTsU9ctbV2zWhYsFwvXjQw9FtOMk2czJ5m5leJ5yhm4+Zo2MO7x85y0H9EbRGTLkuUif66omZ2v0J4kTgP0FQTsdRhbktVPWdRf0toSLWJi7zqh2ul8ZZwU9Hrtl6cNztm33STzrc04L/+N0+LvWTUPN8pnIAjVNoPgp+9kmCmFT6JvYIKKRf0VVXtG2U5o7IqyPd3IOrcmozEZkT7Ak+mmsLnYVO1amBNrHbfHUFI05xty/6p5jLEVodp9Kx6MEJrIu4alZVk709HKnFObJWV73pnbQWNyGpOReDfQMnWmncjnisUL9/YWg5scrYu4rHnCqn7MMPgZgdpC2hDRxqzHn03jihHdTeWU7IiIxrrkWXQdva4r1jZOolZ2j8O65Ho+zVitSpq6QWtFbxgTJwF+cFnBxmBtg7EZxsxwSZhBihSk29idu3aDMUuMXHVmVW03UZxSNV+h5TZKbnXFp+luYIa2PaNpnzp8rzU07THQYsxdLBWgP/ikQSmJF3ruBoTDRTvSZulYaVKgtHKEv6YF66ZY7m7sOBtSqw4323klXIYHdTe4dJiQDhN6o4QiKxGAaS5Ug/6zhBAu8akbwyIvycuGqmkJjN5IFj8+nbHVTzYk+fV0pmlbTucrzhcZSkrqtuV0tiIMPFZFRREFFHXDqqxYlRXTZc6jE2eGWl4hEev5mt4gom0MTx+ec3I0I89rJqdLHn55QrYs6Q2iSwavCil8nLFxiJIDtBzRmHOMdd4sGENrV07l0pYd3NYg8NByG2xL3TykMSdgjYNYiqBTKfsxvu9oWkPdtk5ytW3xpCLwnJ+TkpLGGOrWbKSyZcdlMuuCt+O1rIsOpeRGptVBLVtaYzciE0q+Htb1yrjiKbWpWTQrCuO4WRLZyUG83/GVlBeQsLdZz1XTo05E4EVY2quffsWDXrElric1i1Wx8aW5HGXV8PhwyuPD6ZvX/wGivSRqIIA4DRnvD0gHEVVZgyPO0TYGawxe4CGEYLVwMLSkHxH3IsqOF6SURPuusIl7IX73+B/jx3gxPpqi5sVo6oblIufw8YRHX53QG0TcvLuL1or+KKauWx5+cUzSi0j7oUtcc8WTb854/PUJD352jf4gJs9Kzo6dtre1kC0K1x14C58MQ0ttV2TNM7L6MY1ZoWSMJ9NuYjHAk320TNAiRgrPmal13fbW5jRmRdmeUTQn5O0xRXNMY5a4m7lEoEi8m+xEf/VOhpkC5Yw+9XW2w18jkJwV/8Cqzjs/jYxl9VXHsfkdvhoSqFFH0I86CJkzlzM03VozGrOiMQsaW9CanMbmtCYj1tc7k7g3nzfH+0mI9AFb4V8AcFb8A031Rbe2glX9kKqdMqv+QKBG+HKEp3odxM1DdGuzNN1aMmqzorFLGpN1haJbc6BGGFtTVTV1XWCtgyEu5znzacZgFNMfxgShjx9oqrKm6gicUooNjjdbOW+YsEvkjbEs5znffHnM2fEc01qCUDPa7rG122N7b0DcdY2EiPDUHtiKtj3B2BVNW7qpI213M1UuSZPpS+Q+Y3LadoKnbuF7n2BsjrVF57NkMHbu/JdE0iV7XoetVVhrEOLDFwBlXjM7W5AtC6x1Mr/LWUaVV4ClN0rYv7PNcrriN//vZ8zPFuTLkvH+kPHekDKvkVJwfjjl5NEZs7MFQgj2bm2RDmP80KPMO6ftH+9PjqciBYGnSEIfT1+aTlg66cuSO3sjbmwPyavaKS35mtZYFlnJ2Twj6uRkA187no0QlHXDdJUzWxXMVwXTZeEMLV9RPKa9kBt3tphNMv7u//oth08nnJ0s+P1vnjCf5SS9kLuf7DHeeTPk0dq1WmWF3bhgX/6dToDBCQbUWNui5Qgtt7oJ5I/xQ0RR15xnOZNVzvkqox+F7A969MOAJPDJqppplhNoTeRrAu3+1m3rJoJrUQocHDwNfHTg3k9jLIuiJKtq9zxPE3lODvyd44qtL29zTqtTptWMwrgmjDKKxjQvP/gtQr4guPE+sRaw+C6ScWudR01ZOXn7HzrW/B9rLEIKhjs9oiRwnKC1oIBlI9ssu0KvqVuEgLgXoTxFnIaXkDcCqaSDlfsapdWG//lj/Bjr+GiLmqpsmJ2vOD2ac/xs6vw7blu8wCPthxR5zXyaoT3NcJxQl66jfno04+jJhL2DoTMdXBRMThfuoF1iJgSbzvFrwxqMrWnMkqw5pGxPAGfIpkWKp3p4coC3KWr8S0VNS2tz6q6oKdtTWlNgcI6tEo9AbRGobQb+p/T8T/DewZ/CcWsCAkYMfKfI0docgXATG7OiMjMqM2XFI5SM8OUAT6YoETuCOs4AzdiaxhZdQbOisatOie1CMqi1b5b8vVibQBHgywF9/5Pu+QUWQ9VOqNsFlVlQmRk0jx1HSA2cj09XHF6sraG9tLbarrri6mJttVkBlrKoyadLyryhLGonB1k35CtX2O5fH7G91ydblixmmeucacVgnOALwWyyYjHLGI5TkjTEYimyivOTBcdPpwghiJMArRVxEjxXGAskVng4cKzA2KIzjF3gdNvbjndTOkiOWdKacwevIcHhaz1cAZPxvPnsuiDSjkBou4JYhF1n/LuVxw7jgNFuHy/QhLFPPIhckjJMOLizy+xswfxsiRf6aF+TDmPSYcL2tQallcNST1cEkU8Q+SSDmN4oZevaiDKrCCI3Me2NU4I4IExDtP/2UI//KNEap2hWNe66XRUVk2Xe6farTad3zY1pO4lluMD9Kyk7VTSn5OZ3cBdjLcu8ZLrMWRU1RVVTN+a5Y1yOXj/i9r1dHn99yuNvTpFSMhon+IGmyGt2D4bcebDLVsfjUrKPp653k2sPJUdIkaBkC0j3WbAlbqLZZ309S9HrLt3OnRqDEAqttjuBmB9J+t93lHXDqqqZFwWzrODZbMGTyWxT0ADkVc2yrJjnpbv2pGArTdhOYyZZwfky20Co8i7RvjHq42tFUTebgmhVOr5qqDV7/ZRBJzf8Tp/9V0xFlFBEKtxwa0IVvJek81otzxH3v6VwyXcmRmJpGjd1vUodDeh4Pt9PEeBptZlsCSGIkpAoeR7lsWmmXBajvSxVCURxsPn6QxeDa0j5clGwXBROdrpuN/BaKaUz6/U1fpd3xkmwEYFYvwZr3bGyVUmeV5R5RbVWDTUOByOF4wyFkUecBMRxQBhfqOiZzt9nOnE5bxB6pP2IJAmIk+BKzxZrLXXVUBYNk7Mli3nOcJx0DVzvlYIQTePWmq0cP90YSxh5RLFPkoYfREjih4yPdvVlUXN2snDJp11fWBqpBGHkY62DDqW9gK3dHodPJpw8m5EtS7RWtK0hW5Us5wWzzhsjCB3nxrSWtn2bznanPMHzijrGNjR2SWsLKjF1N2cUXAU/s21HaK+wuEJKCR8lIobBL9iJ/puDnsnhe8EspAiI9AFSeCgZEul9zop/ZFl9TWNWXRFlMaakshNqs7gEP3MwIQfvclMR00kSX+wuspsoaVdsvAOjTQpNqPc2JqSR3uMs/0fmfO7WZl3H39hyU+yIrti6WNv6PDadXPLzBc3aME8ITbasOX6Sc3K44ORwxs7+gL3rIx59fcKzR+f81f/yKcOthNlkxdHTCVJKgsDrrivJ8dMpR08n3LjjoGlaqw7C1tA0Lb7vJCed8orksk6EEwmYYMzcnT9bd0plGViLpaQ1btpSN08wco61BWBRcoCUCZ6+RWumZMXf0bTPaM0ZWl8HJFrtIsDxEcysu+YEQgRIEfNdfJTDxEfpAUk/YvtgiOmS5d4oAQG9UUIQ+WxfH1OX9eYmlQ4TvEAz3B2Q9GN2b25RV85YVGlJb+jEBh782W3a1pAOY5RW3PhkH9MagsgVR1L/5+rCFVXDsig5na04PF9sJFqFcIIBvShgd5ByOlvx+GTK0XRJ2TRcG/fZHqTsDlKUFJzNM1ZF5ZIKIQg9jacUReUKpaZ9M7SvP4y5++ke4+2UG3e2mJ5nzCYr4jRgMIwZ7/TY3ukTJS5J9PVNVKcu5PgEoStu2OqaEJ3qY+cz5uT7JVqtpbHd9xEgRYSnrrsi6TuWff8xXo55UfLV6YS8qkHALC84WWQkgY+xlrNlxvkqc1wTKZnmOWerjJ/u75AGPo8nMz4/OqMfuYnO4WzJoihRUpAEPs9mC04XK2pjKOqaySpHCsmf3dgn9DSBVkj1DhObKy7lnk7xIo/WNrTWuKQSSaDeLMZzVVzmmH3b+C56NdY6CGrdNTteDCmFu9dp9cFex+siiQKSyH877o54xf+v+voDRpE7A+HP//CMz3/3jOlkxWyyomkMTWMIAk0QegzHCTt7fT752XVu398hjoNLRQ20TctykfPNlyc8eXjG4dMpk7MF2bKkKp3htecrkjRk79qQuw/2uHlnm4MbY6LY7Z9101JkFb/5p4f8P3/77+zs9fnJL69z58Eud+7tdkIXL8diXnByNON//t0f+cO/P+Yv//o+v/yL2+zuD/C3rm6SF3nNo6/PePj1KU8endPULfvXhty8vcX9T/fxxx9tWfBW8dGuXilJGPkMxylh5LOzPyBOg41jbZw7AYDBKCVOXAUdp04iMOmFDMcpSjvezHi7R5z4BKFHkjlTn7QXot+gha2ET6T26Xv3sLZGNymtLTG27NS33BTBGnNJzeyyh44rCKTw3IREOkWyQI0I1BZb4V+yFf4lgd5CyfdTf5BCIVWKFLqbIMU4E8wxRXtCZea0Ju/WXWFs2RUw67WyWacQGi2jDkbno0SIljFapqT+HbRMke9QeAmh8ESC6ooh5/eg8NSAsjmhMjMak3fn0wkbWFO8sDbRkY81SoZ4eEgZoETg1iYSev59fNmnrQ3LRclqUZCvSpSSDEcJj748ZnK6cNyYRcFqUbCcFyglaRtDXTupyNWyYHa+YrzT7xTytBt1e66gDiOfpBfSG8QkafiST407hzFa7TjitOk5c9euEBQIV7yog00xsnbsVXKIp2/Ttic07SlS9t1j5LCTx911/4oIaRIEHlL2ULLfFcOvvo7Xnaf1FEAI0SUOrli31k0JTPe4NQxeK0mYBG660o9oraWxlqpuOTpfEPoeYeITpq672hhDYwxKCFpr8SOPMHYNCGPMxQRBCoSUDHZ6m85hawxeElDVDcu6QTQtYaDxtVMcehOWfZmXDlqVlSzy4jn36h86xr2Yg60+UeC9Fn4iOo5XGvnsj3v045DQ1+iOazBMQ4wdcDbPqNuWQdf57MUhSeijOrWzQGsWRYlWilEaEYc+npL0O9lMayEJfULfY3/cI7yCVxiEHkHoEUU+g1HiPjOLgjDySfuu0xglwYWKTSfb/Lq4+Fy7PXLNndtw0WyBFD2kStFqGyV7vItAQNO21I1hmZfMs5Kiql3n2rqO6RpC5HsO7tSPA/px6CZh70mcXitSlVXNYuXEbKLAJwg0vuemjdZa6tbtM+vfr7rreX3+srximZUEviYKPccv6brctiOBZ0VFFPjuOlLijSpc7xtZVXM4c+iG3X5K5HmO3N6tdVmWPJnOGcURB4Mes7xgVdYsi4plUXG+yjlaLAk9zTjRtMawKB3ULK9qThYrHk9meN3UcZIVaCHIqoraGDz7ju/FFR8nX/r438Jo86Vf8CFgY6/g2nzIsBe3zuci9DW3DkbsjFJ8T73W/PNDRBh4RKHP7tar4ak/FCdmfT88PpzxxR8O+ebLY7758viSIJDLMYtMoJQiW5bkq5K9gxGmtS81hCxQFDXPHp/z1edHTM5WrLrJT9PJUhtrOT2eM52sWM5zyrImTgKkEnjr/VcIlouCJw/PmM8ywBInAbfu7Fwp72StZXq+5JsvT/j898/47LdPuftg780FazdwNK1huSjIlgVKCdJeSFW/HzzzY4qPtqjpDSLufrrXmTNZ/FATJ049I0lDTKdpvZ7ejHd6RPEas2kII58wcoXMtZtjpHbQjLbDkEeJg8K8LlnSssco/CWh3ibxbrNqHlE0RxTtGVU7pTaO32EoXUK+6USuJwi+k2tWjn8TqX0ifUDq3SL173TwszHyA+DGpXBwNiUjIr1P3hyxrL9h1Twmb55RNCdU7Tm1XWHMer0GhESiNwWMJ3v4ckCodwjVDpF3jURfI9IH3VrffZok0ARyhPJDArXDOPhzls03rOpHbm3tcQeZW3bFV3cuhdisTV1em9oi1LtE+oDEu07U+fUoMUWwoDeMiZKA63e2Obg15uRwxunhHCEEk7MVxSVTsleeTykJQg8pBb1BRFm4TWi0nbJ7MHAiFZfGtEIEKLmFFAnG7uJMMi1SJMhOGlZKReD9Ak/fwnW0PaSMO2L1FlL2sOpgA9PBGqTsO16N7WPZRqs9rK3c89fwnTfcKV0Xz5IVNZOlI5KPezFhoDeE3w0cae2D0CVnvdh3ggCeYrksmCxzzucZ5/OMvXGP/a0eSegTBx5ZVrHIS4K1P0rgEXi6U9ByhUde1QSedsmb7+F3iVndtEwX7rhniwwtFftbPUa9mDQSyFd0qtZxNFnym68P+cOjYz57ckL9Fpy57yv+66c3+B9//TMOtvr4Wr/yphN4Hloqfn5rj1u7Izwl0UoRd+dxq5fQj0IOxj2qusV0anNpFDhJ59gw7kXsDVOa1iCkcIZmoY8QgvsHW1TNsEvEHck79DS9+NUQL893U0zXYEo6TLt8Tkr13eLlzM7airo9pjVTPLWHFOk7FzTgyNCzrOSLp6f8/uEJR9MFp7MVRdVQNQ2+VvieYrufsD1I+dmtXX5yc4d+/GqH+DeFMZaqdoaHf/zmmKYxXNsdsDPuMR7EaC1pW8MqK5nMc0JfMxrEBN7zXiVn0xVfPDphe5RyfXdIFHoEl/aXo7MFD5+ec31vyMFOn8D3UP53k5jWbcu8KBhGETdGfSJPsyhLBlGIlIKqaZnnJXv9lFvjIUpKqrZFK8kkzylqB50dpzEPdreo2haDxdeKvG6YZjmny4zE9/CUItCK0HN7kTHrhts7xMfTv/jhYi1moK8WM+glIb/++U1+9ZPr9NOQ8DtWlpTSFd2jwZt9Tr7vsMYZlX752SF/+3/+MwBKS67f2uLg+mhTbOVZRbYsmE5WFw2JDtWxDtEpU7at4fxsyex8Ra8fsn9tSJKGeL4TypmcOYGV6WTFyeGMoqjZ2RvgBZrBIHbKeolkazvl+q0xi1nOF58dcf329ivhhNbC2cmCrz47JFsWxEnA1m6f/eujSwIuL0cYety8s00Y+SgtOTme/4eCen+0RY3nawbPJY0XJz244g1bFzEvPv7yY1/EcL6pUyCFR6i20SJGy4So2dsk4HU7pzZLWps7aJmtO5jUWrNddkWNjyd7eKpPqHaJ9B6xPiDW1zuo1dX+LBsp4a6z7vgfDsu5Jtu5i91e+rmPLwMnbcwYU6dgx2h5QOSd0/pzWpvRmpKqqShLBwHxlIfvxQReQluF1HmA9reJ430SsU8iD9AiRFi/O3EXa1xjQa21l7rjAu2rzSTDWmhKSdtGeDJCiRGeNyCUuyztUwp7SqsXjjfTFLS2RsjuTTKSKhfkM4v2egT9HXrJHr3ggNjbJ9J7KBkh8ZBiCTjZTN9XxGlAkoZEsY8feiCcAIUxF7r6l68J0xrXWel8j5SWgMb3dde51oShR5QEz11rLrTjvNgAScoFD+bivXWQsRB4WeXOKUFFWHqoFzrZ3SntLtz04gLe/OANRU33J69qjidLtJQEnlNuE54gKyqOJgvqxk1ZyqYhL2p2hgmBN6RpDVlZMV+VLLKCo/MFT09naC0Z92NaU7IqKuargmXmutVSSfbHrigpypqsrJmvCrKiwlpL4Gv2xn2S0Kn2rPKSeVZwOl/x9GSO7ynS2KcXB2+lgpaVFceTJV8dnvObrw6pmrfgzH1PsTNIyMt683l91fulldy4kW/1k5d+HilJ6GtSnGeXuKJ7bK2lFwWuY9v9aM0J8NNo06UErnz+OhbznOnZkjD2GY1TrBRUreHsdLn5ftoL6XUqk2/lB/TK61R0BXqMlClKJB187e1utHXTUjUtj05nfP7klM8en/DZ41NOZkvO5hll3VA3LZ5W+Fox7seMezHLwl1zD65vc3d/jKfUOxc3xjouwyovOTpb0DSGfhoy7EXu/e4UeLOi5uhsQRL5hIFrlvjiosDNy5rzWUbga+qmxTfP35qzouJsumLQi2gag+d9d5m8EoJAO27oPC9ZFCVV45SssHTiFB7WwjwvyMqKuuOoemsFMwuR5zGMQnphQOR5m6mVpxShdop+VdMgAF85iKSWb5Y7fin+lPKx7+htEzi+na/1lbwZrRXjQcLNgxHbo5T0NY2M7yrW+46xlrZTyFMv8Kcsa+i++1devk9feuzagFQJgcVN+h2Pyn1tuq+1fDm/altDVTWcHs/58rNDDm6MuXVvm1t3d/jkpweIDsGQrRzq4+xkQVnWjLdTB0F/oWhcK/Pu7PWxxjIcJwyGCb1BtOGnnJ0sCCOfz3//lD/8+1MOn0w4PpwyGiekaYj2PKSC4VbKnQe7boL0xYlT651m9AcRQXih+GaMU447O1nw8KsTjLXsXwM2OmMAACAASURBVBsy3kpJe6/fO7VW9PoRbWsYbaUURU1ZvCwDvo48czC9LCspixrTUTfW6BV3HwhpGkNVNiwXBYt5vrnVmdbQdqaa2lOMt1IGo6R7HYbZJGO5yDewv7ZpNzmu1pLhOKHXjwgj72Kq9Zr4aIua7zTeaRMUKBkSiwMCtUXP3u8mCc2GM+Nkh1+c+4ruj+uoC6FRHbdEdQaer4cMQZZVrFalcxjWijQNXKesaqm60abpJDE9TxFFPp7niOrWBLT5NtQxqX8Xz7cEoUBKS2ta13XPV0ghiIOAKAyJ45Cz04zHJ3N0HGMZ0pqEslUYz+Lp1hllXeqa11VLWVS0dXtJ7USS9iN06h5nWsNynlNkFX6g8SNFEO3j6THK3iAVFUGkQLQURYW1Bu3JDq9qODqZcPa7Z7RhyPDOPpG3TX8wxvecqeiL3jtmXfR13XpjrCsOcRLESskN8W5N9HOku5aycPDE5y+B9WPf5p7kipn3jzcVKe+OYRC4m0FVtxxPlkgp6Cchga/xtGS+Kvjjo1Pa1jBIQ+argsPzBfeubzHux0yXBU9Ophvy+WyVczJdcrDdx1rL2WzFbFm47n/Tcj5fkVc15t41fK05PF9wNl/RtoayajhbrDp4jaTtxTw5nTFfFUgpWGQl54uMyPc+qmnLxxQC3gjMf61k7FsUCyeHM/7l77/m4PqIP/v1HfKs5Phwxr//80P+9e+/Zu/6iDsPdvnkZwf0Bt/OOE0IH0/uYWXrPstC8WbPqoso64bJMuc3Xz3jb//xjxyez5lnzvivbtqNxHDdtA6iNnGePifTJb/75oj/9defMkyj957YGOuglfVawlbQycR3nVwhKIqao9M5vcQVPJ63LqA+vow88j32Bz0mq5x/e3LI2TLjeLFycDFrSYOA68M+Rd3wTw+fMSsKZlnOdhqznSZE/uziYC+8PCUlO70EgeBkuWSelxt4pZvYeO8Oq/tTmtR8R2+36DigwRVJN7j7W1k35OUV97fvMYx1inhF01C1LYHS+Ept9qt1wdO0rYNAd0VJ3bau+NVuX6iaFikEvlYYY8gbZyYceR7GWsqmwVMO/qle2O/quiXLKvK8oihqeoOIe5/uc/fBHrfu7bB+k9YN26pyjdBeP8Tz1EukfSEEg2HMr//mAWVZX8DWL03Ndvb77B4MCEKPx9+ckecVp0dz9g5G7O4PN8cajhIe/PQa56dLfvuvjzg7WXD4ZIIAgsDbXD/GGOq64fx0weNvzrh+a4vb93YYjJIPDuubTTM+//0znjw+5+RoTl05iNpoK2XvYMjd+7tEn+6RZxWT8yVf/vGIz39/iAWkgLJoKKuauGuE/cVf3dsUNU3d8s1Xx3z52RFZVpFlpYP75RV11ZL2Qn755ze5/+k+ewfDP+2i5l3fmHdxDn/XYzqSvEbz3Y9SrbUURU2WV0wnGfNFQRhqJ3TQ+aKcny+ZzXOUlFgsVdXgeZr9/QFx7JNnFausZLGwlKWHtZY0DYl3+wSBhxNxLvDbJUVRcz41bG2lbKUjfOa0xRGV1RR+SJkZrF0wHCaMR89rw1sLs/MFZ89mSO02n3xVYlrDtTs7KE+Sr0ryRcFillOsSoxxRPDdGyOiuIdqPNqypsicJ0yeVQShR29/gOcpKlNzVhxSnJaIJEBe28YzW53R5tWXb55VrBZuHOv5mtOjGWVRIZUg7TvvjbY1nJ3MOT9dbDw5zk/n5FnlPFe6kMqZbXqeYj7NKLLKyevuVwzGyUsTG3d+3n9TeX2X8j2Pu55Kio47Y4Tjt3Tu1FXdMFvmeFoRBd7GNK2qW8q6Zb4qeHa+YJRG7I1jzheBm/R0ycdsVfDk1GHkpRQs84qiaiirhrJuOJ+veHY2x1PuBrTKK7RSlJW7yZ7NVqyKir2ORxIFnjvWx5fv/eDxpj3s2/58Haulw3b7vhNXmU0yvvzskPk0I+07OObXnx+zvfv2hsGvXpNCiPcvjGargs+fnPKHxyd88fSU2aqgvQKyYbquRFs1G9GEyTLj9t6Ig60+9w+26EXv1sF2inRuAuQaPpIkCoiCNbRZsM7R29Z0hZXZTHE+xoh9j4NBD18pzldOUTPuCp008Il9j9DTzLKCaZajlZNr3kpjksBnv5+S744ZdUpmwyjk2rDHMI6IfY/dXkLse0S+dkWNkvTDgF4YdEnsOy74x33CKYwFHr0kwPdeLszb1rDMShbLknr0w0yxLbAoSxZlRdm2NMZ5H2nZ+RcJKGpX7Bh7CYWCwFiDQOB1AhKtMU78QLmJYtU4iKNEULZOvW8cR9zoDwg0z3EZpXRTrSD0SHshTd1yejRnMExI+6HLlVKnTvYmJbD1Mf3AY3v31ZCvIPKJ44AnD88JQp+2MayWJXlWYS4JO6T9kBu3t/jisz6+r1nMc77+4pgg1Gzt9jb5wWpZMj1bcn66ZLnIHV3jk32GH7CoqeuWqnSCXY++OWMxz4niYGNj0baGJw/PiCKfnb0+VdVQ5BUnR3O++OyQ3f0B126MCcKGuvKYTTPOT5fcurNDnpVoT1HXLUfPZnz95THDcUp/EKOVs9M4PV6wWpb85BfXHAz6LROCj7ao+c8a1sJsnnNyMmc6zViuSgYdLrXpRdR1y5NnU548nTDsMNsnJwvnSxForDE8O5wxm+eY1pJlJeeTFcNhQtDhN03XfWiN5fR8yeNH59y+vc3uJc+Jqm5ZLAvHk1gU3Lu7y85274WixnLyZMIf//UR/VFClAQcP5mQLwv8QBOlAUcPzzg/nmNaQ5FXTE8WzlNIS7avjairhsU04/TZlNn5knxVsrU/pNf5mBjj1EXqsnZ4VikQ6g2k8XnO00dnLBc5R8+mTM+W5KsK7SlGW2nHCRB888Uxn//2CZOzJWkv5Nmjc+q6oblkXqa1oj+ImJ4t+fKzQ2f+ejjj9v1dfvrnt66AoX18IXBynr5yRYu1PLdBrEf9SeRzc3dEGgWs8po4cNOSVVExX+bsjVJu741oGsMiK0i7BDDLK06nK+LQI/I9tFL0YifpWTct81XJ2SwjDp36jq+1Izt3+PxlXtK0hu1Bgq8VWekUurwrbs4/xvcTdeXk8IvcwQXPz5b8/t8ec/32Nv/7f/+UP/7uCf/y91+zmOU/9FI5ma34p8+f8PmTU9eJfkuRCCeN3fL14YQ0ekwa+tzaHb3T71bSJZNxFBCFPlLAsB/TT0Nn9ts1FDxPbXgyH7tpYOz7XBsqdtKEqm07cQlL4Gli3+13rTHs93vUbcvaYDP2naDAne0R+4OU2HceSQeDHltpvIGX9cKAcWLY6/cc90s4SFvse++nyvWRFoffZwghSCKfYS96jou1jqY1zBYFk3lGVQ+vOMJ3H8ZaTlYZT2bzSzAql9CHvocAzrOcVVVtJjRN61AwnrowZl3DzFwx5ERkJIK8qZkXJfOyZFGWPNjaYhhGaBU+B3Fb8wTHWyl714bMJiv+v//7D5wezTk9mnPr7jY3bm8xHKcfTN5YKUkY+5sGadN0aJu64TK6Ok4CfF+zs9dnOE4o8orPf/+U8XbKg59e+BhOz5d8/eUxk7MlbWvY2ulx/9N9BuMP13ivyprz0yXHhzOOD2ds7fT49d/c5/9n7z2b7MjSO7/fOenN9eUNXAPonjZjlhztitRKG7EhRei1PoC+pmIlxYohisvlDskZTvf0tIUtb65Pn+foxcl7C66AAhro7hn2EwFU1bV582aefMzfdLrmPb74wx7/9PffcnQwYmOri2UbdE2WFgzPZnz0i13+x//4oREl0Jq/+5sv+O1/u8dkkjIeJcSxv+QinZ3O+ORXN/j5v7lGllUc7Y/42//8OdNJytp6h/WNzpWmNPBTUfO9RKVqKqU4yqbsJSPyuqLSioEXserHtB2fjnvRqbQtievYKKVJ0xIhUoQQdLshjmuRpgXzecHKoEUUupzJGVVVk+cl05nk9HTGaJzg2E03PCsJ8pKyNPCqNCuYzXKm04zxKOXkdEq/Hz2VDEynGefDuVEGaoqQ5zD42vi4TEdzOoOYVi/k/GRiOpKFkSgcnkw52Rs2ZpaKdJ7j+g5FI/HreDYIwfnxhFEzNRECQ063JK5n47g2lmPh+kaFyw+9l1btrmfT6hjDzU4vJIw81re6rK53cD2bqOWjNWzt9qmKirht8Kpuk2ivbXYIQm9JiI47IasbHSajhGknpNUJCGOjmvSnEKpRLJvnBbPUTKJORjOzf22LutHSty1J5LvkZdWobhmSo22Z7nNVK46GM4bThDQvlzh6z7VpR94S4gAGJuDYFq5jEwUuceAutwOMj4FjG0GByHeZZ4ZzozVMEiP/ehlB8qd496EbzHael8xnGck8J2vEMq7dWuFwf0ielU81AL73bWygo5N5xv2jc46Gs9eGLNZKcTKe8c3+GT+/tfkU3+gqIYTAsgS2JbCkoCxrxtOU0Hdpxx5SSgN3yQrmSUFe1Jz4UwO3cmxkrajqmmmSMZ6luI5FFHqsqhaeazWwNsV0ljGapqZ5ELis9GIjzytf4unykqmx4S28+PxacLu0Yy+5DAte1nOv8YL7Y88l9i6aPYHrEOA899zAdZ6imL3oPa4UP+4a8el4R0uaFBD6Dp1WQBSYac1yIojpup8OZxyeTrh9ffXdbMQVQ2lNWhRkdbVkjk6K3BgI5zlZVeFICymgrI2PltN4xiwMTKUAz7aJXQ8UJGVJVlWkZdlA1S4e92xIaYRntq8P+PVf3Wbv4TkHj89J5jnffnnI6HzG4wdnDFZb9Fdb9AYRnV5EEHrPEfAX60VV1kynqVFXneVkDXxqQRHQypwrX31+wHxqmr4Li4Qnz0MDW7MYrLTYvbHKeDjn4b1Tbt7ZIM9MY9eyJMOzGfe/PiJNC9rdkP5Ki8F6i+A1J80vi6KoGY8SknmOkEYdbX2jQ6+Rij4+HON6NmVRMTyfNcgYM7F2PJt2J2R9s4O0pOF6tn2EFFRlTZYW+IHh2dm2ZVTm5jmnx4aXmGclnV5Iqx3Q6T2PiHlZ/FTUfA9Rqpp5VfC788f83wdfMMwT5nXBL3s7/HrlOrfbq8uiRghotXwsWzKZZpycTpnOMspKsb7eJo5NQm5bkn4/YqUfk+cls3luXJpnGcPhnPEkJQhc4+vjO/iB6YRkWclwmDCZpobQNTXyglWleLJlMBonHB6OubY7YHenT7sdvLCLZp4i6K222G1OPADbsciSgsn5nOHJhCDycDwb13cIYx8pDa8ljALmk5RklpElBf31Dr21duMJY+GHgiD28UOPqBPQXWkTtYKXqi91BzGdfszmTo/N3cGySFqMTT3Pwe5bfPKXN7n70c4yMdDauB/7oYvrOViWGX23mqJnsGakni1L4vrOUmP+xx5VI3N7PplzPJySZAV5WRnPmcBrhB4WXI3nc4Qo8NgctJkmOb/54yPOJnPOxnPWemay12uZY+N4OONsMjcQAQGubdEKPDb6LWqlOB7OmMyzJbRsIau72muhzqfcOzhnNEs5G8/pxgHX1/vf9676KRbR5MN5VjE8n1MUFWHsLaXxF02OHzKh1NrwWeZZzuFwxnCevtCj41WvMZpnWGdjZmnxEhmHK2yL0kyTjHt7Z1S14r3dFRzHYjrPOB8lHJ1PQRuVNg20YyPJnWQFp8M5R6dTsryiaAqzbjtYFkMnwzmHZxMQRhhBSkEr8rExU+fnYlFoXLq9F/LtL4u3BWd84XOX/33H+FPqfbwzTo0g8F06rYA49Ah9lyQrKJRpOhRlxdHZhL2jEWn2avXPd7KNQOg4dHyPSZ5znqSEjoEaz7OSrKyWCf7ieqSeEA2wtWnCaa0plMazoOW55FXN0WxGqRSBbdPyDIxxoxXj285znJpF3Ly9zspah3tfHfLtl0c8fnDK/kMjy1zkJb2VmNX1Dh/+4hrvf7TNxlb3UlWxLCvZf3TOo3un7D084+RowmySkibFBf+51iTznPFozvpW96WHbbcfcednm3z224d8+9Uhp0cTU1wIgRVIzk9nfPvlEXVVs77Zpb8S02oFL14L3jCqsmI6TSnLmlbbiAE8KQXu+w69foTlWIxHxpy97YT4gUu/HzeS1WZarTU4jmXyUCkoq9rksa5FtxvS6QY8+PaExw/PQBuRplYnYGOzS6v9el5lP/qiZlQkHKZTzvM5oyKlak7SgRezEbbpuSFdN3gtSbpFdZ2rmsfzIQfphKTKyWvTZXakRdcN6HsRm0GbtvvdiLDTMmcvGfHN9JQ/jo8YFylZXeJJG0daxI7H7fZF96SuNVVppKm1hjQzU5YFQcs8RjFpFCYm02x5oXNdm1bbNwRZZV5HiKYz7lgorZnPc2azjKyZ3tSN9vqTJ1kUuqyvt/E8m+kso53kFEWFbcvn/FkAHNchjHz8wMXxbBbOyUHsETeQtzKvQAhsx1pOZOaThHSeE7WCpYJanhaNWaNCWmZaIqWgSEvOj8dIS9DqRc/7xIjGh8JzcByLdjeiN4iR1tNOysISCClod0PoXKitSCFe6NxrS2O26fvOsu5bFErfNfbPJjw+GTHPCtK8fK3r8yIpiHyXW5sDNnqtpb/FU49rpH07ccDNzT55WREHHr1WiOtYtCOfm1sDupGPY0uiwGV7tUPgOUS+MVDzHZvRLCXwUuLAZa0bszVoE/kutiWJA4/Qc+nGwVLBq9sKcB2jNiWlIPJdZonxD2qFHq3Qw/cc1roxtiUZTVNCz6UXB7Qin177eenbn+L7CddzlvCHP/zuEVIKdq6vMFhrI2WjMPSEktoPEUob3lfWcLOKsn6j/LYoK+Zp0ciaG2niyxKhyyLwXXY3e/TaAYHvEgUulmWaJY5j0euEvLe70sA8PSMW0JjLeq7NWr/F3ZtrBJ5DOzaJqRSGQ+C5NpurbcqqXiqrhb7b8ASe3xYhzNTIsl6srGlgd9WSAH1ZvNOC5m1C8H5aHpYTQ9+1We3HbK11ODiZUJQm2axqxWiScng24eBkwuZqhzj0XghVe5fbGHsuqzpCAZHrGA8kKUmKknlRMCsKaq3p+B62kIzzHKU1bc8zEuDSiApUShE6DoMwpKjrJcQpcBzcBubYDwLcJ2BrT24HQBj5BI26ZhC49JsiZng2Y3g+o8grzk6mfPnZHrNpxse/vIbtWPi+i+s1ggVFxfnJlP1H53zxhz0O94bLnKvdNWiRxRppJJgnpEn+ykK804u4dWed/cYc00yPTlld79BfaXF+OmX/8TlrGx02t3v0+jH2W4ZrSylxXWOZUhY1RVEvVecAqqomy0oCKQ2apsnHFggb0/ha7G/drEuNN556QoGzWaui2FvyoIPQZbASs7JmGvmvEz/6ouYonfL3x/f4dLjPF5MjkspMAn7R3+av197jZ911Wo6HfA2nezDHVFIV/Ob0IX93/C0H6Zjz3CwALcfjTnuNn/e2+ev1W9+5qBkVKV9PTnk4O+csm5PWBUprHs9HVEpxq7WyfKzWkKYFw1FCllcG0pOX5LkZIYNZw8uyYm9vyIEccT6cG8M2S9LvRRRFjW1ZHJ9MSNMKxzGJruc75HlFmhWkadkUTS8+u9ZW29y5HXB6OuPx43Mc21TUYei+sKi5aAteLCCWbTFYN0nQyf6Q2SjBcozMseubQ+9kf8TkfM7KZoew5XN+NGZ4PCG9tkLUDnCaE0IpzeR8xv3P96nLmiDyXljUWJY00o+W6WCav1/y5TQn3VWui0K+iRf1y+Ob/VP+z3/8iv2zMYfD6Ws/XwrB1qDN//Y//px+K8R1QD6jvrYoOnzXZqPfQiszgndsiWMb+Fc3DsxFsXGfj3xDdLalNF7vKmRj0DKqNI1MrfGbsVDaLFJrvXiJkV/Aa2xL0o0DWqHHRr99Ib0pxVJsYLUb02sFVLVamkPallw+/6ei5vuPIHJZ2+jw8N4p/+1vv+TOz7b4i7+6zcZWFxAGOtGoHf5QUdXaCFKUhnz/pgVWrTRlXVOU9dKc9nWRpe3Y56PbG1R1I3tsS8MTEGai4nsO22sdNIaHYzfy0mCMCiPf5cZ236g1NWagjm14aYHvEAUud6+vLU033QUk+JLtsRt56hedO3WtSLOSNCtfe7L1o4w/pUnNOw7btthYaXNrd8A8LRhOLoqa6Tzj+GzGw4Mha4MW1zd7329RA8Sui2/b9IPQGDVLg4aotWJeFNw7HzEvCm71e/iOzbfnQ8pacavfox9eNK8Xcs+2ZSY3W+2WObfEhdCELY3P16Xb01z7V9badHsRt+5uUBSmkDk5GvPFp3t89ccDvvnykK//eLCUFx6stJZFTZYUfPvlIZ/+9iGf/8sjkqTg9geb3Li9zvpmx0CnfMck/Zbk9//8gOH5/JWFeKcb4rrrfPGHfWzHZjQ0CmR1pfA8m+HZzHB7b63y3vubdPvPWwB813Bcwyc+PrSYjBOmk5T6CXhvlpWcn81Yc8zjgsBdKj4KeTWz2oV1iVaanWsDbt1Zp9UOCCJ3CcV7XW7tj76oKVXNpMw4yWfsJWOSyoxOt8IO0yojr18f011rxUE64d70jM9GB/xxfMh5npDUBYHlENkuAy9iM2wTWN/dpKrWiqwuyeqKUtXUzcW3UBWzKqdQFxMYIczBFEceaystPM9uzCIF3SeMrCxL0m4HtGKfbifE8x06nZAgdFlZiXEcizDyKPISy5b0uhFBYA6UjY0u7XYAGlZWWmysd9je7hn+Q+iyudHB82xarQCvmXr0+5FxIn5y4iEEK5tdbn+yS2/FuMP3VlsgoLfSImr72I4kiHzC2DfOtbYkaofE7RDHc2h1QhzHxvFsirwk7gR4gUsQGTw6AuJOyI0PtqiKCj90Cdsvhp9FLZ/1nZ7B01qSuBVcKH89E+9CXe91olZGBvZ4NOPLvRNORjOGs9cnXZsRPeyfTjgezVhpRzjh04uAFAJpGcUX333B8dxwuJaPl7xQ2lZr6wkfpqf3idYa17Fe6I/i2Ba2lngOL/ZPkRaOLZe5yZtg62PfY2vQZpKsUCtFVlTUyujj18qo3dXKyInWTfH07H2L237I6cObxoJforRuDAyNfO6im/+6+7PTDXnvg03idsDqepudGytsbPdotX2kJdjc6fOXf3WbnevPey49tU2YgrdsfE6spnO6KEJsyzIwz0blSGM+R10rEDSKepdVGHop1/xdv7PFvtOXfP+6UWPSVNQqQ1MhhYPAQQojjmEHHkqVVCpFo1DkSBws6YJTIKwRILFEgPGlshBCYmFhWzaB76B0jtIpQlhoLIR0cISD08BulE6p9ZRapZRlgS1jLBkjhbs0RpZS4Hs2YeC+kPdXlBUn51OOhzO21jvfab/9KOJPqefxjpcW25Zsr3d4f7rO/vGYx0ejJeKjVprxLOWP3x7i2NZSGj7y3e8syrIwQ88bZcHAdwj955VBF740rrVwY7sI17IoOjVZWbESGWGJnXZNpTWDMKTlXQ739mz7qdd68rUvW/uWymWu8aKj4YX6gUu7E2DbFkHo8Zv/8jWP7p1wejzh9HhCFHkG5YGZ1Bzuj9h7aGSao8jj+s1V7n64RW8lJm5deNWUZW14JFK8cr1ymgnJYLXF1m4fpRT3vjpqOCiSyShpPHFirt9aXW7Py0Jr0xxOk4KTozH7j4c8vH/K2cmUsqiYTzMc16i8DlZaWLY0fJ2BUSVL5jmf/u4hQcNvOdgb4nkO3V7EymrbqNc1xuZXOSWVUkaJtmp8g06mWLYkDD3DOVIaz7dZ3+zS7Ue4jt14B748fvRFzbuIUtV8Mz3lH07u88fxIQfJhForbCnpuiHX4z5/sXKNv1y5TvgWihrgiUnGkzcZ1Y5n+/9RaJR0Oh1jtCZEM9JzbbLcTKpc12Z3p8+13YHpWjTQM8uSOD2LTjtga7O7TEKthvBPAGHgLhehhUeL41h4nm2I9JG3hHK1Wz7bW70l7OxJyJWQgu1bq6zv9HE8c8Ct7fQZbBglDCkFcSdA1Zq13T6qNl16acnlSbu+OzDO6MJsx86tNYQU2G4jGSygt9ombgfL7bVd64Wj1k43JGpGlULwHVzP331UtUm8h7OUg7MJSXG5+dXLQgNFVXE0mrF3Oib0nJc6xH/XeDUk5VXPf8l9b7A9i+hEPre2+gSezXovJslL8rIiK42sdF40vzcy00/93vzMywqqmqr+0ytq4MIvpWjwyq5tikXJ68vk9gbmgnz7g03qqsZ2jAGtJQ1c4L33N9je7eO9gsCplTbmrZmR+fY9o5BlVMoUoefiu8YwUEqzBlSNn5EQIH2XS2ua7z00SheU9Rm1TrFljC0jhIiXXlmaklpP0LpACRtLhAjLolIT5sXXSOHgWmtYMmyKIheJC8JGYKN0SlGfIoWHFD6WjJbFCmgqNSWvjynqYyo1xrev4Vvb2Fb7qaIm8B3iwF0mr08e0Wlesn88ZnN1zM9urn+ve/CdxJ/S6fqOCzDHtthZ76KU5vdf7uPaFkXF0ptmNs/59KsDsrwkDl1C38VebX/noqZuvODGs4zhOGG1Hz9X1Dwbz+4Kz7bZahvvs4X62U6nY0RsXrEIPPta32U3h5ERBGh3QrZ2+hzsnfPgmyOm45Sz4ynrT/jKlGXN2cmUs+MJnuewfX3AB5/scPfD7WUOJIQw/OJxQjIvqCv1SvSBETOw6Q9a3LqzzvHhmHtfHy3zp8k4xfFsBqstdm+u4nmvTuV14/s3HiX8/rcP+erzA85OpsxmGapWBKHL6cmUW3fW+eSX11jf7NLpRqxtdNjY7LD3eMjf/c0XhhoAtNt+41XTYW2jTZIULzXxfDbqWlFiml15XvH1F2YqtthnVVXT68f8d399mzvuFrIlfipqng2lNeMi5Sid8IfhAb873+MonVLpGltadN2Qn/e2+IuVa1yP+7Qc7xW+IVeL2PHYCbtsBG06bsCsyqlUzUbQ5v3OGuvBhZTyAhsrpUZKpylYLiA4ZVnTbtxg222fMHSbhGXRPQcpd182GAAAIABJREFUraYIagh3T3yERYFz4Sz+dCdXwlPdPdu28C7JkYUw/BXXuyj8HNfGeWYt07bGcY2evHiCiS6EQHpXOEgdU8RopZcF0IuSa8u2lrjOH3vM0pzj0YzzqXE8/y6GaGVVczyc8vhkxNbgu/uGXBYvK2i+L/+UyyLwHFY7MZ5j029HFGVFWdeUVWOMWNXN3+a2sq6X9y9NGZvbq/pimlPVilla8OB4yMloZhSFfgSTnFqZ7ZokGcejGWfTpCkcjMdQ6Lnc3lphe9AmDj3q0kwFi6omdF0i3yEOvEvNJpemc81xWRbVU5w+WIiEXL4vlNYMpynjWco8LajqmrVeiygw3Kp5WuA62RJmBSz5MUlWEHoOuxs9OnGwVD56MqSUjUS4dYHVfoN9aTWcs4Vi34vNH01Bo1SG0hmVGlPUB1giInRvY0tBpaZU9YhCnYFWWDIEKbB0jNZ1M4XJkcKlUhM0FY41wLc2qdWMSk2o1IxaT1G6RKmCwLmGsHeb+6bUek6lphT1MWV9jiN7aKsGLtaPxXQ0DAxxvN0KSNKCsvHfyvOKg9MJXz88YWPFcHUGvYjQd5eTtKe/52Z6plTj4SUQ0sB7LuPt/BQ/TEghCDyXQTfi/VvrjKYp9/fOOD6fAc26keQ8Phrzj589YjxN2d3ss9aPacc+UeDhe0+cBwLQmlqZLn9Z1Y1/mWkKJWlBkhZM5hnTebZUXPv4ziZrg9YLt/HSyQlmWvNkuO/gep7Mc+aznMlozmiYEIYuYWyMNRe8Y1UrJuOU44MR03GKkJIgdI0Bp3uxTVIIHNfCdmyKZtoxGSWMR3OcRj0wz0vOTwwn5v5XR5RlRRh5L2/wNXcupJyTec43Xxyw550BpjjZ3h3QH8QEoXsliLbJDQVB4LK1Y6CuSVJQNDQHx7GIYo/V9Q6tdmCUZx1rCc1rd0NGw6ShQWjiVkCvH7G53TXGoEDdj7jx3hqu57C123vivQXbuwN+9euKzd0erXZAMsuZTTPQsLbRIW6ZfBYhKPKSo4MxGs10kjEezvE801h7VfwrK2oUx9mMLybH/H64z6fDfSpt5P9cabPqx/x69Tr/fv02PTfkcsTy60XXDbjdXuX+7JwVP0LmgqQquB73+LerN9iJXqwbvzBvezJsWzLoR/i+TRS+/MSAV3TGv8+LkeC7F4gNV+PPIcbzjPtHQ84nyXdOkouq5mg45dHJiI9ubLylLfzTCs+1cW2LTuQv4UhLcacnFHSaP5cwJ7h43KLQr2q1nOBkZcXjkzH/6R+/YJrmpHmJqn44GeNFKKU5nybcPzrnn77e4w8PjzibzJkkuZEr77f5X3/9AZ5rLkxZUfLF4xMmScZap8VGv4XTJPEvijwtOT+ZLnl8l0V/Jb5UblMpzeloxoODIXlRIoUgCjxC32Ga5JwOZ6bpIo0zeF0rRtOU8TxjlmQMOhFx6BP5LsKxniPvW9IQo13HWnKvrupR8/TrGP6W59i4jn2J6atC6YJap2hKKjUlKb9ECBfHWkUKl6I6Iq+PKOtzhLBw6COFz5MFh9bmubWaU6ohoXML39qkVGOS4msUBr5R1Mfk1SGgcK0VsmqfrHqIEC4CSVkPKeoTav08ZFVgOvaB79LvhAw60dL4EyArSg5PJggEvudQlBUf393Ctix8IcB6tqhZyMJXJFmJEKag8RpkwA8ef0qXhO+hH2Lbkk4c8MmdLYQQJFnByfmsWeMMSuBkOOPvf3efrx+ccGNnwM2dATe3B2ysthh0IqLAxXWM4I/SF8XMPMmZJTmjacpoknB0NuXwdMrhyYSD0zHdVsCgG9Hvhnx8Z+uV2/pDxGyacbg35NsvD/n2y0NWNzpsbPeIIp8wck3xVlQ8un/Kw3snHO6PsCxJpxuxumHsHhYhLUkUB4Sxx2Qv5eRozKP7p/iBSxR7BvI3nPP4wRlffPqYg8dDiqKm3bWulH/1BjHvf7jFg2+OmU4ylDLS04O1Njdvr9EbxK91Dlq2pNML+fgX1/jZx9tL9MvS6FSYaYhjW0vlsnY3JIw9bt1dR9UX8FwpzdTItiWWLQkso4zZ60Xc+WDzKV8ZIeDWnXV2bwywbVM4fv35Afe/PQHg+s3VZvpvCqHJKOV3//SAo4MRecPd6fauxhv6V1HUaK3J6opJmfGH0QH/5eQeD+bn5KpCAJHt8bPuBr/ob3O7tUrfC/Hk2zNJ86RNxw34uLeJRjEvjdTie60V3u+sseLFzz3nsveWlqTTkLJ833klXvSy+D4Lmrf1Xm/jdS6w8QqtazTKgACF5GmMoEZrIzEphQ2IZ/7WKL3Qw3ea58NVr7Djecb9w3PO3kJRU1U1p5M5B+dTpmlOWdUvVEH7cw7ZJGPfpa+nnyh+npzo1LWRvrbegVDE64ZSmmmaczqZ89uv9/jswRGHw4mZetg2rQDOJgmTJDO8okauu6o186zgeDhjNMvIypJ+KyC+pCAZjxK++eLQKPWwKA6NIVueVTiuhec73P1oi8HqizuycAFLqWqFFIKiMInxZJYxmWfEoYcjTdFVNDwox7ZohT7tyMdzLCP//oI9b75z46202omYpTnjJHstfyMhoBcH7K50aEfepU0TTU2lJpT1GaUaUakhpRphiRBNicDBkm0sPaesz6lV0igqBnhcNBoqNSGvD5HCw5ItLBkjhESphLw+AjRSuGhdLiFtSlfUakpRnxI41/GsdSo1QekCKZ4foy/WycBzuL7d52Q4IytKZovvsklsR9OEr+4fk6QFj49GdFoBfmOgucD910pT1xfTzqKsWO3HbK912Vhps7FytevkollQVjXTeUaSFsvXVs0UYMFpU0/8PDiZ8PhoxGSeGduBxX6sa2ZpwePDEf/02SMe9s6RjZfJxU+xRDlY0ggsLLgenmv/MEao7/jtFp/HcSzWV1oUVc3ZcI4A9o7HDCep+V5rRVIXnI7MmjedZ+wfm6IkCsz+sRfQRa2XU+u8qMjyiiRrJjSzjHHjoTSepkgpCAP3qe/qxxaWZaYrdaWYjBPSpOBof9SYgltLCeL5LCNNCja3e7x3d4Nbd9fpr7Semhb4gcPN22vkWYFlSabjhHtfH3F+OluahS94ehtbPfzQxX88JIjcK0GpgtClv9oynjmD2Kitnc24dnOV9z7YpDeIr3wMLx5nWUYWGq5GrbAWgktXeH0pG3TPM69tUD32UmChKmui2KPdCTg6GHN2OgUBw7MZGk2WlpyfGeGkViegP4iXz31V/OsoajBKZyfZlN+dP+ZvDr8ia1TUhBDEjsev+jv8h4077MY9Ast9q2uPIy1safGL3jYfdjZYpNW2aBxxX2NhtaSg3Q7Qmn9VSevbDE1tEgWdo3SFJVwkNrCAUgjQNZXO0VphSw+Q1DpDa40lPfMqKkcIiSNkYyF29RjPM+4dmKLmu6KZqlpxNkk4PJ8wTXJjPibEW5s0/muKhUiB6doDWjOOfaPUJn54qI3SivNpwrcHZ/zdHx7wmy8fEYce3chno2skvcvq+LnnLQq181lqEsRa8cHOGlzCEx+fz/nyD3tMhkY9yUy2NJNRyniYELd8Or2QTjfkg493Lt1eAUsfKCEERWWS0cncQNJ6rZAocEhHxjtpMWFwbYt+JyQKDdn9st0uG6Lzer/FcJYyywqUuvokTSAYtENubPToRJdLh2pdU6kxeX1EpaZN4TJHSAdQSOHiWitoSvLqkFqNqesES0QofQHbK9WItLxP4FwjdN7DtQaATd1waYSwsGUMSGzZQQgXTd3AzsbYMiJ0blHrOZoSS1xOEA48h/d2VkiSgkcHQw6Ox08NCmZJzjePTrm/f44lBa5j47kOjm3MN2u1KO5NMbMoFj+5u8W//fkNHNtibRBfaeXTGJjsLMnZOxpzdDqhqGrKRnGuLBfqc9Xy97IyRqaPD0eMpuly0gQGhj2dZXz7+JSqrmlFPq5jLVXjnvzdcS5uW+nFrPVb9NrB96r89X2HbUkGXUOuLssK17UofnuP8Sx7ojtv7CL2j0ccnk5MEdicpy8635ZTb/2MMEkjsKEaIvqPPRzXJm752K6kKmtODscGVlWYY89xbFzPotUxJPn3P97mzofbXL+5aiwinsi7gtDj9geb+IFDWVR88eke9748Yt7sZ9936A4ibt3Z4Be/vkmRV7juQ8qyfrGK7DPh+Q6uazNYa7Gx3eNwb8jx4Zi4HXDngy36K883xP8UQkpBpx+RFxUP7p3wzReHPH5wtqQZ0PDI19bb9AcxG1u9K/GG4M+8qNFaU2tNoSr+OD7kH88e8dXkmHlljCpdaXE97vNBZ50PuhtsR10i+/Ju3ZvGQjLYtWxc68W7XDeLQ60VlrjANT+bRC1GhD/Fm4Ymr8/J6jOUKlBUWMJriLkOAkGlEyqVUKk5WtcNGVhSKtPxcmQbW4ZIYWPLCFsHV+7A1bWiUorRLGXvbMx4nvJdqxqNwUonecnxaMbh+ZTVbkzrLboLvygqlVKpbDnlsoXXFHygtaLSKbUqkMJu/jnNlAuUrqlUiqJCcnG/AGpdoalQzSQNTbOvfUQj3a5UQakzBOY+2ahQLc6NUqVUKqFs/rlWjCfbWMJdbuOz8dy5Zm5cXuh/DFHViocnIz69f0heVmyvdvjZ7jq3Nvq0Io9pknMynjGcPg1Lsi1JO/QJXIe90zHDWUL5EuXI/mqLT/7NdbLENH80BqOXpgXJLOf8dMrZyfRqSczS28ko8EWBy7WNPhuDim4rxHMs4tCnqCosaRJqS0pC32lkkV/8sovvZKUd8fObm+Rlxdlkbrr/VzinXNsibDyefnV7m7VufOl7mcIioVJTlM7QNMfmwiywub9WCVA3KmkJtZ4DF/vZsXpYIjBwtfoES/hYIkYKD9/epFZzlM5pZBuRwsGSAY7Vw7VWKesJ0/z3JNV9ivoUz7qc6O/YFqv9mFu7K/zi/W2kEDw+HjGeZsuktGqmMGD4THZWLqccz05qFpHlZeOUrq4Mp9Jak2Ylp8M5n319wB/vHRneWq2ML9tChbB5r4UqYV5UTGYZWf60p85CaWs4TqhrtYTCLY4dq5G+tpZ/m9tu7axw5/oaQgg6re9m1fBjjoXSWOA57GwYSI8lJeuDFnuHI06Hc5KsaFQJNfVrNAJe+H40fB7f8HmCK3AfFlFVNbOJaZacHI6ZjlOkJQkjl5X1Dr1BRBj5V+7Uvyo8z4gA3H5/E9d1mM8ykllOVZljzmogVUHoErV8NrZ7rG92aXfD5yYWlmVMvde3evz8L24QxT6f/8sjxqOEXj+iv9pidb3D5k6P3Zur1LUijDyqqsYPXFY3Oi/9XEIIRDMpMWpsLu1uQH8lZmW9TRDaaJ1j2NDiiZ8aqFE6BSqECBso7OuH1jlap6BLw4sWnhFHecZGxRS4qsljn18YjPKdpNYmB7I8i/Yg4taHG/hdD8824lB5XaLQhK5Hvxux2vglXlX46c+6qAEjp5xWJb8f7vN/7P2B83xO1Wjze9Lm/c46f7V2i/c7a6z6rR+0t11rRaFqHAmOsH7qs7+D0CjS6oRJ8TVKV2jqJrHwsWWIEIK0OiarTinV1JB5ZQuBRammCCHxrTV8ewXfGiCw0fLqo/ZaGb7GaJ6xf2YmK2+jt6U15GXF0XDK/tmEOPDeeVFTqpSsHiKxTLFitbFoiho0hZpT1FNs6WGLAEdGy6JG64pCTalUii395n6JFoJa51Q6o1Z58x1pnKaItJoCqtIFeT3EFFP+8v5FdVmphKQ6YV4dk1QntJxt2u4urmwtt/FPMapa8eDonH+5d0Dku3y4u85//NUdfnXbJK33jw3H5tmixrEtunFA5Lskeclknj+VqD4bG1tdVjc6zxXctTL+NP/tb7/i//vPf3ylAe3TgiSGwN6OfFa6EY4tL4RD9LP5sXnOVabRK52IX93eZjhL+ez+IUleoq6gYOe7Dt044Pb2Kn95d5foJUpuWqumSJnSzK2eul/pkqoeGwEAXaF1Ra1nKJ2g9UXC6FqreO4aeX1MUnyJQOJYK0jhE9g3yOs90uoRAguBgxAOlghxrAGePaeojpgVn1OqIVrnBPaNS7fZtiX9ToSUgryssGxJWpRM5/lT3frlZ1D6KXuBtxla03A7pnz61T5/98/3nr7/yQc+9fcFLPSpbdUa1UxyJrPsKZn45W/P3QbTWW6MiFs+1+nxvcf3PMhwHYut1Ta9dsDaoM21zR5//7v71OqwEUd5O/zAhVpqHLqs9mKi17j21JXi/HTG/a+O+P0/3ufx/TMcz2Z1vc3H/+Y6772/YXyd3lJR43o2jmvz/sc73Plwezl9gqeloBd2EMsJ1gvWogWsamXNwMPWNjpURcV4OOfuR9tcu7XG2maXqOUtpemv31qDRjRJyKutcYvtCCIPIQX9lbiZ0hRNUWM1RYaRigdlFBjVCK0zLGsN3rioKVDqHN00bITsYllB8z4XobSi0opS1ZTqeSNkV9rYwqwxpaqxXYv2IOD99jbv/WID33KwhGRaZpSqpuX4hI6LY10m3vLi+LMtanTz75vpKZ+PDvl8fMhZNiOrKywhWPVbXIt6fNzd4medDfpu9IOR0Iu6olA1D2ZD9uZjBl7EwAvpegEddyFR/FOJ8/ZCY4i/OUqXCGngY3mdGX8JXWHLyHT0tW48JcCSHgKJJTwsXFzZxbU6jZTq1b6faZpzNJxxNplTVvV35tM8GUVZczic8vh0zM7Ku/OfKOopuZqS1UOyaogjQxwZYcsArRVpfU5ej5opSUqtcwSSjnsN3+pTqCmFmlGqhKq53xYBHfcaQkgm5WOyatjAdgSWcHGtmFLNkcJp+A0ZpUqodUalciJ7jY57nUpn5PWYSmVUOiOrR8yrYzyrw5+W9uuLQ2uYpQWjWcpmv83NzT79VojXkDIXUqjPxsIM1bEsqsrAfF42ZTHmtc/fbi8gJkKQpwXVS4QEpBSsdA2RtVbGLG/QCfFdY6p6GU57UQQt4lVrn+/arHQiPr6xQVaUPDgasnc6ZpxkzNLCcHqUxrYkjmXRjX16sYGc3dzs89GNdeLAw34Jxl0Kj8C5hi3jBopXEDm3kSLAkSuNV00HhMCSAZ7apNYZrjUwssxaETo3MbCyFpYIsUSEY3WwZQtNiCUCLBnhWqsYKKyFb28gsHBkH+FIHNnDU9sonQGKwL6GLVtGFvqZWMCIQt/l2kbPQK0Dj4cH55ycm2nebJ6TZoUxMG269kIsvK0ktjRWAK5j4XsOoedwc2eFjZU2ceS/xnXpArZUPTP5+S6xFAB57lB+8bG9UOf6wQQMv28KTzNl9hybQSeE3RVs2+LG9oCj0wmno9mS3zZPCrK8XPIJ61oti/eF15lrW7iOje85+J6RDY9Dj3YroNsK2F7rsL3RZWv16iqcVVlzfDDiaH9EbxDTX2kZ6NdKzMZOj04vwnmLUMHFeSFftMC9wWstfkpplFqtZm1zHBvXtXBd6ynS/Ev8QJ+LPC8NUf50ytHBiMFqi+s3VxistY2Ig0qp1ZBanVCrEVK0kDLEnG/KTFhQaF2iZYKU3eb+q4fWE+rqW7ROABcLCXLtuWM5VxXzMucom3KYTvAsh8ByyFVFUVeEtotvOU2TwkxzlNbLKZ9r2UgE86pACvA9I0kvXxP2/Wdb1IDpp301OeY/7X3Ovdkp4zIDTMW4FXb4uLfFx70t7nbWf9CpSKFqpmXOF+MT/unkMTdbfW61BtwSA9qu/9PE5q2H4c0YyEiOhYeipKyn1DrHtdq4VgerURqqdcGCwCsQKF2axMXq48oXK9ddFtMk5+Hx0MBk3rKbd17VHJ5PeXwyJrn5Zr43V3ofNWVa7pHVQ/J6TGD1QchmqqJIq1PG5UPAdLDn5RG1LrCljyVcpuUeaX0OGAjbvDzElgGujBDC4iz7gll1YPhLwsOzYjzVpVDz5vvIG+gPZNWQeXVI5b5HYA/I6iHj/AFCSCzhk9fj5aTmzyGUNoT/aZLTiXxubvRpR6/uispGYcy25BNeNm+W2UkpqCtFmhQvVUeTQrDWj1ntx8sW6LtYyxbKZR/f2GCz3+L39w74zZePeXQy4kBNSShRZYXn2EYmerXHrc0+f3l3h1/d3sJ3nWVRePln8QjsGwT29QaKtzChXcA9wJE9HNlBN8IAouHpLT64LReCCgKsFQLn5sXfmId6bDTiJYvbzfPNa3cJbGNailj4mz0pbnLJ/nFtdja6rPZjbu+usHc84vNvj7j3+IyDkzFnozmTWUaagy5ro25mmULGdW2iwKUV+fTbIYNuxO1rK2ytd2jHr1PU/BQ/ZFiWpB37tGOfG9t9ZknRiDAMebh/zuPjMYenE0bjhFlqipu8Ee4AQ/52bWt5LHTbAf12yPpKm63VDjsbXXY3eoSBQ+BdLmD0oijLmuODMceHIz74ZJebd9dZ2+jS7gTmOP9XfIgVecVklHJ6MuVgb8jmbo8PPtkxZpdolE6o1QlZ8TuK8itsaxXL6mPWDQszwXFReo7SCY5wkLxmUaOm1NXXaJ0gRBcpW2jq51advK4YFSnfTk/5dHRA1w3oexGTImVaZrQcn5bj40iJJSTzqiCtS3zLwZM2TiMIk9UlgeUw8GKEH7/2NePPtqjZm494nAz5bHjA/dkZoyJFALHjs+rH/KK/w3+/dpPNsP2dJzQn2Yx701P2kzEn2Yz8iiP8vhvS9yJ2o17D53GJHBchBLmqqLV67S80qQqO0gl7yZj7szPGhYGhXIv6/Hr1Oqt+jERQqJq0LjjLE47TCcMiZVyk5HVFoaql5K0jLVxpETseLcdnLWix7reJbZfIeTswngUWc1bmHGczzvI5wyJhVuYkVUGpaip9MdV4k1RMIvhFf5uPextI0aPj3iWrTyjqCa7VxZEx2jEJmiX8hmNjEgqjkgaywZBqrbCkjy2D176ojxOjenY6nr91UmVZ1ZyN5xwOJ8xeoIJW1jVpWZLXxvDKsSwi1214LGZbrEbCUzUGaK71vPSkKyMie51aF2T1kELNUFWNLzv49CnUjLQ6NUWgMB1nR4TLAjGvJ6TVGZZwGzU5F1v4S/1xKRxsESCExJUxgT0w92so9Zy8ngAaS7poFLY0HAWNplIZuRoT2eu03V00NaWa48qryUH+2ENgigrLEihlihPVdNdfFrXSRmGsqnBsI2H8MtjD0f6I+18fk2XF069TGa+ShWyp617edlx2MZf/XS1e95xaPN53HfqtkA+urdOOfMbzzAhnVAbD7VhGqrQXB/RbIVuDNoHnGo+bK6lFGp6JQC8/1LPP01o0xYwpSJ6+/7Lfn3g+Tyu9iSeKFnOKWghxAee7SiwVsWyLOPTYXO1gNyaNs3lOkhXkRbXkVywmNYuOs2ub4ibwjHJYvxOy0vjaXPWrkkLQiX2ubw34X/7qZ3xwcw0oUWqOqvdQeoaUA6TsIUQLKKmrB2hypFxHisjUxcJGiIBF6qJ1htazZn+4CFwQDlChdQHYCOE1f5dsrvbYXh+w0RCslZqi9XS5f+NQsrPh8R/+UnBtAyy5jmUP8D2LXjtmdyNCawWUJtmr99A6vdh22WKlG/Pv/+I97lxfJcnKpRLYxmqLu9fX6LZDI8RQ7VNVX4OwkLLXvMaAbjvk9vVVbOuMa+seiC5SrtBtd+i3O9zY7qJ1gVZTtE4RsoUQESxVPI2wBTozfAjMxFvKGCFMIeq5mkG3xLag125zczdmnmyR5YqirKgaf68nJzVWc/54rpnUBJ5DHHm0Io9OHBCFjdnrKziIWhnvlmSec7g35NG9U77+fJ+j/RFCCEbnM1qdkJX1NtdurS7d7ZNZztHBiOHpjOkkXfpm+YFLuxsyWG2xutFBa00yzzk/mXJyOGZlvc312+u4zbTn8f1T7n9zTH8Qs7rRWaqdHR+OOTkcN8e0oGr841zXIYw9rt1aZX3LNDGLvOJof8jp0YTJOKXIjSLkfJpxuD9CCl6raakaHlmaFMyn+ZKztvfwnAffHrP38IxW22dzu8etuxv0BovrmVkLLDnAsXOgplZj0BUIF9e+g22to9QYpado/SbNThshYsBCyAhwX6hGOa9yDtIJ0zI3kxdpEVoOymnoHpaNACqlqFBYQhDbHoHl4Fk2tdZUyijKLo6hN9Eb/bMrahbdx71kxH89uc9no30ezE1X2BKCjuuzG/X4ZX+Hf7d68znvgzeJk2zKfz25z2/OHvLZ8IBZlV/pebdaK9xtr/E/b33Ae+1VYtul7fhYQprE8w06qUlV8O30jH84uc//c/gVD+bnSOCv199jJ+ox8KJl0XSeJ3w9OeH3wz3uTc94NB8yKlJmVY7S5kAMLIfI9tgM22yGXT7pbfHzHmwELULbQB7etFt34RuiKVXNsEj4YnLEl+Njvp2dcpBMOMvmzKucvC6ptHpjAJElJP/77X/LtahHx+0Tu+vYZUQmT/GtPq7VM9wa6fGkrLOJ5/9+3ZNt8VknjT/N2WT+1k0cq6rmbJJwdD5llhrOxJMqaGVdM85zZnlOVtVErmMuVlKSV5UxEpOW4XbVNYFtuieLWCZHMsYSAVk9RGtNoWYU9YyWvQVaU6o5aXW+hKSZIsVDCItal+T1xMDWrMhA+aSHLUNodJRs4eI2/BvP6hE7G4Agq0eUdUJWnxsuApH5+QRUsNIZuZrQEju03V2ULsjVGOfPpKhBGMKvJS3qhixdKfXKqctCSCIvKxzLwnfslzZzjvZH/Nf/9wvGjfrZIvK8JEtLQ6KNPFz36oTgdx2+a+O7Nr1WyAe7a+/kPZbqiJfeL1kcx2/0+i+ZvFyss2+23lqWJAxcwsBlY+V5eNBTMK4n3uJtTGOklHRaAZ1WwM2dgWkU6QSljijyCaqeYTsrWPYtLGsLrRPy7BytBY5zDSnXAIWQIVL2YcHdU2Pq+rDhJ8Tmn4ibYmeCEAFCtIFsCZ8Bb0ly1mpCXR8sP2ccrtCKAtb7gv/hVwLHWce2bwMZoRanAAAgAElEQVQKhI2UEQbOk6PUKWXxW5QaYjvvY9s3kcJltd/mf+rfuXRfLM7Vstgjz/8GIXxs+wa2fRcpu/Q7If1OyI3NA/76Fz62vYVt/wwpYxAhUC55DkqdIdnCsnwWRbcJhdZzlJqgdQbCamDUZr85tqLbKujEuiF9x0jZYiHz+y4ncFpr8qxkeDrj89894rPfPeTw8ZDpKGU6SXl0/xTXtdm61sfzDalfSMF8lvHtF4d888UBh4+HzGcGedPtx+xcH3Dno23a3RCtNcPTKV9/vs9nv33IBz/fZWt3cFHUPDjlb/+vz3jv/Q0++uU1pDRm5J/98wM+++3DpaFsluQURUUU+6ystXE9m7XNjsmfspIH35zwx98/Yv/RkNkkJYyN7H+SFPRX4qVx8VVCKU1V1kxGCccHY7LMTME///1j/uU396mrmnY3ZHO7z627G89AdyWWtYIQHlX9mLo+MMUuAZbbxbFvkpefodQYeP2iRgjHNBqEgxCRaRIIybOLxbwsOEwnzKscR0h8yyF2vEa0YpGFCEpVU2tFaDsElktku7jSZl4VKG2k/6WQvFjI/9XxZ1fUjMuUYZ7y6XCffzi5z14yBjDTBtvjl70d/t3aTW7ExlH1bThPiJdeil4ds7LgOJkihWAjbDVSia9OVK4aGihVzbTM2E/GzKqcB7Mz/jA65NF8yFE6ZVSkTIqUrCFxLXCPAJVW1HPFqMg4z+Z8Pjrkw84GH3TX2Q67bIZvxt+otCKpCg7SCX8YHvDN9IRH8xEn2ZRhkTIrc9LaePrULyCLXjUcaS1HnLLpygokrtVtkmq/mc5cEM1NPPuNvvmxohpvgHEjEDCaZW+9qNE0whhFyeFwysH5hLVuTNyQNiutSYuSpCyplWaU1oxTQ7JdyHPWTTErEKzFEY5l4VpPy45XKqVQc6N8hqDSObUuDExPCHyrT8vdoVLZkk+DWHBjWk2Roin1Bd9GCNlIZ4vnVFWeDEeGtJxtKp036mk1AokUFrb08a0esbNJpVOOkn9iVh0yK/dx5Z+m9OWzIYWg3wrY6MWcTRJ+d++AOPDoxwHeCwoMrTVFVTOep3y9f8r+2YR26LPea70UctXtR9z9aJtk/nSDRjfyrVHLp90O2L258tY/40/xw8TZ/pB7nz5CWpLVnT6dlRZRJ8J23r6ru4nGK0znzVQFDGTmYq0xyfsQrVOUGiJEG8f5CCEcanWCVnOgNIp0dYqUa9jOe6j6jKr+BktuYTvvo9SIunqIkGbqoVTSTDqSprg6Q6sJtvMJln2j2YYarc00RqlzQOM4H2JZ29CIzGgKNC/e9sujBsxaKWUfFgVKI0Lx6jDvodSQqnqALVykbC0nWFqNUGqIUqfNFCtAyjZoBWTU6rghkCdoNW8mTR1s5w5SDjCFzbsraoQQeL5Df6XFh7+8Rrsb8i+/uc/R/pBrt9bY2DGO84PVFhtbCzPGpIGojbEsya/+3XuEsbmuTccpJ4djjvaHrG128DyH+g04W2lSMB4mfPTLXe5+uG3U97KS+98cMxkmTMcJ42GCEILJaM7R3pD5NOeDT3YYrLawHYvxcM7v//E+RV5dSaxkEVWlSNOSh/dO+ed/+Jb5NKOua5J5jhfYbO2sce2GMaiUT0yWpWxjI6jqPRRjbGsNy/r/2XvPJkmONL/z5yJ06tLVEmiIwWLE3grOHo92dkseP+/dqzM7Go80mlHtcna5M7MYzGCgWpZOLUK5+73wyOzqRosqoAeDXvIxKyugszIyMoTHI/5iy99PzmLsBUX5S4TQBPpmM9G7bkgQGqzBuTlOLsGZb1wi23GLH/cPyU1FZQxZENLSEZUzVJemVmuFtECqzY9zjifLCcu6uZeaRndhjYerXeN6/CdT1KwLgGGx5MvZOZ+Mj/i7i4eAP/axChhEGT8b3OCv9z8g1WGjpPTdQwBaKgKpiZRu4FvP7tua0PiiWYP30FkghWQ/aTMtc3JTb8QOvuvy4oDCGibVisfLMY+WY/7h4hH/8fRzzvNFA6kQlzDvgvXiWhpDbmpmVQGrKb+fniKAo527LOoCsS3YS9qbkeGV9mfdqbKGUbnis8kp/++TT/nH0RNmVU5pja/SBZvtKim91kZzLG3jm/GiZUNySW8fSHVIO4hJdIgSqnlNEqkeqOtxYr5tmMalfrLIORpOmSzzPwhZ1TlYlTXHQ6+C1k6jTVFjrWVV1+SVH9svyorRarWBopXWw9OkEETaj4q309RD2C6dW+MKCjPGuAIplCfuOy/PLJAkeoBxJbPqMVW9bCTKFUpGhLJNFnjOwax6TNF4/UihUMILMUg0Qng1F+//I5umgYejBTIlN2Nm9glgEEKhRICWCbHq0dKHLOpjzvJPKMyEwkxoBy/3UnmbQkrJVjtjf9Dh6GLKxXTB7e1uYx7pSdjONveI8/C0ZV5yPlnw+ZMLjoczbu502R+8uqjp9jPe/+iQsoF4rLv4OvDE104vpTfINvf8GrIomjXEOhpo4bN+SZcv+curhW3grlKspxXPxroBsL6nXxYvGDQ89xluA2sQ/E8BlssxPB7zD//+E1Sg+Ojn7yGEIM7iP2BR41dyLxVbeT0oEfDspKvG2ilwQV1/hZTbaHUDJyR19Tucq5Cyg7NjjHmAUguk2vHqXtUnoB06eA9rx9T1lyh1gBAJ1hxjzBNAgZAY8xBTP0Gqm2hxr1l3HM7NsRbq+ktwBUpuI+U2jropyCoP9Vknflea0lXN1Aik7G4mLr7IeioT/vLwq6G1E4x5hFRbOLcHBA15fOi/jzkFcqTcA3wy61yOqR9izQl+sjP322igb0K0m6bSm8mNXrj3UhAnIXES0t9ucXCzz3y6Qgj48Cc3eP9PDtna6dDueMnt5aJgMl5ydjLh/GRKuxPzs798h9vv7gDw6a8e8vj+RQMfm9LtXY8zso58VTKbLNm/0eef/8uPkEqSr0pW/9ffc/xoyGyyYjpaIKRgPFxwejxhtSj48OMb/PQv7wLw1e9P+PKzY8YX10NirAuoo0dD/uG/fcl0vMRax2DbK6q9/9EhP/8XH9Dupkj5NNdSooMUKcY2aCS1hxRdvJzzkrL6PZV7SBz+KVrdaCaN1w2BQHkeq1uCWzacmmez0624xVbcuvSub8blnO3y+ruqKybligvhEVVCCIyzVLZGiQB1jWX6n0xRU9ia3NR8Oj7mPxz/ns+nZ4A/cIFU/EnvgD/fusUH3T1SHTwDq/musRO3+fnOXW5lff5q5y7LuqS2tqlQ/YRkXK54uBjx9Xy46YavQwlJpDTOVNRAN0rYFopOEL2xfsmkXPGb0RGBVHw1v+DBYsi8KomkJgsiukFML0yJGqPQtTTfqFhyUSxYmZLcNAkO8GAxwgKJDtiKM/phSje8mu7/eqJwls/5zydf8HcXD3gwH/rj5iwtHbGXtNlLOuwlbVo6IpSa2lkKUzEqlpwVc05WM05WU+rnjue7nW0+6u4xiPx+RUoTq4AfdfdpByGB/P4v+9mq4GQ442wyp6qvPoVb3/jXWSCLsuZoOOXx+YTbu0+LNi0l7SikMoZxvmJVVY04raMwNZX1uF4rBNQe1uTha8+Glimp3kbL2BcwtsRi6AQ3EAgi2UEEiki1qewSgS9oEtVHCU2s+igREKneZlITyIxItkEIBtH7tN1N1kpz6ylLrHzXToqARA9I9U6TOEti1UeKgFC1aXNIpLq09Y1mglSQBftE0os/vM2hleTu/oC8qvkb84DPH5/zXz69z/3TEf1WSlHVPDofs8xLPn1wynxVIgRMl0Uj9R3yo1u7fHhz55USxnESMNhusZgX3ll7UbJcliRJAK34G9CKJ8sJT5YTskbh5jT309/3O7vcafXxAhuWWVVQmJpI6c1PYWq+bu7/vaRNJ4iRQqCFJFIBsyrn6/kQh2Mv9rDXNVTS47T9A3BZl8yqglgFdILIF+OIzVr2eDnh4WLEdpSxHbca4urbK+/9dodo+B0thMwQroWUA6QcIES04bkIEaP0LQQS5yr/mnA+sbIeXqbUIU72vMCCTHF2jrPL59bYpoBaf7pIkXILa8+x5gycQ6odD/HacKIUUu41cLgaZ0dN4VIjRNRwVDKQ9SU+0OvhmNbOMOY+pn7UTFXG/reaACUeIvaq/EQ23KIYKbNnP9NZrJtg7aTZp07D9ekhZOo5RHaMted4iV+DEClCpqynUz80lUhTGxaznDyvvAt9LyW4xOWLooBeP8Nay2KebzxmXhbOeV7P84/UNI0YbLdJs8irPzbNjyBURHEAAsqy3oikRFFAu5cSRHqTnOtA0WrH1JV5pZri8xGGinYn4cd/eoc0iyhy/2xOkpA0i9i/4adX4QtV4ARabvlLUwRNAeJQhETBjwGHVrtI0UJ8q5Tf4qjw949ufp4KpFw3XvSuQEoO0i5ZEGGcRQtJP8o8uuaajad/MkXNsvak9980Rc3KeOxgIBWZjvi4t8+/OviQ3aRNot9sYrMVZ2zFGT/pH1Ia0xRYFbnxv49WEx7OR978bDH+RlGjpdw83Gtr6YYx3TAh1ddTEXlVTMsVn06OKUzN59MzlqZECUk/StlPOhwmPW5mPVo6IlaawtYs64oHiyFfzS64KBbUdtHAwByPlxNOVjP2kw63WwNkS1y5qLHOJ9Enqyl/e/Y1f3t+n3ldUFmDFJJelPB+Z4ePegd81N1ju0lkSlMzq3IeLEZ8Pj3jN+MjptWKZV0+wz+6nfX53/ff4732Du+0t9FCot+AfON3idmq4MHZmPPJgsqYK09pvHmcaAzprvamslpPaiYsi2rzcNdK0Q5DVlXFxdJryuumuF/zMvyfuk0R9SLjyUAmBDIhct2mY6M2/jMAoWoTqBYZz/Ma/EMiVl0i1aEVPP99/Oth9HKomP8u/scFDWG6eS8IpFAEOiHdKFRd5jg4HPYp5K1ZmMUbmth+H6Gl5PZujyhQPDgd8dmjM3799Ql//8UT+llCoCXn0wVlbfj8yTmPzsbM8xLrHGkUcmunx4c3d3jvYOuFcLV1BKGipRLq2jAdW5aLksl4QV16jHTaiqgrg9IKKQUnqxm/Hj1hO2rRDWM+nZzweDEmVgE3sx4CTwL1MNecVAdkQUQ/TFiZis+nZ80as4dJvFxpogKkkEzKFZ+Oj/012XP0whQpBKkO0Y1RsbG+YHqynNALE9/IEH5iW1vDylR8PR/yi/MHvNfexuKbSd+2qLHWUlcGZxsVNLFOlPxESyqBDvTG28I1JpbOeknhdd649qnwEtpyI3tsjcXWBhUodLAmxTtMZTDG+r+XT69rY7x/0GbGvt6+ACElOlBP98U5bG2xl/dFQFlUWGNRWv3B81p/z62T8hQp0wZClXHZ/0KIGKUOESLyMLQm6facmaV/r9rGuQJpZw2UdgkUzWe4BopTATVrI1QhYyR9jDnC1EdN8r/lE3zhYWRCSKTaQel3sG6CMYBQOGqkyBAiQ8oEa6uGrN/iKhMO5+aY+gHWnHpp7kbswDkPBfPCBiE+iTSe9E/1nOKUaLgOay5NjRAeB+IhZQuUuoFSt33RKNa+IuNm+jRGyBYQgIgQIgXRCGH8wIaXxjivtFjUxIk3xFT66TUSBIpWJ2a1LJtiQxMnfm27zBPbcHitwxoPo70ccRrSG2TEafSUsyLYeOQIoCrNRmZZh4pMRQSXJplaKZI0oizqZ/bxdRGEa++cG3z446spdT59FuL5UEJ7AQlX+aehTNDyJmqjuvj67T2VYro8EXfNNNLiJ5LqhdP0q1w2L8tntVRNE/vqUuAvi7e+qPF615bPp+f8zdlXfDI+Ijf1pnB4t73NR919/qR3wG7SJnvDBc3lkEIQNPyDQCpS7VV3jLPkpqKloxcuGFpKEqV5VOZ8MbsgVQHtIOKj/h7d6M24Hi/qkvvzIdY5KmfYT7r8qLvHu+1t7rQGDKKMto4IpEJL2Yz+LNPykFG55NejJ/zD8BFnjToZ+Pr98XLMf794RKYjbrcGV9qX3FR8Nb/gd5MTTvP5ZrLVCiJupD0+6u3z8+27vNPeYhBlpCps9snRCWM6QcyNtMtWnJHoYCNysJ7YTKucR4sxu3Fnk/T8sWO2LLh/MuJssvBO3FcIIWCnmzFopxyPZlxMl69/E1DWhrPJgqPhzPt0GOud2qUkC0P2hCAJgsZRfq12ZhkuVxzP5/5vWhm7WYvoBepnm/1bFwUvXc5ed9yvf16sK6jdHHAIAqQIUWJt+GkxdkFtpwgRIEWEIkKKGEeFdRWr6iGr+jGR3iFU2wSygxZvD99GCIi0Yqud8lc/usOgnXL/ZMST4ZS8rFgWFUkUEDTyzUkUsNXN2O5k3N7tc+9wi8OtLsFrhALGwwXHj0ccPx5zcjTGWYfSktHFnPqLU7Z3O+we9ji8OeDg5lMTQ4svliWCUGoC6R+AVdPoqaxhaUoeLkdIBD8dHG6aTHVTmFg3YVyuyIKQD7t71M76XqE1TKqcWVUyKVdsxy0+7O7SCiIQgkVd8Hg5pjC1n/YASoebyXBtDYWpvbLfCyaQ14nZcMFnf/cl47MpnUELKQWz0YLVIqcqKrYPB3z4l/fo73ZRWjE+m/LkixOGxyMm5zNMI4XdGrTo73TYu7PD/ju7FKuC+XjJyddnHH11yr2f3uG9/+WuP7bW8cWv7vPg08ccvLPL9s0tAKqi5ujLEy6ejBolJ0dV1jjnCOOQ/l6Xez+7w/YNvz4vJkse//6Ys0dDJudTTGUI4oDRyYTzJyMGB703rsz40mgqMGeX1PXX4ARKvz6pEyJBqgPAUFe/8Spq9gSp9pDqDmCRcopzM8rib7DmiNo8QIg2qml4+CStxLkVjoxnlMO+Afx+yb3iHM4tMPWXgEWpG40wwSu+siuxdoKQbUL1sSf0mxOE7GPqxzg5R8g21pxg6sfNuyxa30XpuCnoFhhzTF0/bBL3AvS7SLmDlAOcKzDmGGOOENJPwbS65ddMdYhytS+kWLvRK39MZcwfEnr2bUJrSbsdM0oCTp6M0CNFXT5VmC2KmvFwgQP2WxGtTkIYBR52n9dUVb3hB1vrWK1KRsM5q2X5THPRoyJe/VRaQ+eq0lAWFctFSVnUm8Kprg3LeeE5MW/I2PRV4dwK6+aU9ZfU9aOmQZA03yciDDRwtaKmsoZ5XWKsRUvPpY1lM7UUATgJmIZP5v6ArKvvFm99UVNZw6Iu+Xx6yr8//oyT1YzC1p7nIiTvtrf5F3v3+LC7x3b8h01epJBI4adDl6O0NfOqINMvlsLTUhLrgJWpOWkEA2KlOcg6r8SIXydWpmK1qhqom+JW1uN/3X2Hn/Zv8F5nZ6Nk9nyYhtTVDZOG53O8KWrW5K5APuHD7t6mE/K66dLKVDyYD/lsesZ5MSdvJLBbOuL9zg5/vnWbn+/cfakAwX5TzWc6Auflap8sJ0+LmjLn4WLE+51dr7rxgv25DE14vjvxIs0zd2l6oV4gMPGy77xRPVvm3D8dcT5dXHniIoVgp9finf0BRWWuXNRUteFituR0vGC2zCmqujE8VOgwJAkCBmn6je94NJ1hnWOQJtzb2iJueDUvLWqEfEU58+pr4PrqcRbvK7SgMkOcswgREsg2Unliq3OG2s4pzBlSBEiREKo+UsRYV2PsimX9NZPil7TsBxB6DTX9FokICCEIA43Wij+9d8g7+wM+uX/M7x6e8fhiwtlkThxojHVEgaKbJdzY7nLvYIsf393ncKtDFHjzy1fFZLTk898ecfx4xPB8TtaK6W+3mE9WDM9njEcLzs9maK2eLWqcw1gv1xkrTdCsiWWzTue2ZtEoNBam4lbW3xQ11jlv1FbW3J+PyHTIftLZTC+M85ywlfENmpWpuJF1iZVGS8XK1Jyu5igky7okVpqEp5ML08DQBN6rTH6HCd1isuS3f/s5j35/xME7uwShZnQyYTaas1oUvPPxLQ7v7dMZtHHA+HTC5//9Kx5/fszF0WgjR9vf7bJzawtrHVuHfZbTnNHxhC9+eZ9P/tPviJNwU9Q4Y3n42yf84t/8io//+YeoZoKznK345L98xle/ekCUhWityJdeFjYMAw7u7dHf69Lf7yGA+WjBl79+wFe/fsDF0QhTW5JW7J3QL+a0einuDXtovTSEQOB5NNacYwiRsg9CeqjZxm9DgggRrmbtvaHUIdaeY+pHWDfFuSVS7ngxAKFQbo41pxjzWQPxWkvaSk/ydzk4s+HuCSQOi9t8Rszaa0igEUQ8C70RIEJ/bZlTEFGjzPa6brMDDFL2CcKfgasx9hhnp40gQY3EeRhdI2IAGql6KG7gXN5IUc9xdo4V55haI+UOyO1mHyxV9QnGPEbINkruIxtpaKX2AYupH4Kb+eMqYrxS3GX1zx9GKK1odxPSzE9A5tMV81nOYubVz+Yzr5qWpr6gaXcTgkAhpaSuDfmqYjkvoBHDWcxyFvOcsnhOCUywmbq+LKQQhHHgJZeN2xQwi1mOEILlomCxyMlX1bcSK7huWJdj7Iiq/oKi+hStDtDOc42ETLHu8MrbKozhfLVgaSoCKWkFEVtR2ujhrXlWJb4Z8KYY328+3vqi5mg14aJY8OnkmNPVnEUjp5zpiE4Yc7e1xUe9fQbRtyOPfR+hhCSQisOsQ2X3mZQ5pTHfKI7eRAyilHvtbf5s6zZ/0jvgIO2+8nPWhP13Wlv89cEHlLbms8kpa220WZVzvJowrXJqZy9J9708SltzvJp5tQvzdGFpBzEfdPZ4r71zpYma9xu6wdFqwi8u7lM0a8i0ynkw9/LUrwvrLLmtqJ0hlBolFMYaLA4t/JSitobclEzrJQ7YCtskKtqQml+VoD+jenY+ZTxbXbkLKoXgYNDh4zv7nE8W3D8deZjJa7BrjqYjVZQcj2YcD2fsD9q0kkuwjufeI4BuHHFva0Cs10ZYP5yo7YzcnFDbKdbm1G5JbefE6oB2+AFShFgMlgKHYVWfUpoL2uFHdKMezUwX6yqMK5tOk4a3CHp2OQTed6SdRrx/Y5utTsY8L1gV/mFqaXyGtKaVRPRaMVudjFCrK00ul/Oco4dD0izin//1R7Q7MXESUpY1+bLkwVdnfPX5KXfvPQsxNM5u1oFEh42yjV8nTlYzpmXORbFgURV+QojdVB2hUuzFbWIdUFrvDVVbS2k9LDfRATfSLqWtKRqH6sLUFLb2Ii1Skelw44ewjlAqRBCR6YhUBXTDhJ24Ray+uxy1EB46NtjvcffHtwhCTV0ZOltttg561FXN4nzJ6cMLTh+c0+qlfPTz94kazP/pw3MefXbEyf0z9u5se1jMNRVEnHUsJ0vyZc6Pfn6Pd396B2ss0+Gcz/7uS+bjJdOLOZOzKUIIhscTjr48xVrHn/+fP6G/20OHioe/O+Lv/u2vPAzte5rUCJGgg4+R+hBB6CVjZRuQBMFPcFik7AEKrd/HT2A6gEDINtJt4fQtcCXO1Q0nJ0OIELT2fBi7xOFhOVLtImWPujqlrj5DyD5R/K+xdtLAv5Y4N0Hpmyi1j1QHCBGg9G2k3L4EMwuQokUQ/Bil7/h9b+SkXxdK7hKGf9XAwmIQFsU+TvaRrsL77cQE4U+RatcXHDLbKJMJ0UKpAMI/R6k7vhhpXhciBimRIiQQEdp9gMBL8Url+UqSXRAJUu2CK/H+I22kaPNDTFKDQNHtZ+zsd9k77DEeLvjv//UL/vHv7wOQ5xVRpNk97LK736XbT5FS0ukmZK2Ykydj/t3/8yviJCAINI8fXNDqJMRpeO1vK6UgzUKCULF70GW1Kvn0Vw95dP+cKA5YLgqKVeXlndUfHvLusw+FkluE+l0C/Q5aHTavaJS8GnoGYFyu+OXwMV9ML5iUOftph7/YvsmtZE5P5QRizalZq/z98K4VeIuLGttIvj1ajLko5nw2PWVULjbcilBp2o3R5o20h/4BJy9rVbReGENrwJPlhGGx3PAd3mT0w5Sf9A/52eAG99rbr+XBrJWCDrMegyjj0/HxxsvENIaZAPPKc2KQT00qXxaVMZwXM07yKXn9tKjJdMTd1hZ3WoMr8Z76UUqqQ341etzAXHx+NK8KnizHTF9T1FTWG42uTEnpaiIZoISksh6iEkpPAKxszbxecZJ7eXCNRISCUGlf+LziM2pjWRUVk3nO6XjGdHl1KWcpJXu9Fh/c2ObTByckoSYva8orjLWdc6yKiuPhjOPRjF4r2aigvWzy0ooiWtEPkzhduwWr6gG1nSGQlHZMXh9DYEmCGygM1pUYu8K6krw+ZlZ+SiB7dKOfNlsRm06sl4EOEfxxuVbfNoQQaCXQKiSLQ27v9l//pmvEalVxdjrlg48O+dlf3KXznKLQYlHw3/7z5xuviM1+NT3vUGnixnOgdl4s5TyfM6sKpkXOsq5Q8rIAhhcGaAURLe2NfktbY3BU1psABkLRDiJqF9AOYkK1FjSxWKx/jAvvOVFYL3zhoWbSQ/EaYYK4+XkT66uQgiDU9Pd7fPBn7zA4ePY8TM5njE6nXByNmVzMeOfwNn/61x/T3/NT6F/8m1/y2S++YnQy5uLJiDAJXznp9vXfUyw9+AZGkZeY2nDzgwP+4l//FKkkpw8vOP76jOOvTpmPF8yG3qRycjZleDwmacV89PMPuPuxVwYMooBf/6ffXstf47uGEDE6eLcp5Nbrmpd4l/JZrxcpb79gC7b5ETxPXpay28gYm+Y1Ly3vo8baMwJ9Ex38DFN/jqm/9tAaV/iC5lJCqNQB31gqhEbL97+x768LqbaQauvZTalvPoel6qODD77x714YIPUTrRfU5X7a0kKpHZ521Nf7JhAqQtJ77jXBHzpRvVys24a/If14hDAOSLKIMNJIJUH46xoBSkvSdsxgp83+jT6rVcmD++d++gJ0eyn7N/rsHfYYbLfI2jHWOdr9lMFum+HpjM8+eUwYauLEmzTvH/bp9b1cuRUOYw06liTtEBE4clN6rh4GEYFKBSpA4lEAACAASURBVCYwVKpCxZIw1fQOMk5GIx4fn5N/UZG1YnSoIITWIEYnEiMtpatQRiKFbBAftvn+rmloBxuFyOtzqBtBC9FGy1202r9U1IjmWrhazKqcT0en/O3ZAx4uxrzX2WY7SukoSyu2BCJASG9+K567135I8dYWNfO64MlizLBY8mAx5CyfP5MsLuuCs5XnfNyfD9mOMwbRD9OAb1Ss+GJyTmkNRe3lk1d1Rf0GIQAC3/nvRykfdve42xoQqauf/kBIhA7ohjHbcca0zJnXRYNXd+SmYl4VtILotRMm4yyLqmReFdTObqCCsdK0gpBEB1fqJkshNspmiQpYSu9pU9qaWeUV8V61D6fFhItiRqwClFBcmCm5qZ6BZIE/drUzmyng49WQla04iHsE+tXHcLEqORpOOWvI21ftgCopCAPfid/qZuz12uz125xNFpTz10+gAPKq5slwypOLKXf33mzS+32HdSWlHVHbKUp4UJGWLaSMAEftFlRmQm0nVHbqJzobN22QIkRLgRYZSiQEqkuktpEi/qN+r7c5XjjtCxP2kw61s6zqilWjVjguV8yqgrKZgrrL0AXh7+XC1Hw5u0AJwePlhFSH3GsrgkASSs28LvlsekphDE+WE/aSNqkK0EIyqwrO8jlHqymTRhb+nbY3eIuURgnpJ5jOcbya8Y+jI25kPQ6/pcfWOoJQ09vt0t/rEsTfzDCrsmI2mlNXNe1Bm3Y/Q11SRYqziMF+FxVoJudTWr2MtP0KVIFzXi770jIilSDrpvR2u8RZjFQSIQVCCsIoIIwDnINiWVJXhiIvSVox7X6GDhsBAeeLmk6/RZgEPrH83mP9mddJltbFzKte/+bzSKp9gvBPAUld/QbnckQjFqDUTkOsv058m33/PuJVhYp47vcfPjyM1JFXNaUxxFqjQsWdj/bpHXbY2+uSdROshGVVoaUX+3BAkAQcvrtN3Es4eH+HujZEWhNFAXEa0B+0UKEirw15VdHazviz/+09qrzG1hYpJTqQnvfuHL1Bi/52i/NixLCY0vsw5seHNxF7li/mD8h0grIKddvSCTXT/pivVIWzNZlKyPcWhMJy94MBkWsEAyQUxk+Ooh3JIlmwrBZEy4BMJVSuZlLNWNY5hS3ZCnvczg7JVIx6TTP4hSEkQiisW1KbIy/jLL4E8PDr4AMCfetKmyobi41p6aF67cCbru+mmkiWaCkbn6eBh13+QOPtLWqqfGMc+dX8Aut81WubqUduPETh4WLE76YnCLFHL0xfyRH4Y8WiLjnPFxsJQedc899vbrnxsreKQZhyt7XFQdK9liKYlgqNNzAdhGlDKvNJvnWWwnis/FUKJeMcK1N51TJr/AC1geDFKrgyLEQJiRIeHx+rgEB6r5XKGmprNhAWGm+Ky2FxjMoFj1cXbIVtUh1xlk+ZVIuNl03dvP8ZsQEBRenlFrfCFq8DG8zzgofnY84nc8raXFlUKNCKNAo8dChL2O5l7PXbLPKS8RWLmqKsOR5OeXIxYVU+VUH7oV3/VwpnsK7wakEACJSMkcKTxK3NqewFlZlSuzm1XWBd2ZB+vQy0QCOFf48kbNSDfrgT3BeFc46iqqmN3YgBvEih7vmwzmGtw1qLadaX4BkFrWdDSs/dMdYxnXgul1IS26h4VUVNGD7l5oRKbTDY+0mbWZWzrEsEXhjENCphoVS0gpBemHh4nPQFR6ajjXxzZS0rU5HpcKOA1gsThuWSYbHcQM6UkKQ6JJCyKZi8QMzKVIzLFYu6oLaWQLrNOtEKYyprOF7N6F1RrfFVoQNNu5/RHrQ2KmXPHPfaUq5KrLHEaUgYh4hLx1wHmrgVI6VgtSiI0mhD9rfNpGmj2uQcprbUZfXMNEVKSZLFtPotojjcFCRSeDnaINDQiAdUReWFASJNlDz9W98RV0RpSBAFSPn9rhH++v02n/ma971ku1JuI4IIUz/EmEcI0W4kpft+AkKjBuW8UlaZl9S1IQg1OtDedf45NTnn2KjZiUteIq6579bqkkIIr67V7JZX47KeXyTYvPe7rdNXFWn5fs9zYQx5VTMrCvKqJgtDIq3ZutWjf7NLoCROCBZ1hatKdCO85JoeSGe3RbKd0i99MyIJAoTwiAgtJYXzRfusKEhbAR/s3iTUauN98qIYzUcs5gv63Q7doMWwnPJ4dcp21KOtM8J9QbsfsqpzLshpO1+c5L0lQctxI+0zCDsbMZLcFl5FTlnmbsGqyglNwHbUJzcFT1anTKoZK5NTpTV78baHs3P9s+E5X6Hng7ma2pwBp4BDyhZaHVx5W2uhlkXtp1TtIGI3adGPAoRte+ii2vVKed8S4bBZyzb7/9zrsFnznvfHu2q8tUXNuFzxxey8kfO1ZI3B4rwqmDXJtgO+nJ3zH45+Tyw1d7JBkwj/sJK6ThhzM+sRK02oFMM8Y1YVb5QHFCnNVpSxFWUkKkB9S85EIJXHyj/XVaid2SQVVwnXmPWtL+7vguCWgub7PMducTTciW9+0/XkSiK8WWrtqJ3xHBpnNoWQACpnkIAWGrUxgvTFmXEW+Qoe0WxZ8OBkzOl4gbmGw3ArjtjptcjiEKUEvVbC/qDNyWh25W0UVc3paM7xaMYir7wKmvphcWWuGkpmJPomRR1S22kzgVEIoVEiwbCgMnOMW11SL3pReG5Nbo6QZUSibxLr/e/xm3y3qI3l65MRJ6M5t3a67PVbhFoTvEY+tK4N81XJfFUwz0uiQLM/aJPFL+64pVnE7mGPxSznP/+733oCbiObOpuuWMxy7/zdwNIOky6JCug03i/vtrfZjdu0w4ikaVTcyLqeY9ZMcaQQHKZdUh3wYXeXG2mXtSdTaWuSxjBZCMGP+wfkpmZtylYaQyf0n+XNXSUfdncZRJkXWpGabpgQa7/WAdzKekRKoYUikPLNTe7XhqAvuLGCKKCz1WZ4PGZ6MWc2WjyjipQvCoZHYwYHPbpbbbJuShAHHj66KKgblTTnvLTtcrZifDalWJXPfI4QAvlc/v78HaC0QgeKIA5YzXJPpC7NU+WmsmI+XhKl4fdCcv5jxpoQr/QdpNwGEXguy2VOjPPKcovJkq8+eczwdMLB3R12bw5o9VLiNPJKc0XNbLygrgxREm5+1qaldVWzWhSURUVd+r9p9dLN68WqZDFZIpQkCDVhHBC9wkPqbQ3rHKezBcfTGcuqoqhrIq2JA00a+ubEvCgp6po1ltw4uykEQ6XIQs+DWVT+76rmOlXSK86GSlEaw7Kq2G+36CbxayHGAoFsYOfzekXtDIHUtHXGIOwyr5cszIpMJZtm57CYUDVcvlTFxCpiUs5ZmbyB5hsWxjcftVAkKqIXtClUxLSeI4Sg69psRT1iFV6Ji/zCfRchSnYIgw9Raq/5V9fIOqsGgnj18+MVUR1ZENIKIs9HpGwELCqsHSHVLkrdwPspXT9q61WBZSO5v/6xzvnCqvRquJ0oIg2uz3t8a4uaRV2yqEtCqWgHsfdaSbs8WU6oFiNqa6id9WT0quT9zg4f9w/pBDEt+cPiDaQ6YCtOvVpQMz3RUhGp4I111yOpGUQZvSjdwDG+TSgpPVzrUrdxDUGrnbkyX0Q0F/LTbfgJ21pe2ONBX/2dL1f9l/G6AoFad8peKtAhiGRApmN0w8eJVbDhAFjnmn/3/y+ASAYNh0YQqxCJwL0keV5rvs9WBQ9OvT/NdeCErTRir+eTTiklvSxmf9Dm94+v/rCrasNovuJ8smC6yMlLL/crr0lgXLvF53XFsqo2/78+5KFq5B+1JnoNHO9Vn1Fb79+jpXzm+gJQIiXRNxBI8tphqTbKZUokDclYI4k8SVb1sa74hrKZkjGB7GCdoTAXhM9h23/oURvL/ZMRv3lwihDQSSOkkK8vaoxluso5Gc05upjSSSO6WfzSoiZrx9y8s8WTB0Mefu1JsN1+ymJeMB0v2dptc/udHfoDf3zXXl3reJ4T1w2T5p54iqW/fH/fzHqbe2Z9y65fF3gohOcesvm3y6+HStMKIm5mL4dZ7iZtdpP2RtHxjUi9i/Uw4MVyIWEc0N1uk7QT6qpmPl4wPBpRNcpL47Mpq0WB1h7GlrZjdKhRWmKMZT5ecP54iHNQlzWz4YJiWW4koZ/dj2f34fn9UVoSZxFJy0MuV/Oc0fGYrJMgpGByPmM1z5FafsPD459a+CltAGQvbTo756grw2Ka8/CzIx5/cYIQkLRiX7jEIdZYyrxkPlr48xhqsk7CYL+LlIK6MiznOdOLOcXK857avYy0FVPTnNPxgsm5b1YpregMWuhAIZXyk5sfWBP224Z1jkme83gyJa89NzRQiiTUHLTbJGHA+WLBaLVCS+/ZVNR1IzEsyaKI7cx7VE3ynHlRsqwqf050sJlaV8aSVzVp4GGXrzt6gQzIdIJuGrWRDIhkQFtndIIW3aBNYUsC4Tm2q7pgZXISFRFITSfISFXCUuaU1nviVVZSmbrJK2JaOqMdZEQ2pBd0SFRMIDSDsEsog++gxKgRQqHVIVr55pzDNl5FJVJcrzFumyawR8x4VUlJjV2rBVLjXMZlI9vrRmkMq7qmtj7PCpUXJrLOURrDOM83KpXeHuWb+cCr4q0tatZxkHR4r7PLn/QO+Lh3wN+ef81/PPmC83zOsPRQhQk5n01P+Zuzr/hx/5D3g+dNAf+44RqpwfN8yaIuucgXzKqCUCm24vSNdNYDKWkHMS0dfeuCBtb0sxcsFJeS3NeFaoz1Uh1S2prc1NTOUpqaVWNaGinNqyn4T0eVa+hbYWscXu0o0QGRfLnHihKCnbhLpqPNJMdiN51kYAMHXP+/Fk+Vo0KpyXT80g6Ll7Z1TBc5jy8mDGdLzDX8abppxOFWh1biVdZ6rYTDQYfWS5LQlx0fYx3LvOJ4OOVk1OFgq4O+ZlFTGo9R/t3wnN+cnTIvS1ZVvSE73ux0udHucK8/4E6vd61tr6Ooa4arFQ7HIElJny9qZEzELkpmxPoAh0Wg0LKNFBGR2kFGAc7VOCzWFRi3Ilb7XL5aU30HlbSQQiNEQCjfLq5RbS0Pzsb88ssnHAzavLM/eKWJ5jrW18HRcMo/fPmE7U7Ku4dbbHdfPK3ob7X40U9usr3b4fRoQlFU1LWlN2hx596u96k56NLrX2/a8WqtwNdTld8EWHCt6HhdWfFvE2HifWJ2b22xd2eH5WTJf/y//9sGulQXNb2dNnt3ttm5teUhYVLQ7rfIOgn3f/OI2XBOEAUorbh4MqS73dmop10nlFZknZTBfo+9u9ucPbzgF//2V3zyXz4jzqJNYp00vJz/GWwKcSFBKonSCqU99Mw6R1lUFKuKujbMxgvOn4zIOikf/9V70IVxIxQxOvEiM2k7Jm3FOBzz8YLTR0NWMy8vvJiumI+X3HxvnygOiLMI/UIH+bc31s0IKQRaegGPSGt6aUInihgtV4xXOZWxGGspatMYgvqCJQkCjLUsyopVVRFpRRIEJE1Hv2pMqlXDxfESza++z/thm0Dqzdq0bqpkOkUJyXbUI9PJ5tlfW4NxpkFpCFo6ayDwIZWtEYjGr8s3HgKhSVREJEMCobmZ7GGcQQhJLEMC+V3OsRfCsK7AuQah5Cpq8xBrZ4TBB0h5tTXa52VeREUgNg0mKbto/SO8ea1AyIwXKlRcIRyeK3W+XPJwMuF0Macbx7TCp7Db2lqEEOR1zaIq2Ukz2tcQMHpr75hIalId8G57m7/cvsNPBzf4af8Gxlku8gW/5YRRuaR2lqUp+XJ+QawDemHKrayPFuob6jdrzPIa/yoQmwXMC844miO/IXwLITbu0lJJwlBf+4EghL+g5lXB8WrGtCwojCfSvalQwsudXpWE/9J95VWJx9WqGi0lnTCmFyYs65K8McTLTcWwWDIpV/Sj9Kmr70uiMDVLUzKrclam9Opr+K7NIExJdPhSDpUUkm6Q0tHJZtqyTnJe5FOz+e5XPHa1sSzzkvE853yyYLYsriGTKuhmMTe3u7QT7+DeSWP2+m1f5Ejh3cuvsCXnHMui5Gg442Q0Y9BJX9qdf9F7ASZ5zpPZlN9fXPDb83M/9rcG0xSyUghirTlsX83k60WR1zWPphOscyQ6+MbYWYoQqUI0HXimX+9/B6pDoDo4t9bQ91fp5fMlhCDSu4RqBxq6+nezYPz+w1rH+WTB1ydDhrPllcUnrHOUtWE8X/HV8ZBlUbJ63qfhUiRJgN7rIqUn2E9GC2aTFWkW0eml9LdatDsJYXT1R8jr7p3v+vp19uO7FjQ6VHR3Ol7itZ2gA/UMV8ZZP80UQhClEd1tX7gcfXnK+eMhZVHhHPS222zdGLB12Kez1SIMAxAwOOhz4719psM5X3/yiDiLiBKf5N768IA4i1ktC8Io8NOBboqpDWES+kR8/flKoUKNkBKpFVEW0dvtcPP9A0xtOXt0weRsStpJkFKyc3OL3dvbtLopQaQ3xdf/kCE8t0wpiQoUOlKEsYeWKS2xxpIvSxbTFatFwWy44NHnJ7R7Kfd+coswChgeTxidTlhOV837FCrwzbbldMXRV2cUqxKpJNOLGRdHY7J2QrHaR0cBf0Cv8D9SiE1Ro6QkCQK6cUQvielE/veygR9VxhJqbxAdKU03junEEVUjMCAEdOKYLAxIdEBR10zygko8LWjWEPdXXcWZTkkb9bk1XP3yWtMJWrSDFxcGT3MGR6pfztG7vN5EKvwGwuPbrkfOlTiXY+wE62aABFdR1V9j7Ait9oCrCQVoqeiEMa0gaprMnptsRYJU6RtbfwtjmBYFR/MZ98dj2g3MTNDkhlFEFoaMViuMtbTD6H+MomYvafNhd4+/2L7NP9u+y27cRgrB3daAf3nwAZUzfDE/w1pPOjpaTrDO8m5rm3vtbXpRSkc+q3xkjGU5z71xWemLlFY3IYg0pvaFjpR+MSsL79istCRflozP5yStiL0b/WvjYUOpSHWIbkZwgyghVl5p7E09UvwYT23gU3/MCKVmL+lwkHYZFUumVWOiVRd8PjtlK0r5SO2/VjBgWC74cnbB4+XkGWhXJ0i409qiH15t9PoNI81vvH79WOQlRxdTziZziqrGXgN6JoBulnBzp0c7jXw3KAnZ7mR00pgkDDZk8atEXtY8vphweNHhnYPrwa0c8MVoyP/31RdESvFuv89u1mIvy9b2IqRBQBqEbKffngM2Kws+OTultpa9VoutV27rdWpHVzljsulF/Y+RtAkBWnkj2soYL1rxilpotSwZXSw4ORpz9HjIcl5Q5BWzyYrh+Zyjh0PCOODeB/u899HVyaj/VKLdb/Gn/8efUOYV/V2v2LTmSIB/lpRFRVXW1GWNQ7B7Z5etwwFSCi/aYCx17RtiWS9rChHP0bv9o0PSdszwZMrodOKTaq1JWhFRHDAZLXlyf8jBnS36O23e+dkdTGkYHPRxzlGWNVVlCFsJ6VYHnYSbAqXVy3j/z97l4N098mWBs84XZcI3S+JWTGerRdKK0a+BNf5TDrGWGm7HJFlM2krobrXobrUJIr2Bjl0cj5mPF0yGc/J5Tpz6wrIsaiYXM0xl2L+7Q2erRaub+uMaKIq8Ynw2pSoqotQnbVknIYy1b6x+Xwao32u4DcxUScF2lnLYbZOFIaFW3O732M7SpmHmlf5o/jZUmjQMsM7RSWKstQTKN6e1lFwslyzKctOMM9ZS1oZIG8IrohP+2LnRdcO6KcacUpsjanPmfYoQVOYxzq0uCeu8PhLteY/Hyxn35yMm5cojYK6InLlOSCHYTn2huChLpkVBZQyJ1tzt9Tlotzmez5iXJdU174O3tqjphSnvdXZ4v7PLvfY2YaO6tZd0yHTI57MzdmOvwjOrCsblisLUfDE74850wPudXdr6Wd8Oa6zvuIwXVKVBaYlUgqDUzKee9NXqJN5MbrJEIEhbEfmyZHQ2pa5StvevLxGqhSTWHo7VDiK6YUwnjOmE0ZvrTsJGJOGPjdGNlOYw7XInG/Bg3shx45hVBb+fnNHWMe3AF5xxI9mqNhrvzktfm5qvZ0N+OXzEg/mQytp1b57tOOOD7i7b8euN0P5Qx2KRlzw69w7vVXV11bN18tnLEg4G7cZbRhAFAe2GB9FrJYznK2pTvnZ7AHlZcXThTTjza6ig1dZSGMPj2ZRfn57w8c4ufz7Y4t3egLu9nk+CmnGxcW5TlM+KgkVVYpp/d82EM1KKSGn/AFPKwwuMYVmV3J+M+e35GZW1vNsfbDC0idZ0o3jzUHoT3fynf/N2PcC+S1jrKKuasqoxxpNvXzXrm05W3P/ilNFwzmJeYGovomGMxaxK8oaovn/47eCGb3skrZjbP7rx0tfLvGJ4NmU5W1EVNc46VKjpbLfpbfukWCnJxfGEowfnICVVM+2XoaTdbxEmEWmvRWurTVXWmMqwe2tAb6vNr//r5zx5cEFvt01fCpK276TqKGgU0mqPHgg0QRKhAj+tEUIQpxH7d3eAq5OIv21seFLOUTdFXGUMdQMvMsavEWtlvjVX7+n7YDMrbzhDa+jgmm/ytPMvkFKipJ8CSOkhTkp5mNOac+E3dbV1QgeaMAoIGmnspBWRtv2zyRP8V0zOZyzn+QZGZo1tOEl+YoYAHTSwtcsf23zPujaw8kqBYdyoz6k3+5x+mug7amOoLp2Hzbmw1p+HZs1en4fLx2ONVhBSoMTT470+voFSaN38bpAW4tIxjwNNN4mojZdY3mllbGcZkVYESrGVpQzS5LXoiEH6zamIdY5xkntejbWkzdTTr3WvXu1f+1x5zbPiusXQmymeHM7VjSpoAz8TCoFGoEBEiGvIRGc65J32FqerOU+WE6ZVwePFhK0oYy9pIdXV751XRSAlaRDQi2PAT7Nr60+SagrUNa9WWHftI/XWFjWBlKQq3BgkrsOT4BPutXf4Z9t3+c34iFl1CkBlDb+bnKIb6eAbaW8jnQweMlDkFatF2Ug5SpaznLKoefTlKVJJ3v/xTYIoYDpaoANNZ5ARxY2u/7c82UJ407jduEVLhwRKEUpF+J2wlt/8jKtIv34fEauAu60tJuWK34yPeLwcU1pv0PfbyTGV8yIPH3Z2udXq0wtTUh1grIeonedznqwm/HL4mF+c3+fJckLtjCdMS8nNtMdfbN3mRvrHS7jmq4KHp2NOx/NGUeRqEShFEgV0Mu8AH12SiVVSstVJubHdoTaGRX7VoqbmZDTjeDxjWVQbzPHrYllVXKx890tLyU6a8cHWNv342QmnkhLp1ouT5bOLp9ybZVU1DvOC3azFzU6HH23vsJe1mBYFJ4s5n11c8I9nJ/x+eEFlLf/u6y/55Mzfs3e6Pf7q5k32stcXqP8zXh5FVXM6mXM+XXpIVKBeSU69OJ3yD7/4ijgJuP3ODmH0Ythqb/DD9P76Y8dsvODzXz9kdDrF1BYdKuI0otPPWM5yeju+uFnOC04eDDG1pdPPUNIrYI0vZpw8GFJXvjg5OxozOpsSxgGD3Y7ndFjHcpZz9mTM8GRCVRqkEsRpSF0bL71d1lSlx8LLZlL3fYcxlqo2TBY540XOZLFissiZLQvmeUFeVKzKmrysKCpDvSl6nhY64NeZdeGiG1jYOpGOQt/FT+KQJApIo4A0CmknEa1k3QyK0Updae27SvgmaM5itsJU5pkCACBKQ3ZuDrg4GnH/t09AQNZO2L21xa0PDkjaMYfv7nJxPGF6McM5NlC3OI0I3jCfxlhHXlaMZitG8yXD2ZJxcx4WecEir8iLiqLyqmK+4PSFjhDimSIxDjRxqEmikDQK6GZxc4xT+u2EfpbQayXPpERSCPbaLVpR1PBkRCPprL5BBP82Z6gTR7y7NaBurplY+wZa8JYqfr4+BFJ2fNNXDnC6RIgQhMCY21i3Qsmr88c7YczH/X2WdcnXsyGruuTvzx/55v3ebUKlv/NxFEAnitBSktce7bSXZRy22h5yaA3nywXD1YqdLGW/3bq2AtpbW9RI4Rez50nvgVQEUnGnNeAvtm8zr3Luz4fUzt+gj5djrHO83/YTnk4Yk+nLeD3fXamqmnKtfjLLOXk0JIg0N9/dwTrHdLQkjDR11cNY//Coq3oDd4OrV7ReUlB47GD4h1Vm+yGMV0Op2Y1b3G1tca+9zahYcpLPWNQFJ6uZx4IDk3LJaT5jK8pIdYRxltxUHK+m3n9ocsLvp6de6hXBIErZiVu819nhvc4OneD7N1Zcdxjnq5KHZ2POxosrw8QAkjCg30rpZnEzpXlaKyspGHRSbm53uZgsOWF+pW1WxjBZrhhOl0zmK5Z5SRoHrxUMyBvy/tokrRfH7GWtZ0b5G8WlS9d6YWrmZcmsLFhUlSdWWsc4zxnnK/ayFrtZy0tIWi+/uShLVlVFZS2LsmSmPelxVfki7PlO2/MJxA+hWH/TsSoqVmXFIi83Bez/z957PcmR5Hl+H/fQERmpSwAF1QJoNbMzK273Zvdujg+0fbgXkmYkX/gH0oxGM9KMpFEYjbu34nZud25munu60QIapSt1RoYWfPDIRAEoAFUF0eju+ZoVgBKIygzh7j//fcUyp6goS4azkLv7IyZB9FydVFVVHE4Cvt4ecDgJsA2dtudg6M8uapIkZzpaUHWUts12DHT9aeON0yy8lrv0SZYznIXMwtNTIl43hBD4joXvWjiWgXMK04XTIIkzRgdTBnsTQHV2pJBEhnrvpm3Q7vsUuXLHihcJaaK6aFSq0zOfLsgSVdTMRgGz8YIszdE07bHdbyEgDBIW84gwiMkz5bqk1UWMlBLTNrCP59K8Bix3+ONlgZLmxFlOmKh7eDwPGdUL6knwqLAJk4woSYnSjDjNyfJHRc2ye0D9frTj3RcpV10BxzLwLAPXNvGOffiuTdOz6TYcOr6LY+pYpoGpaxi6hmVomIaOqWuY+sndYE2T+B1P0cScR/Oz1KSyZ265VFWFaanOQGetiVm7o3U3WmRpznQYkMYZia4oS54hUAAAIABJREFUiWVZ4jZsNq70V7k3Sxqg3/YwbaW/Ofe1KJWGLs1zNY4kGWGSMQuVxnMwXTCYLRjPI6ZhzDyMWUQpYV3UpLkqLoulNot6F70uJJcFjWebuLa5KmJ6TZde06Pf8lhrutiWgW2qItOxDDzDpGk/f14+71huGwb2OSyAv8+QwlYufmJpeCOAEikcyipByuapj+XWtvvTdI1POps8CMZsL6ZKCmHZbLktXF2xLHQhn3JbPA0ESgbRtCx8yyRI1ZrXMZTTb5zn7M7nJEWOb1n0XRf7jI6q39ui5kW44LSwNYMHwYgvJ/vMspggV8FCR/Gcb2YHrNsNPmxv4jXUQCU1ieNaxF5KdJSwqClncaiCt0zLIIkz8qxkPl6gGxrTUUASZUyGyntc7dicu2nzo4AUyjLwgtPkF+vvYmk6/3R4l/uLMVmZM80ivpoesL2Y8GvjIZbU0ISmEkbqwibMM+ZZTFzkSKFC/T5sbfAXa9f4aWeLlulgniFc9FWhqqAsS4IoYWc4ZThbnNr1DKDp2Vxaa9F0ny5upZT0fJdL/Ta3d4dnek15URHEyjBgo+Nz8RQuaFlZENQc5ZZlrxxmngdNCK53+/Qct3aSUx/jKOJv79/l29GIP7t4CU1KfMviimyrvBHT5CAIyMqSX169xoe9PgAN06LjOCcOnkta2w/1UTuaLnhwNOab7SNu740AZdP9zfYRSVbw2d09BrMFlvHsnJqqUmGZQZxyOAnQpGCr1+LyWhv7OQv4hm+zdbVHWZSMhwFxlGLZxlMLjnb3xTqqsqpYxCn74zn/4dPbfHpn9wxn4fVCk5KfXNvkk2ubXNvscql/dvrwicfVJJZt4jbs2qbXY+1CByEFaZxRFhVSCgxLx/EsDMt4bM6wHJNWt8HBwxGH2yMqoLvWrI+nzGukJuluNLl4bY0sLRgeTNE0jTwtsVwDt2FjexZZmtPqevgdD8N8fWNiUShK0+5wys5gxv5oxv5oztFswWgWEmc5SZqT1na+WV4e68qUFIUa36vykWV8RbWy5S2KkrKEnHJFPZN1B0FbHCt0NPlYF8fQJaahYxkaLdem5akCp+s7bHR8NjoN+k2Pru+q4Msn3pdhG1z76CIX3lmj2XnUMbYck8vXN1m/1FWhtHlJlmSqYF3zVYHS8TBMnc56k7Io1RrDs1cZN8ufuXCtr0xXpMRr1vqslxjYirJkEoQcTgIeHE7YPpqwO5oxnIWEcUqU5qp4qbsyjwpJVUyursHy/Auo6u+nuSDJCoI4ZTxXNLNHRaI6zw3HwneUg+fFfot3Njpc3ejgORae9oNzP/gOodVOZTmQUVVZ7QCaIzibfnoZjnyl0eGvL33A5+M9/uXwIV9NDxnECy43Wlzze/QsF9+0MGo32LPcpkIoeUDLsOk77mqNttyitA2DjqOCmX3TxDGMpwy9XoQfbFGjOjAm7/lrfNje4PZsQJAnZGXBLEu4PRvQ0G1apsOG46sLJAW2Z+FnBWmseNBFPRCpwcjErk0AvKaDpteDp6HRaDo4nvUHK8xTQIUtabRNhw9bG1RVxSSNKKqSvWjGIk+Ji4AjgsfcRZb8Wl1IdCExNZ2+3aBtOnQtlz/pXebP+9fYdJqrzJk3jawoCFe7kiFBnFKcIfOh5dlcWe/Q9OynCmNNCrq+y1a/RcOxVvaTp0FVVYRxyu5wxoVuk17L40XL0eOc6hcNXsczg6RQNLrjHZwkz1mkKQeLQGULQK2xUbs2QZrQtCzysuTddodP1jdOPP6S+53mKpla15SDzjKXaLkQWnLul2LT5eJnOWlrUqAJudpdljUP/21CWSm++yJOGc4WJFlBVO+2FmXJaL4gy9XO/bMoNcsie+kC1Gv6XN/q885mD9d6dlEjhFpg5Vmx0s8sKSPHkecvplZWFaQ1/ejr7SN+dfPB6U/Ca8ZyQbbW8lhvvzqKoxACzdAwLAPD1HAbNo22cihLopQ8K0iTnCzJSdOcKIiZjhbopo7jmasuQJ4VTIYBftvFb7uPdcaEELgNm3bfp9F2CedxTUtTIbuGpdeubEIxD+JMzVmv6D0un6VFrEJdZ4uYaRjz8HDCw6MJu0NV2AymC0ZBdGrHxpOwyiI7rrE5I4QA37VpuTbdpkvPd9ns+mx2fdbbPmstb0VbazVs/Loro+sanfWni13D1GmvNVduc4Aqio49I5quYdoGzV5j9fqVzXC9iLQM3Kaz0t4I9Uf9ek8/f1W1u2GS5syihEkQsjucsX005f7BeHU9xkFEXpRPdbpffPxag1ef/7woIYP6j6dg1gXOVr/F1mDGcLZgOA9ZazXotzyarrVy8nybxl11XurUvCqnJK/DnMv6a8vvP37+pNDQhYcUJk+6br5eFFRVSlGOKMrJY98RGEhxenpwmKfsh3PGaURYZKRFwTSLOQjn3J+PeLiYsB8G9GyXpmmr/BjkmYpvXUg+6Wxi+n3F0MjU/bM8m6amse55td7mfPjBFjWqXSp4v7lGWt5Q+Q4LteOVlwX3giEFFVf9Lu/4PXzDxpEGjmui62oSyrJiZd+8nCiWwWWtbgMhFX+5LCs6/QaGqWO75h+6NKeEKVVRcr21Tlrl2JrOPxzcZpGrRZREUQ1UuGeJrFuXrm7S0C3WbZ9Nt8m7fp/rzTW23DYXXFXQfFeXIExUFsjhdEGc5Gfq0gB0Gg7XNjq0vKeFkFIKOr7DhWV+TZ2VcNr5KUwytgcTLvaavL/1Yhc0Q5N4ptqdD9KU5AUL2GVm0NfDAV8eHa24zVIIFlnKg+mEtA5TO2mB/CIsF8dhkjJeRAznIZ5tst5q4JhGbT6ghLDLyTIvVWFg6hqWrq0oXY6lqApprlzkHNN4qyZXgH6tqXJMg42Oz9Fkwd5oRprnzKME37FZbzcwDSWyPRFCdc9s06DdsLnUb/PRlQ22es/PPAqChN0HQ3RD4+KVrqKeyacn6x9un+z1Ik0y5pOQ0dGMwe6YxTSsbZ4r/JZLkSmr7izLSaIU13cQQo2FyhnruID72euKqqqIFwk7d46oyopL723Q6r2a4i3LC+I05/bukG+2j7h/MOb+4ZggSpiHCXFNJ0tqWvZ3jaqCME7J8oJZGLM7mPLtzgDb1Gk4Fk3XYrPb5FK/xc/fv8iHl9dPvTF2Gutr8ZwL9bLW2WWdiXYwCfjy/gHfbB+yO5xzNA0IY0Uri9P8XAXNeZAXJWWVsTNQGW139oc0XYsr6x2ubXb5ybVNrm/1cay3b9ytKCirjKyYkpVzilqIX1YpJRllVdSFziMYskHDfAdL69cxAW9mXCyrkKKckGZfkua30WQHKVS0ghAOUrponC6LbS+c8X88uMlXk0OCPGGcRBxGAXGhCo9ZlrAXzlRYZp0bdNbx39Q00rykpbncPDri/mSicmpqy2bXMPBWJgLnww+3qBECKth0m0ghuDU/4uvZAfMsIcxTJmkEizHfzg7Zctu85/dxXBNN6mi6turIHL9mxyf0RvPxRaffOr+d7Y8VSzqZEoiV5PVg29BNupZHy3RoGoqLXtRic108KmrWnAabTpNrjR7v+j1c3cR6wjjiTSOMU3YGUw4nysr5LPOHECpk8+p6m5Z3Av1MCFzLpN1wVpqbKMlIT7FbDkqjsTucsT9WLmhLrvSzzpel6bRtB0NKgjRlmihNjG9adU6AeKxDE+YZkzhmezbj7mRMuw7VgkdhpHlVrYS/q/fNo53YZUfhSV1akhcEUUJSc72nYczBNMCNVbeh6dh4tskiTpmGsbIA1bVVsK1lqJ3DIEpZJKkqgnSNKM3I8oLNtk+/6a0oLW8DXMvErouttmdzOF3Qa7oMZyGD6YIL3SbvX+zh2Sb2M7QtQqjizrUMOjXdRuUfPX/SqEq1G2uYOrZtYLsmhvm0pua4jfEf8AiWY9DbaGHXmSZ+28XzbcpCBctZtoGUAse16G22MEwdyzVX5zOOUiaDObqhsXm1j2krR6w8y4nDFM+32bzcxWs6dfSAS5bmeE0Hw9SVmN7Q6K41KfNS2Qxz3h6HwlIvuIhT5mHCYLrgaBrw7c6Abx4e8fBowsPBRAnM34Ii5iQs3b6ezGhamg1cXQ+J04xrm89eCKosrKKm+iRAhZAuAqP+unrvZZVQlTOUoLsBaKiMLR0hrPrz82lIlteiLEumi5jxPOLh0YR7B2NuPjjg1s6A4SxkHiVnPvarQFlVlEXFPEpWr0GTgtFcjV1xmrGIEzY7Pv12g4ZtPpcO+zpQVar7kpcL8nJBUUUUZUReheRlSFZOycoZRZmqooaUsqqLGh6fc21tDUNrYmqdN7rRU1U5VRVTlgFlOUeTrdrWGeSxe+w0mGcJ30yP+O1whyjPyKuittRW93NWFgTZy91PltQ5WlusgjXnaULTtla6GUvT0F5y/v3BFjVL+LqF5gre99f4pHWBW/MjHuQpJRVRnvLleA+zDqa84B5rMb8d65ofNJIiZz+a8cVkj7/Z+4abk33GacSG7fMXa+/wYXuDy14HVzdXYahCiFVxo+hLBm5th/2kacR3gUWc8vBwyuF4fibXs6W7TLvhcHm9vTIJeBKaVM4zXd9lo93gYBKcuqiJ04z90YyD8ZwoyVT38Tm7ZK5hsOE1sHWdRZpwGAbcn0645LfYbDza7VWdtIpJFLM9nzKOI8qq4sPeGj/d2CAtCvbmc+6OxzyYTk9681AfozhGlTr+CAZRwp3DUZ1RYBFnOYs4Jawdk3q+S8/32BvPuHMwVLS0pSBY01ZWo0uXpWWxE8QJRVHyx+9s0XRtDE1bWVd+1xBCFbItz8a1DPotjwsdnzv7I7YHE65v9fnzDy/Tbbg0npmNJZA1lWxJCXlWAXQctmPQW/OxLIOG7+A1bCx7GcZ4zG3ylEGuPzb4bY/3f3p5ZYWtGxqGpVNVUOTFquhwGzYbl1V2jV67XlmOQTCNePDtPhev9fngj69xtDNmeDAlDlOCacjaVoeL76wp/YWusXG5S3e9iWkbGKYSnkvN4r2fXOLS+xtKv2PquI3zG9GoZ6bkYDTn64eHfFV/jGvRf5Rk5Hn51KbF9wF5WUAGYaJMOfKifM7mRlUvJGcUxQFQoutXQDSBhKrKgYq8PCLLbiLQMfT3EMKhIkUKH01b4ywLzpNQlhVxWnBrZ8gX9/f56uEhd/aGtauc6ki9TSjLiqPpgkWccTAJ+P29fX7+3kV+cm2TdzZ7bHbfcFFTd2TCfJsgvUOY7xJluyTliLQY1wVMpmhnlFAXQSfRzxrGNZrmDRrGO1TiVSa6PB+qV6KhaT1MSgzjPQztSv1dDSlPTz+rKsWIAdVRMSr5UpsgJ8GSOqZUdOmuoxoB73a6bDWbdeyIwDVfbk75QRc1QqjAJikk7/p9pmlMWLtn5VVJWhbshBNMTed6a50tt03TsHH0H5eDxneFRZ5ya3bEp6Ntvp4eMkgWNAyLq40eP+tu8dPORS7UjhtvOx65niVs152aLD899cw2dFzboN1QLjL6CdqspdORqWv0my4Xek2COGW6OJ2bVFYUzMOE8TxkPI8IopSGYz7TMMDQlNXmRqPB+90eAsFXgyMGYUh/7q50K76pEoAXWaqcm4qSMMsIspQgTSmqiqwOSnMM/UThnyElTctmHEfcnYzrsFj1tXXPIy0K5lFCXpZoUqhCrtbMZPX3qgqOZgFHswW2oZM7ilbmmIq2RoISK2e52kmsnZqE4Mw0wTeBpbuMEt8qioxl6Gy0G6y3G2x2fbZ6LXq+S9N7tU5/uqHheionK0uVrqYoStS+waMpO8vyV/p7fygwbZVr8iLYrnkiHcywdGzXwrRNTEvHtHUs26h1Mjp+x3uMLeD5DviPH0NqknbfVx3QunMiz0FzUt2NgtE84nAS8M32ITfvH3Jrd8DtvSFZXry1nZnTYqk9c0w1BtvGizr+ymWqrAKqagG5RAibsgoRSIRsUZULynIKSGQ5QcqUqsoQUqOiPNfCt6o73llRsD+aszuc8dmdXb64d8C9gxG7w9n5TsAbQAW1M17OdBEzmC2oqookzWt6XEa36a60TK+acbEsRPJiTlrOSIsRSTEkyO4SpHeJ8n2ifJ+0nJCVc1RX7XTQpUtRRZy3F6oobTlpOSLOjyg5eVy1tT62to4QOgJJWc3Ji33KMlTvsUooy/oeEDqiMkCcbm5omhYfdzZxXhB6/jLQpcblRltlJtZ05qTImScJglrjqGlwRsezx37Hq3u5by+kEFxr9LA0nZ1wwtfTA8I8JS1zJmnE9mLC19NDZQfsr/+hqHlDmGcxn412+O3oIeN0ga3pXPY6XG+t835zjQtuC+sVZvW8TigqQEUQpewMpxxNF+Rn6NT4rsVmx6ft2RgnWOceh6ZJ+i2Py2tt9s4wiVWVCtQMIuWCtlbrMZ5V1Cx3Tt7r9Pj312/wzXDIb/f2VKAmyhBAE5IbvT7vd3usuS7rXgNdCkZRxK93t7kzHmHpOkVZEWUZXcfBesKpSwCOYXC51STKM/7jwwf8eneHhmnyQa/Pv716bdXJKnPl4pYXKlxN1zRcyyArSg6nAfMoUYYfpo5vW7h1jkKaFyRZXof0Scxac9N2beW40nBUl+YVZVi8LkihzCIurbVoudZrC9OVQqjOVpgyOJohpTr/TwoGm22HNxHi+GNDb73JBz+7QjALuf3FNpom8Zo2rW6D7noT7Yy0v5e5r7NcbRp8ef+AX928rxbPgxlBlJBmxfeyM3MSpBBsdBp8cGmdjv88OrkqYIRwEegUZUhRfqMS3MsZUjYxjU9A6EjZAkqqKqUsQYhqtdt/XqR5zjxM+O2tHX518z47gyl7o/lTlLq3GWVZEsYpXz045HASsD+eczQJ+NMbl2jY5mukkFdE+T7T5CbT9Ctm6VekRU0zW2lncs5S0LySV1WlZNWCSfJ7DsN/IC8XJ/yUYM39BevOv0GXHpqwyYo94uxzqHIqCopyRCrUJrAQDRzzT9BOaet80W3xX139hCh/vfeRo5nIShJmGXvzOaMwXGlCfdPk5xcurDQ258H3Y8X4khAoNzQplHHAh8EG94Ihe9GMtCyYpCHfzg7xDYumYdO1XOWF/xbQmX6IWA7nSanoZ3vhjCjPaBiP38hVpRq/oipX1LOX/t3HJuCiKCmLJ/NOqKkbZ7v2WVYQxIkKNAsiFnF6JnFs07W5vN6m3XBeKJzUpKTfanBprc0X9w/O9DqrSlHkdoZTNro+a20PnjF+LM93z3UxNdWKTvKcKM9Ii3JFj/ItC9cw8E2LlmXxbqdLkKarEFlb15FS4Bo6tq6z5nqrXcrl72iYFh/217B1g1EUkpelEg2ailZoGJK1pqccz6RUO5ae6mhZhk6c5gRGgmPqdBoOnmXSdGxFtzJ0hkFIkuUrzUzTsWm61kqI33Jt5Al2rm8bNE1yZb1NRcVWv1XnDb36ccpr2Fy83CWOM0XDecaJcU/Qfv0BLw/Xd1ZBjEVR4bimcubseFjPpBqejPOOm2leEKcZu4MZd/ZHfHZnl8/u7nE0CZiFyRsRnL8pSCEwDZ31js+7F7q0G08btTxCRUWudsWrkKoKKKuUqkqoqozaAxKBiRQ+FUWtoakoqxhRxVCVZ6a4Z3lBlhfcPRhxZ2/Eb2/t8MX9A2aL+NRBzG8LKlQHcLKICRNFB87yAkPXKKuKjbavHEB5+Y5NVWtg4mJInB8yTb5kknxBkN5mnt2pKWbfdcdZ0ciyckGQPSApBuqeeqL4tbQenn4V17iIpjlI4aLL/hPHWupRXRCn36D3DBPP6L7sG3kullk0iyyj57hEfl676lWrwNSXXXf/KIoaUDvKjm7wQWudqEhJy4K9SO1yJ0XON7NDKireafS44nWVRuMP9syvFUVVERU5UZFRVBVpkTOMA/bCKfvRjJZh07ZcbM1QO9Kv8HdXVaXStpPHuylCCmzHOHNRE6UZB6OAo0lAmGQURXmmvbh2w+baxosmUwX9WKfm2VqKZyNMUraPJmz1mlzfenJAfBqOrmNIlz/evMiNbk91amrRiwBs3cDRdRXKJSV/fvESH/fXV0XPkptelMoJrW3bT01UTcvi5xsX+KC3Rl4WdWaDwNF1mpaa3K6tdZ4qFFcdnFrYvqSVLUP6ZN3izoqCwWwBVYUQymXucq+9MhCw9DfHg34ZGJrG9a0+l9faOKaBZeqvLCH9ODr9Bh//7DKgbGmftbBw3LefGvp9hGnp6IbEdEz6F9pITaJpAt14c1N2lGQMpgGf3tnlbz+9zfZgyngekubFD6qgAVaBkuvtBtc2uy8IYS2oyoCiHFKWQ8pqjhBerV/Q0GRXdWiERJQuggpNtiiriLIYUomQ83QCkixnFsb85ptt/vazOxyM5yoH7Qzhzm8jsqJgbzQjSrOV9ftffnx15fD5sqNbSUFRxsySrzmK/iPz9DaL7B55GSozh1euHDk7pDAxhIYmHAQaZZmSluO6q/cIi+wh0/QmUpjY2iam/i66tnnsJ46/F+1Mls5vCmZNa/+g3+dau70yBsrKAoGg9RLOZ/AjKWqW3HRDalx026RlwZ35kPvBkCBPSYqM6ZKGNlM0tHf8Hmua/8JjwyPXppL670otror682kWMauDIo/fckVZkhY5QZ4wShbI2iZPosTwxz9fLgx/SMnpupC0TJuW4TDLYrKqZJrF3A9G/Keje+yEE3zDxpKqej/prYv63GhCYmk6tmasOm6ebuHpJ7eyy7JiESTMJxFFUdTBbhWGrrG22aLZOZszTZhk7AynHEwCkjQ/8zDZ8hyubXZOVdRIIWjYFl3fpe05eLZJkim7ztO/1hkH42ClL3nejpgmJZqUWLpO13n89VVVRRwmpPMU4VkYrkHPdem5Z3MDNDUN03Geaz5paJrSLh0Lt12+5ifXWE++la7nEnUyikI9k+uthqL6aSo87lXsCL4JSCloujbN12y2GAYJ+zsTmm2Xras9zFOYCzwLos4tatgWV9bafHRlXYUV1mnxy+R4lV7+eJL86uvl8uvVD25BfRKW2Wi6ocI53ySSTKXQ3z8Yc/PBIb+7vcOt3QHTRXzqMeZVYLkp8ugZr1YGH68aLc/mQq9Jv+XhO9YLHBAFCE3Z5WqbCOkhhYcQDqAjZQMp2+pHNXW+pGggqggo6pT30z9Py4DSewcjvt0e8NndfW7vDojT/NQmMc/DSstg6Bh1cKlWbwgtz39VHX8WK7K8ID0W2PkyqCqltRnNwlWodNO1kVKy2fHPrRdcuptF+R5BepdR/BvGyWfE+QFJMeLlvABfLYSQCCSG9HH0TdJiTFwcPdVBiosDpunXuPql+isaQhioqyiRwgY0ynJCWcVUwqrd+t5kds7zIYRAQzmdLfW1RVkyjnKSIqfxB6OA00Mi6Fme0gn4fe4HIx4uRhwWGXlZME0jPh/tYkmNhmGzZp+uqCmrirwqycqCrCxIy7z+W30cRHMO4znz/PGWfVYVLPKUYbJgJ5xiSA1DKsqOKbQVfceQGrrQkN+LveTTw9YMttwWl702d4Mh0zQiyBJuz4/Yj6aYUonKn0U9E6hJz5KqmOlYLj3L412/z3vNNS57HbwTTAaUcLZkPgnZ35kQxylJnJGlBZZtYDkGzbZ7JnpAmKRsD6YcjOfnmmjaXt2pOSGf5kkIAZap4btWnYztMpqH5MXpKAhLa+eDyVwVYGX1UjkJwWjB6GBCf6uL7b7+Bdh5xuaerwSoywC5ZQL2csPjD3gce9sj/v7//ZJ3rm+wttF8yaJGaZx6TYc/evcCvmuRZDlJVpDWxg1JVtR/H/949LX02L+Lkh9FYfNdIUoy9sdzPru7x9/87hbbR1Nmi/iNdgSkqDdT6gU2gpVVdFUUZ7LKfxGEgH7L4/pWn57vnqLzqSGFj9BspOxDVaiuDHL1/eVCU4pG/Ts0qqpA03ooS+fTL9zSvCCMMz6/s8f/85tvORjPFb35FZwEAbUGURkkNBxlD780J9HrYN+8KEnyR8/hvA5bDZOMKHk190VWFBxOAvKyxNA10jznFx9fO39RQ0lVZczTW+wG/zdBdocw26GobbjfRphaG998j7QYscgf1E56j5AUQ2bJ13Stn6PojDOKcoC650yQXYSwyYpt8uIQ07iO1Bx4g9k5L0JZF8hhlpHUuuMkz7kzHjFPEgy5+VLdmh9VUSOEwNJ0mobD9eY6kzQkLXOGSUhZlcRFxsPFCM8weddfY81u4BsW9jPcIEbJgnvBiGG8WBkPLIubvCrJy4KsLJlmEaNkwW44WVnmgUpwPYzn/H68S1xk6EKiSw2j/nv5uS4ljmaw5bbZdJr4hoXzPXAEexaWj5anm7zvrzFOQmZZTJRnZKUq9JYBnC86jhACQ6jiz6+7PkdxwE444f3mGkN/nQtukw3nkVhO1LtPlmPgNiySuqgp8hJdl2fSwhzPbtgZTDkYB2T56fm5pq7yEdoNh67v4jwn5f3469eEwDJUEvqFrl/7/p+uqFmm1E8C5UDTa7r4rvVMw4DnooLDhwNu/+4u8i9u0LtwuqCv8+JZu00vKnSWk/SPFWqXu2IcRNzZH6FLybsXerSesWBI05z5NCQKk5cOTlzuBDcci2ubXVqeTZaXpHlBVhSrXd+lZiAtjv07L1f/Xn5eFAX5sQ7OPEoYz5Wt8HQRfe+duL4rZEVBmhVsD6Z8enuXz+7scv9gzDSMX1l4pgAsU8c2DTxbmXjYNY3SqjcadE2i18WM+lA811XnrqjU9a8zZ9LlYjuvi+Q0J0yzVYbXi6yNBYK1doMbl9boNt0X7mir7+sIdBDHN6GePEeiLm6W/69CCRhPt7hcMkB2BlNu7Qz4/f0D7u2PiNPs3Pe4qavNsKZr4zsWDcfEtc06fFRZx5uGug6mpil9qRArx7XlcxgmKmdmHqUEYUIQJ2pOmUeMg0gFL5/xNS7DlSdBxO3dIYYmWWs1sAyNTuN0cyM8cjlLigGL7D6T+HNm6dfExYC8Cjlr6BOzAAAgAElEQVR9QSOoeTIgxEqb8zphSB/PuEKQ3jlWJD9CXi6oqEjLMXm1IC/2yfP79cuVivooHLL8HmUZUGlb8JZEFCwRZinzJGUURcySBL0Oyd6ezQjTlPe6Lw4Gfx5+lLO8ITVutNYxpGQnnHJrdkRaqnChg3iOOdO5NTti3W5wrdF7ZlGzE075P7e/4OZkn1EakhRK9FRVjx6squ7iFFVJXKiiZ4l5lhDlGcNkwaejHTXUiaX3uKiTosXK6OC/2LzOL9bf4arX+14XNUt4hsUHrU3iIufhYsIoCQnyhLI83cCx5GKmVU5WFcRxzigJ2QknfDra5kZrgw9bQ/5q473HihoATdPo9BqYpk6eF4SLFMMEx7MwDO1MmxpVWbGIUnZrK+ezdGpcy6TbdFe7ZGdJVzY0jbW20tYcTgKOpic5pjyNsqqo8oJ5FLM/mtFveti1k9hZUVUVe7f3+d3ffEH3Qofrf/rumY/xB7x+VChN0/Zgyv/+n77EMQ3+u3/7R88sajRdqwM39ZdOOwdV1EhpcLHXYqPjr4qsJZ1o+Swvv6Y2C459v1ou8hQdJ8sLklwtYO8fTPjqwQHfbB+xiFOK8rsW/X4/kWVqQXlrZ8DffXaHO/tD5tHLF7XHIaXAd2z6LY+LvSYXuj69lldTadVC27EMLENfLaiPY3kPZLWbYRAlzMKY6SJmsoiZzMOV9fT+eM4sjMlf0NkRAtbbDT68vE7vua5nrwKnf5bKqqIoSr7dGfB//fprHh5OCKLk3B0aIQSOZXB5rc07m13e2eyy1W+x1vbwHRtTV0XMivZXiyaPhyM/eg4VFXQexkyCmJ3hlO3BhK8eHBI/OCROM5JTzuNPIslydodTKip6TQ/T0PjoysapixqFikW2zf7ib5kkXxDnh2e2XBZoCKGjCRMhNPIypKpeb1GjywauvoWpdU8saooqoSwysmJGVkzI8m3y/CuqKqWqcqRsILCpiBHCoiKDE47zXaGiYpYk7M3nPJzNOFws8AwDKQS78xllVZEULzd+/yiLGikELdNhy2tzvbnGbjjh4WLCMFmQlQWjdMGXkz083aRhWDRNG008PcAmRc4gCdiNpgzigPSMD3FRFztJmTPLnp810sxsxkm4Snr9PmLZ1YjyVLmeRTN2FhO+mR0yTNQOhKsZaIaFJXUMqQRlT9LulsPSUr+UlQVJWRDnKVGRERfKklCfD4iKjL7d4JLbpm06tExndRQpFW89TXKCeVSLcaXK4zglxynNVfbLcB4yDWOi5GyuZ75rcanfolO7HZ0lzV6vd7IurbX4evvo1P8PqDN1UraPpqy3fdY7DRxON2mkcUoapYwPp4z2Jtz63V22v93l63+5heur86ubOhfe3aC/pdxU8qxgvD9hejQjnEckdVdJN3S8lkuz26C9rpLV4zBhPg4YH0xJwgQhBGVRqiBDKTFMnc5mm42ra6sskMU0ZDacMx8tCCYBZaEWxY5n4zRsOpvt195FeptRVcpIIYgSdoczGrZJkj17HLFsnXZXiUz3t8eEnQTHMVcFzvIuNSwd09SpUM/i8m+lB5Sr4mRJIZX6MsRuqT0s0YXAEAa61J9K4z5OPV2u5cqyJC8fdXCqCoazBTvD2Zmen5PPU0laRqTlgkU+Iirmq1dUUWEIm7Z5EVfvIJDkVcIiHxMXM9IypKjpIrowsaSLrbdwtTZ5lRBkA/JamJyXCVkZo0sLS2uQlTFJEeDqHXy9jyldDOkQl3PifEZczkmKYHVWDGljSo+G3sXRWye+l9OirHNsjqYLPr+7x6d3dnl4NHklGhopBW3Poe3ZNVXWodf06g/1edOz8R0bzzZwLBOr7hQc19MssaQd5oW6/lGarwIzF1FKUCfYT4JoFQo6D2OC+vuzKGEeLmlTGbap49kmay2PjY6P+1Jhsi+69852bw4mC3aHUxWquTtkFsZn7tBoUtBwLFqew2bH52KvyeX1Nlu9Jhtdn37To+XZ2Kaxyg05C6KGQ6+Z0m7YbHQa9Jsel+qogf3RnGHtBnoWVBUkWcFoFnLzwSGWodNpuDRsE9PQX+j2WJQhaTllkd1lmn5NmO9QVPFTovslNOGgSxdTtjG0Nrpw0aSDJiyksJDCoKxSxvGnzLNbZ3ovZ4UmbCytj6m10KRDUSRP6GoqKgrSckqUH6ChY2hXVFFDfkzbVSGEjSY759bS5KVaWwVZojacs5QoT0lLtW41amfTTcfnktdCl49vimal6qiXqM0qo2YfGVLDM03WXQ9bU+6kUihjn6Is8f+gqTk7BCrZtGO6fNTaJMgS4iJnmKid7kWe8sVkDyHgvWafy14HIcUJE+brEy6ehIq3lQl6eijjhJjfjXb47fABN6cH7IYTwjxDl5K26dI2HTqWS0M3a+ezxwcxdR6q1UM3z2KmacwgntdmDOosDeKAaRpxyW1x0W1xvbm+KmqqSnG00yQnmEWMBgG6LqF2RTst4jRXXZJJsEqiPss1ank2Vzc6dBrOmRmvuq6x1m6wtdbGO8dkvIhTHh5Nudhv8cHl02eNxIuE6WDG1/98i5v//C23f3ePwcMhn//dTYZ7YwDchsNf/dd/Tv9iF4QqhB7c3OHW7+5ycP+I6ZFyHnR8h4vvbXDt40vc+Ffv02i5TA6nPPhqh6/++VvG+1OEFORZQbJI0E0Nt+nw0V/coNnzV0XN9GjGnc/u8+DmDg+/3iGrtUK9i13WLvf45Bevnxr3NqOsQ0qXuhSztk59FmzbpLfWpCgK7ny7T7fv019vqmfk2DjYbDmYpk5RFeRVTlEWFFWBIVWRkpc5ZVWiSQ1ZSbIqIysz8jInr3LyKkMg8HUfGwdNKJ3TqhA64amQUqgJUpPYpoHvKhqNZWjn0ls9dp4oiYsZk2yX3fALBsn91aKgrHIaeo/r/i+xNR8pdNIyZJDcYRDfY5YdkJSq8HC0Fm3zAn3rXUzHZpGP2Ql/T1hMKKuCqJgQ5EM8vUPb3CLIhozTbTadD7ji/pymsYkhHRbZkKPkDuPkIeN0uz4vkoaxRsvY5KL7yUsXNVVZkRcFO4Mpf//5XW4+OFAUopcsaIRQGy8Xuk2uX+rz0ZV1rl/s0244NF271suIx0TpS7fCF13GJT3NNHR816KsTSbKWsi+FLUvOzl7ozk7gyn3D8bcOxhxMA6I04yGY7Le9um3PLq+g3yLYhy2B1P+6eZ9bt4/5GgSnItyZuga/VaD61t9/vyDy3xweU1Z3tvWiuYnT1zbnA6WoWPoGr5jcWmtzY1L64RJymd39upQ0P0zFzVLLOKUr7cPEQLevdBlo9OgJcULi5qsnLNI7zFP77DI7pMWo+fSxgzpY+ubtMwb+OZ1bH0DW1tHlx66dAFBWowoyvANFDUWUjMwZAtduORisdooOY6smBHmu/jGJo5+o+4gVapTIzyWtuJSnF/jmtea74eLCTfHB2wvphxEc1XcFBm+YdGzXP71xlXWncaJRc0izyjKkrwq8Q0TVzPxLRNL19ls+FBV6JpUG1NhSJzn9N2Xc2x764uajunySfsCvmFxvblOWremrvk9bjTX6dvemQX0q6RuqXOloXaSm6bDH3W2AOo0c40Lbot123+m81bfbvCL9Xe45LVZ5OlrTSW3dYOfti9wwWniPod6thTff9K5QFrlfJis4+oW67bPtUaPq40Otnb+y37Z6/BvN9/no3iTUaJSbHUp+XnvMh3Te+6xoyLj4WLM19MDfjN8wJeTPXbDKWVV8a7f55LXZstt07M9GrqFrekYUj9xwK2qiqKqKKqCqMgI85TdxZSHizEPFmMeLEZK11SU7IYzvprs0zVd3vOVhbEQ9eLI0Gh3G2xcbJMmGbqhIaRY7Qi+aJdDie6n7I/mxOdyPbO5ttGh0zg77UGTgqZrrXbbHMsgzfJTT35hrMwN3pkEqxC907iA6aaO03BYu9wjjhJGexN2vt1n7XKPG3/6HqAS1dvrTcqyJF7EjPYn7N87ZLw/obPR4sK7GwDkaU44j9i5vU/vYpeyKEnChHAacnDviDzNeeenV/FaLlmaMz2acvhgwHBvzHw0R9MlUkoGOyPu/v4BVPDuz64hhCpcg3HA7q091i512TqcYns29luerVIeo2EBq8Xey6AqK/K8IMuVJuFF+zBZpor9RRAjpWQ8DDjcn65E20u8d2OTZttlns8Zp2OW2y6u5mFpFtNsyiIPsDUHS1r1BoVQBU2ZU9STcV4VGEWALnQMaWJrNqYwqUS1Kmwe3Zb1V+ovHF8UvxwqyipjmNznIP4GEKzZ76AJA4lGSYEtfVy9RUVFUi4I8iHTdJ+kXNA0N9CFciUqqowonzKVe/hGnyifExcBRZWhCxNDOljSRSBJywhN6DSNdQSSabaPJkwszWOWHTJI7mAIh03ng3pDpyTOZ0yyHZrZBr6+hiEtdHm++3oWJTw8nHDz4SEPDseM5uELdSjPg2PquJbJVr/FpbUWVze6XNvosNVvcaHr49Q6mvPg+NgkBC+c+33HWhVRS8rbexd7DGchg9kC1zLUgrzfPp+m8DUgSpQ+8t7BiM/v7rE7nJGdscA0NJVldrHX5MMr63xweZ3rF3tc6DVxTANDfzXvVUqlOtE1iQXYhk7LtUkvFzimygCzTYO90YzDcXCm+bEoK8I442Ac8OX9A1zb5OMrG8+8d9ScXZEUQybJ7wmyO7UG5aR7WeDom7j6RTzjGg3jGo5+EVe/gKG1MGQLTVho9TMlEGjyxSY+L4ulC5ouXUytR16FFEXMk9vZeRUQ54e4+iaa7FORUVU5QlgIDITQEULjPOYAUZ4xS2O2FxO+nQ64F4x4GEwYxAsmaUxcZKRFQcdyiPKMSRqfuEE2iEMeBGP2Q2WU9UFrnfebfXzDomFYq7WGrN31ltELjnG+sWGJt76o2XB8OpbLn5VXyKtytdhULmHKHeu8k5khNS57HTadJj/vXSY/Rh8TQqALia0ZmPLkAWDLbfPvL31CVudqvE6/c1G7fJk1JetZcHWDd/0+XcvloudTViWbdhvfcGp3NdX+Oy8+aG1wrdGtCwo10AoEtqZjaScXIEss8pTPx7v86uguX4z32Akn5GXJJa/Nv+pf5U/7l7neXKdneU9pio6jeuzfjzRM94MRd+YD/mbvG7aPmTIMkoCvpgd80Np47DiaJrEdk81LHUzbYHAwpcgLtDMM+GGS1onOM9Ls7FzQlmdzbbNLxz/7gCmFwLNNur5Du+HgOxazqqI4ZadpkWRKB1RbOy8HlhfB9iwsx8RruVz95DKjvQl3PrvPh39xnf/yf/glAEKCaZuUZcVsGHB4f8DhgyPiRcyf/vXP+PDP3wfg4P4R//i//jP7dw/ZvLqO1CRlUZKlOfNRQLPn80f/7mOufHQJKQVf/uob/uZ//AeCccD0aIaQEk3XOHw44N7vH/LxX97gl//tL7Dr4LZ/+t9+zd/9z//E0cMhg50R3Qudt76oqZaWxnVho+sSycstQsqqIqtF96dxDovClMP9KdOJ2riQcllYPX5/OI7J+x9dYJKOube4gy51DGHQNjt4pcdO9JDD+BDf8PH1Jk2jiaM5ZGVWFzRQVgXzfEZJiSEMPL1B3+xj6C83uZ0HeZVymNxiO/yMG81fctn7Y0zhrAoGgUQXJiU5cTFjnh0yzw+RaFxxf07XUtk+R/Fdbs3/kVl2wDzbJC8VPcSUDg29R1HluHqHosqoqhLP2MDVO8TFjFl2gCFdHL3NLNtnEN/levOXvO//pXqNZco3879nJ/ycID8izDdw9e65i5rJPOTTO7v8/u4eR9OAKM1eyl3Mcyw22g1+8fFV/vXHV+k1PToNZ9UZeJPWsoahoesSzzbZ7PoUl9cpCmUuMY8S8lxRGS90T+d0+iYQxAn7ozl39kbcvH9AdAbmwBKmoXNts8vP37vIn924zPWtHoauYbzm878cJ65udLjY82l5ygDnn27e52iicsLOcmuVVcVkEfHZnT0MXedir8Vau/Gc/1GR5ANGye8IsjuU1UnmObLudr7LuvtXNM0PaJo3kEKZP4iVk91317XThIOt98nKSd1peqKoKRd1QGeuQjarqF4LpVSkSFyEWOolz3a9wzzlwWLCvxw+4P/b/ZYHwWSlB19tuNWvx9EN4jw78ZoeRHN+N9zht4MdPh/t8deXPlDsJ79Hx3p8vSOEoGEYVIbx0vfnW1/UKPev17ODsnTOMqTGeeSBSwvmtwlSyDr9vWKQTBEIrjX6dKxXI4C06uLlLCiriqzMmSQhd+YDvpkerqh+PcvjWqPHR+0NrjfX2XB8PP18k/Mlr42l6Xw1PcCUGkmpBI2LPGWQLIiKbLWgK4qS2SRkNg2Jo4wszcjSXIVmnqLTsTzOo8yXOckZdjd1TWLoGi3PYa3lnYs+9sgFTWet5bHZ9cmKgviUk2BRlERpxnShhLVNz6bp2ugvcEuRUoIEyxXohoZpm0gpsV2LRufx1nEap4SziPkoQGqSRsfD73r4XTUxhfOIRtsjCmLCecRsNMdyTDRdw2k46uc7DZrdBkIKPN/BtFX2UJrkRLOIsqyYHE4ZH054+NUuX/zjV5i2CQJ2b++TpTlpkpGECcU5Cs83jVu7A24+PFwVmR9f2eDGJUUPTLKc39/b59udwZmOmRfKsejB4ZhREL4wD6m35vPTP7lKFD7fUW9jS+Vx5FVOUiaqAyNztEwjLVPCPCSrVAFTUWFJi4beICkS4jImLiKyMkMTOpKKpEwQhaRE6XLelOF2hequZGVFXqaUVYEpXTytiy5NtCeSufMiJS4CknKBFDqW9LA1H7vONrO1BpbmUVYFcTGnqDKlH5IqyFZTKWbqd5HXnZsGaRmSVylpuSAqpoTFhEU+ZpjcXx27rHLm2SFllZOXaa3TOXtnRblYpewMZ3y9fcS9g/Eq3f08aHk27YbDh5fX+ejKOh9cWuNir0VYZNyfTZjEMUlRcL3b5VLr5Shzz0JaFMR5ziSOGIYRPcfhYrOpFvTHNgYsU8d3bfI6o+zltDSvBss5ZW8459ffPOTO3pDojE5nuibpNT02ex6bWwb+RoHlF6CXFKKiqiSGUFTQEjUvJ0UCQmBLE6PWtZUoFsQ8WzBKp+hSw9c9HM3G0axn0vSWC1KzLqAurbWQQjCPlDuaCgwNz3RekjRnfzznweGY3cGUru/iO0pfcxxlFZOVc+LikDg/Ii3mJz4Xjr6JZ1yma/8xHeun2PompvZ67sfzQhM2pmyjCYeTipKiimsHtDlltSDPH5IXeyCMulNjIqWLLjfRtCXt+vljaVYWxHnGg2DMrw7u85vBNg+DKVGR4WgGrm7i6gbzLOEoDiiWRU4dk/AkGobJBbfJZ3KPcRKxs5hyezrEEgautFbB3I6hwtWHUUiU5XQdB980Vy61Z8VbX9T8AefDPI/4arqLFJLr/ibr9nf30JZVRZRnjNOQe/Mhd+cD8qqkYdhccFu831znRnODK17npTjNLdPBN2w2HB9L0+udhYIkV+GqcU1drKqKIi8ZDQP2tkdQQZEXhEGyykM47fsKk5TdobJyPkunxtRVGGG74dBreS9lN2wstTX9FqNZyHh+Og5zWVWkecEsTNgbzek2XVzLfCFn+Swoy4pwHhFMF1iOSaPtYTmPilbd0PG7DcJ5pAwCRgHaWgvD0mn2/ZVuZilQl7qG5VpohkaZF0RBRBKmzAZz5sOAb//zbYZ7Y7T6PSy1NWWuuj/l9yB9+/f39/mf/sOnVCiHu//+lz97rKj5u8/v8L/84+/PfNyqUjq0NCt4d/P5tpmbWx36680XdnV0Qy0UKypKSqjUNZ9Vc7QiJCkTdKGjCQ1TGDT0Bm2jQygWkMMiD0irjI7uIZCERUhcxEtG+Jnf4/lRkZcZWT1GGNLCkA6mPHlRUVY5abkgK2NM6eBorccKH02YuFqbpFSFT1FmlBRINHRpUVYFuYhBQlUZ6MJECq0+dkFaRkTFlCifERdzdsMvmKZ7q9daVBlSaFQUFJXSLZ0VaZYzmodsDyZ8u33E9tH0pSjUPd/lvYt9/s1P3uGvPrmGZehITfDwcMoXh4fcHo2YJgn/zUcfvbaiJslzpnHM7eGIL4+O+HCtz5rnrUL+llCLbm214/y2BBNWFewMpvzjF/fYHkzP7DxnaBpX1tu8f7WDv5Wi9xakxoIgV3ohUxpIYSOEoCgL4iJhnE4RQtA1W7UhkkZZlaRlymEy4uv5XWxpcsndZM3qYEnj1PO0Cjl2WMQpaV7wm293zlzUpHnBcBayM5jy8GjCRqeBqbefKmryKiLOD4nyA9Ji/Ey3M0+/zIbzS9r2T2iaHyLF27cM1oSFqbXRnzH+FGVMWkzJyxllOSXJvibJPkfKpgp6RSCkh2NqaFr7xGM8iawsmKYxt2dD/m7vNl9ND0mKHN+wWHcabDg+G47P9mLKNH2+sRVA3/L4oL3Ofz5SWsBBvODWbEBD2vjCRpcSU9fpC4GpaWxPZxyFCz7s91eOaOd5Kt++q/kEwnnMZBSQ1049SZQSBjHtboO1ix0W85jJYE6j7dLpN5hNQqbDgGbHo9nxWMwjwnlc+4xXREFMluSsbXXw2x6jgynBLMJ2TKQmCGYxAli/1KXdayA1oXamT8A0DdmLxizyhJKKuMgI8wRLM2gZDvH/z96bPcl15Xd+n3PO3bfcKmsvLAQJLr2r1dJMW4rQaCLmX3D43/Ojwy9+k+fBngiPZEvdo1G3qF7YJJsACrVX7nn3xQ/nZqIAFIAqsJsNOvxjkCCqMvOuee5v+S5VwbSI6VkBu24PSxlIBKN8wXk6Y8/rc88frh17Hy0vOIwvGToRG3aIp2xMqThLZ1xkMxZlStz6t6zgaKHpcuAN6JgeaZUzKxLOshm/nR3x++UZNPCPF5/zeKk7uwM75F6wSdBOQ76JxbxuahZlxjiLiaucon0Am1LStz02bB/PsL72RE4JiRJof5+ranXtl+O5IxXgehb9QbBOzLzAoapqLNugKCpNZH3F1EIXAykX0yXzOCMtylsJRoSuzV6revZ1IJSg8dObbVHzxdHtOvgAiyTjyflET3t6IbdaFoTQcKmyoq7ql7hIQggc38YNXEbHE9I4o8iK9dursiKexSSLlMFODzdwUYaGSOjzr57r2AjBGpbYNA2GZaAMAy9ycXyb7ftbfPzvPsC0zfX3qmkadu5vMdwb4L4FzO+bjshzONjsQdOgpCS6Ymi6ct+Os5xBy6VakaZfF3WtC5plopX63hSGoTAMRZYWxMuMLC1IkwLTUjiOievZuL61vi6mMPGUR2iEBEbYQjgERV1QNxWOcvCUh2/4KKGwlYZGCCFIqxSBoGoq/JaLY4qvD0O4XQikUCip0Byfop2C6CmSWHf5V/e3whQOhrAo64xMLKmvEHrrpmg5NDmmYSOlQlSy3dKaJXRFNvf5FUoJE1v6WMrDlA4D+y5b7sMr+9sgMehau/hGH1Pe3qxulmT85sk5nx1eMF2mb13QRJ5uznz/wS5//sE+7+9tELr2WvBhw/e51+txPJ9ztlxeu52qrskqLdMdF3p9CCwL1zSfWx/LWptApu3rDCkJbRtbPYNla2RATVaVay5KWpYk7euv/rtS6Fu97yacwj9WzOKM8TzmyfmE0/GcRZLdGKolWijyZtfnk7tbfPJgg5lzRi0T4jrlMp+QVCmmNNlzN+mYIQ2Q1wWX+QQAW1oYwsBWolUnbCjqgmWZgLGaJN383Og1XGAJuLPZpaxrxvOY49GMJCvIbtEErJuGWZzxxfEl/dCjF2pvtatR1QlxddzCsgpeLGiUcFDCwzfv0LG/g2vsIIX1zhS0V0MKC1NGb5jUzKjqBU2TaOlp2QUUUFI3JbKBZn0e3nyMiyLnd7MLPpuec5HF2MrgXtjnvXDAh50hQzcgMh1+dv6EX09O3/h5nmGx5QSElo0hFXFZcBLPeSwnWJXZNq4EXcfBNhRH8zl5pX3Kvo4p9jtf1CxmCYefn5LEekQ6uVhw/nTM/Y928EKH08MRn//bIfvvbeK4JiePL/n9r4+488E2pmVw9nTM2dOxloWtG86fjonnCd//9++z/57k97854vjRBd2NENMyOH50CULwo79+iB86mLbBq/KFSb7kl5PHnCYTyqZmki85SWd0TY97wQbjfMlXy3M+CHf4dxsfEJoOhlD8dnbMv04e89PhQ+74GygEDfC7+Qn/9fw3fK97h+909tl0Inzh8CS+4NPJIUfJiItsTtM0KCGJTJcDX/vo+IbNvEx5El/yi/Ejfj17yu8X563kcUlo6mTu484efTvAN+xvCNihpavnRcYkT8irZ+NgU6i10tmreEtvExqW9UwKeiUXuHowNo1+TdRxcRwTp4U7zVsomuNY5FmB7Zjrjv+LkRUlF9MlZ5MFiyS/NbE29B3ubHXph+7XVmwyDaWLmkEHz749jGKRZDw+G7O30bkVIXUlt9vUWm65rpuX1k+pJF7kEvZ8siRnPlqQXYE0FXnJ9HLBYrLE9mzCXsCqCShEa5LwmvNjOZZ+3yAk6Pq8/6P7/O3/9FdaWrotuOq6RhkKZaivTbj/JmK7F/LD93ZpmgYpxLUYckMpdvsR97f7OJaJ9QYeWFnXpHnByWh+K4x+muSMLuaML5dMRgv8wKHb9xlsRjietb53LWkRGAE7zi5bznb7c7HOK1aJw2r6Yktbv8cMSauUy/yCoioIzQhPeVjym4cDGcLEFBYNUNQZRZ1Q1AlCuuspyiqkkNgqwJIuWaXNm6vmWbFeNjlJNUEgsJRH1ZTI8hYeVMLGVR0cGWKrgB33Yz7q/C2r8ke7pTdIYSCFeiuY3myZ8qtHJ/z2ydmNjXuvi27g8d5Onx9/sM/f/uj9taIW7d7uhSGRbfPFaMThbHZtElk3DXGeM04SLuKYBtiLIqSUazIxaBjlIssYJQnncYxnmuxFEcJxcF6zkCZFwSiJsQ0Dz7RwDY6/hIYAACAASURBVOO56c0zlsA3BXh8OabLhC+OLzm8mDKaxzeGEUNrU+E77A+7fPfeNj/8YJNPZ0uOs5i4TCjqktP0AkMqfMPFNzwkgqIuucym1NR0zABX2ZjSgNYuoWyqlv9mX7kOtztDUgj2hx06gcPvT0b89vCci+nyVkUNwDLN+Pzokl7o8dGdzZd+XzZLkvKIrLqk5uXP1jyVIb55l479EUq8vWv9HzukbIsa6bLyCboaVZNRVDPKekHdpEgZYKhdmiahbhKgommKKzLWby5s5kXKbyZnfDY9Z16kdC2XHw32+MnwDn8+3KdvewhgVqQ4h8Yb/WQ8w8Q1TAJDN+fTquA8XfC4nlCnkqwsKeoa3zRxDIOilXMu6vprNXnf+aImS3PGF3PSOMe0DaqywrQVypDUVYMXOOzc2UAIweGX55wfT1jOEuq6xnZN8rTg8mSKZRsoU4+bTccEIajKirJVfer0A8KeRxprd3kanXCtuvjXRU1DVVcoIQlMB7uVMTWFogE6psdH0R6h6XCezijrip4dUDYVeV2uieyrqJqavC61tndLqKuamtNkyuPlOT0rYN8b4CotdWxLk67l0bN8lJB4hs2226Vq9E0xzjVv5Yf9e+y6Gle55XQIDOcbXbib1bnSiuUv/JwXfvr2sSwzFkXOJE9IqoKiFX5wlT5PKy6QaNWkmkYbzs2mU9IkJ880p8YwFZ5vs7nTodO9/iuSZgVHFzOOL2ekeXHta14XHc/m7maPfuh97ceoUpJu4LLZDYg8B9tUFGV948nRMtViB+eTxXNE8jd2sNqpSWezw+6DLY5/f8p//p//C5Zj4UUudz7eY/Ngg7AXsLE/YGO/T57m/O6fv+TsUE+UknlKkRUM9wZs7A/obkbEK/jcDU6LaRsEXY+tO0Pe+8FdyrzkZ3/3L89U7FqJ17ufHHD/uwc3+9A/cWx2A753f7stvmGz87LEpakkd7a6/PiDfTzHxHmDYkxRVSzTnM8Oz3lyPnnjPkzHSy7OZpwdTzk9nqwn5ePLJYePLtjYjNjc6TLc7jDcigjNkB12icwIQ175zojXp4kCgSUtIqODq9y1+pnxDUNCdIdeYkiLDfseRZ0QVxM+n/9XDGG3EJUGS3r07Tt4qoujQgJjSGhukFZzDuNPOc9+D0BazRBCERgDAmNIXi+Rt3jcGtLGUSEda4eh84C0mvP5/O/XMtcNDVIoBvZ9utburdaQoqxafsOCw/Mp55PlrQyDV2GbCscyebi/wU8/uceD3QGWabw07VBXmkov7mVV18RFwThJ+P14zChJcFvoyS9OTohsmw83Nug6DllZchYv+Wo8JilKXNMkLgoOZzN2woAPN4aaiH5l3VsWOcfzOZM05el8xkHU4UHfeWmyOcnnzMolgeHhG+66KVY3DTXNOsnSXky0fC/WsD8lFALWHnIreNbKs8kQ6o2QrYvWJ+jwfHJrOW3TkOvCcncQYSrdwDGEpGOFBIZLVudadr2pyKocR9kaAiQNqqZ+7h6SQmFLC0fa2MrCVw4dM8BTzlslnEpq+fU7bdH16e9PmC7fDGG6GllRcjaZc3w5YzxPWPZynNakFTQkS3NpJjTXyCBbqktoPsAxhloU4B2S734xJIaWd8bgumdW01TUTdZ60QxomiUVUDcZTZMgZYiSA6TweWNnsI20KjmJ55ynS5oGhk7Ad3rbPOwM6VjOOn960WLjVbFWGVYGvmHR0BCXBYOex/f7W+SVzr1908I1DeqmwTEMNjz/a03P3vmiJk8LJpcLsiTHj3RX2w8dLMekrhvCrocXupw8ueTJ56fMpzFJnGv3XN8mz0pGZzP8yMELHAxDYTsmhqG0wlDdoAzFYLvD1n6fJM6ZXi6QUlDkJbbzZgUe17DYcjo0wKAItORdXdK1fbbcDtM85ijR06KudTsN7qqpOU2nPIkv+SDc4S833mdgh0TmMxjNaoENDYfAsNlxe3iGze/mJygh+R+GH/JRpOWqxRuSjD9WrN3Cr/6MlZ/AH6asWRY5J8mUUbYkLnPK9oHjKpO+5eMq3f0VglZGELKk4OjJiIvT6XMKT2HkEoQOne711yvJS55eTjkezUnfgnweedqfph94X1/tQ0q6vsuw6xP5NrZpUNcFdXXzoubwYsr5dEFe3lwFDUBIQW+rw/6Huxx9fsKv/uG3BF2fjb0Bhvnv2b63SdgPkFKydWfI+GTKb372OePTKdDgBS47D7a489EeW3c2iAYh5S06lKZlEnR9tu4Nef9H7/HlLx7xX/6Xf9BGna2uc9PA3/yPP+XOR7sg9PToXY7NbsCw82w6c92lMAzF3c0eP364T+DauNbrl/KVSWzTwD/+9vEb92EyXvLZvx3x5Ktzjg/HeL5Nfxgyn8Zcns8ZDCO293p854d3GG5FREaH0Ijeam0xhEHHfBeIugJD2gydByhhcBj/K48W/6zXVyFpmprQHPJQ/A2uq4ua2qyIzC3SesGT+L+TVgugwVUdOtYukblFZG6yKEcvTXteF4awcFRI19rRXjjplzxa/nObKOjerSlcPuooOuYWzS3gGnlZMZ4nnIzmHF3OuJgt3+ZkYZvmWhjgP/zgAa5t3vrqV412GH86m/HL01NGScwnw01MJfnFyQmOYdB3XWzDYJKmPJpM+G9Hxygp+GS4yTRN+cXpCQ96fXaCEM+y1j1pgWCR5RzOZhzP53w5HuMaJp9sbr40pRkXM57EJ2w7GyghtM+SUBRt83Hln1S2/KUVob5sSmg0dAshyOq8NRo00TytEiUUUjm8aUh8Pl3yyy+PeXI+ubUnjWko3t/VXjSb3QAh9PuVUPStiIHVJa1yFuWSuqlJ6wxHreBmtp4kXklWlZAoZeMZDo608Q2PrhnhqbeH75pKcjDs8v37u5yM5nxxfHmr92dFxcV0ycl4xmges0xzzNYwGzQkK63OyevxtQIBluwRWu/jqE3+lMpmNwmBbKFxiutGNQ0ldZMjhIuhNqnqC6CmaVLqOsFQexjqAClDbtrIy6qSs2TBZaonpRuuz3f72zyIBqivkaPYShGaFssyJykLdoKAn+zuUbUS3KFt415Ruvy60vzvfFHjBQ7bB/22sCmgaRBSoAyF45lYtsbmNY9qxuczlKkYbEZ4gY1A0On77N3fIEsLsqRASK3YZFpGCztqcc5t937tYnyL86qhCDphzmvtVaLWctCGXgzriqp5kzHjqsv07FWmVHwY7dKgE81Pp09QQuEqXUht2CFdy8NbKYY1IIXGKq4ef1K8GXP/xwwNlXPo2/5zymlpVfB4OWLoBDyMhgxsH1sat97XuMxZFBmfjo/476MnfDY9e25KseEEfNjZ1OPTFQRNgGUbeIGD45gYpvGsqGl04ntdYr/qAiZZsXZNzm4JE1BK0vEddvoRke98bfgZ6MTXNg02u9qb4OhyRhFnN3pvVTdkecl0mXIymuNaJh3ffaMK2ur8HHy4i5SS5SwmniVUgLJN/I2IJC2wTIXpmGy9t0UtBVvvb7OcxTQNOJ7FcKfH5v6AoOcjlATHpLM34OO/+piw6+N3fMqypihKwmGHH/+nH2BYBv2dPlbg0CCIBiH3v3sHy3fwt7vrosayDBzbwB52+MW/PWU4DBkMgrXCk2Ob2Pa7tQxqDtH1v1vBTHb7Eb3Aw7NNrBtwagzZYJsKy1Q3emjEi4yjwxG2Y/IXf/2QIHTwApss0Rybs5Mpx4cjDu6tfJ+uN8p87XGuXv8ODc8EEk91EbbAEA6b9gNom0Zavc2na+6ihIlAYUufgX0fR0Wk9vuUjf7OmdLGURGBsYEpXXyjx673HQQS1+jQNA1Bk9I0uqFjCBtTOmvJ58jcRiDxjT6bDvhGjw3nvTUXBxqUMOlb+7eGn8VZwaOzMY/OtNrZ28b+sMMPH+zy/u6GdqR/C7ngoqo4Wy45Wy7puy5bQcB7vR4IuIhj8qpilmc8mU65jGPmWc5+FNFxHO51u4yShIt4iW0oLpKYqIU3p2XJKImZZRnTLGPT9/nL/X3udruoawrAvC5YlAkX2YSyqQgND1tZnKdjZsUSW1lY8vXrRFlXJLUWuXCl5hEIBIHhMbT7uNit593zW4+znEWScz5ZcDmLidOCm8iuQzsp9112BxE7fW0i6tompSiQQvPUTtJLpsWCk/QCGthyNrClRVbnTIs5o3xCWmUt7LJk25X4Sk+rmvafWbHkcXzM0O7Tt6JbTVLX0FMhGEQed7d6bEQ+jmVQlNWtCrimgTgteHo5Zasf4lrmWjCgbkqqOqGqM5prhDMM6eEaW5gy/BOCDG8YQiLbNea6aJqaRpSt6SZoKWoXJXutlLOiaZJ2YnWzY62amrQqKJsK19DTFVPe7HnxulBC24iIdhuGkgSW1QLjGmx1+5zvdfFuPc2vCS9w2Lmr4WVHjy41/MwyMAyF49nYrrnmy0wuF2xsdxlsd/ACBwR0BwH7DzY5+uqS+XSMaeoiw7SNtXRsi5G4viV6g1BCYrcLnikMGqmLEVsaGO0DseLVcKDVArbyW7n6KksafNLZZ2AH/GLymH8ZPWJeJCip+EHvDh939rGU8ayoef6TWd3QN4YU/RFCCUnHcunbPo401o2HpCx4vBjRMV3OBwfs+z2UKZHN7fZxWWacpDN+OX7Kf376a0ZZzNXyccPx+bCj/W9WIQR6Ctc0uJ6N7ZhrHHjTNBjGqx/QTdMWNaO5lnIubg7dUFJgt1LO2/2IwLXW27xtXCXjw6qoCdkZdBgvUmY3LGpWKmjTpXbe7gYugWvfSAVNCMHBh3vsP9zVn1U3XI4XzGYJjm0SxznCt7Asg837m0Q7PcpSy6jWjfaR6Eaa2wSQJAXCNunsD9h5uIPnWniuRVVVxElBNOywc29IVTekSYFUmo8W9AI6GyHRXp/BR3trlbMocul2PD799VP+5d8Oefj+FqapWHFedeGjnjuP73JIKegFOonpBc5z8IvXhRACQ2mZ1ZvwipaLjOPDEQ8/3uWnf/MRUfd5Sfj/8+/+lX/52e+ZTW+nZPSuhxQKz+jiGV0G9t1Xvu6ZX5rLhn2PDfse8Op7yJQOvtF/4/Y7bD/3d9/o3+h9N4lnMvQ5j051UZNkb8elEQIONjr89XfvczDsYpnqrb4/RV1zulhwtlxyt9vlIIrYiSKKquIijttCJmOSpJwsFlhKcbfTYb99XbBccJHElFXFZRxT1jUd2yEtSy6ThDgveDSZ8J/ef5+f3rmDra7/rhd1SVwlVE3FskzYcLp4yuGr5RFHyTm+4eIZDpYwkEKS1wU1DZY0oYGszomrVJPqRUNgeLhKQ9I37T6B4bXKYy8X/9pgcs7ZZMF4HpPcAs4shaQfuBwMu2z3IwaRfsYtygKJpGpqjtNzTbQv5oSGhyEUtrJYlDGTYs5lPmVRLslrvd3ICnCkpZPZNieZlwu+Wh7R0BCZPsZbpI5CCPqRh5SSQcfDtUytRFrfDvqYtNDv3cGc3X5EiM59GiqqOmm9aV5+nirp4xhbmCrineqkXBMChRCmntRcG3UrhlABNQgDITykNJDo61g3MVzDLXpVVE1D2k4mtYSz+bzg0i1jtd4oIVrOtNBFjZQvGWy+Kv/5/6Sks+1ZDLY62I5Jf1N3uKSS9Iehxs23B717d4O//I/fwQscgo5HZ6C/3H7HY0sIDXO5O0ApiWmZ9DcjbMfk3sNtNrY79DcjLNtg5+4G/c2IoOPhBVo69g8Veqyt1VbSMl+bfWpuSU1cZYyyBWn17EEjELjKZMMO+V73gF23R1xmWuUsnfGzy8/xlcWGHV55T/uZ7dTnbRLmP2RIIbCVQc/yuBsMuL8cc5YuiMuctCp5vBzxvz/9NZ/PL9jzOvRtn8C0caTRdrtWPhIaqpbVJWlVMC9SpkXKWTLnOJnx5fyCSZ6Q1fqL3Lc8Bo7PB9Em70eb9KznEzMhBKZlsLnTeU7JCXSyHYQvEwnzsmK2TDmbLpjFKdlbqJ5t9kJ6gYsUkGcleV5imgrLMnSyf03nSimJlJKyJeRbllanuhqWodjqBewNIr46Gd14n1YxTzIen47ZiDx2+xHcwvuwaWA0XjCaxKRpTpIUpJnmpt29M6DX9Xl6NGY0WeLY+oOnswTTUDx4b5MwsBmPlyzinLKsyIuSo+OSILA52OuT5yVPno7xPZv7dwekWcnx6RTLMuh3PYqiIk70dpMsZzZLmExi7t8b0u/564U5TnIuR0ums4Q4yXlwf4hjD16rdPcuhWkovnd/h2E34P52HyVv1h2XQuPuh92Anzw8wLHM51TV3ibe/bP1x4u0WnKSPSavEjrmAN/o4CofQ/zp/U5eF3XTEKc5hxcTji6mb2XsGHk2vdBlf7PLTj8i9N6ecC3Q8FlDyZZTWq0N/sqqpqqbFgoFllIoISjqmrzWQgl13VBUmgdoSLluIhpS4hqG9vFSBkVV8Wg8ZsP36bsvQ6gsaeIrF0fZeopR5cRlSlbn6y5y1dQUlIhGtKgL7fOiO9EGHRkQGFqtypASU5j685TdPo8rmms679NlypfHl5xOFreGnSkp2BlEfHywST989nyzpMmBt0NkBmsVyLzOsaRFz+pgCgNfuey4mxhCkdcFjrKJDJ/Q8FHtlKlnRXwSvU/VVFjSpGOGGLeAUb4YQghMJdmIfA6GXZ5eTsmK2zVG0rzkeDznbDJ/TmygaSqqJqVu8mvh7FIYKOEib/Nge0dDH19D1Swp60uq6oK6HrWSzroJIoSNEDdf4yWincxIilqrkL0JW/Tm/YSkKpnmeoLpGRZJUXK8WKwFnHzTREnJ6WLBIs/Z8n06zttxt+BbUNQ4roXjWvSHz3smrCBiqwf6zt0Ndu5uvPT+IHLxQ4fhbvd5JZ72vXc+eL4ztnPn9f4Nr4s3XQIpxHqEnVUFeVVS1hVC6AVzUaZM8pisetapEYApDSLTo2sFiBCyuuBJfMn/+vj/4Wg65nvdO9fuiV5Ia4q6oqg1HEd75T7b06ZptNlkC3l5sfvfNFeMlV5xgE3T/mqFJnnhZpRC4CiTruVyPxxwnExJ65JlmZHVJYfxhLN0wS8nT/kw2uLA77HlhoSmg6OMlv/yTKZzXmRMipiTeMZhPOEkmXGazFqMJi3kTrDhBDzsbPJBNOS98Pl7YwXxkZahyc7bN8P052XFxWylepbdmmAbeDb7ww69wIVGCw4sFimuayGlIM9L8rwdKYuVUhtYlolhSNK0oCwrTRBUz6CT8EwFbXcQ4dq3X7gXsVZB2x92KOuX5ZlfF03TcDle8tXjCwSCuq45PdPSna6njdIOj8YcnU7Y6AcYSnF4pP1kBn0faHj8dMR8kRH4NllecnwyIYpcosglSQq+/OqcQd9nd6fLMs44Op7geRaWqVguM07PZzSNLgBPz+c8Obyk0/EQ8pkkdJoWjKcxh0/HXIzmRKHD7na3lR+99Sn7xsMyFN+9t813722/+cVXYjWp2ewE/PnDAwwliV6TjK6+Qw3at6kq67VE72rNeJOPwNX1uln/9+X3tK0XaJ6RS1/c93ctknrJ4+VvmJdjDtyHbDlogQPe3aKmaTTUdJFoYZDj0YyivL2Mc+Q53N3stdOB8CW/EL2tZ9e+bjR3UpPun/19da1NpbCk0tPXsqSoKu2n1P5pSA2vdAyjlRmutFxzXetnQlnpIkIqzLbIX3WDXdPEN03KuuaryUTzWh1nzahYm0VKk8DwcZSNJQ2mxYJ5uaRsKsx2wtI0NRX6Dq7XUPIKicBV9hqiJhAUTYUUEkfZuMqGVijn6gRhdYp0UTPibDy/tay2kpKdfsiHB0P6V+TqLWmy722x12w+l+Cvn+8ITGngGy47zst50yq6VkTXiqibmpoG8UL+cJtYXe+VQej+sMMsTm/tW5MWq8mWFrhYI12oqJqM6hWTGoGBki5SmLz7LZnnaQivekVdJ1TVJVV9SVWPkbKDlNoQWU96br4eyXaiooQkryuyutR857dE+dQ0a4/CaZ5qlV7TIi1KjudzlJRYSrHp+9hK8WQ25Xy5xGxl2t9W1vmdL2rWcZXg/hZH+twF+RPdz06rwtUxXXzT4avlOf/b4c+xWpjaaTKlZ/nYSiekTQNZXfLp5DFfLE41HhdB2dTEZYYhFO+H28+JBoA+PFdZ7Lo9zrMZ/3j5Oz6bH+Mokx23x8NoB19YFHnJ+HTKyaMLLMektxm1HAYP0Xat02VGvEhRhsI0FaZtYtrGOrFZzhKSRYrlmJi2id3+eV34hsV3ezu6Qhfa2fgi0xObsq6YZAm/m51zmszxDQtLtfC9Nrmvm2atEJdWuiiaFymLIl97DCgh2XYj9vwu3+/t8oP+/ksFzdeJNC84Hs04upy9VZczdG3uDLuoBh49uqDIK5I4p9vzqKqA07MZZ2czXNfCcUyytCAvSizLwFCKONFk7/fuD9nd7T6HYzcNxSDy2eqFa/iYXpRutm+LNOfJ+YTz6ZLylslOA8RxxuVoiW0ZGIbEMBS+kuv9qJsGQymGg5AwdNqJjC6207RgscyoqppB319DSpUUZFlJnOTtBOv5gnx1cJZl0IlcxpOY84s5ZVnR6/r4vj4PQurCuNvxuHdnQNV66pimIs9LPcH9A05l38UQgOdoBSIpBY716sLX9S02d7osFxl//3/8mrDj4gcOaZKzXGRcns3Y3u+9BEt7MbK6JKtKJnlKWhX0bQ/fsCjqiqppUEKQViVPl1OqpuZO0KNruZR1rYt5aWC8g0XNtzHysmKyiDmfLoizgvKKr9RtYqPj8937O+wNotdCGVfeMMeLBU9mU74YjThfLvi3szPcVoo5sm12ggABPJlNOV7MOZ4vADiczbANg67j0Hdduo7D2XLJ4WzK6WLB4XRGXBScLZfshiFD38czTYqqaic1JpuBz8PBgHGS8MV4pH2fHJvQsvFaCIxAG08aQmFIDS/rWx3yOqdolcJmxYK8LuhZEba0GOVTirqkb3UITA3pWimcCVgXAIbUprO2stbiAi/GvJXUv5zFt5rUCKELhF7gsTOI8JzrE9g/BH9EFzP6/75uSCkIPbvl1dy++ZYXFeN5zGQRkxfVuvH3TE/1+oJAJ8kKxLstEgDPCrS6uR6KKFBIYbbiI4KmSanqCaI6YQU5E8JFigAlezfapqUMNmyPjukwyWMmWcJ5umDoBoSmjXnLCd1lGnOazDmJ52R1ycDx2fUi0rzktxcXGuEioGtrn5qVh1VZ19fy3m4a35qiZjVdaVo1oxbsSSOep8JoxNWz0cHV6UODHlc3VaMX46t+GLAeZ6/8IVYu5ld/v952S8M3pEI09VrmTiKQDVQ1IEE0AonEFAausuiYHh3Lp2f5nCZTPp+d4EgTV1o0omFoR/gr2cSmIS0Lfjs95u/Pf4O6YhZmS5Ntp8t9f5NQOS89nFxlsef1WRQp/zp+QtXURKbL93p32Pf6ONIgTwvODkf86h8/x+943P9kDyklbqj5SE2tzUonZzMMU2G5FkHH00VNpQ0XF5Ml49MZbmDr9/WCVxY1rmHxUUcXYUmZk1WFHunXNU1Ts2wJ/y/yil66F9Z/irWamyEVplRYUnI36PPD/j4/2bjLn2/c/dpEN3jWeczykuPLOceX07eSctbGil3MRvL06Zg8K8mykrLSZp9Pnlzy+Rdn9Hs+UeQyn6csl5kuagzJYpkhpaDTcdncjFqBC/3ZhpL0Q4/NbkDo2liGIiua9QTrTaGlnWdrD4G6bm7u69I0pGnJbJbgebogU4bENQ2UUjS1vp8MJRn0A4YbIfNFxmyWINoJVZoWSCWJQnfNx8nayVV21bCzqp/xclpvHMtShIHDaLzkYrTAshSdjovnWto3oz2MTuSyv9dnscyJkxzDUORFhW2/vZP6tyFWa5hnWzfyMvJ8m+29Hk8fXfIv//QlXuDQ3wiYTxPGFwv6myE7B32iV6gDAi3xuGJRZBzHU6a5luo2hGRR5mRVia0U8yLjN9NT0rLEVSaWVKRViRKCyBKo5vl1+JsMrdhYt535VbIkqGrtAfGisEvT1NTtz5vnkiv9vNBJ77NGhP7cer0drr66fe1KlappGmoq6lZ+dyXtfHW/tLTw8xPcVRStM/vFdEmcFbeGOun9gkHk88mdLXb60WuvSV5VzLKMryZjfnV+zslizrIo+GoywTVN3ZG1LLaCAENKfje65IvRiOP5HENI8qpiL4roui57nQ7DUkN9Pz095TxecjibAUIXMZ0OA8/DVopxkmAZisg2uduJ+PPdbX5+dMTPj54S2TZ7UYghJZ5prNf1jqmbjTopEO21qBFI8rrkUXzMrFhwx9vGN1yMWJFWKQfeNgPr6pRfPEMsvCEt01NPmMcpT1tvmvoWkxolJbap6AYuW93wWm7dH+o78zZCIK/7rMC1GXS0WMBtoygrpouU6WIF/67b70izvm6v2HI7Z3r3myRa9CDVhr7XfE2FUEgsBAYCSdPk1M2MqlY0rViJlD6G2rvxNm2p2HACerbDZbpkkiUcL2dsOuF6gnOTyfxqQnOazPnV+JTjZEZWlYSmxb7foaoaHs8mZGVFWVd4pomjDKqmIbJt6qZ5peH9TeJbU9SsoshL0qSgLCrKssJ1LfxVEt5APE9ZzlNM28BytLKR1SbZddVwejRm0j6UO30f0zTWXjR5VnD6dEKyzOgPQ8Kuh2mqVkwAyqIiXmRrLxNXmHwnOkBIQWS6ZGmBmUtm05j5LMEKJd7Q5K49YGvQYcPReNS7/gZ/s/UdxtM548mCbJGTzXOigU93EHDgbjC0Ipq0Jk4SHoghft/Ctk3MdiFuygaRNHiJhVhAIjIs20QqSV3VuI3JB/Y2Hc9hXC0QhqTXCdgNewSGA5U2JSyLijwrcKtKw3RaSePZ5YLL4wnJIiVNcpJFSrJIufPhLvc+3qOqKqqiosi118+T352Qxhkf/tl9gs713dsVpKVrufx4cIcNJ+A7ixFP4yln6ZxxFjMrGqrHSQAAIABJREFUUuIyI61K8rpaj+OFaAtGKbGkwpJGS2az6FguXctl6AQMnYA9r8ue12XHi94IkbltJHnJ0WjG0Wh+K3M02mMPPZv9YZcmqZikC4QUSCWI45zT09k60bZsA8+ztNGqEvo+VArP0/dBFLkYxvOk79X5dSyTzW7AVi/kbLK4sbFeVdVkPFNBs9oH5k3kHIUQ9LoeB3t94iQnzQqkFAgTLFO70F996L74iaZp0O8HpGnBk8MRZVVzcbnA9yw2hyGmqVgsM4qy4tefHTOfJxydTNje6lDVuqmwwuFnWYG6AjmrqoaruYK4Zvv/fzwfvUHAx9/bZzAMOTuZrn1qoq7H/r0NNjYjhtsdNjajV36GAGxp4Lfma6uUoqZhlqcsyoyO5dA0EBg2VdPweDHmOJ6xLHNC0+bj7hZDJ9DcoW/o2K9G2eRcZseMi3PickZepxjCIq9TRtkJIKivJFFJteQyP2FWXBKXc8q20+ooD9/o0DU36FlbmC0sZF6OuMxOWJZTluVs3c7xjQjf6NCzNulbWwA01BwlX3KaPsZTIbZ0SaolaR1T1QVKmuy777Ph7CJ5WREtL0vOpgtOx4tbKTauwjQUtmnQDz12+iGR/3rcu2MY9FyXjzaGbHg+39vcYpnn9F2Xvuex5fu4ppaB7nsuP9nd40Gvr7u0LfQxsm36rl6DLKXYDUP+6u5d4jzXxpzonG/oefimFnvpODbv9XwCq0vHTsmrz9gN4T++t8XAC9nwDGyVamNVFEIoympC1Sww5QBDdcirS6p6hiG7IDx6poEnfVylMIRgYDmUtcKVoiWma5UpIWxepVj1YmRFyTLJmS5TlmmhoVQ3vBYC3SDb7keEnq05l9+SiaYUgtC1GYRaLOC2seILp0XJdJkwjzMC1wZaxTBh0DQFL1YDTVNRk1E3JUo8P/V/16Jucop6RtUk17Z4lbAwZYCSHkI4iJUaXVPRoJ/3TWPx6gLv5QhNmw86G1xmS46WM87SBf/Xye+Zlzl/trHHnteha79a0lv7NjacpXo6898uDvn5+RO+mo+QQrLrd/jhxj4eFg56Wl83Db6lzXCbRsOrN4OXzaZvE9+aoqauG5q6Jk1yZpOYLC0o84qm7+P6NkLoomW5SLk8m2E7JrZn0en5z4qauubiZMqTL89omgbHs5BSXilqKk4OR0xHS6QUa0d5UTfUld72dLykyEuddPo2DzpbGKairmoWdUKTVpTjnMVxjRqAE5j0/ICw462Tum27y6YRMc7njOYzzhYTzk8mHASb7DtDfNPBETbjxZzlJGHH7nDPHRJ2XNzApq4asjTnIpsSz1MqSmZVrI/VMSmKEqOQ7DVdBtIjURm2YzHsdXBaQnxeaRJ3U9dURUu0tAyUoRAC5qMlT357pPkbUnB5POH8cITjWuzcG1IWFUVekqc5eVZw9Pszzh5fMtzrc++T/WuvoRAChaBjuXyvv8eDaMhJMuPxcsznszMeL8ecJc+KG+33oxd6iYaWGVLhGSa+0sVMz/Y03Mzrci8YcC8c4BsWrjL/oJ3dpr1/4izndK16dvPEQEkt5Ry1crzLacp8tEQKXahleUlRVNpQ1rPwfZug9VVaFQRKSSzLwPNsotB9SShgxRNyLC3tvN0LmcXpjYuaZypoCUejKZFvE3kON7F1EULQ7Xjs7/U4Pp2S5QWGkliWwrYNHMfAsU0sS6t1CSkwWsiXkhLbNtjo+0ymCZejJbN5ouWgLYXn2qhAsIwzLi7nHB6Nmc0TFouUfs/XiU3TkBd6eiOEhjioFnJWlhVSgm3raRcClBJYpnrmfv4tSQiapiEryrfiQlwNpQS2+bKU5moa7YcOrmcTdFzCjst0HDOfJoQdl95GwMZmxMbm6+FHgIbfKA0nqNvpRVXXzIqUcRZjSYWtDALTJq0KjpMZiyJjXmRsuiG7foee7WlFxG/wGq0mMHmdcZ495Un8GbNiRFYn2NJFIIirBZ4RrvkVdVMTV3NO0q84S58wK0YUte6aekZIxxxSug8IjO7as2ZWjDhMfsc4P2NWjNZStJE5oGsOkUg65gayncqcpk/49exn9K0tIqPHvJywLKdkdYotHQKjQ9/e4jpjwayoOJ9oPuBt3dxBJxyRZ9OPPIbdoE0krw8hBLZhYBsGHcfhQf/1Cm62YdDddtd8mwYw2rVxFVIptoKArSDQDbmWl6Pks4S+aUoMW+CZFjthSFYek5VPGXpDDqIDpHQRKOpmSVktkMJGSpu8OiOvTsBsEMIgL0/IqzMcYxdTDYmUAMNBiBpBSseABoEko6pLGgqEUCjUs6LmDbdrlpeMFjGTZUKSF7cy3BRCEPk22/2Q0LuZUuW7EnpSY9EPPey3mNSAflZlhW7AzZOs9UhSSGEhhaknHC8WNWjJ51q9vYz5NxW6qJlSNQnXjWqksDFVgBIeUjgt1MxlldLr9lGr7HvD8E2b96MNztMlvxwd83Q55efnT0irEldpPltFQ1IVz5nDZ1XFoszIW+72l7MRv5mc8k9nj/i/Tx8hhMAzTPb9Lt/r7+ArnZ+tzOe1+ebtPa5eFd+aoiaNM2bjmPHlgsnlAmVIHNdaj9D1xKGkyDVs5ujJiOlowUc/OHgj7vtNkaU5Fycz5pMlaVqQxjnxMqPT9bj3cBspBeOLBUmr3DSfJozP55iWunacPLmYc3Y0ochKyqJkNlkyOpuxsaPV3UZns7WvjvaFSGnqhnsfbrN9oPkAeVqsJ0dPv7rEtBQf/fAOvY2Q5SxhdDbn7GhMWVR64mQZNC3OF7R5n+M7uIGD49kEHZ/eMNIGp1KQxhmjsykgsF0TKSVB18e0TaqyZjmNmU+WLCYxs8s58TShyArqWyRbplT0bR9TKga2x8fdHeIWlpZXFWVTPUf+XwkdGC0h1JYGtjIJTAvfsOlY7lpb/Q8dZSt5fD5pVc/y8lbwDc+26Icug3YhT6V4juvS6/oMBsEKVYnnmjiuPtdlVa/hkFIKTEMRBK9OKGzTYLsfsjuIbuQe/2LM44xHp2MGkc/eRgfzBp1HISAMtXhBFDoc7PWRUhcO/Z6PbZu8d2/IznZH/90y2N/tkRclgW9jKIXrWnQjj61hRJ6XVFWN79t0IkdLR+/1GPR80rQgbye1ncil3/M5vdDFjm0Z/MWf3SdOChbLlDwvGU9jel2fn/zoHptDPb3bHEY4jonv2/ie/a3h02RFyT/99gmffnXytT7nYNjlLz48YKsXPvfz1To6GS8ZXcyZjJZMJ3Erka0Lcz+wsW3jjTVGg/aQmuQpl1nMKI8Z5D5KSCZ5wrxI2WkiXGXiGmbrOq3XhY7lsukEhIZ2Pf+moWcNDXmdsiynjPMzkmrBvvcBXWuIwmBZTvl88QuKOtcE8qZgUU6ZFSMm+TmGMHgY/ghHaXjevBhzmR8xyc+YWEOcygMapvkF0/yC0Ohx3/8Oqu24jvITLrJjoqJPtxjiKB9L6u+8AA1plg773gfY0qVuKqRQDO09lLieu1GUFeNFzGgek5dvwQf0bO5s9hiE3h9tKrCaNsProVOrYubFqWtRT8jKI6BBCoe6SajqBTkNTVNgGTvYapeqjsmrM2xjByUGSGEBDXl5RllPKaoxVbMkK48o6zlKhkhMymZGWc+o6wUNJVIEyHY6o2SEY+wjVO9GCWWcFZyNF0wX6a1gZ/r4IXA0L+Vtph1/yhACLNPAcyzMr1GMlWXNPMlYpjlV3SCFgSkClHCpyJ6DcwJUdUpWjTBVF/uGPJM/VRT1grg8Iq8mXFfUGMLFUn0M2UHKCMt8iJSBnlA1FVKGSNlFyZvziR1lsOWFfBBt8MPBLqaUHMdzfjc9J60KfnZ+SNd2+Wo+YlFk1DRcpvG68KmamkWRMcpiLtIlx/GMsql5LxzwfrTBR90hQ9fHFGoNL12rrDUNllKYSn3t4uZbU9Qkcc75yZTxxZzZJMaPXOzW4wOBlnRdZKRJQZGXnD4d89VnJ2xsd/jgO19v21lacHY0ZnQ+R0hBssi4OJ2y2AjZ2O7QNHD41TlVWeNHLkVeslykZEmhlcVeiOloyaPPTnBcCz9yyJKCxSyhyLSb+/hizsXJFCkldd1wcTwhS3Kivk9vGFLklSaQpwXLecqTL04RQrB3f0jU84kXGaOzGYdfnAOsPViumooqQ7UGpja2a2E5FrZnY1itWWhRkix0l3F1DF7gYFoGNA3xImV8OmU5S1hMliTLlDJ/ppaxwguvFCyeqR89i5UpZ2Ta7Loal/zsQfZMKUnTpDRP6ioI5ZtMdPKyYjSLOZ8smMe3Vz3zHYudfkQ/9LAMhWkoLNNY81b6fZ+D/T62bWC/gpP0Im/qVcdvmYqtXsjOW6qgzeKMR2cTDjZ7VPUzSfA3JRm+Z+O5FoP+lfGxeFaQ7u89/yDZegG6FPKM1wY8u2fb8D2buta/X01jVr8/OZsxnsTs7/Z4+GCL04s5j57owjNOcvpdn/fuDdef1e/59Huv5oO8q1GUNb96fMrf/fy3r39h0yLMVzxB2oRRCkyl+LMP9vjoYHNd1OjzWhMvMyajJafHE46fjFjMNfzUsk1cz6IodTG5+ldJ+Zy63Is7kdVV26go1yqMea2x1HUrw+spk9C0qeoaUxnUTY0lDS0qYFpvxHL/MaKhJq8TluWUeTkmrzO2nbu8F3wPgLP0kKfJF0yLSxoayrqgqHPmxYhlOSU0+9z1P2Fga5W6R8tfc5o+Yl6OmRWX5FLDSublmGU5Y8u5w4fhj7GUVqT7dPIPPFr+hnkxZlpcIpDroga0PK2tPLade2w610/G18fSLhtFVTFZJIznmmB92whdm4Nhh0Hk3Zxrd8sQQtwY7nrd66p6Tlo+QgobSw2pm4y6SWnqgrrJkNLHUtvUzZKiOsNU/Vb2VmgeQ3NBU+nJS9OU1CJF1gtso6ERLll5SFYeUbVFjZIhSvhI4WKpTUzVRzXhtZOyFyPJC84mC6bL5C34TQLP0dOOtyHb/ylDT/EUrm1ifA3JyaKqWCQZcVpQ1TVSmBgyxBAehZi9JJBTNglpdYlTb63Xw3ctmrVU+IykPKKop9fDz6SHrQYYMkAIB0NtI4VPXc9pSJGyjxIdhLx5Q99WBrYyuB/1+UG6S1Fr49uzZMFRPEMKLfmspzMlUkgmTcKn4xO+WoxZFhmzIl1PcUyp8AyLB+GAn27d44POkJ7lrqfaaVmSriwxhMAzTVzDwFIKQ17PC7xJfGuKmiwtGF8ukFJy8N6QsOMRdly8wEFKQRrnjM5nzKYJi2nCcpaQ33Jy8Kooi4rZJGZyucB2TeqqwW6lpkFzcRazFNe32drt4bgWyTIj7LjIazoReVownyyJej4HDzYp84okzvBCGxqI5xmjs7lWErM058cwXAwlKfKK+SRmMU2YT2OmowXJIsOyDZor3R7LMRlsRViOyfadAb1hiHmNc7pOImuml3O+/PQJO/eGbB4MCLo+e+9vM7tcsJzFreStxLCMFgJXM5/EejpTN1xVfq6ahrQqKOoKu1UwK5u6HTe+zAGpm4a81phkR+kuY9XUCLT6Udk63SqhpaGVlG8tK/m2kRUlx+MZTy9mtzJHW0Xo2RxsdhlEPkpKul2P++8N12T3MHBe4p28bdiGwVY3YKevFXFW5/imsfKruTjYvBUkYhVft9Z8XcK0KmZejG7X4+GDLeq65qsnl+RFietadCKXjX6w9sb5toeUgo7nsNMPX/malVJgXpakWcksycgLrfDWdV3ubHZ5b7uPd+WcZGnOdBLz6ItzfvOvhxR5ieNaGKYk7Hoa8pqV/O5XR3z6z1/xwce7fPL9O4Rd91o/J9AtCd8wkY6PKSX3yj5d28VRJrY0KOqKgePhGRaGVPQsj7Kp10ItjjI1jPQPfhbfHNrXIyOrU0xh4asIU1rPJt3SwFE+eZ2ihEHVlGT/L3vv2SPZkaf7/cIcmydt+e5qS0+O4c7O7qzBvdIKggRBgr6pBEESIEFX0ou9wu69M8PZHY4h2Y5sV10+K+3xEXoRJ7MN21RVk5zmLB+i0ayutCczT8YT/8eYjNIWhKpFrNpPta57wqeluwghSesZlS2Wr1Oiu4Sq9dRCOJARbd1HIJhWJ7TUEz1kQhLpFl1vhUCeviOmqgzjWc54np3rc90KfTYHHbqv8NL8aeFkN9ZW1GYCtkbJBCl8lIiX0rPSjCjNMWV9jCePKc0xlTlGiACJky9ZCgQeUoZo2UfLLpUZUcs5WjbhAEIi8ZEyQslGCkuFRb/SW5MXFcPJnMky2fH0EAIiX9NphQTfkynzAgIXu+9r9VrkuDaGeV6SFm4NInVAoAZ4qkNWH3zt8pWZMC8fEOsLOK/Jm3fcaptTmRl5dUhW7VHWE57ni/Fkm0hvoqSPMROK6hZlfR8pIgQeZbWDEIrA+xCpr57pMfT8iI9XLpLogEHQ4sbogNvjQ0ZFtlTQLIhJadw0frFhVVuLLxWh0rzVWeWd7io/HVzgJysXWAvdJmJeVczLgptHR9xvEg4DpV1nje9xtddnvdU693n/jSM1ttkxLLKS+SSlrlwy/HB/zHya0e5GdHoxSTciagV4vjNEZmnB8GjKdJwym2Sk85yqqDGLyYFx2vqFFyTPnbTL8zWe0U/9vsgrJ//KS/zAkZgyr8hTt5iVjbfBTUAk1ljKsibGRaFWVU2rHbrfP+fkb4yhLFzaVasd0eqEtNphIxFzJCpPC7fbWrskCD/0UNp5d2aTjOHBhNk0YzpKydMCKcVTUyHPU3QGLVrtkJX1Dp0X7EprTxElIXVVM9wbkXRj1i72SXoxF66voz1FWZSO0HiasBXgR/6ylFT72knTus3unSeZVQVpVVA0u7KqKXOqbO3i6podZCkEgXatwrMqdz4n7SMRVMbtAkfKozAVkyIn1BolFdLK72ybZcEF8rLm0fGEh0cj0vzspCaJAi6t9VhpjlOUhCTJ2UrrTrtr4elnUtA8RdGUdp4G86zg0bFLQcuKkjjwTq3Zft3p2auuv/ANPYtOO+LqZcn+wXhZytlph3Q7Ed1O9EZ2nZwHUgpWuy3euvCCPq1mQlPVlqwomaQ5/mjGJHUhC3Hgsb3a5cJK5yk9+3xWsPtwyJc397j5xx3iJODqW+sknYgo9smzktkkZ//RCXdv7yOlpNNrcZHBi0lNQ0xC5dEPnt4xHDzzc6wfJ7JZ+3hvcjHl++5hqU1FZUqkUPgyQKKeSLaSeNLHk4FLpMRS2QJjazzh48vgKZIihcaXEbWtKE2OsfXyfnwZ4YnHhAlASY9AxYCgMBmVfVIuJgikCx7w5GnK9dy0rqjczvY0Lc5FauLAY6OfOFLzLU1qXhdSaJSMsdal0wnh46kBUoQoEaNk1CRKOR+psQW1nTeXtyh8lIzBGAwSJVpo2cFTfbTs4ZkVrC0RwkcI1RjSBUpGKNFuDNunO8/mZcXxJGWa5mfadAL3Ngx9j24cPrcn6E2HkhJPK9TrkJrakhblcrdfiZBAr+KV3ecSyrKeMC/vkftvYZdFqC+aMv9pUJkZabVLWu+SVUdUdvbcyzlScxEtfIydUNWPKKs7aHURJXtU9QOMnaPVFporwKvT+Bbo+CEdP6TnR3SDiL4foYXk4WzkiI2pms6pJ/qPAE/7JELQ8QK6fshfrF7kr9cucb29wrWO+74y1i5TER9Oxtw4OiTxAyLPw1hL2/fphxHrrfOrKN64T0NVVqSznDu/vcuv/+/fcbI/AiHYuL7BtY+vYS3c/MNDZ9RPQjYu9tm6vEKeOQlXnpVPFUYuDns6LxifzDjcH7P38AQpJXVVc/Hqmis1TEtODicc7o053D1BNJK27aurKC1Z3epirHUysaJCSolU0oUJaMn6VpcsLbnx+weMhzP2HgzZvDR4bpln3I7Y2O4zn2b89p9vsf9wyP7DIf3VtjNcrybU1RrTccp8miOVm0t4TZJbVVTMpillUT+1AHgWywXBS97Lg80eP/779zBNolvSb6G0Ikoi1rcFSTdm88qq87MoSW+1jZSS9e0VwtjHGkfSsnlOXpTUax43RntEykNLxX46Ia3LpYxsUZ42rwt8qbgY9wiU5qRIm74aN351Lc0SX2pKWzOvStbChI4X8RqFxudGXlQ8Op40/TTnmNREzaSmHb/Wifw0cEWLkjj0WOu2WO20OBrPTt2rU9WGtHDJMo+OJyglGSRvNjHwtKQVB2ysd523pwkAiaM3twzxPPCU4v1L66x0XiIrWHQ6GUNe1kzSnAeHIz69s+NkGlJ87ZwxGs74/HcPyNKSn//926ystVnb6BJGHtpT1JWhLGsuXV3l+rubzCYZv/31HaSAC5debgI/D/7U7zSBxFMBgQopTcG8HlPax4EbhpqsnpPVM2pboYQiUgmlycnMjFkVUj9BREqbM6tO0NIjUi18FSGA3KRMqxPSevaUB6CoUyblMZFq0dLdp6Rn7vGdfpFSG0ual0zTnLysqGpz5kU0uEX0aqdFEgVv7LlAyy6x9w62qckEwFqEUC7+VnjNH42n19Gyi5YdBBpfX0Difm9t0XhmAqQI0bKLED6B3saTfWg64xbfvgLdmNQDR3hOMQXIy4qTWcosK87+ejQpl52W6/j4vmER5KKkREmxlMieBbUxLvK/ITWBjInUFoFaceTymRsszJBxeYtO9R6Vnbkw5DOUU34XyOp9jrJfMS3uYHnxOsNXAxLvKlp4GDNDihaeuoynr6JkH2Pn2HoPN41q+kXOiMQLuN4e0PVC3umucZTNOGpCnKZl3kxtnN9XCUlLeyRewCCIWQ1brEcJG1Gbrv/0pldZ1+RVTcsL2Eray3WhMYay8de8jjzwjSM1dWXIZzn3bzzin/7XT3h4exchBH/7P/6cn/y7DygN7D44RgjBfFbQ6kSYJgVFKokfaDxf0+nHVGVNFDtJV1U5H4qpDQgaEpRR5CV1bVySV1Fhm7LCLC2YTzPKsiKJIlY3Os0usZO6aU8RJwFh5IHwWdvqcbg35mhvxPhk7lKYpERpuYyeXKDVDtncHnC4N2Z/54TpOHMJX010b3+1TRB67O+cYIxFe4pW4tKIgtBr5GhqKW3rrSREsY8XOD+M5ymC0E1A/MB7aeZ3Z5DQGbg0GVM/Po5hrAhjn+5K+2lPhWjie9c79NbaTnZmLEIKKlvz++Ej7k6PWQ1bxNpnL5twkqfoJqFmUSg6LlICpYm1T0v7HOdzRg2xAQi1hycVEhr5WYUvFQbznS54LJa6Nsyygv3h1CUHnSEO1aWbCTpxwGa/TS+Jlr0T3xacVFAQBS7aea2bMEnzU5MaYy2mqjmZZewcjUkin14rOsdp8buD1mqZFPd99MqcFlpJLq31uLTWO9Xla2MoqprbO0dM5i6qu6xq0rx8qr18Osm4e+eAwWqbD368zdb2gFYT/PAkNi70uHR1lV/9000+/eQrLj3hU/qm8CYsmIUQ+DIkVDFCCEqTM6vGjMojJLJJHJtT2RJrDUp4+DKiMJnTi5sZk3K4TDlzl0/xZECsO0SqBQjG5TGVLUjrCePyGC3dImtWT5r4aE1b9/DPIDN7FsYY0qJklhXkVX0uQiNwcqd+O6IV+i98jay1lLakaKZcla1pqYhIuyhYYw2zak5uCjyp8YSHLz20/GaWIkomKJk0BHGxNPp6x4qWbeDiEz8/6e+zT/z9dBSBr1ZBrTxxmWejCk6PonThM/P87PIzrKUoKybznP3R7FydQ39qHE/mzPOyWVfY0w64ljBN4mVZ1a4DTcTE+gKhWkMJn8dbqQ6lmVKZlHn1kHn5kEg7ArTw/v4pUduC2qTMynsMs98yq+4/t3jTkWePQA1o6Ytg51g7Q8gIJQZI2UaIFlK0kXKOEAuJ8dlpQqw9Yu2xGbX5sL+xDAEY5iknRUpaOYuBbDagu810ZyVssRI8DhN59tguXpGW59GPIqZFwbx074NvIhTmjSM1L4LfEJVWP6G/5lKitFa0exGeVqxudvBDjamdsTlPS4q8ZP1CHwREsY9c7/DRz65w+a11gtAjjH06vRjf95Bt14AeBB5pWhCEHnEroN2N8XzFYLVD3HJSrrqsEUoStwKiRkK0fqFHpxezdWlAWVRUZU3ScfGnQegvizwBkm6EUqv01jpsX89d505Z02+6ceIkpNNv0R20yOZryEb61R208ALNhWtr9Fbby7jaPC3xPMXKRhfPV3QGyVJSphuC8yosyMzXdv/EqwziuOfWnD/kgvjVbvdk0QxeGdccHykPTwWAdcWlQpDVNeOG0PhKEzZkRwCFcTHHSsimuO78XyLnQVUbRtOUw/GU0TxtFoOnP/sGvqYdB/TbMe04IPBenRr1TSFsUtC2VtrsHI8ZzbIzXX88y/hq95iVdsTltR6nynb+AW8UpHDBAL1WyNsXVjHWsjucEHiaH13dXF7OWotpSonjJCSMnr9wDUKP3qBFEHpUTYT2nyMEoolI7tHz1sjqGQ/mN9jP7+PLgNIUFCYjlBFSaLTQxLqDxdLz15hWI25O/mUpQatthS9Dev4aPW91mYo2r0b0/XWm1Qm/Hf7j0pBWmdJd1l+j662eUmb2fCwmNfNmA++skM0mSeB7tMLmHPaSyx/mx+yke+znR5wUIz7ufcSH3XcByOqcT0ef8eXsHpvhOpvhOheiDQb+6Uj66fFNfE+87PqvfxJfGN3TJiDoLKiN5fdf7XI8mRMFHsH3UIKWlxW3dg6bcKGzX9820+i6mfIo2SLyLhDpDbRMkGbUdAg9JqmWmmlxh0fz/4fV8K9Zjf4a8QYsg7Nqn0lxg2H2WyblHfL66GvpbQC+6hKoVQK1hpYJEGJti7KaUJkhtRmxiFPScg0hnIT1dd+vAgiVx0rQIvEC1uuE2rqJrysVFq4/UCnCl9RpCCDxnc93WhSYuXWBAVXFahyz1W6T+N5rbaD+6V/NU0J7irgVsLbZZW2zu5SYLaYHnV6LTq/VmNatW6Q/QST8wMOZH7EvAAAgAElEQVQPPNovKIbUnptM9FaeX/zjBx6tTshgIW0Tzfi/WfQHoYftP05mWkx1nocoDoiaJKfnPVZwH9jeSvLcKcnKeofBWnvZKfG1lKj22cfRL3q8r0q8cv/z+OdIebS9EK8x87e0j5bSkRoEbc/F97a0e2O3tE9tLZ7SxDg9Z0sHRNqjNDWjInW7AU8mofHd0ZqyqjmezNkbni/1LPI91rsJg3ZMHPh436FUYBHtvDXoEPp7Z77+eJ5xd++YKxs9NxI+RQraD3iz4KSIwqXvrXTYP5ny2b19fK2fmjiaxhdY5BXZvGA6SV96u0VWkecV9TcQxPImQgiJJwIi1WYl2CQ3KaPykGk+IlARWni0VIdYt4l1gq8iIpUghWTVv4C1hmFxQGHcRkJLd+h5awz8DRLdI1BuctHxVlkNLnKc73FSHiy9Nl1vlbXgIj1vnZZ2U4TaVkTKBQREKkELfaqpr7HOX/XsdO60UNJ1zoS++/Oqc9i4nPIw3eX29C672T5b4Trvdd7GpeEVfDW7z29P/sAsmSMQ9L0ufMMqoNerXH7VdV/v/Lc4j5ZV7aZn5dlJjbGW+wcn54rs/3OBtW4SvYjDViJAqhVCvU6kN6jMhLw+bqSIsFg9zKsdbFrjiYRYb+OrLlq23TzvW1ZRPH7sFjDLYIBpcZuj7BNGxR9Jq0cYmz/3er5aoeO/S6Q3UDJqbiuiEi0EXpN+VjgvjdpEihjxmhqLxfe9rxxpaXP+DRZwQUZSCFq+T8v3yWvnn95IEraSBF9pirpGS3mqJMRn8b0hNc/iRV6RBaH4ru93gbMYKF/5WF85JXm+afpPBSUEG3GHdqOhFAiMNdTWLiUPvlJIIdyXqxAE0vXnrIUJxho8qfCEK2Qc5nPmZb5MVltECYaqxpevn2d+GhRlze7xhAeHI+b56Uosn0QS+Ww3AQHPFh1+2wh8zWa/zeZKm+gcJWcu2nnI4Xj+vZQ3/IDHEM3ERklBUdbkZbXsgAIn+03nOTv3jviXX96h3XlxczTA7RuPmI5TinM003+f4Amf9fAyie5Tmoza1iihEEK6wmLpEas2oYrR0kOIFlvRNfr+OrnJliRFSw9fho6MyMeT87bX57J4j43wMkWdLT0avgzwZUisH8uiJJIL0XXaXp9E92ipDkq8egpvjGtfT4uzTZkX0FrRCv1mynz6s67FUltDaSsKU2CsIa9dIIwS6jWJx/cXrsjZUtbGFenW9Zn9JD+g8Q3W9onaAYFAEqhVesGPMLaiNNOmwPIxSjPBlhVH2SfUNqcffswg+ClSBqhvml2/AJYaYwtm5Vec5H/gJP8jo/wPZPVBEz7xfMT6AqvRXzcJbgtIPH0RJduNF8wgRewIjXzzpNhVU5w7iCJCramMm/jEnoevFGVdc5Sm9MKQ+Bxrpu8dqTlNOtL35b5PNQX5hu7ru4AU0iVmeOFyorJ4S74qzeh5ynwBjIoUEJS2ptVI0p7d1apNQWULl3wj/OVXZdOW0yiqJS6vY/GzeOIxvXiqVlQVu8MJDw9GzLPzNBE74jme5dx+dHQucnFeOMN/yTwrzrVDO88KdoeW4/GcWVbgKfmNT5rq2pDlJXleLQs3nZRANHJQTRy5UsY8r6iaFDffc2WdC89HlpWkmSOdSjbphIGmKFyscbHwzOHeV1orvOY2olPIM7+vWHxWamPcbn1RUdX1U2EqAFpLWq2ALC052BsxGc1fervZvHAJj8+Jif9zgpKarlyh670gbe7ZywuN74c8/4z2GIvXJZQxoR+f6nwuhKTvr9P310/1WBYw1i2es/J8kxpPSeIFqTnD9ZSQaKGobM2smjs/TZ02m1kB6onEl9rWZHVOYQpKU2GatnGn19f40ieQPlJIKltTmIK8LtBS0VLx0pOT1Rmzao4SikAFaKHRQlGYgszklKZyKZwuJhDZyJpjFRHrxc63mygVpqAw5TJ5TiDQQuNJTahCfHm+84YjNM4LUlbm7H6aH7DEUz1cwsmsArVCN/iIoh4xLb/C1CWWJ6bSNqewOePiBoUZYTEoEeDLHr7qNuEQPlJ4iNdMJXKfc9uQmApjC4zNKc2U0owZ5Z9zlP2KSXGbefWgkct9HVIEKBHR8i7RDT5svEAWqLHUCEKU9Jb9Su7fS4Q1px4sPps6ucA3vdYs6pp56fw4Qjg5mq/UMhltlGdUT9aTPNFbcxr8eX8j/YA/GZ5VcZ7nY5F4AdfaKxTGLcICpUl04Lw4T1wuM2PG5R6R6pLoNRYGH2MrDDVKeEjhUdsCYyskGvlE9KYUL+4UeHJSc54o56PxjE/vPOLe3pB/+uNX33ry2ZNYjOdH05Td4fTM169qQ5qXDKcpe8OJKwltx9/o/mqWlzx4OOTR7gm7e2Mm0wxrLVHo0+/FXLzQ561raxhr2Xl0wmickqYF62ttrl9bX6abHR5Nuf3lvpNARh6bG10ubvU4Gs54+HDI7v6Yvb3RUrvd78cMBglvX1vj8qXTLVi/j3C7wq55+6u9IQ8PRu4YBR5KPX4l+ysJP/rZFdJZTtQKnvrd89Duxly8ssLFK3++x+7bxiLj59s+IxgLRelI/XkW0EpKQt/D1+pMC5xQBnS8hNpWHBcn1LYmrTOUkHS9Dr58vCue1wUP5o94lO1xUo6ZV253PVQhK36P9XCN7WgTT3pMyin7+REP00f0/A7vt9+hI51sfD8/4rPxTRLdYjvaout16HgJR8UJD9IdjosRJ0VTaGghVAGRDnknuc5biYu+ra3hMD9mNzvgMD9iWI7ccRCKrtdm1R9wpbXNanC+1L/HqV31mWVnP+BpLI/fE4fRVz26/vvk1QGj4jOsrSjMiGf7XkozwZQV+/Y/MilukXjXSLxrRN4Wkd7Elz081eb15IaO0FRmRlGfkNX7zMuHzKuHzMr7pNUjsnqf0oxd1PgLEKo1Wt4VEu86odpACScBMzbF2CnWplgzpzbH1GaIsXMEktD/Gb5855SP1G2ALGde4ps/N1lgXpYczGbcPTlhbzahG0a0/cCpjqyb5EgpyJo+m/VWQic4veTte0Fq3ryZxA94Gb4pZr/ouHgVSpMyqw4xtkQ2b2lL1XxADVI4ElOalMrkeDJEi8BNkoQkkG189bTXyhhLVddMs5zD0YzD0ZSsPLvUZpYVzLKCh4ejM1/3T41FCtpomvLwcEQcePSTiG9C82itS5WbTnMe7Ay5d/+Y2TynaEyzs1nOyWhOVRtWVxI8T5HnFcfHM3YeDSmrmkvbA2wzZTkZzbl5e4+kFbK12aXIK4qi5vBwys3b+0xmGbNZ7jZorWWeFhwdz+gkIetrHbR2QSHfJuraUOQVNL1ZSivX92QXXrzGWyceL3XdDuTjz1RtDEfjOaPZyz0vi+saYymrmgeHI764v8/+aEoS+qx2WvhPPN9OP+adDy+QzZ+/UzivCiZlTqQ92l5AVlfMq5LWWkRhamrrJAXub4snJbqJZNdSklZlU7DryPbi/xMvcAWbQrxRhY6LxZJtOrXcuWLxujz+sl/8Hh6/Rk96z5r8Hyxmaaw11smyKlujhSJQHtK6abFpLiOFcP03y/sWSzmvsQYpJEqcrnXbWktZmaar6jyeGknoKTytTv3RFwgiFdL1OtTWcFQMqa2hMAVaKHp+h0D5WCyFLZlWMx5le9yf71DakqqZ1GQmJ60zKlvT8RJaKmJepxwXQ+7NH5KZnLdaV5f3Oymn3Js/pO916eg2kQqxWE7KEbemXzGvUgpTNsdPUTd+i8q6847BPcaD/Ii78wekdUpW50sCOqvmzKuMrtemrRO0VE9NnE4DY+xj2dkPpObcePIz+iSUiIl0SOJfoxt8AFjqIqO2OU8SG2NzjM2pignT4itSf4+s3ieutml52/hqgK/6SDSlGVPUL/4ON7Ykrw+ZlfcRQjdKEONKYG1Oacbk9TFp+YhZeY9ZdY9ZeZ/KTJ+aIj0LgUIKj9jbZhD+BYl3FU+66g/nqS4wZooxQ4wZUplD6voIY6cIPHz9NrYpPX/VeWJa5uzMRmR1RaR9Or6LZw7U69GE/XTKYTbFkwotFGlRMSsKjtI5O5MJoywn9Nz3uCcl/TAk8X1GWYaxlm4Qwp8TqREAb5h35Ae8WbDWYGxFWg0b3XtBZXKkUEihm7FvRWFmlCYjVG18lSAQKBEw8K98jdTUxjCaZRyOZq5L4JzJQX8OGM0yvtw9ZtCOubLxzXSS1LUlTUuGJzMePDhmNsv50YcX2Vh3HoK9/RGf/v4B+wcTDo4mrK912NzoMJ1l/P6Pc5J2SPmESX02y3m0O+Lt6wFXLq0QRz7TWc7u/ojbX+3zwbtb/Pu/cwlMxhg+/f0Dbt3ZZ/9wwtHxlG4nIkm+XVJTZCVpVlIVFWVREbcjOv0WdeUKgZVWeL5GSpdEuFjvSCkQzeSkKGt+feM+v7px/9V3aN20bV6UjGYZ+8MJUeDxweV1rm8OiILHO+WtVsj25ZUXvsdvjY+4dTzmSjvmUn+dnfmI/ckxY79kXORMq5xpmTMpcmZV0ZS3hayFCW0/YDcdszefuv4vYzjMZmAtH/Y3uJT0CZRaxh+/KTCNJ6Ro5FBaSFf+u1ggWJa/d2mOrhujbHZcPamWqY1FXTKrc4q6ojQVaV0wq3M6XsSq38GXzvRfmorclPjSbeg4klg3sceKtM7JTUmkfELpL8nOy7BIiarM8/KUXg0lBZ52EpCzfA1HOkJJjbGG44bU1NaghabvdZFCUlvDpJyS1imH+TGVrXmv/Tbr4SoAw2LEzckdDvJD1vIBtd+lMmffXBqXE+7NHrAVbfB++20Sr0WiW0uJXNdz5528LphUU/azQw6yQ97tvMXl+AILQvP5+BZHxTFHxZCu16HttVDqjKTGWqra/Jv9PvluIIn1NpvxPyDxyOtD8nr4XAO+k6WXpNVDSjNiLL5AyRglIrSM0NLFr0/L2y+8t9JMOM5+64IJrMFQYUxOZedUZkJl5tQ2pzYplZ25n83siRCD50PJGF926fjvsRb/PZF6VnrqHrsxEypzhLU5QvhI0UGKCIQH1DgjwMvfpw9mI/7nLz9lL51wsdXlo/4Wf7N+mbXo+eFZp8WvD+/zfz34gkEQsxK0uBwN2Aw6rMaxk+bnBeMso6xrIs/jrX6fC+0ODydjpkVBecaNmDee1NDsXi5YZjbLmU9S0mlGNsupyiaBp9nN9AIPP9C0OjGtbuw6Xc7oY6hrQ5EV5POCdJKRzXPKoqJ+YlzsYpYVfugRtkLidoTfFNW9rBfmSRhjscYwn6TMxilFWpCnBXVlqKt62Q5+GgShT3+zR7sXo32NanZhl5r6siZvnlM+LyjykjIvqauaujKPn5eUSCXQvsbzPeK2e25eoNH+842i1lpXzleUHO0MGR1OCOKAqBXQXesQtQLSaUY6y8mmGXlaUJW16wzCRUJrrfBCj7CJyY7bEdpzz+F0kx9LaTPKOms8NhlaBGgZUprMTWlsRmUKaluQmykShS9bVN7G126trF3q2e7xhPHctbH/W8WoiXa+ujFYJu7B6w1sjDHM05zhyZz9gwlp5roaAl+DcO/DLHdFgZNJxsogod9LSBLXZl4WNbNZTtCQgLyoqCqD72sGgxZVZRiNU46OpjzaHXFlewXfd56A2pjllGg6zZhMM6LvoKSzLCrS0ZwiKymLijKvqIoKIVhOaoQQaE+htMIPvKZ76vH5pDaG3eGEz+/vv/zO7ONJTV5VWON8RJuDDu9ur3N1c0AcPJ6C+oHGf4k/xmPMZF5iE0l/pcWhl5JXlkzVZHVJYWpKYxgWKfvplG6Zk1YlkfaJtcdRNuer6TFaSGprOUinSCHYTnqUpsb7jkM0XgWDZVzOmZYpaV1Q2ZpYh4TKQzfkqzI1uSlJazfdilWAFmp5zhZNKZ1uyMq8zsnritJWTMqUk3JGWrvpYduLSHTIvM4Zl84T4km1nAT50sOXmlmVkpmSFb9N4HucRsfgZKi2ic49R0eNdGW+Up0+GlYI4XwqKiIzGSfFyE20hKCr28Q6ojQlpvHbAGSmwBOazXCN640U7OF8l7uz+8yqOeNyghb6lZOR531naqGJVNT8CQllgC88Ih0SqoBAuqlRbgrG5ZSjYshhMeSaKZcyuVxoSlsxq+ZuYlOnRPrs/UFLUnOOwskf8Gos1guBGqBkSGlGpNUu0/JL0moH05jpH8P5XkozpjTjJ/7dbYpq2UIKn7J+8ndPozYpk+ImabXbqERKapNRmzmlmWJ4Mlr6FM+h6aOJ9QUS/y26wQe0vetfKwsVaCQBtZCARYoOQmqsLRtyE536fkdFxqfHj/hqOuSdPKXrR+T1hVdf8RXYmY349cEDBkHMWtiivRHydnuV0jSdWVaAteRVja8UIDDWumJWOPME/40nNUIIhJLNuA2Geyfc/ewhD24+4uGtPaYnM+aTzDXUKkVvvUN/o8tbP7nC9Z9ept1PaJ+R1FRFxXB3xN7dA+5+vsPulweMDsbMJyllWblM7tCj3U/ob/a4+PYG1350iZULfdq9FtI/Jampa6qi5sHNXb783X327x9x8OCoIWwZdW2XC/9XYW17wN/+Dz/j3b+8TnelvSQ1AFhIZzmHD47Yu3fE3t0Djh6dcHIwYj5OyeY5pjFoe74mCH06K226ax0uv3+Bqx9epLfepbvafv6dWyiygpP9Mf/f//IrPv3Hz1i/tMr2O1t8/A8fcvHtTR59ecCDm494cOMRB/ePmI3n5GnpEoQ8TasbMdjsceGtDbbf3eLK+xdpD1qnIzRiYf13x11JH2k1ngzxmh4JKRQhTh9bmDmVSUG6vpznoaxqdocT7h+MmGVnTz37c8JonvHl7pAfX5s5Tf43sKFe14ZpIzEbjVMODif88y9v89mNRwCkacHJybwhKK4PRQhB0grY2uwRBpqjoylFXuF5iro2rK226XVjPK2YzwtGozmj8ZzJOOUPn+8wmTW7dNZydDxjUaxanVOWc+bnXNak05yqcFKXk4MxBw+OiJKQpBuTzV3hr+cpvMBjZavHYKP71DtUCBfPPGg/P5r+WUjhdtnbUcB6P+HyWp93t1fZ6LWJ/NcLSLBPLB+7Xkjfj5iWOXvphHGZUZiazbiNIWZc5BykM2Lt4Sm17KOSQlBj3rjFXWkqHswPuTs7YFZl1NawGnTo+DG+UBgskzJlUqXMqgyJpO8ndLyYtucM57PKxTl7zXRnEZ5iraUwFbMqpzQ1RV2xFfVp6ZCsLjjKJ6SmIK9LdENutNRoIckaghVIj4H/gvPxc2AW0bfnONBOFinPvLgIVYAvPdIsZVw6T5+WmoHXJVYhM2spTElau+MUNGEATxrwPalpa5eMmdUFs2pOS7/ivf+cHseL0SZ/u/KXDMsRt2d3KU1JZSouxRe4FF9gJRjQ8zpkdc64mjCppgyLE/4w+oK97BBwErWTYtSEFTj54HlIom3a058N6/gB3yyk8NAioeO/j2x7HKT/ib35nLIefS0R7fmoGwI6BSFfmkpmbE5W7SPEMY0oFWtrrK0xuEnuWaBkRCB79IOfshH/F7T8yy644Jl4ZilbIBTGzrC2RKt1pOhizAmWEinbuGX+n07qpITEl4q0KjjIQCvBZpKQVm79t5G0uNjpuKLouuZwPudwPmernbCRJMTe2b6nvgekBpSSzCcZD2/tMj2Z8cWv7/Dw9i57Xx0wG6dk8wLbnLA7K216ax1mozmzccqVDy6w/e4WfujjvyLlqCoqJsMZR4+G3Pt8h3ufPeTu5zvs3T1gOpyRzdziHwFKK1qdiN56l6OdYybHUy69f5FL727SGbQJWwHyBWWFxhissRw+HLJ395Cb//IlN//lK44fDRnujZbTk7p2f+dpQZG5qYptjJ5KS+JORBgHKM/JVtLm8T15oq3LmmyWs/fVATd+8yX3b+yw99UhR7snjA7HZDM3hbLWInATKKUV7X6L7mqH4d6I0eGYax9d4upH2wRxQPDMrrZlsWDLuPf5Dr/9x8+5cH2d2Tilt96mqmpufvIld353j53bexztDMlmOXlWUpcVUknCVkB/o8vBgyPGR1NMVXPh+ga99Q5++PJddC1CIj1YGu0WcgwtA7Tw8U1CZXKU0AihyOoxhZmihI8vY7T4+m5bUdXsDac8ODxh/m+c1KR5wcHIcjxJmWY5iaDxY3wDJ0r7OKWuMbxAY/a/eKHHykpCtxsTBBolBUkr5PL2gNk8Z/9gwsloTuBr6tqwfbHPykqC0o9biW3joWHxZ9H1NGixvtZmdbVNGPnfup8GcPctBaY2FHnpps7TDKUVek1DWlA2/25qQ9wOEVu9p46ykpILKx1+dHXrNHeHkoLQ9+i0Qjb7bTb6CevdhPgVn6lnoaUk1j55XfFgNmI/nTIqMtZC95mTTRu0bLTe86pkXhZkVbm8vied3MjUrsvLV3op0XrT1MXGWmZVzkk5JatdN3la5+hKMcNSmopZlTGvcrK6bFK0BFoqOp6TVdTNQtxYg688WjpcEpqykazVtiYzBXnzb/M6Z1hOyeqCwlSE0ne+wroEAXldYqyhNNUy7elVcNOeRhlwjlW04IkutDO8UFpoNwGxbgqzkO0JIdHCQ4rnlQG/+BEufrMoYa5t3fgmH3doVc3xLE351C11vQ460fjpLoVxxzC3zjuT1hnvIeg1ErTF1R4fLeen0UKzGgyIVOQ8QU0a21mxmJw5r9YPrObbghAKhWrKOOPG2zJj3hj0KzM7BbkxbsryipfJYqjs7LVJqhIhWraI9TaJd5VB+DG94CO0bCF4OqjD/b+PRKHkipPTL0iNiDGkCBF/Z907L4KWEl8p56ssUqyAdhDQC0LyuKITBMSej7WWtKq4PxqRViWdIGQlignOKO/8HpAagVKSw4fH/PL//FdO9sfc+d09irxESjcxCeOAdJYzH6eMDseMj6cM90fc+ORL/ua//wu8QDPY6uOH3ZfeVzbPufO7e3zx69t88as7PLj5iPk0oypqlJb4kYfna0xtyec5k+GM6WjOwcNjbv32Lu/+7Bp/+V//mKsfbbNxdY1APX/hYCpDWVTc+OQO//S/fcLe3UP27x+hG3Iy2OrTWUkwtaEqKg4eHnO8O3IyuCZW2I98Lr69yebVNeJ2xMblVS5cWyfuPJZtLZ7T/v0jPv/1bf75f/8ND2/tks8LJ6erarSnXNqRVkglnO5/mnO8e7LcSf7i17f5q//2p/iRz+rFwddIzbOwxpBOMw4fHvPZL2/x8NYeX3xyh51be05W1zx+P/LJZhlFVjI9mZNOM453Tzh4cMzx7gkf/c07/OTff/BKUhOpLlr4T31BuOhoiUDh4hSNIztCYKyTPQgkUig8+fWdv7Kq2RtOeHAwYnaOfpo/J5SVoTYFw+mc3eGETTj1pOBFUEqStAK63YhOEqKV5Bd/dZ1rV9ZYlqwai+9rkiQgDD20VrTbIdeurXLv/jE3b+1RVTVB6LG+2ub61TXW19ooKQkCTbcb0+lEtJKQD967wL/7u3eW/jzbSD+SJKDVCpzs7VuG52uSXkxVVKSHE8qydh0g3ZjVrR5hHKA9zfGjE44OJ5RFhdYK8URinqclH1zeYHv1dA3sQjSxuFoSeJrQ0/jnaB+PmjbpcZnzy/177Gcz9uYT1kOnt55XBYWpSasSEGR1RWFqclOjhGQtbHEl6XOQzRiXGVq46UWgNJHyvvMOp1dBCEGgPDpeTNcTzcQgQgnJuJy7KYrUdH1Nf7FYRxApn4HvDOSeUBwVEw6zcRMbHFDUJaNqRmUNcTPJiLSPFpK0LpwsrZjhSUWiQyIVECmfwlTkpmo8NHKZTHQqjuHGQ4+bi89zPE57X1+7zmMiJIRA8jSBXcQpA+yYXbI6ozSPd8RLUzGupszrjC0VkOgWvvQQOO/Sk+RlIR+blBNaKnpqc8+THomIuRJvsxGskZucvM75dPQZvxp+Ssdrcz25QqhcYluiW3S9Dh923uHDzrvL52GtRQpJS0cu1vkUPUFfh32KiP2AbxdSBPhS0Q8+JlKbHOf/ylH6CbPyHvPqAW/SuMxXfRLvGoPwY1bCvyLSm2iZvMJvKFFygJRthAicJE11kbaNONf785uFEpJAKma2IKsrKlMjhWAjSeiFIVqpZclmZQzdIKA0hm4YEnvemeKc4XtAaqwFUxuG+yNu/uYrpBLEnYj17grd1U5DNLzGlzLnaGfY+Drcgry33qHVjXjvr96mu+JSI8Qzsbp15aYMe3cPufmbL/nDP93gwc1dZqM5g80e3bUO7X6LKAnxAw9jDOkkYzKcMtx3JOrhzV2MMfih5xZLvRZqIFHe12MwZ+M5w70RX/7+Pn/8Tzcp0oKyrLn83gUuvbfFYLNHb62DtZaqqDl4eMz+/SMe3HjE3r0D6rJG+5rViwOu//gyg80eaxcHrG4PCCP/qQmRk+856V6RlQgh6K11lt6VxR/lOVKTTXOmoznHj4Yc7gw5ORizf/+I/kaX1Qt9pBSsXui/9DUzxjYEZYjFErcjJsMZcSeit96h008Ik8D5JmY505PZkkSNDifkaUmZV4Sxz+UPLhJ3ImegfsHkS8sALV+ejvHsjtiLzLXGWIqqZjLPORrPOBrPnmpe/7cIYy2mtpxMUx4cjAg977VJjZSSOAro91psrHeYTHOUlBSNx2QxYdHe484ZKQRhoFkZJBweTsmLivk8J8sr1tfarK226bQjhBQEvqbTDllbSbi41SOOffKiWhbWLjwsSkqi0P9Okre8QKNFTF3WlE3Km1SS3mqbqB05EuMpvFATxv5z3/NKSlY7LVY7322pWuIFXEq6DPOUcZHR9UM8IRmEMaHSFI0+uuuHbMUd2p5PaWraXoASkpWwhcUSao+TPMWTio4f0vYCvO+oSPcsUELS81rUUd1IwDSB9LBYtJRkdbAkLguPTW0NiQ5JdAjCESFPagLlEauAto4opUdhalq2bmQZ7veh8tqZ4YIAACAASURBVPGkpqVDVoMOofJoqZBAeQTSY1hO3WejOVKLBDUpJK88em6H57VMcOflQ0KI5cRGC03YdMcsoISkpWO0VIRpyKSaspsdLAWJw+KE3BQE0qfjJXT9dpMY53puZnXKvflDRuUEieAoP6a2X/c/Tqoph/kx4IhUZSoq66ZjVTO5EYjmftqs+H1GwQRfehSmfIrUeFI3zyngfDNGsdxgex20o4DWd+AFfFOx2mnRb8e0Qv+lEfRSaBCaSGwQqEEjV1cEaoBXJBRmRFmPXYcM3+0GpkCjRICWCZ7q0Pau0w3epxf8iG7wPkqEgPzaGvKp2xACISIgeuJ21RsTG2ytmxQvQk8W6Y4t36fl+8vLLDx/lTHMyxLdTPBjz1t+P5/GjvDGkxpT1+SZZXw0pa5q3vnZNX7y7z9g6+oaKxf6aE8jpKDMK4q85A//dINP/+Nn7NzaZefOPl/+/j7ZPCfuxFz9aBulXILNk6iKiv17R9z617t89stb3PndPUCweW2dn/1XH/H2x1fpb3ZptWOEdPKKuqzZf3DE7X+9y43f3OGLX9/h4N4Rv/4Pv0MqyfZbGwSRT6TCZXLRAkePThop2CNODsa0+wkrFwb8/L/5Cb/47z52U4zGxGuMIZ3mHO0c84//0y+Zj+fMRilKSborbbaur7P99harF/sEkY8XeE+RtiAO2Li0yuyjOXtf7XP5vS3WtldY2x6wur1ClAQorZdRskVWks0y/vjPN/nN//sHdr/a5/DhkP27h3z6j5/RXW3z7l9ef+lrZo0lneaUecVslNJZafPWT69w/ceXufrRNmvbA+f5EW5qdbx3wu1P73Hzkzv88T/fYnQ44eGtR6xc6HHw8Jjuapv2IHkhqfkmURvDNM05Gs8ZTlOmaU71QzkaACezjDuPjhi0Y65tDV7rnKmUk5itDFpcveImL3/4fId/+e29pczFWsvlSwN+8fPrBEEX0aSCBUIQhpqwKdcE8LSi1fIJAhcG4PsapSRbWz3ee2eT0Tjl//gPv38cj2wt2lP84ufX6XQihJJ8298Cnq/xQkUY+fRXO07UIgVB6C3DD9JJRhgHXLi+Trv35rRB94NoSV7K2rlgjLUknk/iBU0criM1F1tdJ2cVgo4fooSgH0TE2mMjalMYgxTOa7Io1H3ToIVkI+zR95OGE4hlhPJ60KXGIJb/PXE9qQikx6zOSWsnuVoLus3EJ0YKSddvgWUZYy2FQOFS0iLlsxn2l5HNqgmPKGcVw2KKuyJU1pCbikDq5eN6ERadE08G7pwFdiFdO4cHRCAIpU9HJ2jpiID3hGdGCknbaxGrmLVgQGYyvpjc5g/jLwDXDeNLn7VghVV/wMDvI4C2N6KlIobFiF8e/Ysr51Q+s2qOL5vv3YUEFcv9+Q6/Ov4tdUMmDRbbkMK3kqv0faficOqKhK1onczkPMr2uTO9t5zEWSxdr83HvR9xtRUihHpl+tzXjkkjqVenSK57EaQUbK10uLrRX97mvzV04pCtlQ6r3RbeKSRKAid1bXtvE6p12v5bTIt3GOWfMy6+IK+PKcx3S2qUjAjUCm3/Ol3/A9r+2yTedQLVQ4oAeLMm2OdBZQ1ZXT5VqPksrLVkdc1RmvK73T12pxO2O122u10udtp4UXTqT8obT2qsBVsbPF/TXWlz8e1N3v+rt9i8skZntb1sFK9rg6lqsBapBNZY9u4dMTqcUOYVu18ecLx7QrvfotWJm9t2Z+giL3lwa5cbn9xm5/Ye2Szn0vsXePdn1/ngF2/z1k+v0FlpE8bB8nrWWgZbPeIkxBjDwYNj9u8dcfjwmIe3dnlwa5cgDvBD72uL8cnxlPtf7HC0M6RIS5JrcWPI3+bajy4hpHQkg8fJYt3VNl/+/j73b+xg6gPHfOsaayHuhHRWnm8aVVoSJSHrl1f44BfvUFc1g60eK5s9Bps9J+16ogejKqtGmmaYTzJMbTjaOWF0OOHuZw/58cGLE0CeRF05E2XYCkj6La59tM2P//49Lry9QX/jaRng6vGAKAnBWvbuHjop2iTjZH/M0cNj1rdXXALba0iETvvlURnD0WTOo+Mxk3lO+UPs5hIn05Qvd4+5trWyNOOe98tUCJd4l7QCti8OkFKys3vCZJI9dZtxFKBVsx8qmiQU5RZntbF4nqKdBCStEk/uIKzG1sq1QuuA1d6Ut6+M2NmdYes5UCGosEg8rfEkUKdYsQayD0j4ljTIUko8X+EHmqgVPCXLAUd64k7kkshClzz4LKq65v7BiL3h5Ft5jAusdltcWusRNFK1QGkCpZ0PoCEsi8X+AtZaAqmprUVJ8dRiO1AaXypHgHhMH5+9jTcFUkhiHRDZZieR5z/WZ1u4F7/XRjbyMjfhiXVAqHyUkITqMZF79vYC5cEzihFrLT0vIQtK6sZDkuiwmRKc7thJKRqCdOpD8NT9101a12mQ6BYbwRqxDt00Q0jaXoIWCi09YhXiSc89VwRtnRCpkK1oHYRgWJwwKWYUeYnJBHWqsC0PPwoIYvd6dL0OV+JtEt0ib/w6vvRpqZi1YIX1YJWO18aXPgKBLz0SHbuJzOIgWOj6Hfpex5ElIVAoAuVIlLGW/fyQY3Hy1PdHrCMX3938W5YWjVy0JmmHxK0AP9Av9OlJIVDycSfVeSCFYHu1y1++s31usvp9R+R7dJOQ9V6C752C1DTnI1918VUXJQJXsCm7BHqVrNprijCnjd8mx5gMQ4F5SUjAabDom5EiaHwzMVq2CNQqkd4i8a/R9t4m1luEeh35BsjGzovFWWJaZIzLnMNsxqTMsUCkXy4nM9YyKwqO5ymx59MOAtZaZ9vce+NJzQK9jS7v/+Id3vmLa2xeWSPpt5YLf2iMjJ7i0rsX6K11ONkf8/kvb1MVFbPxnIMHRzy88YiL72wtSQ0AFvJ5wd0/PuCz/3yL4f6YuBPx/l+9xV/8w0dc+XCb3loH/YwOXQhBZ5Dw1sdXSac59z7fIZs1XpT9MXc+vUerEzPY6uEFT79BZ+OU/XuHTE9cAtNgo8dbP73CYLP33GmEUpIg8lnbXmH7nS2mJ3NO9seMDiYcPRqSzS++/OAJ6K11+Ojv3sUaixe4uGYv0F87qSqlEKFg69o69r80jI8mfPHr28ynKXVdMx+fJjXEwfM1m1fXeO8vr/Huz69z9Ufbz/XjtDoRVz/cJpvm3PjkS452T5gcT8nnBUePhpwcjFi92AdOX8B0XlSVYW844d7BiOm/8YCAZzGaZtx5dMzHb82XC9vXRRB4XNjssTJo8e7bG1/rbggCTTsJkeppoUdVGdKsJAo9Ll7oM+gOEfUNTCFBBAg5QMg1uslXBBc/4+J6TF61wMzBTkH4SOGRtIaI6iZC/hxIcCvK72B37DmHLunFBP8/e2/6JEeSnvn9PDzuiLyzbtx9z3BmeMyKx3J3KWnN9oNsTf+mpI8rk+mDViutJJLDHXJIDqenT6BxFurIO+5bHzwyqwAUGlXoAQY9y8cMjUZlZmVkZIS7v/4+h9tmj0hx4aIoKyr+5vOH/Od/enlmwm8Cf/zxTf79H/9gU9Ss8aoiRBNiU/BchNfRZrwL+LZjvugxWxps2+uO1brror3yd70MI6tLx3AUjbYBUyqL58ts1gihDCOUbunq7143DUVdK3rIJVo1Y2tIx/BVRg8aZVNRNdVZx6j9+ZompqhkGgfOHlvWSBkmpBnzacjxyZKHX02Yezn5sIZ2P2xg9Plx/xOKNkMIIZ6hghmasaG6aWjccA8YmP32+2if1NC6yila3BoaGiNzQEf3ue7uq1ycc6dNCh1fd5FCEf+CVcqv/v4hq0XMrfd32L82YDjuvLSoWdNeNe31E9s1TXBzZ8CffHITXWqbzd3/mqAJZTVuGvKFceoyMGQfKRwcfZdh/Qek1QlJeUxUPCAqHpBWE7JqQl4tqJsAXivlSUEIA0PrYskRtr6Fox/gGTdw9QNcYx9D6yKFixSmoo79DuA4Dfl6OeFhuGCZp3QMi57ptJsZz0EITClxDQPfsja0tLyqaGiudJ98b4qazsDjxsf7ShjffXHXfp3x4PddnI7N9rURWwcDZidLwnnM4nTF0/un9LfPugRN05AnBcE8YvJkxumTGUWaM9jqsv/eDjc/OaC/9aL71mZn1TIwLIPhbo/xwZDTR1MWpyuiVcLT+6dc+2BPZeg8hzIvSYKUIiuhAcs16Y06WK75woJhTcWRunII8/uuMiuoa9JE5ehUxcszVNa/T7m/vZp/KzS1W9UZeOze2qY7VjqkIi+pq1TtnrX2us9rk56Hburs3Bhz6/eus31thP8SOo1u6Ph9nd5Wl8F2F7/vkQQJZVESLuJNx+htoKgqThYhj04WRMk/FzXnkeQ5k1XDPIhZxRmOZWB/R4G9lBqua+K6335tpllBFGUEgcqVefR4RlVW+J7PznaPfi9EE4nyvAeaegVNiSknGO4KNBMhLZo6g0ZxrAU6KvysAnG+f/Bm8bKiwDD1S3UjVUJ8xTxMCGK1A6YJgWXomLrcLJaqpqEsa7JC5f2Acq3zbBNd186c4S5AnCrXrsse+/nHXlrQfA93k191zC97XAp55VDGb3sPW6owztd9vdQ0lTXzGt9BVdfk62voFTWNOlbrmSLhsvB0Fw+14ZjUOZpmEhYV9WJGVtbURbMp4ixpvtSI56W/+1VW0Oc+gyUtLGlxGdPssiiZz0Lm04jxTpc873yrRbwmBIZUYaav2+oWCBzTYNBxMHX9Up2KqyApClZZRlnXaAgcQ8e3rCuLtt8mgixjEsVITaNjmdi6jqXrL73mpTCR0sSgQ9M0mHKAre9suid5PSevFuT1krIOqOpsk3HTNBUqzaqmaWrWvVxlTqSBkK2hh46Gia65GLKLqQ2w5BBb38bR97DkGEsO30pnpqgrVnnKMk+ZphFh+ez65vPFCcs8pahKFnnCvWDKz04eMFpNrvQ+daOoyQ/COQ+CGfeDGUVd0TUdbnWG9MyLs53WmpqebbPj+yrs9zXuj+9NUeN0bHZubtHf7iL1l99YQhMqIXirw8EHu5RFRTCLCOYRxw8n3PzkrKtRVw1RELM4XbKahcRBuqFrDXf7G83Oq2A6JsOdHp2Rj9Sl6tg8XbCahxcuxpVP/Zn7idAEmq69skjQNJUXsEmzLioVYvkGNB+GpZyaLEcVWk3dUDUqN6eqamX9/IpFoG5Itq6PuPHRPt4l9AGGKfEHPp2+y+yp3tpZFxRp8UY+40UoyoqTecjj0wVR+mL68H/NyMuKsmqYhwkn84Bx3/vORc1lEUUZDx/P+Ob+hHvfnFCWNY5j0uu5bG916Dg9tKanKAbChSahqZ/SNCGgg7BBeAitoWkkAh2E0QoqHYQ2UM97xznMUtO4vt3nx7f3+PTBMasoU8JLKfAdi75nY+gSTQiysiRKcqZBTF6UajfMkOwMO/i2SVXXvOy2Gnacd3oB88+4PIQQGLpywNNeMcdchKquSfOCvKz+2YL4NwBNU/ehLr+bQUZV1+RlhS5fnRZ/VQRZxt3pjLgokEKw2+lwS9ff6TFhEsX84skhlq5zezhgy/NURtS3mAich655LSVtQNf8gIaCuimpGxXmXVQLijqgblRxUzcqyLtuilafJRFCbylmJpqwVDGjddCFh665aC1DQP0xEes56C1gbcf/2eKYv5884VG4eObxVZsxllYFh9GSqMi5t5piaVeb44umIq8qojInLHKiMkMg2HF8Pu5vM7Je3Fxomoa0LMmrioFjY2gacVFgaFqrZbv8luP3pqixbJPe2MftOGjfcmOtOxtuR4U5Hj+cApCEKcvTgOzc7ntT18SrhMUkIAlTqqJEoBMuI774+b22A/Jq3uvk8YwHnx+yPA2oyoqyUJS3LM43uTLnYTom3aHPxFV6lniVMHkyY/f21gvPXRc+VVkTLmLmJ0uyJEeTAse38LoOuvnqm6Kua6qy3riNJYEK+Mwz5TRWtQGHTd3Q1E2beF7w4LMnZ5SgBppaGQGgvXpyk7pGZ+gz3O1jv2InHlRGjmmr7pe2NmRoj+tNz6XK9axkFWdMg5hpEJEWl3c9E21Ox6jncn3cx7HeXU5skhcswoRFlLIIE4ry5Z2+82haB5N5mPDgZI6hS0ZvyYVL1yWeazIceCRJXxlldB2u7Q/wXAvD6NNUN1D3qwVNDHWIED0abRehDRDagIYM0WSARAiJKngshOi3Wpp3u5sgBNiGrpyPbJO+77A37LAz6DDwHXzHwmjDiouqIs4KlmHCZBlxOFshNY2h77Az6NDz7DZv6EXc3Bm8lvXzf+2Is4J5GLOMUoIko6zUveWYBh3Xpu/Z9H2Hum5Ii5Jlew8OOw67g267QP3NQhNgGTqWqb9WUVNWNXFWkBclb9uFuKkbyrJiOY+59+Uxy3lEWSqmgG5Ien2Xrd0uVjverpYJ05MVSesoWldq89C2DRzXpD/0GIx88qwkTQuW84jlPN7c9nWlcpR0Q8OyDbZ2evSHaowry4rFLGK1iInjnLJQUQ/Lecx8Gik2wyU236QmsAyJaUikpm3cHq90Xmgoqoo0L156D38XFHVNlOcEWaaKYk2qbo1pYeoSU0oseebsWlQVZV2TliVpUWIbOk5rx7u2a2+ahrQoSErV9atpcHQD21DF0rpgquqarKo23eW6qSmqGqkpxyyjLQarRs3ZeVWRVzUnYcQkivEtk6QoCLKMqq4RqOWDYxh4beBwVTcbk471Eq9Bo2kMmkaHxsVozRxUN6akkCFVE7WREAVNU6r/p4SWZrrWzoi2eJGajS5cpLDan//2qGVr+qdAUNQ1YZkRFTlJa7+fVyVpVVA3DXFTkNcVizy5ssNf2dQUrctZ1dT0LYc9t8sn/R1+PNxny/EvfN36Gmgadf0p/aB25Y2U782spRsq7NK+gKJ1ESzHpDvqYDkq1CdLcqJltMl5AbWQjVcpq0lIkRY0jWolnzya8Z/+p7/iL//D3wKvXuYUeUWWZGRJQZ7mSF2SpcUm1PJ5uL7D+GDI8aMJAsHidMX9Xz/m+kf7F/7+pm4o85Lp0wWHd0+IljFSl3SHPsPd3itzY0AN1nlaMHs65+EXhxw9OGX6ZM5yEhAu4k0GTlkok4CyKCmLinARUT2zuL/8BSY0Dde36Qw8pd951fOFQOqa6sQJVdQ0bUfrTe8Q1k1DmObMgljRq6LsQvrNy6BCDnXe3x/z7376ETuDy6d9v22cLAK+eHzKFw9P+CwvLl3UrLEIY+4dTRl2Xe4wekNH+Sw8z+L6tRG72z1+7wcHCFTRbJo6pqmD6COEy5lqo0agKALqjw7oCNZUAXhGri5M3vWCZo2qbijrBkvX2en7/MVP3uMP3z/AMnS1+9tO0nVzRh26fzzn//7lXeZBQs+zuTbu8YObOwz8iyk5liHfWhfudwlBkvL54xO+Ppzw4GS+0eVt9zvc2R3y0cEWrmVSVBWTVcRXhxM+e3jC793aZdz13lBRozKKHPP18oDKqibJCvKieuvZKnXdkGcl81nE3/3NXXSpkSY5mtRwXYsPPtnD89/fFDWnx0v+4b98w+nxijBIKIqKqqwYbXXY2evz0Q8P6A08oihjNgn58tMnfP35Iev8KjVvVziexXDk89M/e39T1ORZyYN7p9z94ojjpwuiIMVxTeqmYTGL6HSdS9GkpaahGetujXK9q64w1wDQQF5UxGnxRjfQ6nYOXqQp5Vxlh/Rtm55tY9jaJl8kryqivGASq8Ji2/PY9j0c4+yaq5uGZZoxiSKioqCoKnZ8n5Hn4hnmuaKmIUgzolzdO0VdEWQ5li651u3Rtc82bZZpyirLWKU5x2FIVlWst9nCLGMSRpTtGmK743HQU1EZ6w6Xockzm/+WQbPWj7mmgdR1BBpCGJiyS9P4nMWyNuf+X+EsPap1RhQa0FLSfsvzi65p9E2Hfa/L7c6ArCo4jFdkSUhWFaRlubFSLxvFyMnr6spH3bSB2mt3x/22oPnD8QG/P9rH0V+8XjUhsA2jtXNeMYkjNcdrV9chfm9mLU1q6Ia+sQJ+FaQhMW1TPR9VrGRJ8YzGpWkaiqwgizPK9ueqYFJF0POi5W+D0JTmxfYs3I6N32upWxfsjPW3u7z3k5tMDud880+PiFYJDz8/5Nd//ZUKw/RtbE+5gdV1TbhU+Tt3//E+8+MFQhP0x1327+ywf2cHt+NccEQKeVoQr2Imh3Mef/WUp/dOOHpwyuJkRbiIVeFVtzdna2elMms0pKE6O+t9jKtCCIFu6ZiOiXZJfvlaG3VmUHN1G9HXQVXVTFcxh5MlQax2eK4C2zTY6vvc2O5zZ2/I7rD7ho70u6PnWggEYZzzzdGMgKvR7OZhwt3DKe/tjd/QEb4IXSpNgGO/bAI34Ble8vMXzUWDRnPu7++HhL2uGyariCeTJbapszPwubU94Nq4pwTYz403yv9fcZzf2xvxjZixijMWYYJtGoy63y1v6NvQNA1Vk1I1haJmINGEjkBSU9I0FU1bZJ4J6k2VKwHUTUlZJ5RNSlknbVCuj2zpHb/tpOzzKKqKNCs5nofcfTplFiRs9Xx2h2qfs6obHk+W2IbOdt9X9MCiJGo3UqI0f2NdEE0T2KaBYxnI1+zUJFlBWhQUlVrwrQ0h3jSquiZNC+U2OvLp9hyKoiJYJkxOVpyerFgtk43jmOOYbO10MS2dNC0oC9XpD1cJX33+lMHY5+PmGlWlArBnk4CH30y4cWeLgxsjyqIiz0ompwFHh3Pms5AoSEEIglXM08czTp4u8H2LrW31PnGUsVokZNnlOjXrOc6QEscyMHVJWtRX/v6zoiRMM7remzPQiYuCZZLhW6roSIqA+7M5N/p9Pt4eIzWNqq55sgp4OFd0JiHg0XLJg8WCO8Mhtwb91q2yJsgzpnFCUavOzmIywZrrfLK9xfW+0jtHRc5nJ6cchyEDx8HSJXlV0bEsyqamrBvKuuQ0jLg3n5MUBbbUVRETRUhNOWNKoe67rCzJSpV/trYVrutm0xnQpYYhJXFRkOSF0igC2x0fw5MbcwullVHnRTngqi7SWkog21iAtTbkPMtHEw2agIaaqloXRGePp3lBlOaYusS1TNUlkhp13WzuN03TFOOmbtr5UG7O92UghaBjWhy4PepRw9j2mWYRsyxmkaUcxku+Xk6IyhxXNxlYDlu2jy2vViasu0GWrmNLnZv+gFudIe93x/RM+6UzcVFVpGVJUVcUler2SE2jrOorjTXfm6JmnVHxKt3JGpqmgi81dSVRlzVlXj4j4GuahrKo2raxOnHSkNiuRW/cxbnAUvUycDwbr+/idS+myo32+pi2weOvj/B6LkmQspoElHnJ46+O2L4+YrTfp6mhyAuO7p9ydP+E44cTgmlEb6vDzo0xNz454PrH+1jfYgCQxRknj6b8+mdf8bP//e958rWyrG7qRlnqDjwGOz28noPj28r8wDRoazvu/vIBy8mKqnydoka5qenG5Xmtvy2Udc3pIuThyYIgubqWxrUMDsZd9kc9+r5Dx3nzTm2vjUYN9ofT5WtRjBZBwj1mzIL4DRzcbwPv9rV5HmVdczhZ8dWTCT+5s8dH17cZdb1v3YGXmqDjWNzeHRImOX//9ROEECTZmzbCqCnqiLxeKRvT1spUE4KqzpRlalPSoDoAUhgI2d0UNVWTk1ULkmpCXE6QwsQ3DnDkCE3Kdvfz3UBRVMzCmCfTJd8czfEdk3/5g9tcG3cRQvCrB0f8x3/4CkNq3Nwe4NnmW9MJyk1RY76WS1bZ2jknWbkxnXgTlKeLUFc1SZJj2Qa/9wc3uPPBDkJofP3FU/6f/+NTwiBltYjp9hx0XTLe6eJ3bHVuBZtu///7f/6aX/7iAe99uKseayuIJMmZzyP++OBD/vW//SGaJsjSgv/8H3/NZ798RLBMWCwiNCFYLmKODxeEQcof/sl7fPKjawgBjx9OOX66ZLWIr7QRakgN1zKwTElWXszqeBka2qImyciv2Gm/CsIs5/58zrbvs9fpcBpG/OPRET/Jc671u5hSkpUVd6dTfv7oCTf6Pd4fjfj8dMIXp6f8d+817HV8pKYpNkSWM08SbEOnqht+9fSYRZrRscxNURNmOX/35JAvJxM+2d5ir9PBlBJHNxSbpq5ZpRkPF0v+7vEhmhB8tDUmKUqerBTFtqwrXENR28q6Jq4VPe0oCJGaQG83gKTQcAwDx9SZRjHTKMGQGo6hY0hJz7bQpXzBbKBBFdxFpYxY6qbBNpUpQZaXivZ2rvCXmsDUdeqmJsvV84V2llM0XUU8ma7ouhZ7gw6ubWKhU5QVWVFiSIlp6ORFSVqWeJa5KWouCyk0OrqF4xlsOz4/HlYqQ6YsWeYpv5g85n8p/pHDeMl2q3/56fgaI/tqFHMpNHSh0TVtepaNp5u4uokl9ZfOtHXTEG8ogw0aiiZPozp1V8H3pqhpatW1uKyVbN2K2ptGDW6boujcawXiGfG90ASmbTLc6/ODP/6A/Ts7r3WsuqVjOSY3Pt7HvGBn2XItNKnxwe/fIvgff8rdf7jP3V8+ZHkakMY58+MFnaHffm7VqUnClM7AZ+f6mOsf7XPnRzc4eH8H27UuLJzWGprp0YJP/+pLfvVXX/D4i6ekcUZn4DM+GLJ3e5vBTo/u0Mf2LUzbxDAluq5vXh+tYr76xTdUr2lnKMT3w/WobF3PHp7MCV+nqLENDsY9docdbNN4IzSS3xQcy2Dc8xj3PDqO4kgXbebRZZDkJU2gwknnQYJj6djmu6Yhusw19+5fl8+jaRriLGcVpQC47bX2snvsbFLVNs5oUZazjFOirCBIMrKyJExz5lFCx7a4NlQL8TgvWMUpizjFMQ26joVnmXiWyWkQcbQINrk1pi4xpMQ2dKUXMFN0PaGoI4o6om5KhNDoGNcwtS5ReURWLVvXn4aiDtGEQZdbNFTk1YqiDinqmLSaE5dHkge15wAAIABJREFU6JqHo49VEfS2TvglkZUlp8uQRZTiWDrjrsd2z2O75wOCcddj3FExBMeLkIHv4Jg6VVWTlSVPJkv+9qtHaJpGWVXoUmLoGvvDHgcjtdh73WFU0zRc28CzzUuFFF6EtR5iESbP6LbeNDSp4TgmrmfS63v0hz6aJui0eU4AeV6S56XqyAQpx08XioHA2R1+erwiWMabrs8ahqHjeRadnsNg6CHaosZ1VQFYlTVpUlDXNVGY0gC2Y9DtuQyGPg0Nq2WC37HJ8/JKRaNp6PQ8G9cyCZN8Q/25DNQ4UDAPE/byy2s/rwpL1xm6Dju+x27HJ68qTCmp29T3IMuYJylHQcgkjrB0Hdc0OQoCjsOI0yhmnqT4lonVXntlXRPlBUlRcBrHLNOUpC0MFG22IavUv0euy81BH0PT6No2tqGTVyWnUcQqy3AMnY5lsdvxqZuGgePgGuccz4TSgaZlSVHVm5wiQavhkJKkKCBRxVSU5ehSUtY1eVW99Bovq5rJKiJMMqUDQZkMpUXZOkc2OK02uCjU7zENdb/HWY4mBI5lbF4XJBnLKCXNlabFaAupJC+IswLPUpo8KTV0bd3lW1sdX+4+VAHCKujXOtd9KeuKvuVwmoaMbJewyOgaNtu2z3vdMbvu1aj0mlDFoqsbuLrK5nqVwYRAdZIsXWfsuphS2+inbP1qZcr3p6hpGupSifikfomiplK6kDXHVUqJYerP5sAI0HQN3ZRtcSOwHJPt6yP+xb/7CT/6Vx+/1rGuF/IqQfzFxZ5uSKSu8dG/uMPOrTH/1//81xw/nJCEGcEiYn68RNclQmsH9Y7SpVx7f5cbnxzwyR9/wK0fXsft2Bfm2qjP35CnBSePpvziP33K5z+/SxwkDHd73PrhNX74Zx/yB3/xAwY7ffRWQLrZORC0tLycB58/adPWf7dRVmedmtcqaiyTa+MeOwP/re1ivi5MQ9KXDsOOS9e1cEyDKq2pLlnV5EWpLIWDmNNlyKjrvYNFze8mmka50CV5sRHSXup17WurqibNS5JM0R3mUcIqSXk0XfLl0wk3xn2GvoMmBKeriG9OZnx9PGXke9zeHrA/6OKYBo+mC3721UMl+G2gY5t0HIu+59D3TLqdGb43h6ahakqS6oSqydHQwRCs8gdE5RG2HCCERlgcIoWBpXWBmlXxgLxaoQmTvA5IqxlmU1I3b24B912QFWpTJEoztns+B6MurmVuOmhdx+bG9oAwyThZhtR1ze6wq8TVWcnXTydMlhFZWRLnBa5p4Nsmf/7DO5ui5nUhNYFnmfi2orW8HpkY0rxkFiQM2k7025gVDF3S7Tm4noVlnRkdaFJgWQa6LhWVrFDC8pOjBf/w83ssFzFlqWg7Ugru3z0lTQoVCl03mw0cxzUZjn1czzo3lyoTgrVOJ89K8qwkiXJMU6fTd1VBJdTGqG5IvLao0a9grWwZOn3fwbPN17LajtOceZCQvsGipmOZOMaAG/0+Nwd96qZhr9PBMQxlOJOmPFmuOAmVsc5pFFE1NcdhSFoULNOU0yhC1zRcw9h8ziDLmMcJQaY6TUoUrha3mhBYUmfoOHwwHvGTvd325xpSE5xGMSdhRFIUXOt12e10uD0cYGga13s9Oi1VrmlprUVVERdKS623dLmyrpXds6YRZmtDBPV9NlWFJoRylXxJ5lZelhxOV0xWEcOOGi8PZwGTZUSQZGhCMOq6SE0QJDl1XWMZ+qaAsU2dUddTlLzWlt+QGlmhxuayrknbTlwYZww6LuOex7DjMuw4bUHU2kh/x+9YCg1PN+iZNgPTYWEmuIZB17TZcTsceK83/mh8e2bZeYi2oOkCXctiq3IJ85wG6FhXY718b4qaMq+Iw5Q8ybE9C/EKOlOe5oTziDwtEIDpGLhdB/2c+FXTBI5v4/eVkL2uG/I0J0+LjTGBpl2e8nZZrNuSaZQxPZyzmoZkSc7W9SHj/QGdYYdO31XPkxq2ayo3t70+4/0he3e26Q59NPlyXnORFSxOlkyezJifLEkCFZo53B3wwz/9kE/+xfvs3FCZP+KCROIYyNPye7iXfTXUTUNWnLmezYKY7EquZ2pQ8B2TnUGHUcfDeMeLQE2IjQXw7rDLZBmTFiVVfbnPrRbIDbMg4f7RDF1qb1Sb8c84gyaUk5ZrGUxXMV8eTuj5NqOuiy7lCx3CuqVILMKEb45nPJku0TRl8RukGZMgYhmnTIKIaRgz9B2VHK+pQl9rHYd6rsXAc3BNQ1m8N82GO64JZZLRdWw0AXGWo1sLNOtE2Zai0TS1+puauimpmoymKTFlB0O45FWgXIaoN92Zusnx9TFSs8iqJbqwf6vuQd+Gqq5J8pKirHEsXRU058ZnQ9fwbZMkK5Q+xS7bvKGaKMvZG3b56NrWRgD9dLbicLpiFsQs4xTb0F/buGFt6WybqlvjWAZZUarv+QpI0kJZufc8dgZvp1cmhEBKZR5zfp4SnNNeNpAlBbNJwPQ0YDGLFFPidh9dlzR1w3KRsNGNnoPWhtxuohLOve/5ed8w1KZoWVakcU55jvJVV8rMIMsK6ury58UydIYdVxWIV1xjNE1DmOScLiOS7Lul3X8bpKZtdstNKTE09We96F//6VgmN/o9tjs++90ud4YDwiznvdGQgeMobc48Y5YkNMCO77PleUzjmJMoUsG0TUNzjq61fl/HeH7DTL2nyudSXQBDUxbZckPpEjiGQde22r+VlGBd1FSN0tSYUiMuSpXLk2aEWc7AsRl6LiPPfbl2rFFrB1AbmqYumaxidKnRsU20tjO+/izKbEBg6pKua7edbTVWr7UzdWtgsIn6AGzDQPrK6KOqayxdMvAcMkoehnN6pk3XsDe2x1WjulFSk2iIzb+VJkg5xgnA0OSZCH+tgZE6A8tlliWYmup2GUKd2zeF9Wctq4pFkrBMVXFZ1TXLVBWHXcu6UmHzvSlqirwgXiqXLusS9sBZnG+KBYTAdEy8vod5zilEaBpux6E78jEtk7quScKMaBEro4CiAlO8Mo/ldTE9nPP5z+9xePeIcBHz43/9CX/6P/wB1z/aV9Q3ASrQ6Yw+pwZ4+dIOzRp5WjA5nDN5MiMJU+q6wbB0tq4N+dGff8ztH15DN/WXFmxVUZFGKUVeXt1v8nuEpmlI2jb+PEhYRulmsLoMNCEwdEnHsdgZdBh23XeaenYeSgfU42QecLIMr1TMAcyDmHtPZ4x6b8fW+Z+hJiDfMem4FseLgLyqOBh1ubE9wLXEC9de1TSkecFkFfH5oxO+OZ6ja2qBG6QZYiVYJRmLKCXJlRB8I3IFfMtkf9hlf9Dh+qinKGwCdClxTGOT6r3T67DX77BKUoI0Ji1DZDnF0Dx0zVEhdK0JgKKP1WhCx9W3ceSYokkoqhAQlE1KXgVoQseRYzQhKaqQhgb5jk5ZyhK+oqrrlv/+LA9fCg1L15GaMghYL16KqiJMc7b7Pv/mx+/ht7v2//EfvuKrwymrOGUexAx85/WLGtTi1DIkvmPhO5Za2F2Rqx5lOUfzgGtbvSuNkd8J4mzR9W1IkpzVKmE2CUninGs3x/zxn3+IaenkeclsGvC3f/2iPewzxdFLoGnK8KYoK7KsZLWIydvgbICqVBuuUZA9U+y8CrapM+q4dFzryp2apoEgyThdhMRvsKjRUFSiizoWyldIFR9jz2PkuXwwGvHx1pgGteg32mLxy8mUu9MZaVkCDTf6Pcaey+PlkjDP0bXzBWVLYdIu/l7WYbJaaz5Q1fWmK1NurIAbXMNg5Lpomthcr4Jz7lwItNb1rGoa7k5nPJgteG885NZwgK69PKxWRTiozRxFJTWYBTFFWalg1XZDo2hF7nVbRBlSw9DPrLyzlpqWFSV5obQ4da30Oa5pYHgSU5eb7lLHtdnud7gXTngQzLjlD3F1c3N/pFVBUVfY0kDXJGlVUNaVKkQRys1MCLyWhnYepibpmw49074SFfK7ommU49xpFPFkFSAEFFXNNI6xdZ1t32PLu/wa492cIS5AEqQcPTilO/Lx+97G1ex51O1FsZoGPL13TLiIEAI6fY/ta8NnxP+apuH1XAbbPTpDD9uzKPOKJEo5ejDhyb1jtg6G+JcIjrwK6rqmqRpOHk357GdfsZwEdAYee7e2uPOTmwx3+htNzXd5jyIryNOCuqrRpMC0DWxXObStaXEv6/SEi5gnd49ZnK7euo3n20RV1UyWEY9PFgTx1QoaUK5n457HVs/HtZQv/7dNT7PTgJOnC1zf2vDDmwZMS1eUhnYHKI1z0iRXGidDxzAlRivqL4uK6WlAHGX0+i5ex0Y3lDVlWVZEQcrx4ZwiLxmMOnT7DrZrYRhrtxR1hJ6tKHNPJkuMJ6dXPnezMOHu0ykfXHu1C1rd1JRNQVkXVNRqZ0iz0IVOTUPTqNyCuqko6kJREDQbTUgaGsq6IKtTZU+rOUghNwsSgKLOyWoV8iWFRBc6Uuibx7MqJatT0iohrzNc6eHoLoYw0bXvD3VOb4XmP7mzz9eHEw4nS/7y1w94OgvoeTaebSqNDUJRGFpdzOF0xdeHE5qm4f39EXvjLg0Qphl5WZ459jx3+a/zl/R2Z++8xeb6/K8XIGfaHoEpu3j6DlWTUzVZa3CqoQkTKSxU4JxAQ29Tt/WNm5mGjiV7VE1OWB5S1zlReYSuuSoT4h2ESolX4uOyrimrZ92s6raAWfPl1+dK7dxadF0L3zbxbQvRduMsQypBeFluXJteB2fdIknPU1k5cZaTFVcrasIk48lkyZ290VszOdjgFWt+w9CxbAPD1MmykqePZ/zTL+5vTHRWC6V7sW3zylI6oQlc10LXJaOxTxJlfP35U1aLGMPUWc3jjZnBVTQ1jmkw7nt0Xftbs/cuQkNDEGcczQPCNHtzjnQbacrFv7dn2zi6zuPlioeLBZoQpK3pQQPc6PXY7XYwNA1TSk7DiFmSYEqd0yhmGsebrsvzb/uy97R1nb2OT1FVPFgsWKYpcVEyiZSdtBRaq72mHZeeWys2a+LWuR/BJsV+7HlYuhK1v+x86lJju+/T82w6joWhS/aGXbquvSm4aDsORanue9maE5zXQJaVerxoc3nWay1Dl2oTpNXQVK3d9KijKG1VUxOXOSdJsHGSy2sVeJlVBZ5uYUpJVOYUVYXXCvUbwJEGu053U6yuCzffsHi/O8LVDYqm4rrff0Z786agOm4C37TY8mql2WoanFYbdZEF9Lfhe1PURKuEp/dOlMD9zg5w8QetKxXYuDgNeHL3mCRMEULQGXps3xzjdc/sjzUp8Hsuw90+3ZEK9oyWMWmU8fTuMY8+f4rrO7/xoqaplOvayaMJv/7Zlzi+TX+7y+7tbW5+fPAbobs1dUPVevQ3dYMmNSzHxHSMSzmRreYhj744ZH68vDBA9HcFVd0wWYY8OJm/luuZbeqb8EPb1F8p5p0cL/nl337D9l6f9z7eQ0o1AHd6iqfdtAYXwSphPg3xPAvXt/B8e1PUFEXF00dTTo6W3HxvW+mvWu54npVMT1b809/eJwwSPvzBAddvjxlJDV1/lmLh2iYH4x7bff+1BMTzIOYeyuL5VWhoyKqUtIopmkIFlel9NCmpm4qqKamairzOSKpILXR1iakJamrSOmFZzDCEiWZIhGYhz1GR8jojKJdIITGFhSVtpDgb3tJKvX5RzFgVC7asXcbs4Oqgv2QseRehS407eyMaGk4WIZ8+OOZ4HvJXn95n1HXpeTa2qQSqWa4sX6ertWVww3v7Iz65sc3OsMMkiomyohX7X9yQXWvszrmPXgICWw7oGDZh+ZSkOkXDAAFSGJvOzfnnn4cUJo4ck1ZTltk90mpGVs1x9R1q883tSn8XqJR4lRNUlCob6PwGSVXXZIVa3FiGjqmr/r9jGmq33rHaxY56vi411QnTBHlZ/UaKCENK+r5Dv+Nwuoqu/PowyXk8WTIL4rfXqbkkLFvH7zo4rkmeFXzz9QlHhwscx8R2TJaLiF7fxXXNly6WXwZNaDieiedbbO/1mU1CPvunx/zib+7hd2x0QyNLC/oDT2WsXRK2pbPV9+l69pWttpsGVnGKnAvCJKOuG4T29k15Bo5Nx7I4iSIeLBY8DQK+nEyoKtX9+Is7t9ju+Fi6EvSHec7d6Ywgy/BNkyfLYENhuyxcw+Cg12WRphytAhZpxpNVQFqUnIQRHct65e97/iwJYKvtNr1MR3MeZlvE0NBqkeHauLcp5tTvXP+Ws2Np1v8Rzz6+/vma2q02i158/roAqZuGoq44TgJO0pCozInKjKBIScqCrmFjSZ2gSMnrir7p0DFsTE0ysFw83cTXLYSmbRxIOobFR/1tdt0ueV3SM+0rFxSvC00IBo6Nb5l4pupWjyKHoq7xrFczs87je1PULE5XfPGLezgdh+Fun/HBEL/nbmhYdV3T1A2Hd495/OVTHn72ROlIhMDtqrDLa+/v4g+eLVCEJrA9i5ufXOP08Yy7//iAYBZx71cPka2gv65r+ltd7NYP/vmBo8gK0jgnmIcsTwNs32K018d2bYwLKF5N6xhUFcorX0tydFMnmEcsTldtTo31jCXgVaEbEq/n4nVdpCGpyookTAlmIbOjJf2tLo7vbISN6x2C1TRkfrzky7+9x6d/9SVH35xcKlDs+4qqrjldRjw4nhPEVy9qHMtgv3U9M3X9ld9XXauCNo4y5pOQNMkJVgnXb29hO4aaDEqVlVBkJU+mIXlecufDXa7f3mp/i9q12YheNyFgSuuwfmzzvb3kmGzTYLvvM+56uO0O/1XE52lesggT5kHMbBXjWMYLQXB1U5FUMXEZEZRLsjpBFwa2dFt9hXo8KgNWxYKiyTE1C0/vqs8l1Mie1xmLfIqhWW0HR4XWJWVMWK5IqpisTijqnKIpGJpb7Fj76ndXIUWdtYXPikUxpWP02Mwi3yNoQqPv29zaGfLnP7zNqOtxPA82hWVZ1c8YXRhSsjvo4FoGOwOfO3sjPr6+Tc93GKUeeet6l+QFH+yN2Wk7jprQGHVcfFsFRXYc+xne/3bP5yc399rdUI2uY9N1LFzTYNxx6Lg1vlFgSB+/3kMgkcLCkkN0YdMzb+HqW1iyjxQWvrFP1YywtF6bxG1iyg62HFHUEVWTYcoOrr6NrjnvlJ0zKCercdcjSFIenS4xdI0kK5TFr4AwzXk8XSKAg3GPge+0FJQzKs35ziPPjf2/ifBh05BstY5sj04WV359khWcLkJmq4hVlCI1gWW8esw7j/U8s0mGetlOuK7R7blcuzlCNySmKen0zjYkByOfn/z0FprU2Nnr4XcdbNvgxu0x//K//YSidSJbd7nzrCSJc+58uIPUNdx2Lv/gk326A5fxTo84yVVhqQkObo5ACHYP+ji+ueZEsX99iGFIFvOYLCtwHOWSVhQVmq5humarrarafI01fe7Fz+pYBts9n2HHxTL0Tb7KZaE6saXKV5uuGHQcuu7rxVA8D980uTUYkJUlmhD0bBtdSrZ8l9/f38MzDbY8T9km6zp3BgPK27cB1R1pTWe51ushhaBv2xtns/1up3VD0/lwawQIbvT7m/PUsSz+8OCAuMjZ9l5krGhCYOs617pd/vTmDeKiwGktouOiYOy67He7+KZ1cYHyUkqZottdBmsnsfOQrdbw+eedx1Ufh7N75ZnnnyuKmqZBFwJHGuhCo2coqpuGwNDkxoQhq0qqpsZpneXapvoGpiYZ2ioItaprLKljvkE9zRpKownzNGUaxZuOoybAMYwrM4W+V0VNHCb4XY9rH+xi2sYz7l9N3VCVNY+/fMrP/rdfcP/Tx6Rxjtt1cLsuWwcjDj7YwzBf/JIsx+TWD6+RhAmzpwtOHk2598uHJEGK23GwXBPTUtSti675IisJZiFPvj7i/qePGOz2VTbLtsrKeV6T07THu16A5mkBImFxumLyZMZob4DlmPAddl50Q8fve/h9D92QaiEdpCxOA6ZP54z3B5i2+axbSwPLyYq7v3zAZ//la371l18QB8nbpxq8RVR1zeki4uFrdmpcy+RgpIoa6wqZL1mSM5+GnB4vOXw0RTck+zeGlIVy7SvzkrKseHx/wtHhnE7PPVfUvBzr+1+0VuWaVH8uGshtU8fSPUZdF88yMKRG1V6Xl/oMRUlRVcyChMkqYtzzLihqasIyYJafsizm5FVG1+hjaKa6/puapIqZ5ac8SR5SNRU79j6O9DfdASEERZ0xz6dYmk3X6GM2FgYmcRVylD6hqDMQsCoWzPMJpVvSN4YsiinH6SG6ZmBqJlEZsCwWbNfppT7juwYhoOvaeLbFsOPyo9u7/PKbp3z5+JTTpbLZTrKcqm5wLZ2Oq0wEbu0M+PHtPa5v9fEdJVRtWHdoWjpGy2Vf7wZuNBzP5sQBsNvvsNM7W3BsOjrrrcX2nx57mwW5mkMV7axvvt+W4Wr87hjXz39KLPpt8K7ix6txUNuIgN81WLpku+9xsgw4XYUb6+11XkUQZzw6nTPqeOz0PDquvVlYvK0gS1OXiirb9680Vq2R5AVpXjBdxSyjVAVHGi/PnngZNrvZ37IjrhuS3sCl03M4uDlSuqBz1K7RVofhqB0jxNk8eeu9bW7c3np2Jbh54/W4KPB8C9ez6A1d3vtkl6KoiOIMu/1MN+5ssX0wQEqx6aI0NOzfGLJ/Y0RRqNBqRelVXdFVmHI6DYjzQumrqkqNwYIL2ReuaWD1dQYdB9s0kFJe2qwFWh1XUTJdRjyZLDB07TdW1KzF2RvRevtdbbcC//M/A3h/NOLOcEhZ1xR1ja6pYl2240nfsenZNnvdjsoh0cQzBYc8R9vuWhZ/cuPahpb0PDQhMKXkWr/Hfq/biuzPcmHWY9i7N0q8Hi76HBrPfkZbGtjSwNQkuibJq5KyqTFb+tg0iwiLjLpSNNj1mHr+LBmaZGA6z2yfvI1zuC52J1HE19MZSVEghGCv02G/27lyEPo7X9SYtnItsz0L27UI5iF/+R/+js9/frcNsTSRhiSLc9Io5cFnT7j/q8fMT5ZIXePmJwd89NP3uPbRXmvpfPY1rQdC3dTZvj4iTwtmR0sQcPJwwuJ0xad/9QWzowWfXvuS7rDT0re01jK6Ul2aKCNaxSwnAfPjJR/8wS1ufLRPb9S5kNOhaRq6qUT7H/30DtPDOfPjJV/8/C55WuB2bBzffqZTI4QqVHRTx3JNvK7L1rUhw90+vXEHx392MNMtnf5Wl+3rI3ZujllOAsJFzMnDCX/9v/6Ch589Yev6CNuxEJogT9XnmDyZ8fT+CWmYcvv3rrOcBixOA9IoJYvfdFjf20PTup4to5RZEDNdxVe2xtQ0gWcb7A47bPU8jCtYOXsdNVlrmiCJss1uYhxmRGFKsExYLWLCICVrrUgvczyWpWO7inIB0Bt4dHuu6hg+N0EI1GTrOxb74x6rOOVoHlJcQeyqXNDijQvasPOsC1pNTVJFxGWEK30Gxhhf93H1Dqa2djRpkELH17toQmNobtE1ehjCWCsxkELH1Cx07dlFVF7nBOWCsi7RNbWrY2o2UihaW1alhGXAlrXDlrVL3nZsLO03M/n/NpDlJWlekmYFohbc3hky7LgswoQoKc4WeqiFbMe1GXZctns+pq6yEqKianM1BI5tbmiQSVYQpzmGLvEcc8P/Xl87Saoe16WmHKF0pQ8pyoqiqDAMHUPXKMs2eb5d3AhN7WLGaUFeVJuf26a+WRg+C6HGzs3E/XYW/q8L05AMfZf9YZcbW32itOCvP3/AP37zVAU3xil9z+HauMd2v4MutdfaRPlux6iz3fc3VNnXQQNMVhGfPTwGGnzH+lY6c9M0JHlBlpcbrVHahhP2XBvPObMzXptUGFJFLNStrW0QZ2iaoO85WIbeCsIbyjZHxJSyFabXrXGFpKwr8qJSDlctN/988QPqHlmuEk6nIaYhMQzJZBqqazzJyPIKzzWxTJ2snRvGQx/L0jmdBMRJjuda2LaxCUYsioo0Kzk8WpJmJaOBh/OScGzRatG6js3BqEtWlEyW4ZW6NVXdcDQP+PLxhJ7nsH9F+++mpX5VlTqfTQNSCsUoKNdxGII0U9+DYxn0uw6C1h1RiI0Qv65UsWJJSVFW5FmOaegYre12VddIqWG1dOkXug/n8HwX5DzOHPBUgdOIhro564b9NseJV733d318jZHt8RE7zxDYlJ5UIIRG3dQbHU9eV2gIbE1nZHls2R361os0u/Pn9W3hfDjp0HU5aG3B46IgLUvCPKf4XStqLNdSwvmBh9OxmTyZ8euffaU6EQMXx7OxXItwEbOaBeSJsmTWpMqfufXD6/zZv/8j9m5vvZTvqhuS8cEQy7VIo1QFjUUZ93/9mOVfB3z2X+5iOWabF+OjG5IiL0njjHiVkCU5ZVZsOhqWY5KE2UvThTUp0KRk+8aYH/w3H/Dpz77k+MGEz/7maz77m69f8hoN27VwOzbdUYftGyN+8Kcf8uEf3caw9BeKGsPU6W2p5+3e2ub08Yw0zjh+MOHk0ZTeuMP29RF2688frRKWJysV9BkkvP/7t/jRv/qYyZMZDz4/ZH7M71xRk2QFq0i5C11GF3IeQih7SM822R10GPf8S7merfNCOn1n03kJVwmWZZBnBcEqZj4JiQJV2MRhSpEXl6IACiEwLR3XtXDaUNbe0HuGtnERPEcZBkyWEdNVfKWihgZmq5hvns7Y6r1IFWiahriMiKuQA/MmW9YetrTRRZsBUauFnS4MukYfW7MZm9t4+lngl0CgC0MVNUJ/hnpU1BmrYklNjdO4gMCRLoZmUFOT1xlxGWA6N9ixDkirlKRKsLVvPyfvKtbXbRBmZHlJQ8ONrQG+ZxHFaszxXBWOqOhPDZah3BLrWtkwF0VFnOYEYYpl6mrRpwkVXphkTGYhrm1i6HKT87FGkuVM5xGWpeM55oa2mBcVUZLjCzB0UzlF5aXayTeUz07TQJR2N1GTAAAgAElEQVTkBFGqFjeGjtScjYHFxXh3C5nzMKRk4DscjHrc3hny6cNj/r9f3yeIlaZzf9jlo4Mtbm732en75GVFnL3d8dQyJFt9n52Bj20aZ421K2K6ivn0wRE93+HO/rebhDSNoq0twoSsqEiKgmWYUlQV18c9hPDR26IkyXLqutlcU0VZKZOL2ap1jlLWy3WtUtzjrFAZPLYFqB1oXUocFDV2nQeiaRq61C5cKM/mEXe/OWE09Ol1HZ4cLXh6tCSIUrK8ZDz06Xg2qzCloeH9W9v4nsWX906YzkIGfY/hwGU89JGaug/StCCK1P3Z8W3cbxlqhICOa3Ew7rGIEmZBfCVXuqpuOJoFfPH4lPcPXm3Y8sL3g+r4FGVFkuY0DRimpCpr4rR1jtUliyDh8HTJqOfhthtmWV6oUF9DUpZK8G5bBo4uScqKIM7wHFXopHlJUZS4jvlGctxeJ+fn+4wty2fLumC+5UyTs76/ozIjr0psqfNBd5s9t3tlXdmbhq5pbLkuUqgCuQxD8qoiyHKKK8of3vmixvEstq4NufHxAdc/3mf6ZMbOzQfMj5cE85A8zUnClCJT7eDu0MfxbfbubLN/Z4cf/OkH7N7awuu5L62C1z+3HJPrH+0jdUlvq8ujLw45fTRjcboiDVPKoiJcRBuaRdM0mJaiwVmOid/36G11+b0/+5Dhbg/LsS58z3ARsZqEHN495ujBKfEqQeprIb+JlM9bNj/rrx/MlVV1GmWcPJjwgz/5gDs/vsH4YEhncNYaBhjs9Pijf/sj+ttd7v3yIccPVAeqKqu2exOhSam0Rb7N1vUR/e0u7/3oBh/+0R3u/eohaZRRpAWryeo38p2+C6jqhskq4v7xnNVraGlsw2DUc9nuK72C1K42TCj+/Is7M3lWEq5S8rZIPk8Fq+uGNMlZziImJyuODxdIKSnLit2DAf2Rf6GLzquu+/MuaHcPr+rCA7Mg5t7RlA+vv0iP04RGx+hRNDmrYkFQLrE1B0/v0DeH6MJoqSjrcyLaToM6trIuydvCZVHMQClxKJqcsSkxNYsta4eoDDcFkuI761iaja93GZpbJFXEl+GnnGZHzLJTfHm1lOTfNuq6IYhSVmHKbBkTRKog8RxF4yuKisPjJWGccfvaCN+zOJkGpFnJsOdimTp5URFEKSezkLKs8BwTQ/c21qxCCNK05Og0oONZuI6JpglsTWOxijmdh2rHvayYLiLSvOBgp8+NvQFPT5Y8OVly+9qI67sGs2XMZB4y7Ll0PJu8DZWbL2PiNMdzLLq+Tem+PH/gXe7MPI/1sfqOxvv7Fl3X58ODmqLUkJpPx7EZdUy2+yaGLNE0wbjr8Mn1EQNfZ29gI8SSqrYQmNzadvjvf3+fnX6fnZ6La5WU9RwNCyEsVOfqaveqJpQGpuva7Aw6jHsey/+fvTd7kuTKzvx+13f38Ngj91qxo7vZzW6y2SPOcGxM0hOf9CbT/6d/QKYHvYwkM2loIjkcskk2utEACqg118hYfV/u1cP1iMysyipkFApAodkfLFEZS3p4+HW/fs853/m+OKPYJImBvt5///SM29t9FnFG6Lu4jfri81DoinjcUCKrSivyxVnBkWlQVDVbvRDPtlgkOYuVAqXSleeyqomzAsMQPDmb0wtz+qFPUdVMo1Q7sEtNd9QKdFoCN68q4qxkpxcS+u5LBVwMw8CyTdqhx9awTRznLJcZvm+jlBZTsW2txlRVNUmig5WirDAtLb7iuTa9ToBpGsRJsa7qgDYBlw3d6nmsjlcv9Hj/YMT5MuGr4wmbSGFIJZlEKU9OZxxPFozn8dqL6CbI8pLzWUycFdS1xHNt+qY+vrNliutYhP0QtzHoniwS0i9LiqIizgpc28L3bF0hMLS9ga7emliWwWw5J8lKkrSgKCvevTXi9u6K1vdm+uJed56oZUatcioZUcoltUyoVIpSFZIKpapGfv4lKirfIzruh3Sc9688pxoPmivVSMA1LPaCDoM6WHvawIvHbVW1u9zv9vz2vi0IIfBsm37z+3ao17GeZdHxfqDmmxcNhNqCDaF9WYKOz9btIR/82X1+9p9+xORoRn+3x+f/9BVf/PqhDm5mMYah+1d621127o746V99zE//6iP6u116W50rn/E8VoPmeDYH7+2ydWvI7Y/2OfrylE///gFf/eYJJ4/OmJ7OSZYpVdWUUX0HP/TpDkMGu1323tnRwdeH+/R3e7i+c4VLu5JMXZxHPPnskMMHJ5w8GpPGOY5n0+6HtActbMe+YhKqpFbEypKcNMpYTCLOD6c8e3DMo989a3pytOBB+zkhhP52l1/89z9h7/42g50eX/z6IV998oTzwynRNEZKiWGatAch/e0u7/z0Dh//xbvc/dEt7n50gGEZnD2dsDhfcvLYQrysGrHiszY+OgCmZW6m5NaUslfbMC0Ts2ncfNOZBakU43nMw5MJi2Tz/grXsdjp66yn79o3nqAF+ma9kr4VDd96tagsi5o4yptJtFFBaRqKlVKkScF8GjM9jxifLNbBdSv0aHcDhH0RFBg3DLRajQraVi98Uf7yBpgsE746MZjF6RUONoAhTNp2l1pVPEm+Ylqc4ZkBPXuIbTh07F5zXFYcYYPL2flaVWS1FgNYlDMtC61KTGHSsfq4hsfI3cEQBuP8RH8mVkNX82jbXYZym2lxzlH2lLiKSOuEHbm/8ff8PqGUYhGlHJ4uGE8joiRn1Cw2VkHNs9M542nEqN/CdSxOzyOWcaZpkoFLmhWcjJd8/ugUQwju3xrSa0xTV8c/z0tOz5c6S90P8Vwb17aYLhI+f3iGZRmEvsvpZMnhyRyBYHsQcnS24NMHJ3RaHgc7PabzhMeHU23OaRgsopT5MmU61wvRQVeuaSl/SAg9k3f3HO7vhEhlYogWtrkFwkSpFDAxKLGFjWe7DNs2H91qI2WCVDNq6WOKkLvbHre3djGEjyE8ajWnqpdYRrdR9dv8OjUMA9cwaAfaU2urF5IV1cZBzTRKWSY5H97aZhalWKb2wGnYgi+grGqSvFxTlrKyZJnmlLWu5rU8F9s0WSQZR5MFyySnrCW+Y62rhUIIorQgLVoErhavmEUpZ/No7eDu2TaWpc0Yy7omKyocy+TWVvel86BpanpaO/QYDkKm84T5Ml3TpnQlQ2IYkOcVaVZSVhl1LXFsXeX0XYdeV/uTjScRZirW1Ki6qY4KYb40sOq2fN47GPHwdLqxx5lSMItSaik5PNeO9kbjnwJfvyDNi4qT8yWzKMU0DHodn07LpSwrZsuUduBhb134Lo3nMY+OMpZJTtT0VYUtD9+1tfpn0ysz6rUY9kIOTxc8OZkSJTllqRMpe6MOQph813Zuqrmn6lWmolIJRT0nq45JqxPy+pyiPqdWObXSAY9UBQoJ6u2ap4QwXwhqXjbWjmmxF3w9LVEqRSHrtaGyKYwrvU6vixUVbiVtsOp7en7fXcvCtSx6vv+NPvOtCWpWOv7jJOXLyZRky+MX/8uv6LV83nlvj+3bQ2pT4A9avP+Le/R2u9z92R2KtKAu9KQsDAMvdPHbHp29HrlnUJlaWaGsa8pau6uuOKtCaHWFVdNkLRVxXpDlBdK16N3q82PnQ+5+fEC8SFjME6aLmEWSERUlrmOz3W8z7If0ei26gzadYUhn2Mbx7BcW9PE8YTGJ+M3f/J5/+r8+YTZeAIof/eo9bn2wR6urRQ1M07iScVcoVKOalcU5J4/HHD444avfPCaaxjz+/SHtQcjtD/fYu3/1uApDYFgG3a027//iPqODPh/9xXukUUqRlesT2PEdvMClv9NluNenu9XGMA3239nh3/31z/ngF/eZnMz5+C/eW7s7rz9D6ICwv9vlr/6nX3L7gz0AgrbPe39674oT9KvQHbX5yb//iO07I/7sf/wTbNdm69aA7TujtfLcm4JsKjWPXrNS4zsWe4Muu4PORk23W7tdfvrL+/SGIaZl0B+1ef9HB7TaHmHb4+DOkHbXb6SdFffe36Esam7dGyGEIGg5jHa7/Mmf3ePuu9sEgUvY8eiP9Pb0e1ze+3iPupa0e8HX7lPg2uwNO2x1Ww1dQ2wkDrFSQZssNX0icC8yhQKBZ/j0nCGGMNnx9jGFhWf4hFYbS9iEVgfX8KhVhSUsHOOCg24KC99qsePt45gOUklcwyW0Onim35y/Jq7h0bUHgA6kOlYPQxgEZsiWKwitDqN6h0oVVLJm4I4IzBDL2Ewu8vuCAqKkYLpIaLc8drc6dEOfTugReJrupcPki/df6OJdwHUstvq6L2B/u8ew19LywkIH27Zl4ns2znOZ97KsieKM7WGbW7s9bMugriW2ZTBfpjo7fWkH1Po/vd1u28d1LLK8Ik5z5lGKYcDgBufnDwsVUqZIlaBURa1m1GqOgYMwPFASqXIEJkI4GEaIJdpIlVLWZyhVopA6uBcCgYsQDlLFSJWCdR/T2Kxv4nkErsPdnT5ns4jxPN64t0dJRY3kydmM//LJV/zsnX1++s4+1+WvBFplse27+r6ZFbp6G7j4jk3L0/K7UZozjzPiRoHMd218RyeLyrpeV2Ok0mayaXFBafMcG9cy8RvpV23IqJom/VX19/r7z6DXwjAE/a7uMdgahHoBbxjrpJBS2vG8qnTPTy11EgEUnucQXqpq3trrM2wSi55r0wqctdHiy9DyHPYGHXZ6bfphQF3rPqRNUFY1nz87o9vy+OWHt+mHN6PXWqZBGLikuaYFAnRDnzQrmS1TqloyW6bMo4zJIqEoK/wm0dFvawU/0zTwXB3c6eNUU1a6KgyaXhd4DqYh6LV9LMu4tnL1baOQM/J6TFodkZSHTRAzaSo1MbVKqVWKXFVo1v++XVUagKLeXL3w6/A0nvP/HD9gmqeMvBb32wM+7u3Qc78ZVfsfzp7yD+MntG2PruPxcW+H97ubUyVvircnqJGKvKw5T1K+mM4wRx4//fEvuD3ostttU0nJIs1wux73d3scfHxAnBfYpoFr2Y1xn3Z1LqqKKCuI8oLK1By9rKyIC11irRqDTiEEw1BzRqVSFHXNPM1Icl1Wbe102bu3vW5OjPKC00XMyXzJ0XSB59jc3xqw0wnpBt7XckWjecLRl6f89m8/52/+t3+gMwzZujXgo794j//0P/87/MD72sV7luQ8/vSQT//+AdE01hWbz48IOj5/PvuTFzLlK/+S7rCthQu4s9G47N7bYvfeq1W3hBC4voPrO/zqr3/Or/765xt9xgqdQUjnV+/x8a/ee62/vwlWx6eSkvE84VFjurkpPMdmf9hhb0PVs+F2h+F2Z/24PwzpDy+4sa22z+6tfiP7fVFxWcFv+mVGl7bxPIKWy/0Pdm+8T75r41gmw45WL7NN3Vx406k8LytkrJg2gguiK9ZBjSEMPNPHNT26dv/KDWJFN7NfYX5pGRYWFr4ZsO3tXb//BHRV/4rs7er8D6wWgdVCrVS0XoO28zZAKUWalSzjnK1+yO29PoHn4Lk2htA0nVXyQDf51tS1DowvD6Rjmwz6rXVg1Gl68VSTZl/1uliNcICU+qiWle7DsSyDrWGIlKpZgJo6C1vVuml3/dmSupYoqYOawHVp+Q6n50stRRtlSKm4s6E4x9sOpSRKZToAUSBVTC1nGEYLmx2kKqjqcwCEcLDNPUwrQKqEsj6jljNqtcQQDobwAROBhVQpigrLHDYL9NdfFAauzd3tHqfTZdPwv+F3RCcAn57N+NvfQsf3+Oj2Do5lvGg+KXTVoB24LNOcvKyxLZPAtQlc3ZMFkBa6R6aoam1oGLgETZCS5AVlJdcUs6KqSXNNYZNS0vZ9Wp5D4NqUtSTOCoQhm6bpRir7Jd+l3wvoXwqsh4OQQb91yWvkYi55fm17XaCyt7N5wBm4DoHrsNMPGXYC0rwgK6uNFtNlVfPl0TlKwa2tLu8dDNfqY6+CZZqEgcsyyTmdRIAWA1kJhggByzhjmWTESY4wBJ3Aw3MsHMekrvWay3M0DS3LS9JM90alTc9Tp+XjOKYWGWj72ldt46O0OS7YPxJFTV6dsSg+Y5r/K9P8n8mqU/J6/B3syZtHKd98K8BhsuB/f/RbHkZT3u+M+A+797nd6n3joOafzw/5Xz//b+z4bW61evim/WJQo64m4FYz3OtQ396aoEarlyiqWpJXNQ5X5UVnccpnx2OG7RbBrsM8zXh6Pif0XEbtgKoxNztZRBzPlrQ9h7bvreUjj2ZLHp9P8R0b2zSZxilFVfPxwTamIZhEKbM0JS0q0qJcBzbv7Yxoew7nUcIy0+6sizRnHCWEnktV37x0Pztd8MWvH3L2dIKUktGtAT/+yw84eG8Hv+VdlVd+CSzbZLjbY++dLYKOr4PBtCCLMuoNHaL/rSIvK5ZJo3o2j0k3XFgJ0VQ3Bm12epsFNTf/jFVQ+sY3fe1nmaZB23fZH3aIs4LxPN7Is0YpxflCc8Jty3xBBW39Wd/i7ezV275Q0fohwhCCXsdnd9Rmtkw5/11C6Du0Q4+9rQ6ObRH6DkvH4snxlMdHU56daIfv3a0O4TpZcv0iTzcKl0xmMSfnSyxLexbdKns4tonn2uyOOhRFzW9+f8h0kTKeRtw7GDDshURJQZLmnM9i/ttvHvPsZM5kHrM1CFFSEac5eVlRlNpbKcu1bGdZvV20jm8KISwMo42qCyo1RaoMMDFEiGVso6gR2NRyTi3nSDFHyn7zeIJCYopQ086MAKV0xlgHN4qVJPY3gTYM7nBrq8ew0+JsrvujNlHdAlgkOU/OZnz65JSdfps72z1ub/euHg90AmjlxzNstzAMneywTQPL0j0wUiocyyQrSm1OaptrQ+B1pQaagMih29IVStWYmdqWiW0aTJaprnI0RikrUQGzcXK/Kb6PWWK7F/Kn7x0ghGAWZ1T1zcdDKsUiyTk8n/PJw2NC3+XeTp+d/qt7By3LoBt6ev5veVhNNaWqZdNzZ9BrB3RXHjgCLfBh6mrLKvFhNWNZ1ZKqqtcUI9m8bpr6HtNped/ZsdXBTEVcPGJRfM6y/IJl8YCsOiGrT6lk8h3tyb9tmIaBY1ikdclJuiSuXhRIUUBeVeRVRdGsqduui29vbv751gQ1qxhNKkUlJZbS3FjL0DSIeZrz4HRCWUve2eoTZQVPpnOGYYDv2BS1zvQ8OZ/x2dGYd7YHdPymKUopThcRvz8as9MN6fguj89nLLOcrU6Lru/xbLbgZL7UvPKy4ngeYZsmg1aAVJJHzftD19XKKlmBEJuZZc3HS7765CnjwylSSga7PT74s3fYubulPXBuANM06Y7abB0M8AIX1fjcFFlBXcnr9fn/wKC18GtWBliGENrB4gYRgEL7Lcy+ieqZqVXPdnq62da5QTC62Wd8dwENNMoxQhAGLnvDLueLhGlDPbgpdFAT89XxOTv9F1VZ1svob+k73Uwq84d7YQihFxt1Lfns4SlPjme0fIdBN6DlO2wP27RbHss443waM1umLOOMMPB0T0CzqLRMA9syrrjXA1SVJMlKoiQnauiYAn1O7Iw6OqjZ6nA+i/nq6TlJVpBmOjDpdwOiJCfJCmaLhGcnM5ZxRlHWTYZdkBclcaozuLZlgkJXct5Casc3gRAWphGiVAJyDEiEcDGNDpY5AvQNW6mcSp0iVYpUWfOTYogA0+hjGAGGCJAyplZLBAZq1W+mmnP5NU9nt5F2XvXRPTtfUNVyI48UgDgriLOC3z89Wzfjb/fD9Xmmj4cWJ3Ask9BvzKu5/noddVsvPPcq7A1erFYrBeeLmLJROhWGoKpramneOKh5ubDKRrt3Y6y2u9Vt8bN39pguE37/5JRayhv3pytFU7lS/PbxCa5t4TkW/XaAaby8KX/V2B8GLjtDHQCtxmd3dPX47m9dVKHWXkNcP54XTIPm8Sve+/Xf7dWGlS97v2xEABbF55wk/zeL4gvi8hGKPyZ/v0uYQsuuZ1VFUcek1YvUStUwpaKiYJkXjYeXwDKMtTnxTfHWBDWmYWiOresQNP8Ow4C2767Nry5jddE8z5Hp+C63h11uD7vcGnRouReGmQIYhS1uD7vUUnG6iLFMg7QsmcUp58tk7ZDsNCVyw9Dl7ijNqaRku9NiGPqkZYFtmtgvkYm+DnVVk8c5VVGh1Ep5xdqIXyqlJIkyltOYsii14ohjab8ey/ghr9tujKfxjE+mJ4SWw0Gry8AN6LreCyan10FJxflc+6rM481pZ45lMWj7bPfCdSbrh6TS9Cq0PYc7Wz1OJkseHk82+lu9mNDSzh/f2fmW9vDfLoQA33cYNcIRBzt9bEtz2QdNYL0zatMKHLK8JCsqqrLGcSy2h21avksrcKgqSVXXOJaFe0mMxLZNOi2X+7dHhC0XpXRPQK/t43s2tqWlW/vdgIPtXrMIlmwNQkzTYNhv4TgmWa79c8qyRirFzrCtldQ8mzDQFLSdUZuyrLEsk61rAuAfMgQWpggRpoEhAhQVYGCKtu6NkUukShDCxrYOsIwhljlEGD6WMUAIGyFcBDZC2BTVE2q50PO6ElqZSWX6fWyexVzvpyHotjx+dHebJC/416+OyMvXowIeTRb8198/RgjdeH9r1OVg9CIN67uYJbstj3f2hpSVPv9CT9PYXkcA5btGt+Xzzu6QB0fnbPVCzhcxUbqZ7HdZ1zw+1f0WnmMDglujLsPO1/eubTo+X/f+y7fFbzL2SulEJigs42b3W4UkLp8wyf6JWf6vLIovyOtz3fT/R3ynsISBY5hkVUleS6prJMs1DV0bh8ZFwSzLiIqcvu+zE4Z0vZv7yr1VQc0qsHFtC8+28B27aWIVGEJrWSulSMuKrNSqLc+7jYaug+i22e222enqzIN2UAWENvC6PegxSzKKWptz5WVNUpREeUGtFI6psxe+o5vbpFLkTSNu6OrGv14jPr+JLOHKsHPlOSKlpCyqhnuu1qpV10EpLRZQ5CXzswXjwylZnGMYBl7LJej4WNcYLP4h4iSN+PvTx4y8lpbxNEw6jnujmVOuKwqvqXrWeD1s98PGT+Htv1neFKHvcnur2xhpmrCBuKhSuqfm8anJLNLqQCslnD/im0MI0SgM2Y1i2YXMu2jmjVE/ZNhrrSVxNzn+q4xtK3C5tXtBIVpnSR2LMNDBztoH4dJ81e8E9No+SulrbGXKdxlKKXptX5vCmcYbk3R9myCEpSlo+FjmYPUsq8mpRqFUhRAejjnANPqYRg9LjMB6sd9RqoiqPkUhUEJXvRRlQ0N73X3UddNuy+PDW9ss4oxHJ1PmcbaRQMgK43nMeB5rGpipqWTdlrc+p16XG/86CH13XRG6CVYVB7kSF2gq/9/H3LXa9ztbfW5tdbVJbiPmc1NUteR4siROC1quq+WVDYHv6mrZ6pp7wYh5w+/6pkwkL+OiB4a1p1ZVa/+btCgxhaDT8nDti37ha7dDRS1zovIhp8l/YVk+IKuO/1ih+Z5gNBWXWimyuqR6iZLcqgcsKUvO4phpmrLMC0LHpeM2Vd4bnFdvTVCzwso8aJ5kfH5yTlZW7Pd130I/9EmKkl8/OmS8THg2mePZViMXt8INLqbnxFBs02C7ozOGUZaTldVaOcW1LALXYbcbMkszvjg9J8lLnk7mdHyX/f7LG7afh9dy6e90OD+cIIRg/GzK7/7uc7yWy/79bS1h/BIqk5SKeJ4wOZryyf/3Ob/92885ezrB8Wx27ow4eG+HoP3DdUn/rqCUYrxIeHg8fa1KjefY7A067A+7+K/pyv22YiXtPOq2dAWKm5vzrWh90yhlGiVM45SWe3O/hD9ic7xsfl97/byhz1k5F4j1Z4pXfDYNFfT61w3DQDRBzx8+XvyOpmjhWAfNqzaGcIGXB3eWsYXvWE2GWWEaPQzhId7Ardt3bW5vdRkvhhyMTonSgkWcbmx2t8KT8ZyiqpnHKeN5xLv7I+7vDXTvzFua/FlJLp8vEmZRSug7hJ6D/z3OXbe2uvzVT97BMh9xMtOeUpuGmllZ8fmzM7JSG0yPFzHv7Y/Y6bcbRbhvZdffCMqqZrpMGS9ijqdLTiZLTmcRg7bPf/zpu9zd6b9ybsvrc5bFA+b5JyTVE8p69scKzfeIUkqyqmqqbS9HJWvK5j2GEFqW/QZ/9zzeulWZZQh8xybOCyZRQug5bHdCfNtmq93ibBlzOF2ySDPySsvtaXqaiW1KHEtSKxvrUhZQIHAtk9DTbrYCcCwT37axLVNzjDshrmVyOF2gVKYbEh0tK9n2XHa6bSSK03nMeZQQ5wUt11lnJG8ySQRtn507I06fnGNaJtPTOZ/941cM9/ocvLuD4zu4nnOpYqOzsVJKqrxicjLn8MEJv/mb3/O7v/ucaJYQdHz2393h9of7tG5QYn4ZsroiqQocwySwHEpZk9cVq9yJa1i4pm72SqsS37LxTZtC1hRSV8zqSxG4ZZi67Gia2Ia+odVSktYlpawxhdH0JMnG8EmXln3Tvni/kuR1TaXq9YkthCAuc0pVr42iboIVXbGq9Q3s8enrSTm7tsXesMPeoIP3Gk1sbzN812anHzLo6D41yzQpNxDCyEvtAD5ZJtovoSf+GNS8YVzMMy/j/b9aLuFyNvRCKXH1+CrnXSpFreT6el1dl9qMTv+9KS5kc7+uF0ysF1Nv8YrqjeH672gYPgY3VxOyzD6W2X9TO3UFnm3h9tvc2e5zf3fAPM7Iy5JyQ8rTCmeziLNZRJIXTJYJRVXjuxah59LyHCxL97V8l5WbFWTDdFjJPVdSq/NljTDQ07MZx9MlB8Mue4O2Zo18x3PX6pDs9ts4H5iczSM+eXhMlOZkG4rZlFXN0/GcaZSuleKMhroaNJLMtnkhrfxdjseqOqblsSV1fVGVqWpJlOUcni94fDrjweGYh8cTHp/OuLc74Ed3d7mz3bt2f1c+NHk1Zpr9K/P8U9LqmFp9Xd+sgcDEEBZCmFpufdW/Jr5dcYA95AEAACAASURBVJvXhSneXin81ZpMByk1SVWQVAW1kut13wt/0xh/Xl5DVlJqkRAlN2oVf+uCmkEr4Od39ymqGrtRZHIsk7bvcn9rwG63TVqUlLXmhvfDgH5L+1VUtUvVXBztSy6khiG4t9WnG3hsd0Is02C/16Hr+4Seo6sxjk038BiGAXkjT+o5Ft3Aw7Usdrohoeew3+uQl1VjDmaz3WnRcu2vlU4EGO73+dF/9z7z8ZKHnzylSAuOvzrj7/6PX/P08yPag5B2P8SyTSzb1HS1SpJGGckyZXG+ZHa64PTxmHiR4rd99u5v8/Gv3uOjP3+Xzuj1XdIfLs/5u9PH3A37/MX2HY6TJZ/OTskbM6YPulv8qL/Db6cn/MPZE365dYefj/Z5Es34ajnhPIuZFnrysITBlh+y67e51x6wG+j9WpY5/zh+ylGyYOAFWMJgVqREZUFWV+z4IX+2dZv9oIMpDKZ5yoPFOYfJnHGWoFB4psVJGjHJEnqOz83DGpreqILpMuFsHpHmm3kBgFYO2u23tZTzH1ilxjQEjqXP+d1Bh6ysmCyTjSgpSinG84SHJ1M823qpCtof8f1BoiilJK8rQGEJE6kkuayxhEFg2VRKklYl8yJjVqS0bZehpxu5S1mvxTq6jkfP+WaSn3/E9wcBjDoBv/zwNijFLEpJ8+oFWvcmGM9jykoSpQWfPT3jnb0h93YH7A86bPf0/dc0v9uFYlHWZEXJPM6YRmlDmYs4m8eczWOWSUZWVPzqozsbU9jeNHzXZihavLc/4s8/uMXnz8Y8ODx/rW3lZcXTszlZUXE2j7i3c8w7e0PubPfZ6Yd0Au978YypqpqsrJgum8p+43E2XsScLxImS105m8cZizgjakRGXnW/V0iUqsjqMYvidyTVE6T6+nu8bYTYRgfP3Ma1RthGG9sIGxqpjRBGE+S8Pei5P/6+d+FrcZpGPI1nPI5mzIoM17ToOh6e+eK6aSUKYBumNkZtxG2sldfUBp/71q3K2r5L23cbKUC5lga0TAPPsailfp6mz8YQV7XYayWplMJArA+MIYTusemEOvOoJL5n47oWtqFV1gJha7pNu3URFYqLzKVj+fQC74oPzKbZjd6ojes7HH11xlefPOX8cMp8vODhJ094+MlTbdw5CLFdG8tpgpqiJl4kJIuULMkp8wrLsQg6Pnv3t3j3Z/d4/+f3ufPRAZbz+iX+k0T3qeR1xc+G+5xmEf8yOSJuIuzAsvmwt8XjaMr/e/wVIy/k4/42T+IZ/3x+yLxIWZS68mEJg9MsYpqntGyHgatNupKq4NP5KZ/OTrkT9mlZNrM8Y1lmJHVJWpd82NumUloV6TxP+O3smEfLKfMiwxCCwHKIypxFkVHUm2n5rzKIkyhhFm1GPRMCbNMk9Fy2eyHDTgv3ElVwlWm4LPNiCG38euGP0mS/a6VpOusMN+teBaU3tt6MaYi1EevzmS2pFLZpannNZjsrxZxVv8OK5qOa/6lL1b+VzOrqNNaGc9AJPPaGHeZxyjxKkRsEjlLqnqWHxxP2Bq8fZH+XuHwOrY//pWNV1RIpNzkKL26/rHXWyaoNjNX4PEfT+i6ypbWSZHW1rriaCPymMrsocyzDoFKSoq5ZlhnjLOYkjRi4ASvaWS11AFTUFbZhfmdBzbrKdGlsdDKr8eR5HSU1tVLcVGv+/rpf6NL4fFtjU9QVmSyxDRPPsClVTSkrTGFgCZNS1hSy0nxzDCpVUyuJZ9rYhkUpa2pVr2W6qyar6RoWhjAoZNVkSPX+V81175k2ltCshV7L50d3tkmygs8Pz0nzgkWSb6R+eBmLJGeR5JzOIn7/9JSjyZJplLLcz8jKiqBxn7eavir9Iy6ZZb66t/Ti94t5dyUdvFo36HVCU5GROsBaJjln84iT6ZKn4zlPz+Ycni84miyopcQyDA6GHT6+s/Pa3/1NwLUtXNvi3k6f6P1blJXkaLKgLOuNqYFVLRkvYqZRwrPzOV8dTzhfJCzTnDQfMOqFa3U609RrIcMQejyuVF9fPR7PX5NSKupmLNZjc6lPJslLojTnZLrkuPk5miw5HM85m0ckmfYsugyp5Cv50EqVlDIiq0+Jyodk9ekr+mgMTOFhGQG+uYtv7RLYt2nZt3HMAa7Za7yiHATWWxfUOGbv69/0HGQzr+eyJqvLNdVrhXEWUci6SXBVLMqM43S5sezfah3z+fyM389OeRRNiauCjuOx7YcE1vWG11qhU6ztXVbrl03n3rcuqFlBwHoxBysqUkVe65vpikQRWA6h7a4XhosiZ1akeKamR3mWhW/ZzbsvXp/mKVlVsu2HDL0WgeXgmmZzM3vFfn2Dm5vlWPhC8NEv38VreTz63VMe//Yp09MFs7MFdVVzfjRjdeWKpmFRCIHtWoT9Fq1OwNatAdt3Rtz6YJeDd3fZubuF5ZhXjtemMA0Dz7T1jbDhMqaVXvisFkJ5XQMC37RJ64Jn8YLDZM5ZFvFxf4f3OtpQKa8rfjc74XE8ZS/oMHCDKwsf0RR4h26Lj3o7OjMsJaHtshd0QMGyzjlNIx4tZ9iGyf9w8D59N8AyDP71/IjT9IuNDCIVMFlqH5X5hgEN6ICmH/ps9Vq0AxfX0YuGFapa+yGsqhqmodWipFSUVY1lGji2RZaXLOIcyzRwHWvtyVDWNUVRrTneqomsA88hcPXnSKVYxDmLKGMepxRlzajXot8O8BulvmWSU5QVjmXiNLKehmE0wZC+2RdlRZqX2JZJp+W9IEkdBloFbTyLtJLOBjdSqRTjuQ5qfnz3h6WCpho5+RUNYvUzi1KystJl8NdYOOdlzSxOmUYehVevG3YtU9NxvkuOe1KVHCYLlmWOUorQdnEti0LWTPKEoq6wDJNCViRVSVTmxFVB1dDQfMvCNW29cOE1A4nXhFIrt/ir47OItVN9XtY3lsBdbxNFXlZEac4iyZjFmfbcaGSJVwvvb2t8TvM5XyyP2fV6vNveZZIveZpM6DkBQ6fNUTblMJ3SsQNCy2NSLFmWGe+1d9n3B5ykMyZFhGfaCATTIqZWknvhFi3L5Ul8zqJMCC1d1Z4US1zT5v32HiO3gyX0dwx9lzvbff7yR3fxHYtfPzh8rZ7Dy6jqmjiDLw7HTBYJv3l4TD/UypGjTotBJ6Af+nRbHqHvNsGOpoRbr6jkKHVh/VCUlaaQ5dpbLskK4rwkTnOirGAWpcyilGWaE6VF8z5Nx4rSnCTXhtxSqVe1Nn0v2O63+VPTJEoLzhcxR5MFJ9PotbYllSIrSk5nEf/4xTMenU4ZtAOGnZZO0nVbDNp6LDq+9gBaGTG/Sgp7HcBISSUb8/OyWh/jpJH9Xj1eJhnLJGeeZCySjCTT45HmF+9J8/K1gspSRsTlY9LykEomSFVzXRQksDCETdf9mL77EwLrNoF9C9sIsYwWpvB0MCNWNDTjraOgGeL6wOBVyOuap/GMR9GUz2ZnnKRXz6WTdMlxsiStSo7iBf9VPeE0jQitzaqWq3aB8zzhPIs5SZcIYMdv81Fvh6F7vXR7JXXQJdAVmkpKqnV7wg+YfrbC89zwtCwZZwlJVTS0Cf0le66vS1cNtzuqcs6zuOnpMNkJQjzTIq8r0rpikieMs5in8ZxFkaEA33JwTBNPvPpwfNNsnWmZmJbJrff32Lo9ZLTfpzdqc/zwkJNHR8TzJckipq5t6lpLNFu2pdXNQo/uVofBbo+D93bYf3eH/Xd26DcOxt9032zDJLRdTCGIypykKhqaSU2tFGldsiz1Ta7tuBR1zUm61MFhXXKr1eXf794HYFFkHCYLTUvLY8ZZfKXkaAiBa1oMvRYf93bW9LQV4jInKnOmRcK0SLgT9vnZcJ9brR4KWBa5LlNusoBRikljDjmLN/OmAd2DNey22O6HhJ6mRF5GWdXMo5S80HQ917Fo+Q51LUnzCtvSHO04LZgtUwxDYFsm3dCj1w7Wz6+yHGWpJ4adQYhrmxRlTV5U2nhxHnN8viDJdGnduSSWMVsmpFmJaWru9EruNy9rsuaGnhclRVlrmV/fQSnzyqKt7bvc2e7x6HR6rZz6qyAbCsuz8Zx5nFFW9ZVq0zfFKpu+7sVaVbgu8bQvV72uf/zia6tsb1npbGhZ1eufo8mSWaR9e14nqFmmGV8dT8jLipbn4FgWtmU0kvA6wDEMXXlGiHWFYDUHXlYau/L48vuee80Q4qKKd0nJqZKSeZExzRNqpaiUpOt4ZHXJJE9ISu0iXsiarNZNmiues1KKrvIwhaEXlUpeUbJZ86Klrp7o43XNWKBuOE6rx6vqomoCmZri0vg8OZtzMlmyTPKNgywFLNOco8kC37WppMIxjcbMsRkf86Ki+eqxufm4Gc01cZYsebA8xhCC++E2yzLjaXJOpWoC0+Ukm/P54oj9YMCO1+MonXGWz+k5LXp2i5NsxlE6ZeCGeKbDcTYlr0s6jk+lJE+SMZMiYs/rI4TgcTzGM212vB5du4VhCKzmPNkdtPnTdw8oq5qT6ZJaau+i1w1cdYKm4niy5HiyxDC0Z83eoMNuv81Ov617+No6uAkDh5br4DpaRe35fobVOSGbinVZ12RFRZIVuhKT6gXzIsl1lTnOGM9jzuYRUaoXzW8Cm/qmvC56LZ9ey2e8iJlFCaYhWMQ5ZXNtbQKloKwk8ypj3qjdObZJr+VzMOqyO9DjMero4KYdeLS81VjoOeSFsaBRjWuSC2UtyZogcxW8LJKMRZKzbP5dUc3mccryNXu3XoZKxiTVU9L6lFpl8BJxANts45lb9N2fsB38RwLrgMDef6P78jaiUpJFkfE0mvHPk0O+mI8ppZ7D66aKs+p9Oc9iFmXGV8vJjVorLqNs+qyrZtueadFzfe6GfX7S32XkvRjUXL4HC1YsF9Xc4zebf97aoOZ5jLOYX58fsigyKilxTYvAsukXAcuyoGO7dJrFtlSKR8spJ8mSX27fZugFHKdLnsVznbGoKyZZwqxIuRNuXsb7pjBtE89wuPX+Lp1BSLJok8w9ynxGlS/AfBeMu1pW0jAwLd1j43g2rq/lm1sd/42qnfmmzZYfYgiDo3TJvMh0c7BpYipFUhY8iWbUSrLrawWVSZ5gCoNtv32lpGgIQcd2GTgBVZMBHnmt9ZRoGyZDr8WWF17LryylZFnoybtju3Rsd02VEIBnWvRdn9B2MG4YvyvgfFWpeR1/Glv30uwPuvjui/scpwWPj2fMGtPKMHAY9UKqumYZ5wjAssx1Vj5KcxZxxt3dAa5jczRe8OWzc1qeQ+DbjGcx8yjjJ+/u0vIcTiZLxrNYy4sXmoscpzn7W12Ksma21A2hZVOFWcQZvmvz4b0dui2POCsYz2Kenc1RSjHs6uoO6sXqctt3ub3VY9QJMDdw4YYLE7hJY2w6jzNanoPvvpmgJskKTmcRUVaQFZqisFrorm6sKy+Wi2x+fSWzX9b1tc/XUl6iTVxQWtK84GiyJMtLqteQvH06nvN//tPnjV+GcYnasaLdiCuVgVUF56aPV+pS5qXnAtdpMq8+vmuvg3DLMOjYLnFVcJZGgGLgBsRVzjRPKGVNy9YCKKYQmKaFKQS+ZRNYNh3bo+f6zPKURZ6RP2ektmpKnjQLl8tjUL5kPKq6pqrkC6+Xz49PLS+NjVyPUZwWOvMbZxsJW4D2rTocL4izgs+ejgl9Z01ZNi5Rop43LtXjaF46/i8bH+10bz73nsB1aHkOszpFn1IrmujVvoEVo7VrB9xpDamUrhgaCKIqI6oy0rqgbfvsej2dVCj1PLEsUwpZYxsWO34X33QppP57gFJWOMZFcqblOdwadYmzHaI0J3h4zKePT99cMCAVRVlzNouI0pzD8zmeY+uKdSP/bDXeb6sK2Wq+lKsqXX1xjWrq4cU5cxHoSopKWz5kRUVWvF7m/5XfBaChyHzbuLfTx7MtTNNkmRaM5zGTZfKNtqmaBM48zqhqyekswnfHWjzCtvRYWJfnlksGnoq10ELdXItKXgSbtZTNGFwkHla/540VR/GankivQq1SsuqUop6i1MvmAUHbfpct/y/puh8R2nexjD8sr6yXwRIGPddnv9XlXjggryvGWcw0T8nriqzWVFUF+vqqdWCyaZVKV/D1dgwh2A863GsP+PnogD8dHjBwX6QriyYJ55hXe2ps09DiApt8z4329ntEVBY8i+bMmmb0tuOiCDCEQCpt6KNQRGVBWlccJQs+m53xTmeojQGzmIfLCQO3taajrUpb3zXM5iY32O0x2O0hK1C1CXKGUhGG/RMM+6PvdJ98y2bLa5HXFU+jGYsyw7dsHGUim0rNV8uJDmqCNq5pr/nZjmFiistqczRNXwZS6SBFKrWO+E1hENoOHcfFviaDr9BZYP03RlOFu3jduPSZN7mnyIauMlkmPD6bvaY/jcXuoM3+sIPvvKiKk5cV5/OY8SymqiXLxCZvFGvysmoW2pJu6DHqtSiKmvE0ptPyidOC83nM09MZu8M2gWcTJTmn0yWLuKebPKcRz07n9DsBjm3qG3ql/Y2qqmY8jZhGKaZhUJQVZ7OIwHO4td3DcyySrNDSnrMI2zIZ9VraQ8JYhYoX8F2HnX6bQScgcO2N6QBFVbNMcyaLhPE8wjDab0xJaJHkfHk04XS2ZJlq+fXLVZWrVRa9ML7yuKovnqsv3rNaHH0bmC5TpsuXVwdXi2bbaioEl6o4tmlgWealysHl18xLf2OuFyC2ZdILfd7dG+hSvmmsgxrt6eSR1ppatlKJXFVPVzxmpXSW3DNt2rZLy7bXVN+27VLWNQsjf8FrJs4KTmYRj44nPDmbXxzj6tIxv+6558asuGZMa7l51u7roKCRIX/5+KyOydVjrY/3C+NlXXr+ueesS691Wx7DTovMT7E8Qyd/ioh5mZBWBaW8oFiDaoJM3WdjGdq7TS8c1FpG2xCaNmcLPdaaLimxhEHXbtGxfc6yOWmtg5RaXXWsX/dy7A4a80pYJrrvIWrc6r/psa6lZJnmLNOXK0/qno6L/g7RZG3Xge036G97E9BUrgopJa5tablqLVa6Xk+s7kuXK8lypRhoiHWC61VYvbzVbTFoB02SKOXzZ2OKqiIv9fXxOtBjoUiLkrR4edBqCLEOaDQNTVwJJr9Jr+GbRq1y8npMKefX9tIYOJiGR2jfZ+T/Ct/axTVH37kS37eFy8qWz3+j1TzRsT32W12iMscxTY6SBWepFnma5gmTJrFlGyaeadOybCxj815tgb7XWKbBh91tPupu8+P+LnfbL5fjXq1E1KXr6HWUMn8wQY1lGPiWvZaFG/ktdoM2SinyumZRZOtm11XTei6rhh6hSKqSRZFzNxxwt93XTbJN4/n3DWH0EcJBqRJBiTC+HQnPV8G3LLb9kEfRlC8WYzzLZtsPEeioPSpzfjc74Varx52wh2XoSfkoXXCaRSTVRSm5VopFkTHJE/aCDn3HxzWttZOsPnlX5ewXT1qrocLZhsmyzFmUOeWlyTOva2ZlRmi7NwpKy1qSZJredTpdbiyPCdp0c7evgxrvmgW6YKUeZuLYJrWUHI7nhL7LsBsQp7p6Muq1ONjq4toWZa37KxZxRpqXSCXptwPuHwybxnKJY1vkRUWUFsRpwZ3dPrujDmle4lgWnmtRS8kiyZnME3zPRgiB61gEnoMwhFaNUeA6Flv9UPvRbHXpdwJs68UJyzYNhGfTa/mMOi3yUntPbLKerKXibB7x6HSK7zpvTAVtsoz5ly8P1zTCoqqvVFUu/6vU81l9rmT4VzKvq9+/L0jNrUKWWlDAKMSaMnYhGX+pevD879e8Puq2qGu96Gr5uioA+kazuh6HbgvTEIS2Sy0lfSdYc6BjWSCAtu1yO+zRtl18S8ut24aBa1gM3IC2c1EtVgpmUcrjkym/fnDIJw+Pr2nifrGxW133+vp9F2P3pgOam2LVP1RWirrWfRwvjMe142W88Lpofh91AvYGHbZuuYxu+8RVxq+nDxnnC05STS+DC/rVSTanUjUn2ZxFkXDLH9BzWmy5Xd3Hli85zRdM8xiAba9L2/JxDItMli+Zaa9Ht+Xxwa3ttSLRbx4e88mj4zdWsfk6KKmlXaVUV5JWq3Pl+15EF1XNyWRJWpTs9Nt0Wh6i2b+isZmwTGNd0ahqSdUE51VV47sO/baPcc3cex1E00D9wa0t2oFLL3wMwNFkydns9XpsbgqpFNQg5VXK22ru/L7H4jKkysnrKaVcXBvUOGYP3zqgZd/Ft3axjR+GkM0mkA2196J9QzferxQrfcvmIOjQthw+6G6RViVRVTAvMn43PeE/H37OOI0YeC3uhn0+7m3TcTZjBJlNAia0XULbYeAGDN0WQy94aduaUlqRs6j19SPQyfCiuqge/eB7ap7HyjneNS1sw6Rtu5o2URYkVUXUaGHHVaElgqtyXSGAy4tofQBX2dHrgnSlKlApqAKoAROMECHc5vUcZARUgAXCAeHrxzJGkTV/u5oEHP23IgARIMRKzSoBlaJkqj9PuAjh6c97YZ8kUILKUCrW718PswJshDFACK1SpFh9hxSlsuZ7qGZ/bf0+oWULoaGfeTqoeRhNuBP2+bC7vXaC/e30mM/nY7a8kF2/s+618JuKzTiL+XKhZSfj5iIBGinYAM+0iOTVieZlCRJbGE122MEUBnGlqW9FrVWAxllMXlfUN1zkJJlutJwuExZxttFELARYpknou4y6uqHSta+XJDQMA9vWGdpFkjGZJ1imSbvlIYTBvMkGK6U3bJrmOgu54osHns2oF3I2jTifubphrunlEIJ1v8Eqg7ZWp9FbpmiMYy3TaLKIFxQO2zRoB27Tx+O/VLZ0VUnstLS0c9Q0eN70eIOujo0XMQ9PpuwPuxfPK7WmIpWXVKtWqkWWaa5l1lf9CJcRZwVPzmY8ODpnsky+V5WiNwmtnKc20WR4JRZJptWT0j7VpWyuZRhYhoNv2Y2i2YXC49DTVexSSZxSB91bXosdP6RlOetKDujrvuf6L9xo0rzkfBHz5GzGZ8/Gb+bLvAVQSidravQi75tiHrcoqpr2YIuR26EyKxZlglLQslx808FuEkcCQdUoFhkIAsslsFxalseW20EA0zJmUSY6oWFYtCyPrh0wdNukdYFjWpiGSWj72IaFZ9hYL6l0B65D4OogWN8jBUlecDJdMm9U0b7NAHM1x22s+vAdoa4l81j3ptimqSlxKMpKkuYlSikt0CK0AusqQK+aSqRSOnC8KVa9WLv9NlvdFlmhq9O+e4pSat1c/23hQtXz7RyPFaQqKOWCSibNeukqbLNL23mHwD7AMXsY4g/PQ62SkkJqBcVKXVDHiroCIeg5Pn03oO9eJBmLuiauCnzL5l8mR6RVycANuN8e8Bfbd9jxN6PnmUJTxtqOS8f21lLNXwelGup381M1tgPLvCDKc+0reQMT3x9MUPN1KOqKvK7WgczlHIJA0HN9dlttzrKIZ/Gco2RBUpXsB50XN6YyVP0IVZ+gVIIQbQz7R2Bu69flDFl+glIRQrQQ5i7CvAdqjiw/RdXPUPIE1WikC2OIMPcwrHcR1vusZFZUfYqqHqDqx6jqMZhbCGMHw/4JwvjwuZ2qQU5Q9RGy/C2yftJsR4GqEeYI0/0PzfYtUDGyeqi/R/UUpZaAQogQYYwQ1jsY9scg9Pf3LZstv4UBPIsX7Phtdv02nmVRK8lvp8c8iWeUsmbHD5tKDRwEHU7SJQ8WYx4szi+Ou4KDVo/9VpctX/fOROXNzC5tw6Rje+z4IbfDHuMs5j8/+wyv4fVPsgTbMAks+0Z8z2mU8uXRhGmUbjwtW4ZBJ3AZdgJ6oUfLtbGuaZ5fZdMcy8RzbJKsoCi131G/HdDy3DVl7DcPjljEObNlQnB7i0En4GSyvNjWc9s2hKAX+pSVXNPQTiZLiqpid9hh0AnY6oeYpmDa9NZYjUyqa1taqS011vt5U45sJ3C5u9NnGiUcjuds4mtdS8XZLObRyZQ/ubd36XldVZolKdM4ZZkVmmtdVSRFSTfw+PHBDjvdENs0Xxr4/hFfj68bresObdf2eK8zomz8qTzTpmU7WOLFHNsfh+abo2sH3A+3sV2DouG010rSsQM6to9j2Chgx+vxQWePStZIJH0n1FU3NySwXHZkj1JWDWXXpOcEOIbFB519aiXp2gGWYXI3GFEj8UwHx7Cu0IZf2LeWx/sHI2zLoBt6/MuXR/zzg0OWiTa+/rcK1VRg4qzg2XjO8WRJVlakua6mA2uFTNMwmnuC/l02C7fXqXEIoYPM9w9G9FoeO72Qfujz2ZMzvjqZfm+VzLcFStVIlSNVwXWzn2N0Ce17uOaQP8TZS6HI6pJFmXGSLpgUybofRSqtFGy1R7SeYydZhkHLsuk5Hn3XZ1akun/S8dj12+y3rlkjvwKrAoK2S/l6miWs1k+aciqVoqi1GFBaVTxbLADF7W6Xnv/19gE/mKBm1cie1yWWMOi7AS1LN3UqIKu02/3l8rRn2vQbdbS+63Or1eMsjYjLAte0cE2Llq2lnK9O7gqlSpSc6YBDBAjrFoIt/apaIKvfg4oR5n0wuqBiHQRVn6HkGHXpwlKyArVACQdh7qIIARuoUZQoOUXWTxAqATNBWbeu7ItGiayfoMpPUfURyAUICzBAVaAyUDUKCRQoOUdVX+qgRsZA0XyvFCUn+riZ+yBcwMZpAoktP+ROq8dB0GW7CUZqFPtBh7thn92gTdfxsZoq10Gry7LMOU6WnGa6FG4Jg72gw+2wx47fpm3rioBjWuz6HQz0eDiGde0JbxoGvmEw8kLe745wDJOTVEsNGghatsMH3RF3wj5dx9NS3K+YpCbLhC+PJ8xewZt/GSzLZNAJtOqZ7+JcU6UBtJJMO8Bv1HsMQ5AVFdv9kF7o68WGIZgutPqLYUDLdwkD/TPsBuwN/3/23qxJsuPK8/v5cvcba66VtRAAQYLsJrvZoxZN8ho+ygAAIABJREFU0vRII+lNX0JfUybpRSazlmZkmm4Om02AAJcq1Jpr7Hd1dz24R2QWUFWoKoDEIhyzBCojIu+9cRd3P+f8lyFl7uXJ8zRmOsopMj85TkcFWisu5mvWdUsSa7IkIk8i8jTmcCK8BKf2EqCRkkwGGXlQsMnSaNcJydP4c1yIF8UgT7l3OObTs5k3aHuDdYy1XgXt8cWC+bqm7XovOuCuYRpX65qL1cbjw/ueqvWS2E1vApPgTZrO38dn422k6VMdkeovrmB+V3DoX3ckKmIal77ogd0tCLbnt9AJwyhjPxlwknlY8nV3VlDohFzFu+dF3vhbgEM1em5/cfL6VdcsiciSCKUkRZoQKbmD1Z4v1mya7q2gvN+FcKHzsggcn7rx3JS66XE4Nk1HHHk+1TBLiJSvjG+5Ym+Tf2yv68Go3MF5t0pxUkpm64rlpvG+TV+S//RNiy3P6lXDjsNiXIN1XVgHPR9aluT6hFiOvnESzV9VOILCZVfzrFqiAiQWJxjGXpXssyGFIFaaXMdM4oyrOCNVEanSDKKE0V/Ih0xLSao1wzRhP8+xuCBWJUMh4DW382c9yq8w9tOCv9s7wTiHFH6BnCiNtZYu9wPLFntnnaO1Pa0xHAReyCTJyXTEST6gMT19wO2N44wyTohuJjUiQao7WFdhu18DF2DX7OBkdoMzDwEF8S2Qez6JMI9x5jHIfVTyXyCkz3Bt91ts+59w8iHO3EHII5DT0JXJcSQgUnANL145Og8j6/4F2/4nZPRvkMm/9VA2Yv++SBDqEBA+wbKhC0SPSv4rhPKeIbb/I7b9jzjzBGefIkQMcooUmlgK/nZ6wl5SMEky9tMCFZLGf3f8Hu+P9jnJh0QBkiCAu+WYUZxRm+5aalt4L5ssqCVtYxAl/PLwLrXp/XnX8SvbkpMk4xd7t/nR6ICm99veEpsdvvIwiFIy9eLkaBuXyw1/eHLxSjLwyyLWnktze29E/gqye5klvHd7D2stUkrawzHv39knSyMGRQLOLxL2R8XOz8biK3qxVtw5HDMsMoYBlnA4LXfVvjjySclkmHE8HdB03s9GCsGwTMmSCFMkTIY5h9OSrrdI6RXbBnmCVorpIGOYJxjrdp45XxTDLOEHhxM+fHD6WtWWm2GdY1W3XCy8Ctpi01BkHlY2DCa2s03FuvHk6TyJmBaC/UFBmcYhaf5uTjx/qfhuLWu+2+E5L58vNIzinHvFPuM4f+VCbMtT/HNEGVTR4khxZ3/Mb+4/5Vd/eMynZ3OeXCy+Vj7a1xVbnhQIhPJy/WmsEQOxM5fsjTeLdJkvUjnnhU6q9u1lsnf7l4I7B2MGecLBqOSHt/b41R8e8+GnpyzWNeu/EP/pLxFbKfAk0js45IvCYbCu3SFkPhtKpMRqipYF38VimRd20QwjX+hIgwGvDLB1ryD78u8dS8U4yRg16RvP9182tuJSZRzz/t4ed4ajIG7geX2xUhTx6/HfvzVJTRHFFNEXf6kt9EwgnrswuY7IlMbF2QsrWjdDoEGOEHIKKHArnFvg7BXgOzW4BuQwkPwzrH3oOzuuRcohUn+AUHv+89Ybajq7wtkzEAWCCUKWCEqsnSPsDGfPwc2fOxY/9vW+w2Ke4cwzSMbI6Gcgsh3P5/rzFc6uwJ7j7BP87dJxzdNxgcsTgZ3jZIXAy+chBJM0I9GCSGq09IQvKQS3iyG3isHuvJngbJ3riELHWK7VymTwsSBcBxOUzKSA48yT83beFzh6Z0LrfFtVAOMMWkoOs3In2/ymi9ytl8nVsuLB6dVbq54dTQbc3n91UpPEHub1qkiTCJe7QIB93jl7VGaMyuuKSJkln+G8aN+FLAKnRn7+/nXOMXQhiRTX/xNCoNWbC2LkabzzkUiTaCe5+7rR9YZ11XCxWHM6W3EsB2RxRCo1NkvYKwP/yzmE9Jy5YZ5QBCPR796085eNV50/57obXLsbnD3UTrTEv9/7TrCQ+OnCeLirHCLlGD+uvLnr8/fxfLzs/A2ijNv5lEGUvXy++jOf+zjSOyPfw1HpuwNaMR3kDPOExbpmUTVerrf7dsHStuNjGvtiyyBPyWL9SsNJpQSDPKHrby6O/ZgeaUXVdDy7WtL1liKN2BvmjMoMY71BcxZHb71oFLtxXQTTUu/tsx9EX/Ik4snl0sveV80uufo2JZ5SCtJIk8YRRRpTZjGjIuWDOwcM8ldxkRye9ebXHp/broiJZIkMa6atz5m9obQqg7CODbxVIbay6m7Hf60779+VBIXDrfQ4BKU7LJ1tqMwShyWROZFMUCJCIHE4rOsxrkcIiQ6vb7+Bw+z8ua6PXSFRu2e9tx3GdfSuxboeLRO0iCGoIG7J+pFSxFIRS80wzl5oobGNTEfcLkbev8waJkn2Vspnr4qt6MpNRNVW2VEAidYk+sulJd+apOZ144sqVq9X0RJ4Qn3uux9GeIhY9wd8cnKJkGOQByByr7RhFzh6r1wmRiBu3Azb7YgIZy4Rcp/Xr6M6LzpggzCAyBCyAFHwIkEBD0Vb4swlzl75hKr+3z1EDuEFDuwc5AC/iOmfO5ZFt+Hh5oxSZ+wnwx322hsqdcQyIpaayrTUpiWWmlhqGtPROUOqIiIZ7bDfWqhrwiReuQ4HjQ2ESh0jhZc0FQhiqbHOsjENUggylRAJhXwF9vtl0RtL2xmuVhVPLpc7ieU3iZudmiz5apTy5BsaWt6MF5HnP/v+VxVJpFFlxmTgTeC63rJ6hRTri6K3lrPZigenV5TZtQparDUnkxH7w3KnQSnwogxZrL9PaL6CeNUI41yFMU9xQXDEudoXa0iRcoJzK4x5grMLnFsFEZMSXI11K+LoZ0TxvwlFle8e4fabEqVOSaQmkl//VK1DR+L9kz0OxgU/uXfIo7M5Hz0848NPTzmdrTifr7/uw3yj8OajksNxyd2DMSf7Q8aD/JUFqkRrTvZG7I/K56R6BP4/W+8XwKtMlhl5EuGcY1RkRFp+zrz5rY9fCMo8IYq8mM1P7h3yyeMLPnl8zscPz/j0bMaqamn+DL4wf44QwiuNHoxLTvaG/OBwwt3DMbf3RtzaG3I8HbxydeeTg5cVqyVSJEjhCzFbo+C296gev6BWNEFmPlJq52xvnEVLhbWWx/Mlq6bhoCyY5BlppJGBwO4TmpZFd8bj6iOM69hP7jGKD8nVCCUirDM0dkPVz9EyJtdjtIgRSKzr6VyDdT3WGba+VYnMSeS1aWVj12z6ORszozJLhtEhpZ5iXURtvHmywZEHWsFhNmQa569U+x1ECR+MDtlPCzpr2E8Lsi+ZYLwoemvpgqk7eN7mm/rhvSq+/pHyK45XL/hec6kkQuojMg9DA0/St3OCwjvIQ6S6jRC5VxrbQQdeVCVwOGeDuN6biGs+d1Cv2D6fee3mPkTg3oSbWU4QcoxUJ/7fIr1x7FCbhvNmwcY0OByx1GihqE3LxrSUOqXUGWtTU/UNk7hERTlrU7PqalTwj9m6hm+J6RaHQjKIvCP5stvQ2A7VKyQSG6S6Y+llu9emJpURURJ8AN4iNsEE8Gq5YVU1b4Rj3qqeFVnM/rBgf5S/UPXsTePLVFW/6G+/6ort1ihwVKQ72Nu6frPzaIzlNEg73z24NrrVSjK40Ym6WbnZVk+/jy8Xrz6DDuhwbh0Smg3WrkL3ZYxzDdZeeVitq0DECOFVHf3na74HuP35Y1s0+iaElBIpYTLImQxyRkXG0XjAIE8ZFSmPLxY8uVywqdudIlfV9t8IjscWLhZrRRK6AFmiKbOEYZ5wsjfk9v6Id4+mDPOE+BWLORVUJD8b2zFMSUnd9EgpOJ4MKLJ49yxm6VcLfBLCQ7NirRhkCQfjgjKLmZQZkzLjeDLgfLFmtqpYNx1V01I1ffAh+vquiQocmTTWu+uRBp7oMPfzze29EfcOx5zsjTiaeDj2Vhb9xSERaIRQwXzzxeuk7avrpmVW1bvXF3WDc45N11F3PdMiZ5AkzKqKdduSR94u4dlyRdW25HHEII2xTj23dUtPazcs+jOMbSmjKYUdY5VFhvVbZysW3RmxytAyQUjfsWnshmV3Hvh1ks41dLZhGB0QxQmdaehsTWVW1GbJvDtl1V+iRUQqBzgkDknnQuJgLVJISh0/p3j2osiU79RMkozeGvKgePlVhwvKZvOuYt23RPK6m5QqTaYjkjDmvc064JsxWn5TQ2QI/R4CcP2HOHPmX1YHCP0ThH7Pf4YWJ8cI+wRrrxBu5jsm23AbnD1FqNu+wxNkl1/zIPyCQqaADRLNG3AbvIz0ZzJvoUEOEGqCkCOEnKCS/xGh3w373CZFCUIOPJfnxm3QW0NlGmrT0hjvndJZ45OWvmYvGXIQD6ltS2N6tFQMI+9IftbMqWxLa3siqVBIOmewzhJJTalTtDwgUzHLvuKiWVLbFuucN2oSikh6tbXatEzjAeO4JHvLBe5sVfHHp55L86bjtxKSIo2YFL5TMczTr7Sa8G2KYZ7yztGU5abh6dXyjVR2+qCC9uB0xuq9V3d5vk9jvtp49VXSCDFAiDokL1WoZJYodYgQCmvPcSJBoALx1gASIRRSHYYuzVcLT/g+vj1RprFfTOcJH9w94GKx5nzuFQ8fnM54fDHnyeWCVdX+xTxuXhZKSZIg+rI/LDiaDjieDrl7MOLu/pgiiynTmDJLKNL4rbvpAsiTiLuHXqAhjaPnxrU/9xgXacXJ3ohxmfOj2/vMVhUPz+c8PJ/z6ekVD4Na22xVfW2wNAFEWlOkEQejksNx+JmUO9nqYZFSZomHK4fE5wvNSlEomSC38NnPjIAOg3GtT3iE42K94eOzC4ZpwihLOV2uOF2tWdUtdd/z48N97oyHfHJ2yZPFgmmeUcQx67ZDSYGxL4Ni37AR2cHGJDvdUSHpbMO8PyOxOZkaokWEEppNP+dp/QlKKFI1YN3PWXZn2OzHDPSUZX/OrH3K9k6q+gWr7pJxdOzV8ZAY4TtKVd8SCUXVd69lxxApxSTJGMbJDo73OlLMbxoi8LRPqxX315c7/8K9pGA/Lbmdj9hLihteO28W3yc1rwoRI9Qhws1xXeP5MICQwyDTfAgiBic8f8Z6fo2zS2z3r2BKwOHMQ387i4HfnvC8EmfOcPYsqJR9inMzsCtc/0esGNyAsmmfPKlbCHUSoHD/BGQQtNaFSIMAQY4QBcgDhLrjoWv0OLvgeki1CDkCYgQJN4dai8dT9s7SOxMkKE0wMjXUpmHRb2hMF373Scyqr7lsV/TO+8d4GJqiDp9LnSOVEZ3tEQgW3YZZt6Zz/veUGCMsje0w1u+v0MnOiOltwmOMY94/2X9j6JlSkjKNuXs45mgyeC1i/Xc19kcFP3vnmCzW7A3zN3IWV9L73WyV3V4Wr1uRmZQ5f/3OMeMyY1k1mG+xT83Wj8NYh7F2V720wXxQBj7b1oByy6Pa+kbsfrfe+2LL07LOMcpTTvaGJLGm6Y1XzIuuuQJCREg5wPP1OhAloJDqACkGIB1K3QEMQkSh8rnl3ERIeYBPjG4KrMCwSLlzMObn794ii7+Hpb0sRmXK/qjg9v4I9Zad6K87Iu3VvbbGrgejguV+45OGyYBnV2OezVbM1xWLdUPTe85N0/lOQdd7Q8feWoyxGOu9qrZGq77b7/clBDuerJDbBaOX0d9CyHRwMNdKEmkVBFEUifZGxGUaMy4zJoOcw3HJwbjgZOohTVqpV/JoXie2Y9j2vPwlY7tvJQRFGnyGwnWYDnOOJiXHk5I7B2NOr5ZcLis2TUvV9oEL1e+U2frAnTQ3PHac8wa4hG6UN5fd/l/sfvfdPH89IuVFYPy1UETa/zuJNGUaM8hT9kKSuTcq2B8WHIwLJmVGEuk3PodSaLQo0SLFUMFnFNA8j6UKks/Q9IZF3VAkMVmkMdaxrBrq3nNmFnXN6VJxtlpzvtqA85D2xhgSrV7YffQAOI2SEVpESKGIZU4sMmSAxvnS8jWvxrgeGzjGnWvYmDmZGhDLjEos6V1L7xp617Lp58zaZwyiPUo9JZIpSnhBAO+T6rw/TeCpNLZn1Td0L1A9+2woIf8ihVvvOenJ/5GQLPqadd/QmJ5N3/kiet8yjFKKKCYS6rXUWrfx/9+V2muF9omIGOJ2hPtAf5dDEIPwGYUQByBPEOo2zj7D1P8LOyUzkSLknoerqZPQqQHb/x7b/iPOPMXZ09CFaXA0OPMEGf2N95JhCGRI/deAwpmHmO43eCy7BCxCHSGTf48UH/jtyyOk/gDb/xHT/EcvbLBdODqHjH6KSv57UNuk5vlFpXEWZxxRMHIbBgGAbbVBCekNx5xhbRqW/YZFvyFXCYMoIZVJ6L609M6QqZhMJxjnWPc1827DxjTkKiZTCZnyUsat6bDChQXdVmXt7dKa/VFBmSXcOxzz3/7Ne2/0twKf2KSRZjJ4ddv2ux7H0yHDPOWv3zny5nJv8LeeJ+ONQMfll5eGvHsw5n/65U+oux5j7LcaALVdMNRtT9N1xNqTsdveL/zisDhqO7/Y2C7Uut7jkZNIo6WkCcTVKBitbvH8fmEgWVctzjn2hsUNwQiNEKWvbMoJISsCYhAxUoyJopTn+z3XEtu+S/P8RCOA4+lg52/ydVfnv8mhledVlFlCEn07k5rPRhpHu0LSvaMJbddTdz2Ldc1sXXO53HC52HC52jBbVawqD1PbBKha3Xa0YVFtrNuZWkIgEyuJUmKXvKhwDpNIkyeBVJ7GXio/812XcZkxDZzAcZkRa4XWijj8bBfPf2m1p79UxFr5zkeecu9wQtP2VG3Hsmq4XGy4CNfkKlyT5aZh3XT+ujQtbdfT9T7p7EPxZGtPEKnrJHL7E2tFHOlA8PfQvkGWMMgTBlnKsPBQxVGRMszTXaKzHevikAC9TadMiphIDdGyoLXzz6EznOvo7QrjPGJASUGsJMM04WgwYLapuVhvGMsMJTxk/uliSd11/n6TEsL4KrgWO7oZAkkkE2KZEUk/3xV6RKoGyBvqY1pERDIjkvHzhaHAoUlVyV58Byk0ra3QIqF3La2tqMyCveQOe8ldOlvTu5ZYZoCjMT1V7201Cp2w6hvmbUVrvzmcKiUkidLcyoYe0bM459HGsOwaFl3NWb1knOT8cLDP7WLMMEpQL1CGfFl845IaYy2dM55YHshZyQ0/ky5U8SXBrCe4lxpn6QMvQwuva22cDTrd1xyPreRzZz0sKgkdBeMsrem5ajc0tqfUCbmOPYlJTpDRBziRAQKh7wY+yk3ol/LmmdEHYAZgTnHOQ6s8j+UQ5B2cy3FOYZ3B2ghjh1RtT9VqoENgKdIDCj0BcnAquKxKpDjBSlhVfhGU6ZhER2gJUk5v8GMi34nR7yFFhO0/BbfiOV6OHIcuz/MJTakzbuf7/iFwQTpbRn4iEYpFt2HeeTKor0oIFJJRVGAyS65Sch0TB8fqxvoqRCz9dhIV0zvDfjL0ztgqJQtiBK3tuXJLGtv7akZQQTPhur5peJxu9KUW03Xfc7Za82Ax96pjQuwqULHyk6GxW6USQWcMdd+RRRF7eY6WcmfW1hnDsm1ZNA3TLOWoLFnUDRebDZFSJFqx6Tqqrmc/z5nmfnCVL6lSWGfpbU1r11RmTms3N66wI5IZA31EokqPz7UV6/6C1m6wrsNiwDlfVZIZqRyS6ZHH7PZXmNDCN66l1w1xnFKOMrqwz1xPydUELVO0SGjsksasaO2azlbhjAgimfoBXGng5d2a14kiiymyr0aw4euOVdWw3IQKdjAzFAic88pxW/Wf7di3raDa2I9l26qasdaTSSPvWXGzwu2co+67XUdnG34ilSA0gpTnOHiA78gkXMNVby4y3As+76u2Wzf6vWHB9/END7d1twk+ZzggChxMHX7v8bDnG1zOHUdz273zn1cSlCSQ4BUQ45xhXa1Zb+bMK81iM2C+GbDctKyrJ2zqirob0HSR7+AYh7EaayXG9ljXgWt85VllaBmjlEJJkNISKYi152bkSUSeZGRp4e/DNGaYCUY5lFlEmWk/Z4sYP0/KnaJV0/TUTUdddzRtT57FpGm0S56k9EombdPTG+/3pbRfyG+frbrumC8qrHXkeUyWRiTJNQm67w1t2+94N0pJtPbzg9t2Q6zzz3lvvOpcrL3DurnummzFYrbH5hxYa2naHtNb4kQTR14pS0pBGkcoIembnsgJhsOSo3HJajJgsWmYrytOL5c8ejZn3bRIJb2DXiDMd72hbnqquvXHvu2AxZHvlIVujdr5J8F4kDMZZj7JTD2kr0hj78uW+jE8/4qEd7ahREKi9ojkCMGzz73fuw11f0qi9nE4BknM7fGQvTwjizT7ZUFrTDCult5Qte8o05jeWMrEWxJUXYcUklGWeo8g8fwY6FdEeidIoEWMlr5rbZ3BuI7W1rRmg7EtK3mBRKJlgnV+LFciIlEFicmIgriBcxaJIpE5ve1YdhdUZhkU0ML8IUBLxSTJkUIybzcAXwkvb7t+fhvj2OuN+GSws4Yq2IAM4xQpZBAPsME3R9Faw7KryZQmVa/f9f/GJTWd81+kMh2t6cl1zDQpiIVXRKpMx2WzRgtFrmMyHZEpSWsNm74l0xE6LJxr0xFJTSSDlFxIfDrrs8LOGvaSgjJKaUJC85vZE66aNfeKKbfzMftpSaGnqPjf4SKf4QuRgHyBy6rcQ0YZ6J/gXItxBqzFOo0jQpAhraC3hs5arLmHFRNOuznPVnMEIAXcjffIoinIHEtK0zt6Y4jUCOtSnjU5i/onHA1KplGOjjRKp75zJELnReQI9Y6HrEV/C+759qMQafgOz1cJp/GAXCfXEJeQFG4f2webM2bdendb++uQ8I4+4p3iaCcBLUOytFXvkGECkeG1cVRgdxAbiUQw79as+mq3bYu/Vr0zvsX9NbAu1k3Lr58+449XV+B8hbWMY4ZpwjhNfaX8Buly2TScrtbcGpb84uQWRRxjrGPdtiybhj9dzfjk4oKfHx+zl+c8Wiz4p8dPGCYJkzzjyWLJ0+WKv79zwi+SWz5xesmxOddTmRnz7hHPqg+Zd48AAQ4sPcPomPfKfyCS7yKFoDIznlS/ZtY+pLUrettgnSFRQwbRIfvp+xzLn7LuznhS/QuNXWGdoepnrPtLymifUXTCsn/GvH3Erfzn3Mp+ThkdoFTEqjvjsv0Ts/Yhy+5puO6aItpnGN3iOP0piXp987/veiw2DQ9Or3zlTwif5IREZ1U17A0L9gY54zKjzGPOZmuullWoGopdR2dZNbS9YZD6hdy2Al2kMXHoAiTavoJX9jpqkG/y+e/j2xEOsN53zZ77f8sSwVZd0wT0QBs4ohZwCFn6gphrwK09MkAEuW+6kABZ/+NaEvEJMvo9RXKP4/FtDHsYq+jqx/T9EuQRThyHBZ0OyIgEXBCysOeAQMoDb4MgFNAjqIAOSY+ULnRzCpQeo6SXhVfMUZyjlAOrcGLgC34i5iYfdbmqOb9YcXq2YDbbcOt4xOHBkDSNSNPIq6EJmM0rqrolS2PyLCbPY5SSNK3h4nLN7z5+Stv13D6ZcHgwZDq5hvS0bc9sXvkCRKxJ0xgZFrt9b+hDR2RTtazXDcNhxnRS0HWGtukCZC/AVJUkz/y+rbW0rWE227CpWqaTAjXIUOoallY3HQ8+vWS9abhzMmEyLRgXXkygN35hLyvPsTm5NWEwTD3kWnixl8Wy4upqjVSSLI0p8pg89/BwYyzW+GOvqo5N1bA3LdmfDnZjlQqwNBU6HupLKIC+LJTMyPQRazVBCP05UmFnl2z6R2T6FuCYFjllkuyU6A7KglF2Dcf3a8Zr+N1WutlYC8IbFSf6Wmb5dcK4jtqsWPVXO0GAzjWhOzMIhcbtpz+PoElVySg+pjZL7q+fsuqvqMySUeQ9Cr2wSEyuY/aTgmVXYp19zi/wbcPBzgvyrdxjwzZq07HqWx6uZzyrltwpxvygnHpRKilxztFaw2WzZtXWTN7Q/PMbk9S01uPpFl3FVbOmtWa34HUONn3LvK1Y9w3rvt15nxykJcfZiItmzZPNnFv5kDyPQxtrxSjKGMaplyQOicuiq1FCkMgouKU6jHPUIWE6r1fsJYXnlOB8AqAOvnjq31WB/K24qGou1mu6AAeJlSGJapZ1w6yqmRYZh+UtjMhZ95knYAtBuimwMsNaQ2+XrNs2LFoStJScbnLqLmZUjLGyBBUjPqdSocNEUzx33PN1zbOLBUI6RkVLkTrSJNpVWRIVkahol5V/tj47jQe0tg83t2USl6QyQkv9RqSy9AW+KdZZ9pMRqYoxzlDqjERGX0sysw3jLJuuY1n7amEWacrYG6mtO+8BsGwajLVESlF1HYumYdQltMYg2o5N1zGva+Z1zZPlkofzBXdHI5xzVF3H+XpDFkUMkphnUtCYnro3NH2/6wzdjG2lpHcNl+2fuGj+iHEdhd5HBp6Dc4Zc76FluiPcKRGRqiGlPqBzJca2WAydrbls7xPJjIPkfXrXUJkZvW2QIgr7812hysywrieSOZ2tWXSPUUITiYRl94zL5k8IFMPoVugYWDq7YdZ+ykAfkOspOmj2vyqs9XCHLX9n6yjtnO9MCIGv7hhD3fZEyldrpfTptJfrtMxWNZeriiKNGGQJafDcuFisma1rhnnwAwroqyh4DwA7XwlfmZU7CILAFyZcSHIFInRLPKRhC9FY1Q1XqwolPT8rTyLSKPoctKJuew+/6TpvzOq8QaqxlqrtmMqMPIkxdslsXRGFCq0NXBycx9Ib66urW4O67fFWrVfzeTFZ9E0Tmi8fxnkSa+8suYqJPzN29daEia9m1m6IpOI4G1Po1+vyVX3rMdq2o7WGYZQxiYvvLMTobcOFpMPh1e+cW4J5hJD7SP0euAprH4aERnvFO7dCqFtIneLcHGeeBH6p8j5t9jIIUJT4xKZFMkfLU1S0j9QSobwMuEnAmhapOoSqvb+aiJBFbJ4kAAAgAElEQVR6HIyrLVgw/VPAIpUOdgYpuAXWnIYOkw6J1wohD5B6glf2W3mrBbsEt8L2K4T6wc4Ue3ceHMwXFY+fXAGC0SijyBPiRBNFakcK73vfjVksai4uVsRxxL27U4aD1C/o65bL2Zq26ZlOCnpjfae06VitGlbrmtWqpm29KtVkXHDraIQDmrpjsayYh6RHKUmWxThgPt9werYI8DtJ3XT0neHW8Zijw+FuHJjNN1xertFKkiYRcazZNvmtsVRVy3rV0HYG4XxHLQpFj2rdkGuv7nUwzJlOS7IsBufoOkOpI1IUVdXS1oZ8EHHvYEzfG9abhsWiYr5qiKRgkmfsDwoOx+ULLQiMtVysNsw3NV2Aco2LlFhrFlVN3fUk2iu6pcF0Mw1d6FeFFgW5vkOq7yNfIDPf2TnL7g8U0Q9wriNWCbG6TkrSyEs6+2cjjHw3uk/+XnHPvf+yhCaWKZP4FgCRvE4ovBiLJldD9pK7OCyJKnbwtFwN2U/uMdB7SCSJKhjHx2RqQCQzCg1aJmz6OcpERDJl4PYZ6H1imWKcpne++F/1XRBpejN4ZRu4LbO24qJes+xaz422vingcG8tfCmF4N3BlFvFkGGUYp1jPy3ZT4qABpK+I2q8el1rzRuLFXxjkprG9JxWC07rJWf1Eikk06RgGKU4YNZW/G7xDGMtidJctRtO6yXvDw4YxhlPNnN+PXsEAm7nEy6bNb9fnHGnGKOEoDIdq67m98sznmzm3Cmm3CkmO9iQh9lYOtvv8Ic3OxRvE1ebit8+O6Pp/OJ0kKaMs5THiwV/upzxd7dv8c504h8s8KZHxvBsueJ8XVF17W5B3fZmV0moun6nn/6mcXa14v/6zX20kvz47gEn+yMO9IuJWC+qz06TAYMoY/toR8InM19F4pHphLv5fkiYvAR0FFxxv67liBSCVCuKJCaSkmGScDIakmrNsmlYtC0Xmw3WOorES3cWcUQWRT4Z7zrO12tmVc28aZjX9c68awvocMAky3h/b5/WWNZtt9PL/+yC7zocna05rT7irPmEd8v/mqP0p0QyQ4VERAlNLAtkeMxTNeI4+xk29d5E22by481/5sP5/8ZSPcMEEiVArApyNSXTY3I9DWRxGEYnHKUjartk1j4mkjmRzFl0T7hqP+Xd8r/hTv4LwOvp/3H1j1w291n15xTmgJwJ6gvaycZ6rkln/D618hOcdW73PEVKsawbLpYbyiRmb5gTa08e7o2l7jr+eHrJbx48487eiHsHY/aHBROtuH8248NHp7x/vMe9g8nO0HQYIAXbY5gHB/A8jnxSEkcI4ajaDucgT2KkcDR9j3M+KXLOJxdPLhf85sEpSaz5wcGYo1FJNFTIMEgnkWZUZKzqlsvlZke6HuUeq76FmgzzlMNxyeOLOdZaOnz1MIk1RRSj5bVpnBCQJXHYTorDMd/UvnP8DRFVMNZy1a6pTMdROvzcPd5Zw1W75sHmgt/OHzPQKf9w+MFrJzWLruLR5oqrds282/D+4JhxlF9zCr+PENYnBVuTVXuO7T9BqLtIdYyzMy94g0PIKc5eYs1DlPtrnDrG2TNs/zFSNQhZ4Myn2P73SP1DhHoHcOAMjhZcExaEmue4WM6E5KjFmYeARshBSDwUzrU489Qfn5wABRDh7BzbfQSu8sfmll6QR7+HUAc+Iesf4CHdAmseYfsHqDgB/f7zx4Djarbm4aMrfvrBCT/64SFx7BMaEezY67qjaTr63rCpWh48uMABw0HKYJDuOhZdEEHYihgIIdhsWh4+umS5qrHWsVj6pOj2yYSySHyXdlXz8PEVf7p/zmScc3Jr7J9n4OJixb9++JjxKGc0zDk9W/iuiRRMJoUvkjjHfL7hydMZZZkwHGYoJXdJy9uGsY6m7Wlbz2E8O19x/8E5P/7RMSfHI5rGd58efHrB/QfnHOwPd8f+suiN5f75jI+enrGuW4QQfHDrgGmR8fGzcy6WG99FKjKmRcZembM/KL4wqYlkSRH9gKz9PfIFRbPWzFi2nzBO/gpDhyBCvES98cuWehJVcJz+yHNK5fW4pYQmVSVRkjCKjwCQyCAsEKOjmEJPAvlfU6gJaVp4802hSWROgWUUHWJs4LcKiIQvFG5MT903PN7MOW9WlDphEmeM7et3O2rT87Ra8tH8lH8+f8z91RXn9coLKOxM098uUqX5n3/89/x0ckShY3priZWnNmyRVApJohQH6cDD6MW3OKm5aNes+oZcJxQBdjaIUrQU1KbjvF6R65ijbIhxlqt2Q+8sy65m0dUsO6+gAOwUFBrjuwoe8mUAQaw0wyhlmuSkMkIKiKUikRGR1CRKU0ae8P5lJO3avmde1TS9lz62gVtxtalZ1Q3rtqXqugBNanf41M5YWmNpAmlSCkmsQ9eg7ah7Q6xerL7xWse08hCWqunojHlhJ/GlFQjx5/NN8Oobfx6+hHOOdd+wMQ2lTsk/s0DyPCuf0FbGc6FKnfrqthBoKdHSK7qkWodE1JNWR2lK2/vqm3NbdQ9Pety0HfO6Ydl4VZUuyGg+d86dI1LSJ0Nh2zKoXL0Qv+rAuJ7OVbR2TW8bEjlgGB2jZIISz18fF/DwvatZ9+d0tuImL2LdX1CZWeDaXJPvPa63RNnYdyOcdzFOVEmuJ7RdRWc3NGZFbeaszSXr7px595i8nQLQ2YrKzOldS2creltj1RcrsdRdx5OrJau6wVpHGmtGRYq1jnXdkScR+8OCdd3y+HLBpMjIkigsJjTWOjpjWVYNZ4s1ozzdSZg657c/W1dcriqyJGZdN/TG8e7RBCUFi8pDwDat756cW0caaW5NhmgleXy1AOe4sz9GS8nZfL1THdt2WTZNx8VyTZHGNOPyc52SNNZMBxnWWrT0JNs0iYKSkwz3k2My8ATnLcdmWKQMsoQ40iSRCnAOuZMYjbUiiTVZHAX4hL8n428IIb2xPQ/WF1y2axKlGcXPC3FsBUg2fctVuw6T3es71cdKM4i8IUisNKVOvjWIua3R36JtWDQ1y7Zh2bW0xtAaD8U1IXmVYVyKpCLXEUUUM4xThnFCEcWkX2Sc5zqfUAQPNmevcOYswL8Mjg5nVwiReyVO1yHQ+GSowScgUxw9tr+PM489VMzd9d0UXFApS/C2BGWAPG/5OA6EvBbdsee+K+Q6/yMU7MwUHc4ZhLPhWvaBJwrIEcIJnInYQt5wPQgJtsbaFc6tg4Sa9Md9I6lxgOktbdujlCDPE7SWz3FhqrplNtuwWNYsFhVXszVCCNptgSU8c5H2nfKiSHbwsKbpOL9YsVzVRFpR121QGTP0IQHqeu8ir7UizxPG44I8j8M+DKtVw3RcMB7lLJYVQkDXWeq6JU2iwLv0UrnWeg7Om0jvvyy6tvddmEXFYlkzn2+4vFqzXje7DlEf+IBaK4oiYTLOybL4pWsIR+BOGxtU7TyqpesNl6sNi9qfpzKJ/XwbRa8FV5MiIVFTUn1Epk+wrqWzC1wQbDKupjGXrLuHLJoPyfWdAEW7jq/KC04JjXpBQVIIiUKilCbm84mGFIroBu9Uiwh9s+sUdq+dw8nt8+Vf9DLMFoGg6ltmTYVzjiTYZHxRdNZQ9R33V1f8v2cP+c3sKZ/Mz3lWrbzYgDG8jTRPLBVJ8J9JlQ6KutfcGfCQtKtmQ216DrOSUZyRvKUS2zcmqWltz1WzwTnHO+Ue+2lJqRNipVGBRLTsGoZRyu1iTK5jWmuIpWbReg4O7rNwqecvgBSCSXBVvVtMuJWNfJUTQRoSmULH1CZhEhdM4vytnOy3YZzzMonGoSRUfUdrDHXXoaSk7Q1Xm4rLTcXFesMwTRgk8a6iuG2HaqVQQtBb6ye2sHixr3Gjfh8+HHDVrTmt59zOpp9LahyOyrTMug3n9YLOGu7mewirXzk5ZHHEJEtZtR1Plgva4ESspCSLol3Suum8VvzLtvUmay6HxbiG3jZwg4ivZfaSjpm3BNv0Vzyp/oVl9wwbfJQkikX3hNosgjCAZVuHEWi0SEFC77QXhhAaLeJAgvTEx9Zu2PQz6n7BxlzxaPMrZu3D3Z47W3knZQzG9bjXuG/XTceD8yuezVZ0vWGQJRxPBh4qsq44GJWMi4xN0/H4ckHXG/YGuV/Qa43lmnR7E9J1sw3vHKzqhtPZkkeXC9ZNS554wvGn5zPO5ivSKMI4x7PZErVNamPNH55egPMS07FWPLqY73hVReIn9N5Y2t6QWusTj89MiFnsIRbDPOXu4XhnEHgzBGJHRvaiFznvHE842RsGmBmf+/wW8rH9rqMiQ8BX5mL+ZaOxHb9fnfLp+oI7+ZQfFPtf6fYHOiMr4pDQBfjFtySr6a2lMh0Pl3P+ML/kT4sr7i9mPslpG6q+o+67nUhOHkUM4oSjvORWMeSH4ynvDifcLodfnNTQhkTmNCQ3VzhX4ehgNw5Y3zlR74IoEM4nObjO+6CJIc48wPYfedsAt8FzOoNQhIj934kcIccIuQ/I64SECCGPEeoY6zZg5+H9zidGIvI2CU4GLs3NsCAGSP0O2CXYFV6avMcrko5xzHHW+3oIuYcQwyCQ8xnlPimQgXRvjA38D/+esY7VqubicsVy1TCbe+5KHKud1HqaavI8IctirHWMRzmDQYZSPimZLzYslzV55hPsIo9JE+175dtxI084Ph5x62jEyfGYOFb++Q7zxnCYcffO1MsvhwRss2k9ZDbSJElElsZo/dXJ8jZtz9Vsw9VszXJVs1hVvmNlni8ylEXCreMxJ7f8j3rFWCMIXeosIVL5Lqk7rVY0vUFLL8STxZppkTEts9eS9JUiQghNpo8YxO9hXEXfbXYIA+s6rOtZt/e5qP4fyByZPuZbU/H4THx2rvcQcxWEr7xATCwVlepeC9XTGsNls+HDq1P+14cf8bv5GbXpdwT+t02Rcx0xjnMOs5KTfMgwTlh37XOfaWzPH1eXLNqKSKpAC3m7+MYkNdsvsuoazpsVm76liBLGcc5eUhBJxTjOsDgera+Ydx5vfZAOyHXMMEoZxRnLruE3s8f8aXXBeb3iKBvc2IuvbAnhuzE33VIFXr1ji5e/aFYMqoRpUpDrt+sejLOUHx14OFUUIGYOaHqvDX80LMmjiOOBJ0/nUUQeRbtnbFtL3xLUtgpaVagO7RU5iXqxKdWmbjmfr3fSmdZ6xZYn53OuVpWvet9YYF8uNjy5WAQZRxP8Ahx54pVK9kcFB+PSy3Ou6l2l6WBcsjfyE5gxlrPZitmqIgqV5VHpTbS+7nA4Hm4u+NXVff6UnHGQDpjEJZO4ZBzlKCH5w+qU++szeuurCBvTkIqEYR7x0/gAJQVZFDHN/CCbaj8pJUpR9z3DNKYzfgF7VBZkWjNKUu5NxtSdbxUflyX3xmPe25ugpOSgKPjZ8RFHg4GH9+UZP9ybsp/n5HH0wk6hV53zpl7g9e63A7aXjVS7bw2enNiYJev+nE1/gXU9g+iISHh4UufqoIblnsPL+sWxRLigrx8EHfxnt0Oqh7n5pCpGi4RhdMw0eefGJxxaJIzju2RqhBZf/Dw56+h6652vrWPd+I7MVkZ0mzjedJi2N5JGLeUOjx0HWNe4yEhjvTs1AhikCfvDksWmoen6Hexttq6Yb2qG+yl5ErOuW9reS9R2xrCq2103xVgvFmGs3ZH+t2T9WCuyOGKYJx6qdiNp2Tq0ayVJ0J/jr93EbBtrmZYZkmup8ld9fvd6SOa+KFrTXyf1zZLOmmtIrDPeGFcojrIRJ/l4p0Z42aw4r1es+pqNCUIqCEqdMogy9pKSYZTRmI6NabloltxfX/Dx8ilPqhm/urpPbfwEV+iEu/neDo7mE2LDebPiX2YPeby5oncWie+E7iUlJ/lkp4yz6mou2zWzdsO83ZAoTa4TDpIhh+lwd76qvt0dy2W73p0DY72EcCQUmY45ySbsp+Xu/DyrF8zaNZ01oasbOifOkamY42zENPbCM2/azZ43NZd1xaerGQ8WMx6tFjxeLzjdrDndrNj0HZtQFOvMNbxpWwF9tlnxcLXg0+WMj8shPxhOuDcYcbscsZfmRKGb9/zN0XnOiVsEGFoHQRHx+VCeVyoSBDFeXMYiyEGm3mPNXvrXxQREtktAnNt2W1xIoB4h5PTGtoXv4ogMIRKc2JpV9j5BsgucnYFbY/sMqQVCaJzzEFqEQpDgROe3E8bE7XjlXO+7TXIrpLN9/7pTLRCMRzm3b42pqpbffvSYLIvJsoiy8KbLi2XNYllT156wb4wN343gDyWCbxS0Xc/F5Yok1oxGGXGkGA1zjHGY3kOrhfCdjTjSO1VCFaTvk1gTx156enuKAJbLmsdPZlxcrlitG5yDJIkwxtG0NctlxWy+ITuLdvLDSkn63rBY1szmG2azDVkeIyUc7A/JXETXGxYL/74xlizz0OmD/QFN07Nc1qzXDU3T0/fX3e6bd4lSkiTxam1xrF/Z0VBSsj/IPTQrcBLrIP993A9wzlGmMZM8Y5AlXwg7291JAaaeqgOm6S+wrqUx57TG4Oh3170yT7ms/xkpErQsSdUhqd4WVr4dCc6Lzq/DF7qtcxQ65iArmcY5e2n5WmvYdd/yh8UFv1uc8XizoDIdhY7ZS8ccZQPKKCaSikfrOb+dPSOWyvNh0oL9tMDh6K1l2TXMW89pP6tWTJKcd8opPx4f8P5wj0LH/Gl1+dy+G9PzYHVJ1Xe8N/hyRa5vTFKTqZhb2ZAH9opPFmd01lBGKe+We+QqIlMRt7IRF+2af7l6zLJvWHY1ozhjmhQ0tmcZEp1HmysumjVX7YZ75fS5/QherqK1lavbmI7760uMc6G1/3ZJzUFZMM7S7RB7vY8AK9pCB4Zpyrt7052Z1SvDsYOxxEqFJO3zH1tVDR89OOXjh+c8Pp/TdoY8jel6w3xVkUbPdyCeXi75D/96n2dXSxbrhq73+vRHk5KT/RF/88MT9kcF5/M1v390wapqqJqOv/3RyS6p6Y3l/rMrPv70nDJPmA4zfnh7/5uR1DjH/dUZ/+fph2QqZhCl/HR4mw+Gt/nh4IhCJ/x2/pB/uvoTh+mIUqc8WJ8zinJ+ufcj3i0OgeCXEMhsWzEFCVgHP5iMd1OlltLLYSvNME08JIBrE7NEKyIpuT0aclAURGHheVSWTPPcS5VL8ZL7QaBkjJbJLinxevU1EWmYuK/DuJZ1f8G6O6c1azI94U7+d+R6upNtfrT51Quhbq8zxEcyJdMjEjUk1SNuZT/jvcG/9X/tAiEZfIdHRjuOzysjSITG2iftddfz5HLp/RYOxpRZTKS9tGieRCSRfu452Hq65Enkk4osYX+YB1if/4wUgr1hwXvHU5rOS61GSlG3vXeV7nrGRcbxZEBvLLN1RW8Nm9bDQvVukRjk4sN2tRQ734ws8QIFe2VOmcUvLEC86Dx/9ncpBPujgukgR6nP9x2+7FTc2I6LdsXHi6f8evYpq75BAG0g7acqotAJv9x7j6N0uIPmPKnm/OerBzyuZjypZoAXLbiTT7lX7POz0R0GOmVtGk6rBb+efcpv5o/43eIps3bD/y0+4ferUwBOsgn/w3HE7WwSxjlLY3sumxVV74U6KtOhggfDz8d3GMf5Lqm5atd8NH/Cx8tn/H75jFGccysb84vJPfaTctddXPU1Z82SX88+5V/nj3YzQmW88VupEw7TIf9w+MEuqalMx8fLp/xu8YRVV7PqG5Z9zaZvaGzPUTLil/s/5KejEyL55hDdi3rDby/P+A9PHvCPTx6waBs2XUfvggmiux4/HCAcdBYaY1i1LRf1hj8tZmgpGUQx744m/NXeEf/d7XfJdEQRRZ/zenD0HpblVlwv9F8Wgs/dZcEUGhzYNch9hDoK3ZKbYT3UrX/kFS+jv/Jwtue2/Xw413sRA3uOs09x9grhasAixRDofXLwkr/fdpk8n6fCuRuQM2cCDC38tYCDvRIpBJ/84Rn/+uFjBoOU0SjjzsmU8SjbLeyNdbidhP/nd+msY72uefDpBcZYkuSQLI25dTQC4Nnpgr436MBjTdNoB0HbHsvLHuaz8yXrTcPV1ZrVuuG9d/Ypy4TNpmU233B+seLpszl9Z+haQ5JGpKlms2m5mq05P19ydr4KppqWLMjFrzcNl1drzs6X1HW3Ezgoi4Sm6Viva6qq9d/9s9nMc1fx9Zi1SgqORwP2y2vZd7/Z6zFUSj/+v40haqIP2RN/T2eXzJvfYmwV4Kt+43V/SmuuEIG3Mkl/cSOp+XZHH3gp4zgj0xFH6YBpUngC/hfEsmv4aH7Gx/Nz1n1LqiJu5UN+Nj3mlwf3OCmGDKKU/+Px73m0njOMEv5m74S/md7i53u3cI4dfO0Pywv++eIxF/WGvTTn/dE+/+XBXX6xd8Lv5qf8bn763L5ba3i8meHwULQvE9+YpCaWinGcY5zHCXbWkEjNXlISSUUZJZzkI8ooYRFXNNa3xe7kEzIVsZ8UgGPVNay6huNsRGM7flBOKbTnxmQ6prUeilJEn19op1LzTrlHoRMyHTGOs+e6OW8a/x97b9okSXLe+f3cPe6IvLPOvma6e24A5JJcUiQhaSWtTGbSa30BfbT9DjKurYn7QssLIEBwQGAGc890d1V1HXlnxh0eeuGRWVV9VvdcPRAes+qaqcyM8IzDw5/n+R/Gz+R8gfnoXLCeAJ514z6qtnFxW0+qzFYN3GY8j7l3PGURp9zc6TXyrhYnkwWzZUJelpc6Ne3A5bXdPr1WQJqbia2qNON5zEf3T9npt9A1hJ7Ddi9iNF/xxdGIW7u9zRh1XTOarXhwOuXtW9sM2iG+88pcYhvvoh2vs4G83I/P2PbaBGp9bZjXh26LTxZHLMoEKSF0np3Y1nWNc4F0uD4rQhrVrLUPAY0S2fq8OUptcKXw+DXztDAmXz495xZVXbIsT/lq+TOUcFFCNR2kkI59DUu6WNJDSYeqLliVI06zT/FL86BNqimWdLGlfwlrfrUQWMLFVx069i6xc4NCxxzFv4EG71vXGiUces4NIrl9pQefwHQybKVwbEVRVcS58QzoBB6+Y5PmBbNVymQZkxelIdfr+pKh3jqJmMUZX51O6UcBrU2SbZyNveb96/tQCIg8d5PIpEXJyWxJURmIm+fbdALDo7p/NqOqNIfjOZ5jG2EDce6yLYBVWnAwnlPVNf3Ix3rk/F4Fpy0a3P6LxlUx4LquKXVlSPbJhFC5vNnexZYWpa44zRYcJlNG+ZJZkWBVRsjgKJlyLx7Rtn3+uHcTMHPTskz5anXG0I3ouSHU0HZ8boQD0qrgJJ2R6ZJb4ZA7LUOY7TkhLatRChKm6piUOVIIrocDunZAURupz6Nkwlm2ZFok+Mr4iQXKZdfvsGjMfY2Mef6Y8ZxuOkDjbMmDeMybrV1ej7YotSatCo6SKcfpnEm+YlGkuNIiu/D360GfW9GQVZlxks75ZHFMXpeElkvb9i8ku8+PcRpzHC95//Qh/3JywEeTMw6Xc7Kq2pByL4Zqrq31IlDXNSV14/NsYDZpabrCeWU4fuMs4ceDHa5F7aZYsr7OA4S6YSSOqanVCqFvIeQeQoQgxXkCImyE6BgivggRF+0DmhCyi7ReR8juhRFLpLoBtkYIH2TLwNeEg7BuIWWn2b7bGFN3THIkA+paGzUz+0cY6egIIbdAhohaoax3DMxNeGZBrV5HCAchOtT6DF0dIISNdP4IA6erGr7NlJrIwOKaUfqBw0AI0qzAcRool2/TbZTQdnaMqmrdqIHt7rSxbYte95wP5gcOt24NGQwiXM+m2w2wbGMkORy2sG1Fu2W4fUpJhoMI17GwLEm3Y3goRV7SbvlPNJ9stTx2dzr0exFFUbK91TZcHteiFXm8dmtAGLqEoWsEDCIPq+Hp9bohd+/ssLPTIYpc+t0Q3zdQNc+zGQ4j3npzj6IoiSLPjM21AI9r1/qkqSl+7W63uXGtz43rfWxLIrDpdgIC3yEvKlqt50sHi0bkZX2fXOyZmdefu4lnhhIuQvVoOXfZDv6aafZb5vlHlDoxiTwlVV2yKu5h/NsWZOVZw8XZQckQSwbNiH4YnZt1KCGwhGysUbKNZ2PX8Ynks4vLaVVwnCw4TZeUumI3aPHn2zf4SX+fNztbDLwQT1n0vaBZt1gElk3fDbgWdFBCkuuSluOy7Ue40mp8JAWfzs+4GXW53eoTWA6vtS43GwpdEVgG6t12vp789Cuz4lzDzyLb43rQ2xCSLCEbCE5NYDns1npDehKYE2hJxVBG9JygEQWoNwQ0SzY3z7oS0OzvSRVT33J4u7PLG21TqRBCfGuk+BeNq1ZmS61ZJTlns5iDsymOpfiLd2/y+t4AAfzqkwM+eXBKVlTUF4QGtnsRncjDrLsFNB2F//yz3/GzD+7xzq0d6hr67YAocPn4/gn3T6bMV+lmUtJaM1kkHE8W/Olb13ltt2e07l+RsIQkUC4/6d7kL4Z3+dnZp3y+POGt9j67dJoKsMcbrV2uBwMeplNG2eJKJDt4frX8RfTsr7I3W/pse2+ihM1J+jEH8fsGkiYENZqOvc/d1v9Az72Fr9q4KkJTscyPiKsJTsPDyasltnBxZfRSHDJLuHiqTce+Tq4TpvkDDuJfQ8PvoK7xVIe7rf9AYA0aiNxzvp0w1TrbkviOvXG3RkAv8vBsi2Wac7ZY8XC6xFGSNC9RUtBvmY6MtIw4R6VrTmamQvn29a0LSQ2bk3ZxPEpK+o1h68PJglmcsUwzIt/hjb0h/chnkWQcTxZ8enTGbJUyXiXsdCKK8sK1UtdUNUxWCZ8cnlHp2siyXxFO8X1Erkumecxuu8Nfbr3BtttGCsHfn37CV6szZkXCJF81XZySh8mUh8mUdzv7/IeddwHzgPrbh7/lF6PP2fe7bHsdBm7Erteh70Rse20eJGPKWvNng9v85fAuYNQmHanImiSkrDVJlRNaLn/af427rV2kEPxm+q2bKasAACAASURBVIC/OZwzLxKm+Yq25WNLi54b0rJ9PGXjSotxk4A9LeIyZ5rH3AgG/K97P0YiiKucvzn8Nf82vW9gbEVM2/LJdMlJavb5VnuPP+rdJK0KPlscsyozBIJ9v8uO136he+g4XvLL4wP+8egef394j1WRU+jqqT2TdXe/0rrp2GseFaAotOYkXjLPU47jBQfLGaFlM/ACfMs+L72IFtJ+i3NPmaZbI4xJrhAhyuli4GYWSAcpOzSg6GYjzewvJEL1jRT0JTldhbDuoNQtznGtBsImrbcwiZjhuBhfNd1su5k7ZAelrl3YTzMWUSOcQTMWG4SPlNFmbHV1iC6/RKqbWO5foquH1OUn1HVGrUcIKdnwfgDXsXFsiyh0uXN7ezPUtWBAp+Ofd2nWHXohLqmLtSKXt9/aM0aZtZFlthsfk+HAJEBVZVY2QhjI1nou8Fx70+2VT+jQ18D2VpsfvXtt082wbdX41bj4nkO3YyBuQpp7SVkGnus6FmHosjVsoet6w91TDVfPcS3CwGV/t7v5Xko1XjiBUVJbG3/SfHcDnVPYNrie3fB+eGIy9rz4ptMGgUIJj5Z9BysMkMIhKR+i69J4BzYnNykPSatT4vIB0+wDBt6fMfD+BN/ew5L+tzCybzcEYDecmrgseJjMmWQxHSfmjfYW0RMK+RcjrypG6YpJFqPrmr2gzU93b/Neb9dAz4Rq1sRGrWy9hlZS4lu2aQDULl3H53ZrQGS5dByPfzj+kp+f3GPLC9kL2tyKerzR2bq071JrzrIVaVUwcL+ecfOrs+KkmY6EBlmiGt6AmbTXeEjQdUJerXCkj6vaFPWKRbHAkl4jX6tRsmxcXB10XaHrAoFCComuqwYOY3Ghng6Ym9lV1gYeZqBF39yF/TJbetGFcFVpVmlOkuXYShF6rnHxDYwXR+S7tANv4+mxNiWdLzMOTmcNDOdcVePBqen2ZEXJ2sXck5JO6LPVjah0zcOR0dAvimqzqIx8t5G/fTUmBoHAVTYt26PjBHQdo4te6JK4zFiWWcMjEEYBT1ob3sCVtv8Nqaa8yL4kNpG9hRASW3rE5XXTaREmgQ9UF9/qoYQDoqZt73Ij+FOSaoYUllFokQ66Lsl1TNe+hi0DAqtm23sHW7oEVo+qLvF1d6OiZkt/09XxVJeWvYtENWOBQPWInWtcvOId4RPZw0ae+/nHInAdbgw7ZHmIbSkjxRwF9EKPbujj2hZKSa4POo3qiyD0HHY6LRxLNWpAsNuN+He393Fto6LT8j2kEOz3jVfFVjsy3KaOgQD2Ip/Qc4zJqueyCH3iLKeoKnzHNte263Ct3ybyHJZpvvGYaQceW+0Qz7aQUtCNfN69vr35bC8yxOFXOWypiJqOQ9syRSaJMH4y0hja5Q2fZFmmVGjatk/L9o3iGCapadseke0ZE7V8Scv2UELiKYGvbGyhmv+3iR4xhlsnNZY4H8t6+xJBYDm40jZKkbqiaBYqSphFnivNA9ZqHL2fFq6yz7dteRtftPX4NDV5VVJbNZaQRJbhytyPRxv50Vke03NCOk7QKHVeLWFd5hnTPOWD0Qn/eHSfjyZnLPJs051Zdxn3ghZ7YYu+F9D3fDzLQFrXPkxxWbAsck6TFSfJitN4yTzPqOqapCwZpTGfz8b809E9dF3z4+EOu4HhmRreywWOiYDLMDOjFHY5LiAP9Jy6nhlei/UGQu4YpbOL3RshMGpn9vl+miToovnl+f4eDQVP9bR6+tiE7CCt1xB41NWJ4eeIACFbILsNbO58jKL57kpJ7DVnpJF5Fw03xboAMV2LcVwavZS4zvqZat54zvkziYRtq03CKi7s/1nXaRR67O106HZ8XNfejPV8HOdjf3IIw917aqdXoCRPlX9WG6TB499diJdfI31ba4P18bRkhG/t0/P+iBrNPPuIef4JhV5Q1TE1FXVdkZanVHUG1KTVCa4a4lkDLNnClhFK+CjhoYSLFE7D3TFcseedu28rLOGj5ONkerGGbUuFKy2SqkBnmrRaP7+fftyNf5iB4HoNUqnvBhsV4HUSI4VsumyCQp8XVdaw/DXM9XrYQQj4fDEC4Che8JvxEW3b5XZ7cHnfQtOxPXxlfy10FLxSSY1RaKp0QVEnCGSj711T6Zy66d0k5Zhlcbwx8UvKCbPiAb7qE1k7aErjtSEjFJZRiapzLOFQ1xYlGboucWTwmPTtxfh+/Ou/flRas0oz8qIkcG3aobsRKUBgSIuhh22pjVFgVZnE5Ocf3mO6TCg3RFTJF0cjktyonayTHSkF/XbAzR2Di75/MsO1jVKLY1vs9tu0AvelqjbfWggMv8U2cs5Ok7RoauIqZ1bEZLrkPJ1tIFCv8HUgUfiqh6c69J1bj+G812pla0hZ294nsrYvve8imV82xmCODAitfgOVuyAgcOkzgsjeMg/+ZvEYWgMCq8fQvfuUsVwUMXh2hJ7D7Z1B0zFlY2gphBH7QEDgQNt3ubNrJsi14tdF+c/rg06jmmZmEFuZ6/TmVo/rw85GbGC/32a32zKLGATtoPGeaCqUF7cthMB3bPb67Y2MtxCm9a8uKKwNWgHd0Dcy2bVxpH6VuzQArrTpOyFt27+kGmZJia+cjRJlXGZM8hUSyZbXJlTnVUCBILQ8+k6Epmacr9jxOi88FlsqOrZPxwlwpbUZi0mGTNJS1ZrqGZ2NZ0VoOQzdiNByNwUM0ezXUyaBKxvVH0dZDNyQh4nD72aH/HZq1P0Cy2Xf73E72rqyjw7APM/4ajbh384e8o9H95hmyaWOi2wWJre7ff589zpv97Z5qzfEtywzNgycdpIlnMRL3j97yK9PH/JrbeSgwdwvcVFwsJzz3w6+JClLtoOInaD1hDntxWe5up5Tl/dMl8R6FyEHPDkxubiP72Y2FXKAtN6jro7Q5adsVNhkHyG34Tnz0JOSlvXfrxLPMjt80SPQbnncvN6n0wm+NjTr68QrUp+8cijhoZRLz/0jQusWJ+rvKHVMXD6gqta2BlDWK8oyJitPGae/wpIRtmoRWNcJrD1cNcBRfRzZxpItpHCQwjZqa6jvJ7FRA9QTJKHBJB2B5RDZDosiIa1yU5x5ziirWpNWxqS5ZTu0HI/AsnEeKdSsLSvAcGGepqy25Uf0vYB/Pr1PaNmcpUveHx1xt/04f0kIgaeMMNLXsVGBVyipKeuMuBxT1Al1XVGvnUubBZUtfFzVohG0Ja3m1Pl9Mr0gqxbY0qgvFDohq6YkjDGZZExRp7gywpERStooYVSanhYvWkGYLROOzuYcjxYcjxfkefn8D71guI7FnetDbuz2iAIX331y9UpKiefYWJYhPK/Sy6Z7ZaVZpQWuY1rkaVZwOl1yOlsxX6W0ApebO10spdB1TZIVfHL/9Bya0MRWN+Ltm9vMVimfHZzhORaOrfBdmzdubNGN/JeuxJRlRVaUjGYxByczpvOYVZpvzAUDz6EVuOwM2lzb7uA51qaV/sxjKG185fLJ/IizdMFhMkYJyWFspARnRQzASWLkeaeND9LLLJi+izCcDZN68YwEffN+1IYs/ez3waNiA08OdWmWNAmL+kbmdykE8nldDWESuycVINOiJM2NUtFaZtu2zCLdKKgJdC2Is4K0KPEaJSIwD++qqkmKgrP5yhjftkPagddAM82CcpVmnM5jhIDtTrSRcl5fh0qYCmhdN0aaPPvQHI8XPGzmkZPx4uUO3HOi1w64c2PITr9FFLiP8XRM8taoynERBiMujL/GkRYd22eWxxsjzXWs5dFnRUzXCWhbF9XAzBbWnYYN14zH510Bm+7JxbFc/Pfr3JwSiWpgFBf3vf6movku6/1UWqOEZMfv0LF9XGU35nYhA7f1mEz8k2KNAngYL/j58QM+npyxKvJNQrPu0LzT2+K94Q7v9Ld5p7/FThAZFTMlNw99XRuxGa+xPVh3c347CvlyPuE0WTXE25KTZMWX8wmfTkf0XI+hHxLa607Jy1baI1B7gAvCM5yZp23ru14RC/ec2yM8hLCa313g2epcT3vtqs+zr/v5RyMMXXa22xujzu8jXhXExVWi0EvyakKhl1R6Ra5n5NWERf4puZ40XZmLYdY2ei1ooSuqOkXrgrwaYYkQJQPTsZFuk8iYAp1gLdT03R6fbf+nbAV/9djfTfFPNwqNRh7bERaWfD7kG9ZCVs20uunMXf6kEqLxSdTEjRfkk5wqDP9PEdkOPTeg1JrjZMGiyBrfSOMfCaZ4dJouScqCa2GXoffyELRXJqkpdMKifEheLRBCoXVOrmNqjJFRaG3hqpC1nGyq58TVGF0XVI2kLdQUOmZVjsirBZleklVLCh0TWANCa0hg9QmsAVo+qtDy8jGZJ/zm0yN+9bsH/OtHB8xX6Te27XV0Io///afv4jqWkRZ+SlKjpCRoRAFWWU4NxmCzeT0vKxZxSqltKl0TZwWzOOVstiLOCm7vD/jpT+7g2oqsKDkZL/i7X4vH1g7bvYjAs/n5B/f49OAUz7FpBS7vvb7LG9e3aIcvT/YqK80yzvnyYMQ/vP8lnz0442Sy3MDbht2Qaztd/uTtG7RDY3b49Nb7ebjKwlM2H8wecJrN2fE69N2I+/GIXJsKhSMVh4lxI5/kq8bp9lVNa/4QT4s0L5gsE5ZpzirLafkuLd9FCuP3AmaBuUwyJquETuDRFuBaFkKae2YeZ3z2cMwiyXjv5g6B62w6W3lZMl4mfHx4ipBrCWcje/ykBdyzKrfreHg25xcf3OdfPzLzyLcRb9zc4v/46btYb0mcRiDh0RDPTb/AVzaesvlqNeIkXbCqzhcKdV2zLFJG6YLXw2GjUHbxUSPQtaaqq8Zg9ml7Oxdb+FbWDOK8U/m80NTkukIKyZ1omzfbe3SdgEA5bLyBrrCtmpqqrjlcLvino/t8Nhs3ptAm1h2aHw93+T/f/DF7YYstP2ySzMeGT2DZ+JbNlh9ytztgxw/puT5pWXCaGLnqUmsmacL9xYyPJ2cMPePVdp7UvGSIDkK1HxnRqxI2CBuhIoS6duHvr9IYrxZh6BIE7g+uU/J9RVHNWeZfEJdHZNUJSXlCWp2QlieXoGZPC13n6Dqn1Evi8iJm50l34PcTjuw/MamhEQ/Jq5K0Mj6OvrKvyA0//6ZrS48nJysST1qsdN4Y3BePITPOtwiB5dD3Ak7iJWfpilWZGz+uMt8Uw9Kq4LP5GfMiJbSd34+kRgqFIwNKnZBVC6o631TwyrqibGBkeRWTVTM0FRILXVdUdU6lc6o6p9AxaTXFeGN4SMvGq9tY0jP7UBG+1ceSHt/URVnX50Z/eVmRF1d3v75q5EWjja+ffKGtw1KCyHcZtAN2+y1mq5R//vA+nzw4w7UtDs9maGp8x2DSXVsR+Q7HzoIsL/niaMzf/fpzvEZr/my2ohN5TRJ1frxsSxF4TuOibKoAa+WpVuB+LaO/8Tzm1x8f8JvPHvLJvVOOxwuWSYZuPEAqrUnzstH0V9y9scXt64NnqkMJBNeDAQwFk2zJokxp2z6R5VFs/CaMCEWuS0pd8UZrl7Yd0He+uQT4+wwjolExK2KOkxlCCLqN4lRomQV/1eDBTbWnJNOlUZZqqtC6rkmqjFWZEVouoeU10DJx6fW0KrCFMkZq0tpUl8sGurQqM1ZVhq5rOk5AZLm40r4yJ+F5MV7GfHx4hu8YSeWzxYovTya8ttVDbomNEafx/Wh4DI3PBEJgKYW7hmhSbzxoLCVRolFls4yyUV1feP1JvkJXXI1oXVNVmqLU38ocAlAUVSPNCs96sD9vxIHlElkuO16bHa/NYTzh/z74V8BcA6fZgh2/w47XYdtt4ytns11bKra8NifZgg/mB8zLBFda9JyQ263tzXuvGqa6WHMYT/hydcaDeMyDeMSsSFgWGVKYh+Z+0GPf7z0mGfrM71qf3zcVmlWV8dHiIWfZEl852NKoC7Vtn9ejIQO3ZVR/nnIdL/Kcs2TF/eWM02TFssgvFU2uhW3udge8N9hmP2zRctynqqld6lwJgW/Z3Gp3yaqK+4sZkyxhnCbEjRraosj4YHxCx/W43uowDMLnf/9nxBp28yrWfC52GH/occ75+UNcJZLyISfJ3xOXB5R6SalXm9+6zqm56ty6Rgq9evGk76CpWZY5s9wQ/X1lkTaws6u0tJUQeJaNLSVpVRKXuTHdfKST7ihF2/GISzOXTfOUskmCxIX3XXzu1c08WuiKWZ5ylMw5S5dM8wSnMQs9imekuiStvh7S6RVKamxcGZGJBbleUeocuyFCaUqT1OiMXK8aorPCla2m8pVvftavuzLCVS2UcFDCaTo54Mo2gRo8ayg/6FBSEjVmmfuDDrNVxj/99iuKqqIVuBs5T9+zjROyY9Nt+QSeQ1aUfHpwxv2TCYHnEHg281VKNzSvXwzjcm7jOcYjBMxF7NoWoff1KoDjWcwvPrjP+58ccjJekGaXL/I0N9C0NYTFthQ393rPSWrgZjDkRjDcGFTJRm5wPXUVumSeJ3w4P2ScL7kZDNjze3Sd4Knb/SGFrjWZLniYznh/8iVSSG5HO1zbGBhKU0BoWterMmVeJHSdEE/Z1JiJaZbHnGRztr0OXsOzOAcm1azKjGke4ysbXzmE1jkGt6o1syLhOJ1xnE7Rdc3NcMiu30XZEuuKnJvnxWgR8+GDE25t99hqR3x5OuXD+8cIIehFPn6TjJeVbvhi5t5ZdwbsxghvzT0zkseNKqJkY65pK0lRaSpt+Dev5iPwm4+w8XLZ87rs+13ux2N+dvZpo54kuRH0eS0y53XLa1/6rCONiedhMuU30wf8fPQZbcvnbmuHtm1kn18sDF/qIJnwd6cfcRCbTmtaFRS6ZFqseLAa8yf91/Ab6farb9mc96IpeizLlN9OH1DVGoFJaIu64kbQ53/ZfQ9POljO06/jRZ7x5XzK/cWMURqTlJcTrOutDj+9dov3BjtsB9ELLcltKbkedXCk4rPZiMPVnLyqiJt9LPKcD0cntByX/27v5gts+Q/xh/jhRFIecRL/N+Lywfc9lO806to8e8dZbArXymmUFI001vM4NUpIAmUKi8siMx2VWqO5zJRzpKLjeDyMjfzzLDc+QGvF4EdjXSQ1Rs6aWZFyGM+5txrzMJ4T2YbTeJjMAch+X3xqlLBxVYc2EkeGaCpUIw1Zo7Glj6c6G5UzISSWcKhqIwzgqTa+6iIcgavaRv1MuEapQijqRlXGt7o/KHzoi8b6u7UCj7dv7TDshszjDK01jm2MDLWuaYceu4MWrcColN3ZH/C//cVbBuLVSFHaliTLK5K84O614fmib3P8avKyIs1LtrsRu4M27dB76eOrm45XnOWMZiumi+SyRO4jsUpyHo7mTBcJWj9nMbkZck2qC9IyNzf6psxYb9zTd/0OO1676SB42FKR64RFcYquCwKrhyNDlLA2HJWygUuCuZbNj4VGG4PLhpO0Vh3b4Pa/w2ux5tyPJNMltjSk+bUEba5LZkXCKFtwms6NBLblojcS6qbjtShTHsSGj9SyPDxlI6TNuHFoj8uMpMqbinjNa9E2Q7fFNF8xL4zH1LJMGWcrajS7fvepY37p79oIC8zjlAejKfM4NUIZljHkXHvSTFcJB6MZjqWIPBvPPk/Sn/QEMHKsv3/zh6tsBm6Lt9rQsQMGbrQxtQS4EfT5n3bfpWP77PpdoqZDt+t3+JP+a9xp7TBv5JMFgo7t03UCtr32Y8fLUzZvtffo2H6jOlgagQI3ZOi2sKWi54TcibYJLRdXWnTs88LCttfhr7bewBKSXb9Lx/axhGLf7/HXW28yLxLSqjDdldpYAQTKYc/vNl5oxtDyj3u3jOdMeE5cdaTFu519+k7Irt+lbftM8iVn2RJbKN6Idui7UfP9YVGm3FuNsIRkWWaM86VRZ1NPhgfP84wvZmOOV4tLBFtLGjnra2GL9wY77ITRparnVWL9Xs+yudMZcJasGKUxJw0Mrao1q7JgkhpxgXES03LcSz5ZLxNFWZIXFUVpfkLfJfS/JrTtD/GH+Frx/4/i0uUwFieOstBVYZRoXeMtE1rOcwskrlIMvJC+65OUBlp2FC8YehE9x9/ME4HlsBu0OIrnfLXUfLWc8A8Pv+Lt7javt/tYTQq0KnMWRcZRPOcwnlNqTcfxGLgBe36bwLK5GfZwlVkP7QdtCl39/kg6K2GjlI2rWrTZa/56vnhe/3/AgK5zY/O5tZjA+nXf6tHjtSe+9q3qWIlz9aULa/7v7dZqBS5v39oGtq/0/jvXhty59nxX3Y1cZdMlyRtCdjv0eG23Rzu4ugLQk7ZdVZokLRjPYubLZ3OT4jTnZLRkvkqfz3up13h2TVxmzIrYwM4eUe5wpMWu36HrXL6xVuWCSX6fXCcMAWlbSCGpa3MDl3VG0sAeHRngyAApVCOXbMQvoG4U/bwLic13GI1M6RpiZ4QpJaq5NzJdMiti7q1GfLI4ZOC2uB1toxvVO0PMh2WRchCPaVkeO16n8ZKyOMsWfL48QSCoas1ROiUpc7zGHPF+POYsnTcmuBXTfEVN/UKV86t/VXOdLpKMw3rOMjUmjo6lCBo+Wl5qZnHKwXhON/QZtozM91Poat96rOVZz5WXzieQb34eOZetrWtwhIXrWPSdkDdbu+YdNRtxjmt+n2t+v+GhsHl9x+tslM3WKnCX9lIbfDacz4uutHmztcubrd1LMrEXo2sHdKyA18JzP4P1WLbcFltu67EF/7Wgx7Wgx1Vjx39ckc1RFu90rvFOx/AwloUxEb2/GmFJxe1om/e61zf7OU5m/Hz0OafpnLjpUD5J6W19/hZ5xufzMQ/jJcWFuceRhlC7H7V5t79NYL38RegpizudPqsi4/3Th5u/67omKQumjWLaKI1xHzH/vTTm+hy48qT5VTY8oqKsWCU5cZITpzn0DRLgKknZxX2s/V8uxloy+OsWEjbbvbCPurm/nnVvrflc67n64ii+reLGqzTWp10D63O7Afk12790Pl9wzI8xVn4Pi0ffZghhvPhcaVHoCi1qOo5P1/ZNUvOc4+lIi6EX0ncDHsYLVkXO0WrOnt8ispzNPBFaDntBm8+cEaWuuLec8g/HX6KEYD9sgzJKlWuY2cFqzlG8oO/6DJ2QoWv8avZFxyiKCtPxnuSmc93/fUlqLseLErKe9fq3f2P4ns1uv8Wd6wOKsmK+TCmqirI00JaiNHj7sqw2v4tKUzU/P6SawmgWczZbcjxZcjxeMJqvDIenE7Ddaz0GU3vhWC/orjChCSEQUlyaXJ8WNfDZ4pjPl8fMi4RlmRplpUc+2bJ9XGU9ltQ8LXIdsyhOyXVsYJI6p9AHBFaXnmPMKGfFEaVO0VR4soVv9fBVm0Ctjey+m1BC4lkOoeUSKIfAcjeGhRc9eULLZc/vse21uRb06drhhjMjhMBRFqHlXpJerOuaZZlxli02nAJbKKzGu6PUmrhMSaqcPb+HbzlkVUFS5bjym88ijPyyZLfb4o29IQfjOffPpmhdczaPiTwHx1J4tnWpc/N9RivwuLbdZRnn1NqIFVycLy7OH2XDvSkrw7WrntepfCSyrGQ0WnBa1cRxbgRGAoco8mi1PFZxxtnZwiQ8jiJOchaLlEE/Ym+3w2i04uHJjL3dDtf2e5ydLTgbLWl3fFqRR1lUZHnJaLRksUzpdUO63YBWy8OxLRaLhOUyI2lUDX3fIQxdWpGR0h6PV8RJjhCQ5yWLZUbgO+zvdzdO6d/FmseSioEbsSpTvlyecZRMGecr2rZvVN7KnON0jqdsA8fzu0/t0gAsi5yD5ZyzJKa6kNR0XI9brS5bfogln6/k+KxQUtL1PLaDiI7r4SmzyFkrrCVlyYPljIPlnL7nE/HkQlRWlSyLnI8mZ/zq5JBVkV96/c92rvPX+7caxU2L6TzmbLIky0tmi4RBN6TfefY8muuKo9WC+4sZn01HHMdLAGxlkrwbrS5/vLXHXth66eNxMSZZyiiNGSUrzpKYRZ6xKDLDrdPVubGlMhXvlu3Sdl2GXsDAC9kKQjrOyxfuvvWxOi4DP2DohWwFAZ2v6c6eVRWrIufjyRn/cnrIspEL3wtb3Gr3uNnqcKPVxWqu13meMctSTpIlx/GSeZaxyDNybVQo12EriassItuh43hsBSFbfsjAC2h9R8f39y0EgtB2kVLS1h5VrfEaz66ryCQHls2NqMuD1YzPF2PiMucgnnEt7bAfdljfyR3H4257yBfzMb5lM8kSfjM5YllkfDQ7xVMWjlKMsphRuuKDyTE1NUMv4s3OFlt+ZOa4CwIrQrDpyj8qIf2i8colNS9avX7W+7+rSrjv2OwMWhSVxrYs5quUNC9I85IsM52M9e80P/+d56Ztv160fB9xDr9qXKURl37Om07mfdPlii8OR3zw1TEf3z9jtx9ybdhm0PbZ6gaXtnm5z3Zx0fU4kQzW1RrRQKLWkqpPDyHOCd/P/Z7UfL484f89+ZC0Ksh1ia+cxxbUfTfidnS17haYpGaSPyDXMZ6KyKoVs+IhLb1FoLqk1ZxJdp9ULw10TfVo6RThCHzVfuIVWl+oiNX1ZariugZ3Xs2/eigp8XEIlIunHEJljA19y7mU3AWWw47XYdfvsuf3Nsop63HZQuFJGyUkVa1Zi68nVc40XxFaLr5yGkjNuZ9I0hz3lu2x5XWY5CvmRXwlZZZNBfCR49Ecjc0C95w8bSpAW52Id65vI4RgtkqpdM1kmWApsxCzG26MbAQoas4dw9ddSa1rowbTeNKsX9cXRBUqrRs/mgvX/wuen1bocn27Q13X+K59Yb4oSbOCLH/SXFJSFGv4j760UH5WZFlJtsqJlxnjyQrbthj0I3a2a4LAYT5P+eLLMwCiyGU8WXF0NOPO61t02j4HRxN+89sDqOHafo/ReMUnnx1z/VofKQRJkrNYZHz2xQnHxzNeuzXk5o1Bw1GSzGYJxydzbXVqxwAAIABJREFUJtMVRVHR64UMhy0cx6LWNYcPp0wmK4QQrFYZxydzBv2IIHDxXLtRO/z253dLSAZuRFLmfDR/yJfLUwO9xHhcSWH8FV4Lt9j2Ouz4nScvIJprxiQ1C8ZpTFVfSGocj9c7fYZ+iBJXm9OeOmYp6bo+W0FE1/XxbRud142bOqSl8a45WM652306fymrKiZpyi+OD/hPH/4LZ0l86fX/672Sf79zHVcad/m8KDmbrJgtUpzG3Pm5SU0javDPxw/4f+59ym9HJwD4ls1OEPEXuze4FrZfOqlZ36tVg+k/iZd8Ohvx2XTMZ9MRR6sFD+MlcZETl8WmGxFYNpHjsBNE7EVt7nYG3O0OEAI8pbCkZF0S+6Y6Ck8a62ezEZ9eYaxhM9b9sM2d7oA3OgNgaPycvsZYs6pkkib88uSA//ThrzZJ50+Gu/z1/i1qbrIftRHayNyP05j7iykfjk/5cHzC4XLBUbxgVRTERb7hdfgXju9+2Obt/hZvdofQNUUzW8oNj+OFj69Y+6t9/4Wqby8ePyZSGGPiwHq5wrJvOdwIuzyIZkS2S6U1o3TFJIs30ssAbcfjthpwPezSsj2OYkP6/3Q+wnn4OYFlE1gO8zxlVqRQm7Ft+xFvdbcZuAFKrNeY5/+6ypiei6ZzAy93b71ySc0PMTzXZtiL8Byb7V5E1iiVrUnI6//e/E3rS3/7xQf3+cUH916q4vr1owJy6uqEurqHEAHILYTsgFgTfGuol9R6Tj/SvHnDY9C5znuv7xI6Y0J3wW53BjrA+KVYsHGrlpvPU+cYqU0HhMujl58QbOSq+52ATstnGWeUT0n4WoHDte0u/U7wfKPP2nBG0qrgzfYet6MdrMbV/GL4ynkhjoeBl5mHfWRt4atOwwHzKOqEok5N8iUcEDZlnTPND3CkT9fZ42kmcEVZkeclyyQnzgxxTmDMTV3HIvSdp8p6Py/WBqOzIuazxTFpVVzJHDHTBXGVc5YteJhOG+hY1QgqWHTtgFvhkLg06mdCSBzZQGssly23bVSqkgkP4jEH8Zia+jEi+ZPCQB0rkrRgleQb2KCtjDRx4NmE/nmLfS0icTSZ86svDnkwmnE8W9Bv+QSuTVVpxsuEk9mSw4khKOZlxa2tHkpK8rJitIg5mS55OF0gpaQoNTeGXdq+S1qUjBYxx9MlcVYgEORlxY1Bh5bvXTIAvWqEvsvusE3ou+xvdS7PGdXlOaPUF+eWmuki5p9/e4+PvzqlqvRz4ZhFUbKapca1fs90P9otnyhysSxJWVYsVxmdts/ebhfPM8fMcS0Wy5SsuSbXz9a6gbNdlMKSUtBp+ygp2N/rsrPdJggcLEvS7QZUWpOkOUlaMJslKCUZDozS4GKeMJnGuK5FpTWeZ+N5NgKTZH5XiltSCELlshd0+cvhXd5q76GEKb6sF2iqMQnd8lpY4sl2vYU2bt2rIiOvSqMqdOH1yHG4FrXpuj7flGexLSV9z2fHjzjUc/LcLExyXTFNE6ZZcklO+mVD65qiNDL843ls7knHIs2+ea7ci0ZalSRFwSfTER9OTrk3n3J/OWOSJkyyhFWRsypyCm2UmdYnJS4LylqTa80kSzlaLvhwfMK/Rh1e7/R5b7DNrXbXmBN+TQf0dWRVSVwUfDIb8eH4lHsLIygxac7V8hljLWpNoTXTLOVoteDD0Qk3Wh1ud3q8N9j5VsY6Sc3xq3TN/dWEjydnfDw945PJGaMk5iyNz8dcGV+StYF3vT6+VcU0S3kYL/lwfMLr7T53uwN+NNjhequNkgYe/SJhi5DAvo4Q3xOO+DsIR33z95avLPaCNj/u75GUBVLA290dXm/1L8m/W0LiKZs77QH/8dobvD865DeTh6Ybpyt0UZNVJbk24gFdx6fvBrzb3eHfDfYJbJujZIFEYAnTXbKE5GEyZ1lk7PjNPPiSRasfTFJjZDX1BoO3wY0+I5PbVFwvVF/N57/ZDN51zEJz8Jyq1NPGV1aa9z8+MLJ3z3nI1NSUZUWaFabyIo2LuXqK7Ofzo4I6o64OqPNfUssBwn4ThESIiBoBdQV6AfqYbujTjXxu7w9BtKnLD6jLY4ScU2u3SVgcBB618AAJdQl6Sq1XINwmcepSNwv6ixKASgkCz2G732LYXVBWmjjNjZQ1nH9nKei2Am7t9Rh0wucmNTVsJIpvRzv8x90fX9r3Uz/XEPzrWqPrirqu0HXZ/Lcx7CrrDEu4eI05bKaXjWpSRlUXCIyohRSKpJoTl2Na9tCIVzxl92lWMl+lnIwXjKYmaZJSEIUu7chDytZLJzVSCCyhWFUpR8kER1r0nch0NxpDQkuahO/i8HJdsSozFmXKokhRQqExxPJtr0PHCbgZDjmIx6RVgRKmU+Mqm9By2fJaFLriOJ1xls2ZFwmBZSpCz/NGKUvNKs4YzeLG4NbcJ75nE4UG/mjZCts6NzC0lGK6Svn48JRpnLJMs00XpKw0SZIzTzKmq3QjgtENfdqBS5wVzOOMeeNjY1sKS8mNL9IqzZnHKYvEvMe2FJ5jM2yHhJ5G1i8Ojwp9h9A31/5VYz2HHJ7OGM1ivjgYmYSmevaq3xzPnNB36Pcj+r0Q37OxbYVSkqrSZFmBVAG9boAQguUyxbIkSZJTFJWRs9Y1eV4aqeiyuiTYIYSg3fIJQ5ft7TbDYWsz5ijyqHTN8cmcstSkaYKUgjwvUUoSJzmrZUZVaSxL4roWnmch5Lp/+91kNVJIfMvBb7qXLxuFrlgUGcvCmNVVj2Rlke2yH7bpuN43hjCwpDHk3ApCxlnMvIEOFZVZ/E6z5Klu4C8SujZ2BlleskoylBTYuSLLz035vmt6hPHYqFnmGSfxkl8cH/Bf7n3C4WrBaby8wLQ954ZcPO6FrsiqanPMwCSJAy/gbneArjW+ZbMdhBtjw68jkFPXNYs84yRe8cvjA/7LvU85WM5faKyLC2O1pGToBdzpDKh0fWGsl41sXzbSsmSSJcyylLjM+XQ64r/e/4zfjk74YHyyeZ98wnhrzKI3rUrmecbDeAmM8JTFjVaHHw128C2LrucR2s6VPOguhq1aRPZr2PL5xbIfariq/y1s02K7gYYFysZWiteiHpHtXpqRTKIpudXq8T+KOwAcJ0aeOavKTbFTYGTmd/wWt1p93ulu825vl+NkzmE8MyaeUjGsa1xlcX81ZZSucJVFx/Gor0AreFL8YJKa03TJF4sRLdvlWtBUHa4AW1mVOasyY1lkZFXJjt9i6L06viMvetKyrOTjL042i4oocHnt+oBh/2W/Uw21cdKlzhCUrJ1yzegKqFNqMqCiLr8CPQL7jxH2u5tt1HWCqCegE7PesF4D5VJXD0GPoU6gTqj1klq4CPsthNoDbB7tVvQ7Af/+3Rv4rs1vPz3iaDRnGZsFjpCCbuSz1Yv40d09/uzdG9zc7WE9R8FHYPwxfGU3fiy6cSp/3tGpyHVCXE1YliPSam68cuqCrnMNiSKyBhQ6YZR9SVFnrMoxgdWlY+8CgpWYmMRGuo0ZbEZVP50cX2Pc5T+9f8qn98748nAMGBntva02N3Z72ErSb7+c1HTPCflJ7ya5LrGFRcfxcaSFTc3Qa9HWPqWuCCx3o4wGbFSo3mlfY+AYdSxPOQzcCKfhIbnSpm373AyHxs9FWgyclvnttnCl4R7EVU7RKLDteF0iy1RrnhbzVcpn98/45P4Zn947ZZUYfH+/E7C31WZnt81u1qEfBfR9n0E74M/fuIFSEsdSpEVJlpcM2gG1AMc2PjNvXhvSbXlErkvkOQS+TVKW2LZiqxPyo1u73Nzu0vY9fMcirgry5YLAstnuRvzFmzepKk3g2rQDj7bvNgnSS52al4r1ouFFdul5NttbLYq84ssvT3nwYEwYOgz6LXZ3O83rbXRV87uPjlgsU0bjFdf2unS7IWlWslxlTGcx//Krrzh8OOXkZM5g8PyErKo0q1XGfJ5Q5BVamwTTsS2qUhMEDjvbbeoaVnFGkZu5TkqJ59oNtOmHRSLOqpJpmrDIsyd20TzLoud5RiDgG/pqSkgi26btXOa/FbpimqfMsuwb6dQoKbAtyc6gxTuv77CIM5KseKbE/rcdSVkwz1P+9fSInx3d56PJGYfLOcsGArUO37IJbQffsvGtNczWdD/iMicuio1vRqXrjST3397/jON4yV/t3eKt/pDQdnBfsgtixprx/ukR//TwPh+PT81Y8+yxsQa20xiuPnusWtfM84yvFhP+9v5nnCRL/nLvJm/3t77WWNeRViXjNOGjyRmuUvzb2TH/dna8MXy1pMSSkpbt0nKM7L+SkryqyJpkZlXkl8QhCl1xmqz4eHpG99Anqyr+eGuP660XKyb41jV2w/+ZSidf6zt+F3FRIEM0qgnPLu+ZCJ3Xv5XxCIwQwLWwgxKiUSZ7crRtj5tRj/9+7za7QYuTxJhrFtr4/YWNwe+1oMP1sMPt9gApBKMs5uPZyUZVtW37eMriNF02xWf9RLPhq8YPJqk5S5f8anyfHa+1WQDZUj33UR6XOafpkuNkzjRPmgrGq5HUnHcorv6ZvKw4PJ5yerZECMGgF9Lvhgx60Qtv63LUwHqhbbO5NOqCul6ZhKQuqKsH1MWHKLUDnCc11EvqKoF6YWZatYOoa9DH1OU9TMcmp9ZHgI1QWyAHF2Bq51yEbuTzozf2cB2LsqpwHMXpZElelggJ+8MOd65v85M39/nR3T1C330+3EeAJRSOtMl1ySRfYUuFJS4/eIUQZoHfLAKMCWVGXsWUOiHXK1blBFsGRHqIEjahNWBVjliWZ2TViqJO8VUHV0UIJI4MqGsjS57JJUrYTdL49FNxMl7wwefH/PrjQ3735bE5K5bi7o0hWVHy2l6/mQwv1vHO+SbrRe7Fd6yPb6A83mjtsTaVFBe6lx2p2NTVHjmkrrJxlUla7rR2Hhu2Iy1alscWlxe263u0Ywd07GAzphdRNVrEGZ8fjHj/owN+/ckh85VRxtvfanPn+pBZmTG3Sq5XBUJA4Du8FW2ZxbAQ6NpURIuGZGtJiaUU14YddvstHMtCCcEyM3CJyHXwPYfr2x0q3cKzbPKq4qvJhCytuNFpM2yH3Bh2v7Yk7uah9pTX9YUu86Nci5eZQwBc16LX8pmMVxweTcjykjBwoYZBP9okNaPxksOjKXGSk6aF6b60ffK8JIlzJrOYz788ZbFMSdKCqtJIaUQaLEti2wqpJfJCJ7muIcsKktScK8dWJJsOjOl8b22ZpOboeEaS5KYT5tq4no1tW1f6vmWlqUojUb/uPpXlOezLkFTXPK0Lx1+su8Zyw7XSut5A6y4qPW06EVJgWXJTBHh0fGuYzeoRs83N+VCKrusT2PY31qlRQhDaDi3bxb5w/EutmecZ8zwzkKCvgV9ff04pSTvy2N/ucDZdMZ0n2LZq4EbwXQmirO+leZ5xbz7jl8eH/M1XHzNJU7KqRGDgM3aj+jbwAvqeT8fxaDek+pp608kapTGzLCVr5o24LEhWc0bpiuPVkrbj0XU99qP2huB81eN4eaxTfnlywH/+8mPGabIZqxIS5yljFRjDxaeNNSkLDpclozTmOF7Sdly6rv9SY3000gZ+9vH0jHme8ul0xCfTM5SQhLZD2PB8hl7I0A9wlMKWirgsWOU5x/GSsyQmqQrTudTGUmGaGZElgUDXmv2oxW7YeuLc97TwrR186/Hn01XiEp8VNnC589nJzBTiwuvnCm/mX3kBnnpp2xeezeu/rJ9LukGDyM269snxbSrCrbdtEvzno0BC2yQtAzfg3d4OR/Gcg+WMtCopak3P8Rm4AdtBxI5v1gRFg/Y4ThaNybkmUEtcZaGpadkeCC4VU180fjhJTbbi/fEBr0cD7ra3iGyXgOcTorKqYJbH/G52zBeLMwZuyFudl7vgX4WwLcXedodO5LNYpbiO/cLt2cthgQgQMqQWIYgOQm6BaAEC6hj0CbWeQj0FPTdwtbo6vzVrDfoh1CuE2kOo6wjRAjS1XlDrM8QaiiZchPCbbVcgLk8iGk0tNbYL+7stfuq8zntv7DBPE1ZFTFzFDKI2N3vb7PW7OM7VYT5rCNqvxl/w+fKEluURNn4T64duaLm827m+MQCUQuGqkI6zhyUdSp1hSQ9PRXiqZbo9YgtPtWjbO1R1ga41nmrhyBBLOGxxe7Otlj2k794ksoZI8eTbr6Zmtkw5OJmxiJ8sa60xhoCFrqi0Nt0BDG+oxniBSCSFLjfGgWtndFtatGwDc1lLO9vSeOqUujKyxvLlJafXnzsHf17++8uIq6dZwfFowWi2oigfry4XWrPKc05XK0qtcRsFFsdSuJZFUhTERUFg2/i2baqaRUng2AS2ET1QlmKRZZytDIm7qDTL3Lgq930fWyqmaYLVOCB/U1E1xp6C88RFCvNQrLRm1RCD245L9A0pA9mWotXyiQKXVuQbmJctaUU+nmfjOAq526Hb8dnf61CWhsvT74VG+rkX4tiK3bQgzQrKwry+tdWiFXn4nkOrUWqra2hF5ypMUgqiloeyFFHosrPToSwrXNei2wuwbbN9z7Xp9yPKstpALwPfufL9Ph4vOXo4Yzgwim3HJ3MeHE6aZETgOMaLKy+qpvMtUUogpWgSqxZR6DEaL5nPE8rGM8txTFKVpgV5YWCorcjj+n6PVst/4ljKhlOTVRVP0rt0pUXbcfGeURl90ZBCbDoR1oVOTVXXZGW58fLR1C+NXwfTecvzkqPTOZ/eO8VzbcLAwbG/+05N1fhwfTYd8V/vf86vz45Y5PmG6BzZDm3X453+Fu/2txk2ilsmcbCaJLcmqyr+P/be9DmuJMvu/Ln722PHzp3MzFqylpG6Wz0ljdTqHpnMRvMnz8hkY1pMUndrqVJXZVVWJZlkcgMBBGJ/u7vPB38RAEiAWJnJrO6TxgQJRDzcePHiud97zz0n1RUH6YJXiyl/d/CGx5Mhi6p06mPasJ8t+K+7z9HW8Fd3P6HlB5eqMB+P9f978YRf7e8yK4tTY/28iXXjtFibBGa/ifXXwzd8NR6yqFzCUGnDQRNrbS1/dfcRbX/jWtXwvK7Yzxcs6pK9xZxpVaCE5NP+Oj8abHC/0+dup9cMjftuZEAIamMojWZSZOylC349fMOXowOGebqizxWNIt6TyYgXsyl32j16QUh0DZnzy8JgyXVNqeuVephTEDR4QiGFoDLara3GUDfjEUoI2n5EIBW1dTNEEmfeXJoagVj5stQrCjvMKycH3/YjNqM2gVSrz+SyoPWx9qY9IYmVz3bUoeUF1MbNdEbKI1JufV1CCsHd1qC5FjTG2kZYyMPi2DRb0fWUDr83Sc2kzPhqurcyOatsI2l4zjtdGs28Kng2H/Krw5f8YvM+1i6lKQVH1KcKp/7lI5bf+7aJwBeAUpJuJyaJgoaSIRo52pMV+4tCCA+EhxWxG95f/fFYJjXW7DfJzAzsAihxAgNLLIUEhgh1G2QPhO8eY3OwzmRx1QESsfv6FjfeYqhNTUVJpQraA8n6+gbGGgpTMq1mHJZjOl6L7WiN2IvwxcWpPr5UhMrnVTbiy+lr1sI2XT9xm8nmvA2CNreTAfdYb86mxCPCUyEttVQKcnUaY11OFsuIWDoVLGdO6pJMay2eiAiDdz01zoJt1Lam85zXB5MVzerkY1zyktYluXab7kg5BbNZnTs1Li9ESUWm3SKsmwSoNDWB8lYVqEyXqOamZC1UVhMrH1+qdwY0V/NFzbt11Cg/3mk46g+5SqRp2swWJZ0h6WWwrIanecXeaM7hND1VOEIbQ6lrJnlBqY3rxAhB6HuEnseiLJkXJTudNp6SDNOU4SJlp9MhVKpJ+ATTouDNfM68LN1zyhJrYbOV0AoCSq3phOGNCnrUxpBV1Ur1KJCuMqsbsYNRQ1vCumvYk9eZoXNQnqKVBCRRyNZm70SF0inrecRx0Azl25Xa3vI69v2YbjdulOHs6l50od+tJK3EJSi9boy14HniRDfH92M6nYitY6f5bYW78zCd5Tx7PsRay2DQ4mA45/HX+6tjBIFT7SqKmrLUSOXupWHo02mHtFohQeAxPJyz+2ZCUbh7XqvlBClm85wirzAWNtbbrA3atNvRikZyHNoasrqm0EdSvMexlDC+Li3oONw8kEfi+yvJXWDFeS90vdqAXEQW/ywshQIOJylPXx1yb6fPWj+5ZrHtaigbatNX4yH/6dUzXi2mpI0UtRKC9bjFw26ff3brPn959xPWo5i16HQab21cMvBsNsaTilzXvJpPOdQptXUCAr/af43F8oP+OnfaXSLvyJD5wrFODvlPr57xcj5dyWa7WBMedgdNrI+aTs37Y/1mNsFXiryueTmfUuq6iTXjV/u7GAs/6K9zt927VKxvo9BujmdSuKJbyw9YixJ+srbJv7zziB+tbfLDwcaqUHMcS7+kg2xBJwhdp2JkVnS72hiGecqL+YQX8wmfpGsEUqFw9DUBBJ6joFp75KEG76pkWruU9784K2A58O7W14rI+HhSktUVldFEnr9KciqjqZqh+MLU+EIhhKBSHlntqI6J8tHWMqvcuYqVK8xURq/mWydlxst0wiCoCKVH7Pl4Qh5TQpSNYtjHh+WMTag81ng/JV4i2Ik79IN4RT9rNTOLN4XvTVJzVaimnWespTAltR5h9Wtc18B3HQWhMPoF1syR6g5CrvGxygFWleZgOGexKIgjn7V+C6Xke+krF4J1szXWDDH1bxHqHkLddQmgmbqZGE4fKhVCgfcIYT8Bamz9GIRCyC2EXAd1H7s8hmgU0UQIMub4PI22mlRnjMoxb/IDLJae38UXrouQ64LKVEzrOXWmWQ8HbIbrF1JHEcDteMCfDB5RmMq5mCs3l3V8OW95IQP/SPDBWutkt5uNtBBu82YaNS4EhA0dpm6oN77nZGmrhvoSXpAuA6wGbqeLnOE4JV+qTB2DtpqDfMazhYdpNrrrocQXauXBE0hHp1pSl5YNc4MlLUv2simpdvNmofToBwktLyLxXLWxdcoFZTFoq1eCCVJ4KOGhccIJSnhIJJrlYyzG1qR6Sm1Luv4mLe9y/GhjLJU2LDJHdZovilNliwOlaAduLib2gybJ0UxzRx30paNx9KKInXabtKyY5wX9KGKz3aI2hnlRMslzpnmBp5zXRy9yHQZfytWCW2l9vtnrJZDXjsrxcjblxWxKJwjphcuOjHB+NY1SUFpVbCQJ/ej0jsBVcdb1ueJ5v+fnUp798/OglGhMO08/wHXWcSkFvq+YpwXPng9ZpAWtVkAY+EShR9EIHLTbEUo5xTeA7a0uW5tdup1oRV90sCtDUs9zx3aJnhOssNaJuJzmoWOsdVxzYzjqXTavEbeJDZS60Y3Limp1hu+Nsa7DWRt337ryyW6eGgYenVaIUpKyrDHaXm9NugL2s5QvDvf4cnTAqEjJa9e5Xnas/vHmLf7VvU941B2wGSdE7/EUkkLQCULud3r8xZ0HDMKIf/f8MdOyWHW+51XJm8WcryaHbCYt7nf69MOLfTYPmlh/PzpglGenxHqbf3XvEx52B2zGrQvFeq/T4y9uP2QQxvy7b47Hal2s6ZyvxkM24xYPuheP9Tx82lvjz7fv8PONHX6+sc0gSs6cDRE4RcxBGPNn23dIPL+Zp0mbApy7vxe6Zncx45vpmFh6zG3J8+EYJQSfbK/RiULX4RYCX0oMOF/ARnW21q7b3goD+q3oQp8tC+zlM3Yz5z3lS8VuNmVSZq6YbjT9IKEXOENLr5kTqhsfKCutm98uFjxfjPCF4ge9LTwhGRUps3rZiXOJ1lrQYifu4knX/ZlWOU/nQ8c0kIp+kLAWJs096ONMai4Lv3mtyyXUv2aB7m380Sc1xjatQes2ZNqMMPo5bmMdIOQmQviY+hnWTF2SIwdw/TThg6DWhsPxgvE45c6tAYF/Q0OzwgfZBizoAxA9UMvNoztX4LsujM1AJDTj9yDaCLmFU0P7A9bsIWzujqXWmw31S6zBySyKNkIkCBFwPHmsjWZRpxwUI15kr5vv1YQqxDaLSGVrSl2R6ZxA+mwEgwu9TQLBVtQ7QcM4Aetazp6QdPyjG702lkUjO2utbagpPsbapotiiQKnrb5MagLPzQLlRUUcBQw6Mb64GIe5qDSztGC6yJnOs1OIKqyqPvv5DAsrdTEUTKuMw3JOIBRSuBv9sj2shERjmFU5B/mMaZWx0AWR8pnVbbaiLp7sHvMZOhlrZUsKna7U35Tw8USApkLbGiV8FAptazQ1EoXFsKjHFCYjVh3gcknNUv1utsiZzHOnhHfK4yLPYz2J6SQRceCTVxWLqmSWu2Qg9jy6YUg/iliLEw6jjHlR0o8j+lHEJC+oTeHGwaSkE4a0A+eiLIWg0DVZ5TYdodf4KLxV3V52slievYtWBnXNrCx5OZvx24N9OkGwUsESQtD2HT/9MHMbn8jzbiypOQrxrKTi/QnLeT9//+9+/zm6Ln88CDw6nQgQTKZuaHit3yJJQlpJwHSWMV8UtJKQOA7I8wpjDLe2e9zacZKpeV4RhD5xFKCaxDaOfJSn8DzVXC+CTidCKrHqbL19Pk1DNaobL6PVa2xepxLSVWZvcIEXQqwGtk+bR7DWNtVmcyFzvrNgdFPAkcLJqiPIy/pMKf4PgeU96yBb8L/2d/lqcsj0mBBCxw+41e7yv23s8Fd3PyHx/HNNTmUzkxQpj1ZjEvlkcsiTySGLqqTQuuk4pHw1HrKdtFmLknMThWWs+9mCXx3s8tV4yLTMV7G2/YDb7S4/v06soYt1SZlbxjrMFjyeHLKddFiPz4/1PCgh8KXi094af9UkYPfavXM/137j9fPjwQYdP+CLwz1+N9pnUhRkDc2z1Jo36ZyX8wnbYRtfK57ujZBS0E0ixyzQ2nVdlTqamWx8/8paU9ZO+rqbhGeYJ5yExTIqUr5ZjNgM23T8kN1GrWteF9QdGP2EAAAgAElEQVTGsB7lbNZtdpIuXT+ito2UcdPt19YyqTKezA6Ilc+dVp9QeozKjIN8TlqXiIYa6gnVzJs4CnJlNLmujmaIBAxuKPGsjWZeue7TdwWBIPF8Is/HNkXWQtcr3yUhHHX+Oh3rP+qkxgLjMuOb+YhcVyRKoewQXc1ZDsUL0UWIAGNGDeWqhpXy18cHKQRR6DtuOc7PxLVgrwehdpDBP8WdNd/51KAQavuISoZFGKdiJtRdQDQ/T9ycjAgQIsDaTxByALKNsCGILqiNJtFRbr5G9nm7G1bZinE1ZVbPsNYQqYiW59qZ43qBsQZfum7AEs780Zz43lloe9GZi7e2lrQuMNac2ACUVc2bwxl7h3Oywik03VrvEvgek3lGVlRubgBHq8G6Y+VFxSIruL3Z4/OH27ST8EKu9bNFM0uzKE7dvMPSZCuk7UUMizlpXdDzY2qrmVQpaV3Sjrp4QjEsZkgh6fsJSkpG5bzhCfusScUAZ/bnC0VLhWyGHbp+fGpVa1GN2C+eA46Wt9x0vy3XKRBIoWh7AwIZXWmGZomirNk7nDOcpJRNJfM09OOYH2xs0E5c9aw2bhNZarewBcrN1vSiECFgq92mFQR0o9Cdz8BHyRahp3g4cMP/vlIrWo5p5l4q7UQGBklM3IgLHMHg7h8Cd2u9+Ku2WAZRxKeDNdKqZF46Gp22lu2tbX60vsGbhXPoPu7M/Q84G/1ewqcPtwBHr1pSUnxP4XmSwaBFXbnOiudJam1W8zFLeJ5ie7NLtx25DqEF5clGfMJNCAsBvu85Dx5fnVpkMrDq1Byn3DoPq+uZbZ4FR/2ReOJ0QR2DbTo1GmOvvhWYZwW7+1MWuRN0qLXzOCqbIsC3sZIaHA3yIE/57eEeL+eTE3LVt9td/umt+3zaXyNSlysECuEMVgdhzMPugE976zydjlZKX1ld8XQ6Yifp8Plg89zjOYEWyzBP+d3hHi/mE6p3Yr3Hp701wkvG6sxgvVWsn/XW+fpErDVPpyO2kzafr50f63noBRGbSZtHvTUedQeXTpKUkMSez+1Wh4edAU/MIVntNt2VNUzKgsM8I6sqAqnoRCFFVfNyOGE4XZwQ7aC5V3tKrtZaYxwt/MyF4xRI4Va3wtRQu41414/o+tHq8xopn0GQsB62WFQF0ypnWKSkdQECFlXjpabc/FEpasZl6uhsyidSHrEXEEpFriumVc6oXBCrgI2oS1qXjMoFpa7dvOcN2JBMypz/uPs1v5/sX/tYV4USkj/duMNPB9vOQ0pXTMqMSZmT1SWeVPx0sMOD9tUlqz+6pKY2msJoCl2R6SPX3MPCDQBnumI/nxMrn6J5w0/D0g38yeyAx7MDSq1ZCxMiaRo1rwJ3xeZYEeJmBBJHj7phH5ubhJSCOPLRlav4lWV9whviqhBy4BIRa3BLsONxIvsI2W++Z4++v3pi87xVgL2Ti5hIcOd289jzab6+O7NhrEYKSdtr0fZa9PwOla2Z1Ytm9iNu3nOBL/23pnLe8/qEcH4TZ4hLuBmVgkyX1MecvmttmM5z9kazlTBDKwqIAp/xLGO6yMkaz6Ao9NHGJTRpUZLmFWHgUzaJ50UwbQQClupep0EKQcsL6QcJ8zpHN4pOxlok0g0d+zGeUMyqDNE8XknJvMqJlCHxAjzhFGkcrUrTC2J6QUKsTj9HmZ5zWL5GIFDCZ6X2QtMVsrpJMBW+DAlkhC8jzJK2xuWVlvKyYv/wbIGAJdphwO1uh3ZycpD+uLLY8d/ZjyP68dHmNfI8Is9b0c2OPxeOrtTj/37nNdgcY4YI4TnaJRcb6ldSEipFL3S/+yB1NAyh3TySryStwMfPvjuJ3CWMNqs5GmMtutbo2qw6FHESEMU3x4++DtqtkHYrXM1lXXYmB3DJT9959VwH1tqmAHOSfCZxvmvLquxNYjnPIM/oiNlmZsvNh119DalrQ15UGOMSxqp21fLTaKIfCtq4maVhMwOzny1WNCYB7CQd/nTrNvc7ffym+3pRyKYT0AlC7rZ7POz2OcgWq0Qh125+5ZvZmHnt1O1OvT80qJtYD7KUp9MmVnM81jZ/unmb+90+gTpS1LsIxCrWgLvtLg+7Aw7y02KdrJT43hfreeiFEZ/0Btzv9NlOOpdSgnQdSpeEbcZtbre7zrOmiVUbw7wqmJWu4+Z5knbkqMWH89TN4inpaJ8NDc2TklYU0EtcArI0Kr7o1S1wfi1dP3IdTgQdP1xZiCgpqY0mkB6DIGYQxHjCdXDndUGmxcpPsRdEdLwIJSQGJyKQeAFdP2rmSHw3S2LdZ1EJSaQ82l7ozHmti0jdUNFjXpX8cviS//D6ybWPdVUEyqPl+dxv95iUOeMq4yCbMyxSZlVBpDzutvrXui4/uqRmXhW8SMc8mR3w1XSfWe0UMZ7Ohszrgm/mh/w/L76gG8TEyj/zRetGK/tVOuFNPmMr6vCj3m02Wl28IAFqrDUI2W7UuCyIACmvX734kJBS0IpDhIGscO7qVdMpuJk1cZm0vH2063I6z39+rGLuxLfYCNfRVuMLj8SLMdbS97uuhySOZmBCFRJI/1rKPUuUpubpYo/dbIIvPQaBm6uRwikhtSJ38/E9V70vqnqV0AS+M16Mm6TGU5I49FnrwtagTRR4J4ag34fpIufl3phZWpz5GImk7Udsxz3anmt/t/0ITyhanuMZt70QIQT9wG3Gun6MwM0MLWWcjySV3UYrVv6KJnca3Pi/xqnbGjdDIxQGZ0hK05MxaCpbUJmSyuRkek6mZ9SmXHVyLoq8aDo14/cnNe/Dda/aix7LmF3q4j8iRAsv/Jeui3kBtPyAnXaH2lgOspRBHLOZJKt5h6yq+ZuXLxnEMfd7PTrhzSigXQVlUZOmJUVeURYV00nKbJySZxVFXvHDn97h0x/f+s7iOwsf6YztRwHL21M+l0O3HXH/1oCXexOyvEQp2Uh135yS23nI6pq9bM4wz8jqarWRlbikbhDFPOoOWGtmPa4CT0rW4pidVueE5G1tnFz3ME9JK/e7PXn2qnQUa3p6rKGLdT2Kr9zjVsIZr+602qfGepinLJrB9/dJCJ+HQRTzw8EGW0nryhvvJXWuF0QrqWlo5lm1prIGpSRR4BGHPkVdY+wxellzDGstZV3TJqATBRS1Zprm5GV94aKio6l3SFRw1AVi2ZFdSjW7BKTjOx+3xAtWYjtFoz5qGjU0XypnJGmh58cYLL5U+EKhpBMJ8KQ7xnrYItc1uakJpOJuq88gSG5kfwOO1TKrCoZFeiPHuwpCqUjrcmVGfJinlM012PXDptgq0da8Y/59UXx0SU1lDYu6YC+f83h2wH4+b8zCUgpdM2rkmQPlvfdFL5WDdKNItRV3+OngLpvJBsrvORliQMgWrqJ6vnrYux8M99hvc8EUzSbbGkvdqA7dqNjfmQNpN7k1PB2B8llXR12f49LAfbrvfP88ZNqpg0UqIJI+afPv0zCtMr6e7/EqG/HZMQ8WpSSdOGS912r8cCRJ5Bzpw8YEsJNEJJG/6tS08gCES4A2+q3V4y6CVVLznk7Nknfab3xf3DnhRBID7npdJmfL376cF7pQ5+Ht34twXRmp8EXoZmik7zo0VqOEQgi1SnBUo6DnBAUCnDfP5dLvvKzYO5w1Sc3lK7/Xmcu47HOtmaKr3yLkABX8+YWft+wSTfKc2PNoByHdsFEFMpbnswl7izk77TY77Q4t/7vrhFSVJlsUzKYZs2nG+GDOaDgjXRTkWcXW7T7GHKmlfQz4GOJYdk3evncteeXXSytOh139sZwqubaMTVxvBUnigDj0yMuaRVYihbtvJlHwrZ37rK7YSxcc5m6fsGR4KCmJlKIfRGwnbdrX+Oyopvq+HiVE3tHWSVtLWpXMyoK0Lp3HjDhbWewo1uzUWHthxFbi5jmuHqukG4SsxwmRejfWaZmTNvLUrpt3tS5wL4h42B2wfo1kUQhBtFTpO1b8M7iulrYGT0mS0HcdGCDwFEXl5raEEEcdG21oxyHdJCItKmZZibyEGbIQgl4Q0/Wj1ednuSM6a61cDvW3j71fK/+wY8dej1qchY4fsRV3OMjnvM6mxMonVj69ILqxz5BsaJTtSyqN5bpmXhXU1tkOxMoJWVyFErekgXtSNR6Amkj5tLwAbe1qnsZasOJqpfqPLqlpeyEP2+v4wqMfxLxKJ+zncx7P9hmXGZHy2YzaJF7QaLWf/qIljk/c9SP6QcLPBrf5vL/NWhg2sx/LE7aUFq6brx5vO9wfx8ps7btaJ+2RYeL6oEVn6d3wHYXzMeNNNuHJ/A2P2ls8aG3yPB3yePbm1MdmuuDJfI9FXZwYpAt8xdZah17HeXkIIQh8N5S40W9jrcX3JEq5yguWFZdbCEEUeHjq4pWwJf1stji7U3Mc5x33vE7DZa4bTwZEqk3HX6Pnbx3RzhpamWxogbZRyQtkjCd8AhmhbU3idXmv6egpyMuavdGcg3PoZx8HFELErDyZLol+FPFoMHBVQcRqQ/rDtXV+sLZOL4zoBMHZYhffAqy1aG3IFgXj4Zw8r1CeIm6FhFFAEHgY7TxfhPqHu9ISsqHGqLeKUMa6+YrlfM5NQzcV49PKAUu6jjol2boMpBAI5e6TrYZ6KIR4hwr6IZHVNXvpnHGRn5Bbj5RHP4poBcG5w/bnQQhBuJLIPvn5XiojLqqKRV26avwZtwAX64JJkZ3wu4oaA1bnK3S9WKVwxZKkUeg6Nda6PDfW85D4Pltxi05w9QR2mfC/K2hhV+qdgafoxhGh57HRSZyxbiNHDkuFQmfgGXmOWdGNDd1GOOYqAhxvl3cvu9ZeBW0/5K7oI0RjvCpvrtvZ8gL+8frtE92wi+Cb+Yj/OXzJrCxQUnKv3efna7dIriDD7EvJT/s7bIQt0rpEW8t61KLthUyrHGMtbd+ZqV+1Q/XRJTWR8ghkm1D6dIOI23GP19kUbQ3P5ocMgoSHnXUGQbKSnz0NXjMguRG12Ag7POyscTfpNz+1uDqAwQ3Aa6yZARVC9EGcnlEbY6kqvbppKinwA3UjQ1wXhZBOKEBGzoyu246Io7NpeN8nnLWwXnXBXdQ5b/IJW1EPi+VNNuY3k+fEKiB8Sx6z0BWj0vGwj8/UeErRbZ9+E1h/j5DX2/MY570/urlJTxc5e4dz0vz0jtJxnNtZueFrIpQxXX+Dnr/JILh1oeMLBJE6u0J1FoxxyXualQzHCybzI/PDjxVO2a8LBFg7x5gxguCU7qcCvNX50w3NrNR65V6/fKUC2ExarCfXm+m4KUgp8BpTxbrSBKFHqx2itcEYQxT7fKD9+fcaolGJUm/5allYSe7qZg70OjMOx7GcmamNOZV+IxDNOnnxSvZpEKKRFG6FtJPAvf+NUuS3hULXjIqceVms/C+WsSkhOWwEBK6jqlRqzV425006Xw2zH4fzIqrI6pqOf/a9qtQ14yJjVpUn5mGXdgGjPON3h/snukFXi3XRxFq/G6uxZHVNVlfX6ghFymMQxSTXMcYUR4bDJz4bjSIpuC5WHPjEgX/s5++feQToJtGVdg+X/fzd1FrrRATePZfL12qO3yOOvTI3kidc13fl1WMpV3OZCk9I7sZ9Aly3xL/g/NP/PPD5crLPvCrxhGQn6fLnm/cYhJdfk5QQfNJdp+1HrIUtx6KKOnSDiEmRUZi6MWu9+p76o0tqYKnu5LMtO/SCiLutPou64H8dvuRuq88/Wb/P7aTf6Hef/uIlTWVFOlfT1uqD2ygU2eKYCWeOqb/B2gzl/xjB6ZuwqtKMpylZ5oYi49hnbdBChd9eUuMpRb/nnMB9T+L7Ct/77geIP0ZEKmAQNPr+FiZVyutsxMPWJmtB+8RjM12SqJBclzemRHSZoxRlzaKRLp6n+bcqh3pRJF4X1XRePrS/ca01aVYynefM0pwsr05sVj5KiAipNrE2w9RPsGaGlOs4M9vjC1ALIbosO8J5XTMrC746POTL4QHtIKDbzM0sB38/lqQmjAP6SlLkFWla0Osn9NfbLGY5i3lOuxujvOtVmf8YIYXz0ni7ag5NYtPIuTrH8ptZTyxOca1aVbRPiWmp8ncDn2dtjKuga4PWljDwCINvZ22srSGtKwqjT3SlsrpiP1vw7198zVfj4bU2S9paCl0xLQteL2bv/Nw0MyDlMUrZe2PV9QnaYVZX6MzyH15+zePJ9WI11pLrillZ8moxfffnLGO9nueWLxWtFWvm28dNMhE+ZizvEUWtyevaiYvIJcXtqAtca7OSja+05mCRklUVGy2nfmoqSGzI3VaPwTGhnPdhP58TKee1p6RgLUz4QW+T7bh9/pPfgWhmkdxxWl5ApHwCoegFMdqaaxsQf3RJzXIxDJRHoDw6vjvxd1t9tqIOt5MeD9vr3G+vsRG2T10kzoK1BmyOtSnWjLF2gUBiKTD1U6zNkerumewzY12nZr4omM4z4ihASkHStNw9TxGG3o16DbwNJV2HZr1/+er33ze0vJDtqE/bi6CpZDhVkoQ78eDEYxd1wetgxLgC74r84uO46KZuWVWZZwV7hzMm85yi+jhpVoGMCeTNmj6+jeX5KCvN4TRlOFmwyKqPMsk7HRLMAmOfIMQBVm02dDRYLrFS3UZ4CcsbTW0MeV0zKXL2FguEgF4UrSr2HzJBsLbG2Iql4qEQCoGPpUSbFCF8lEhY0ul8X+H7ik4vZi3r0O3F9NdahKFPnAQk7fDCohg39xpc9bKsNEVZU1Z1Y5irqWuzUvhyj1t2TkE2dBcpnRGe7yl83yP0FYHvEfhqJQ173fdACbni3p9Gq3CKWBVtHeB5N3P+lpvsXNcrJbCjeMTKkPa6VKfl7FealSyy4pjaYEQYfDtbDN18hkp9UmnSJXUljyeHPJ4cftAYrHUJS32Kwepx1MaS6+86VqcYdl6s50FJSeR5l9qH3RQ+xH3x6P0wGFthqNxXW2JsjUU7k/KljqE9On8CgZOVliwnUIVQSDyE8JHCR4oAKfyjx1zwNeRVxaKsyOuavKrdHUS4+4Yx0I1CYt9nmudkVUUnCvGkZNqYSbcC53UmtCDAY+DH7CSdC/3upcKbaP5LPJ+t2Pn0XBa26UiXpnb0x6pkTLZKrH2pGITJtXyzPrqk5iy0vZC7rT6bUZtAee8Y310MFmumGPMGq19izRAa5TOjXzUPOXuWwVOSJAmYzDL2DmYYYynLiiQJEUCvG7O92f1WOzf/gLPRDxLCY+3czajLj7q3+WHnFj/onlRomlUZr7JDLObSnNPrYEnVGE0zvn55yGj63SmTfCyw1m2QXu5N2B1OKat36RMfJWyO1buNua8A4YMOVwvYEir4U1c8EU33uBmq70URD/p9HvT6PBoMVpzudvDhZhOMLaj0EEOFQKFkC0/2qfSYvH6CJ/tE3kOkCDk+J5S0Qja2uxhtmU4ygtBjsN4miK5BQ7kitLHUteZwsmB3OONgtOBgPHcGtgvX5cuKiqp2TuNKSmei63vuT+ARhR5r3YS1XovNQZvNQYtBN6Hbjq49SA9OOctVJb1TNzKFrpmUBW0/JPL8G6kwG2tJ6+rIM6OBarp/UWMie1WVoSWqWlOVmt3hlN39KUkUkMQBvu/R+ZZqb6YxEr2MfO9NwzYzIOb9ugxOuUt/17FyoVjPw2pW7CO2wbg8DIaa0owp9YhCH1LoQ2ozozLzJsEpm2SnwlI3M6XHkxcfJQKUiPFll0D1CdQaoRoQqAFKRAgUF+0ljbKc5+MJ1rgUqqhrirpmXpQUtebBWp+tTpuvDw4Zpin/6PYO9wY9J18uBZHnkwQBvnKS1N+lHGShK6ZVwRfj13w13adsPrfghCf+j61P+HH/Ysqhp+F7k9SshQk/Hdyi3yhTBNK7Ym9xOU8jAQ+BDwiEbLvvibMXZecm763UrKpak+aVq/4JCEP/Wq3cD4GqdBKsxlh8X2GMoSxqNxukDUHgkbRC6lqTpSVSCoLAQ0hXRTDaVTkFbp7HNLMfstkYxHFAGPkuyWzaocZYirIizSsOp+l7lbyugyQO6LYi2nFIOwnf4XBHKiBqPFeMtWyGXX7cvcO9ZIONsPPWY30etreIVUDXvz7Vx1jrFOq0oapd1biqzcrDoa6dkWNVuT+PXx7w1fMD9kbzM49prSXNSw5GC/7wzf4Ha62v9Vpsr3cIfXVjnYJlNd0Y27z+5nw056VuzktVu/OxP5rzh+cHPHs9IivOdkAuSs1knvPN6xG/+v0r4vDmb2lR6LO93qHfic/0/ABAhAi1juC8eaiTMS69SpaVc0HjlI1Ldj7kPUXblEK/Rps5IPBkG0+tU+kDsuopkXeP0Lt39PiGXpSlBbNJRl05nxo/UPiBR3+tRdBU5z9Uh2npkZMVFfO0YDrPmcwz9g7nvNqfsj+au6Rm7nyk0lVSo6m1u3epZVLT3M/j0GOt22Ktl7C11mFr0GZzrc1Gv0W3FdFphcRhQNDME132tQXS+Zwkvn8qvbXQmkmRsxbFDIi4CeKMtoa0Lp1y0YmkxknIJp6PLy/n2XIa8rxiMss4OJyzdzin24qojaHfOb+ruxTDMI2X0FVhWc4dnDyIFKJJ4jzCS3ioXAX9MCJSnhODOO+cfgSxxt4FY30PBFw7Kf6usezEVGZObRbUZk5t5hTmkEKPKPSQUh9S6cmxpKbp3lBhraMRvt2RceqgCb5wSU2o1leJja+6eKKNJ1v4so0SEVIEiDOSw1pr0rKiqGt3H2u6bNO8IC0rWoErhLyezRguUj7dWEMbS1lrpxJn9Iq+VjQeUpf1jLsJWKAwNbMqZ1JmHBbOLDzXTgo7005o4zqxfW+Smp24xz/fcjfhthe6bs2lP0oCITtOvlBu4hTPnImgNAdYWyPkxtnPFgKlJO12xL07axRFRRAc0c2CQH10XPLFouD50yFVVdPtxZRFzcH+jNk0I0tL1tbbPPhkk9k04/mzIWHks7bWxg9chl8UNXlWoZRAeYoir8jzkiDwCEKf23cH7Nzqozy5UmXSxjCcpHzzesRf//oZv3t6uuLYdfHw9hqfP9rmhw+2+Oze5ns7LAJ3DfWChOQUc8lI+nzevcOj1iaD4Cpc0ZMwxjiqYlauNleTee42YIvm6zxntnB/pouC6SJ/rz+NNoa90ZxFVvJqf/LB1IV+8bMH/N//4ies95Ibm9eytjHpKyum8/yt85GdOB/TRdF8zZktChbZ2edkluY8fa0ZTVN+9YdXToHuhrGz3uXf/PPP+cc/ukPgKdQZql5SbuOF/yfY9yfxQvZAHPGZXbVTkdeag3TBJM/5ejJa/ewfbe3wk82tm3tBx6DNgrx+RqnfYG2FFCFKdLBU1GaGr9aXUQJurjBPS55/fcDj3+0StwLanYjZNCOd5/zsTx7QvaZR5fkxG8pK83p/wu+f7fPk5QFPXx4ynmcsspKirN1C3iTOK/qZWW6eNUY7Y768rFBNknMwTgl8Reg7P4xeJ2Jz0ObHD7f57P4m97b7rPdbV9rABUrRDyNafog6o1MzKjK2qzb2hkzHtLUsypJp4cwLl/Ckk/vtBNGNzO/MFgUv30wYzVLyompofOpiEuyN+lt9xtzPRbGaWXprg+1LReL5rMcxG9HVvVQugrudHmtRQqT8U9/j47F6Ur1z7lexRjEb8YeN9U6728TqvTfWvw+ozYJSj5mWXzGrviKtXpDVr9A2R9viWGembhIYRz87op4dyboIJKyoWnJF5z1KdAKkDAnVOrF3m7b/kG7wGbG3Q6g2zlQHjXyfQRLzejJjf5HSCQPaQTP2oCR5XfN6OievaqQQZFXFYZoyTFMO04zDNKM2hsM0pag1Ze26S9/+ftVSaCdQsR62+UlfMiozpmWOxdL1I2LPv7Sf3XF8b5Kath+e0AG/GgSIyKkUQSOV0SigiQiBQZyhfAauG+MpSRIHbKy1KcujC0MpSdL4mHwbsE3V2yz7x8LxwpfdkuXFWteG+cwpR7XbEXWlmU0zJuOUIqtQSnKwP2MyWrD7akS3mxBHPlkKZVlTlZqyrJFSIJWkKjVVVRNGPnGiybOKutar37uMLSsqhpMFXz3f55dfvvwg56Aoa/rtmJ2N7oXMtULp44nT1eqkELS80PHerzCo5lzLLeN5zpvhjNkiJ19Wko9t1CfNZn25sZ+nBfNFcSTr+t7fgaPS5BUH48WlY7wottc7ziG8UVy5yq1l6eJe1po3wynD8YK8cN27JS3o+HlYJXXNOSnK+oQ061koK01ZaabznOdvxleI9Hw8uJXyi58/wBj73utMyBZKtrC2bmisGotx3WCxrL4fdz5wWPLSe2HIRtLCNIOe30bXVwiFFBFKJBgKhPCdxwYBUsV4so84rtRWa4qiIktL0kVOlPhEScDhwYzh/pwsLT/YYlnVmqyoGE1Sdg9nfP1yyJdP93j6asg3u2OyvLzQNePU2SxGWyd+SbPhz446bEII4tBj0IlZZCXTRc5omnJvu89Gv02nFa5obBeB33Rq2r6T5F5eCUukdcleOudOu3ttStLy+bUxjMu88W45Smp86aSD+2F0YQWk9yEva8bzDGtZ0fXyoqI+NjNy1vXgxAyuP7CuhCBUjk53/DeFStELQj7prfHTtS3UB6QWr0Uxd9rd5j0+ex/gYlXO9PKE34mi28T6k/WtDyrdfiLWPyrq2Pmwja9aaUaU+pCsfkNev2FWPWZWPiatX5HXu401wRWuyXOfIghUn0i9oqj3KfSQlneX2LtF6G0QqjWUCBEcqdrGvsd6kjjDUV3TiyK6UUS/rsmbBMUZf7vOfjeKUFLSjdye2VFNFd3IdVGvsse5GYjVfOF61KLtOyXaUHrOs6bpHl8H35uk5uagcFXHCqiwNgUqBLGTchZna2+75EURBpZOK6QMPIyxzu029AkChVLfXlJTlY5GZhoTzjBym/bj64cQoJoB2MF6izwLGI8WLklpbrzj0YL5NHe+KgB7oEIAACAASURBVLFPt5+sEh8hBJ6nGtpQjedJ2mFElATEiRtqrSqN+h4osBWmItMViQrfWTC0NYyrlKwu2Ai7KwrNRWGsRdeGpy8P+Xd/8yXf7I5Js6IZWHY0q7p26kDLAeZKG/SSW/1xsRZvBNoYZvOc//yrp/ztb56xyEqyomrOgzsvy79Xx/6uG8rj9xY2x5pDd2+xFVZ2kWobd7vVLKmvS/hSonyfR/0B2632yopxqWSzFn04cQZP9mkHP0ObBRbddGpaiEYsQ4oEeeyeaC0YbWi1Q27dXWP7Tp/b99YwxpItyg86U5PlJa8Ppvz26zf89y+e8/zNmNE0Zd5cVzd5zVhrKcqa4SQl/8MrvtkdcWujx2f3NvjFzx/ww/tbRKGHvOAC7CtJW4S0goCwGc6vjlHCZmXJy/mUT3prF3Y/Pw+V0QzzlDfZ4qT3llKsxwnr0fUGcpcwxtFq+52YtV7LSbDPMmptzi2KGGspzeliBpeBEq4wELw1sxQqj34U87P1bf7Ngx8SfEBaV6BUMxP1/sH5ZREjeMu/LFQegzDip+vb/F8Pf3DCNPOm4StF5wKx/jHC2JLaZEyK33CQ/XfS+jlp9YLaptRmgbbF1ROaC8FS6TnGPqfQB0zK3xKqDWJvh0H4czbiPydUm/iyy/LTE/u+e8/CgHv9HoGS+Eo1MvBmJaNvmjmtZPX4kNoYYt8xinpxhLGWTvjtGeMeh8AZjfpSkeuatC4ojaYymnldLPtb11Jj/N4kNbUx1FavFKykaF78W29MoStyXVPomlzXzq27yQQdPUmDLTDmAGvGCDSubueDiN3mQyxVHU4e21rHKc/yiuFoQV64DobvKbKgot0KUG254kV+EHUOoK416aJkeDBjPsudd4SnCEKPJAnpdCPCZnMRBB6DtRZKSVrtCD/w2Nzp0StqPE9R15o8r4gin043YrDWYm29je8rdG1QShKELnlz3HmPIHR/wtCj1YlQ3sUrlt8VLPAmn/AyHXG/tcEdOVi19xd1waRK+WZxwLzOCaRPL7gchcZaR/cYzVK+fLbH4+fDVbfj7yussRRVzfPdEX/3h9eruYY/VliTYs0IY/Yw+jXYhaN0efeRso+1E4x+iZB9JxSASxaW/gyJ75/YdI2LnLyo+ZDjxFJEBGobIyscHVc1SczyHuZxXCBArOJ1vYYyr5hNMqqyRirJdJzy4tkBcRISxwFB5F+6QPA2irJmtsh5sTfmy6d7/ObxLr9+/JrhJKWs6g9WENDGosuavKyZzHMms5xFVhD4iqrW3NserCia5xWzpJAECtp+wEbcYlRkTIp8Zb44LQueTcf8ZC1FW4t3DU65sUdqeuM8Z1rmlMfUA0PlsZ202Era585uSHF2UuK6iQYEqyLZUsDH2otNoBtrSauKeVWcSPIui3BF7zvpXbdU+Wr5Afe7faLGT+W7XK2CplPW9oMT1C9jLbV1sT7o9In9xsj0uwr0jwy1ydAmJa1fk9UvOMx/xWH+P8n1HoU++FZjcfTeipo5hYaiPiCvdzG2wKJp+49o+ffxZQ9fdlbS65Hn0YtPet+9/Sk7fr0kwckiUyu4vGHmTWNZ1FnOYvV8J4EeKQ/ZdHGus3f+3iQ1y0xONt4zvlSnzlDMqoKDfM5+MWeYL9iKO2xFHdbDFkEQgc0xZoypvsDopwjRR4gIYw4BDy/8Zyh5ulSdNoa8qNg/mPG7P+wyTwuS2Mf3FEIKbm31+OyTLVpe+MFuRNZYyqKmTisef7nLm9djklZIGPoIKegPWnz6w23C0AcBcRJw++6aEzKIfPzA496DDUwz/H+cxmaMS1rC0CVCO7f6COkkT611v1sosRIJkFKgPIlS34ekxvJktsdfD//Av9j8MRthh0AqLLCXT3m22Of3s9ekdcF21Odea/3cY77zO6wbgk+zirz8+53QQEPsNIa88eAx19i0fB9g7Yi6+iWmfoLRr5ousMWzJdb7DFN/Q1X8W5T3I2S0ueoKG2vR1pDXmqw6qqg/G495Pp3ws61t1uMPM6ciUAgRIlAYSqyt0WbBcqmUMkaJFkv5aakkvu9RFBXD/RmjwwXPvz4gzyuKouLF1wcM96Zs3eqzdavP2kb72knNPC14/GLI3331iv/2m294/mbMLC2oKv2tdTiXxrhPXx2SFRW7B1P+4k8/xfd36LbCC3fo237AvXaPcZ4xr0p0QwubFDlfT0fsZ84A2KKuvIZoYxjlGW/SOZMip6hP+qbEnsetVpdbrfZ7DR6FEEghG/W3d6MxuOtWSkEUeJRVzf5o7uaUlETK86detTXMqoJRnlHqq6scxp7PZtymH0Yn6MVZXTHMUhZVycfS/I09n6249U6seV1xkKXMq5I/7jvld4PKTEirFwzz/85B9tfkDfXLvEfx9tuCtjm5PkDnv2RePmMQ/Zy16M/oBj/EC1onZm0+7p3W+RAIlHCzfaHy6AYxgfTQ1qCkvJYZLHyPkppJlfH17IDSaOdqGve43x7gNzSJtC5J65LfTd7wxfg1h0XKuMxYDxM2ojaf93b4QXeDWGaEIgcqsAYhG9qZ3QOa75/RNHeqXjV5UVFWNUVRrfjjWhtaSYj+wK7n1lo3y9PMupSlRoiSoqgxTTWuLOvVK/A8hdc+Sv6Ucl4T9rjtt1j9b0Vds5Gl1ebkaWgOehEn+8BXdFoh2+sd7u0MMM2wrjHOmO3Evxv3+FVy9YF2KoHySFTIsJzxxeQFbc+1Qb+e7/EqG6GQbEU94lOEBM6HmyExxlJrfcIp+u8jGk9jjHWbLP298Zm5OqxZOL8rM0TIAViFqV9i7dQNldpF06nZxKJXH61C18zLklGeM8oylJR4QvB8OuHZdMz9Xu8DRu38GGozodJ7WFuBOJKg9u0a0osb+VFQniSIfXr9Flu3+quZvk4vWd0rZFNM8QOFvAYdt6xq5mnBs9eH/K8/vOTvvnrN140gwPvge8rJNAdu4N/3nEHx0o9mOa+0vC7zphuT5a4YsZwHOw5r3UzPdJGvlCM7bSf28MMHW2wO3PHPGu5efrcThDzo9nmTznk+n1A28zxZXXGQLdhdzHkxm7KVuE3vVVBozcv5lK/GQ8ZFtuoGCcBrZntutdpsJ+33Gt29zzAUnELfoqrwQ4+djW4zcwbahFig3QrPnqWxdmUAeZhn7GULsmsmNTtJm7UoWdG6LFAa3SRNOQfZgnUSWp7/nUraxp7P9pmxloyKjIPMFRZaXvCdxvrHgMrMqfSUafl7xsWvGRe/ZlJ8ibY5lrOVNb9NWDTWagpdUupxo3qp0TYDLJHaJFBrp36evm9XR2U0ha7ZL+aMiqxhXTkEeNfe/31vkpr9fM7/GD5nWCyojeGfbDxgJ+muOMHTMudlOua/7n3Nv331W6dZbw2+VMSez7++9WMCJbkdWTYDEGKA9BRSPXJyzrbA2jFLNbSzkpqydDfeQUM7qGq9mpvQupmNuCH1mtNgGwNQakO7E7k5hEpTlTVaO2ncC2+oz4vx7Z9f8DUJIUiigI1+mx/c30RJSVHVK1WistTN13r1/bJy36uac3nTiY1A8LC1iUTwbLHPv3/zGzaiLh0v5lV2SKZL/mTwiM+7d+gH/2Bs+g+4PKzNsWYPCPHDv8KYfSrz/+IqActE4d0P0aKs2F3MeTmd8mI2JVIeie/zcjblIE1Jqw+38LqEZkpeP2VR/BqLxpNrR2IqvsW3Wyupe89TKCm482Cdje23BTrc9kwIge8rvMC7lpFkVlS82Bvzm8e7/M2vv+Hpq0PS/Dy5bIhD30kzD9psrnXotkI6rWilbKa1k0MtipqsKDkYp+yP5+weTNkfO4lqfcb9xxhLVlbsDmf89d+5ObFOEtFvx07u+QxlvCW6Qcij3hrPZuMTyUJlNLoyvFpM+eLwDZYtemF0pWWk0DWPJ4f8ZviGUXGUACopSXyfQeiM9zbi1nsVI5d+Nv4Zkr1LGer1JGHzmCHN8tS9z3hz6ZCe1RX76YLdxexEl/KySHyfnVaHjXip6CVXRpjGuoTx6XTkaJ7t3ne6EVzGut7EupyvejtWKQRJO/jebVo/NpT6kGn5Bw6yv2E/+y+UeoS2aTM387HBYtEsqucU+pDKTNAmZRD9IwLV50xn+O8JlrLNh0XKF6Ndvp4PGQQJncAVcFpeQMePGIRXZyZ8b5KaWZXzdD5kUZe0vdBxeY8tPG/yKb86fME3i0NyXbMTd9lJuuxlMw6LBa/SCV+MXhH0NRuqwtqZG+I1h2AzoADO3ngAztsg8IijgCjyV0pU4KpSSRyilPighRUhnI+M8iGKA/xFSdEMycaJk1f1/fMv/It0W64KKQRx5LPeb/HDB1us9RKqSlM2HiTLr0tfkvLY36taM55lvD6YMp45idabcJMXwCBwMpmLOmdYzhkWM/bzKW0v4lF7i/utDbbj/pUkLoUQeEqys97lf//ZAx7duRx9bTzLGM8yRtOMyRmVaCEE7Tig0wrZGnTodz/MAPlPHu2QxMGF6CNnQeAc21uRz+ePtsnf4zVzGrKiYjzNGM1SxrOMsjp9FicKPFpxyEa/xeZae+UAf5PYHLTZXu+glDyh8vcuNNYWCJkg1BYSA+LtW+y7m2UlnXJTNwzZ0i1CzyP2PFeUUYruFSv2F4NtzOOcVKkUAb7qIxvJaSXaJ7wTjHGCDrNpxng4R2vjVMRw1+fW7R6b29frLLnBc8PBeMEXT9z8zMu9MdMz/K48JQkDj0E3YaPfYmutzdZah/VewqDbohUHJFFA4El8TzUdYrsqrIzm7nO3dzhj73DG/mjOcLxYedy8G58ly0t2D6bEgc8X27uEvuLezoBu+/3vVccPedjtc6fdpRdER87yuJm8F/Mpf737Al8qbrU6RJ733m7KcdTGMClynk3H/GF8wOPJIbPyiFoTK5/7nR6PeoOVnO/7oIQk9nwizyf0XKJwfJh/UuY8nY4I1zx2Op1LSRDXxvB6MeOryZC9dO6oeNfobntS0mrmlR50+5Ras9dQ+bS1vFxM+ds3LwDLepQQKqeCeZ11bhWttSdID+cdcxnrZtzifndAYTT76YK6ifXVfMbf7r4A+M5j/T6jNhm1mTMrv2KY/S2T4jek1csLdmcknohRMm6kmEOkCJyXDAohZEMJc2PtDZe/kXt2svEWfeRnY0u0LZxMtMmwvK8radE2Q+uMWfkYsEgREKg1AtnHl90rvW9pXfLNfMwwv5xy6u8m+6R1tZr52k1n/Lf956xdIfEQQtD1QwKlmnuJoOUHrIeuKBIp79rm59+bpCarS/ayGZHyuZX0WAtbyGOL7at0wn/Zf0qpax601/iXO5/xF9uf8Z/3nvC3B89Y1CW/PHzGjpfygzCDRiAAvYtLZmqEPF0gYAnPU3S7MbU2DEdzam1Is5Io8tlca7M+aF0oobgOpJK0OxGhUkxGKUYbisxdcJtbHTa3ukSx/512rIWAOPAJPEUnCfnkzrqbyWlkj82xv7/zb+Drl0P+0y+f8Nsnb3i5N76RpAYgUSG+VHza2cGXHv/j8GtepIf8652f84uNz2h7V/dtkMIJRnx2b4NBNz5zE34Wvnz6hi+evOGLr3fPTGqUFKz3W3xyd51f/Owhnz+6uuvu+9BtRQw68bUTBE9J+p2Yv/yzz/iTH9291HP3R3O+eLLLF092+e3Xbyir089JuxVyb7vPn/zoLr/42UPiD6C+FfiK9V6LwFPnfK7OKogsvQyWijonN2+JH7DVEqzHMZ8NLF5D+RlmKaM843anc8oxbw4CgZItQu8OnuwR+5+iZNL8xEccWyaqSpMtCp78fpff/vI5RV5RVW6BllLyT//yR9dOarR2JrOvD6b8j9+95NdfvWa6OJv3HgUe/W7CTz/d4c8+v8e97T5bax3C4P9n7z2aJTmyLM1PVY06J48HRQR4JpIW7erqar6d2c8PHJFZjEgvZjGLEemZIl0tVZmFRGYiQSIABH3UubtxU52FmvvjEfGCgFTVhQR7cHLN3Exdz733nOPgVNyOpclgpW+wMmvUlUdKUVhPqdE04pMvnvK7+7vcf3x0IagBKyIQpzl7gym/+sMjDIZmPXg+qPF8bqsuNxpt+mGNeZ5R6GTVmX48mzDLUrp+yPu99WpT+2Jf07kueTyf8LvBPp+PDnk4HZOd8KdpeB7vddf5sL9By3/+3Lol87rUXZeaY0UskuJYtmIQR3w6PKQThNzt9LjKeEJaFtwbD/mng132o7k1A3zhZ58PibUzWA/r/Ki/SVJY35/l2Ouj2YT//uhr6o7H+911hOcTvkIX8WQsryV4MZBwOtcNkjJnnFrbBYBH8zH/7+OShut/57n+kKPQMxb5I0bJbzmI/oakHDwHTCxDIoWDp3oEzgae6uLJDp5q48oWSgRWclm4SOFYkINAV8WhJZApTVKNvk3I9Kgy8jwi4aC63p+/r0nKffJkghI1PNWh6b1TqaJdPaZZwt/ufc3Hg6tZbOzFMyZZjDaGvCz5cnrIf3vwe8KXUOdzpOIvtm7z8/611R7+bmuNa7XOSoTmRde7S9/jlZ79LUZezcb6yqXr1Wi4PlIIkkrtbC+e8XA+5Fajx/vtTT5ob/NWc42DxHZqvp4PeBJNWegW0lkHY/1pDBkYgxABQvYQsslli7MlxytqoUevU0drs3Kk7nXr1GseSr5aReV5IcBKSIcu3X4DYwzNdgjG0O036PbqeJ77nS5YVvraevd47tUvsSTNadcDAs95JQOyB4tDvp4fnPqZMYZpHjPKFhwkE4bpnG8Wh5W4g6DmeNxubLAZXG1jttwwNWoeoe9eWZZ1Mk94WlV+n/UevufQqgdsrTV5a6d3pfd40ZBSVh3Hlz/3olJBch3FeqdBv3W1qo7vORwMZzRqz/Z+cpVajTre2u5SD5/Nhzp2Hrf/sGTo5x+LUuK5YhhCBEi1iTE5Zf5bdLmHKQ/RCIrsf2L0DCH7SNk7RfxcemxIR1jvk2rG2GA3ljX3zckkg6jkmwWGglJPycpdRGk3va7q4qr1Vb5FVrCYp+hS4wcuRVGSJhaoLTllWhvEC3DvzsbylpnHKfceHfHp/T0e74+ZzGLKC0QmfNehFnrc3Ory7q113ru9wfu3N1nr1Gk1git5hhlj6DRLetV1Wgvsfew5DsPJ4kJTXK0N8yjl4e6QViPgnRvrtBoB9dC71LTWrYDCtUaLn6xtoY1hMczIjAUfUZGR6oLfDvZo+z53233utLu0/YCWF6CEWB2XMYa0LEnKnGESs7eY8cnRHp8c7fFoNllxVJQQlnNSb/J+b513Oms03Mv5LsuQ9kOsODgtZlnGflmuujWH8ZzfHu3RC0K26036QW3FAzr72rZ4ZeWbj+IFj2YTfn3whN8c7nKURK+s77dcb9bDOj9d32aSJTycjRkmMZkumWYphdZ8fLi74jVdb7Ro+QGtai9x2fWyzL2oVOXiImeRZ8zzjElqrRB2quOvud5zZaOXua5VuU6zlEdTO2aU6ZJZllHoaZWrV+XapuUFtLxXyDVLEFwt1x9iaFNiKIiKpwySXzHJ/kBSHlBeYopsOy8Ovurjqz6ebOOqNoFaw1N9XNnAkU1c2UCJmjXQrPy8jrs2ourMlBbYUKBNSqljCr2w4EbPKnBzRFaOycopmR6SFoOK33MecC27PPP8PkdxgMAhdHZQuKek9l8k0rLk0WLM70Z7V3peVOSkurCDcQaGSUSpD17Kk9GVis2wwXpQY5onJGXBIFlYbjrgSoeNsEHbe/kplB8MqCmMXmntt7yAmrLdiCjPOUznHCYzjtI5P+1d40/Xb3Oz0cURkjW/wZ3mOk+iCcMsJRM3cfwPLCGWFKMXQI4QbYRognz+5ivwHTbXW7SaAUmaYww4jiTwneeMp7y+cF2Hza02/bXG8UaCSp3I+2ewUL0GUPa78SP+2+N/OPeFuVz450VConP+/ugLfjP6BoFgPWjxv1z/oyuDmuO0BY4jrqzK5Cj5QoBYVHLmjpI4b8gb6HXjYQsIrpbr8nws5Y4vDXEMOhzn+edkSRBf8t6UvHyDsHqLF+aS1ZHOLXR+nyL57+hyF613MfoQUx4h1DWkcxOhdrDcvbPPFyhxrDNlOQ3OhWaxryuEkGAcjCkoyhGFnhMXD1jKONfd92kF7RWnJs9KonlCvRFw9/0tJsMF49ECo60BcK3hV4D+5cdwJ/OE33z+hH/67DGD8eLSTm0tcNlZa/Gz967xV7+8y1a/RT30cBz1UsUQx1E0apL3b2+yvWZfK/BcPvny6YWgBiDNC/aHc1q7Qx7sDum1a+ysty8FNWDBwna9xZ9v3yQqcr6aDFcdldIYdFny26M9Hs8m/PHWdf5k8zrvdNa423HsKFL12WhjiIqMw3jB7wcH/G6wz8eHu9wbHREXxxskV1pfmlvNDh/0NrjT7l3JA6Xp2ZG5cRozSBYsfTwPogXTLKXt+/TDkPe7z+YBFVozzzL+MDzkVwdP+Ye9x3w2PCDVr0/mfS2s8bP1bQ6iOZ8c7pGUBUWqycqCQpf8+uAJD2djfrl5jT/ZvMZb7R5+q4en1KVsBTsaaEHCUbxgP17wdD7l4WzM/fEQR0r+w/U7/GRtC0eqFwYKy1wPowWfHO4Sl/mpXH91Itc/3rzGnXYPT3XxlfNiuSYLDqIFTy7NVf6zBDWGgkLHzPNvOIj+hkX+kNJczsWTwsMRIW3vPTr+RzQ8K6esRIgSAUIo655S/cnKR6W60ldrzVJ8aek0Vo2jLQvoRlcjaBFxscc8/4Zx+ikj8xvSckBpqumhCyLKH5OVI3y1Rsf/Mcgm8oqCRoUpGaUxe9HsSs9bqnMuj2wJcl7GS8aRkq9mR7R9j9LY83SUzFffcS0v4I/Wbv7LADXWn0aiTvnTCMZZxFfTI8ZZXLmUNrjZ6NH2QgRWk7/u2A8/LnIKDQaJ0SOMHqxe3TBHiBDBdcTqYjn9oZWlJssLprOEw8GMNCtw1PFG1GhDvebDGzSiNBiKwgoDgO3aKGUVz8ajCGMM/bXmKcWzU8eg9Ski/nKDrCtHWoHd6KVFSZzldr7fc5FSrGZwjTGkhSX2C2Ffw3McpBQcTuZMooROPaQRVDr7QuA56uru1a+4ud4IWnzUuXlumVgyRTQW3Ngryf6s7dUuFAqwaj3aGl2tFioQQuEIZzUKubwWrrqnWj3+eV2D6jchnt85+D7Ey58P8UKf//KrRVTeKc86J+bEZz1PUhZRSqnt2OOSd+G7jiV8sxyJ5ITwhjW5vRR4yibKeRvwQIQI2UDoPgLPetM4N5HqDlJdO8W10ZWXxiiJmaYpDc+j4XocRgsGccSNVofGG/MXkEjh46guvnMdx8wxRldf4i6u6q6UzwBcz6HRDPB8l3ojQEppXeHTgrwocRxZdWmunklRlMyilKeHE755OuTJwWTFWTwZqvLl2llv84sPbvDR29tc2+jQrPnP/nyeEcvquVQCJ/RwlOSdm+tobRjPIkaziDg577O0VEUbTWPuPz6i0wrpNEMatYvHu5a5df2Adzp99qI5j+dW5W4/mqOrLuIsS4mKnPBon6QouDcZsnPUxFcW2CyJ9rM8Y5zGPJyNeTCd8Gg2ZlLxaCSW6L9Za/Dz9R3+eOs6O/UmNce90tLaD2r8uL/JKI35ejIi13rVdcmzki/HA1ypeDSb8OX4iNBxCU+8R2E0WVlahb805t54wP3JkCfzCaUxXG+0CZTD7mLGJLu4mv6iYQ0sJe901vjLnVv85miP3w8OiIqMXGtGaUJU5LhSEuUZn42O2Kw1qFU5q0rG2lT/lfp012OaJYzThEEScRgt2F3M6AYh0yyh0CXmkk3pM3Pt9vm3127zyeEuvx8esMhtruMqV6fK9fMr55pWQPQ4144fMskScl1+L2nyryOycswi/4ZZdo+42CXXM7jgaB3RwFUtGu5t+8u7Q9O9Q+BsEqh1hHCQ5ziRz4nn3FjGWJ6NIxs4soUr2wRqg3n+NYv8AVk5JNPTc/kWJqEsM+b5A0bpJ7S8d3DV1caSfeVwo97hw+6bGVt/kXCk5J32Oneaa8CxSuoyQuVRc17tu+4HA2qkEHhSIYVcbUYxhmEa8dlkj1kW0/NqrPsNNoLmSllGYCue2mgynVNUBnll/immuI9QfSDE6ENA4QR/BepikndRauaLlKf7Y/7wxS5JmtPt1FcqL2Wp6XUbvMC48kuH0RbARPHpysNilvDwm0OMNoShS71xcRKF1kRZvqpWu44iwLF+InmBktapdholHM0i2vUAx5G4Qp0i0EdpxnhRGX8q61TrOoqvDobcPxjy7tYa1/ttMHYT0q4FVwc1rxg/at/gTuPZN/BZoTopJLULKiC29VpYwyyTryoXrnSRMjzF7/rX+P7HdB7z9HDKPEpJs4Lt9Rab/SbdZm0FauCYd2E7EdjN/iUKV0I0Ec47CLmFce6i9cDKO+MjZB+h+kjZBxFwculdzio/nk74Yjhgp9HkeqvN/dGQB5MxvnK43nq5OernhcBBCYWvtlCyjjEZxpRI4SJFDSkCxIkxh7Dm4bqKNMlJkpyisNLyi1lMsdArcPkykeYFB8MZj/ZGPDkcczRZXOht5ChJPfC4tdPlL372Frd3ejRC77WCfNdV3Nrp4vsOj/ZHPDmccDiaX2oeO49Tvnx4SKcZ8u7Njee+ftPzCV2Xj9KEWZbiCMuhWo6hLTs29ycDHs0mOFLiVk70vnIoKyCcldaNO9MlefX3ZUgpaLge1xst/mLnFn+6dYO1sHblWtFaWONnG9s8XVgCe1zkqzwN8PVkxNPFjPZ+QMcPWAtr9MPayhk8KnLmue0oDeOIpDLGLrWm6fn8qL9JP6jxd7sPXhnUKCGQSvFOp0e9MrPdXcwoY02hM6sypzWfj474ejpandem69PwLIHZk2pVnU5LKz+7yHPiiixdmsqGwGhybRVWX8Y4dJnr2+0+dcfFV4q9aGYLj2dy/WaZ7AAZWgAAIABJREFUq5A0vSvmWnWnc61xpKR4jZ2x72Ok5YBh8htm2ZcUen6pMICnujTct9io/QWbtb9EyRAlaiuezJuRsJVI4eGrNTzZoe7eoB/8gmHyGw7jv2GafkGhF+hzIMwWUxf5Q46iv8cRIU3v7pXeueZ4/Ki39UxvqjcdjpT8vH+ND7tbJ356DGpsIeZfCKcmUC49v47B8GA+rACO4MvpAX+Y7CEQvNPaYDNs4lb/zxhDrkui0t7gjlBIocHkCOFiZAshNxGiTmkWsDJhukSTuSKzSyEIfBffc9lca1ELPYSAdqv2ShKmLxJFWTI8mjPR81M/X8xTdh+P7IYjvZwMF6U5T4YTFqlVm6n7Lp26FT+YJxmt0Ge9VWeeZDwZTsjLkobvgQ/KcZgnKfMkYzCPGC1iap5LzfcIPRdXSdKiZJ6kjKIYz1XMYntO72z0rPO2+PaMOmuOT805De6MMcRlRlxmJGVOrksC5eIrl5ry8NXpsSBtNLnJiIsFo3xIWsYoccz1CVUdx3NxLhgn+tf4/oWpfHPSypdESUm9ZkemojijEZ69XmwHYT5PiOOMstBIJanXfcLQw/ed45E3k2D00HrQiDZS1UGug3AQooEQNdvBEafBvd2QWG8pV0oOFgsOowVSCDbrjTfsAq0x5OR6TFo8RpvMfqkLO7PtyD6e2lh1MqWSuFKshD3qjYCy1IShR5bl1JvBS4OaJMt5tD/m66dDJvPkUm+jZj3gzvU+d6+vsdFrWt6Ver1cRoHl7LQbAbe2e+wPZmRZwewSwYI0s8aTTw+nDKcRG70GgedeasqppEQhudZo8Ueb11YcpEezCbuL6aobYjeqx5vQpW+M3bBWvl5nugNKCFpewHqtzvvdNT5a2+L97hprYe2l3LqtsaV9rX+7c5vPRofcHw9IKn5Npksr018UTNKEURqzu5it1sjlZnuapUR5hhCCUDnc6a7xdrvHLzZ28B2HPwz3r5TXRbHsuDU9n+tC8vONa+Ra88X4iHvjIeM0ZpImK2C1jIlKCRwrr+wIaSU9KtCSa3t/FmeAiy2YyhUwcuTVDFOPc/WQos3P13dsrqMj7o0HjKpc07IgPZlr9uxcs7I4B7JO56pwpeSfWxnOdkEK0vKQafY5UfHkwrEzRzZwZYuu/xG98Be0vQ8InI2KH/NmC6/LCSOBBOEgjYsWddr+e4DBkXUMmqQ8ItcTzo6jpeURk+wz2v4HFDpGCgdZjQZrY1ikGfM0Y7CISPKCm702G80GYNUP77b6dP03o5p6WXy2d8i9wwHvb67zbn+N643OKxtsPit+MKAmVC7rQYNhtuDzyf5qkfnDeI9Px3t80N7iR51ttsLTFc1UF8xzqy7jy+NZVCG7lvCl7oBoYExcjaNd7lMD9qIMfJf1tSZh4HH7ep9GIzgeXXgDkrIno8g1o8M50fh0RSuOMw52JzRbwcpL56KYJylfH444mi3Ii5JOPWSn2yQvNKMo5nqvTb9ZZ55mPB5OrUpLq46jbJVwEiU8GU0ZzWPGUUyvYTlIeRmw5AlobZjFKdqYChhpmoFPv1FDOCC/Q611g2GWJxylU0bZgkWR0vHq9Lw660HrAlBTkpYxo/yIbxb3mBczWk4bX1lCbNvt0XI6oL7dheJf4+XCGENZWsngvLTE8HYjsOaLaX5uIy0EFIVmOFxweDhlPktxlGBru8PaehOlaitQY8ycsrgHwkU5byNFH4SCSvrzMnW0UtvN65L78OVwwBeDI/5o5xofbWzRD19es/+554PCEpSLJ8zSX6NNgpJNBHbzG7pv48pOdRxitflWjsTxFPWmj+OoSnzB0Oq8fK5xmvNgd8hXTwYs4stn4DutkA/vbPH2zXWadf+Nrrm+63Bru8t0kfDkYMLjg8mFj8vyksEk4mA442i0YLqe4ih1KahZxkatQTcIqbsubS/g73cfMkljFvlxN+RkLP1MnjXk5ErFeljnw94G//nmXX6+vk3HD0+NhF0lPKlwPMkHvQ08pQgdh4NoQXlCXQyseWSuS6IiO8VpsuIcVCPPBl8q2kHILzd2+PPtm9xp91jkGW3v9UmXe8rBlYqfb+xwp93j73Yf4IivuDceME2Tc+cvLYsVr+kEQ8L+aS4eKhPCjvcFyrFStEq+FJdrmevPNnZ4q93jf+w+xJGSL0dHTNP03Ejbq+QaKhdfObjq5Xhn3+fQlJQmISmOVqNnF5HvPdmh4d6iF/6S7fp/wZEB4jsrSko7HeLeIHA2UTIg13NIqbpMp/PPyhFFOSMp9in0AkfWToGaSZzwZDzl97sHDBcR/+n9uytQ4yuH240eN+udb/UI//DVEb/5cp8P21v8pL+N84aB4w8G1PT8Oh91d/h0sscXk4OVxPMgXRAql2u1Dh92ttkMW6du9EmW8CSaUGLo+QG+GKOLe2AWGFOAESB8jB5xvDRcfLMnacHe/oTD4ZxFlBJFGcYYAt9eVO1WyOZaE99/czeI40j6a03Wuo1TP0+TnGYzwA9cy+u5JCxHwJqESimIspzHgwme41gnbsfBkcJWgapFujINB6xUc68eskgy67AdW8DYrYd0QvulJIWgUwtZa9VYJBmzxC7MWVm+cdB3+XEbDtMZR+mU3XjMYTKt5tcNg2zGI+mwFXbYCjqs+y3a3vHmzGAQSHwZIh1J39+gpuqAIFQ1HPndLIi61CRxRpEVq42mF7ioapNZZFZ+V5ca13dwPQdnOSpZlMxGCwZ7Y5SSNLsNas2AsBE8dyP2Q4wlP2YyjxlOIxZVB3G2SEizgm4rpNOsr+7lZWhtKApr1FjkmjB0cV1lneiTnLI8sYUwGUaPMXqELh4gZBMhOkjVR8h1hKiDCDm7vkR5zuFiwSLPybUmcBzWanWUkEzT5IXkd1/+vJRoE2MoUSLEkl01hoTSlGidcLIXkGclWZpzdDDlYHeMchRupXAoBHieS+uKGhul1pYTOLX+VPuD6YW+RkIIlBR0mzXuXOuzs97Gd6/eeXiRWL6m6yjWew1ubHZo1n2UFHYc8YLnaG2Ikpyj8ZzhZEGz5j/TgBJYyXfv1G0xLnQctutN9qMFh/GCSZowyWxnYVnIs0pwFmDqE1L4J19zLaxxo9lmu96snOtfXklSCCta2wkC7tAjKQpCx+PxfMLuYsY0S5hmKUlRkBT5ajROSYkSEk8qfEfR8QI6QchWvcmNRpufrG3xbneNXhByEEHd9Qgdh6x89fGopXJb3XXxpOKj/iauVLzXW+fRdMwgiRmlMbMsZZ5nFihUnadyNWpadTeUxFMOgVLUXI+649L0fNp+QD+ocbvV5Z2uVZRzXsJj42yuP+5v4krJu901Hs0mDBIr7f4iuSol8SugVXNdao5H60Sut1pd3un0ab5krt/nKPSCuNhdbfi1KTjd6ZBIFHX3Bmvhn1teimxWYimQlAek5aEt6CArNbMCbTLA4Ks1HFkjLYcUeoG 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